From f2d432547a4bf0f17ab584a5e1d7b05d8e56e63c Mon Sep 17 00:00:00 2001 From: nicewang <15051965381@163.com> Date: Sun, 9 Apr 2023 14:37:19 +0800 Subject: [PATCH] cmt-20230409-1: +rnn_gray --- .../cross_validation/new2/cnn_train1.py | 4 +- .../new2/getTrainingAbnormal.py | 4 +- .../cross_validation/new2/get_validation.py | 4 +- .../cross_validation/new22/cnn_train1.py | 4 +- .../new22/getTrainingAbnormal.py | 4 +- .../cross_validation/new22/get_validation.py | 4 +- .../cross_validation/new32/cnn_train1.py | 4 +- .../new32/getTrainingAbnormal.py | 4 +- .../cross_validation/new32/get_validation.py | 4 +- .../cross_validation/new42/cnn_train1.py | 4 +- .../new42/getTrainingAbnormal.py | 4 +- .../cross_validation/new42/get_validation.py | 4 +- .../cross_validation/new2/cnn_train1.py | 4 +- .../new2/getTrainingAbnormal.py | 4 +- .../cross_validation/new2/get_validation.py | 4 +- .../cross_validation/new22/cnn_train1.py | 4 +- .../new22/getTrainingAbnormal.py | 4 +- .../cross_validation/new22/get_validation.py | 4 +- .../cross_validation/new32/cnn_train1.py | 4 +- .../new32/getTrainingAbnormal.py | 4 +- .../cross_validation/new32/get_validation.py | 4 +- .../cross_validation/new42/cnn_train1.py | 4 +- .../new42/getTrainingAbnormal.py | 4 +- .../cross_validation/new42/get_validation.py | 4 +- data_augmentation/data_augmentation_1.py | 8 +- rnn_gray/.gitignore | 12 + .../BidirectionalSequenceLabellingModel.py | 97 +++++ rnn_gray/SequenceLabellingModel.py | 80 ++++ rnn_gray/SignalDataSet.py | 33 ++ ...ionalSequenceLabellingModel.cpython-36.pyc | Bin 0 -> 3707 bytes .../SequenceLabellingModel.cpython-36.pyc | Bin 0 -> 2904 bytes .../__pycache__/SignalDataSet.cpython-36.pyc | Bin 0 -> 740 bytes rnn_gray/__pycache__/batched.cpython-36.pyc | Bin 0 -> 578 bytes .../__pycache__/travel_path.cpython-36.pyc | Bin 0 -> 1039 bytes rnn_gray/batched.py | 24 ++ rnn_gray/helpers/__init__.py | 19 + .../__pycache__/__init__.cpython-36.pyc | Bin 0 -> 497 bytes .../attribute_dictionary.cpython-36.pyc | Bin 0 -> 643 bytes .../disk_cache_decorator.cpython-36.pyc | Bin 0 -> 1369 bytes .../__pycache__/download.cpython-36.pyc | Bin 0 -> 1250 bytes .../ensure_directory.cpython-36.pyc | Bin 0 -> 544 bytes .../lazy_property_decorator.cpython-36.pyc | Bin 0 -> 586 bytes .../overwrite_graph_decorator.cpython-36.pyc | Bin 0 -> 555 bytes rnn_gray/helpers/attribute_dictionary.py | 11 + rnn_gray/helpers/disk_cache_decorator.py | 33 ++ .../helpers/disk_cache_decorator_example.py | 7 + rnn_gray/helpers/download.py | 36 ++ rnn_gray/helpers/ensure_directory.py | 13 + rnn_gray/helpers/lazy_property_decorator.py | 12 + .../lazy_property_decorator_example.py | 29 ++ rnn_gray/helpers/overwrite_graph_decorator.py | 9 + .../overwrite_graph_decorator_example.py | 8 + rnn_gray/lstm_train.py | 344 ++++++++++++++++++ rnn_gray/rnn_test.py | 51 +++ rnn_gray/rnn_train.py | 122 +++++++ rnn_gray/rnn_train_bidirectional.py | 121 ++++++ .../01_wikipedia/EmbeddingModel.py | 41 +++ .../01_wikipedia/README.md | 11 + .../01_wikipedia/Wikipedia.py | 85 +++++ .../01_wikipedia/batched.py | 11 + .../01_wikipedia/helpers/__init__.py | 19 + .../helpers/attribute_dictionary.py | 11 + .../helpers/disk_cache_decorator.py | 33 ++ .../helpers/disk_cache_decorator_example.py | 7 + .../01_wikipedia/helpers/download.py | 36 ++ .../01_wikipedia/helpers/ensure_directory.py | 13 + .../helpers/lazy_property_decorator.py | 12 + .../lazy_property_decorator_example.py | 29 ++ .../helpers/overwrite_graph_decorator.py | 9 + .../overwrite_graph_decorator_example.py | 8 + .../01_wikipedia/skipgrams.py | 12 + .../01_wikipedia/train.py | 48 +++ .../02_imdb/Embedding.py | 22 ++ .../02_imdb/ImdbMovieReviews.py | 31 ++ .../02_imdb/README.md | 11 + .../02_imdb/SequenceClassificationModel.py | 75 ++++ .../02_imdb/helpers/__init__.py | 19 + .../02_imdb/helpers/attribute_dictionary.py | 11 + .../02_imdb/helpers/disk_cache_decorator.py | 33 ++ .../helpers/disk_cache_decorator_example.py | 7 + .../02_imdb/helpers/download.py | 36 ++ .../02_imdb/helpers/ensure_directory.py | 13 + .../helpers/lazy_property_decorator.py | 12 + .../lazy_property_decorator_example.py | 29 ++ .../helpers/overwrite_graph_decorator.py | 9 + .../overwrite_graph_decorator_example.py | 8 + .../02_imdb/preprocess_batched.py | 13 + .../02_imdb/train.py | 38 ++ .../BidirectionalSequenceLabellingModel.py | 97 +++++ .../03_ocr/OcrDataset.py | 56 +++ .../03_ocr/README.md | 15 + .../03_ocr/SequenceLabellingModel.py | 80 ++++ .../__pycache__/OcrDataset.cpython-36.pyc | Bin 0 -> 2866 bytes .../SequenceLabellingModel.cpython-36.pyc | Bin 0 -> 3003 bytes .../03_ocr/__pycache__/batched.cpython-36.pyc | Bin 0 -> 677 bytes .../03_ocr/batched.py | 24 ++ .../03_ocr/helpers/__init__.py | 19 + .../__pycache__/__init__.cpython-36.pyc | Bin 0 -> 596 bytes .../attribute_dictionary.cpython-36.pyc | Bin 0 -> 742 bytes .../disk_cache_decorator.cpython-36.pyc | Bin 0 -> 1468 bytes .../__pycache__/download.cpython-36.pyc | Bin 0 -> 1349 bytes .../ensure_directory.cpython-36.pyc | Bin 0 -> 643 bytes .../lazy_property_decorator.cpython-36.pyc | Bin 0 -> 685 bytes .../overwrite_graph_decorator.cpython-36.pyc | Bin 0 -> 654 bytes .../03_ocr/helpers/attribute_dictionary.py | 11 + .../03_ocr/helpers/disk_cache_decorator.py | 33 ++ .../helpers/disk_cache_decorator_example.py | 7 + .../03_ocr/helpers/download.py | 36 ++ .../03_ocr/helpers/ensure_directory.py | 13 + .../03_ocr/helpers/lazy_property_decorator.py | 12 + .../lazy_property_decorator_example.py | 29 ++ .../helpers/overwrite_graph_decorator.py | 9 + .../overwrite_graph_decorator_example.py | 8 + .../03_ocr/ocr/letter.data.gz | Bin 0 -> 1329012 bytes .../03_ocr/train.py | 66 ++++ .../03_ocr/train_bidirectional.py | 67 ++++ .../04_arxiv/ArxivAbstracts.py | 58 +++ .../04_arxiv/PredictiveCodingModel.py | 109 ++++++ .../04_arxiv/Preprocessing.py | 37 ++ .../04_arxiv/README.md | 21 ++ .../04_arxiv/Sampling.py | 45 +++ .../04_arxiv/Training.py | 68 ++++ .../04_arxiv/get_params.py | 18 + .../04_arxiv/helpers/__init__.py | 19 + .../04_arxiv/helpers/attribute_dictionary.py | 11 + .../04_arxiv/helpers/disk_cache_decorator.py | 33 ++ .../helpers/disk_cache_decorator_example.py | 7 + .../04_arxiv/helpers/download.py | 36 ++ .../04_arxiv/helpers/ensure_directory.py | 13 + .../helpers/lazy_property_decorator.py | 12 + .../lazy_property_decorator_example.py | 29 ++ .../helpers/overwrite_graph_decorator.py | 9 + .../overwrite_graph_decorator_example.py | 8 + .../04_arxiv/sample.py | 4 + .../04_arxiv/train.py | 17 + rnn_gray/test.py | 11 + rnn_gray/travel_path.py | 21 ++ 137 files changed, 3033 insertions(+), 52 deletions(-) create mode 100644 rnn_gray/.gitignore create mode 100755 rnn_gray/BidirectionalSequenceLabellingModel.py create mode 100755 rnn_gray/SequenceLabellingModel.py create mode 100644 rnn_gray/SignalDataSet.py create mode 100644 rnn_gray/__pycache__/BidirectionalSequenceLabellingModel.cpython-36.pyc create mode 100644 rnn_gray/__pycache__/SequenceLabellingModel.cpython-36.pyc create mode 100644 rnn_gray/__pycache__/SignalDataSet.cpython-36.pyc create mode 100644 rnn_gray/__pycache__/batched.cpython-36.pyc create mode 100644 rnn_gray/__pycache__/travel_path.cpython-36.pyc create mode 100755 rnn_gray/batched.py create mode 100755 rnn_gray/helpers/__init__.py create mode 100644 rnn_gray/helpers/__pycache__/__init__.cpython-36.pyc create mode 100644 rnn_gray/helpers/__pycache__/attribute_dictionary.cpython-36.pyc create mode 100644 rnn_gray/helpers/__pycache__/disk_cache_decorator.cpython-36.pyc create mode 100644 rnn_gray/helpers/__pycache__/download.cpython-36.pyc create mode 100644 rnn_gray/helpers/__pycache__/ensure_directory.cpython-36.pyc create mode 100644 rnn_gray/helpers/__pycache__/lazy_property_decorator.cpython-36.pyc create mode 100644 rnn_gray/helpers/__pycache__/overwrite_graph_decorator.cpython-36.pyc create mode 100755 rnn_gray/helpers/attribute_dictionary.py create mode 100755 rnn_gray/helpers/disk_cache_decorator.py create mode 100755 rnn_gray/helpers/disk_cache_decorator_example.py create mode 100755 rnn_gray/helpers/download.py create mode 100755 rnn_gray/helpers/ensure_directory.py create mode 100755 rnn_gray/helpers/lazy_property_decorator.py create mode 100755 rnn_gray/helpers/lazy_property_decorator_example.py create mode 100755 rnn_gray/helpers/overwrite_graph_decorator.py create mode 100755 rnn_gray/helpers/overwrite_graph_decorator_example.py create mode 100644 rnn_gray/lstm_train.py create mode 100644 rnn_gray/rnn_test.py create mode 100644 rnn_gray/rnn_train.py create mode 100644 rnn_gray/rnn_train_bidirectional.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/EmbeddingModel.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/README.md create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/Wikipedia.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/batched.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/__init__.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/attribute_dictionary.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/download.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/ensure_directory.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/skipgrams.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/train.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/Embedding.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/ImdbMovieReviews.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/README.md create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/SequenceClassificationModel.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/__init__.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/attribute_dictionary.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/download.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/ensure_directory.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/preprocess_batched.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/train.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/BidirectionalSequenceLabellingModel.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/OcrDataset.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/README.md create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/SequenceLabellingModel.py create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/__pycache__/OcrDataset.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/__pycache__/SequenceLabellingModel.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/__pycache__/batched.cpython-36.pyc create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/batched.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__init__.py create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/__init__.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/attribute_dictionary.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/disk_cache_decorator.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/download.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/ensure_directory.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/lazy_property_decorator.cpython-36.pyc create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/overwrite_graph_decorator.cpython-36.pyc create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/attribute_dictionary.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/download.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/ensure_directory.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator_example.py create mode 100644 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/ocr/letter.data.gz create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/train.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/train_bidirectional.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/ArxivAbstracts.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/PredictiveCodingModel.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Preprocessing.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/README.md create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Sampling.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Training.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/get_params.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/__init__.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/attribute_dictionary.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/download.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/ensure_directory.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator_example.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/sample.py create mode 100755 rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/train.py create mode 100644 rnn_gray/test.py create mode 100644 rnn_gray/travel_path.py diff --git a/cnn_gray/resize_filter/cross_validation/new2/cnn_train1.py b/cnn_gray/resize_filter/cross_validation/new2/cnn_train1.py index 2880a60..3113753 100644 --- a/cnn_gray/resize_filter/cross_validation/new2/cnn_train1.py +++ b/cnn_gray/resize_filter/cross_validation/new2/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter/cross_validation/new2/getTrainingAbnormal.py b/cnn_gray/resize_filter/cross_validation/new2/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter/cross_validation/new2/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter/cross_validation/new2/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter/cross_validation/new2/get_validation.py b/cnn_gray/resize_filter/cross_validation/new2/get_validation.py index 3911e9b..3022f70 100644 --- a/cnn_gray/resize_filter/cross_validation/new2/get_validation.py +++ b/cnn_gray/resize_filter/cross_validation/new2/get_validation.py @@ -54,5 +54,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/cnn_gray/resize_filter/cross_validation/new22/cnn_train1.py b/cnn_gray/resize_filter/cross_validation/new22/cnn_train1.py index ad310a8..b729f0a 100644 --- a/cnn_gray/resize_filter/cross_validation/new22/cnn_train1.py +++ b/cnn_gray/resize_filter/cross_validation/new22/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter/cross_validation/new22/getTrainingAbnormal.py b/cnn_gray/resize_filter/cross_validation/new22/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter/cross_validation/new22/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter/cross_validation/new22/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter/cross_validation/new22/get_validation.py b/cnn_gray/resize_filter/cross_validation/new22/get_validation.py index 03f3da1..ab7f7ac 100644 --- a/cnn_gray/resize_filter/cross_validation/new22/get_validation.py +++ b/cnn_gray/resize_filter/cross_validation/new22/get_validation.py @@ -57,5 +57,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/cnn_gray/resize_filter/cross_validation/new32/cnn_train1.py b/cnn_gray/resize_filter/cross_validation/new32/cnn_train1.py index cd837ee..f201e86 100644 --- a/cnn_gray/resize_filter/cross_validation/new32/cnn_train1.py +++ b/cnn_gray/resize_filter/cross_validation/new32/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter/cross_validation/new32/getTrainingAbnormal.py b/cnn_gray/resize_filter/cross_validation/new32/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter/cross_validation/new32/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter/cross_validation/new32/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter/cross_validation/new32/get_validation.py b/cnn_gray/resize_filter/cross_validation/new32/get_validation.py index 3911e9b..3022f70 100644 --- a/cnn_gray/resize_filter/cross_validation/new32/get_validation.py +++ b/cnn_gray/resize_filter/cross_validation/new32/get_validation.py @@ -54,5 +54,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/cnn_gray/resize_filter/cross_validation/new42/cnn_train1.py b/cnn_gray/resize_filter/cross_validation/new42/cnn_train1.py index 04e78ce..8d3632e 100644 --- a/cnn_gray/resize_filter/cross_validation/new42/cnn_train1.py +++ b/cnn_gray/resize_filter/cross_validation/new42/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter/cross_validation/new42/getTrainingAbnormal.py b/cnn_gray/resize_filter/cross_validation/new42/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter/cross_validation/new42/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter/cross_validation/new42/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter/cross_validation/new42/get_validation.py b/cnn_gray/resize_filter/cross_validation/new42/get_validation.py index 3911e9b..3022f70 100644 --- a/cnn_gray/resize_filter/cross_validation/new42/get_validation.py +++ b/cnn_gray/resize_filter/cross_validation/new42/get_validation.py @@ -54,5 +54,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/cnn_gray/resize_filter1/cross_validation/new2/cnn_train1.py b/cnn_gray/resize_filter1/cross_validation/new2/cnn_train1.py index 0719131..4175716 100644 --- a/cnn_gray/resize_filter1/cross_validation/new2/cnn_train1.py +++ b/cnn_gray/resize_filter1/cross_validation/new2/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter1/cross_validation/new2/getTrainingAbnormal.py b/cnn_gray/resize_filter1/cross_validation/new2/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter1/cross_validation/new2/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter1/cross_validation/new2/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter1/cross_validation/new2/get_validation.py b/cnn_gray/resize_filter1/cross_validation/new2/get_validation.py index 3911e9b..3022f70 100644 --- a/cnn_gray/resize_filter1/cross_validation/new2/get_validation.py +++ b/cnn_gray/resize_filter1/cross_validation/new2/get_validation.py @@ -54,5 +54,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/cnn_gray/resize_filter1/cross_validation/new22/cnn_train1.py b/cnn_gray/resize_filter1/cross_validation/new22/cnn_train1.py index ce4bfd7..0cbfa96 100644 --- a/cnn_gray/resize_filter1/cross_validation/new22/cnn_train1.py +++ b/cnn_gray/resize_filter1/cross_validation/new22/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter1/cross_validation/new22/getTrainingAbnormal.py b/cnn_gray/resize_filter1/cross_validation/new22/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter1/cross_validation/new22/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter1/cross_validation/new22/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter1/cross_validation/new22/get_validation.py b/cnn_gray/resize_filter1/cross_validation/new22/get_validation.py index 03f3da1..ab7f7ac 100644 --- a/cnn_gray/resize_filter1/cross_validation/new22/get_validation.py +++ b/cnn_gray/resize_filter1/cross_validation/new22/get_validation.py @@ -57,5 +57,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/cnn_gray/resize_filter1/cross_validation/new32/cnn_train1.py b/cnn_gray/resize_filter1/cross_validation/new32/cnn_train1.py index 07201a3..da07e28 100644 --- a/cnn_gray/resize_filter1/cross_validation/new32/cnn_train1.py +++ b/cnn_gray/resize_filter1/cross_validation/new32/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter1/cross_validation/new32/getTrainingAbnormal.py b/cnn_gray/resize_filter1/cross_validation/new32/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter1/cross_validation/new32/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter1/cross_validation/new32/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter1/cross_validation/new32/get_validation.py b/cnn_gray/resize_filter1/cross_validation/new32/get_validation.py index 3911e9b..3022f70 100644 --- a/cnn_gray/resize_filter1/cross_validation/new32/get_validation.py +++ b/cnn_gray/resize_filter1/cross_validation/new32/get_validation.py @@ -54,5 +54,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/cnn_gray/resize_filter1/cross_validation/new42/cnn_train1.py b/cnn_gray/resize_filter1/cross_validation/new42/cnn_train1.py index 80c6ca5..5d91401 100644 --- a/cnn_gray/resize_filter1/cross_validation/new42/cnn_train1.py +++ b/cnn_gray/resize_filter1/cross_validation/new42/cnn_train1.py @@ -15,8 +15,8 @@ model_path = "model/model.ckpt" -data0 = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data0 = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") data = [] for i in range(data0.shape[0]): data_tmp = data0[i,:] diff --git a/cnn_gray/resize_filter1/cross_validation/new42/getTrainingAbnormal.py b/cnn_gray/resize_filter1/cross_validation/new42/getTrainingAbnormal.py index a5b7bcc..bb97e0d 100644 --- a/cnn_gray/resize_filter1/cross_validation/new42/getTrainingAbnormal.py +++ b/cnn_gray/resize_filter1/cross_validation/new42/getTrainingAbnormal.py @@ -1,7 +1,7 @@ import numpy as np -data = np.genfromtxt("train_set/training data.txt") -label = np.genfromtxt("train_set/labels.txt") +data = np.genfromtxt("train_set_new/training data.txt") +label = np.genfromtxt("train_set_new/labels.txt") print(data.shape) print(label.shape) diff --git a/cnn_gray/resize_filter1/cross_validation/new42/get_validation.py b/cnn_gray/resize_filter1/cross_validation/new42/get_validation.py index 3911e9b..3022f70 100644 --- a/cnn_gray/resize_filter1/cross_validation/new42/get_validation.py +++ b/cnn_gray/resize_filter1/cross_validation/new42/get_validation.py @@ -54,5 +54,5 @@ count = count + 1 print(count) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", label_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", label_new) \ No newline at end of file diff --git a/data_augmentation/data_augmentation_1.py b/data_augmentation/data_augmentation_1.py index baa929e..53330f7 100644 --- a/data_augmentation/data_augmentation_1.py +++ b/data_augmentation/data_augmentation_1.py @@ -1,9 +1,9 @@ # -*- coding: utf-8 -*- import numpy as np -data = np.genfromtxt("train_set/training data.txt") +data = np.genfromtxt("train_set_new/training data.txt") # print(data.shape) -labels = np.genfromtxt("train_set/labels.txt") +labels = np.genfromtxt("train_set_new/labels.txt") data_origin = [] data_flip_a = [] @@ -121,5 +121,5 @@ # if labels_new[i] == 1: # abnormal_count_new = abnormal_count_new + 1 # print(abnormal_count_new) -np.savetxt("train_set/training data.txt", data_new) -np.savetxt("train_set/labels.txt", labels_new) \ No newline at end of file +np.savetxt("train_set_new/training data.txt", data_new) +np.savetxt("train_set_new/labels.txt", labels_new) \ No newline at end of file diff --git a/rnn_gray/.gitignore b/rnn_gray/.gitignore new file mode 100644 index 0000000..01279bc --- /dev/null +++ b/rnn_gray/.gitignore @@ -0,0 +1,12 @@ +.idea +**/*.txt +**/chapters/02* +**/chapters/03* +**/chapters/04* +**/chapters/05* +**/chapters/07* +**/chapters/08* +**/errata +**/img/book_cover.jpg +**/tensorflowbook-master/README.md +**/model \ No newline at end of file diff --git a/rnn_gray/BidirectionalSequenceLabellingModel.py b/rnn_gray/BidirectionalSequenceLabellingModel.py new file mode 100755 index 0000000..0792fef --- /dev/null +++ b/rnn_gray/BidirectionalSequenceLabellingModel.py @@ -0,0 +1,97 @@ +import tensorflow as tf + +from helpers import lazy_property + + +class BidirectionalSequenceLabellingModel: + + def __init__(self, data, target, params): + self.data = data + self.target = target + self.params = params + self.prediction + self.cost + self.error + self.optimize + + @lazy_property + def length(self): + used = tf.sign(tf.reduce_max(tf.abs(self.data), reduction_indices=2)) + length = tf.reduce_sum(used, reduction_indices=1) + length = tf.cast(length, tf.int32) + return length + + @lazy_property + def prediction(self): + output = self._bidirectional_rnn(self.data, self.length) + num_classes = int(self.target.get_shape()[2]) + prediction = self._shared_softmax(output, num_classes) + return prediction + + def _bidirectional_rnn(self, data, length): + length_64 = tf.cast(length, tf.int64) + forward, _ = tf.nn.dynamic_rnn( + cell=self.params.rnn_cell(self.params.rnn_hidden), + inputs=data, + dtype=tf.float32, + sequence_length=length, + scope='rnn-forward') + backward, _ = tf.nn.dynamic_rnn( + cell=self.params.rnn_cell(self.params.rnn_hidden), + inputs=tf.reverse_sequence(data, length_64, seq_dim=1), + dtype=tf.float32, + sequence_length=self.length, + scope='rnn-backward') + backward = tf.reverse_sequence(backward, length_64, seq_dim=1) + output = tf.concat(2, [forward, backward]) + return output + + def _shared_softmax(self, data, out_size): + max_length = int(data.get_shape()[1]) + in_size = int(data.get_shape()[2]) + weight = tf.Variable(tf.truncated_normal( + [in_size, out_size], stddev=0.01)) + bias = tf.Variable(tf.constant(0.1, shape=[out_size])) + # Flatten to apply same weights to all time steps. + flat = tf.reshape(data, [-1, in_size]) + output = tf.nn.softmax(tf.matmul(flat, weight) + bias) + output = tf.reshape(output, [-1, max_length, out_size]) + return output + + @lazy_property + def cost(self): + # Compute cross entropy for each frame. + cross_entropy = self.target * tf.log(self.prediction) + cross_entropy = -tf.reduce_sum(cross_entropy, reduction_indices=2) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + cross_entropy *= mask + # Average over actual sequence lengths. + cross_entropy = tf.reduce_sum(cross_entropy, reduction_indices=1) + cross_entropy /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 2), tf.argmax(self.prediction, 2)) + mistakes = tf.cast(mistakes, tf.float32) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + mistakes *= mask + # Average over actual sequence lengths. + mistakes = tf.reduce_sum(mistakes, reduction_indices=1) + mistakes /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(mistakes) + + @lazy_property + def optimize(self): + gradient = self.params.optimizer.compute_gradients(self.cost) + try: + limit = self.params.gradient_clipping + gradient = [ + (tf.clip_by_value(g, -limit, limit), v) + if g is not None else (None, v) + for g, v in gradient] + except AttributeError: + print('No gradient clipping parameter specified.') + optimize = self.params.optimizer.apply_gradients(gradient) + return optimize diff --git a/rnn_gray/SequenceLabellingModel.py b/rnn_gray/SequenceLabellingModel.py new file mode 100755 index 0000000..8872367 --- /dev/null +++ b/rnn_gray/SequenceLabellingModel.py @@ -0,0 +1,80 @@ +import tensorflow as tf + +from helpers import lazy_property + + +class SequenceLabellingModel: + + def __init__(self, data, target, params): + self.data = data + self.target = target + self.params = params + self.prediction + self.cost + self.error + self.optimize + + @lazy_property + def length(self): + used = tf.sign(tf.reduce_max(tf.abs(self.data), reduction_indices=2)) + length = tf.reduce_sum(used, reduction_indices=1) + length = tf.cast(length, tf.int32) + return length + + @lazy_property + def prediction(self): + output, _ = tf.nn.dynamic_rnn( + tf.nn.rnn_cell.GRUCell(self.params.rnn_hidden), + self.data, + dtype=tf.float32, + sequence_length=self.length, + ) + # Softmax layer. + max_length = int(self.target.get_shape()[1]) + num_classes = int(self.target.get_shape()[2]) + weight = tf.Variable(tf.truncated_normal( + [self.params.rnn_hidden, num_classes], stddev=0.01)) + bias = tf.Variable(tf.constant(0.1, shape=[num_classes])) + # Flatten to apply same weights to all time steps. + output = tf.reshape(output, [-1, self.params.rnn_hidden]) + prediction = tf.nn.softmax(tf.matmul(output, weight) + bias) + prediction = tf.reshape(prediction, [-1, max_length, num_classes]) + return prediction + + @lazy_property + def cost(self): + # Compute cross entropy for each frame. + cross_entropy = self.target * tf.log(self.prediction) + cross_entropy = -tf.reduce_sum(cross_entropy, reduction_indices=2) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + cross_entropy *= mask + # Average over actual sequence lengths. + cross_entropy = tf.reduce_sum(cross_entropy, reduction_indices=1) + cross_entropy /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 2), tf.argmax(self.prediction, 2)) + mistakes = tf.cast(mistakes, tf.float32) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + mistakes *= mask + # Average over actual sequence lengths. + mistakes = tf.reduce_sum(mistakes, reduction_indices=1) + mistakes /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(mistakes) + + @lazy_property + def optimize(self): + gradient = self.params.optimizer.compute_gradients(self.cost) + try: + limit = self.params.gradient_clipping + gradient = [ + (tf.clip_by_value(g, -limit, limit), v) + if g is not None else (None, v) + for g, v in gradient] + except AttributeError: + print('No gradient clipping parameter specified.') + optimize = self.params.optimizer.apply_gradients(gradient) + return optimize diff --git a/rnn_gray/SignalDataSet.py b/rnn_gray/SignalDataSet.py new file mode 100644 index 0000000..c2d40f8 --- /dev/null +++ b/rnn_gray/SignalDataSet.py @@ -0,0 +1,33 @@ +from travel_path import * + +def getDataLabel(path): + files = travel_txt(path) + data = [] + label = [] + for i in range(files.shape[0]): + data.append([]) + label.append([]) + data_tmp = np.genfromtxt(files[i]) + count = 0 + for j in range(data_tmp.shape[1]): + data_tmp1 = data_tmp[:60, j] + data_tmp1 = data_tmp1.reshape(5, 12) + label_tmp1 = data_tmp[60:, j] + if count == 24: + count = 0 + data.append([]) + label.append([]) + data[-1].append(data_tmp1) + label[-1].append(label_tmp1) + count = count + 1 + data = np.array(data) + label = np.array(label) + # print(data.shape) + # print(label.shape) + return data, label + +# validation +# path = 'train_set_new/' +# data, label = getDataLabel(path) +# print(data.shape) +# print(label.shape) diff --git a/rnn_gray/__pycache__/BidirectionalSequenceLabellingModel.cpython-36.pyc b/rnn_gray/__pycache__/BidirectionalSequenceLabellingModel.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b037ec29d446a4d45a5ee5d46bcee690f580188e GIT binary patch literal 3707 zcma)8TW=&s74E9O&c$BaEJ=V(u!Mwm&|;Hp6bZB}NeGHS;Fl-_%%#)rDvx{I(>8{%pILSEoI)iYzSS)u7xovyB`K3(;lbG~yPZf$k{ z@tuEuG~M>Re|tABAN{w{^w%MTCs^qnGdy|8$NsU;y!Sofi{Q!=!Ga$Lf_>l(!e?0P z9SxY>Dzo`4ov3;um6_!wkKgNi3N{_i)Kyk~AU~PPDwjXbPGngY z)$k{^kYye$cSlc-_I)&c0MW3wh1-S=@>&}kN~LOLlX_x`aWR*Jzy?~Dr;2u=LJ|?gUp>{ww!;9xSd zNtzZ_VbV0g|1>GYS`ozb_#W009BQ8k+SRA8_y^bq8O< z?e@}>o1UJ+`mHC?hOLhSI-jx~cx9^3vWc{J=m~^UU7s32Gzi-BNA=W9rpETF={U{H zOlzrC3^lj0ps`obmRRhtJ=SOQgH5ow4u_mDpo;({jSi1Lq65R@tdQ=!c>1FN2!z0Z zWV~PvIZV`^Fn}K``8X6}hiEO|)8Z8DULNL`~2{ zL;8E%#6UYfn)iU~H&1JIkts0<;XdFI8xYWur$jZj2 zWu3v3?T(U9z!oxHZN>Smjqp|AbpxYO=5#sA{v=`2favfkZSXUz5A`YuGQUlJnyDf?DW%;pYDyMEkXE%CXQfSGLT$3j*jP!YN!_P!;$;xqXq=hx zv>bGFH>6XWFQMH57g)D|=#s()vrfqOqW=6fp;IH9FucK+&rRU6= zK)%Fx*ei(r`NNG&{55yn(ZC`~K1i5F}$feu`yX%1v8LYX?7QOa8#8`wD)9M?U zgcD7E`}&(UqYz;*5C-S~&+dZ1+OFs|Y(XVVu%uI_cCdjqVEb(@c82lGde}1IOEmul z5_d^_kpxApi!=2AJ=9$q*m>>H(4=Ek@CP-ck2q3K-@yujhT{Ex=r-yov-0+f)80{z(AON9oF2D{SRu zF-cEm>65IS%7JhB!M7|MTK0svt3<78u5-ZW-A5&W&g=2y@h@ltRGdY8{`Mvit}5Sy zM`fL7rGAXgO4)pHRPUpD6$N5tpSCnXxxVkJX=$X|*Atl+r-c*;$Yw4jc2@e7-K7mp zjimb5Y0!$I%I>b-QP#8??e;sysNw{Rf8grzaH3Ev**n=}QqHcwU)6@mN`vY`p#x&T z6#0^J;_7ySxwoa)shXHT3ErM}t09H+#$F-Q2)bFP$#YsD( zs8&~me9JyAUMM*$B5ZeZMIL{><=gQBs#z*-QF#DVjyC(>1cvwL*z; l(RxaJCQFnxy8Sh+x}n!a96@4}NA0#BQ+ckb>P>jx|1TxYpRxb| literal 0 HcmV?d00001 diff --git a/rnn_gray/__pycache__/SequenceLabellingModel.cpython-36.pyc b/rnn_gray/__pycache__/SequenceLabellingModel.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b8bd36ad703bdecb7edec6be75e4ebd8711f02fd GIT binary patch literal 2904 zcmaJ@&u`?m6(%W-r1|BwH_j$)on(7x&;b^9l5L9?*lt^7g9U=bD7r|07-k2OLjPifM2VaQ2YNK!#^bhAVLpO8$tAI#1D; z?T@${mf2#SHo9(+8btZ(&j1>4A`3iZgZ)sIYaq;s+h*9T}Z5=n?c-CSH%B zcV*A(3G}`kc)cr!Si*+8^+^- zK=Ne(32lNOgbcmxco}iPfEoDyD0ZRDY~~`H>9MjdYBHTojq5d9$s)H!UAZu?jddNR zb*)`eH@27-3pEN|XjFNmX%)IdB7*o2(*r!deYE$1QQGW1$*S=uMOIf?wfCUTXH!*K zv)9b?<4jM}C$&B?O_r z<8n@8a8c-J%^tdYP%N8pG=T=-CgF-xAU_i;eoFSvk|UgWKcybgl4QKX+fo3?aQ`XA z0c_aoVRtf->c}i1`5-02t04v6o>-jz^oo1i7AUiZ3!3(RIO@Vkuh!>T;`_?GX zAT)E~%qZ!iQdMJn>@jY|5FhpTA-2#A0mH-&-@v_i5mx#J#P~1UpFjM1arP_3E;3e1^?3a6f6?_NnL6e; zYt+;K;?l37`{)II6Ave<%Jt>E%BDr0g19ar_U1@Z7eD;n2X901*?_3Req6wB)rL7f zD(ehk^&xWsLhN(Lb&-9kpUow|&vcO;mdb5fJ*)D}Dw$Tbo@S*>^13oMtE`K)YP-j# zKC;B6XqwsStQ;jRVWN6wo0)Yybv=AO|8>`|X45n;Gh>u-(GyjSkF5(2i_GYlP@(L- z!Ys1AjAnKqn27i$4{>h>H{J`KN!Gqd0vp23Q5 zGenz%dFMIUZ{ItxMQAbgzLK8;d=S659Mk40Uy={cRy=zv@k-mHzvL^b@Zr8Ez=-Qj zEI<<@MuWDF`49(XJ#G=XMc-c_u}$Jd5-*XUtkXY&aQ$^ktE@Ut*n?rNYhzN>JM0~E z7fv&C@;thfdUw#;S_Vuv`3_IS25?>c;2J!s8hL$El)W&=vL zXnWRqJPFF@f%f2gpnr<5YiyHgfh;&tM*ob)JjdBCY(Gac6j>%hV7hUM>&`W}`u*)0 zV5#mBRn12bL^>*qElj6;{;Icxe`kMVN1mu>$&x>ylEnYOs-2M8&Ph+d%NgA^k{~u` ze`1yRpo$yJ&$Q=4H{Ohx7DtR?gHYaANlj$H$I8rV3YLH@BAw|84JH32gIv+T4Ga z7C;+YBo=qCL2Z2;*u7WQc~+YHP}buYqy73ewsct_32xIW8k}Kn`y+<3O5Zk(%8R2y z$z2pJ`eoN$`_pcV)-bb*4h7zW(UdN3YyFNY)_Qaszp+*qhv@u{KcsXTjl$|~WKC1f zFUPO9(q!#H_u$a~JIcT>N%y-cSs$PoDg;bya)F%eiGkl$v9Dft%2=;`f7GL+3U&vT zqWGriw3f4y^g)_Z0<>Q=9bh!!+g1{v2=t4Z2zzv*5g(lK@sM<2{ zPhjLX@GEX*%F4(B?>Q~%zMw`Mgz8m3L0RCpH8u-U@2tAB#Vhz8^<(PnRKk4^GdpqSCv%4 z5mmW3lWL~RrSIx!xocotYrYx8E~vPfJ2qPsvUY*shC5d9kFs!hkw!kAm}TYIv|K6U zaGrMWbHg-l8-0EF73m`o_4`fozLvU9ET7q>hrqd zQ#lzXTB%6}T9WZ1Q@j|#jbmw^R~y&Mr19ZfF9)6&s-FQM9N_@YA&%kfx9kA-@Ijm3 r<@O;0Ms*+hPX{D@bhj!0vu(0f`vClIU39!G#j236{Pt`Ah$HeBS$?>p literal 0 HcmV?d00001 diff --git a/rnn_gray/__pycache__/batched.cpython-36.pyc b/rnn_gray/__pycache__/batched.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..54c58c0dd734417e18e644f44951b01677cd54a5 GIT binary patch literal 578 zcmZuvyKWRQ6uo}T>|`J!NGNQmXt!a6D3B0B6sgnjh_ubfjJ>byc#Q2;vXQ4s(&P*H z1%876z%5mNfr{%{kWz51bL=_yp(Br9?eCXA-uyh36yO)!3;c%n2=@d@f+TC05=kYy zhAEZg15EfGX5ge@X~WnKj2Ht0Z2l^BOS)qOefsWx2dX8##2KJ*T zE4pHy2e=|vq|XC{{0MriA9fO$q_3f8sHYyBbc0?byP-3RbtA0%pI(GfC<2?Y&p_a7 zc?yyx=a*&q9Ah9$(CS^HlSvjcw-81}s!hzT(6Vde1EXxa@xm`V9obsx$zJ4AcoB0i z>|FU+ei6P|)NXmHVx~;jEMnfxW={EO*{x;0J4a&vRi^Ig!(G>I#&@uf(8BNI>XTE} zRp&y_FP5UyLRZIKvuTy~t}@$ZA#7WpclOK~(Wv@mWwoy7R&1+boRTlhHje(D)9-N4 zkbrZ-2}K;zf*z0}EjlJ+Vjp96!eXX3t=ZbtF-U`*dvt(_SiEgJxml}s>AGBcA_e;c Dhl7n- literal 0 HcmV?d00001 diff --git a/rnn_gray/__pycache__/travel_path.cpython-36.pyc b/rnn_gray/__pycache__/travel_path.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..75b98666189180b9803597c288404c23af4a1210 GIT binary patch literal 1039 zcmZXT!EV$r5Qc5X$)*dfs!|CmaX<)Fq=!ur2rktMi5@uhQlUx_Wo6=Yn~+UXJEhqw zd)f+m#A2ohuS?$)yX{m7eT@^&~wcf&T|il7pC{fycQW@4)I^n8svAn4A&PO6in0(zxL?NSlccD1SWV+o zp(dk?Qhm{th?CKaP!+{!3}M4siLXgM!q9_iYWlZ6$Z_#XK1_six=Gilx(DmU%{_29 z3?!gG!StP+P)Q}b^5ORM+TMIlXB3FA=5-AOEQ_6wZ05{3Fmiwam(GHb+p>(eu4Obl zB4^vc$;~{Z2Aud3I+hXDJ;2n@U>XDLDl}+TGl(|fl!h%?h|Ma3% zv+=(sESAR1gg$}-Za@h)sM-X7Q9?|QiEZ;fheh+W29g<+ajR?GbzsU`;E6u8?)nk@ zF1BeE{sDl~RnT*ZarLRFz*H(N>VS2^Y1+}m9<@kKA0dov2ixLdb^^-O7DnrJKu~n# l0;Fo%alxxt<#yYhn9IQa-lUZ0c``&<8kzVMUgmqg{}=s--_QU6 literal 0 HcmV?d00001 diff --git a/rnn_gray/batched.py b/rnn_gray/batched.py new file mode 100755 index 0000000..78ea650 --- /dev/null +++ b/rnn_gray/batched.py @@ -0,0 +1,24 @@ +import numpy as np + + +def batched(data, target, batch_size): + """ + + """ + epoch = 0 + offset = 0 + while True: + old_offset = offset + offset = (offset + batch_size) % (target.shape[0] - batch_size) + + if offset < old_offset: + # New epoch, need to shuffle data + p = np.random.permutation(len(data)) + data = data[p] + target = target[p] + epoch += 1 + + batch_data = data[offset:(offset + batch_size), :] + batch_target = target[offset:(offset + batch_size), :] + yield batch_data, batch_target, epoch + \ No newline at end of file diff --git a/rnn_gray/helpers/__init__.py b/rnn_gray/helpers/__init__.py new file mode 100755 index 0000000..61a806c --- /dev/null +++ b/rnn_gray/helpers/__init__.py @@ -0,0 +1,19 @@ +""" +Helper __init__ file to make using these helpers easier. These imports should be +namespaced properly when used in full projects! +""" +# Use proper namespacing and importing when using using this file +# +# 1. Use absolute imports +# from __future__ import absolute_import +# +# 2. Use absolute path for imports +# e.g. +# from path.to.helpers.attribute_dictionary import * + +from .attribute_dictionary import * +from .disk_cache_decorator import * +from .download import * +from .ensure_directory import * +from .lazy_property_decorator import * +from .overwrite_graph_decorator import * diff --git a/rnn_gray/helpers/__pycache__/__init__.cpython-36.pyc b/rnn_gray/helpers/__pycache__/__init__.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..224dc70b80e49a1e030305dd7a47521ad0e71cb2 GIT binary patch literal 497 zcmYjOy-ve05Kh|CRuPpLDj_yAmZ1@1K?os+4lJ-xgw(}y?Q3J|*wNV`q$^LuOYk0K zW#Sc>aN1PGmhY3l^L@Ubi@_lJy!v{cw1VI}__zE$xb??gdLx2aAVSen;dG0w2HOpG z8a!yQ>#_Y9j5_Q0=nhl{NGO$BI!ehxDj?2~l&yf|R_Y~j30NS>=Ak9PtOOjB>4ueQ zX3$w;6O$`J=0GCNQm`50AV`MBi>s0p323k8DXGaKSE_cs0C)B@`U!mvqp%9k9!9;Y zN2xHJ(%FzXhjN}fph9vdjb>QRhCOcLMy{Wbp+bxScjljH$LK6 zv2{tenYeNvG&?b`fCWnb!4g@P>|GxLc70A8^LrmZSwI^XOfTOg^J(aKVtAf{b~esR to-j;lVQ{r6nx4m~b*)&&P0Qk4bH`a(^{-PSas@Y?dVGi8bfSK^+kf?Wo(li~ literal 0 HcmV?d00001 diff --git a/rnn_gray/helpers/__pycache__/attribute_dictionary.cpython-36.pyc b/rnn_gray/helpers/__pycache__/attribute_dictionary.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f81988d2c403a495d74a354ee957ee102d749d01 GIT binary patch literal 643 zcmZ`%y-ve05I*OJ21=PafW!-AX@uBNg+K+dbwLQx#WJxeRnw%L6CkJ)^ksMn-h-^X z1rv8Et;)bj-{*^cpYO*xY_+yNjy|uO0^keQ%p?DVVB16&ph1f{!N8k45Zbwf(2eP2 zWe#~K1iMdUfMQ_aXo{S}z}2qyX!W#Dx{WG0&2u~(#d*vsHeMM$LY;9YW-xBxb`G!P z&BPv%QuISn?XY-sTjb^(F~iWQJZqA>${m~X9nhy6zHg!{YtTkdDjhzLRF zV$$43(=xtSIFU~oj_p*%Mjk|%rgDg?jP6Y`WvNIbXoOqLoN4iFw7U_2ZhUL-% dC-Cc?KEDRftNvQk)K}E?2Hi!z<62E(_yN~`ku(4R literal 0 HcmV?d00001 diff --git a/rnn_gray/helpers/__pycache__/disk_cache_decorator.cpython-36.pyc b/rnn_gray/helpers/__pycache__/disk_cache_decorator.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..2f24d5289ca72e62add7567584f0ab71d1f6cec2 GIT binary patch literal 1369 zcmaJ>&5j#I5bo~z@vL!@WrHF@0yGk0V`*axaYIqW0j&#qk?{{HzNkAL$C`IEdc zJXn7LVm<+oMAD3$_A@=D-JYE?8Awn1&*`Zr>9=GYz64!zavY;E4j?7CMltsQELqYe z+tDrkky;ODN-oF+yh)WVjUFF;}uCuwoU zt2AC^O3X9GwX(G?_!E)U%5bzu&1%BGGq4jKS0YTp<1(*mt0Z6OGUql?d~xYQ=(9Rk zg*Bavv;eA93iLkVUoH4yu541u!=sMOtkSACPqnf9()NhgrWRSY;d6xn8kH?L2Ar7* ze+1qza`2gEsuDKgsp;4bWvW#Sx7$qT!l**z>OO`$=`VOV>9k_VN;eo_0CE$=Z~#p0 zj%+C=6H@9e{63*u+R_HAN0UcG9rss~W=i`wJ zY+Yr_1*uiJaUrxvF0Au0eU6pJ`IugEpbE7zb!NxDi!Mv&_O8n5d~7cl_Pz5f`Rj)%bfh-Z zwJ6S>rlKrFG5xZP`^KAAn>Z0VpRG&1GL?wc?9-_(irJYKn`xr53Qe)GXI&r7u3p8Y z+PJ}5i>gv`9}D{~0AcU2h>qw!y$*=;5bzc~KYC3ud61Q{$jrk@Z>|4*Ajiz@b#J6B zGvfkOGh?RT1AhGhz}VC1Oy5Shg9o(#_&%&JgVHx(WAHD5(7QLz@BB{yV_)xqnjQkU zp?X?Do@>aN+gF9DwVGWe7c~FrS$~9vcLDwrlVZa*Kvg(I@UL!ql+HorK~gc5F6Bl01<^B`x{%4a%lhn literal 0 HcmV?d00001 diff --git a/rnn_gray/helpers/__pycache__/download.cpython-36.pyc b/rnn_gray/helpers/__pycache__/download.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..861e4d959461aba0dbd31578525e6497516343d8 GIT binary patch literal 1250 zcmYjRQE%He5a!8}EIUq?7De6$@NotP8{1xnp%@0VDNta`u%tyYV}PNUOe{wtwIf|e zfxL&MPkZU_*q_+{7=bx)dJqW>0VnSe7k9{fYG z*vS}NA}vZuLVt~=uBBRlH_?cQ4vC%-nNwnxtzZ?k>>jqPIUud)Wnkw_eI7F#-wg3v zU|U+bJ8EH-*kqO7^zdm5zrs2Dkt!Fkg)c=q0Fu1b}6|iP%f;- zLK>czT3v_L8ugn(Nb$kk@H)3kvgMWw&6T!X-WJAALcEi4-$mNE*gLtQysdL3)<&Ys zs{BS$4&(aYpB*D=q$@yF+NH3 zTuqGRe3f#vMv!)+py6 zQf2;{N5oh>f(Q=a5JrF>k-qQ<@S{)kh$wXAHxk;&Jo&#XKSkT#HVS&L1?m#m*w4^) zE@`2S?xSrSJkmD42Yk`SXUz5mkQR|&<~#cClWk%LZ7j(9-Q#U)hpW9dX;bfUPT2Z^ zowADul8-Tt@BRum|NQ+KdCsqjQgXU?j?%7C@xq$0rt(U1twLW*y~xYX(=^7)YQkS$ zc}oZuA`~76gb&g9b(Eh{AigQeGBo{?5c57Ip(DS}3pL@d2uFTz$W)jROGqr^KRL$dI$4P2|&(Jnp!I( zXNh;12V{2aAZ*)R#S_xZ5iyp=0Z17EY6LM1;Rrb3$7C79$#~G6!h7O?n2XEXszm?v v-2qio7MBy0Kd+_f>JP^YyC01O$bSq6DJOP&7~{ghAKcRIUu1T5u$`#B5Q3Wn;&~McG_%}^iX&i zUV`_)S5CYFC&r7YDn^=b{(tOw(d%`-zx*+IjQ~I40SVUMFuSJ=3KVW&_E+Kzl~9eZ zFcS(#Fi3uJ23+Rcp{7{bXTD%|9~nHXa3v1#1&>gjvek$>!UW9o1bnjY(0haR7- zMnfV?p{a?C4JX6l^xf#wK!ivCcBlgCZ$OXv@xRB}nCo43EzM$INNc3Y-r9V()yBK5 ztn#I#?flx(+Lbcb^Jf_uGhdLbvZdaXu~ZwkBR#+GepXhY|GzVd-`!<^q>BPiv5#G( k9@~QkwOCL*Ozo%_djPR2w9mIz?Kb*VyrYZV+SnF<0Ox0pasU7T literal 0 HcmV?d00001 diff --git a/rnn_gray/helpers/__pycache__/lazy_property_decorator.cpython-36.pyc b/rnn_gray/helpers/__pycache__/lazy_property_decorator.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..7e4241f7b8dbf22b295e7c5905552b45a30a2c02 GIT binary patch literal 586 zcmY*WO=}x55S`KbV{I@Eq)^Bqr(CuNFCnLt5OT=bml6u5Ae3GCBV9|2B;%|}PA-jl?f3u;`O+=zNcN(Q7pB z@Jg&3{@*Ux2D|-WcSPXe4z{pi_P}9aTSBr(5FFc8=utSz65pK(E1WaFYo*(f>5gRR zTUJ(+jQL(D%&(VD`gF2Xg_~>j2!FrlS5_LEuY{W3&V^P&<(IlxE~IicubW~f%!049 z`C)5ONPe6frTEl{CZEZw4$}CK+GskshL^I?MmTMTb>q7$BWlWb!lwd2(#JhqAHLHJ z&njJr%AOBj+q0HWIagvKIrr&5Yu}6S*1EF39Xf5sOqV=OKR`-AiEzs<+au-&?{12- m3XOn$#_*tRJ`g9>fVRk^%^Qd&>DfY;%SxVyA=xnal)V7cmXneI literal 0 HcmV?d00001 diff --git a/rnn_gray/helpers/__pycache__/overwrite_graph_decorator.cpython-36.pyc b/rnn_gray/helpers/__pycache__/overwrite_graph_decorator.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..8087cec122f453798f1388b4b8d3cd3655aabf45 GIT binary patch literal 555 zcmZ8ev2GJV5S`gOlZ(O7QJ_d5x@&wwbSR1_kmxJ{LP0LDR=0b$lk@Ir_RL{qDn}v} zdCLQW-hUq@y zR2gNG3z#Mb-$0&TGXo|iN?;RZ%19XD0lOB?@Dg_T1u8UX)J3+#&$tzBGAWtRo5+TY zhm7!;oyc}@rgre{4#FjDVT)f`^a@_XJ06AQILVW!+A0oSl5Q4psKd`6h+&E}*x#lqH&Nc{&(9W7fc>1M%=OHaD>G;TKWpyM3V2J#x&2B^FE>Cp|%__+3^ zuEWXrFP*18?5Fg;4sjsakSjW1J;`z?W0&JTameR*??y@KwQq>`QyK|9rQ5HW%rkT!T(%eGdo^+v##xld}&`S!%Y1F`bmk4 literal 0 HcmV?d00001 diff --git a/rnn_gray/helpers/attribute_dictionary.py b/rnn_gray/helpers/attribute_dictionary.py new file mode 100755 index 0000000..3776b9a --- /dev/null +++ b/rnn_gray/helpers/attribute_dictionary.py @@ -0,0 +1,11 @@ +class AttrDict(dict): + + def __getattr__(self, key): + if key not in self: + raise AttributeError + return self[key] + + def __setattr__(self, key, value): + if key not in self: + raise AttributeError + self[key] = value \ No newline at end of file diff --git a/rnn_gray/helpers/disk_cache_decorator.py b/rnn_gray/helpers/disk_cache_decorator.py new file mode 100755 index 0000000..edc1dec --- /dev/null +++ b/rnn_gray/helpers/disk_cache_decorator.py @@ -0,0 +1,33 @@ +import functools +import os +import pickle + +def disk_cache(basename, directory, method=False): + """ + Function decorator for caching pickleable return values on disk. Uses a + hash computed from the function arguments for invalidation. If 'method', + skip the first argument, usually being self or cls. The cache filepath is + 'directory/basename-hash.pickle'. + """ + directory = os.path.expanduser(directory) + ensure_directory(directory) + + def wrapper(func): + @functools.wraps(func) + def wrapped(*args, **kwargs): + key = (tuple(args), tuple(kwargs.items())) + # Don't use self or cls for the invalidation hash. + if method and key: + key = key[1:] + filename = '{}-{}.pickle'.format(basename, hash(key)) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + with open(filepath, 'rb') as handle: + return pickle.load(handle) + result = func(*args, **kwargs) + with open(filepath, 'wb') as handle: + pickle.dump(result, handle) + return result + return wrapped + + return wrapper \ No newline at end of file diff --git a/rnn_gray/helpers/disk_cache_decorator_example.py b/rnn_gray/helpers/disk_cache_decorator_example.py new file mode 100755 index 0000000..3f0dec2 --- /dev/null +++ b/rnn_gray/helpers/disk_cache_decorator_example.py @@ -0,0 +1,7 @@ +@disk_cache('dataset', '/home/user/dataset/') +def get_dataset(one_hot=True): + dataset = Dataset('http://example.com/dataset.bz2') + dataset = Tokenize(dataset) + if one_hot: + dataset = OneHotEncoding(dataset) + return dataset \ No newline at end of file diff --git a/rnn_gray/helpers/download.py b/rnn_gray/helpers/download.py new file mode 100755 index 0000000..026dc7e --- /dev/null +++ b/rnn_gray/helpers/download.py @@ -0,0 +1,36 @@ +import os +import shutil +import errno +from lxml import etree +from urllib.request import urlopen + + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e + + +def download(url, directory, filename=None): + """ + Download a file and return its filename on the local file system. If the + file is already there, it will not be downloaded again. The filename is + derived from the url if not provided. Return the filepath. + """ + if not filename: + _, filename = os.path.split(url) + directory = os.path.expanduser(directory) + ensure_directory(directory) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + return filepath + print('Download', filepath) + with urlopen(url) as response, open(filepath, 'wb') as file_: + shutil.copyfileobj(response, file_) + return filepath diff --git a/rnn_gray/helpers/ensure_directory.py b/rnn_gray/helpers/ensure_directory.py new file mode 100755 index 0000000..ed7a587 --- /dev/null +++ b/rnn_gray/helpers/ensure_directory.py @@ -0,0 +1,13 @@ +import errno +import os + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e \ No newline at end of file diff --git a/rnn_gray/helpers/lazy_property_decorator.py b/rnn_gray/helpers/lazy_property_decorator.py new file mode 100755 index 0000000..8646ce1 --- /dev/null +++ b/rnn_gray/helpers/lazy_property_decorator.py @@ -0,0 +1,12 @@ +import functools + +def lazy_property(function): + attribute = '_lazy_' + function.__name__ + + @property + @functools.wraps(function) + def wrapper(self): + if not hasattr(self, attribute): + setattr(self, attribute, function(self)) + return getattr(self, attribute) + return wrapper \ No newline at end of file diff --git a/rnn_gray/helpers/lazy_property_decorator_example.py b/rnn_gray/helpers/lazy_property_decorator_example.py new file mode 100755 index 0000000..48e2312 --- /dev/null +++ b/rnn_gray/helpers/lazy_property_decorator_example.py @@ -0,0 +1,29 @@ +class Model: + + def __init__(self, data, target): + self.data = data + self.target = target + self.prediction + self.optimize + self.error + + @lazy_property + def prediction(self): + data_size = int(self.data.get_shape()[1]) + target_size = int(self.target.get_shape()[1]) + weight = tf.Variable(tf.truncated_normal([data_size, target_size])) + bias = tf.Variable(tf.constant(0.1, shape=[target_size])) + incoming = tf.matmul(self.data, weight) + bias + return tf.nn.softmax(incoming) + + @lazy_property + def optimize(self): + cross_entropy = -tf.reduce_sum(self.target, tf.log(self.prediction)) + optimizer = tf.train.RMSPropOptimizer(0.03) + return optimizer.minimize(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 1), tf.argmax(self.prediction, 1)) + return tf.reduce_mean(tf.cast(mistakes, tf.float32)) \ No newline at end of file diff --git a/rnn_gray/helpers/overwrite_graph_decorator.py b/rnn_gray/helpers/overwrite_graph_decorator.py new file mode 100755 index 0000000..95734da --- /dev/null +++ b/rnn_gray/helpers/overwrite_graph_decorator.py @@ -0,0 +1,9 @@ +import functools +import tensorflow as tf + +def overwrite_graph(function): + @functools.wraps(function) + def wrapper(*args, **kwargs): + with tf.Graph().as_default(): + return function(*args, **kwargs) + return wrapper \ No newline at end of file diff --git a/rnn_gray/helpers/overwrite_graph_decorator_example.py b/rnn_gray/helpers/overwrite_graph_decorator_example.py new file mode 100755 index 0000000..8cbc8b1 --- /dev/null +++ b/rnn_gray/helpers/overwrite_graph_decorator_example.py @@ -0,0 +1,8 @@ +@overwrite_graph +def main(): + # Define your placeholders, model, etc. + data = tf.placeholder(...) + target = tf.placeholder(...) + model = Model() + +main() \ No newline at end of file diff --git a/rnn_gray/lstm_train.py b/rnn_gray/lstm_train.py new file mode 100644 index 0000000..38a9aec --- /dev/null +++ b/rnn_gray/lstm_train.py @@ -0,0 +1,344 @@ +from __future__ import absolute_import +from __future__ import division +from __future__ import print_function +import argparse +import ast +import functools +import sys + +import tensorflow as tf + + +def get_num_classes(): + classes = [] + with tf.gfile.GFile(FLAGS.classes_file, "r") as f: + classes = [x for x in f] + num_classes = len(classes) + return num_classes + + +def get_input_fn(mode, tfrecord_pattern, batch_size): + """Creates an input_fn that stores all the data in memory. + Args: + mode: one of tf.contrib.learn.ModeKeys.{TRAIN, INFER, EVAL} + tfrecord_pattern: path to a TF record file created using create_dataset.py. + batch_size: the batch size to output. + Returns: + A valid input_fn for the model estimator. + """ + + def _parse_tfexample_fn(example_proto, mode): + """Parse a single record which is expected to be a tensorflow.Example.""" + feature_to_type = { + "ink": tf.VarLenFeature(dtype=tf.float32), + "shape": tf.FixedLenFeature([2], dtype=tf.int64) + } + if mode != tf.estimator.ModeKeys.PREDICT: + # The labels won't be available at inference time, so don't add them + # to the list of feature_columns to be read. + feature_to_type["class_index"] = tf.FixedLenFeature([1], dtype=tf.int64) + + parsed_features = tf.parse_single_example(example_proto, feature_to_type) + labels = None + if mode != tf.estimator.ModeKeys.PREDICT: + labels = parsed_features["class_index"] + parsed_features["ink"] = tf.sparse_tensor_to_dense(parsed_features["ink"]) + return parsed_features, labels + + def _input_fn(): + """Estimator `input_fn`. + Returns: + A tuple of: + - Dictionary of string feature name to `Tensor`. + - `Tensor` of target labels. + """ + dataset = tf.data.TFRecordDataset.list_files(tfrecord_pattern) + if mode == tf.estimator.ModeKeys.TRAIN: + dataset = dataset.shuffle(buffer_size=10) + dataset = dataset.repeat() + # Preprocesses 10 files concurrently and interleaves records from each file. + dataset = dataset.interleave( + tf.data.TFRecordDataset, + cycle_length=10, + block_length=1) + dataset = dataset.map( + functools.partial(_parse_tfexample_fn, mode=mode), + num_parallel_calls=10) + dataset = dataset.prefetch(10000) + if mode == tf.estimator.ModeKeys.TRAIN: + dataset = dataset.shuffle(buffer_size=1000000) + # Our inputs are variable length, so pad them. + dataset = dataset.padded_batch( + batch_size, padded_shapes=dataset.output_shapes) + features, labels = dataset.make_one_shot_iterator().get_next() + return features, labels + + return _input_fn + + +def model_fn(features, labels, mode, params): + """Model function for RNN classifier. + This function sets up a neural network which applies convolutional layers (as + configured with params.num_conv and params.conv_len) to the input. + The output of the convolutional layers is given to LSTM layers (as configured + with params.num_layers and params.num_nodes). + The final state of the all LSTM layers are concatenated and fed to a fully + connected layer to obtain the final classification scores. + Args: + features: dictionary with keys: inks, lengths. + labels: one hot encoded classes + mode: one of tf.estimator.ModeKeys.{TRAIN, INFER, EVAL} + params: a parameter dictionary with the following keys: num_layers, + num_nodes, batch_size, num_conv, conv_len, num_classes, learning_rate. + Returns: + ModelFnOps for Estimator API. + """ + + def _get_input_tensors(features, labels): + """Converts the input dict into inks, lengths, and labels tensors.""" + # features[ink] is a sparse tensor that is [8, batch_maxlen, 3] + # inks will be a dense tensor of [8, maxlen, 3] + # shapes is [batchsize, 2] + shapes = features["shape"] + # lengths will be [batch_size] + lengths = tf.squeeze( + tf.slice(shapes, begin=[0, 0], size=[params.batch_size, 1])) + inks = tf.reshape(features["ink"], [params.batch_size, -1, 3]) + if labels is not None: + labels = tf.squeeze(labels) + return inks, lengths, labels + + def _add_conv_layers(inks, lengths): + """Adds convolution layers.""" + convolved = inks + for i in range(len(params.num_conv)): + convolved_input = convolved + if params.batch_norm: + convolved_input = tf.layers.batch_normalization( + convolved_input, + training=(mode == tf.estimator.ModeKeys.TRAIN)) + # Add dropout layer if enabled and not first convolution layer. + if i > 0 and params.dropout: + convolved_input = tf.layers.dropout( + convolved_input, + rate=params.dropout, + training=(mode == tf.estimator.ModeKeys.TRAIN)) + convolved = tf.layers.conv1d( + convolved_input, + filters=params.num_conv[i], + kernel_size=params.conv_len[i], + activation=None, + strides=1, + padding="same", + name="conv1d_%d" % i) + return convolved, lengths + + def _add_regular_rnn_layers(convolved, lengths): + """Adds RNN layers.""" + if params.cell_type == "lstm": + cell = tf.nn.rnn_cell.BasicLSTMCell + elif params.cell_type == "block_lstm": + cell = tf.contrib.rnn.LSTMBlockCell + cells_fw = [cell(params.num_nodes) for _ in range(params.num_layers)] + cells_bw = [cell(params.num_nodes) for _ in range(params.num_layers)] + if params.dropout > 0.0: + cells_fw = [tf.contrib.rnn.DropoutWrapper(cell) for cell in cells_fw] + cells_bw = [tf.contrib.rnn.DropoutWrapper(cell) for cell in cells_bw] + outputs, _, _ = tf.contrib.rnn.stack_bidirectional_dynamic_rnn( + cells_fw=cells_fw, + cells_bw=cells_bw, + inputs=convolved, + sequence_length=lengths, + dtype=tf.float32, + scope="rnn_classification") + return outputs + + def _add_cudnn_rnn_layers(convolved): + """Adds CUDNN LSTM layers.""" + # Convolutions output [B, L, Ch], while CudnnLSTM is time-major. + convolved = tf.transpose(convolved, [1, 0, 2]) + lstm = tf.contrib.cudnn_rnn.CudnnLSTM( + num_layers=params.num_layers, + num_units=params.num_nodes, + dropout=params.dropout if mode == tf.estimator.ModeKeys.TRAIN else 0.0, + direction="bidirectional") + outputs, _ = lstm(convolved) + # Convert back from time-major outputs to batch-major outputs. + outputs = tf.transpose(outputs, [1, 0, 2]) + return outputs + + def _add_rnn_layers(convolved, lengths): + """Adds recurrent neural network layers depending on the cell type.""" + if params.cell_type != "cudnn_lstm": + outputs = _add_regular_rnn_layers(convolved, lengths) + else: + outputs = _add_cudnn_rnn_layers(convolved) + # outputs is [batch_size, L, N] where L is the maximal sequence length and N + # the number of nodes in the last layer. + mask = tf.tile( + tf.expand_dims(tf.sequence_mask(lengths, tf.shape(outputs)[1]), 2), + [1, 1, tf.shape(outputs)[2]]) + zero_outside = tf.where(mask, outputs, tf.zeros_like(outputs)) + outputs = tf.reduce_sum(zero_outside, axis=1) + return outputs + + def _add_fc_layers(final_state): + """Adds a fully connected layer.""" + return tf.layers.dense(final_state, params.num_classes) + + # Build the model. + inks, lengths, labels = _get_input_tensors(features, labels) + convolved, lengths = _add_conv_layers(inks, lengths) + final_state = _add_rnn_layers(convolved, lengths) + logits = _add_fc_layers(final_state) + # Add the loss. + cross_entropy = tf.reduce_mean( + tf.nn.sparse_softmax_cross_entropy_with_logits( + labels=labels, logits=logits)) + # Add the optimizer. + train_op = tf.contrib.layers.optimize_loss( + loss=cross_entropy, + global_step=tf.train.get_global_step(), + learning_rate=params.learning_rate, + optimizer="Adam", + # some gradient clipping stabilizes training in the beginning. + clip_gradients=params.gradient_clipping_norm, + summaries=["learning_rate", "loss", "gradients", "gradient_norm"]) + # Compute current predictions. + predictions = tf.argmax(logits, axis=1) + return tf.estimator.EstimatorSpec( + mode=mode, + predictions={"logits": logits, "predictions": predictions}, + loss=cross_entropy, + train_op=train_op, + eval_metric_ops={"accuracy": tf.metrics.accuracy(labels, predictions)}) + + +def create_estimator_and_specs(run_config): + """Creates an Experiment configuration based on the estimator and input fn.""" + model_params = tf.contrib.training.HParams( + num_layers=FLAGS.num_layers, + num_nodes=FLAGS.num_nodes, + batch_size=FLAGS.batch_size, + num_conv=ast.literal_eval(FLAGS.num_conv), + conv_len=ast.literal_eval(FLAGS.conv_len), + num_classes=get_num_classes(), + learning_rate=FLAGS.learning_rate, + gradient_clipping_norm=FLAGS.gradient_clipping_norm, + cell_type=FLAGS.cell_type, + batch_norm=FLAGS.batch_norm, + dropout=FLAGS.dropout) + + estimator = tf.estimator.Estimator( + model_fn=model_fn, + config=run_config, + params=model_params) + + train_spec = tf.estimator.TrainSpec(input_fn=get_input_fn( + mode=tf.estimator.ModeKeys.TRAIN, + tfrecord_pattern=FLAGS.training_data, + batch_size=FLAGS.batch_size), max_steps=FLAGS.steps) + + eval_spec = tf.estimator.EvalSpec(input_fn=get_input_fn( + mode=tf.estimator.ModeKeys.EVAL, + tfrecord_pattern=FLAGS.eval_data, + batch_size=FLAGS.batch_size)) + + return estimator, train_spec, eval_spec + + +def main(unused_args): + estimator, train_spec, eval_spec = create_estimator_and_specs( + run_config=tf.estimator.RunConfig( + model_dir=FLAGS.model_dir, + save_checkpoints_secs=300, + save_summary_steps=100)) + tf.estimator.train_and_evaluate(estimator, train_spec, eval_spec) + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.register("type", "bool", lambda v: v.lower() == "true") + parser.add_argument( + "--training_data", + type=str, + default="", + help="Path to training data (tf.Example in TFRecord format)") + parser.add_argument( + "--eval_data", + type=str, + default="", + help="Path to evaluation data (tf.Example in TFRecord format)") + parser.add_argument( + "--classes_file", + type=str, + default="", + help="Path to a file with the classes - one class per line") + parser.add_argument( + "--num_layers", + type=int, + default=3, + help="Number of recurrent neural network layers.") + parser.add_argument( + "--num_nodes", + type=int, + default=128, + help="Number of node per recurrent network layer.") + parser.add_argument( + "--num_conv", + type=str, + default="[48, 64, 96]", + help="Number of conv layers along with number of filters per layer.") + parser.add_argument( + "--conv_len", + type=str, + default="[5, 5, 3]", + help="Length of the convolution filters.") + parser.add_argument( + "--cell_type", + type=str, + default="lstm", + help="Cell type used for rnn layers: cudnn_lstm, lstm or block_lstm.") + parser.add_argument( + "--batch_norm", + type="bool", + default="False", + help="Whether to enable batch normalization or not.") + parser.add_argument( + "--learning_rate", + type=float, + default=0.0001, + help="Learning rate used for training.") + parser.add_argument( + "--gradient_clipping_norm", + type=float, + default=9.0, + help="Gradient clipping norm used during training.") + parser.add_argument( + "--dropout", + type=float, + default=0.3, + help="Dropout used for convolutions and bidi lstm layers.") + parser.add_argument( + "--steps", + type=int, + default=100000, + help="Number of training steps.") + parser.add_argument( + "--batch_size", + type=int, + default=8, + help="Batch size to use for training/evaluation.") + parser.add_argument( + "--model_dir", + type=str, + default="", + help="Path for storing the model checkpoints.") + parser.add_argument( + "--self_test", + type="bool", + default="False", + help="Whether to enable batch normalization or not.") + + FLAGS, unparsed = parser.parse_known_args() + tf.app.run(main=main, argv=[sys.argv[0]] + unparsed) diff --git a/rnn_gray/rnn_test.py b/rnn_gray/rnn_test.py new file mode 100644 index 0000000..23725c9 --- /dev/null +++ b/rnn_gray/rnn_test.py @@ -0,0 +1,51 @@ +import tensorflow as tf +from helpers import AttrDict +from SequenceLabellingModel import SequenceLabellingModel +from SignalDataSet import * + +import os + +os.environ['TF_CPP_MIN_LOG_LEVEL']='2' + +params = AttrDict( + rnn_cell=tf.nn.rnn_cell.GRUCell, + rnn_hidden=300, + optimizer=tf.train.RMSPropOptimizer(0.002), + gradient_clipping=5, + batch_size=10, + epochs=5, + epoch_size=50 +) + +def get_dataset(path): + data,label = getDataLabel(path) + data = data.reshape(data.shape[:2] + (-1,)) + order = np.random.permutation(len(data)) + data = data[order] + label = label[order] + return data, label + +test_data, test_target = get_dataset('test_set_new/') +print(test_data.shape) +print(test_target.shape) + +abnormal_count = 0 +for i in range(test_target.shape[0]): + for j in range(test_target.shape[1]): + if test_target[i,j,0] == 1: + abnormal_count = abnormal_count + 1 +print('abnormal_count in test:',abnormal_count) + +with tf.Session() as sess: + saver = tf.train.import_meta_graph('model/model.ckpt.meta') + saver.restore(sess, tf.train.latest_checkpoint('model/')) + + _, length1, image_size1 = test_data.shape + num_classes1 = test_target.shape[2] + data1 = tf.placeholder(tf.float32, [None, length1, image_size1]) + target1 = tf.placeholder(tf.float32, [None, length1, num_classes1]) + model1 = SequenceLabellingModel(data1, target1, params) + + test_feed = {data1: test_data, target1: test_target} + test_error, _ = sess.run([model1.error, model1.optimize], test_feed) + print('Test error: {:3.6f}%'.format(100 * test_error)) diff --git a/rnn_gray/rnn_train.py b/rnn_gray/rnn_train.py new file mode 100644 index 0000000..4c3e395 --- /dev/null +++ b/rnn_gray/rnn_train.py @@ -0,0 +1,122 @@ +import tensorflow as tf +from helpers import AttrDict +from SequenceLabellingModel import SequenceLabellingModel +from batched import batched +from SignalDataSet import * + +import os + +os.environ['TF_CPP_MIN_LOG_LEVEL']='2' + +params = AttrDict( + rnn_cell=tf.nn.rnn_cell.GRUCell, + rnn_hidden=300, + optimizer=tf.train.RMSPropOptimizer(0.002), + gradient_clipping=5, + batch_size=10, + epochs=5, + epoch_size=50 +) + +def get_dataset(path): + # Flatten images into vectors. + # path = 'train_set_new/' + data,label = getDataLabel(path) + data = data.reshape(data.shape[:2] + (-1,)) + # One-hot encode labels. + label0 = np.copy(label) + label0 = label0.reshape(label0.shape[0],label0.shape[1]) + label1 = np.zeros(label0.shape + (2,)) + for i in range(label.shape[0]): + for j in range(label.shape[1]): + if label[i,j,0] == 1: + label1[i,j,0] = 1 + else: + label1[i,j,1] = 1 + # Shuffle order of examples. + label = label1 + order = np.random.permutation(len(data)) + data = data[order] + label = label[order] + return data, label + + +# Split into training and test data. +train_data, train_target = get_dataset('train_set_new/') +print(train_data.shape) +print(train_target.shape) +test_data, test_target = get_dataset('test_set_new/') +print(test_data.shape) +print(test_target.shape) +abnormal_data = [] +abnormal_target = [] +for i in range(test_target.shape[0]): + for j in range(test_target.shape[1]): + if test_target[i,j,0] == 1: + abnormal_data.append(test_data[i, j]) + abnormal_target.append(test_target[i, j]) +abnormal_data = np.array(abnormal_data) +abnormal_target = np.array(abnormal_target) +abnormal_data = abnormal_data.reshape(16,12,60) +abnormal_target = abnormal_target.reshape(16,12,2) +# split = int(0.66 * len(data)) +# train_data, test_data = data[:split], data[split:] +# train_target, test_target = target[:split], target[split:] + +# Compute graph. +_, length, image_size = train_data.shape +num_classes = train_target.shape[2] +print(length, image_size, num_classes) +data = tf.placeholder(tf.float32, [None, length, image_size]) +target = tf.placeholder(tf.float32, [None, length, num_classes]) +model = SequenceLabellingModel(data, target, params) +batches = batched(train_data, train_target, params.batch_size) + +abnormal_count = 0 +for i0 in range(train_target.shape[0]): + for j0 in range(train_target.shape[1]): + if train_target[i0,j0,0] == 1: + abnormal_count = abnormal_count + 1 +print('abnormal_count in train:',abnormal_count) + +saver = tf.train.Saver() + +sess = tf.Session() +sess.run(tf.initialize_all_variables()) +for index, batch in enumerate(batches): + batch_data = batch[0] + batch_target = batch[1] + epoch = batch[2] + if epoch >= params.epochs: + break + feed = {data: batch_data, target: batch_target} + error, _ = sess.run([model.error, model.optimize], feed) + print('{}: {:3.6f}%'.format(index + 1, 100 * error)) + test_feed = {data: test_data, target: test_target} + test_error, _ = sess.run([model.error, model.cost], test_feed) + print('Test error: {:3.6f}%'.format(100 * test_error)) + abnormal_feed = {data: abnormal_data, target: abnormal_target} + abnormal_error, _ = sess.run([model.error, model.cost], abnormal_feed) + print('Abnormal error: {:3.6f}%'.format(100 * abnormal_error)) + +# model_path = 'model/model.ckpt' +# saver.save(sess, model_path) +# sess.close() + +abnormal_count = 0 +for i1 in range(test_target.shape[0]): + for j1 in range(test_target.shape[1]): + if test_target[i1,j1,0] == 1: + abnormal_count = abnormal_count + 1 +print('abnormal_count in test target:',abnormal_count) + +test_feed = {data: test_data, target: test_target} +test_error, _ = sess.run([model.error, model.cost], test_feed) +print('Test error: {:3.6f}%'.format(100 * test_error)) +abnormal_feed = {data: abnormal_data, target: abnormal_target} +abnormal_error, _ = sess.run([model.error, model.cost], abnormal_feed) +print('Abnormal error: {:3.6f}%'.format(100 * abnormal_error)) +# prediction = sess.run([model.prediction], {data: test_data}) +# prediction = np.array(prediction) +# print(prediction.shape) + diff --git a/rnn_gray/rnn_train_bidirectional.py b/rnn_gray/rnn_train_bidirectional.py new file mode 100644 index 0000000..1b4c628 --- /dev/null +++ b/rnn_gray/rnn_train_bidirectional.py @@ -0,0 +1,121 @@ +import tensorflow as tf +from helpers import AttrDict +from BidirectionalSequenceLabellingModel import \ + BidirectionalSequenceLabellingModel +from batched import batched +from SignalDataSet import * + +import os + +os.environ['TF_CPP_MIN_LOG_LEVEL']='2' + +params = AttrDict( + rnn_cell=tf.nn.rnn_cell.GRUCell, + rnn_hidden=300, + optimizer=tf.train.RMSPropOptimizer(0.002), + gradient_clipping=5, + batch_size=10, + epochs=5, + epoch_size=50 +) + +def get_dataset(path): + # Flatten images into vectors. + # path = 'train_set_new/' + data,label = getDataLabel(path) + data = data.reshape(data.shape[:2] + (-1,)) + # One-hot encode labels. + label0 = np.copy(label) + label0 = label0.reshape(label0.shape[0],label0.shape[1]) + label1 = np.zeros(label0.shape + (2,)) + for i in range(label.shape[0]): + for j in range(label.shape[1]): + if label[i,j,0] == 1: + label1[i,j,0] = 1 + else: + label1[i,j,1] = 1 + label = label1 + # Shuffle order of examples. + order = np.random.permutation(len(data)) + data = data[order] + label = label[order] + return data, label + +# Split into training and test data. +train_data, train_target = get_dataset('train_set_new/') +print(train_data.shape) +print(train_target.shape) +test_data, test_target = get_dataset('test_set_new/') +print(test_data.shape) +print(test_target.shape) +abnormal_data = [] +abnormal_target = [] +for i in range(test_target.shape[0]): + for j in range(test_target.shape[1]): + if test_target[i,j,0] == 1: + abnormal_data.append(test_data[i, j]) + abnormal_target.append(test_target[i, j]) +abnormal_data = np.array(abnormal_data) +abnormal_target = np.array(abnormal_target) +abnormal_data = abnormal_data.reshape(8,24,60) +abnormal_target = abnormal_target.reshape(8,24,2) +# split = int(0.66 * len(data)) +# train_data, test_data = data[:split], data[split:] +# train_target, test_target = target[:split], target[split:] + +# Compute graph. +_, length, image_size = train_data.shape +num_classes = train_target.shape[2] +print(length, image_size, num_classes) +data = tf.placeholder(tf.float32, [None, length, image_size]) +target = tf.placeholder(tf.float32, [None, length, num_classes]) +model = BidirectionalSequenceLabellingModel(data, target, params) +batches = batched(train_data, train_target, params.batch_size) + +abnormal_count = 0 +for i0 in range(train_target.shape[0]): + for j0 in range(train_target.shape[1]): + if train_target[i0,j0,0] == 1: + abnormal_count = abnormal_count + 1 +print('abnormal_count in train:',abnormal_count) + +saver = tf.train.Saver() + +sess = tf.Session() +sess.run(tf.initialize_all_variables()) +for index, batch in enumerate(batches): + batch_data = batch[0] + batch_target = batch[1] + epoch = batch[2] + if epoch >= params.epochs: + break + feed = {data: batch_data, target: batch_target} + error, _ = sess.run([model.error, model.optimize], feed) + print('{}: {:3.6f}%'.format(index + 1, 100 * error)) + test_feed = {data: test_data, target: test_target} + test_error, _ = sess.run([model.error, model.cost], test_feed) + print('Test error: {:3.6f}%'.format(100 * test_error)) + abnormal_feed = {data: abnormal_data, target: abnormal_target} + abnormal_error, _ = sess.run([model.error, model.cost], abnormal_feed) + print('Abnormal error: {:3.6f}%'.format(100 * abnormal_error)) + +# model_path = 'model/model.ckpt' +# saver.save(sess, model_path) +# sess.close() + +abnormal_count = 0 +for i1 in range(test_target.shape[0]): + for j1 in range(test_target.shape[1]): + if test_target[i1,j1,0] == 1: + abnormal_count = abnormal_count + 1 +print('abnormal_count in test target:',abnormal_count) + +test_feed = {data: test_data, target: test_target} +test_error, _ = sess.run([model.error, model.cost], test_feed) +print('Test error: {:3.6f}%'.format(100 * test_error)) +abnormal_feed = {data: abnormal_data, target: abnormal_target} +abnormal_error, _ = sess.run([model.error, model.cost], abnormal_feed) +print('Abnormal error: {:3.6f}%'.format(100 * abnormal_error)) +# prediction = sess.run([model.prediction], {data: test_data}) +# prediction = np.array(prediction) +# print(prediction.shape) diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/EmbeddingModel.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/EmbeddingModel.py new file mode 100755 index 0000000..ea5fcf4 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/EmbeddingModel.py @@ -0,0 +1,41 @@ +import tensorflow as tf +import numpy as np + +from helpers import lazy_property + + +class EmbeddingModel: + + def __init__(self, data, target, params): + self.data = data + self.target = target + self.params = params + self.embeddings + self.cost + self.optimize + + @lazy_property + def embeddings(self): + initial = tf.random_uniform( + [self.params.vocabulary_size, self.params.embedding_size], + -1.0, 1.0) + return tf.Variable(initial) + + @lazy_property + def optimize(self): + optimizer = tf.train.MomentumOptimizer( + self.params.learning_rate, self.params.momentum) + return optimizer.minimize(self.cost) + + @lazy_property + def cost(self): + embedded = tf.nn.embedding_lookup(self.embeddings, self.data) + weight = tf.Variable(tf.truncated_normal( + [self.params.vocabulary_size, self.params.embedding_size], + stddev=1.0 / self.params.embedding_size ** 0.5)) + bias = tf.Variable(tf.zeros([self.params.vocabulary_size])) + target = tf.expand_dims(self.target, 1) + return tf.reduce_mean(tf.nn.nce_loss( + weight, bias, embedded, target, + self.params.contrastive_examples, + self.params.vocabulary_size)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/README.md b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/README.md new file mode 100755 index 0000000..9a96a9d --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/README.md @@ -0,0 +1,11 @@ +# Wikipedia Word Embeddings + +To train a set of embedded word vectors, run `train.py`: + +``` +$ python3 train.py +``` + +This will save your word embeddings into `./wikipedia/embeddings.npy` + +Unfortunately, at this time the sample code is only compatible with Python 3. We're working on providing Python 2 translations of the code. diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/Wikipedia.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/Wikipedia.py new file mode 100755 index 0000000..cc484a0 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/Wikipedia.py @@ -0,0 +1,85 @@ +import bz2 +import collections +import os +import re +from lxml import etree + +from helpers import download + + +class Wikipedia: + + TOKEN_REGEX = re.compile(r'[A-Za-z]+|[!?.:,()]') + + def __init__(self, url, cache_dir, vocabulary_size=10000): + self._cache_dir = os.path.expanduser(cache_dir) + self._pages_path = os.path.join(self._cache_dir, 'pages.bz2') + self._vocabulary_path = os.path.join(self._cache_dir, 'vocabulary.bz2') + if not os.path.isfile(self._pages_path): + print('Read pages') + self._read_pages(url) + if not os.path.isfile(self._vocabulary_path): + print('Build vocabulary') + self._build_vocabulary(vocabulary_size) + with bz2.open(self._vocabulary_path, 'rt') as vocabulary: + print('Read vocabulary') + self._vocabulary = [x.strip() for x in vocabulary] + self._indices = {x: i for i, x in enumerate(self._vocabulary)} + + def __iter__(self): + """Iterate over pages represented as lists of word indices.""" + with bz2.open(self._pages_path, 'rt') as pages: + for page in pages: + words = page.strip().split() + words = [self.encode(x) for x in words] + yield words + + @property + def vocabulary_size(self): + return len(self._vocabulary) + + def encode(self, word): + """Get the vocabulary index of a string word.""" + return self._indices.get(word, 0) + + def decode(self, index): + """Get back the string word from a vocabulary index.""" + return self._vocabulary[index] + + def _read_pages(self, url): + """ + Extract plain words from a Wikipedia dump and store them to the pages + file. Each page will be a line with words separated by spaces. + """ + wikipedia_path = download(url, self._cache_dir) + with bz2.open(wikipedia_path) as wikipedia, \ + bz2.open(self._pages_path, 'wt') as pages: + for _, element in etree.iterparse(wikipedia, tag='{*}page'): + if element.find('./{*}redirect') is not None: + continue + page = element.findtext('./{*}revision/{*}text') + words = self._tokenize(page) + pages.write(' '.join(words) + '\n') + element.clear() + + def _build_vocabulary(self, vocabulary_size): + """ + Count words in the pages file and write a list of the most frequent + words to the vocabulary file. + """ + counter = collections.Counter() + with bz2.open(self._pages_path, 'rt') as pages: + for page in pages: + words = page.strip().split() + counter.update(words) + common = [''] + counter.most_common(vocabulary_size - 1) + common = [x[0] for x in common] + with bz2.open(self._vocabulary_path, 'wt') as vocabulary: + for word in common: + vocabulary.write(word + '\n') + + @classmethod + def _tokenize(cls, page): + words = cls.TOKEN_REGEX.findall(page) + words = [x.lower() for x in words] + return words diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/batched.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/batched.py new file mode 100755 index 0000000..57a1a1f --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/batched.py @@ -0,0 +1,11 @@ +import numpy as np + + +def batched(iterator, batch_size): + """Group a numerical stream into batches and yield them as Numpy arrays.""" + while True: + data = np.zeros(batch_size) + target = np.zeros(batch_size) + for index in range(batch_size): + data[index], target[index] = next(iterator) + yield data, target \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/__init__.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/__init__.py new file mode 100755 index 0000000..61a806c --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/__init__.py @@ -0,0 +1,19 @@ +""" +Helper __init__ file to make using these helpers easier. These imports should be +namespaced properly when used in full projects! +""" +# Use proper namespacing and importing when using using this file +# +# 1. Use absolute imports +# from __future__ import absolute_import +# +# 2. Use absolute path for imports +# e.g. +# from path.to.helpers.attribute_dictionary import * + +from .attribute_dictionary import * +from .disk_cache_decorator import * +from .download import * +from .ensure_directory import * +from .lazy_property_decorator import * +from .overwrite_graph_decorator import * diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/attribute_dictionary.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/attribute_dictionary.py new file mode 100755 index 0000000..3776b9a --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/attribute_dictionary.py @@ -0,0 +1,11 @@ +class AttrDict(dict): + + def __getattr__(self, key): + if key not in self: + raise AttributeError + return self[key] + + def __setattr__(self, key, value): + if key not in self: + raise AttributeError + self[key] = value \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator.py new file mode 100755 index 0000000..edc1dec --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator.py @@ -0,0 +1,33 @@ +import functools +import os +import pickle + +def disk_cache(basename, directory, method=False): + """ + Function decorator for caching pickleable return values on disk. Uses a + hash computed from the function arguments for invalidation. If 'method', + skip the first argument, usually being self or cls. The cache filepath is + 'directory/basename-hash.pickle'. + """ + directory = os.path.expanduser(directory) + ensure_directory(directory) + + def wrapper(func): + @functools.wraps(func) + def wrapped(*args, **kwargs): + key = (tuple(args), tuple(kwargs.items())) + # Don't use self or cls for the invalidation hash. + if method and key: + key = key[1:] + filename = '{}-{}.pickle'.format(basename, hash(key)) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + with open(filepath, 'rb') as handle: + return pickle.load(handle) + result = func(*args, **kwargs) + with open(filepath, 'wb') as handle: + pickle.dump(result, handle) + return result + return wrapped + + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator_example.py new file mode 100755 index 0000000..3f0dec2 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/disk_cache_decorator_example.py @@ -0,0 +1,7 @@ +@disk_cache('dataset', '/home/user/dataset/') +def get_dataset(one_hot=True): + dataset = Dataset('http://example.com/dataset.bz2') + dataset = Tokenize(dataset) + if one_hot: + dataset = OneHotEncoding(dataset) + return dataset \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/download.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/download.py new file mode 100755 index 0000000..026dc7e --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/download.py @@ -0,0 +1,36 @@ +import os +import shutil +import errno +from lxml import etree +from urllib.request import urlopen + + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e + + +def download(url, directory, filename=None): + """ + Download a file and return its filename on the local file system. If the + file is already there, it will not be downloaded again. The filename is + derived from the url if not provided. Return the filepath. + """ + if not filename: + _, filename = os.path.split(url) + directory = os.path.expanduser(directory) + ensure_directory(directory) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + return filepath + print('Download', filepath) + with urlopen(url) as response, open(filepath, 'wb') as file_: + shutil.copyfileobj(response, file_) + return filepath diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/ensure_directory.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/ensure_directory.py new file mode 100755 index 0000000..ed7a587 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/ensure_directory.py @@ -0,0 +1,13 @@ +import errno +import os + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator.py new file mode 100755 index 0000000..8646ce1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator.py @@ -0,0 +1,12 @@ +import functools + +def lazy_property(function): + attribute = '_lazy_' + function.__name__ + + @property + @functools.wraps(function) + def wrapper(self): + if not hasattr(self, attribute): + setattr(self, attribute, function(self)) + return getattr(self, attribute) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator_example.py new file mode 100755 index 0000000..48e2312 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/lazy_property_decorator_example.py @@ -0,0 +1,29 @@ +class Model: + + def __init__(self, data, target): + self.data = data + self.target = target + self.prediction + self.optimize + self.error + + @lazy_property + def prediction(self): + data_size = int(self.data.get_shape()[1]) + target_size = int(self.target.get_shape()[1]) + weight = tf.Variable(tf.truncated_normal([data_size, target_size])) + bias = tf.Variable(tf.constant(0.1, shape=[target_size])) + incoming = tf.matmul(self.data, weight) + bias + return tf.nn.softmax(incoming) + + @lazy_property + def optimize(self): + cross_entropy = -tf.reduce_sum(self.target, tf.log(self.prediction)) + optimizer = tf.train.RMSPropOptimizer(0.03) + return optimizer.minimize(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 1), tf.argmax(self.prediction, 1)) + return tf.reduce_mean(tf.cast(mistakes, tf.float32)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator.py new file mode 100755 index 0000000..95734da --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator.py @@ -0,0 +1,9 @@ +import functools +import tensorflow as tf + +def overwrite_graph(function): + @functools.wraps(function) + def wrapper(*args, **kwargs): + with tf.Graph().as_default(): + return function(*args, **kwargs) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator_example.py new file mode 100755 index 0000000..8cbc8b1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/helpers/overwrite_graph_decorator_example.py @@ -0,0 +1,8 @@ +@overwrite_graph +def main(): + # Define your placeholders, model, etc. + data = tf.placeholder(...) + target = tf.placeholder(...) + model = Model() + +main() \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/skipgrams.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/skipgrams.py new file mode 100755 index 0000000..c101ce3 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/skipgrams.py @@ -0,0 +1,12 @@ +import random + + +def skipgrams(pages, max_context): + """Form training pairs according to the skip-gram model.""" + for words in pages: + for index, current in enumerate(words): + context = random.randint(1, max_context) + for target in words[max(0, index - context): index]: + yield current, target + for target in words[index + 1: index + context + 1]: + yield current, target diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/train.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/train.py new file mode 100755 index 0000000..fcb68e1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/01_wikipedia/train.py @@ -0,0 +1,48 @@ +import collections +import tensorflow as tf +import numpy as np + +from batched import batched +from EmbeddingModel import EmbeddingModel +from skipgrams import skipgrams +from Wikipedia import Wikipedia + +from helpers import AttrDict + +WIKI_DOWNLOAD_DIR = './wikipedia' + +params = AttrDict( + vocabulary_size=10000, + max_context=10, + embedding_size=200, + contrastive_examples=100, + learning_rate=0.5, + momentum=0.5, + batch_size=1000, +) + +data = tf.placeholder(tf.int32, [None]) +target = tf.placeholder(tf.int32, [None]) +model = EmbeddingModel(data, target, params) + +corpus = Wikipedia( + 'https://dumps.wikimedia.org/enwiki/20160501/' + 'enwiki-20160501-pages-meta-current1.xml-p000000010p000030303.bz2', + WIKI_DOWNLOAD_DIR, + params.vocabulary_size) +examples = skipgrams(corpus, params.max_context) +batches = batched(examples, params.batch_size) + +sess = tf.Session() +sess.run(tf.initialize_all_variables()) +average = collections.deque(maxlen=100) +for index, batch in enumerate(batches): + feed_dict = {data: batch[0], target: batch[1]} + cost, _ = sess.run([model.cost, model.optimize], feed_dict) + average.append(cost) + print('{}: {:5.1f}'.format(index + 1, sum(average) / len(average))) + if index > 100000: + break + +embeddings = sess.run(model.embeddings) +np.save(WIKI_DOWNLOAD_DIR + '/embeddings.npy', embeddings) diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/Embedding.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/Embedding.py new file mode 100755 index 0000000..daa9295 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/Embedding.py @@ -0,0 +1,22 @@ +import bz2 +import numpy as np + + +class Embedding: + + def __init__(self, vocabulary_path, embedding_path, length): + self._embedding = np.load(embedding_path) + with bz2.open(vocabulary_path, 'rt') as file_: + self._vocabulary = {k.strip(): i for i, k in enumerate(file_)} + self._length = length + + def __call__(self, sequence): + data = np.zeros((self._length, self._embedding.shape[1])) + indices = [self._vocabulary.get(x, 0) for x in sequence] + embedded = self._embedding[indices] + data[:len(sequence)] = embedded + return data + + @property + def dimensions(self): + return self._embedding.shape[1] diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/ImdbMovieReviews.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/ImdbMovieReviews.py new file mode 100755 index 0000000..e938f66 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/ImdbMovieReviews.py @@ -0,0 +1,31 @@ +import tarfile +import re + +from helpers import download + + +class ImdbMovieReviews: + + DEFAULT_URL = \ + 'http://ai.stanford.edu/~amaas/data/sentiment/aclImdb_v1.tar.gz' + TOKEN_REGEX = re.compile(r'[A-Za-z]+|[!?.:,()]') + + def __init__(self, cache_dir, url=None): + self._cache_dir = cache_dir + self._url = url or type(self).DEFAULT_URL + + def __iter__(self): + filepath = download(self._url, self._cache_dir) + with tarfile.open(filepath) as archive: + for filename in archive.getnames(): + if filename.startswith('aclImdb/train/pos/'): + yield self._read(archive, filename), True + elif filename.startswith('aclImdb/train/neg/'): + yield self._read(archive, filename), False + + def _read(self, archive, filename): + with archive.extractfile(filename) as file_: + data = file_.read().decode('utf-8') + data = type(self).TOKEN_REGEX.findall(data) + data = [x.lower() for x in data] + return data diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/README.md b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/README.md new file mode 100755 index 0000000..1730bed --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/README.md @@ -0,0 +1,11 @@ +# IMDB Sentiment Analysis + +To train the sentiment analysis model, simply run `train.py`: + +``` +$ python3 train.py +``` + +_Note that this requires training word embeddings from the previous Wikipedia model._ + +Unfortunately, at this time the sample code is only compatible with Python 3. We're working on providing Python 2 translations of the code. diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/SequenceClassificationModel.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/SequenceClassificationModel.py new file mode 100755 index 0000000..a030c20 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/SequenceClassificationModel.py @@ -0,0 +1,75 @@ +import tensorflow as tf + +from helpers import lazy_property + + +class SequenceClassificationModel: + + def __init__(self, data, target, params): + self.data = data + self.target = target + self.params = params + self.prediction + self.cost + self.error + self.optimize + + @lazy_property + def length(self): + used = tf.sign(tf.reduce_max(tf.abs(self.data), reduction_indices=2)) + length = tf.reduce_sum(used, reduction_indices=1) + length = tf.cast(length, tf.int32) + return length + + @lazy_property + def prediction(self): + # Recurrent network. + output, _ = tf.nn.dynamic_rnn( + self.params.rnn_cell(self.params.rnn_hidden), + self.data, + dtype=tf.float32, + sequence_length=self.length, + ) + last = self._last_relevant(output, self.length) + # Softmax layer. + num_classes = int(self.target.get_shape()[1]) + weight = tf.Variable(tf.truncated_normal( + [self.params.rnn_hidden, num_classes], stddev=0.01)) + bias = tf.Variable(tf.constant(0.1, shape=[num_classes])) + prediction = tf.nn.softmax(tf.matmul(last, weight) + bias) + return prediction + + @lazy_property + def cost(self): + cross_entropy = -tf.reduce_sum(self.target * tf.log(self.prediction)) + return cross_entropy + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 1), tf.argmax(self.prediction, 1)) + return tf.reduce_mean(tf.cast(mistakes, tf.float32)) + + @lazy_property + def optimize(self): + gradient = self.params.optimizer.compute_gradients(self.cost) + try: + limit = self.params.gradient_clipping + gradient = [ + (tf.clip_by_value(g, -limit, limit), v) + if g is not None else (None, v) + for g, v in gradient] + except AttributeError: + print('No gradient clipping parameter specified.') + optimize = self.params.optimizer.apply_gradients(gradient) + return optimize + + @staticmethod + def _last_relevant(output, length): + batch_size = tf.shape(output)[0] + max_length = int(output.get_shape()[1]) + output_size = int(output.get_shape()[2]) + index = tf.range(0, batch_size) * max_length + (length - 1) + flat = tf.reshape(output, [-1, output_size]) + relevant = tf.gather(flat, index) + return relevant diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/__init__.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/__init__.py new file mode 100755 index 0000000..61a806c --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/__init__.py @@ -0,0 +1,19 @@ +""" +Helper __init__ file to make using these helpers easier. These imports should be +namespaced properly when used in full projects! +""" +# Use proper namespacing and importing when using using this file +# +# 1. Use absolute imports +# from __future__ import absolute_import +# +# 2. Use absolute path for imports +# e.g. +# from path.to.helpers.attribute_dictionary import * + +from .attribute_dictionary import * +from .disk_cache_decorator import * +from .download import * +from .ensure_directory import * +from .lazy_property_decorator import * +from .overwrite_graph_decorator import * diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/attribute_dictionary.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/attribute_dictionary.py new file mode 100755 index 0000000..3776b9a --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/attribute_dictionary.py @@ -0,0 +1,11 @@ +class AttrDict(dict): + + def __getattr__(self, key): + if key not in self: + raise AttributeError + return self[key] + + def __setattr__(self, key, value): + if key not in self: + raise AttributeError + self[key] = value \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator.py new file mode 100755 index 0000000..edc1dec --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator.py @@ -0,0 +1,33 @@ +import functools +import os +import pickle + +def disk_cache(basename, directory, method=False): + """ + Function decorator for caching pickleable return values on disk. Uses a + hash computed from the function arguments for invalidation. If 'method', + skip the first argument, usually being self or cls. The cache filepath is + 'directory/basename-hash.pickle'. + """ + directory = os.path.expanduser(directory) + ensure_directory(directory) + + def wrapper(func): + @functools.wraps(func) + def wrapped(*args, **kwargs): + key = (tuple(args), tuple(kwargs.items())) + # Don't use self or cls for the invalidation hash. + if method and key: + key = key[1:] + filename = '{}-{}.pickle'.format(basename, hash(key)) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + with open(filepath, 'rb') as handle: + return pickle.load(handle) + result = func(*args, **kwargs) + with open(filepath, 'wb') as handle: + pickle.dump(result, handle) + return result + return wrapped + + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator_example.py new file mode 100755 index 0000000..3f0dec2 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/disk_cache_decorator_example.py @@ -0,0 +1,7 @@ +@disk_cache('dataset', '/home/user/dataset/') +def get_dataset(one_hot=True): + dataset = Dataset('http://example.com/dataset.bz2') + dataset = Tokenize(dataset) + if one_hot: + dataset = OneHotEncoding(dataset) + return dataset \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/download.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/download.py new file mode 100755 index 0000000..026dc7e --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/download.py @@ -0,0 +1,36 @@ +import os +import shutil +import errno +from lxml import etree +from urllib.request import urlopen + + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e + + +def download(url, directory, filename=None): + """ + Download a file and return its filename on the local file system. If the + file is already there, it will not be downloaded again. The filename is + derived from the url if not provided. Return the filepath. + """ + if not filename: + _, filename = os.path.split(url) + directory = os.path.expanduser(directory) + ensure_directory(directory) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + return filepath + print('Download', filepath) + with urlopen(url) as response, open(filepath, 'wb') as file_: + shutil.copyfileobj(response, file_) + return filepath diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/ensure_directory.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/ensure_directory.py new file mode 100755 index 0000000..ed7a587 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/ensure_directory.py @@ -0,0 +1,13 @@ +import errno +import os + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator.py new file mode 100755 index 0000000..8646ce1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator.py @@ -0,0 +1,12 @@ +import functools + +def lazy_property(function): + attribute = '_lazy_' + function.__name__ + + @property + @functools.wraps(function) + def wrapper(self): + if not hasattr(self, attribute): + setattr(self, attribute, function(self)) + return getattr(self, attribute) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator_example.py new file mode 100755 index 0000000..48e2312 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/lazy_property_decorator_example.py @@ -0,0 +1,29 @@ +class Model: + + def __init__(self, data, target): + self.data = data + self.target = target + self.prediction + self.optimize + self.error + + @lazy_property + def prediction(self): + data_size = int(self.data.get_shape()[1]) + target_size = int(self.target.get_shape()[1]) + weight = tf.Variable(tf.truncated_normal([data_size, target_size])) + bias = tf.Variable(tf.constant(0.1, shape=[target_size])) + incoming = tf.matmul(self.data, weight) + bias + return tf.nn.softmax(incoming) + + @lazy_property + def optimize(self): + cross_entropy = -tf.reduce_sum(self.target, tf.log(self.prediction)) + optimizer = tf.train.RMSPropOptimizer(0.03) + return optimizer.minimize(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 1), tf.argmax(self.prediction, 1)) + return tf.reduce_mean(tf.cast(mistakes, tf.float32)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator.py new file mode 100755 index 0000000..95734da --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator.py @@ -0,0 +1,9 @@ +import functools +import tensorflow as tf + +def overwrite_graph(function): + @functools.wraps(function) + def wrapper(*args, **kwargs): + with tf.Graph().as_default(): + return function(*args, **kwargs) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator_example.py new file mode 100755 index 0000000..8cbc8b1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/helpers/overwrite_graph_decorator_example.py @@ -0,0 +1,8 @@ +@overwrite_graph +def main(): + # Define your placeholders, model, etc. + data = tf.placeholder(...) + target = tf.placeholder(...) + model = Model() + +main() \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/preprocess_batched.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/preprocess_batched.py new file mode 100755 index 0000000..1466614 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/preprocess_batched.py @@ -0,0 +1,13 @@ +import numpy as np + + +def preprocess_batched(iterator, length, embedding, batch_size): + iterator = iter(iterator) + while True: + data = np.zeros((batch_size, length, embedding.dimensions)) + target = np.zeros((batch_size, 2)) + for index in range(batch_size): + text, label = next(iterator) + data[index] = embedding(text) + target[index] = [1, 0] if label else [0, 1] + yield data, target diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/train.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/train.py new file mode 100755 index 0000000..1a0a7a0 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/02_imdb/train.py @@ -0,0 +1,38 @@ +import tensorflow as tf + +from helpers import AttrDict + +from Embedding import Embedding +from ImdbMovieReviews import ImdbMovieReviews +from preprocess_batched import preprocess_batched +from SequenceClassificationModel import SequenceClassificationModel + +IMDB_DOWNLOAD_DIR = './imdb' +WIKI_VOCAB_DIR = '../01_wikipedia/wikipedia' +WIKI_EMBED_DIR = '../01_wikipedia/wikipedia' + +params = AttrDict( + rnn_cell=tf.nn.rnn_cell.GRUCell, + rnn_hidden=300, + optimizer=tf.train.RMSPropOptimizer(0.002), + batch_size=20, +) + +reviews = ImdbMovieReviews(IMDB_DOWNLOAD_DIR) +length = max(len(x[0]) for x in reviews) + +embedding = Embedding( + WIKI_VOCAB_DIR + '/vocabulary.bz2', + WIKI_EMBED_DIR + '/embeddings.npy', length) +batches = preprocess_batched(reviews, length, embedding, params.batch_size) + +data = tf.placeholder(tf.float32, [None, length, embedding.dimensions]) +target = tf.placeholder(tf.float32, [None, 2]) +model = SequenceClassificationModel(data, target, params) + +sess = tf.Session() +sess.run(tf.initialize_all_variables()) +for index, batch in enumerate(batches): + feed = {data: batch[0], target: batch[1]} + error, _ = sess.run([model.error, model.optimize], feed) + print('{}: {:3.1f}%'.format(index + 1, 100 * error)) diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/BidirectionalSequenceLabellingModel.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/BidirectionalSequenceLabellingModel.py new file mode 100755 index 0000000..0792fef --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/BidirectionalSequenceLabellingModel.py @@ -0,0 +1,97 @@ +import tensorflow as tf + +from helpers import lazy_property + + +class BidirectionalSequenceLabellingModel: + + def __init__(self, data, target, params): + self.data = data + self.target = target + self.params = params + self.prediction + self.cost + self.error + self.optimize + + @lazy_property + def length(self): + used = tf.sign(tf.reduce_max(tf.abs(self.data), reduction_indices=2)) + length = tf.reduce_sum(used, reduction_indices=1) + length = tf.cast(length, tf.int32) + return length + + @lazy_property + def prediction(self): + output = self._bidirectional_rnn(self.data, self.length) + num_classes = int(self.target.get_shape()[2]) + prediction = self._shared_softmax(output, num_classes) + return prediction + + def _bidirectional_rnn(self, data, length): + length_64 = tf.cast(length, tf.int64) + forward, _ = tf.nn.dynamic_rnn( + cell=self.params.rnn_cell(self.params.rnn_hidden), + inputs=data, + dtype=tf.float32, + sequence_length=length, + scope='rnn-forward') + backward, _ = tf.nn.dynamic_rnn( + cell=self.params.rnn_cell(self.params.rnn_hidden), + inputs=tf.reverse_sequence(data, length_64, seq_dim=1), + dtype=tf.float32, + sequence_length=self.length, + scope='rnn-backward') + backward = tf.reverse_sequence(backward, length_64, seq_dim=1) + output = tf.concat(2, [forward, backward]) + return output + + def _shared_softmax(self, data, out_size): + max_length = int(data.get_shape()[1]) + in_size = int(data.get_shape()[2]) + weight = tf.Variable(tf.truncated_normal( + [in_size, out_size], stddev=0.01)) + bias = tf.Variable(tf.constant(0.1, shape=[out_size])) + # Flatten to apply same weights to all time steps. + flat = tf.reshape(data, [-1, in_size]) + output = tf.nn.softmax(tf.matmul(flat, weight) + bias) + output = tf.reshape(output, [-1, max_length, out_size]) + return output + + @lazy_property + def cost(self): + # Compute cross entropy for each frame. + cross_entropy = self.target * tf.log(self.prediction) + cross_entropy = -tf.reduce_sum(cross_entropy, reduction_indices=2) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + cross_entropy *= mask + # Average over actual sequence lengths. + cross_entropy = tf.reduce_sum(cross_entropy, reduction_indices=1) + cross_entropy /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 2), tf.argmax(self.prediction, 2)) + mistakes = tf.cast(mistakes, tf.float32) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + mistakes *= mask + # Average over actual sequence lengths. + mistakes = tf.reduce_sum(mistakes, reduction_indices=1) + mistakes /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(mistakes) + + @lazy_property + def optimize(self): + gradient = self.params.optimizer.compute_gradients(self.cost) + try: + limit = self.params.gradient_clipping + gradient = [ + (tf.clip_by_value(g, -limit, limit), v) + if g is not None else (None, v) + for g, v in gradient] + except AttributeError: + print('No gradient clipping parameter specified.') + optimize = self.params.optimizer.apply_gradients(gradient) + return optimize diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/OcrDataset.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/OcrDataset.py new file mode 100755 index 0000000..ff94eae --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/OcrDataset.py @@ -0,0 +1,56 @@ +import gzip +import csv +import numpy as np + +from helpers import download + + +class OcrDataset: + """ + Dataset of handwritten words collected by Rob Kassel at the MIT Spoken + Language Systems Group. Each example contains the normalized letters of the + word, padded to the maximum word length. Only contains lower case letter, + capitalized letters were removed. + From: http://ai.stanford.edu/~btaskar/ocr/ + """ + + URL = 'http://ai.stanford.edu/~btaskar/ocr/letter.data.gz' + + def __init__(self, cache_dir): + path = download(type(self).URL, cache_dir) + lines = self._read(path) + data, target = self._parse(lines) + self.data, self.target = self._pad(data, target) + + @staticmethod + def _read(filepath): + with gzip.open(filepath, 'rt') as file_: + reader = csv.reader(file_, delimiter='\t') + lines = list(reader) + return lines + + @staticmethod + def _parse(lines): + lines = sorted(lines, key=lambda x: int(x[0])) + data, target = [], [] + next_ = None + for line in lines: + if not next_: + data.append([]) + target.append([]) + else: + assert next_ == int(line[0]) + next_ = int(line[2]) if int(line[2]) > -1 else None + pixels = np.array([int(x) for x in line[6:134]]) + pixels = pixels.reshape((16, 8)) + data[-1].append(pixels) + target[-1].append(line[1]) + return data, target + + @staticmethod + def _pad(data, target): + max_length = max(len(x) for x in target) + padding = np.zeros((16, 8)) + data = [x + ([padding] * (max_length - len(x))) for x in data] + target = [x + ([''] * (max_length - len(x))) for x in target] + return np.array(data), np.array(target) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/README.md b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/README.md new file mode 100755 index 0000000..258280a --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/README.md @@ -0,0 +1,15 @@ +# RNN and Bi-directional RNN for OCR + +To run and train the standard RNN, simply run `train.py`: + +``` +$ python3 train.py +``` + +To run the bi-directional RNN, use `train_bidirectional.py`: + +``` +$ python3 train_bidirectional.py +``` + +Unfortunately, at this time the sample code is only compatible with Python 3. We're working on providing Python 2 translations of the code. diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/SequenceLabellingModel.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/SequenceLabellingModel.py new file mode 100755 index 0000000..8872367 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/SequenceLabellingModel.py @@ -0,0 +1,80 @@ +import tensorflow as tf + +from helpers import lazy_property + + +class SequenceLabellingModel: + + def __init__(self, data, target, params): + self.data = data + self.target = target + self.params = params + self.prediction + self.cost + self.error + self.optimize + + @lazy_property + def length(self): + used = tf.sign(tf.reduce_max(tf.abs(self.data), reduction_indices=2)) + length = tf.reduce_sum(used, reduction_indices=1) + length = tf.cast(length, tf.int32) + return length + + @lazy_property + def prediction(self): + output, _ = tf.nn.dynamic_rnn( + tf.nn.rnn_cell.GRUCell(self.params.rnn_hidden), + self.data, + dtype=tf.float32, + sequence_length=self.length, + ) + # Softmax layer. + max_length = int(self.target.get_shape()[1]) + num_classes = int(self.target.get_shape()[2]) + weight = tf.Variable(tf.truncated_normal( + [self.params.rnn_hidden, num_classes], stddev=0.01)) + bias = tf.Variable(tf.constant(0.1, shape=[num_classes])) + # Flatten to apply same weights to all time steps. + output = tf.reshape(output, [-1, self.params.rnn_hidden]) + prediction = tf.nn.softmax(tf.matmul(output, weight) + bias) + prediction = tf.reshape(prediction, [-1, max_length, num_classes]) + return prediction + + @lazy_property + def cost(self): + # Compute cross entropy for each frame. + cross_entropy = self.target * tf.log(self.prediction) + cross_entropy = -tf.reduce_sum(cross_entropy, reduction_indices=2) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + cross_entropy *= mask + # Average over actual sequence lengths. + cross_entropy = tf.reduce_sum(cross_entropy, reduction_indices=1) + cross_entropy /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 2), tf.argmax(self.prediction, 2)) + mistakes = tf.cast(mistakes, tf.float32) + mask = tf.sign(tf.reduce_max(tf.abs(self.target), reduction_indices=2)) + mistakes *= mask + # Average over actual sequence lengths. + mistakes = tf.reduce_sum(mistakes, reduction_indices=1) + mistakes /= tf.cast(self.length, tf.float32) + return tf.reduce_mean(mistakes) + + @lazy_property + def optimize(self): + gradient = self.params.optimizer.compute_gradients(self.cost) + try: + limit = self.params.gradient_clipping + gradient = [ + (tf.clip_by_value(g, -limit, limit), v) + if g is not None else (None, v) + for g, v in gradient] + except AttributeError: + print('No gradient clipping parameter specified.') + optimize = self.params.optimizer.apply_gradients(gradient) + return optimize diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/__pycache__/OcrDataset.cpython-36.pyc b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/__pycache__/OcrDataset.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b084172447c47f50807ed49327b05079cf18d5c7 GIT binary patch literal 2866 zcma)8TaO#J6(*^fkyeq{x6Q?c0}PxdjQ~e-;vfMGW8pSVf}+U=^(IasBp7gqTxoXa zW)78I38Ow#Zk;?7Mc?w6*Y-#BxqqR2?bH4RzqB8zl~&#uK}I0w40(8X4!`dl>h^^T z?SI|*&zHR>A^#<7PXqEjwCX){f(V+D!QxE^)P1u-18T19_n`o+eXlkV@>UD(eSKJA2lLn_?Ojox(DVqPZt+-6Xep^{ngjTAkn^^q#FJK;#{@=m|clU}8H zz7IcoQjGh5+{57=a@8+l)pzRCcYcoQBDS8u+4qLin4JO~;B7Jf0Ij-*P7_UQAbG%Q zI%hLhlY>Uh=5*G8n#&oCKQr5ij^rV!g@x_Br zj2|hky`ngLE92mb>SIA^@$cVy5AMcerC=$_$nbv-i$^`~iiqtFcKyBL2BCzN#S;^Aq8rmW>wu!)6 zbb4t$G;4bmm({n;#r1Cpn%JlWLvgaPkRg7I%;<~>GHV?FP?P)Q>+feEVD+1t9?&5u zN=eO@QodC;G^;(~UBk>Fs~+mcpKv}H@$HDXaOf#@_MJPs+B@(U;uwk8kd#F;;_ znRsG1TDfIMEU%nfTM&jg`>#7-6QY>Yzq3c)?gHB`Ro5}!Wrp=`saGMM^YCf=uBA#` zWaaivOjp)+K&G$%q?gMTCzb&xf3ck<(TPoqlmFrAGW7;z^())Gx$L@46Ci7G6PSRP zAgyrTnayA0K2SO-@(-0Nlwo;ke6En^rm19wq?X-a!P->~8Th$8){$j;E=^D-$1<(X z1*dS|k`S%3hd`LkSMRiS*cJ`xb(g^}(dp$M#k(r7_CzcRY^xrk)2BSI>4ItBq2L}c z(VElm=o9jU?lX6pwk+epKJtX@Q*bnR+*+&vP83;>Irj!)j&~bpyjyN*8B@K44)AU+ z;eALzSdf2FslgOnU^wp^PV+auE(&ju{kNVrr#gYX&V*+ac* zE!iC%^L{a-HT{+j>9@8DAf8vq7I~RG%fq*!z3wJB*~UE_Ev{eFv^O-W?^;QE4J+&) zqa`QLWzM?GD-Qo0PX&3tr^q@av-**vRNaOb=NxPxkazg>BVzM?R4ArHp+P>qsX+QC@aJmwLLPO zD0(#J>FG=}ibN4dk@8_qT}Ed*_#>i|IFou*2v_o5iYUAFTJE^3!TDr4Zzo;xYc)OQ zu~yJ&cCIKp(`~93?aG(Y89yIqO%InIiEzk)Bm4(kI3Xl1ocJfGTf}Mqg{H(RR&x2>iN0qx%|ENy{h}e zVeg;c{r3ld>ofKrcI^tF{{YQ=9U^BrFWDhSFG?{B4g<~}vpmSdbC!o|aTwV>_G42(K&-2L67sq z>oN3h-t&3_y`K-f-pz+t!j`-9p89aEs!aV@9;vb{s>x64T$NdPu>k4?+B;}wA7aH< zEM+SJ$yWg+v?+cNGW4?JWyApkzQ7Mgu?ur)rHic86J=f0NG)f^^%|}6BC|zZxiG7Z zbseR3tzA+#wwM)5H40s5RC%mv6}m$rg7^#519YGLef+*r+KivdYVuJb>q=JRM|C!z zsmhvhv&c@Qo~2J~eQFw+sr0R}uBvpR`t;42G*;;`CN${H_}<&8 zR@q!@cuFfZ*Rn)sy{lAKd0I*9jU_%kmlH+7%ak#|Z+!25T4#Fv`M~Zs3zwv6Q57~# z6a0nQf?zzlb}wJMVeV#L#%T^N$_|3XN9O?)%cdMnpdmKXaLp-KJ`rnvM)uB%BV+J< zMkAsX$#{*Yl|Zb*gJ%?KB;*bvGxw3fN)aPvp3x^qi4*o1F)1dM>-jM%oym_}Adid> z(xuhRX9y}_b)BNJ_rEa;G&sXtI5#SHQK_nlJ@H{|#Sky`mmqe~3<1N$9^b;feDwx2 zS|68K&>YGRkHx>B;NQ4Mf=`2K2sAp=XpQWh#(0yU@8H(& zbQWB*1l|&2)(~y0^|T5nA_wO@ww;T2xAF*fp2yxA!MY8^>09{rL;z`u0-x?c-UgF8 zYq5%6rti_3wpVf91*gJEfRXVkMofAKBjGx^T{OzwG8bG;FW@7r^eu?VZ+HLt_|xV2 z_Yu3u*gRKHCV&1DUH>3c#~`uQv;X4KuVMJ;C4C#66IJE<`J$4uB1^#ymk>cR)BzVi z{@MHQK=Fh_RAE0U;J0eS9D_O%Vf7(%0YdEQ>AE0z>c8fapG#fHqf)tTtLIfFtpaaq zJ(HzNvbr)>R@TK@wZmgmA6v?$XeRA!UXGGBVWN6&o4Iv7bv?Yk_;uH>=Cd>_r7_C5 z=&33uC)R~Wg)}-QRH#5)%Pg|Jf@bz0n27i`4{>h=xA|?J@LhgK?DAKjFTZ+2wp|sg z%Zz)DeHwldXJ(Oe=z}%iWr#LM=3Q{G-#&L>i_l^keT|<2`5?Y?HK*k%Uy%==t>}Ae z@oGDwzv64!M8X4~03)uqu>egOF&ea`(uX)G>q(2q9eV!~iCq$3An`H@Vx9gPgzIl8 ztz>mU*u!C_YhzLrLTpb97ot?2zKAYS?+vuJmI2dkzQ+@>1zeY3z5!1v_@9sD@8F48 zg65IT`I_n!>DV~e8y2CK!5Up~%5xge-4^@Hs&|DdoAxfNAE8Rs5S(v)cvRVR@PAMp zww&o!wN1f8WO0Q33@O>7?X%9~Nl?BBvDCpldpF?fx6tQ+rMgS0YJLMjNk?U|h3SkhzTz$6AK35Nu}{?VWW^s*N#Y-{ zYAgeh@A2!>lZt^k|Vjk>y;C0w?zGIX-dx301ff z2L^jZ_|JL|N?@DSv*zKuv;f-JBC))G18SQS$Nqz|&SYsGLfOn;jt=U(I5p%2NN|@{ z(O{du>rXKX$A!D5QCV?ZsC*wqi+xb6r z;s}F((JLxq5eZ7#sco*4LD z75nN&B-)02n(+a(X$g+8Psi=m@q IA_l?#0M&)=W&i*H literal 0 HcmV?d00001 diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/__pycache__/batched.cpython-36.pyc b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/__pycache__/batched.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..2cf0bf2f01695d35360c2eb4e947a1c495c9fb7a GIT binary patch literal 677 zcmZuv%Wl*#6uq{SnKV$TAXKKT*v$OC3dhKO{a2Jr5nD0 zKS2Bh|ADux`U|YM$$-=aH#+Cq=RSNb=VX6B{qgeWnVTUDkd7gui!VOvVjp?>5Ik9-egvLQ;1Ie9)p!l& zy(25SVlMJoJFu}T2jm#W8VMt#E*UAS;;;E zfluif2-Z)2nWm4?1~LRkz3J(68i&{}cq0Q&oZM_J~w=uIjO8RWu-UgTCbnf z+&XD8ENIZ%?D%&kS6qiB>hJxWJ1h+j80jIRa-Y((^m}AaN}Ea4+9~2 RRcp~!@^$|rw*Lzg_6MC-wVnU~ literal 0 HcmV?d00001 diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/batched.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/batched.py new file mode 100755 index 0000000..78ea650 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/batched.py @@ -0,0 +1,24 @@ +import numpy as np + + +def batched(data, target, batch_size): + """ + + """ + epoch = 0 + offset = 0 + while True: + old_offset = offset + offset = (offset + batch_size) % (target.shape[0] - batch_size) + + if offset < old_offset: + # New epoch, need to shuffle data + p = np.random.permutation(len(data)) + data = data[p] + target = target[p] + epoch += 1 + + batch_data = data[offset:(offset + batch_size), :] + batch_target = target[offset:(offset + batch_size), :] + yield batch_data, batch_target, epoch + \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__init__.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__init__.py new file mode 100755 index 0000000..61a806c --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__init__.py @@ -0,0 +1,19 @@ +""" +Helper __init__ file to make using these helpers easier. These imports should be +namespaced properly when used in full projects! +""" +# Use proper namespacing and importing when using using this file +# +# 1. Use absolute imports +# from __future__ import absolute_import +# +# 2. Use absolute path for imports +# e.g. +# from path.to.helpers.attribute_dictionary import * + +from .attribute_dictionary import * +from .disk_cache_decorator import * +from .download import * +from .ensure_directory import * +from .lazy_property_decorator import * +from .overwrite_graph_decorator import * diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/__init__.cpython-36.pyc b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/__init__.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..b99c07d8b1e2335988a09c44a4b66440dd98b032 GIT binary patch literal 596 zcmYjPv2GMG5Z%2T$>~HSib#mgl!rtd6bT`O5JieqGz1}CWBKg4TXSB|YHYLFw0sR+ zzJUK=TPl8mirLLZ!ItOAGoCkZG(JB*UjBUh>&wNgD1I0JExs2Y_{2ACY_TqEX=lE? zy2IIo2NTXGd^F)938h?cNhz^)9z;S>>ph4ZUD%0KK?G5a52FAb z9nh(`8ojP=kWv(}!tAZsfLI1yLu|AGD;h#3_nl}f2+YPV7sNJuKZL%5N%8sePsu&3 z%D#N@adp%mDP_?pwLZ})k=x`1$~u!A22I`i#JadwMw^P=V32e|>K7K<;8END351ww zNFioN&UoteO{eaZr0yYU{S3bWwdA?=89`p4 z$u)!&Wz(5TQ>|L0{n)g6B`Jh~v6G3#AZU^6a%@k(r2@RDev{ zGo+D9>0njRX>@uno%IfeE)2wBDDv!Fp&>av1c6p0tefu^Vu2UMY=7IE7PLP&cVxwe}|o7iFOumtT1`Z9e7 z#Cwn{Z^4O~EL$xHEPXSx_Ixw5-{kD@aPP;$rwR7VjgSCyc6?8Cpsmc>Wp|hWBxh>ysA}D%;LkIaY>ju zuA-G#?BYQXUnyEePXsZeSrLtonOtA@!Ms6qSj1!MO>;9Q3p3mc%&5Ze@8x@M(3eYT ztIxG`R@(B)slGKf__7<+t;80V4i~wYo!kcOCogS zeR=u<(5N1fDuFdU%7$E+N`bT*tPIm-L#=yR8R*a{<9%(b^7IUx!t&NM9oLeZKLVPx zsA)-2dGToSAc{C*&!pMJW8W4M;qx*wvrTQ@nO%nB=}=8|Hv4#kmt0@zfvMA zUL?p2#W<@sUKvJ{@VB7;}o$ecs4*)*)vRS|2 uE;oL}hPSq5xGmBbDHxtd%i}zoZf3l2)@%B;#hFS>^XBL4ey=7rk;NZK2e|S8 literal 0 HcmV?d00001 diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/disk_cache_decorator.cpython-36.pyc b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/disk_cache_decorator.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..ee05f9879417544438711ef055d95af85550abef GIT binary patch literal 1468 zcmaJ>Pmdcl6t_K-Nj7ZTWkHD20!Bh?Bkg92Dsezn#R09vWhMTpXfGpY>?D(T#v|K9 zn(gG2q74`L2HcVO2#D{2ublc7IPvUZw*@2|y`TTgd%ySm-g6$@xH0_gOr4q+HX9@Btbjr_={5 z&6s`#-hAZXvyh@@c1{Zu*p7IiMGm)HrxRvG#Y%DF!yR`QJQ@eB9I_Gy0qlXi24X0H zPwftEu}>zXG@8a;LbrH>TVI{%EC;nP`hc&3ybEG}0E`6==I@L+q9=~5 zCZm1VvrR39>lId%#wE}mC9^K}>2pLG7yCrJc%h2QC57>+cd@Dk?7Hl_SSrR{%$u?v z^<50L1fJz8%+XS;-M}09qI9c3n9Nzlfhy6$G}4Y@H@GUD+q*8Oi+y{!r0boZ(VxGj z(2?4tD^|^(6iijDN**-Gi9saY;!{Rf%K zbvhTa_FVq$WT92F>xVb4*RH?PtgZz=@V)aU03xrG0p7<4_$HvAhk$S3i{lp*`0CHgFGE89Cihwo z=igx0&ruYlpn^=hkxr@CgK2yXJcw3Zh&)~^cxVW=5j{e7PbKUG4`j}^*IVdR&*7#FL#ri?X^XG;cEzEQB&HJkDL^9-cS7r?fe;ZiG@3$?jcYW-QowBeB9 zff`4hJ^Uialp6p<$|Y}r2^@@v$}#R-GUFEox^CEl=Xe`4u5~FF*~7=VnnAYYqIOt? z+DM^TF{!uq7~M9&^Y_^#u971ZBplIz9?@euqVNIgGe%c!npmb9T;dyn9q@%~$=K5?r0{j&a zh)~!_*P=8Ky9HM;8?IC-ZCq-HVWS#KX~0#{hVB*HST7q>3VSe9_14*_>lHqV9)<)5 z&MetSZ)x5s{;edyb*-f4)5sa*p8TCS^2hd9@c=b_f`Y`MCsKlh8qtsr=?P6Ke2hC| zdNv+(SvX4=ps=C1sRX#ci#@_pT6hXy+G*vKdDsF2>!MEO?fgW M)O{m5>LsK90LqwjqyPW_ literal 0 HcmV?d00001 diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/ensure_directory.cpython-36.pyc b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/ensure_directory.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..e13541abda4950e06379e7bef499271b5f1ba0b1 GIT binary patch literal 643 zcmZ8f!EVz)5Z!T{CWNHQi4zB3bD%C%;(#iORB}KW}< zM=wF_8M(f%0~GACKZ4z)G(J~x|p#;hK!rFBR#Hx!(0eEc}! zkxL?GN;H-vb55?IO8DN1maYMFmM-NS6aE@0TAS&4e0-9al;Q>EMa{)ZC1G+iz)?~8 z;s0P*zi6L>2>TGgAq=4pG~jyFq7Emj-@XBw*>8oq%Xd%LMwK}}t$!6;vvr{x`~i{6 BwlDwy literal 0 HcmV?d00001 diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/lazy_property_decorator.cpython-36.pyc b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/lazy_property_decorator.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..f9a27b763a968a36c479a6b875dae8d291c0e72e GIT binary patch literal 685 zcmY+CPiqu07{=dZcDu6+i-JO-2Txu`aHmoblu|r+-iwH^myl+%v)g8pA<3{#X-_M3 z`%(N7`Z>(ilV8D;Z?Y2yh!2&8; zWnW-HD)Iq}!7t3fTwrG!v15oc!|7h2RAfgk;1KS>6HhO)9odpwxFt)PIQbU$H{?38 z=8FTS_*KvT<03ZVo?Hna#N|moFRcytE}Yw79zR_%*Xqbk-t?Y1vt>aPbMn zxUQJyJ_QvX-SJwo)*2z5TkE_N}$R2jjQJDdG2F9soJc!fqX7V>}SFiuZnjB;TZD_ueD2$^;gB}c(P xJY^ppqYKjqC#CNY3xP~1B}YU12t9U9aY;U5?n#2=r;VvPCC}nNaPe>D^bhMbyHEfC literal 0 HcmV?d00001 diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/overwrite_graph_decorator.cpython-36.pyc b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/__pycache__/overwrite_graph_decorator.cpython-36.pyc new file mode 100644 index 0000000000000000000000000000000000000000..3a89c45b4f87777e1ee703cfdaa975283c07c60f GIT binary patch literal 654 zcmZ8fv5pfl5VgGtw-*R>S0E%1-4?`$PNG1k6U9k%kpLl38q3(;O)ieT8hdXE3RO=#aZ!kPPL4-S)G||+O z*{;$V(@bXMlZ>hejp{)RI`hGOW)H?;$~BY z1AQdg2yqt??qf={EjeRb^63U8mt;dW^dpj}(!z6#Rmw8%OZ%Wn7-WIgXjG6-!- z+1OaHZXlrw-L++#YC*faY@CV>`XU-`>mAn;bY>g_^$Cmlcas#zHq1FzR=E@35F z56e(XWyC`c&WQ@-nn&Y;htm4?jrYq3D;c5zj)WR(;D?U{7}Wrvl5nO0X|cp!N=T=L zld*4FT;0gZh#I^yAuL?Q508Xbz~{!+Nz0!bXkige+FZ}^+mr_xJxuC#x7T71$A-zU zWH@0r>AQPZIFn=Rm9*hx@@E{4+3$_;-iB_Nx}jjOhkQu>LyoDSyT(4AyIWTz)2`h@ pdN6=-8Xv&*G&%a`4W$3sKkNnnOTA`(yz;uS<|N&kUM#0M`whCtu}J^` literal 0 HcmV?d00001 diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/attribute_dictionary.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/attribute_dictionary.py new file mode 100755 index 0000000..3776b9a --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/attribute_dictionary.py @@ -0,0 +1,11 @@ +class AttrDict(dict): + + def __getattr__(self, key): + if key not in self: + raise AttributeError + return self[key] + + def __setattr__(self, key, value): + if key not in self: + raise AttributeError + self[key] = value \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator.py new file mode 100755 index 0000000..edc1dec --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator.py @@ -0,0 +1,33 @@ +import functools +import os +import pickle + +def disk_cache(basename, directory, method=False): + """ + Function decorator for caching pickleable return values on disk. Uses a + hash computed from the function arguments for invalidation. If 'method', + skip the first argument, usually being self or cls. The cache filepath is + 'directory/basename-hash.pickle'. + """ + directory = os.path.expanduser(directory) + ensure_directory(directory) + + def wrapper(func): + @functools.wraps(func) + def wrapped(*args, **kwargs): + key = (tuple(args), tuple(kwargs.items())) + # Don't use self or cls for the invalidation hash. + if method and key: + key = key[1:] + filename = '{}-{}.pickle'.format(basename, hash(key)) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + with open(filepath, 'rb') as handle: + return pickle.load(handle) + result = func(*args, **kwargs) + with open(filepath, 'wb') as handle: + pickle.dump(result, handle) + return result + return wrapped + + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator_example.py new file mode 100755 index 0000000..3f0dec2 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/disk_cache_decorator_example.py @@ -0,0 +1,7 @@ +@disk_cache('dataset', '/home/user/dataset/') +def get_dataset(one_hot=True): + dataset = Dataset('http://example.com/dataset.bz2') + dataset = Tokenize(dataset) + if one_hot: + dataset = OneHotEncoding(dataset) + return dataset \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/download.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/download.py new file mode 100755 index 0000000..026dc7e --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/download.py @@ -0,0 +1,36 @@ +import os +import shutil +import errno +from lxml import etree +from urllib.request import urlopen + + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e + + +def download(url, directory, filename=None): + """ + Download a file and return its filename on the local file system. If the + file is already there, it will not be downloaded again. The filename is + derived from the url if not provided. Return the filepath. + """ + if not filename: + _, filename = os.path.split(url) + directory = os.path.expanduser(directory) + ensure_directory(directory) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + return filepath + print('Download', filepath) + with urlopen(url) as response, open(filepath, 'wb') as file_: + shutil.copyfileobj(response, file_) + return filepath diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/ensure_directory.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/ensure_directory.py new file mode 100755 index 0000000..ed7a587 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/ensure_directory.py @@ -0,0 +1,13 @@ +import errno +import os + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator.py new file mode 100755 index 0000000..8646ce1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator.py @@ -0,0 +1,12 @@ +import functools + +def lazy_property(function): + attribute = '_lazy_' + function.__name__ + + @property + @functools.wraps(function) + def wrapper(self): + if not hasattr(self, attribute): + setattr(self, attribute, function(self)) + return getattr(self, attribute) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator_example.py new file mode 100755 index 0000000..48e2312 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/lazy_property_decorator_example.py @@ -0,0 +1,29 @@ +class Model: + + def __init__(self, data, target): + self.data = data + self.target = target + self.prediction + self.optimize + self.error + + @lazy_property + def prediction(self): + data_size = int(self.data.get_shape()[1]) + target_size = int(self.target.get_shape()[1]) + weight = tf.Variable(tf.truncated_normal([data_size, target_size])) + bias = tf.Variable(tf.constant(0.1, shape=[target_size])) + incoming = tf.matmul(self.data, weight) + bias + return tf.nn.softmax(incoming) + + @lazy_property + def optimize(self): + cross_entropy = -tf.reduce_sum(self.target, tf.log(self.prediction)) + optimizer = tf.train.RMSPropOptimizer(0.03) + return optimizer.minimize(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 1), tf.argmax(self.prediction, 1)) + return tf.reduce_mean(tf.cast(mistakes, tf.float32)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator.py new file mode 100755 index 0000000..95734da --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator.py @@ -0,0 +1,9 @@ +import functools +import tensorflow as tf + +def overwrite_graph(function): + @functools.wraps(function) + def wrapper(*args, **kwargs): + with tf.Graph().as_default(): + return function(*args, **kwargs) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator_example.py new file mode 100755 index 0000000..8cbc8b1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/helpers/overwrite_graph_decorator_example.py @@ -0,0 +1,8 @@ +@overwrite_graph +def main(): + # Define your placeholders, model, etc. + data = tf.placeholder(...) + target = tf.placeholder(...) + model = Model() + +main() \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/ocr/letter.data.gz b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/ocr/letter.data.gz new file mode 100644 index 0000000000000000000000000000000000000000..ba9d724851d5f39add8183546697d6aac924d3f7 GIT binary patch literal 1329012 zcmXt9Wk6K#)0I#}r3HRSFC{H09lFvXAt@lzE!`l!G)pOsQX=3I%OXfgclXlW-TB^K z|L+IC2<$#{pP6&coS91-`S79Y*LsP2Shi*^E@n<#rp7MD_qK1gel5L-M}*%B?wQ?F zvoKI`bv4QPTu76Bc7vtwVCk6>g+%~b>A5uz>NtL+pWG1^<VG2%J6P!#oVLsq zAHG9W-BkNSVpjU8*mlm@vW~isl3%{8zr9KAD~Nrm`Uxj9c0L%3VuH}*YGbx~BbX

1wcijnf5+YU)#%QHb1h^Q2V+9ZXK(G!qcXUC(_$0b#PjCNMqIVlBWa(W)NN|uyuX6Aa!JmC!l1i?9*$Km|4;#n)V$5#ft<=V{OxCY+ z&*SX5{SKV2ym#b1-B`khbx%p!Z$DRfoQ%mLn7V{@{XQy8%LfjX9w;>|}-lN4a@+5Ys<_heO~nWj%!X z{>SsnimVu8d$5)W2sf>!KJ@BI)?Am)-;j6C@%tS80zmZbHrP?seE4{uNwJ&|S!$u5tlO(l0Wmrc=J13UfJrjNyB7YCjDPr9QUO=-iCEC0i=1tp^Kv=bBx2)G+p< zVoVJkpXR~q{u`xD*uYKtB5OA*EiOsre0`^rpQG*D$~U*|(*9FyeE)o7lG(>w8KEJ~ zkUJF|*_6sQx~x{7%r0JfmYt-~gP5=?x6fRiDw#%{yNm}}FkBmxod^bj;zQ$cSf&=$ zQA()t<2uLdzfkfzviFs44j72oPb3o6Sy~ZPJ4FomiDC+Hk=L{KI}M`pZ=VU?@-(7POy@zc6#I+!|HZld7~~YG^fWv zD=fp+qZPsUj)uBMCMq_oIWwJ@>Q*zEBBuPSP_D%Oh{B$r(fxzC-*%EOX*dX$eb~;I z*BQz_MOi!(Y*y0>UBbPI)mCL&s3EcLzD)N@7L~u=66ik;I2kf-6pyPkT;NL7u(a?A zl;l2+$dhohROlOi(I2zyHnAd9u;6xMU1+zBX-}rf^GRijF!*G z4NWRX(w0H-K^)DxbJJ19E)s_9zWC#AyxnSIl$QT#+Y0e!TE0R~nZztLk{^YQE9`|; zX1(q6_mPz3HM8k!gngH-L<*@8-`(hmnNhnteqvf+r=yC|{I-y9@BmI0COKSsf9{Ds zMNGY;VI;4(t*?MJ+m8^>`lf05MI)HmckZsYNoBDRnb8P?WS=PE74jxYf zmSYMw-R&V26J?XWm*}+hrIx4K_|+AV+=6kneMyyXOC6H$Qs}yuyrR^coK(+T^_*pl zt2wX#@SVgmRiLQbHIj)Rjgv&n_pFh-;M7^^H{qTzrCz;;+%G{m)5G8 z7tM3s3$?{lWJuG6_^%7dkJ8BQRNfduxb&<3PeBp)Ofnve=Olj&Qm#<7pZ;rq9$#LoH zFF;xP*NtsGzKk5|ye*Mzqv=0)OeW2mhmDi3C}e~n)rA+^&&yON&D6L?(MYs&HuHir zZ;@tVY~wVysGvgTn@dJNzpcT#b}JK=Sv(oR3)-t4`n(;u{dvcjW=?K(LQ8`YyJ1-r z^`cB?l-$9xE~JG@669K>?aW?2L<%+8^x34smynumIw4&AZ{p6^(bnP_V)xkVbaz91 z%R{WTpJ$_$8hJ2(!4^MWIX}MG$h|+lRLM>&Qdw2LkRRI57dNtxOaroZ&4$uY)EEAN zAQDH|cjCtO<{|qhB*H>F?yqE%WBmEJ&CzkQ)UD)vRZ!jY{d(;>6kgUk zin%t^8z?wG6~)hW$kTfg>WkCvm2Zrc*~_U~cy6>VmR72^z6B!Fquv)6vu}3Tuex#d zO)9@1I`*d9fS-e@j7b1PTq{ykKHX~KKxCaAukxYS)ag8vdaonDsG)$T7=T}}afyLY zY+uJ*^P1_O!bM{_HKdDfK7kG1moi?lZ&SMra!LQ-6Eulw$l<|byM8BN=NaS3+gXzx zK9l^fN{qGq!NB;1!aXN#rz-$zu8t2qim%D3#ArgR$XefLzO(7BILbS_C=wz-mdS5O z1htbiBrV%FnL+QU|7i9FT)wPg;GQAh_t_^6*wRi0Ss}3n_Ii&R_x8{5#1#Cv3S~L^+bGTq^6^C2Bh98(j}rIn zQrq2DKVIR}9PBY=MW5IqXyi@U#5QwHuaAC+s-<^MV9+eolUBaJqtT)Tx%bVx`Na7@ znIAlj>@0u6lv#9p8&Bg}Uro|l8NEfg{r;PgXchA?BKiKcXWC2mb3R&88QYa9M39c2 zbp3xxGWkzkLlia1&ep9 z-*~9&?iX}_}e-D9P?@w-XWyiC!=u;?>-{6qf**s4}CcMu_QYrwf29^)W7Oe z7HfY!!hQ4gIL9#<3a_+GL>!5grrnkWgiSYm=Q12GG2c?_l$%X6q@5CLk@a%CJu}*E z483f}r`hvS>V9NBrtEulRC9IPO${%&#h}T%(2;)6VJ^qonM)kaJ(Ghqr1!*`;~7ZIMGD_`S6cX~4*1Nc|XPe9Hu zK|X!rf94P#Eh}fq`}T~l(zXd6LpZ1*BkdR}jHi4w2}>30ZVW_I7XCWYren+CefDST3PeH#?#4Se&1C>srjT_-4?Lq1U_o8s5^V7`c;6eUA z+aW^|8w~^J4~|Th48F5QygIx4JZ{yNOW)4Ec8FRGv>4uZdb^T?abo8s9Pt!SSrE=M zr#PTT%q!nw;;#|wPI%?(*~Og4V(azOoW)l4bnv2x>M8H}26Qt4A=V-ds$WSIYL*TE zu;)wgrMh7&tSNm z?N2-l>DQu?S08MD{HJbiZ?$nzVIV)NE72VX7BZfG)1qnf4IySM9I&03P5tAydlfN4 zKuaQ^T)U1K{%1)$oJupp>9;kZM9TNpP8~6tK5ms)>I)U_+!+P0)clU=4mF3^S~ZEG zRjj;Oe3DYwe-5u4v59sR@4RYGF4#|TqrukLZd9eF<-IW$uZ}oy$O=ZHNFdX9vklY& z&e%(9NiAz+5*NUslm^-;z)i4Q$!}Qw6KZPOdCjn=qv;B)-KwlkN+c;5WM^$QLcMaTI*93ydJ z31luV2TN-K)w6Hl^I3;+7rA^u1|xXSTvXZf|l zM<1|~{vSiws#sFo;qX0>>NVkK=LPwcUIpSCl|Vt`20uwp!fJgXR#F`^y6AS3`&|<@ zLK=~Bu`Z@f1h+T*fgN>I@`e2L%nT$iIm6?s1mB7KjmOf10u8Qi_ygp&#{2c`6u(wJ z%waJvuV5#{J#%uacEVWlMox9|MorRg>lG;uD-M~Q ztQ+CR0e)(qlD>nOPI4~2-iIeUr>kP5Uk-;cKy|ay!;lW1PexJWA1?(n12TI9T2r!n zu^@@|X+*I@hm;cDt_T&Sipska(sweZZCdyIPU)Q1sQEjYPP_RTC}@#8^v2{wfBkO# zXrvkaaFl61qcb9QH~1_w$r4stByC^eJ&a9u&a=u!C2<-Hp=U#od8=tRS6Y^c{^90{ z<&@h83|NYEZo8=E!gPys;l|rO`*(Af=wuz6r-tj1cOX@{3sad`g8J76Ngg6j&yG?u zjMo|r=Uym;jJbT^z+*0hRB=bU1BIK%I5JyC;y{y1pk%rZzHaMQ@23S2Wfq4FC!{5ls5-QxkT#8kj41lU zJdDP7J(Fu4JV?HAKj0vNY@1V6OE%EzdsXHOImYIZ%ahvdSxivryvLoA5w%1pz2h3t zi!WxOq1uv#U+^3%oyj_4{>{Jh(>0{=CUSV$M=wj#UD%f$tQ%oWm3YPDhzhj(5on1M zB$9V__x=!W%IG6gH&f7#L8PGj1rMB$4~COAn=SDr6N{RsBmNNn-M#ahls2tb2J6pk z{CELA+YDErdKvn~!eU`-y8@I3*=7{LfpFl0Y6#kw9*GCi7L*O;F<2n^1{tJ3p#tB! z2V!SX2W?j~cuhE_pK|v#gm7zP;*ePcBD@GEF+p_nw@bi>DsC0p-Zt012ug$~1|JqC|otW>WYMoSm$xHOo`t%*l`&Zhco zv_|g7GGNwxPomr}Af8)+bz=vWkuk-OA!3!iq0C>)kXBW%7f-8!`uusg^$4VDTR~I~ zCBD%nmNvN8U{B}dkcKC&AXoTgJQ9v$+?`z%VoRfI>c43^9B@C^90y8+w3Rb-lr$k2 zB92Nwo~E|pfo2fHvB2kolw<3*$e2i8HYb8kMMvG`744`xHBokkKuiojN~z_#UK#sb z|JRpenb{k%LZ~Q@=!Q(v@a$~gM_#1<&dNSD)O9OP+vahD`y4Q zXQU<};-BuQeBWqXJWln!2W27V-?%7~K3c$uKXf!=<<7B?}4i@1&}Es<*IZ; z1s+oA*8A9uZZsI+HDVDkGIU}( z(1HA0S=$ZFw+87~pTaT*Xue-vC@2~jf6y+~QjdT5^WnKK4s<7p&G}>|**q(Tq5643 zIW?dS@CmEW*i~*Wzb%eg@!9PrTYzfT-= zLt1y!A4$$68RHb?`9nnXlFud`G~zwQgTXC zfB~OlUO*Ib%o@zq-jW2WS1z!zOW#bxie#6j9Q7T5V@tbGGT_VMGorvYCRWw^v?^}4hqW__GL9PA}PaG-t-i%P?b!MW2qCQ1cx@l?vf z^HHHFxx!VY^Ti-N{XE9%um(Jw?mUTgrGoDw_ym4lKX-Ohj#A!Gr*d9?{8=OdpX1h* zSXUYhB*lfWm0g{NBuW(Efwzqu5hogbRmp=b?RqI80_BFzYbd$Hd`Y^N)$wcRIB#d# z%Cbg3Q_4+YpwITikO`wiwT%4;T5$E=qF5h`M6L5Fk(Lq6+ z4*K5_$6AuZEP&Dh_=FcSUgib+2hSF) z)~o&nH>c#YR0pLZLbe}UNJ^W6nF5H6)Zg2WFZM)>vUE9a$2rQ8&sqEjpnBeexkoxR zBa0lyNetODe%#WOz=LQ(?k~hLI~7$jV&*55jZoye`NnkEB$?~;=nSV4C1K0d?)o~k zd}MlwxKS#~NQ$>uwnJUmeQ@TFfsX|%Vh1s?l;0U_|G4{8qu3B+?KovnK~|a>lFzcD zI$6VzfzHH!a{eETpNwo>K8h6%G=&S`c&2p=WW|d12HYQlQiI!K4!bQ{@sr1XbBNaO z%ox2?KPYk(lUnw3+@~V7yMD%?=#|IcUi*hwnkm5XnUv|S3?r%QvF_T(RCD8SD*_OS z;FJGY2te)$TD{|*E;rY-u=_L?hw2Qlq;dyB^xsIEmN2RlpYiK^$!$wE7nw#s=}8t@ zGb)e0kGjHiX2MCo@a2SWvpfBphZa7la^r(+SJg5n3;jS}-5v#}`&sfb!+AR*)lQ?t#y)pZdkG!{xz>{s#-e!jitFHd z9s9hC-Gq6qCOQu5F{338q=&SBwVqx#_q$3@Pr2FGWa$ZWn_h$Dhrkn9!vGhbEml6) zs;M`7FW)XC0f+}`{Y|ZCv~UxL6n}IXd#A8{%+c!1hP!4fj5VZ^rJBWpf?B~?y7I!F zJ-8kotEbEzyCp!6pU0Kx%E`+IPF|hO!)2?c&UA89QGoNBDImUJEDRHwcRo~EvhVL; zC{Mt4xz}^xvORliYnEl*0LTHV)15HI!BaV$ zd=im9N^j$R>Qk+7Y>|8(gY{Uh7X!2qmY!+Qj57`q7fQ#0O*x4PiqlZ26IJzaWhqYl z6LwOj@4{P5ZbY}gCXyMO9kb=2+ZHkc5R#jyzGl;>Ot$+Z8+P+;5yhTn*w73}%YmAg zCDlsa-h`pq>e$jF|-ag*oG)P?3=-l|?cb^aw5AwV)I zXN_tMIQi|gme#doq!a>@zaO8W8ioOULR~;^efv+Ke{gAlP@H*!2F*?ilAEl{7ckRb zKoFxp;W+hEo1ZJ0tM)jVw1~^pH?0TBWA%50s0$Vel55aQKj~3;bFr~1!{#UO>oMf` zN2_O87~@A4CL_8)1XWebfzbZJl4j1W?@C)u;MJ|JfS3_puSz*Ce!kjw3tR?Tj?esw!cZ&adWN`#1jy&K!9Y@v+gHThQL0VN>W7-Y> z>zB2{d>9*TpLJRyD35UwVS~Ub~TDZ+Dm?GE|T6y1!;F5 zTHjzh${;25%VV0pD*X%IU`1|}01>KokW!3i3<2r$XJvJkS+dUR>E)G23W4bKMM|6U z)noiRTAw^Dc5bhl+Ve&^ASji?fU%>;X-Ll?KZOvUwL&3N@7=9jw(Wdj%V+NL@;BNN z(93t#ADngB6lL9j!<{8OtS9t8E2tluImulQZzNHCtITUo_{~oDj0k+0=*9M}!1=KQ zC#LFIU$o}6^)w6NhT3LfaEEuXlgx$Q9Rmt2r!5GrSWj|eulTrjHLis`*@wUQ(CrfG zxKF+KU?i10o{W*oV#%+t7~HEnl>q_B>^F=qp8JHceYW`&+FSShl*QAwZ&hA58Fj-~ z4?xC+1+%Pg?Yt$JhSA(Y4c<-i8j@kiS-JYj>n%6wYB;(`0%?bHKB{YWB_aa!pAwxqptrmp@piT3#AwHGrS^OE5D-nh znExuBJ025ZB{Ee)Q;?_WYZi_ALJVl-LWJ0&u4CQwDNH)AMZ;q@s3us69wh)t!3bEN zjAHlJ_6_z&bs65Tm!p0oFrR@CIF4%T_=ZHscbV184; zY(Ge)~$;m`Ejt4Xw$Lc6c2{)v}!K9 z{r5%f;d$xhLRwro(Cd9w;)vH#aHbPKpzV@W0Wm-l@8q(_H&tdFN|FzQ1!=!%f+k*k zc*ab)QT48bi-}gBmfb=vxhePI$V;?xOOa;0CAGM;u5^o5S!ZP@x8UlvO52LIII9P4 z=T0P?gD(D()Z*^HWb2Y!y0wDiYZP0uLypg(jRmro=|`RsvBTT+Rt3VNz~^ZP3d%|n z&p&=q`$6Ko)gta2_;EDP&$m88O;69Mr0h~(RSBcy4*xc+(1Ho$riKS=_tXjO^(o$D zIma5v=eQUuy2BC$%%Sk*9~{PBHU6kz6KJKD(~_`{p9*rb^phO?V0__808;g5+2d>L zUoSR&9jPW>#~_VO`9R4J8>rkho5!lD121#m&;$6BkR@drP4g$~gYFGynSfb%QkW!} z##$GHT|dnVZmKL(KxaQ)`J4V<6x~%w@hPVNc{$<|^F954b_AGkb@fV+XyF~nj@!ZX zMU}dX`C9{L#=?<@#HV%!aa1tNRpY@`3)*g@@nl&%nV0dwMWZU6p1#f>0$faSpa*17 zUUM<};WxT{rDg%`O2ew>dk6A-4<5SFd-+)8Got~j`Yc7lNn#+?%S+>uV#w8otE zp=0(a$Cf9$RZuM9sRa$It%PR)CX@(>F$aezGj4=GLyfBcm}o5TX}q*b`X)fteA1M% zgu0Xw;xmI0f&x$?O&N-vXH()?e1H@rfjeSCqakv?ZkE2(zS7g!J*efg_@C;b1{G;8 z#BwfyMN;9iG5>rVpz5PVXbqWndM*!bv&!Atl_m}OF@eWPVtqcZk8#0a_(iMNw;CC? zASl7>d+H==sH9aY58S_nNTBjjm8>6QI+vJmf<8{w%&uQC8FOGKCGT3>L)-+5Sn*LbmPCsacMpp?@2 z_9G*8j+=YzqzXrhZTKbWiSU&RoE+N2S|+r)G2aW)BwoLR8ctN{2-Thc+19d{E2<8U zFjDU5dn-Th0OI}cbP0u>nE2O1^(;ibn$zRfVof+_3X|KfI{;r}^&a5&2Dh``H)7D6 z{-OMwfAe6JG8|PI1a##x;QB9^`$b8f3U$3}9IJjaXivZ#C0?M16VnBqTQeGCZpeVv z4S}PFAn$F) ziLW~eX+!ENDR_z)9)B@P65-LpT0PdH|3`)dpuw-Jc;H=T%bEtohKP2$Aj=*)zia2& zfQ<3XAW@sPe@@QroF-f&;A{Nxb7h_5;}VDO^NpA&R^P)e;c9EQk*eZ+w{E3hq7$9`I_yg{kw6Uw62m{GVENixbBekN zQj21tK3=5WoNCwsY8m*G8{<|CiHL7RBr2iw*sw@I2j84@g;p~2U%js!E2Gg5^NP2g zfK+{OqGRJ=)G5UW7UL5JD2j%2(G5A|=%sjB`7ElnDw&!N*>=$f1*P&!H3o~P9OyQK?vnUg`kM?)_Rsussb3PNK? zlqrEHjg-euE4LnPga=D!4NL`ZW%gnfCYR^66=z+{pc!5;uwzCqJ+;E;@@m7iBdLHP z8N1VkiAKN(qwt-^&@{LemJg^m!%CrMLvLemW1HYbeWa1=UELfST?K<6T9F!|^&SQj z6^T_R0$CMyWSQcsp6`Yq4rT&L2SN{ghjBo;&C+}sSY_@83VrV>c zUw+5t2#So{aZU#io_bOoBBmivw<~RZ|G>La-)0sNrfLU8RudZ&3}0-d zMBOb=H?~6pIsVBQr?6qmoq%~!wv-zQbE|iH7CsP)arFcw?xq=~-S8f#QcZ+5<$N>^ zg+6d@y7-@r1Nzj~A9H1Nj<~&*FV@9a?a}vaByH;5dUR5koVKO)=b8e=9+arh|FGq( z&>p7kmACE|1ODf`mB)YHd9Ej=C~i1*BPfd3joI(*g^4on4f%reCBmvEEsYN*gQHkP z-N~X*VF^DVtiHn6%haJdR~UjG+jTTJIHSM@p8z%PNKo1&;a8cDL|JD%fsj-DDT4D?Y3BC*|QgVj*)vU1iY4kE|Gv4ZeMB zj(X~dZTgGfmHCX)D0Fe-pew&2?u`EJ-fgs}kEZ@dAon@xrAtb$$EqVkHn*8m$+4n9 z?f_1Q(q6U|`B;WQKHb5=#r&fN9H zcg9Le2;y`86E#k2+UZlpA=1&2D(U%?h@0X7>b&ToO@n$AYxFkX1Nl}>#^ns<@%O3R|yD_IW&1h4?Uh7p02$8$49w}Vue z3`fhxTazs8>g$B=_p#B^bv zWGHh+8Pn9YPIC2W-i>#F4f%pPG9kreTjyP@FbXAoYmJ$lOHSIdU8Y*$(%;1Vzm@bq zRAO3D^m*H7i>JCj^TtK{U#A6qfJ(Akv=N}?=QN$V8OFM|Hdz4x#V}DrK*tO=r}FEm zsRX_6)mMt=I8JU5)?sg2Y zN1&U-cFoN}jK}?4kgY`Du?1jZC=JLEfOw_1T3=V43?jF}D@KM&v<%TzOC`;yG~mRu z?HOC&UEPZw-AOSfWmm>BpFXn--Ktv+7vjAI==&u!yYj;Tc`ccyI#v&|P9qVegL;+@ zQxBM0KdG{Kx>4*`vL=hi^t0}`G)*?I8p{}^OQL90>=zxcM0s~oD@1fK!)2MM;9H{W zw3O*(S3O|!KPxCX;82u2mkAX79^WXoOULU@_r2SAYPE>L@O2rmeFn#ZW}w7S!K02U zLb=#;A{Z(+0n5)06rWbco5r%8YSGH`JVx;S;AXfIaFMDsV1yA!e9TC{dr*n~Zn%J%O})OKzIWyWph%6J%INVq8IhvM zqW5c_i-}kg;Gh&CLPT#e=|CoLy#zj`@kRCD+=E7=W>$GNRIKuirs+Q_y-A!t1Yqyn zg9=FJO3=$m-tAKSZqE}?C9&D4h(bN$2_(hb9gUHjzuv}~t?#-udQ$ZujrHR&tYGA2 z{boRAI@ryFZ_Drf-)c}8lu~UckN!J5co+9T3jhr zBFLUwqpURQzp;a%vVuQH*AKvqG#FnjZfh;l(g5c_%E6z2fK+h}{E=d;$^YDcJHQCl zF7egd3-H@&rg`yzOrCsckrvyWbgukOWW>4$Z3Sz^1IGQOy=K}+@)(|s0Y?edvwqa@ zc>%ALUZ0~*{L$t{!m7aKWvTX;D3w%9t1W@uoPRE6?aQB>8eI(ql?B~dCIA&1Vtt|b z`SNGo+|`85Z&?&d8#;Wx!(DcOl0|5l3D>x z|K*?M=00v*K6JTIM6&vOe(rdsUJ)pFrVd8-sW5Zg-BS47aPL&5i3^;C7SuCn=kB5y>7C9Dp%Er;!WYBh3 zKr6k&(X$2RVQ}1@X{UR=h{742qrWXy^m95V1wQ(Ok=O0@ugJ)Buax&IWC7&8i=I^| zbbz`7gD1hCNwvqOT1#Y)`j5n~=wGpJp=2H9sI{1S_)oVh&r@;~DAxAT4cX-AMN5h0 z3zbeG`gV>w7|^yF29$IC{d7dY~%l`vjpun0qUhvjdSmDmPtywuUC?xyq@_8aLC`p@B@n+ zJ(`Cm7X3IfzG|~+h)ag9Z6SEbjRdM0uEm4h9};ai2d}hgF*9k=K3I9r`ru-|rT@od zxoVagdc4*fB-b5_&B3hKw9sm|{`TPRdUAuvX6yT}>J;GekPksClEiY}${f{>`|~*? zZ8pfEu&psoB2<@Ag$st$;*K!iGuui=N?0M;<8ao#mOr)Z<-3p4u7E+;7mMw|m}C_s zv3HP4@ttA&KT}%zwG~5P9>{Eo!~|`rnkJd37;&FPd69N1+IQA0W>RMvGz6mhXQUS4 zWT1e$>R$w4b?K6xd2It7WCZ}&w74A?Nk_)suY8h^l~zB#;_6yKdje^GfJ7&lE!Q|L zJ+4Tk9;{c|%5wZCbRN&*>J&l81i4dhEvHRx)>%*;I`t$DAw|P0a6+b#`~q$y<1r%< zV4CjHfb(G`MD~iHsj@jsG-}gIoB9Pq$Sj*>m#*?8I~iLvAHQ@F@R#u?0(Kj= z*&*9T!>PouK~i+h0UWk%n24jETq^&t(0N*UyqId7GL}>X4?w1?TfP0iU>K8nYHNY> zC-yht!zuOjth+ozYFwl2 zPGJ8FB)!D_@ileH&XK#}I<;gHc5>cx>59;j`yH1UqpzSagC_62d!lGV(3`VxPkvc< zANyyN27$h!<{mfAzfBrXbF2^#{%3#t@4T!Jg$djdvgx7fV@vm-YYn%(37=s6oebA^ z8$hc}3p4vqYI!$oe)>z^NJyrpQ+I5v-OTGtY(u~X^Cdo@E1zaAg4xqfW(n*~s%`up zCJsZ5Wbeenfg!3|Y6DAk{QKNI*thd_^&Md53QOp~1|b#qpkvJqVdHgR85+l#HIyR} z)R8gwDfu+Un>1^5|DmU?2Y#mi@^%fnS(oq@Ra{$%AJ5dg*$6SIUOXg`1~97Xgf6DIq?v_|I^GnACy%{@K~-SFNyQV;tz-JK~2sLP8y;c5;Lp zfOe$=c4n5V6)@F#B^eUcMV?OS)gS`^HKB8T42^r`M@3#BA#aiCM` zs!V+UNoq4|9pp^M$Xl{2&f-V(;v$QNP-uTa1YT5Eb>}|~A5%3`%>3uF$i*sPikCm& zUgh`WptAF-JwZ1*zHGRbk;l%}L*qEr0sd={V?I+$G)gRf84omq9zQHTWIN48Fj?{j zSONS7jB{ahL+sLuO#e-p)9_{W3Fx6DJFQGtzQ` zfa2&D`YdO|*@w`S(l_DJjxJw`J}~kz+i2keF#wpIg9H6NqLFE#>>Y2Wik25k4?zOB zsR)U@S1lFY4B^MuqK4|b0w^yiDSIa=FS9EySc9$^*QkC+r9fE$?<-0?aV%Zy#ZXGE z2vj!Cl{2clDSJFekE~7KOD$6(Z97a`AH``k`XH)9B8)hf(0eiT+BGuZ2bn`i926?^ z+S3hLq~Yz7J9d40lPH3Wc(T(uN$^i##M=qN{Vc^5-{{V87ki{7C%@ktLMWIPpp-`C z*64Dv0?o66uWzoWYbFaT9nt%UX%7f-fzC@eU@B=d_M8ua6*+9fOaKx`Og>y2J$&Tn zqV%&*CAOj-jqyvs7hetWLQ7*|DP+jL`>Nsw2is9%O5MnQ#!QriO35EjeZaxeRl`M4 zSgF`#uKrTd2`;#yir(oOegf)G6o_B`Xn3tP`vo-ir^^1@qBb!9M%fd??WP6!^pq0A zP9fq_sQk9N5A}0pah6YIZWjr92HSk9qm2?8yZ$)6%nUn;{zs$4ieFsY{w=yGi$bQa z5EZ0*rtkNNtS*wOSBwrG)k^=1JX$<8{@ zKH&=uy95fF=#QCYO69i8rjI?FzfqjobjsCv%?lD9Vu%qLe?t?p8)rnO!44R z)7W0pN3#>>Ek4IY7JVzj2(lLI?PoaGjnC|7 zL+jkTfogdC6FR?CDx&!URmp_ zi|Us?r^5?9oPeqO*Dq~}0cpFwC3!8moLfMWZtjEFMfsk8A84a~FtJrTf}i5(6-)Rx z6yvd5;(xSA^Ve-j{Uw}&UZzktcT|w`Ea^-Af|N{bYA}Y%ez{g1<+$dn3rAtmD3lz> z#%oCV&%bK&JfZOG=w?E>_vRjol!N55>;z5oL2G4id~IZO|F!5kwFG(w*&_*6q8eTf z6rZa5QR?yjUenpN8#MXT`eF*mj3vL&8SyWyFLfGUVuf5;!tEU3^q%b1%Ngrrz&74D zzJATcWj;z4OIDEMqr-2V8)vAp#olQtOV-xN)-73G6sJ|H6@ z6-pz=2bR##ZdL1dBMNFLv7$3}AFP*K^~*tkVaY}zzC=5b5&gfU;HFritH-{a3yB74 z$%*WLQ2V0~K$o)Vl@&MDb1~$su!SuK-%3I5_@iyqPK*TYs1AJ;0fHk_^O1iQ69 zOH%bq@rQ6=8!Tgzt$urYO;kITLuZ4OfWplP$E}!at^|Ollo(qqNECt3q!oMY!y5`1+LPo%0doK^xZ%&W$%aw_}ic?aC z^I7|KnxsD|l}AYs!GI2Rxt0izT5YqU*@lmTW9zvblRZa7tkS4jwtE1*j)|C4Bk7J| zsLc0FFCqIgY>F1&2$UQ#^-(>$l=$mX{x(hFxC~{I0g}rf0?(X`AXs=rpk0}v+i^63 zs8yC!Je@K^&E1R7S3CX_FIG&i!_Ffm&`bF5v90|DTVc#jsCSJ)u0LKaT(g;|=puIkwSM7;~vlb_N0T6=t`s+hDO zoFq;=lbCb*seWtOJ&5wq9zzoSTCCd1k%~>Ow3m;v6suQ5U;PPIM&mHQt~_0mNTPlo z$#blrUG)P`g*;h;lObhQI-qd23mWDN=6&5Tt=LLuWzzmRhz%F; z;cT}l=dahbZg2EN9k$d^jS+y0wwjbiRbY0FN$FXeA@-_&9CNZJi+L&K@o7o@5>A=K zbtyXjka`DgrtyV-ut+`J8(zmvd6E$%^vk|$%TD}rVm_KbmnTsD`OBz97chx7=S>uD z*xJsFM%CMcqLm3?9dqyf25a(eh*|Jrg``w4a3o-dCbpPpgLOeJSF=sFrAV=0CIuyb z!Z5(e_+Y2HG2$1TG3~P5>zoX)X(iC6*`o9^+rv|(CEjhWmPMWe3Dm)p-A1agp9$Bdu z0jTifhAWMJ-=ag=9ExJ<+G6R{Z`u12&z$>DSC3pol}~rsM(ifhhN$5_Q9&K!u%b?a z3dMT;%6CTslMPW+3%IG8^tY`pk_WdeLH|iE5~1oDSrYQjmyw9bw!7x?KDZ4(%|5@W z;YrHEwTByaLz2b3O=%0OQ*Q}CC@1WY>6_?G6~ifp9yTw0NYUbzz7(;>@igbFBbn+p7(EA_?WJI z4#L3Nz#9F4Z$f@_g8z&zO2oSS^A~|` z%Tt8nimShtx{%wK=L2B6_5Xn7R~=lyb>-G5I5&%su4`*cE~s@HU}Yx3lb35rOs8u; z#S0-|cS9cdK*>F=2yJ&}w2f=+J}(?Fq+Hjtvol<7Qf4tT{wD;n0U_u$WVJdJ{kIf& z9~T{DFWq5}gr(T>CpIh0nj7IOEL3J@0PWr`rDgJ3z6q4P-P^5R7Q(@ZS~CDPPp+`e zoT9Z-G;`JATq-;4hch(kFW)CU1C3XN>%E^_m*>Tec&cv-=7|Yi^KYf-E};5z z3@aev4FM!y@zE1d9blGwMhIw8_~rGQ5UbiSZZV@4F*3-3cN*ALN??vt+0h2fpLl)e zEp}(L(Rm1?Yw~YRslPl^$42IeF?`k6KU|+Mf@b#u)!9c0sr7HYsIBTct=e}7l-{It z?jB62c`LYru&+)6_IgMqx~2{--g%y%m|A4`4C=i`V9D;}&QuQbnpMxDddV>}54#_X zjfxX`oDz=#8++o=vl2J;blL;Ms@&iU0Ly>})f&{Hqm&ywQIJ*Rp`ibZL;0(^{qSoa zAU$iM=y+Wjh|dO7*W!}N&R0@zL(jQ@qj8Y{Yl>iX=REyO+px3Mz+Y~^gwFGqe}6^6 z>=z1f@-G|k5x#fufwO|_Ib!q)nC<-hJLjjQd$ih_^D?;|hk)ENf<8Fhgj zWP}^44f&&Gn}x`Klcw#LwV^Oe-6VN%m7g%q z|3M&nn68ByGf;cOD*v4;+w3)_>Pyu+2-|!ZqvrXyqfm}dH^eQim=F;ndn^9J267wQ zKk}yJbY)ghcJ&n-6oRu-%Q z5SjNtz-JYQn7{uvCWPh7XL-c}@!CtzIFy~#oPSXfpFOHEuVnitG}yF=7TMQ^YM_n3 zObIItT*AHU*jFYb{E{B}^4vo<^;QwX4|zH#=yIgk%q=5kvVh4LyL6gvpc~F>&n7a0 zelI`#a`?HcJ!?`0Hu8j>Vxu` zC=9E=&|1y4fxQK*fGu0nxoyt7OLtKsad|}|3ec522pGE-pR+07WExffrk9ORwYt&i zRkV$@vjEU8@tKd?yFKxJydsa!NUxUW*obZm2OIv!zFc9MUZ~i_dOtRhA}0 zWx{20Wl*D_jihEs4z>3>5SMZAwEj)A7yQ}OS)!ik80tMY3~0?>wxiK)kIA)m*Z7KU z!FXWF^i)JGi5i+zK&NghoF7FYUB9L*IO_ChuqE|me}$y}H;vBT9Up0cMVWAM2~IA9 z^@bDm``ogX63Xs}WeEV|VLIwbfdBQ<$u#`7y5R<+ptD(!Iq7@;$I#h6bL zE4d2N?nSR=%-|3fmb6+$YwKUVzy3XLRjBl}v4gMEV=U+^R-}ft8?a(jTUv(c7tz@G zuw`&zGPeb{WgEw-C8bud_@cg=hCb~#Y9lq`u^Z*BN|XW~^TmX!a;o^{Pp4#^ z?fG<{)tGAj|DsJ@+tBC$t%UypDK8k|CgZJShc*yOq&ZbQzX@fp*q6LXqm=SbEAVr? zV{Alu2*p<$JZZcor=tq$u%TtP4BLa&ct3u3`)KtEXH;)i?m)-uhKrNRm#dDqQ#P?$ z!M<^9W1qLEy;UF7F|u$yW$W#jwy6G!uFmk;KPKeW&QQx&5VIR#-B9nr`eCv5sJ)Mb zJo?*l{zsI$=lT55pF8uhpO3G7d;2GS(Xcj|OQBf1LfMP-QJ@fkHfW!&Tq`q&v1ZC` zQ|*`C``AYTN^HSA^QwKKSe6ijRRHxTOn1-i7;ZTA7EPH8SH zo6c@U+9Y9nFZt&vLxEByNxI3)U6rMTK+F0o&Du+$YbPWhkzX9{fX1UEP=W_zmkNRm3k zJJ`p`QA?=3z_!s1v6X@M|Iu{SfpouL*rq!sX45fDZQ5{6*R)MD!!*;~4AUmQx@%nR z>Y8R;c{SsT>F)Y{uI=})xZd-g=bZDLdb!TlS!_oGn~g0!o&+r5?qXUBJ|H3Hs`D0-Fku7;PuC*)&{nN&VM{x6FU)Z8zs`>m-6k{JtIdRLdb@sZps6|x1dLBuhna^?h zbdNk)`OkdF<^H{a*-}FaGB%*dWmjsROGysOODP*_Xi~9D_k4}~4i^&c0HN2rqX;Gf z4Wj9u!&-R8m1Zl*Qs<+MF4wF;Y3ydL`&?% z$MHEy+bpm*d(|39diI(^pTaK>Oc?X{P~*Xs!XML}FNuAp;1R{A{;n$ZjjoP2Gj_`2 zMODlMuvY@7tZ^FaFn%Y@ao4x8KYjMocGnrvqk`BY#~x7Dz?`xS7{;yS!!zewb1l5| z5Ep4Pk67*mQ=gx~dJLa8)ZC`_DH%BW$!-dnGit_hKlj9n2Hz|mXbVpjlbh|jA)If@ zy*D}-MZ#Sz8xx!CyFlo{hBjZOAMKl_$vKJ`OyI9=GK`hPAyHS0e1jcyb~i>(yqivR zPL(Eb&xv~*c0KUgo@Kr4T<<~90!+zPATfVoC9FD*DNMch&@S< zX%TJ~Vu2jX?$*YT^s$8S}1gmOU?|dS>-7j7s`}s1JYKAj|ocWo9fW z5Jx+u#1t_X#)n_t0*Uim&1H(T*NUfbq-U#>c+HAWk=7Ssqg^)>*w+Hg){52GcKY75 zMu&Dm;&&)wN6M%p=YY{oV0XgdT;}oN^yw>t@zFoH{c}WgA}Ae*;4lP?q1?%~XJotC z8sp1fMy^LD4tbB$mAHS21E|n6P$Ar*#{Bb%AUXiLku}S*d{ABwZGq!3nXNFADV!`o6R%W%cA2O?;S6bthnIl1e-FHD{klHy>S;Hv|M zjcg8S#vu49ICzHwjHrriE0e?B|IN9J^CL>ukO&&JYWx%kRSn5?LoG%(F^^~s`6^7~ zHU$t+eu&Fo_7-H$I93ol{sH@bser}U#XTD9;TM0=(4C8w$l>e=Ft;#&&X;+@(VzCC zIjZI;05O;XY^?%}QKS*mt>0WiNKdHv&m7Q;^h4}iIa1d^FB}8|Pw@A&c@4(=`;-~| zz4^|?nverHSF`)79>EO~0r#ajj*)Oj&E!|MPf6yl| znFnm6kk@6N|DKpUa=GPpn)}O;ZpF&OcHMeRcqpfhB@Rl>=)njo*m=$Xddq_jafH5l z)n&$<`rn4NBCMw0UDN?l=CoNb5aLsBt^)={h?Skad|z6_zS4nOsW3~CvGeGGT|(Ir zH%r=a`3%4Q%a@fBXJGHoz=E|tKEY;e*39CIOPuomlrMMNhnEr%P@6+SG*8>zEDL{k$5#yk3c3g4$?{L?hQoP;MD~CsMIa-yiqEn@ zp6U{vtaK~hHmdY;5_o&2Ut=Cm%FT2cvv2r%eCQK2_N+DB8#V0$F_BLNe$P5Cf3;-D$@X+;{Ob{r^^;FAbT>9jvojsqYEHJ-UVI_@i@^5 ze9CT@rYK88nkEy5*w8?Zg_$rI6fe{7x2b`M(X~0sXgOJ$Z{(Lrejs$)i$^EYrjV-; zo$%=oi;R*7PgCvEzd}gW>wNb*OJJoY_w&0~HT5Hfw)q@4h}}c)r*BO>`!hsD&p?`g zCV|blzkT5Fl6fn=@Y9(Q+0|VgrP>D)Pibvuw)yL->U;Qmw2?EXT|ptL1w_trX5>NX zW^DqML$7q&G98qqFyQSibDs#8(Nz-%J`WW3i)QSKRjK4Ko<8x9mibBo(^U4EIdt6x z$XkF{Q)+I%amxf%$865F-;HIGFM$vpvoj;q*c3zitz6jDQSVAgN3~3gJDZt_yZU^t z?%yGuE#L0qb6P5WTVmnQg`XS-w&;Z)3Y);x$_H+BT<$AB{{H(0mzj(Nm z@^b2Bs2ed^160MS3s^HhqU0H}sHrrMOTkMi-ad&XlMYh*APUThxQ<-NPrydafHn1c z?v;nW=pIl(xu)c4_2E^(?+84yrlR#ARQX#isv%KOmO&Bud1zcq@|`HD74s)P&~ll+ zMWeH-*(Rg5+drMpky`esq>rWyYuNCK0;YannERj;0*M4kNT!|hvEg7%*WWf;o?+#Q zQxDOwvO$YF1QIvSl@w^no$~4bU*&frr6u86PQXSsVSau%d@D zendrhCQuYG3BmYilWr{PxogQbXQayggIc4XgnH%1`DJ`DFHWQ4$=FLr6bqi40dJJZ z(U7T@23ZkA|0xNkCNxZ*vq1rflNvWr7Ho_2dl6!K!())bwifgU4Ix!8iKH8&KU40f zR2!*du@*`kA<)!m{lkax6U_V?`0lIg$)S&s1}GKz0&AQZc}M?wO@u*VplHN6CwnPF zR)cZl+%ln;JM4FZoi1%xoINPT5TP~Y&h591{+`r|=3Z|2J0t&5z4!jPE`@LTFvXHA z3~c{|R@d|j_ft%Z`Yf4!=4~=`6ax5dA)%x^Xr-C@sX*j1Y&UBWcEX{60IbF1*rR9x zxHGw@>@erg-ho|#55cUm+cHlGt)EsX0}Zsx&}yGVP)l_0)4Tm(k$$pyK+v4=$4(T(KNQaxA;^B_2ZAusm7V96Id4!m~^8QPSNHeR)Iu=-@99|T!{;<%LR{*M?xk5mdo#KLd8rg$gH{Wfy|mdCt6TRx|F9IFXy(moDk??U+)0ECn&V$^nFghgi;0-VrK4IIH2za ziI6q9I!>AO(cy|UG)MF-n;?bi%ZJ&GU!sJX(<7dL&p>P~S!`a%0S!)n5xPwLK z9o+UoVIT?u%SvxQg#UaHdL2~~5-O|I>EPnNE%#$jZw#SBZ84Mmb>2%VbA!`X(X=(u z-@L#)44&7kO7!$9lyZ|$kFv|W!Tcz&w#Gw(vT^I2758>fCM|`zk7X#bswZ(%pMrF& zS6tEs7`GwVyeBMlLK;f6ct)Km+!=BhQ(;F43~rLY&0CU5%ec*tRx+kl|KRz4RpbgU z78TGSP!+uWv?;uIz(8-(X#+ft$Y@d|#g-1G1kyI8Vr^-H;`>l;lAYR%QYKuNonk|J z=dqFp7n=N*;g-7FbtUH;#ygV49H=c^8~^RNBMe9#R;{n225IP?8~5a-Mvi01b-Bv7_l)kgo-6pS+(yOCWJcrUOI zTv;K*6>w;f-@DrWSk2KdbiN3p;bJXxW;Fbn8DbnAHWe#eJpKNd=bdXLI;&S` zp7X`LFU|5N6RkK;ix!@5HeG2y9nLZ^Fq~((HaIvgA1BMOf zj=X;Hs%R7kG!qi+kJ(K`~YJ9l}70^?WE9#a= zweVi2W(4FG+UlmPQxNg?$TS!~t4BX9BC$68vKC#V>VRl4iRFPOo|wT6)BG42X=R2W zMWV}6|CrNjZPmkfJR!pHPjE}6vJS6ioGLrp?bv^e6!Lx#K57R~! z8&mcr6Y3rjSHISprA0%^dWuIE9+sGQ-6lyb`Wf*pbn&uH8jm++b+KF#+p*Ke#>{4= zLvH51z0(b`dW0-<-|zzkUbe(l$(kE}xcTAywDIm_hRP@HtE>^My(bX1V=%O1g8Us0fw*`#%E8c(Q9Y&3>3>G-_MZKY0*Q`aY21Y^>{F;2 zYAldiSzqG>pJtd`V1?+sF%iLv?;IX2Z=?!jVupC^nd#iyC=SP1MH{ z2IG0BBvz`5_bR4*Ipzm~f=2(HaL`hvx!z#rxMzH;2D$In5LD!EV zAI10ke`gTNkL~t&;yK=$S>S{q3B?a^cmoygsQ2NBn!4r~#m5^H%W0Dw{#duPhG}x@ zlJRA;?S=VeRo&kQZv*zP$|9NAw6h_8=0`^8cx9_sg0?grO5hM`%>L;J1{7Me_XYHo zC~|gv{V^o{sWB=?TTJ3yytJb$hfGL80+xhsMuR1PWVZ+f+Xc9JMW4hq%)LD9_y~Xc zNlJ$L2Cn*^Ze?m~blZ?&TKe|^Hm&xz*gk^(DgP6Xp?#}eqDKldQnD%^e;=^YYSS|; zDdP=fWOo-FT&{(p+k@~Kie7!Wh>WprlXYNOx^I9W;|L5Z$)1%}GSrx0OjHx^3TzAC z!u#;!Zqtj6j!Ss!<4Af;LF9ws1+B2BW8aeuex$T72&&H)e#iKRLjk`;T9o8k@<`}h zDf^ZC<0}O83^G&c7p!i<$&UWiOoz)u{HTiq0`vIR;lLSJ_a@+Oh*E=m`>71@RR8gHU`- zOP;MKiW{14EttZYw_!K804ku{_3`lmcj3<2Iue{oJ=KT5 zdQv*++b4%e-B@IVb#d%Teu|8Am%LBlcV9eC z79RB^C%!|b-8|l8>NO6-x)%*1DP&Jc#2d9~TgQ7D>-;VwX8!u*n2L^F7yD3K7V$n$ z1h;ysw7A;!W}%36GIxKG+PZi~`s<#8-a~1IX|3P?y%2ZU7*`IXr-*5J`Lp+Ho`}Y@ zeoWSC`|F_~$@`OPydL0*lyFj!qY`G&R7=b@68zUhL2%50vgo~@Eezecm@;bO5gG+x z79ybA2_c&FzzqtQccc5zH8R&!9rSFE zq39_!qRB~j&ePm>S>Ec(S{GdK%A4-wT}&U^E+XRkU_VaP!ZiKk`rVq_zu zs(J6`&0>EQ34i&O5p!};nMfj0>Uk;hEdByV53D;cDHTA87Uj;s05v;q_@&tM%?W9D z=|M%pghbcs;Hpb-^>tBn#GAuQ^=wUDO~6mRv&p~=y9*C!t4u&@4VgwrL(8E2Avv5= zZ){oUyoMkBsc5o}BHreWbAS>%9sK-j0Fy^t%WL!4S9d~6lKH#c$xaNw+ac&ALvPjtV@|G4xTRl7cCJ2M zjZv3?g5wbA_%)H}A9M0!C0VyZn0zz`&v&BQv71$~X-l608}dwmR9V&`F8BIVgqVv6 zh%bWw@ZiGH;ee-!@2p5xCFr-7w0PVP@q-}Jt`9hxXg1q?88lF~%`ywN2SJlD`V%kS z*1Iau4+alySR-JX924(-rS0NDrPC0F6D#r*5`Ule3znTQ^r%O<03w~~b5zS}Ol4Rd z=r%z$Gp?RqNP8S$NXIPsh0P7_yuHH8MewC=y|*BQ)`onEebqGu035qEpZHPw`2+(U zD@%WQIKn7JwzXWukHF^>pC0`V7ofPJ7OPS(a3P3ef+SYQb_K@U%R;+b{et+OYoUuD z-DX-HPRB*_-pt>|mKI5WDFycTz0`%%-4{f}T}z4S*l#>sf>V%o5O)QOjj@)Vy7wyS z)lCJpJs4hCjPPNGj=TUo%CaPfuh_;8@0AZ1@Dz^-uT{`8^GS`#N14Ur(i)rYJ*+k{ zsQ}~d=jF_DDv)gL9FG5;Q$RgTeE$E&C zrUOv9fFZZ-X*nh(+?0eJhQoGlo1e3U%k^;03z%W289K$Rt2xHj$L2bAArjF{;^8h{ z?_LniT7MM5kellj5U#Kgn{>z|M#B^l!DK|P1B``ReGW~WsIBlUi0Y)my*++A?^jf% zZ;W-3!WZj|n1il7$l$GxlI9iV5FlqE+?t*?cE4DAHfQE4XWhP6CK?Y@2(QzAM|N)0 zOy2CXY>#UJ5KDNuysGx(Ev4UT8{O2}$UAtDI-%uqAa4tWxnQl1naFzTPj#V_O$KTR34 z6JHF({vo=}a{5Lvx=F*8yx-wQL15*>1)z%)wHm3>J1k^I$;qqe5hECLb52HIMba>S8$_a*LNq1B#bMD(WddimeuWoV~ z61{<(v@3Ac>4E+e6Q66|`f# zL1L4h)ti|8);q6a`0`;f%d+KaH#ug%Qu3^r?8-a#-eYCR?4*h<5LGBQo?`U3yc>E! zZTN1G?5;WY05JW5iJODeVr^p_n+DMFlhLVtwmHqY$|VYo+}{X_vpvj2%7X6AH>)FF zsI02(=x1NR$Xv1JU1&%w%iu!yX-2{+>KX8s>R#4kU34sK_oX#5)C^px^yr3*iXFfM zA|De^AKjgCVwIv&xZJfCZbMp0*Yf7yil^dcwI`m}fo|g|pJ|!Fjby!Coa&A7f0jv$ z^J1xd9P~U44{!?N#1DS`?TbNY_0gA|$w#w%qKj1`o@{%`2)#-8v+w(g-Zno6ZzB~% z`TXSY{E7(uVzPU?g``bU6VV@J7_jtFQ@h{83UZ-bv zQRW2kVOj5@_2iZ5g#)wj7hAp2`cYByv4&HVvwo#>ywHE~l}qyMFdL8c7MDYpfC(x~6G**M>YHJP{4XFbb zUnJp%epQ6=>;e^>_jh2*dY>TrXR9C~u^FMp=mKt?DD`b67R>!M(0&do6}97`8^L`# zUPMD_hrxiuVomRA)rNZ3oZe5kR&O~v1A4yg#Vg{qK&s1PL!7YAb=#LsDdCU2Q|X`e zsU5WD$}9(fRNUU)+#K)NWfbEekOk+U$H5;&Yu zGSlbVexZzBLG@mcd9KyqHxNov4h9kMFh8-tx3qJ&PSeBhCIX4X)mTN=ppUmcai@+jw z6S#K6D~f@;yu`dz_q< zU>5s2N(N@R1#pQVNe$OVka8hoM#r+QSukg)@yD+m6@4B-|Hij%O3UTq=aoobdFsa% zcb4@uNk$~Fl{Ftv+^yM(9XqV~lTdsZ@bmDaBJ+b8Qa0B_X zg{W+y9RCSi)CS=+nWd@Rd%sM`F>9Yk6hg7AfMVD7pYc9xIes-8<{ctB)lZUbRyp)9}|Jyz^eGb zEaBKji%!_OvMY1L%2;I?emrZYlqpA>a9m@s1m=bdf$Rm?tAO+^wI3HQpaH%l!)NMs z9;l(35yUc{2^Leoi}sftC6Q+XxAc50c!RcJ&k0;+V>T$s zFkoWnjfG(o&+~5^i*aU{T2wG}xOuikBWp=Z6T6tFP8>DLtg-Y}AkReNehA1uKq!{ejIe}f|w$xz$1y$j+_+s`K5+buYGF@TrS+Jh|VV332giU|NvC0{%vk=C&Q+MD3+R1^D0x(E7o7sZ0?6)n6OO;mjQnv3h>7IUI1iT-N*8V5(ZC;D|> zJAcUNYHQ8FxSLw9{U*MRGQHdjr++59pwc;L*WtS0AhENw%5XzIM~Lf?8J4x$x=jia z%qX6AZRnhF5zbsAG-a-FMk-zp?NQ!>kS{rpi|~@D*33-{<{i%`&or9#)l!3we28T~ z%P)`u_ds1e59T%AjO}8fS7?N9zUmJlwfdDFE0E*QhMM0j{DW55a3TfU_@-^`gV(9Z z6vZeF^K-G}R+Qk9$Gx4W3|?paS=IoO(~^3(;Y?ZPhZ5n!Mg&o+hsGH}tD$HXP%)K^ zV$AYxRPq{jS<-o?Yzp9q^O9uV2R)VFzqpT}{FG>$jQ#6I_5s&LNxe*g*q-9<=Q?vs ze&@JrSFMi*JluD1j==xrG+?(SSj_NO0nQ3gt+my;m|BwPykp*eS#Z@9=q;D(7Gz~X z`{oalg3sBzDrQmJ2*$ zZP>%w2BFu4tao);(_!_#-B$ig7Q%N{3TYcWf=sqj>j*?ooFBPSxAn@)4QA~*jKK`B z`ns2V7X)&|W~-mXudU06nXx$q62xgFT=-yT)#9-?Q4aXz+oFqU(=+?NdHuaa!j+LV z$YFUSRuO$0@p&4TM;B=0mPb(Rt@D(!AolNvf`BD`p`N%rn*PbQ4>FyR5h#b`{KnP{o{%kqhx1HQhDX+uFF@^x zJ9t**KQ$u7kb#{GK9SeXto;aA#C*kzHwq<|7uUiqdzQ9&p!Hed=CHP&QXB{wyEM$p zP-3-}^GFz(d&6!h+B|x2ThB5KO6-tBZZIO_xD`x!-@QA*J+7oVPBB`qR%d^4n=Ed@ z@q32Aq|u}^G=zXEVc^?bapqU4^K?$LNkH8psr&7Qv5f)M`cEzm%n1sqB>n=O541c<{Xqm?# z>p@kuja~G$*##utc4;qE_+`QodC^3Ia(iO$CdM`Y18A|PL-F}7v%EN?e}}naMBhVC zOZadeLXLC0bh8bCILq#8rb2Z_1?4Esxgf^C-TQM)u=3Q7=4)sd!Qz7pR#7zK@e)W# zoS|%W?Bcg3uNTdI6HB4V8;q=il;^Fi%2L1S-j+FVSaPZ@^`J<>3i}-hV>#NuGijV? zGtLwdNtb=#u_Q5-7Xf2u+^Cq#+`kSu%ZTnsIRB*CEbpPO{V4E@`v{+|VJs(oW86C` zGV8)=fxjhabKVg6ixAfw|64#L9L(q=vp7)@3w@k!#FFCbi9bC;W{s0g$aadSwdNM>Vg z`EwbbJ6z_BtP{Z3KKqc?DeL@lQ0)r1b&LU7l|An%Fq*o*ieFfr@(tFzQeE)hqXc0Wpu3f>IX%5d`fMA4_%#9a`C9GdD%~LjPvm?SyDUF zubWVD(z+56PRE9R9x8SMxjX%^V;mxk%$%_K1pLxbSQV;yuB^!2uTdi1H{6foZsiva z_Sk-~)P!g^psj=#>g5T)56@g+webW-8O=m~1V$d`7N`D_$kW=WCbl@=D+I!7_mg-g z^}46>Y0lGOI*UG!fm3B2wZZ2P&9I(DxII0BG40@EL8CS|1gHTKACbVGZ*UZ+=2Lk& zcSUzYYhl5pi))j!*($uKFSWUc#kLYPPxl!=kDZan!@yCmq5$D(oI5`sz$x-=!4enW zM|2*z;D-PQCTDEzWAe(+1wF$X(k!v%u0Xi;QLDS;cOHLYZPlQI;f8m}1XJoKv_~fT zQSkP8V1#LK&S^6pPHwi2c`VK3u4l2{jd>dG=2R^Jrucjc6sh|%u}0%J8Th2oyQ3As zbK8)Yb5!AIYXfG7#)*};60cf6xINFA%O0`ySNTf{%EO|(_GjWzfT2_4NSttqz;x^! zmyrZ3uAS_7zw>H}QNOd_*iYd^HWxJX^=0ft;!3QmvyI`jA(PmieX|du$vn^f^?6^~ zm;4)C*V}fVW^{*`cmXeS1L1$0Enaa*lb06G>aRj)_7k`a5j^R3eI#$)i{q2$?M4Ql z(5d;Y+dmWS*zy7k40Pn`s=oL!tgiA&2%mAI0%~NBpg6!6 zr)lpo&&INU&dsM__#et-sL09iWQhPM{DfRBL^c|j4#CT#vTzU7D0%t{J)>%0>@Vu2 zn>P}LOqF?=JCel7e!A#T-LzyxhV6P>t86QzU?yk zi(k$g_BoWh<6U`!2`7n9hWqOYT;=Lcx#OW)yI$M%V;%ZRSTO)}M3)z|>y@A$f%ZyV zK(){;A>Z;fvCWE(2H@pQSb*c%Qu3k4X21K)SlK79i~iD%H+0t>AT21SOw8VV=!cw9 zUzw~sS*4BeVXbT5N6`CGP21G!0<-49MnAxhylD&PX*nxcDq-0Z5)KdS_app+UgwEH zeFS=(?rRAr;yUNjhW|7kKLi!TpOeQOe)8t{U_1Ii83wjFG*sw{BJ-jX3XEs zeNey%KidX1zLbEfh!>$)D46LvDRvU#+K#@WJh2JX z5BPs}+W|_o3xtIQ*9EqY?+Y9D(u-uG^kmU1+h^@74=e%wx$ByKU0UnhCmp6TJzSp6 z+F|xgR`5x}PXtYyzy-XXe)D!>)b?pWisfcW|7KBY^N}&-sNZ$go9X%`pQ)iO$(?LBb$|G=9Q11Da7oRq z-VVP!djMwAj88o44a~IP_d}s%YFzJt?QnEdq22(?rR2cQoZ6i;Dh#^bJoy^ezqk4;eWgN<HR=O!d=7xX9@7o zp8Inm6R*Kp=@qH!#THD8V6a!SI><3Ha~=&R>#$8Rg(4TuGJ;h^L@x0Ri2^@$#RRWVEYy7`Hj z2^WJ4z|VJPo$;?SQ%njk-~zExNH^r{Kpp9hy-!`EYMly+rT@}73+lK>#nGykxksNp z`;n@)<3RlmPqY#I$Q+ZKIw!IQDBd6kM9h91*E>1h;mh_}qNk5ov%HzUNSlSv9UaMCTf3QNQ#Ha4GZ}m8(|>P3eiK@)@YQA` z<>pVCK7Ge75@2Owi%rVu4j{sP3Odhhb<=OrwpS$}`?;F3Ady zF?U6Ta`>i$GJ9)%YiM(WCyQUHZan_w%OWs)%%8AjCXxK_Q@hRjW^oFS ziOA_hqYE1KsH%Tfcboknv;%k*io2Z8SG|Dly$f$`NC>A*lpmZ!s>&cB!kVv*_7nL_ zu%qyR`Rw=VkjG6eKs_g*`ANL0p!@dD%wG23dV5p^)O<$o$#LD)s=msZ0)Ppw_isbF z!!GvU$n9|su+stA6$*K6M*$QHcQR`BrJZ@NsCVkDn)E2)_muQm!_q&6Y}?HsEslk^ zkxY8mfX~for~iF@nW?Whfe0Q$Xry8@QO|JA2hHQ*P*}>Ze^=pA+0~TjmA-AM@;z_uIOe0AulpRgA{D#>c ze`kKootGIKlj~)mqN&ig_3l?bZ29~WCc1T-vfa>Yv81j1mY#nAX{#%>sr_d5J-n(_ zX-9i+UkTtdH2Wy|YwT7w?SUo-Zhi#6OQI#1)0%kw(H2(C;i&MO3R z4(a>6L`Oj?Cq|2u5TE#olBQf52Kx7nl&a)7sr;#z)}G^}B1s1 z*hdl9eMSY2`v&j;QGL=1d}<7Fo|zZ zsZchFPRJ4bmgY|RF$@f}FafjN){UuDFcD=iXvZMj>@6JeLDHVu3NdLyA)jFbz4W%M zi`Q~<*Bc3%@}Z3hm;f>@8Zi*YfL49ASU(PIHc_Fgcf0OJKqSTDJ6-t$5T4^I$|SLy zD#**g0ejX3W6MJsI3ZnyyCNrNyt*Ko z`f81zx-ez^<>Qp%Ltu2R9=CP_hUNudO8nw zVs*sUe~gts09(IeW_&;9zJ?U|?-v=lihiWzj#dB@#5fXu5`VHEQ!DIm_;M0=@UA)r zI5prn2R>Hsp9rn~=c9f79Q=I~V&){VrIA^WB6`XU>dWd@1eDpFF zhAdp4f{L2C*jgWNF^aGsIu9X~vlTEjT@1XjdXXej4teV+TxlbyiBTECCIr~E!Ha;Z z|5Q$XGakpZ(ehUBSAKXMA}-_{S%kx9Tv(RD8XWGB=5R@txgkWLChrE^7+{5N&#Ndf zsd)@fip3JXIe|JWnc5pYFcJ8W)UUWq4k#lXfr6uLYp?h4D_b9Y9$|b{rik~PlAz3R z?O3#ftB=GC2M`)Yw`RSMm0lv|TApSZya)&J!C63sln8=l0eOLCM@OoEk zqGgoM+=s3WnOLU4e_fHDKuuM@9zIgHluHIeB{{OtSmNP?pq4vLe)IYbr7n&EMb*Copl#dZ*34k_W^Ch)xHNZz*GqSnfYV3Qh+c#|=J5kE(nD{_00#mys1@r#0nVFkB|| zoa_(57cagrRdrhS8{gqggd212SeLrgx;3cg!m&xN3t6BNxdTYYgP4F`eUe5xreA-B zLJ}a|ntcn7_ye`-WB^PqM%8_(6BZP$6c-b&&^7VaW{a_bPgp*ha5yVOpaanQm+f~7P}92cvcnprI=T(W14l$nomv5N zpC+@0V_zln%uG6_G>sPV{1iY$BmD|@-n!wM>UOuRqm?CxG7Vq#j||NJ1T0S<+Ee9T)LR@cox2{oL*l;3GaGQ!Gq-d+lVC1t?$yL;&CLu`(u5;JRMe(#FX&8=BesKV0@d z8OJzD8;uTwSulA;Tp6?LZ*ley|G7?gvgd*3D`d#u%nsq3M!zQZ` zopxBazWQs27Iw#3jXBqFdWg$b3UJ*Z+bM~4c7qrXK7z$@*Jrap=)FfGR#uty39;TF zdzSZQ_~hDJSF{|pfeLGPf;XFE+Ka(AB#m@cZCgl3%^_N^7AUl-PXz(O9wvD7H414{ z8Gv?RBt+uw`xCs>b=$OspR;|^|ETsfYNiH!U_kurkB=8KHdD|Tg_v&f65P_Mo2j?i z>5T(Nt6kOZd8ohuKjfqq=p*1#by0kG>$mQ=j)RE(PuvYfD&%^ zhC=Z{eEv!1b)NY8k|25{a_A5^}th0N$u)ga?H3TGBK&X@P@h?(E2ul zSx};hm*Q4{Iz_S7GxPv15Rz1?g8oZ(k}-z_A3{lguCc#=7apnExBPLMF|kci;&n0=!PwDF z4;o&LpefJA$P<>57W*0Jb~K(*8-8EH3)4+Dv$FLN`y1bC*-0{m78_bI?)ZSFAJJ-H z*2&B>2L2L>lTg#%??;!ZCCVP5r~iU9`*iW(*PQ+zpfAPT?A%lIr{jhFL0qGMC7&+d zUX-t#k{*5p$Fp*m5kz7CG6hKKgF?PvzaU1pAqMi<&zM(*&@8#q{r|{(C6unrkleQB zH6xJ-kk|W7&1%3A18m451#>{_qO*|7VA1324Y{e$_cw#rZvXD`SDUA{E*>pq(00G0 z#H!}I4Qj6GLJ!I)*k3Ba?l@@xOLW~RJ>lL*o&n4jUV(uom??{Ko6)ZVsOdF zunm@&!as-geB(K)_mJJB*Lk4j*2rya=?1jAZYQ(}GPt;ozOF!xG9Uu%mc)38)j)|& zt%DgqO|rs#BB{*z;2CxalGe^xSBV%t+-YwZ2=j;{BY0ZXyjQTb5k`nGLx^>lT?5Uz z1PTK{>-s)ds!u&}u6DHdXIfi+Gq54t0(f5rKw|Ru%nj2^5`ON9pTI~%-xlJ+?S}<< z|0XucZ%T>pzI}C#G<$X>-zbU-e$c*8Rz+!@Pe`e&K`JlxLaHN~_fXfec80D{)w2PB zjwxQm{i&*2qMiDswKYB4%y9ardWP#kL@!k{?e6^;tLLuBHU`FnI?5@zlXypqPl2qK zaFzFpvI@uiY9uqcsYd@gB83<4!Kc-gsLmG|vAVGr^)zzb%ywFZM%_5EnHc;` zTu>bjY4dlwI{5B(<>9MO8<%ef=PH|fqODv8Ea3eQ@uJ42!w!w?HGzBVY`)I6W$i|Z zzM#be#3Qq6G}J;zEm$SK&&O%6o8h9Dm$zPvods0sBXZw0n1R06$ntA16kou8df*_~KiUK1<^LG3IDNwrTA{)^`!*j7j9v0K=ezmgy@~f8Lrsr`VFL zLimIq0UiF&gkSG`B~yGdO;AC`Cz{J^?dh>62bd?psxt$#@t4Ds&CJ@%Ut5(-(MqoG zhD7Ma3@i%EFr7ORMW$K12Uu$!o%D=r##sGLWB}*pSydmjw#ij$PYyF_aB+dN`b2SJ zu5)GN{RAe8fZ7$R?%B!;k%RkOk~MyFt&2{aqwznVIk*U}4TMq*3S@}< zhdkFq*>u4?edy>ZEpi1;rAN`QK5N>Ge@05tX1F!>{M=y>eofymR-Uw)cV>-*C5#S#u4C%{$e&;b^vD^0Vwk=mc0{(^ZHRc<&B=)*m z1#LsZn>!DNNbP|$fZ++o8E$=}o!3Nf>TJk{NHQ&6J4ybfrNqSdKYM8O;!fSNyYX$N z|I!W{M&{WbnoHXCo$JSJ!F(a|SUZ%=e@}&%&WASoLHtGwOQ+@cnZD@1)L&V3YM!lE zqJM5SxwLiy{VxjzOB6=xzyX}mK=fN0a6KEddQDRu`Sw}z4&Jz4fdl_d7^+R}DHQKgA_8pNo>HeYf^6&)D)6mEg!c_SX+^l^SMprDY$87p9-eJmH!C z=cU1|hukJ%EL1KO#-OvTS!5vtvegrl1q(#gQkBg5v^$eF>C-5|VcC+i^xUJ_Y(3yW z9MfBNzF*mzz(e~g_EwK3ADw^51ma=|=M7E+UX*EqyyISk_u7Rxf*b;bqwhpjED?De zm0$P;deuX<4yXs3HlyY%p_h8W9j)b)t<76L08N?)F!p{Dftte3(+qpfReJx!#&rjq~3{>FvWWahR0 zyM~gPdaL~=L}iR{wKAN>k>JC|se5T!I9-F>uPhefK&mBps{Se({MyvrUNEWg0NsM6{ZoB`XH`ZpD)4h2c`?_H^A$aqd#M z$du@B(L;Vov+wX#X`Vt^pg{0<=sVo;Hh0aSN@={w6~Ie7RCfESBrDaDjgftY`X zts*Sez}a_YITFWr=c)vjM^D~TR(!BECiR&8@&FH^1pjyjd&XO(<;RG`Pa4Ri-q$E3 zs#*1xC~)j)nL6oyJ#GTH)ICysa+dIMb)ieD8Shzy6<_9KK}I9slYEg(X_;FLXt!UB zA0IUrU<V^*|2B`YW{3{VD6 zpZcdm5#PnxaRzkky5F$(4=q;PO8Suh5p~^xQ2+nGvUee}2}M>>$|j0VA<7pE@9W)+3pq~i2%{PD8=pZSHuS~h=Q`?SjUH|~z z`>smohLy$bOAU1nV%EzUyEv21u+`JQyC5fEexqIGl{#XFFd`Z zF(|>vJwX`;fgaHNEsSii6v^3Sr7fVC{BqZ)b+wmn5o!WD6ceGt(S#K3DcvZI;5kDK28uH&TW(EOwY_rszO3eMtNnrPY=WFg6Jar{B1B_nNuw~`tKMw~6Z+HpG@;$EbI8K&dQTZN{DH4 zhJ_FwyyQ?$a87Ngue_hi_H@PHy-Scz7*I(Qk}I(i80o*DEOyRriJBFQZ&TlWf6^CG zHnC+rruYLk8>yrdeG9hsNV7NA4SK_s_kr*84_)t1YkTtFJy%u0v4uW^<93kRAcJ~M zu%)K^vGH@Oa}05^P8QsZgDCxL)%9G1w-xXts!!+fMI)VZnRjZt7b!XZ!Nppe4=VcJ{8^w#8h_PBH`Og^y zE}+|{$@zZdz~_4t5^h&0*Sw#F|40Q8VvM%{{{4tLo~Vn--Cqes#;P%3;t4c!fYo`* zvc@H>^6q+Bg)7yYET68C{~cz`uQeirgzJFyj+pg{@1-ufej$#X|JtLV{v|-^SyY;5 z2X8s(GCV5(HpTj3>q*~0E=eVxEFg`59|h(|AZI#B`ipH^-q0ILYqSiD5nx=~;`ySy zYeR3(e{L1!dKv=XTujF6637}<`TTkDl!sJi&)~1ZWBZcjWJ)G1OSH_u`@rj?Q6ATt z;u5D4b;FY}$$?6oPZ6Is1k1Eh4QcPa}tBW4Mn` z!GwC-Rl}gXlsh`g1YY#jz+I*3bC*yVvUH1LoV=4RJ74zJ@m=5KFhg{t(mk@)BBy6u zNxBgpatImOpXY0G9=Crn_kj~ih{*Zp1~V^*Tz-z|Jp73u>^amBla-Y0oIERI`57yx zGOW7cuhJN;AiN+t9{^X!i7d#R^=OX>a(X_!V$0C0Kp;p_{N>l)FcEFUJo!RZYva*k zgHj+Kq4Ms*cQ5J)%d;FI#8H&tvOdi&f6~%dgbJrNT^1(6i+EfUG0p5{@}T&fQ{?o* z9kP+1!SnzG_f`Y(G_aH>oUY_zH~5z8Ld&35 zR#$2@2hly2!R|J8ot1H<4w15zn1G7 z)o_XmDyP{8uNnsi^3@buUI4dPT7&&!Sbi_w97)^Ppd8SIZgR(sDuFN_#Lse z@C#fe_YA!hTm14{*UB{>wkHm0V2HmrP)V* zk(k@m0T{o25xSl=;@P~68o@xqWpS98@u=U!);flIZ_yPqLj;?WNx{;ru3yLR4bJF9 zyYeDoYQxsKemvO!VzJP=AudveP?G!!n;hM>pM*|9DggLHO-$S+3!LWvc*6=5(oo0f zztEu?YDNJ|d9PIM0!&t~3T`ZQm1?;FlO4DB$yR>d$lqe2hmNZb`a?oAXt3q()?BTyKsV+b`HBFX3g4 z<6a3Yx~7)3h+Fo#Ogp(U)-+kj&i~(Ks@Kz1&0Lbnr&viH`D(t2KSCNq0Kkvkta|)= zD%M7H%~JVyY?>Sd7YzZYylpa4G_Ck!x{2?;TiN3h$Z-sHRfE1|WjPb&?`GmuIqeoO z(HK9{@c%xkHNvtoCf|sq`6B-yhhc~y@y)HrmU7-!2w%1A3haJ7EhtruKks}q!S6|{ z6qs)^8kFp1bA?|-JeCsukiKRw8KN!W2nGmB=BtQQLdyJhxDzvx3xm157%7( zE+ogFJcyJEha?uW0QV~ji(A6q06CA>nS7VE{T^aOwFP6gq?_m`*&{^ry{9)JwsUA$ zTF342(*)fz@5x5FQUE{k=X$hRW$4_*CYsxbyIDML3$N^9Vy2i|&dw?eb0C)G#SG~n z8ZH1}HkGd};RfS*_4cnaZ3^4Eq)g0j7j!P4vIh4M3+%&@DAHXC`j!tr>7p)Z%=%@Z zR9d`o@dVWoB?dry_tM6@?m@3hHNDth%lG;>Yx+@mXM<>8HKTt}PUAa$_+(DW#Qh{O zjUfy7QlcLYgoR|*iiwaqBcG3S*(x!)JjO~W48Fk3k~76w=rWg_{kqxEdj4honJ-FE z3neyh(pDx%=_&$$?MN{MdN>`J2<7 zvD_KSYfrw9!sh5M*PL{G8(yzlgPUs&7vJI3{F0@29f6Y>&z+ckGUc&9JFZ%JOO%-L zvQ43mb2RR)^4PgMTDm7?%Qx5Kb*qiMaccRKI5xFh6VYE85Ev%`OS^Rbd{Gsv$9Jol z>$+BdO>#+L@ookX2wD;X%iF@gFNw9nm7G7&XG=Kc91+D*cWLUC3n+{%5j@!{?_NlZ zc=p`uuUwuo@4w<vUi5OJm5>9Lx)IVgSTn=0m8X9Cb?D_tH?w`|96Av z&f6@x{1ls2scFn2O?~@AtICcv2q~{oAad9Bc|bAF3G1DRkfKdV$KAjMT2ibKGlCrq5KeB0r^?Fe; zkvKKqDX88L$)8uBj6V0vYH8L-Wa%F)iVGOFM)v0PCSHJmgfGS?OP%VyVVQTk@6x)J z{?v}kuNM&D8GQQL;n(}^q4e};rboMjs>d!y3ZLHbPVLw?;;RM79PMiNR!Mk}{-)Bp zHgF-qC(q5X?KQNfE%!ej?s&Eg=;A!iI=>?iUwmJBeBJY@zc6%0?ob^2UH8ip$`CiC zhTY3gq#oq3&iSDbL8MM2kkbt>!n;C|!411f|J06uS z@{Zi=RRr!+(F%D1DFm&!zHGLnI)1_NYTYlOWhc7^ibHqRJ ztFx&oxvZpfu*l*#Y&3}r2Xuo0i!YPVI4xNjU(SF_6&U3%q#$tN{~+G|rC}n-hmg~M z@=Q--S2j+zYyQhrEBy(Fmu74jd^H>M1>l_AuV+jPHwL?V76ADSR0cc&FOiAv22|}##P-~BCHH>sAAmjr-#!N9WIvEM zoXyVMpf-Fpce)-6920)T{Win~3L;!Dn8qgy>@#}Ms{XRr4$4pWgyM7QGYkKbfnzLW2~bTCEApcEs*??^@$=lL34os z&irZymNjK4ZmfQ9qsc;0WjJ@_llX~Mh{Zqkz(7gVL{)IRWcV@Z(hhjK5QkumF4XoY zCS^1;L?H7=4_7#N<74Feoki`>d>aDM1^lgJe4=!rxhp#KJ+ z<;pPcIrTM90MnRJaqF)aD5rN!3W(afmgUF(T9;XEFV``6YAW2rx4LWm9s6n}N(<(> zcOC6d4>OpDy#fd1!}E(DsWhWZ^X7Weq(Z~ng_mjyK$h5H6RN;H7-H)j`Pas1b5%=5 zRwlXctH11q5!4BU{`wo0+rMqO-7Z_v-&|v=_NQ*E-AL05Rr5j8bRg#;Nmgh+fTI{U zr9e@K+FWjE^mRa{!z@Per(K37z4WXCs>nyQ;0*ryM_ zr1X5g37xs%HCUPlL8!Vo+D?RmA2z=ntXw#}v2no_pc=vvQCtiFw;UA#6NE2I*H zTV;V(5f|~D!3%uL7sF}!$M@jrd$7{*H_(m;fL8`<#1^>PmxT7Xvb=8lbgVb(h5oOJ zFZi+yVaKq?4%FIA3Dq32>#6F?g<%B6t1$s|bv+w7mqe;f`v#gn6#J@TVBl9O1XSK- z3-st%Za1pl=ie@&EGg~WEq{5kkf_a0`OJP$;yT2@#T;1dJ?aV_@pjEgJ01bvsbc@z zGOlEMeQS|CZ%Sk{6Jun49KXiz8!9)44Hm?1YC8R_OD4@Hv88V9-aC@;(G+kZ;|&N$ zEC`r@6t!rf;DxR4Z&Jj#)@mk(#&*m=q!y1vb1)IPi`*pjxUHGt4$AJiYp+i{w-)|E zi2+gWphtG^PTXIsX;HI)Xk(;9jZKqR&fkxt@r|HqbI}A@id_})F0fv|2XKH=eAFn6 z*qlAn0)Oz#@{?+ihvSk!WH>AI*N8niDVl8+J%2CM{`CCVecSa=gs#A6Y7p8i=fTrV zI$XRLdT~=XJGb0E$)p!RVyMq^TZ~VU%a9%vzY6CpEoDqGVlZ}GuqjgA2_oG8qKRLy zG3O90Ohaz4GkWKix~2Aizp-l8y@`o0W@a;fUt?T4K;S`Zp)?dbBww8&wKjlrl^AGFtlE17rT2HV1~Zw zlrc0C=f8Oqn-Ff1J*nC<$w*K-dR15X3MRSpha{wjgncm&d@OZ#DVFZ~ikBQ~eeU*l&!=3|u6ETDQ2E)ORFWFxkomEZH6R$FlZF95_coYTx_u@S;tnj zVJ5n_X|%StP40wlP3g}P;tasT1^*63&3`dp0Ae376%r}2WTy??OM->R?6&>Va@J4i z!sdZ2CwJ4Q%K~x>JnBA(2%o00Nc5&k(IrUQgo6_keCr^4qGTrhxo~N$M2aHhEb{zB z4r|dcv8(#mI2XQII2a9a^EgR{Xj2*FYmRrv)AqbuUbMXd5eYA__y(zWsXK$l>?vKs zW69ouew`mxo>p?eOqfU0zqp}Au6{3{zezS_tPBIzGqlq$0@XKUdYjX?g1XV?rrA-V zax##z@a@+zt-*6yiy<6Xo>yQd;{s(ZS9Q_V+8YajGd)MiHj~%ZykK-IXGjnEP?Bt^NEe?W;DoH%;27uS) z-QxXvKgVYU*mKSSf8Rp=#lBhUFO_w@s~f2^^&%K9*AC7{GQ?4;o_K44U!ZJGM_JAa zg~I@<)~OvkB!b!$EWC8T<)b|G>{ew8%-eigr1^iiZOh6G6wgdA8Nafls;!jz>`aLZ zS{bLa-w;_~wH{LzyO-3o`EFNVhRxd&g^M1y@2@^QeGP6a@v?V67QN*4ia}L zlUGL7ODucAoChp52J(O<0pDlPlKzsoC!g3yGwuyH`k=NTxh-qw?UuYcKNQx;l7FH` ztd`|;d0DjGcf5B3zDC8* zyuPHm!o@c3r657OdT?&;>spmyH^c%Qs%U*B(}NAgyEbSseD%gl!G4znT=WF^oB1Ew zoyk5FNg1XC+EnT8>r~<4v{@+?v(qb74WPUfnNc+Fz1jEZn0!(4v-4~+f)~0%;E^3x zy(lxF>e>Ql^A(9&f_#UdK`US4yiG=_cPG(2sFAt@DE5$r1@F6wS;;8L=-!5#ys%E4 z8Z$1QDwi6^T!+{oPT)+m9!V+<*5+cjUwm$gPYKLYz=j*R6Pl)rBN98C1kSmSqAe=J zEKZl@eZ_Z66KYzq7X^|{`ZRtc0`pQDW!y|wA#Gh&gE(Wff!nar;%e5dCkDP7{B+h{ zR5)`-K!QFbt=c{ne94F_4=JV)WK?dludn^kMxe2)QLka%lmaA9b&6+PNILNO(8BDo1~}?Dt(utmLX7Nn8Risn^DPD z&eLL-HF~tZf?mhZ)(iOK-c~$CR;f5{-sq6A#G4sDY4oi5YGl)>F!Xy|9a@-pBywKQ ziwaPp^69v)M(Po$%hXk{YG7m}*3=AUFz%&A#UP(I8?%Xn|2uOd_OqsgY)9KbcR#JLI zW&IVH-1`}#wIY^&JX{{#c9Mr@W}ak8=%Y)x?LTT0mCjtN)^mR`P{1}|+`75?Jg6VA zj|0;osofMsG$Fwy-9y99l_l_C+;2r005k_d2nA=hqn3X#)NH`^k%Md|`E1EQ5nf$d zK(mM{kOs7tW80^0h6$8kc8kYE8z}v|4WJ@iqNpGJydB2;cS%2bLe=$?=KcNx^(A9M zB%zRdFhFn$ag}Sz33pY;_n%%*ZGlLc^*}M+p@-9JDogQ?yS1 zzRFEoG^65OB5Aec%58l1EVEg!Dec#s{%_irnK*Xq(=*|NJN6x?AW}}G>FHYb`y=4E zC+fOw<6)MgKW5-nt_FFcOGN;GTl~q!uXg(5j^%;vzOxY#e8%+zhWahwB! zOa84K&btXLJa~NSw|oF7p1wU1f8$SoqP}&Jov74?)z-PMrQyGPNestBl|}+j%!%@& zMcCqKT+HvD+8~9i-I&FlGhw0na3EICTZ5yL$t zf514A6XWWd{pKNQ|3Cu($T#Zz>$^VFp`nppP$X-@{`hUb@nN zvRt2VLD_^q(^|HFk3aH}HL`B=^E2{m+`G*M!8%ON7EjRGBajuN1+c2JQIBXJCg==R zWU4evjp!rPBM3B)=VDCf@r?7J}-QU9lWizd`Mf~jtYA-97@);dSUsQ z+@j`x3!udz=}$1D*q;*AB>KjqKB;@{n(E&P#SvI)Gl{Z>>s<{u4altB*t_KY)oV0J zobjyMe88^A4oA_ARS(C5P+m(ukC$GD)i@O`|v`f(KCK;b|$k3ZcOv9U{(u@!cd zom{sM79j>y^e4Z6umef8cT)Auh&|r)qz^L;fBf+FK29-WItG~fME~#95!jHImhb1_ zYj|A8Cor)vd!4Ha!womuE_u@!qcu{E0n;v^b_zVMD<*<#^wBIq@6)l%TpnEnF4uFh z8`N#m{_(5OjSMy9zQ;C!#87>GSZqZLTWsn>-bCW)CIqww2ej(6^)Q{XNfW!Po zHC?C^SFNpm#<$m?q`>>RmV4=aJ$!HqoR}Q*g7ZOeb;kwv-kc`w&~2)dpbW6QWvR2h zqi#W8P;Z>XP`tF2fbxe>Xp!=GDrk~zko^wpyD&j{cWJ#yCAYKN^Nj;($>9W(+3uIw z^F<>$t8DqFrEEFeOy0pBJOJa`@Vm6yEmM>thz{wowp%!@YdG*_MWVq!SZ|DHKbD*8 zGB)4DyJ6-tJs;}j`)mKV!*Lvr0x>&%iC>gFWS9NIR>E(`%0MJOxEux|n5wXkOM#?iG+bqkV5S zUsTa7!*~9z5%x>@zE=+8-yg)D?0s=)gfez|;?VY<`$9~k=}R|OEh%BO$XE1SoNJnv6MDn@J2Q%k-XGKf{)RjGv~W0np{+0){v|zMkVUvTuAN z^_5c#s}5SP&g{j?j0b{+@2gT&V^{FWnb@UnYcapv7HLY~0{)KFR;-1I;8pH^$O{;n zGPre6k0ucz{nf)m`%n4$Elhj9pr-vXp3&#BUyRVys^+P&GjdOfI%VvVEmI27QH%W2 z7Ld4dr~P9!{dl7eruXw3oAAMS)fO+j`}}a|ZsiAU(mTPa$`m$1g9DWR5Jrd$Lh&6^Up9gOO;9tCY(~gdv0EEJ9?IT@-z^> zK?gG=1_Q}sf7Oer4&qIElsGlerFt~N6W=N*$C_)C zeJ1N3ISb>C$!EbA`DUM>obuqr$h3LM8xaR`MZx?w_o!|`dbo_MO`V2`<|7i|x_!qX zOT6$s>UIZsy8y`A0Cnp~h36*GXvq!h!tuL4K8C55Fa1ZsY%{3ZH0#yiUJs~vInCszFu#;wN3d*K&XvV2PpI`HkZLk+>1S;g!>|bg&IGHer06`I zMaEVa&oUYvDqx*Q9aontgm56_V#=w_B z^Z_cDM~JKFh|`ZCifWjQ_O%$+ax?^BMiI!Ex>t}=4@u#7NnjN}%Ldu?s6XPt zuAnfpEyRs3fhv-hv{f`6I3cBZL9O(c5v3q)bJZz)T-W}om^~boYdx&`*$4xMMcyEV z@JrbDC(ydy|NO0orau>xYpgWJJ0?|f>qA#EG*yn+)07;Rmt*Q-$3luE9)N4;?>fM8 z&>VTA6?ug0Si_QajAW-pK+hdcjuJi*Q?Y|Y+22hC!n_f*SF5XIduC6zi1tzOW#6YQ zGZLt&Jpr@Jf-l^MKxhZg)f_B_mA{&P|}uk2A8 zgkKqgVMmbyoYEl4w(69TUT4*8!>W835zMN#n(5}Y4Ka|`7=YQ|!?qc_2qWX3o#KKsAO!}1Q6fj%iL*(F5E$1^1CzX6m#Z-w7 zXdAgE!8S8MN)hBW`?7?>Rp=s=15IL)wzZSrN>mD&Xz`Wgd%%NRO8!dI>+lRaDI*Jy zuh3dF)eHDcfzvVMCK9HrUHRgInojJTjt?j4h2HM_)JhVAcAMQ_zS#EHJ((m%rV1s5 zi6EieEx!aJr-^k3-2Q1O{ges18GQ&v<9vt>a5?ee(YmrzVUmnXoSt?6S)A-_>8%dw zV}%TGM&cYk0t&L&#kfxFZzRv1 z1ohGq@I~!Vy9mDsr8fPj)%vq4@8%Um=lK-iKos-@DlyQPZN)?}*^itT5wl}h1iU1^ z7GCl>Jt4SVX!9x4tP?(dyieS9{Ung`X;rz|Piuoe!IarLt%tJb5b|k)sK=|rxMTxC z>l>>^UE)Kd{E4QQkLlul!b@uB#&SXTLvT00)o3(x1+kPW7`I z4SFF-Yzhodq2w_z0V#m9vApwj$fT6|#nXz34YqU7HV*sRRDd(qg=a~dS| zi6ii9N6uFCbMY%aXn-S2&+a`HfzCzTjt=;VkweiqD#ZSGfkJJ2c0y|Uw}y$F*>;^2 zr5OXF^c6>RnR4ecVHyr477)lh;s0Jf4(j_mE%laprjx6e#DL5e%(8^E%qftFpw(Tw zD(~O&Z1dftq+QK&*&xKC9Tq&5-W z%h$Q>^Wu6$)zq8IMvKQeCJ4<7z{7@LQkvmIsF~|mIGEfzeAd$6;Is0HREwn z9J|`Znd^;wZ#x6eLr5ED6MBmW5GgcD4I?g;ZOj(F+{6?OtUIK{yB{eiO?i()$bS_x zt7l%%fc?oyq+N>KxkB))ByjD;BEKusKWe**Y=!^#m|eh(3hTT`syf4?-+F(3h4on7 zlK&FR*-bD=+U4!UB7HpLUFuW~0_XwkHbF4&whuV4vjk{@+)D%TiUUfjs)QRxf)=>LzjLz%gzTj;W^IN zsnN`F0)d}1o(*MNKN1KQCl^@K$6E?BK=!Sbdxv-HltWri-b1$(U(G9d8IdRMAq|tm zpY{=KiHu_x3Npm^`XLz*AE12hJNVDe2xcpKxAfMBlLaximXU|i8rNzGzCdTG*5?_w z*fj%Dp9_j61$Ijt8KU0FI6+U*%nl2E%_$y%WVd-~;O{f6@X2a1;m#8Fzy=layu_(f?ZNZ^<|E_UB}tJfu~I*YXnQ+{5Wa z_cdFC(2n!!Z3x-3X&g9zd)!`0I?pfT?9R+B!a=yi(Ja>dwf_Ck z)n}_)czf?d28RKe$KIW!pHlL-Us&IN8~(wg%B!9UBEMdug}Y22FWqA+VONxO5D_hr zGW9$q+H(T3+588DvgPKAJ~jTHku*N7tJ4tWkRuCG2qx&nV5HRShXPHfpUiC+&g5qkW&L$Itc9uKeb#3fbswy`Hu4o};_?G zZENJWR33mqn2>7EzX@hjT|y(G^FyEa?K*MbtNfeG>rVR;Rz~3)Te7eAPxnD{0cL8z z%m5=^@rr^9eT1f%Qv0^7NC%{(asXgGk!n-jZM`eUJg5JD2Yzez=r%iK6bbXZD1f0r z*e+aTRn2hvhmy?%-pbt5=Lf*}UTCkh<;oyq$i_QG8d<4-q)fGZK07lKMck1wwwYl@S2ibSHzwOW!c-bHeq?0`McEUI4*KetQ% zL^)FL8RXC=$5nwJXs~aw)!XO z{uV_oU~hq2`QI*B$NbAP;4HjeLyK2UK?4I_LFY9-4t@JG@N)Ix{|tu9Wjb**Z&aCO zu5~5dH_f~p0a-Ah`XTibXqZ1nlDdbs-8F^O;)b&St9C|i^WWjd{EM&d>lHvo4~2jO zKvKqi|=k16)SJO%t5m=sLJ z0(oyP_1vul(|$13DY<6$mv)W(B7r+7KW0HJ8jGI`mHDd^;hhc4#!#yW%?{M<*c&nqF|EZnnh^S(f=la@km!WJ?w$snkWa?yW8b6fK8X}+ zUdDTod*dN5a>-XXx;NNjzQ1^C!niZHM~@O{@KAY8e*W{e#+{Igh(+(5TQTzLG=vB0 zxs0QX|8mdsX592Gt(IT8Njeoz)d^4HMt;Ql6X6T+EPa^!e}fVj@*_lgi&ikobHR%E zL{@T-Uegp&oQVd_y^6BQ>W%(^BnkrX@Ozpmn#E*z5b^yB(WL4I{xWZBYBhWou}Vgj z>Pe*8JL^pd-JxokT7YyRX#7#B4D!#86WQyGODMRtXclj?Ufc<|{seUJmbcgJWZd!} z`OFWS5h~&~2od&v@C#@)$tAl;__s2!;HNHaq2H`b6)JW~EM4jJbnQk$t!$e$2xXk= ztoYO{UGn2sQei$30aLUs@N$0VDct1udzYVHX}<}%DNC1#t*u%l+3%tyMoV)A_^f59 z2hhd1$MaB!sHBBp3v6QPtuSzm>BEdq6YxZveOCiFfA&2c8crRD)q#Ybyn(OE1OQ?x z0em}CJ0W{nVSe7zIv-(0!2AT6NhI@!B}ofk!0P}0&SQLXXpGtDhH!)_)lJeYrBu4? z`!6zba~1cEw<96kdZq6G#5R4FCypnG!?|u0e5vMZ+J}-TXQKzrJN zijMwZLQC9ocTB9&942dK8Xf=hvh`@>BEuhNJc^cZoA>(u8_j;ftPk~suIBg<)G+X{ zk?)A723pWodAoA{pW1qh+*(Nb|4XTO=I``>U^1M#5^?P=ZJMse!W7C8N$9aXSN4iC z+1m#Uayr6e34n9DYRpE{YnEoB)~2bvE;OYa>qsXZ_4z(gwVYKE#<45xK!E+l2T0AlKL>oKB0fhq(hk|d6Azm8@cxUu-~wJc z)DFFS*gOC9+wk-?!Mbw+)i!iuv?(%!WI$A9B?IM`ZbD??5qAZ{-JkGG)mi|X@RM*h z^qO>KBTfF18#tn?TXsHJlaO!Y^O7}O z1gF2IP^hw!++*U0HJ#O_&6iro&w;9BVDuHUA13lt>=BJKU6i-WB$jf!C1cqArRoF_ z@Q<_%Fpc@)4lXD#23!;+2$ENUUC);`yQOF8Ap;bX zkNyDBy&)4ZQln&8M*F^$jhTufhzP%PK&d9xXj^f~YI}9rCgagrBWMltIXRC?;Q3Tb zoP*f&T_n2|eFReWSU$+36 zHM8t8^y8?wLT5~_gp*!k{@UdRCvfC0XDGSGFPnwTh{x1+w|!x9s(q4sue|k}_K)j6 zgmPD-$|faH8JLjiZxrD|RC;R8zL{|IJLiraliy)?vM z!kgd0mb^lk>+|6SDK*Nr2I;4xBJoSX=W@nRZkJa)@__c}Gh+neG$cgh-f@rm-la&8 zce}+w_}lT%sfrTKxAe8hylb}2uQ{EXkQt`l6up9KA*nOJp(4ph^q!9wrf4JRE%dY3$hh#++sBJ zC5i%eGq6&9xNz~~^kZhS&;K2}#Dw&o59d9c>W6OnikwIb1{;s5f3+{ECn<`#b}Q@U z0k(KTe#Qxc{?FK2=pB;m?&XZExiZ>@pA)Ru=7V_6hOn6yg!jUI5iQ*HP#a->w|K?I zUWdo{bFL5RX3&}|p1=&M)|?*Rou z?5B|p0{J&6$lpVL&dBCx^`mSuL9$StGBAeRE%A45Fvd#4CI|qDMt;p09`K z-8MZZQLY)Bx7ig9NWt`BE`-5zkndp5VfT7>cZ9YKE|WUaoea&qlo4z(JOG|Js)6xo zOf;%gdgGrlDSyudI|T1r40mIZ6nWa7A{+sZ+iuBVI`B%X=nlXBJ|>wjJ^I3W57Pk8 z?ea@VwI%#ZHs$y-uCwZUu+ur0w^5kEFrSvtC}g(~{`C@XP*DUoud;#Urj2Il1Ear! zf7%-prGMq(i}?H0Sq1Ma$~7|vDaTO}do02V>fn1{SF?VEgKutt7*OH!T08XA74fDN z2eP>+UpliC{x>Ir+S|?IOa!0ZOhkBdUG{lxI;cj(itP03urP(FX?7V-50E}f5@gmd zR>Qu;FO$l%i+b_=izw>ip`OWSW4C4b;8fapeXTN#*qVAo{T@bDvtsg@+d(J)O}{)z z9$hDVei;3vB{^#=y`IS4R!$kdXDnx-)kok_if%skE~<>jP^1{B7u+z2JJYIjx<7Nk znLv(P=YQL>5~~|R@8sFzY{97Llfy8!%Bb}6NC-U_ow9@1)@BVVxQ`D1%uOFI-NQ)! zRxLH}L)|FY>eHd3Q3I0^BHMu0W3zSCg?(YH?(CyhpMDw70)P=X{%ISJLOX35X=^#& zRK!zby?$UFLyd2fJL%3_ib+Bn>L<9v`ZR62%HmJPB z+YdYOR7M~?DJz#Mv{q$M+6O=_D_U6kxLQJ;h~I(W6`dZ!BYt zc4{-I>ROaN;e(8VDV0P+n8YtmUL@Y$yw!?xg1^iS;gS`3*GO0(=#GkgFn!X1&8OtJX6S&CW+-%kBcnG z5_6s(S1Rjsdo_O=FAISAQNAtG%O!ax8K^u)Pc`T8WktMe#J9r;yDK`4&be&76d(jo zUWq<+hVba2Ib7%JgRXqY-?_$O08LZ}GVaS%+W=#QS+7BQJ*l5)ab%c4BVNAEwfw?u z&-%rlLLpDLXkpQd5N!_&r!12HG)Jw{g4{*V4;v9q$*?5i{vdkGh>)c70oGP?Gol2R z&ZyBbg(ovOgTf8=Lg!oZODK%UAtbL{9mod~nwDeN_9T{EfXmwRP(lAP#B%6KMR(sf zj8syt33O~uDp3^e9X*>=%#;kk8TcM1;wf*l`8~Gw)Rc~MG?c|Mz*0kLP*EU?^;BP} zOzJPe&l3QHGTw2=O^NLm7~w3^=%Ob!NAo+t^ag3!*Hr#F8Tc<~jmxn7lb!UvSOXDT7>0_vYmD zNg)(bvorXJ4#>vMLmj?WmtCFGsMLNHD%$toV^zaT;J}ovepA5hW~ozlra4Yc>L-SH zUsV{c=K@UQMItTCs@&#==< z`}sT}&&}Bkd4o`j$3wN;-SfE2+BAN-#2E&hK$rkmptf7ZMM7c;xhoTFMv{j;H5EzRREnxR$!$W|H z+giUZ?0j#GSG?`EAP5cTpNsViWeC$W8;o)}Rw9ESEm>O*pC0>U(*M6K4a#J;j499+*t=SLibFt(w$FZ`~gbO+|0h_dJ zBX}?|p{nWoOdCgK*YVBwM>qxUdIUF6_rP84IV1^Iv<&~bt1Z@anC3x03C7*@V&kiD zzmvBZFn?DFGfWpotQYQ&To;V){8&`lzHP$sp9^eZqyYJpR-Gf=b#j(2Kso*%1ks1H zQSFnpVZ5pyY@_~U@%Yn+V=)LlLX89ih0yDQMahMJiuD{QxSx+h z2l=zdQMYa=iA8Rp{`cYLOPuT5Xwu!wp9h}bPeVUB?wyhye2@HWohfV3<+$QLjPiU} zA(5ph{sDTXOkxhnfz5Xu#GZ!TZ*P!rlP-%n2V(=4nX{9g`~t_Hs=FWC$H{|n|B#Xw z4M_3MgqOqfUaL8|RnNXNPvST3(BtH2z7|K^OvWO8O;~>H2hho!_ypI{s#H0ZMs|W* zArf{dlB_zr=2Uik!$hO7(vBn1^BPy+x@idaR{|FbWVs)^8F`hQ8w)>}u8pf2)_LqG zje|FI-k~-GCa+(HqwklJ7pU&rCoihJO@&Y2wtzm(Ou*ldXJ#=o@88L`ku=-M$P-sO zxy5i8nGe0EsGKi+ls~-K`&-wU+(B-#{g57tiIPKA%9<`*Y zwe!uvCH4TH|M)sFWN9+meW6^m3)u4%0v18oHJk7EYH3I3TD4&<+sUx*JJ++kr)tTr z+_|+}5^ZIdiAd~Lf1w$G;V7ZSgONqc_Z&F?)b30pf74WZ_yRt=-KXx#_Ti^;o}Ko! z$!DGDPhO_%k5<&+2KdErID{$$^T^>dZ+X=8wKMrBS?*Zv{iU?#Q))<-9_*WPZ`%4j zb@qDU^jX)zVw=q%@knk%l%)!GT2|Vr6@TPrr?1q0Qm<0ir>Z4eywQX@m-iTl<{?gnsxU8@!@GB(Tt(@ z8wX`1ibKy-!FYUV=T3*!+(^k%6E=3>hl#eOG1!42_>eJ5eyM+T>Zg1S%!tH!W{Q`m z`4KIBU>qSR)~xf;jmXDOjW)U>_8B=pAwD#^ zIa5NBCt9`^S&GMyDF6oOg=E)nK7_g4g9WgGV#Z|U^w=Z0 z(~dDi5Wvjyy(};$G?}owJ8EmBN;sM}gsieXJ7A(CBZoVCy7|wbZv}-;Ce-FM=+8uN zH1m{RN$O-Awhkfqa|NjkSriii=LRMvEUZ}_( zWv`4Rt8lhch?E)8z$N2S_THCdUQx!`E-Trb&EfZY-`(f?`_sJF`}Kakp3leg@q9iX zPc3&0g)CRr{5Nkl5=tG$PKit@-}@1XX7L*cc_I8B<7WVo6-3#3R9Ut{ zmi$o_EnV^OM+eO*Zi?qHv2k(PvWkK1_edB-P^ey6Ejeu0;r#0P6Ef@Pgc*M-GLM@E zl7YC}-afrt;i;~UHA!95%ED!p|&zGK;J`2Id%4 z?4t;Fhm`pe_+9&kd*FZbwe6`*pDoW=tJZ^;imCR>{IA?(X;JWVz4-LET*fayv6S@; zKm&`|;t)0@8Z;oc=V7|71ZKt&*&wcV(Bq?{)#32&b?FclYStKVGDP@3{JSWneChh* zp|0k;e+#93gs|3}Uye&aRYx&^0pofGx_f@DsAy0y-BIjK<)3jI%M5_hgwJbihj}+k z+>a*B4dI+ZmL5YYT5$z|X2X6CGA_QA>d~KEpv)Asjs1D_ORQJ9QmhLG7mwvzsi>LK z_JTJJIyy87fg3df13A1(ET0w^$lS8WqM=B;rh>j1f`ezcr#oT8nB^-EG8NFgf?$ngn;_+-%Cewt zV_HxqpcTJWs{nWA64lvSo@Q1wm=_-SZ<&)xTa`Da62^PRpK_gL9EeqvR~36X?&M0- z1O*&GW+u8ZZrf#M*`sthos32om50vVFk=d>qR=Ga)&7O-fJQku!XE8R z#*J_oKCf1c%qMN9Mqk;y7%wex6#u!bf7p=S{HQqg=8pJ zUPBgJFn??Fhg1cjO~|_>-dLL@pnbfyuW2fHy9Oa$m<04;*a1x9@nB66vcT?ssJg*u zXS@0p^K|w(1`_|_1DX+&`4ddJ)zcyu9b45>o=osXW{pCrA>!Xa@pYGmOchR;dextk~CF>N8vCrCF-= zL3|160zmFQWklJdHMEY{rBH%@xl4HcK&Rg7RZU;PGh%Zlkk9ujGF-S>$WZHTfGc&e zK9w`U*003ypD9HRPoJIEMje;fLKKdLoUpC6CWHLojwG8Od(%dXJJifHc#z<8LDnSM zB)ybdy3w`NYT|l(0meX_B67FUhww1dJIsTP-rkqygss*?o5l*uvXf9YY0CeiP^Q`P zY~bJ&vgEi*I_QA{w{^3+s45(*i65Man6yE%GzJ>|2iBF19!CYDO0GZS>X&W_5Jquj zGbqO_a3_(pWrW2~pWGYGf0Vt#n`Sen z^FwkUPhQ-&TUMT9^`|1vx&XV1K9~BjC)v{4r<${)$49fse&&D^8V}*WO5rFa8+xd~ z>eI0VzeTnI5>4aS!;#O^YiemirKOEtd=@Y*36T+ca{Dl zWNm6d^~i(m59R0}Z--o4RO5d&NEH$+NM6|JL23}uMrnc8ZSkC8)S(aIQ@PPGgj^Rf zaw3@5XHz6=*KN2;#pLNeI^mQ5bR+vep0E}Si%{D+2&h7bl2|cK!007Ah%xH$UJ6;a z@XS*oK)v-~6v%M@oJm`^f$GLDfquF`Au#1U@*jIfOSY8^u_prr$qh0|Hd8)k$-MUZ zLARV+2dMgVHwvJFVd;{Pz0(h&-I}a9m1HoOJZJ5?yqdbp7qCto zm<6`bq96aV7!>N4Nh-}M_G^*~0+9HZ&Kg0~$p_)bQeO>2HCj+SyzckRRV9jY_xLyU z>khp;1XxiZk{nXpjSi1%GPD!R2?~<>g}nr+e#jMTN{DT`r)S0lWvM1T<|V z+q`)wnd>Xh`R>f0I;A^;+g z@j!S0vKxpzFPy3d|LB!yGp%oNYb%!yLpS^1ne97Yu@uQXX2*%_5J-!mdGb*AmzT{K z_6t_p4FU2fGU`CQDU4sdBi8VN{zdg`eExXyh-_WPLO;-IDc?mXuG0>BQtKep5@OeW zUOhr$bP-poc;f0+V^1(;P7FS~(M-8BNHn|Xp@FzRl2f~m!zcQJYg0IggDlin0R}@1 zJp8Q?nw9jD&U=vm7}P<~Q0u+EsxNjJ%}2pwD9+J0l0PHDMFZtVkvy5Pai=>EsG^qK zESA7OhD=!A1XH=z_A*byq9NqSz~n2F$5D4G=Q6S*)}zk@;cDI#r3i~=0ne~1dsG;T zMcFaDh7S5~t5fF?;ED_0e(2mK2aFkLTUUecGle^0IRYR96wcu0dae3GocB6uAc zF0wiw>Qze^GPxt$?aRE< zRV=WiM86*yawC2t)q!eDQWu)4gX~5n-{-(v;(DB>v0?1m(sy z2r4I+*dNR>UGMfd$3q|)Bl#e8m1L_Dro4CK$|B885+ue>q2(KQm|1*Lhzbr02 zPP54ax<2seIO?l5csN&|wWy+S>siQdg25`8Vr`x~lUp4s*kQ#@Q#KDeaZ>uy(8%&* zVGcpbi5Mda3e9!}8a{@N#w3exHQoJ-fZi$(MRs`=h0QlZwX&cd!{n7}Z1p#KFa?4N?feZsBjg^WWK&ukW zFo18?~rQ&07FlfvF@Xn1a4gBp;YZ1QsN_X`bJwkeB%5=zI)PBh zv-U@_rDX|;p(Fn>IQ9jX(4U;%t@6DKSlPH=SeohvB({S=y$%qcpl*33MYSF7H+BjEW#B2b4$lb=1b=75cRBK5)odZ_CB6uc#+dd4%_53}y zh||9XcAZ^Gg)N5b#o@)qpdoT_*J@amQl1qE3k?2NVTp2eAZ6heOhZ9cynvDabMM5) zBFC|W7s7@Xb~@}A6zbl^EqE_)KOl!(#YOdbj@Sgo*mqVbkyFNLF?9~KWi)YQ0Z<>& zMr*A9(ZCv|`TG?{L=S~ow#Gib^~M|#a?!4r#{j`YuI4|%vEw_6-{nzHyTf`x!PrjA z_jf^lwVS)^1JX5~wpyI+T<9GNX?oEO;4~y?%+vsTKauM57KZ#i;#ECQRt)pWtNfyr zZT{9;BVlu4``TV_=LkrA6RWxH>+deM-)d|$y*HdZ|LR;*;qY}3GOdt4-v#%aD?lOP2l<@( z%uOs$4twXnIc>fZRIU?`S&(msUa(>u(8ORXS&;94VqP2kD9F=rMsG{~zUH_bnJg-L>}p{r!55ze9VD;C$#`~$R5(2t zA8t`AtGpHrg(6_!PwT-NTgl%H+$o2}&w4|qr#`N;Gdb@@9kT~A4) z`9Lkngj?8C_#hLU?*65m_2n=B#Z8qdQ$^cKhk}F1{{|pU`jv-dZ+k^`S^j-hZaJeB z`)^JebR|GZ!- z;W|<8_%kJAVf!%INB!gM@g8XQ$m2V8j``^B_|rE6c9^SMM)%5yZ@f%Yg7B*sy{RfR zL|JazYVx+s&FR&ShaX34*7}WJ;>Z+?CIp&sDXr+6|B3S_SqbN!cj_`0SK5K=eB1jb`RHt-$waXPz)r-8gr1T)|Gp}6Q1hINZ2UbN)-jl` zYqD?~I6v8Zmk*DKO%T688M9BuoIloexB4qW$ zo5~FkYY&3Z8Z_9_spN`?^VSL|u)*%vhD)Po39@k;L?dr*654HSsj4op==aO=<0O4c zr|VE=Bm+qk#^p{?PT?+W5KP?J13VlM6~l>(|GxSp^{&XLd~)byr}Y_MX!~z9Od@D@ zwVGbQ(dA2jsXc6|J@Kh0$glGg$Thug&-FKCQ2x({0`at?xc9~buRy$M`J>V z1IYk+@Tnw#+^kka>+C0 zt23lz)UdWb7Kcm0^WxO*f{D6)%OuKVyJl|#R_%~|;Ze%!oY(M$jv4bUN@6j-45VnF z6*BxpaP*zp_t0xM;<8i27)6%pyRm8tXQ#LQS%FvsQImDb0vlpof+1Qd-%vZWqg#Cy zrpwzsqCsR}q~2Sl0raAu3^m+JE{8iK8vU+#T`Bii3+2+)R=mCS3<_!S%BPa>m3c;u zNrj)@z3yq!rSas3`cxp%W$7o~s($-qiKJ zUg@3f7oNR5C}=){UJiu{>3~Se4B&QA!pu|W6p*J7(F~tRfy3z}1)I57Rxy<3x87T7 z=f0G~-udT4WTKLoc>ezJZS&PNiNkx8G`)eQ(Jp~uj=h+p7N0Qkh4~*@vlAGIb%y#L zKs+z=T7BBxHq#I7_8lzvdzGEK7~i4n>JZ@5GTAAocjA&HWc=BfhetG@3nligU{pzwmU_*UBw=yMN=Wxw>2UuODx9$BIaK? zu#Wl<|6YI3ET_K8W_VAYrE%S>FZv(!sLynks0d81QW1tOhYY%2%j`rH-QcWWsk@Gq z?b94&q`^aVaQWO3eTun=_L9Jf*7d5!>GW3mrOUEB!(C4uK1S^B>{29I_H*USWOti8?gxBKp@S8tJ z`We-0XAZoNftCg7Nu9Q%fd1WIa^+MhJBc##Oiyb#WK7uV&{c&jcJ$fMPupiy{5>0$ z-~KAM8U>R#pz+kZK%K=}L@^rg-H9mku2L!;{12s|f#obqvQ$v$n~YC#Lfql{c9rbB zRzaN{o^^&DdwzPTxc}AtN}_}iNTp(t>6l^$x3{B`ByPf@(!(s}Qk*!dT&BOK!so&& zSjWOqN>KdFzoRIHzjm6@gt=G70{trbf#nDWiuOu*Xfz+%#~-?Fj)J5fanPE7NQCQ6 zzv@d>0lkbL)DMOZ=y{;>^ZPL7q?@k*-{2Y70MlimjyuWpJ@mYiriPa5 z@kN6t;Xs^tEoClxoOxJht(G^;yS5m4%9f{S)Acdq6!e%~;rPQGmXf>>^d$79MEHdm zK}FiDqI9$0<5w>=HT*Jz*Ylj>p#_uY{=U{vA1oVuH&yZVZ)o7v5nt#*WmSbOc!#|N z`|ip$t(!@GP2b=o9_tL(n>Kp9dk#u{JA@j(n3VHd)q%IIFAJU#aUqnxqUUcFXnTGi z^*w6MVGvdknfclzN+HC8c4=Id^8+7v)mKk-+>xThTy!P;n^6|aR{&XM3BHUUH;sO= z3(V@O8`O4D%)SWp{f%U+{yPm8UZ)*iaz^#GT8GNTm@JA<8>2Ev=y~dXgqN_Y+>T2e z9oR#8O66zTmv5Ps$tF%9O*oye$EQ5gUq3FE8z9!uwUfF2`#>R93XH{8a55TV=GfYD z8PFgk^z3G%{0eJ44DT5oV_NDh7kz$z+@Xs)Dfy$Ak}GYu%5IgW<$ayUSt>x;&~f*v zolbGh>0PHU3f&*h^Mqf8$r!l`d}4M$ue+n5SAAOu)B2+|r2iPI)&bh5A9IW_B#vtO^k|f6*?Yv`?0m_qx)Tse2QBR?j=Yk|y061Ob;nVJ~76#IiM zaUy%wQ#9jOq3y7Fu4I!fys%SKNY(5(Lx{WU4gn7*vI?L%rAEBgW9-h!(ZSfeK zt6SDZkAtUj3M`Kzc%1t8O>YEBa5!_F0S|m$VxY>WHdjlA5X&o2G_5Rn@fRH0$Iv?4 z$z3lalXO@}&4B`R3D0O5WHi7LPQx7Ut4FRYI6;zQ1zc(lZ+V`_cZOyRrZ` z*ZT7l4{alddb+^h_|f38&htMMLlXN3irCD5yTu)YI1^|moi_B7E|^^1I{9GlBz(?y zKJyYU1oiebg|=AmUN2UCvCA!9z`KGKS(mF~#}2n@Q{FKYPiTaJYF14gdJ1!Y3>J0! zbI5lk{JCCP>3FOU>44&U?e%Jw)R_@euflE~n**0ZKVDCD&^pdAXSzzFqHJVlFFaW? zT0#g1(jbAYEF}$Zdh=^?U=r;%8nJ*6bD-pin`4fg_W?>2){(w{}|Sw5$5 zJdcfDYMJv@S_*`0Ny1rI#V_3w55o;(nr%q$ug(VYF4R@AcGS~BV=75HEk290+ z`0!(FME1_Vu_*ZO@yavv`YZbdI9`!dTG@tWg5O!_p~CdjYrBS)y18D3-{`Rj$wgt6omXale09BU2WCNJCc-$LfzJw4jf7XbYh$Rg*Vx ziT>)K)IaH&{w{Ti6k|wipOnl@{jb{WX7F2JIGGTV*@2<)YL~)9;~qLhyK6#Y5_Z&) zFR6>BMEToE+*-phM~4rnLl#<|VnS90Ef53>t`w&4F+dKOn}>PIoNHTInZH$!t?M!I zHk%H4e(4PS=2G}*xx|vvd9^EFi-(z!6`uhdC5wfOUQd^f)gkAx-5)Gm;4KxqUF@dv z^R1aZA}ml`bMSuk*5GMeGuUM|ixiz6b)LXiIV`LWFy$CA8ikv}e8B4!2mg?g9_^j> zHGDBwA6C+&9Iv3SBpEQIGXI z{mVIhV&8eHjrw1lFw2qK%eq1rr?=>2(mT##qI?;8TWR`B7ETE3^M|p(PD5CrS{B}J zD|WH5o&zaSn47r(UE&}nP2~F;JI|40j(4)_F#eFed%+`f!Z&Od_tY}ZQ1I7v=;c=p&>VaplMt}^ zm)Fj9NT5;Ke40#C2HoGXQyo((!W>Oqv=4>}FN24n{qb)+ao z)uFXt4z$bujTZ@xHI9)4DJi;)!!+K2h`{}WeS==LuU;>phtd^tIrXB;IAWuL1r^lh zrQD3aa)2r^ks&tK>sN3jjd||9SI){>g0}8*TEOJ*rwyrh_28Z9Xt-w(FSNZ<;9c&F(Nw&q;mc_FWM?uJ}X(6@|{`lmxQ zFkCQZ5jXr^Mo1l`7r>FnemIYsq|b-(O7X@Ez%6#Y9<|J1WFhBrL1Lhciqij1OpSsx z+wJg`0fQT}QhL61*$CpR#)s<6XNIOe99a&`kWB)07dhp(qO+?H zLD_mf?HYLv;T&+!pXzgw0v|F>c$hX$ZLSoVu6k9a`B;G)PJDzSqZBvgj6Z`*2+@Y3 zIW;3Csts#G4`D5!L^tAc3B$Kn@r`SU`$o4#{Cu-;KE@dPK!tnuPPZ+R5m zKgjQ&Mtptsjjw6GEMA?@wottv1j- zxb&2%$x*s_^Xw!K&s4DPZdwC+hA#yt{M7cp^8h03g$FPTWt2$?@%VzTebcu?O_udx zvsdr|RFIbKbEvpB4#uHzu7QJ2D}z!DrTikKUtI{NAFBo2ZS{deT6(m=v9t0M9{Uj_ zw5EgF5}Zc}oLTSlZAJzLgE#@ga5_$n$UIEOc3SV_xbQ5S;Mrg%2$%!cBkvJXQZQTf z{ZZwk!~Ij2zqmJxU1?P&{4UKu^WSfT960R%IJYk5d{#6rF659L($o^#&2<-g&tU_S ze%-YgW`v@eo5n?KsDhXG1*q5xBNTcsw(U=Ehk`SJb>lk|@=R3WfNZREg}j<-T7Ak6 zoIEeintxus=bKJT>qU-f97U!quk+rnc=F78KUT|NNtlKd&`jmW=NH$~t(-riao#a> zWG>9kjgeT~VqN6FZN@uau+9eN z{_fH&x&IzW-4|UoH3{V4aA5~kUj53Z4Jzn*zdu@(M1j#4 zpAKJp6g^@2Gh-N%JFBzx!Zeg-_^Dungp%*Hh7Ysi<6*hSq38i1JkYh*aWlR^>&EiQ zm=MBAT->@sqEQ@Qzgj$zp73w{Yd{z?(yh)TG|*eXAs=-T21p7k=lQU$!|^zni6;9& z9WiqzGN1@g<6>&Br5hLj+gBbpOF6{>E%yqrwbD3`A25shO?om`Qb*SOioIFbJ9OtEfZ({d%qV)&B@mt6+4(dHoAJ4mfU;h+nxFoP}&R_IYAHm z_=A*rvyNX$y<8xC@SjUwY@Z8dc`+lswMImXdA5?Nu4BlQsr5~Jrk&f{wQixJlbl@Z zkzLG@fYO04gkRk!_zNp@Z+LD6ZjA6j;E+-EEuU}Av}^_{c%e#sts+{ zjH(cGMsM4qAjR5_WJB3Z9SOnh=wCLn(`iG>!LdA4f4WB5`8-KM1(1&GQx%?l<8~@p zv;OD!zK7W6_=C?mkVRS!FY$Tu(M?gb@SaM=$V|QRxs8f{Q^fgc{*Cu3+;RE{y=X66 zn3*qFrNcsQPm`bWq{_n9?hj^QPkBWKqG96C5L7+Z*V&`o)2DX{nQoIWj<)B{Xn3AO z^2LOlNJ`MpvACanE(!N3q|@&@R9kgg)4D=Xj&ZjcRsZOjwn%For!#@>!;f&o#Krbl z;rZHkrG%b22aJDAB-k3{laf=Kw<`p-&Mg}>*Qy;9cMm@}!u05N{g30%AXoQ9{>R%kTm*(XKVXHq205{pIsWvxpZ@2e$LaYA z$xzW@dohLv7wD3n$RPX-9Wn2cMvy?Vt4am-61HP1*psVj)_?Qu5{~OIIO4mSEcDzG z19f*%Hrgs{Hjeg-0h)zn>q8AWWfG*5EaPDonyTQLYzyLtNfbJHPiWI{%UG?;4~*svOO?Yq>JY80Yq= ze-C;c8QgjpC~GOgCpZDFPIzFfzGj*~5^;cgkH=x4xM!dnQJd zWV~FDA`Oj{$0^f4DL}C=5D+hZ`TCh*aSeTUD-5gsP{c;#BKa_Y_WlsiDHANqbZFy) zvU@%^pZPHI5TOjYc;3b3pgM%wfkn>abIp=Yge&P$#O;XCX{g<|{5;cY#j(V|&~HD= zad-Cjl7|qm$!fb_cK&U0lu$Ud*M>Xv;X*$j=8tcM0jn&Nb^dLfIGQ)|!$8H@l2`f@ z=zFfmVLW3VZOKR1-LF@9JwBrsAV6fW+areFz2I-hi;%*BWr4zRf*7U*ND&Wn{kk(q87lMct+ zZ2dSZ>&>tSaYt_R*M$<#)|As&nAI;2T6F#;-6U$(H z3m2=NRDZt{Use(R^YIz=c@fPG_GXq_@LOC8W>BOOQD=*}Q?AQ-;a->sktS8hAb12U=^iRCt>ELr7y`}US36ZViNu;jyl z#?l;PnSg6Arm;P zDrEG?Bn@47(91&hg~DL2!I{tP#d@+cQQLh836CW*Db($ODmYbkjY6!g+dioai6_5L zNnf))hKAO&cpF6P!@oBIA+AxG+HsN}gO@ zhN{(p)huC6@1-qwJU;ofR$$0}-H7dH1f_L_SfvxRygdz}#F`rq!n^HY9l6C=n!pX|SWl#G-xLvJj< zr5MAmvV9jUnJoE&j}E&Q7xRldo|u(vqpQfX_KaG-Ro06s)@&Ph-&|8UKtao{lMzTM z(r)$$WhvQ!CuCll-ai6W;5blPT-N$~#AMJ>WG=~$r=vWE(m|py%$DJlPzMG~%Ua}0p7;i34!83ojmWjqq{4?Mb zQ|b}wt7=Ik&PlJ!loU2TOYKF|c=X34j|Y@J;?%oBPE&viouf znmc`mxM+A)F6N;|8>Ur9H17-|vh1LY;Uam%L(e%rl+TD$qZ;25kC_vy)#9Bj>l(|1 zUNVnJhBmEc6m73dpI5>|fAal*^yR_UTRS$jmq{)$0XDf^u4FcOmb&?tw=B;f%NO^Z zHwHo7l@Lnd0c08GS3M6JHCloYC+oJhn-%?VQS{~0^;Q0AUlzH z2iO_2+Isj?P=@J1ktPyX(vuwL-#OC@uqY9a%ejZ9ZnEWeU-~HaamWyYR8yHM@%D)_ z(#!$yTbl4R)8kM98)?lAA-CCE>jR5#x%kIo;O0-Xx(er$cW}ewL~f)5)}v#!8u0$S z7mz3QZ(NDD>=QeeJh{HXFNz!QCvt4ZWhhN)J`Mcx(p#SEQnuEiK=4+z^LjfL*x?PHZ%%T#K%n0w1sG##U+fhOi2_C0S z9V_Fq&uZIul=4|>R%iWr1!{VeAnJRujkaQ9-hViy*(o8~l;Asj5q+0&k9{`O3xX)Y z1Jp!_(!Mv$binHH3xb`m(D3^MY`ZNEwcV)4=2VGa)W~LRSiXlU_r21&LS=Ke=x)nh zR+23X0NuZFc@irK%PRrPyREy0Y9Gd!Uy%%IzFPkjlbdbecB*`nch+MXyu7!TIIp1J zkCOS?OKQ8yP1KOVQa3J=KKx$u{^~*SaD#I9l3iSlYa~6DCvk%Lu8Zl;d)dD#8 z{7S3+12V4CqDG8`H;Z%YWC!)FiNrA>3HetE zu51w00SN~Ai_0Yyt)}t{QR?b!S45Ljp7%G2i5A)rht8`G9<)84H925KCddy#)M#s) z6_&R!-Tmuw4Nkv~dGq>pPfG~0b{OHE!irYR#AT*DdydWfUYokN4kyS=ug`OU2zLne zR6mDaC^um{btPiFl`oS&2|%hvkY9+&tx>cZ>I(9H{>jNwg112p_)i6VXuc5$rR{sH zWsJ14WrS*LmHDmuk8#VkT0&q;-MR?=+3#d^-=dlF4NRp>%pRI>{_8E5+aBkj&jR6O zntMpelEH#-!At_qLFqu5+keTkFd+gD>S5%Sk`{%R>^+q_KXovR)kC;|%d8PAw`Lfy zJ5QtRcL=Hx(pfTU#A?}B_SxZ*?I3~z=@#Kf#b~}iyV~I1Q3B#*OvIt~WqzpJdp(Iv zQXV3E*{jWGMl`s(saR*xoe5jH$3l897Bej~@spPc0U8e3cJ14(uu0}6Ea{43cPdmt z+Ye66nNM^@cx?*|<{4S%^xU=c-$?EJ9;E3q|CD@WvAc9d;h=kk%k>kTrz=z3 z`^R;f_L|H0ucW8jg~zeX;S?^-vudN)$~TPfdXu~ubBas$*q5O0Ln!|N6pnXqY)$>p zkdW?Qz=Lhdb5kp6T9Z*pZp-SAqNF`7LBuYmZ1GY}Hx9Zul6bEPV<>ZA?5a%H8!+CuVDg zrgOv;+i|G~YekDXLzzcr~?&y$?((V~~8r^ua)4-J9?D zE^Ed{A}FO1AaIm;-@i%`h(>TbEl`KJ|D~>i?y|drO=X)$TXCBjyP+nR-NOtRL%$eb za*3FLqS#r;cUNtAjDFrMsi5?^^YhhD?Bu!6t*1~F)g!C&z|%}_zJ#xV2*a&?KcAR> z^>~fuwP3Eh`9y0zAg3an05QNmgwvj*bh^yeG0`6lRszoPIVY1k`_sS{=T-$lR7eedYp|p1QysQI_!Mk7e3f+6*bG&QO zM?VXbOxSmXT19?84?|2NUL=3x)Reb~*DpCD`!|7e%+Dx`Q=|5qGe@#a0WKA*v?l9d z@npGiaKEbCV1D*Wp082;o@&Ws;{5^r-{priRzJ}3WwWbsILBFOSBZ~0I(B^W4*WgC|Yni8yKk%)O>u=wQfG{{RZnQVMwI;`2 zuVV#-i9}!QHv89{VLh&IDPQ~59!*KZyLHzJIv)`EjmfIM?LE7Y6J#z9 zRGZtG6K3O<7>2dWvA*+qEQdx8@0t*k<=`enwWhnO(e>FEBG-gT5RBn9N7(l0R$S~J zugwQXe!FJ=>6A1-Ih&^iVy?!eD$=c~D=4-O=A zC`fcs#rXGSs|#uq)3WQOp~LDQ+$w{Rg5V=swE-A^U#mxL=e++`g!EF+A^tocV`lU8 z!}^7D9Nw5&Q+(ccd{m2cD27`)YV*pKx2c@87Dmr3BUD~grXOU8%+RaUkdK6nPc=p! z%U{b}^IoQV-E`|wC3Nr=GX99qqf|edMD?9qOM)$zCjo+VeIy-JdhTpVK&5~*CVFy~z?XqNrzAMie zFDdm5%?s#D@spn~2icmw`!85)#|jC#E*WX+lEtS>(n>&6ooADJ*1m@lsx*rSea=YU zI87n{csrH4bzOl^fj0qp4Sv#@rk?}SH%CqOD`6JCB$K`*W5my-#j|wlZue0(%S|z8 zLj*HK(>_dT2Y%^kc=gY(bOhH6@#iP-p>BSP1(cef+7F^vYA-3hkQl5uLA#TxYzlZV zjt|k{CI0#yP3bcoJ<4<9Z65&bHo`xI%WQMTnLI(R2(^9%vY8H)!z;|Dj6xYgTkaQG z#pzV)#I4*JZ^TL+aOtzEu2P!$Y{&hrbsGzeA}nqe?^P zscq*5uSWBP3c~997ag-g#4Kt>jTnxX6O|FdyDzm>Nc{e~Zg6j;xCk9&olT~=Jya0i z3R5n)=k|lXbZ})PbVBo_8{MsIBWVKT*Ar%;5~2C)#zl+4dpA3u!T*Ra?$>Hvy_Jv% zi|%3lGf+7h;TIVsJG18xVdB;V{cpZzhs!LsfM6uPam8N~(wC&Ey1ciUj}_qj$rpJT z>+Wl2@y+FZvUFM#T&!(BESUT(HN;u%4grj1g8jo8(8sL9wKNi|L%!$%@t$NG;@#R?~2t{)N6g}Ru zHtWNNzL#9It9*TzVo}o7{yDrl&wYn|cERZ0Q}7Y^GNul13%;3@vBtYQm4OfA$sY^i zA1>5@ih+M6LKg9J)d%6h1-NTpRkP3cH9xJ*M!9pOb9%{19aI{wK6ZwYcx|&U8EyAd z`f*%{y<;%lRo-m_Z8|Cj5;3$`Jj#IRe{NX1ji`fGYi|)BFqx3TS%13T=9=Qpy!^0L zyc6_bA_Ea=HH6oCqMp$^;d^IzqWdkiu@|meOM-SmRw0#ikO;n_7k<@WKS1};DF!t& zNQ#E&huhBNC*)txE#HhjlJX|`e~I)He*YMY)oG z{WD8L1XArRj~nyU1yIAy?{@IY0ap!RH&{s!vb$4>N@DEkjB*SQIWqi$Tn(2Pnlsp? zEfOVpA=Ws>>4QG8xFAh}=fx2J;4_EfzNI7&1k+E~f0Dj2Lor6elSR+WymJN~+DVsu zA44)87^!a)bLakzpaH#{0!_Fxa{8*cR!upzifk`3b5&j@{Kw z{_i9g8TE5$c4U`JpO#h^8!UnNMagw zz;XV^vR2z|#9>zcq&aQC?%DHz%Dp9}z>&z^<0quWmQ-_+!MjSZ(Q`9bBP4R0bEl)c&+8+x&v${rg;?Oc7K^l%G#& zKHlY9?nrY4GLc`yL={q9JCPU4|J38^Ic|?mdE{ECTGF{3Ww99T*w=LI!2K!fx`CA>B?NR} zt_xm`I#!u;pAQT74%HYczYlZo4cKPQ8BR!kAhzO7b}OUZ=XRqx4;zprh5w+ndR4x! zQDwK4&Ke6_$MYhNLY}*7fa_?({u4{ne+2uU)dzZweTW~MF3EyD`_*d1p_!_0kD<4N zbWetq9)Q+&BB6FPy0TKGP6Nq}J-c`f`OH2|5?4lk#jRpi)%vbsuNcZN7J+GiT6s%* z341QuPu9w2i15s3q4zb+=vx(4pC!i&>9~g!)priKn~v zsdMiZOAh}{CQfv!v)y~g+a@>pi6dLBI=&oprE*GfL3p7^%({|X+tqO3JjgzU%;%Q> zMl901r4oCy%6QS8d-?wB+I#b90gT7VIBqgBhR~Xx_sPiDeDBE}DRV_oBgVha zWtyZM6GQh;`t^u_}-A?5y-N4z1Gj+ z5nAk7?b)z)g6e`H9CzjF9+>L+E#u!i;7NfIPryAh#zzf90TzUXv4yeYYFLKIn5#VK93Er|$ra)@`94 z#v~{ER&?oqp5^fgK814|=A6a@D8AuW)kM5^!?;LI_CrqFt!Jyfv}GYw zG@0f5kd>djB?QXsm9M-#jF1d+=^~c6buB70BA-!Y#k2qWZE4o$OtV5^| zoFEDd?*;~kfxo{sX)jd}%JPCG#{w@@VzF;fo`O;YnPsi`xa71NJDq;d(V>+{rH=1u zHM$Oz3Xh_sSS>Cf&;04G@tGB%hR!4Et$ss@+5tyq*G%CG^G{u1dv91@9zj?;UN?3f z7P0=x*y#p@ElEzvCt3&1>r$HV(K&KU0M1oE)KAU#6G}MhPEjhfMBw7r5^mFl>~UG~ zG*`m6x1uvg#i1JLy*GNd`}RWkDp`n?XU2ySc{3{8-N>(l7Y4{wo`qp~VUUAY%hx^L zCvu_lhqWHxAsng57>@7UT$g><>NH1MLWDY!wlc6N7~PwJ`YE`aHZn*gWa?~NdjZEL zReWN#;ZFQ7RBnxmafI?m<1L z*{2<3fjWi%!C3D68+i}UhE^FuI8{9k;AjXc_44M!A`tU@~wqi-KM$dLS0UvlJ zd^}SuDaO-2ra357@$+ek2kKkXt{22>fRb<7ePKho#{+MbpJ8Ql%omAi)a*^! zDMg2pab+sD)e)630h4z(mwg~c1;Df`PWus-w5l!Q2d>2w*En~b(Xd#ATh_70lDqU&I?0luip9rB^d?(u4q$@2StA;URr z?U`xQ@?8iR`>M`vahBw1NnB7+dXtvyw_d%gRYIy%#C7q)SXehix^{@3$GUDNevxKA zWK@2ChRb_VVbcKOn4psgARWf-W56qnMjz9p=hF>XX~ED{40Is-f#dnZ&>VszJnyrx z;~)hxO+IQdlFgpctNM9`J9RVn_d!C0SP^dTX39H%(_BL`$g3pl+PWA{vAZgdx9z_( ziTzQV2OmWWBDR8S;{so=|9Dt9bDg}8E>q(3I0+qo{(QMQ3d?(J*xy7So zj^KsnA4$Cj>ie$Y)0WG~2b1wmF8Qr1DYaG*=^h3Og&)W$n)`2nAvT4Q&|O7_Gnw=yWq5EKr%nJPW1>+TOH^_{>H#ezN(qsfhuEa1&eN@-Vc;S5W;8_QB z<`CU?0gL`}=9GMqXXINYf-S-11ka zM#OxnoKE7sI_VIX`6cOx1)amz;^CL)41cMwMjcefNHG#6@Pwr2xwYc$&w;tHNc+r_ zebc}GVP9V-SH+858(qd~DIjf#xf|s@?_gQehc`6i#h#v|sg-%7ya@Ib$WXj-)Qt8$uBp`_n5XuMxTmPyw^94| z&CVkj2TdnUu7+gWPACeQEd)2S@0dWW)^R$T;=>q&Ahp0R4a7J^SOfYI&kI)9FHK?B zI!>JX0wYpf!(VwoNVsT}SI|7RQ+M`3!pftc5cB}T50Wj+?-{0l-}=(^{47*i_U-=j z6QJ&|e#7#8guvGlEtx!TC4n~IIA*WE!cfiqK>XY_k2t0M%{w7jZ##8}m9sZG#sB6L zLW7s{p7Pn~`L(^+x=tdtTeaPMETg#Tut&pXmJ=;v%-H%Pv&!z=J#Hv3smSS@`qy4B zhW#jd?D>g?~SeK4392wU3vQg06z%hexTfIHir09yF$jKd56B>bCU>UJx$C zPN+Bt4XCF+g(iwu&Zb@qKAe$pxWRk)n$^KsaW_?oSTKmVq;z7ew{K$43vGaiaEdJ& zBV`t|7mEe`1LS@#=JdjEx#$$WorLmer!?bQ)61&2M;RvBC~nz2rJ79bK1I@<8t^&E z#S@5EcyzXN4=uX$+CYaL=(s_Ln!ZOa5|kz%aQoBuAr%0g6KI=(3M2fTmCkm&W8b_K z_n^xkz?3{&Cyan9?}3o=T8xITX}@X?Q*6kvJ`}1VB{Q^PJmnp(floGPceg+f4ipmk zRJff_YiK(v;`>EcMnw!Gc4TJ8$0xsSXVKgYfNTtp>^g&q%pZ z@p63a4lr4rLfG(2;YtQJ|DJy0HD$_m3ES zK<#yl{EicUH70R~KbkI|>Nr!EKhL~6gEIgpo$)#wXb5>HoNE_{igsF?98UG}mE!5% zJ`1G}XThNqkovhcul#(kFTj>qvIQzW%ozltRfg)9Z{`J9e#HbE%bi*1-Pizz*#`(J z_8IM>!VwjEnTNH?daH!$IXpy9^(hccAoOLC}?`^yZO!i>f+Jv2*XP= zxuyfV2mkuqcs7(lzXeoa9pa@trN`a{30Dd^?!+%2Zq6jb#F5`cW~zE~y@@3QGy)zH z^QL!%Q4bJSnVgc!XdZaVKYf?A52KO=E?q78Krlz}N|KWN-}lyLM_(m|M(5e08hqPpl5l54#G_<;59_q! z*C_XvVkS(aK4>4O^k)Y~^sFmascF6Rjlj>2@2%{8v&S{E<60Njx);CqbNPIK z|K9mL@8^Bad7amJo%3${eoV#>Gd*UP4(xA_AiZqAuj)IHH~47fA7NfG=ytjd%idU0 zPoE~Qnq`**uKVPNawnWxEB@VP;ZC#2a%llD$M8LCJDE9?hTWzdy-w;R*&fq~9&tL_ zO>h{W%M3ZEb?L(~i9KYN-h{{)aRq!eudSg}Ym~N-DXYZ#cOZ@jL&(RtN^>cS8wEek zfuHaz(vn#42567V7^r?ezBaqQxmLK37ckk%bY(e40?T8&JeaRD#WEjr7o4r1;F2qa z777x1;Ib0LZY^L`c4aV~jIQaj4qrJl2rG>l`V>;#`xvoTq)tABXQhdFbvcHwwe`G< zRYMzp>AC$xv#mpC((F1t-JPx>M*odNC?cYO?7=WnD^;t7Fpm5E`B;i6GIm{eQF2S= znyFX85aCptdxlv$pdx_^Q|6DF*^I)CY}p~+TBL7E%}MryuhOFoTzjZuKkdoF@$t+h z(orK$h}HxBO8w;@gtR@dlfRQHkGp~nGlt~Cv(|Ic76&_f;MuiaoH``uZxp^y0B0l| z&O1$Rc>BC?&8)WT$n&uY3Oew=@i;8{lV&>1NA(7_&;zx%a2&4}XezRPn4X!TS=+?E zHl(1BRX=%*>@kwgUl?lcZW+zt4_%9WB1rmyI)jMk+`mdX%Rbt=^0UREg>F+>gYFpA zNQWZn9Vhnd^DwW~;D>D<2R9m_2o(B0u2Ln?RwieB1w@KWV zNPM+?1@PeW4fm4ZHpg2|k0 zJvN64MH>-QRJuaCEk8Ja@|9V8vL4B#y*^GIDqsQe8(3^uw%`j4$Lbu=;zJ7Z#mJbs zD!toYk(=q%|I`(i0yz;>S1?4s_q#fpww|sUdrj+KiT{c!py-iS*k@ zTAb~^VY1=t6%V6x3;=`Wns6er8Xh3&R6Qm3iwYs-e69&MqPHcno-KboTRe8<_w+?u zj$<{vjbHEnu$KE)xb%i-ii$y2HsqE-?Hjzf%8SqABt1CnWOhOaAQnx|K^nS3bLtM1 zi3T@YG3Fq6R*TphU|1=;ZTjW6{<#`|mdR(v7j536v<+iz1RF_q6116$sT!cQ>9SlfWp7O@#!J13j)UY=hW62 z3t=X$6U|?~w`{eYpB6C528H;`tzew*bN;hZbk}s`8aMbvg(Gu2N*gim5cP=?x2%KKnkd=HlR%GwJ-sC_P%|Pr$2qGCj^F39R+F~>=z=voSKMY^LsXt=o z-k5p0xa@$~U&x~xu(D8)QBAWy3CdSMph%WBIcagw(KZq`nE1P_Zqof`qAVc5KT2l@ ztR&ZDn-~Q01<7sDc29;kgTV>Pyfxc}-5;iX-8|2+^y0dSOb3lCGX)wf;m-XwA=&Xv z1P;a~Osu930*!HYQ0c3E_4DN0p4v?dn#g~zZkow_G^a_~^8I#Jih}!Uk?(Cs&F3C0 z(Li|*bsa{Ma`RkP9fG4TIV#k7YOq;?qlIkz9$#;*FfNK0=UjKmj54BTvijsG)w@f5 zXM}8y_Ps!l&giBkO_b&~?1)s8Neq5e#*&mAH|uhV(UBpz*-a_3d*>a? zhf}`N28}Khct1_3*j0+^z6H3jgR^F==hCzzoJGvV`$#s6Qv^Xd^pI5ZzJk>Ij$eoB z)NC{xyvWBuoBe$6Gi`Fb!3-VSqf{mW6*Q zI}Vf|M&0(SDV}p+ru!DBO7>Q)MeB+48zxndElgikd{{v2C3tjNOD0WeB+gYYwEiu)J@uUhYpcP zF5l(mjVS{pSn*zSg83ktfVV)`;@+Q!Kcy^3KE>?$c&EgQMy+%Ecc~QF! z%0ck=iszqLT4#QDK{4c z{(n<}*ZZ_C-?T&5M`M16#vI~BZL08Y+l5QG+p<3lfdnc*s69mMP1*kje$iK2p@2cS8I|e@W`U1RSjIa&`UTa3)DIv_)hpq$6d&Pg9 zor^mhV^Au*XhpFmNme#_zp7}7#tGtLblm5aPHq$)XQ&)b(Pw90v`?LyHvk1~23W^K z-WF1CmDZwJW4B!5#+N#mb|4&KOtDirx#AWk)UcWHND49tsk}e7tx3I;@HeuvZZ|df z4~tAYN|P?ouill;%?sO>PVXwfXbi!e&nmGFO_QoQDvrL{GFTPd49VP_;eLPiS|_bU z?m0^={XvVhY=W5|eMotB+jyN2n)ydYav;Jw1Mz>p1f-shUqga-zR5STrn|B zH96$T!zjXTB#I+zZHLg&)GTqfEKSJyaDu_8yWStN6b{q#GhIz9bq8ajyO+~!L#NN} z-M(w2Xfgq0NiVRzYQ{5vWj9SeFgnr^G&+_X72>GloAqtU{HsXZ{_fcU#Be0-Zd>Ij2=El;{hwx*ajvT4jYiLH-;y4n}|0E^OE z401xNpV_3tYZfDxLk6Ne@js0;Jq}v!;^L@z%wI(PYHJfVux}TDCY}huOR?uC{97Yg zYcLKpm78C1`OSLU*=ZuHFIgR4V2f%LMn!jj>yNR*wS+x}*c_@EU^BQ*)bA(t*X>l* z$#taJtxK+mR7l9&Da@zwocuyqxg#CqIv&#WxUVkP&bPh6Mv?fYh){&0rod!Y%}e#7 zQA~lW4J?ibTZ*84NuRyMeTBIGsv9{EYi7$&eQobLOR7P+ZxSzdg})T!PN z!F?;yNR69nQIn?~@}$9DBVDYoO+p-Om~^Fj3Da8Zo_l`Xij3^dr5d1F$={W)6ggw> z8~*T5MP;#)(bv_QK`OyUZo{F^-d2-Oaw(~|pD9aEQ2f=hIgHvLe_Jal^H1dB!jOoM zz#QhXp%a~y%*zA38Aq~h*U_@97WjOas7)jL5I5Q4%0;WMQF)&F^FHP=QS7O|qgzvwox|5#PSFJ+^p5>*`$tjw5A+W9Qrt2|@hw3ehfGFG*Z68J47zVo4=Sl}^-) zHuhUCJvf+nxa;l5MfsKbhJSGDC2dKqoAtk+JiMou#oHheUH&NwXds>wSZR}ASQi3ltq*lxy)}%X*FaaNO7=$5VsvhIzzo zag|DOU4kGZ#@LMZ%wOIg_uhTkFFabrlgvdW0PhCdFmN&wnS$L(?4oJ0#um-WY;rkE z*pQ{T)!E22$ihc+-jYemd<~Pbx!c_?j-{{Cb7f`L%UhhtNL-2`0yi)(MuLt!d~V0% z+>;4uskJ$fP9L2GJ)fOlGzr&sX|%JZQd1<4#AGkoIs#!n7`l25k;dF!GnM5bAW$=O z5Q4v4zhDo6F6tx!zrw>iOiv>x)p?zq7gPG2(oF42DnUrPiTt8jN+ovB?J9Gz(IK~lVDq{RGj zV*PYW`91hvTf)Q)QvPxn4uOsCcMhYyanUwgly_|XMSVSKRv|lnPHE{KEa?84x8>ap zWqfrF=+zQ{|6@AVC=A11;4=JiRDA!HsdD5#e3=bey97-upFJ$gH8wM^`k}ZWn5##V z6VXep<~w-KMkC`NQcRaigxMb3JDY^vQZ%ykli{|l6v`{Kx1n`fi8y;Ih+~!t|Gsx2 znnN$kl&1vqc}V;wTDrItlr|V(t!(~(R`AitDEY;wLmQh1K0kzQ@vdK(7*((UYPVUxr$*T zM_jF}{p0)ek~chOaZCzBQPW>&dx^MVlq~I8B8RP9RBZcDarg@m^wJ>i3OrJN|=7b5+ z-?;*p7MqCZwi}_E9NA^f)>O8BU7f3RD|a~L7J!;YoVGEHK8fQz7}wMLV9lc4;q?oA zJ0W!_-W`?~^_0}tu2QpL%PrebZMBg-T1SS_=^GN!$=~F@qXIfTbiWgCaMpO{kvCe; zi#=5#w3HYh%V*W9-+hR2o79G&& z8m!5>v!=m%Xjr=A8lmP#mirS!=w}w=Dx?OAE|8{jjyd+e+bQdSK;*MN$K zkR4llAJpA*Lo1hl@~o(SjlUzI1H}Y^vfk%HU?dk>D@D&e=??z>*JlF2c*%3Xw8oP^!JG{3*Z{-&J zo1s%9Is?d`=K?9o~yv;GrXL>j}>jJ%<{c$yDj=2q)>XxQ19E4V+~x{k0`s)5WD9 z$`Z!n;mCyV9^jj11s+@?>Cj;-aZ9cQ~IuuIpa<2of$FeQ&MF=%i#! z21XRxaDS>d2(2+b9E|*5mBWt+8MaEt(KA3jieZR;Mcb>fR*|d%xkH2X$ZnV;dJtuH ziMHalQ6vAq8Skmx2cJvI8S@NEm)-KI0oHOah^#g6kGn_ZP- z)ET3hsI%|qFdlsizLPyPr2#t~N<@mQ`IfD4!z!EJkngFrJwGU=oJWL?qr!&0XOQ~r z^JnO#+Bn?Qe$J=8a<>y3^_E}sMC+YPnEd_d%~O2l&GJNBmt*TySKKNsL#eOoJE;y} zYNw!8gyLl+i9nhd#QGX5Ix-KifwdYC`xA z@@(VNEp~{(-Z#n-w1~eK?z8CC>Xks~Zka#X%Mr^pFn1U;n1mt%ugk8(vy*RLG^v+3 zAV{?NV33fC%C{TD(|8sq1)csOaTxowz)|5O-z1@@dE;3ZogS}^#g1BWlFv^5d2u`9r%ISpz(CW5daaibxV z*lS#s?3+ON2*o^!UtRO^*tkCdaZ#@_Di7K`ND!N&>;F_VTr=ew^X0+oEqQ2vp06r- z2GJiNYR$iMtxuV?_{$ciXzO=(8cN z%07Q{(#Z;J0^~osBY`;*hTD@&Y9+58O^WWKUflrBCS2Mk)`tNmaYRTj>EC3K#_si9 zlS{%Hy}fZ!CA2B@Y43$ui{!7ipS=b%h#)QIT-pxYUg82cZD=!MpH{Pc>epvzr{y+< zuAKKq5A~Rq_oU&X+9m;2hZP1RG}^U-kWXaOId)RsTpk8P5O<&5(E*wLF1ENNDaS*G zu8sOhHs5z1yK3%5m)q03uA1&2if6c<95OB07lzz23_|Yd5}sd6oFQ2@+3!joymPCJ z3i9puH}c7-0=O*LBF+fM#t_GL`~N+Q0Wa?=ra$-G85Q=N9wA+NlpL z?454e8|3Z!luZ$Iiv$lrmwIQWGXqIL7Y9^#7uz@9?loffn3qGnLgaBkl9j*v%j65K z#7|Gf2TiXQbLR)VQ7=DKyO58bK8<&Syj6^5X?x5?!*9bg36uRYPFU3VyxEC$(H=U6 zo#v(!`5?}vZQq1o^h3x``ICwfcTAy$O0fIx%&=8RR{1MBrMYhQW8eTb=4SYi;FYhmwcEJ(j&-D-&FCJ)leimo+>A`P~9 zyZF!&KgUDDFGEI1PfPcE8tPgF^pC)SX*j4^Z$u+spVm?j7O$S|^H}3~b3abJ zb{%3wRH7$V8GB#$&J%ib6;Ms{e{HA1J;HJF+L<9fVHC~_xfLe)=I-~r2U*8+-vJz9 zo=uV=?uOR;p0YTfrfz-{6+496{^w^vq5gc)MU@p{*x;qf$l1sayxU zE76EE=d-2WD@53eHM^~a6Xeda_e&+!2kO#cu3Cr1@a+6_{fi^sGawQ@uqNV4-y08%4!?e$_RbMWwjVoqW@#{e9@h%|K6p444e5fFy9Ebo ziSl#m9%T7j6#JjSe7$Bc%P$7?kXJm2WBjZXKS30ib35lzfyZ+;Oc&^TB|16ViD@1N zWtlYrJq*s`|2^5a0`yw{j9Bu~AL7%87Pwy+zWiy$XWsQ;Wuxfs?Mu!pF9iA44az>q zAA4*F>{{4);%oRMVmnh)HZu~SG&Jg&GXBVCe&O3j(bO;V$!!;8-3*6yl%7NEc+?G^ z-;TNa8o&I2H3BzwN_j%=x~Lh2)Q4Z0*6I%jJn`BFL=yrls(FnzP*&*;5B_FRz{Grw zNx%(=;pK!Jc!gC9oAf^=<|>wN(ot;MmPf;*!z=H>4x2aQL8Ns^+;uRm6^{5W^3he$ zm-z~An+T9*sp7)QHwaEhT@U?@baQLjm6tP|E(tv~pwPP)?^o#jmGALR8o7{js>9{m z6X#4?iR7^SYCf4NazgKto?%jd-fVT`W`YebKhbS2lec3}&(Yq$SouEDI>$o55=cX! ztz}a$v-dfrWXqHesmEDqcC`i#ntLHgqPXra_!G(Wc2G>0ii=frX_3CvybVo5$^gUg zryhh@dTtTieLc->SRn>ZngN#K9`DUAYq+*!Jzb3Qiv8{jWuf6RHn$IF?TuOEx({dj zdug?%WEh_qL6Zpp+u{xuC+mD5$HIf4gKYZUQ@vI9_Rg;;pYCCSTu;mo$*R)iwrc~I zp1QH`E#y(E2|#&)p@xD^rTl}L!qY~J$!`u8w;}Qsfbg&+_%`$5>c@ef8$;5U_8w;E zp3=?Xmog~_RnU2mEx3iGc&GdQ+q?57x~2K`+*d85(~gk+IR#Adgvia)IyN{zHn=^% z0wErNXm_2yYRb_>H^n=Q({I+F2D7-PPB{e_%ML&D&L;8aMoZ>B>h~@oduM|bKS>-w zgm=6?SA>>R(2egJi2X;qW}=J8ha$*`_no?qt(ppgp*$L>AMkj6>%`S{(^(d zY!N}*{_pPitYmG~r@tE6J|l8J>`xM-1fM}GUfsKM3li!0GS%8Cj_|-k6$s^txL!&e zqLS~yzLj9F+lw;jaBA&FkJ9@-%LpmBMa)e)+5GilJicmJD)zEj-_v>w*#%hj1*9VP zNK}`7Ug&wv+=sG{hSrF8P|>hnr6H{JgZ_SOWR9A)!Tx!2i%j$}g70K=d5INszLYy= z?OO3*C`F&pB*n{jJ!?`uaC!W9otSi|4 z)TR-yGRjff`F%|6d5Wc~v2qo(tpBt%n6t(nITZ?u9$J8TeHjKEPi6fpYuJgwQ+^}g z{X$tyllhA=aKcMko&1{#F~I*rU@k5o8$FSlo}O+W;uPouqY|;G^$)&B+`+73$y*gG zf@fadJY3WBF3(jLJd*`!c_8QspbdsHaPl9^@ida(LuUx#Wef7QKv?tJOIu+iaP4gI z>n*VW)-+0%6xlF7ZsJyS4CwN$ToG&;*f;L0vMfBjT0Ts{dr*38r@(%HdB!YL?K&yN zX~V^in)mU5UjbI+IxJ&4xt(si@688W0tZCk1gqGc8h1E1XTE(cdm#Pt_(Q<=Rih_1 z3d$&EGxuY;RH9bW?>D=CgVKB{kmjS%6Yu~tPjXfV{U8pJ9u3D~!y7GW9W;fh{P)ui z`=Z1QP5@r>l%RC}Xy(hvs(`IV%>Qz(P=nG+s#AeO0q-ku-I=-Qf9HrubY9f+hqdY# z+^(Kj+KyU&9>zzTq!V)N3o5)QJ7>W!z4nE9g0=H1lk^JxUYkX|lGl_MDG2_jz6$8$d zyD3N6wObOL{{t(8oLr}$eoGFnmsXc8)LO%v0gDD6lDn7b4~%EP8tpSrw#COKT&3Nk zRXKnTq}OcbcWan@GTJb=T^W@jS(fiqq&#AGe;MU`(*sC_;R;*&lY>8ZOZ~d2NIH){g}n zNN72>nC+LLZi>Q-?FW+etR2;2(OjlA{>|6(4ABl9iWt{gJP>!+{R8IUf@9XQ`}U*1 zg!EczKG@>M9KL9Mm9701G{ll7E&FZs+uH9?jj7)sEcsV8K{-YhLYO{)cti|{arpQ- zGd8Gu*0MYPa=~n>{RQ2NoeNhH>$dh%A}@6jMnx2}ho8314tH!quLkpvDJd}<1tHH? zG|WF3-;V0r)h9!QNN(4Z3-jegcY>K8N2htYlB?}K@zwH;VXe=voB>St7{kdkoab{u z$I){(rk7IWt*&m$C8q57xPRto7`7-54YzHVcZLuqxnlsQ8_VJQte0hyxq}Wn-!L2J zucWe7O#Ql13yM4!Y7gKCPJs*1+Q!t{dy*T}37nzSL*a`&`qq?2g&Aq>-10#X`5chs zArrtKu3SbV>0tm=f6NN*$5=F=%L(gG>XrBBL>Oyj=lORDkCH4U2wCzv2ji40In16~Fw2W{xpIBJ_ z>m5;_1USgk=3j}l`Y1>G`ttA5p(4BmpM2t4S@)I!R3H-r1u{=HybhI*#yCW)iy5)7 z4=c@w$g5Z-A|DmX1*QnvmX}cgD0r&udu%kU{DIkDO_gh9gEsDoxBPEK9anT@>g8tg z_P90Qge6&MS89vxo8cVQ=lw~&ip}mLkmOAy)4pWlQt6+~#JKv;AGH=L1MxKjtbC4= zEbMlS21Oe6!oiZSy7i705hL#M*^oqtAi|IzC1vScDBe}dx^8(E+S)pknN@ZIzDdv| zeV8+gjb$Xa6uCDW^Nja1l_J<6Hxrm16b}C6UUrYj^}bU5*OTPLo`+!6)a_d11*{vB zzJRhK0>zo0_QVivYu|Wl?K5J5u7Zfcx}1lDM5^mD1pTH0RL~+i5;p@6C%m(xxcAhn zgfjG(`_}0XdYl>oNlXAFaR^Djm@+;!gUAO6JSQMVHS|qPHaTVL`5vkCgzUhc{sdT1 zK$(4e&ggYe!GHs%aP$npXYYtQPDwy{CAr7pE;Hz>0JuuVrrAK60a5)j;M}$aH>J9( z7JizLe;0%eh$^;eHrm7_zq-8mT+n{jdoaoC*1` zs+6iaJ@np&JF$KYfkBC}Od07XE4Z(|;c)#?EN@6<=tl@Y4?a`Iv=sZW1i*7Xd83JS zoR`?hLJl8+*-ks!sOKEhvNp-wz3-6iA}8o9OSkC3 zOuS;SXybbw8bu|O%VIaACcYg>ZcNAnQ--)=^Rbf1M83gBYEtgGnM};6_k8D9#On`4 z3T5z%W|ROgpJ}hYf-_V8Sg>mCe)B6Zeb9sTWFeY0SUZB9JQ@|$7mXEkU*ioqpFql- z5i&FKPCDtr-e3*O&J0XeX7AFE|17gTH>r^gA)7)l(c0vHLQSeaSS`5uL=RRsDa|0`(^`@H6RgH+L!-8iuC9{5{eU{Yp>ks$R+(?NflM)I`e4 z{|_ZP7;dF(YS0men(j7#;_NOY1^4wBh}={Maq|TP7>$hY)D66s{DP#UmJon5tnngW ze?qCXJ^mhS_RbNNa)M~)$3+UNznSFk%n{n`eyI##s_dnLpZw?iydyN8vvsU#8~&N{ zG5_?``(!2O4X);H-Min>wEoUReaoCIjrAWv!%1<-v}~l4i-o;kHc{W1I4bkMoQv0% z^!$(06R5C2oC<>u_H#S>t-9iMND zLxnbhMgfS7VGBb3ex7D@z$?5Wt94~VZ|2msV@is{X97m!Uxn4K@f;7Bu`bLD8{7(> z@hlYrBd&qZZflrV9NT7qC6_*&EM1FM^K5-yQ^&2d=2Zu>BPc)VQraq&M9c3XcX`2a zd&8$K_ztUxCJZA>TeG#VmHKegW$O@W9eXHVe^Mj|oOdILwW}ifWt7*;q&=?rkNJ%6 zH8?9Vi$J`3p`B-u!TPJ4qc^U7!jf&S!#>3Xf*va(j8?+h+E0nJ?TG2V^H;9vCvTHz z!hjxMVx|IMtG6Ln_H&+D2INghOaOlCyq#wdnPcl)(}iUzx*shy@mq?bsZ;+k?-OM; zUzqo4ea$~T2^`}M!PS{aGr2qeSHy3^}+_A6UsXP)!E6QpLOl#~d7!ENPF?51aQbrwQ8KLN}K)XrAeHd`@d~_E-H@<;A zZZ_Jc2-JIAl`z6CO#-(0+lq#K^uzK#m(yCbj&#T`UGZTiltzl}kNyTm?H}Ed%A=(2 z4%gf=Aa%ZH?Qd^a%h)UbU{}j~^*2QpDA+=^8WEXTeF@sFa=$tzSl&@gqH%?V9neQ4 z?SW%mxNkEArA^xjnX~sY&Bv+M{A%u6ApU1J4Cl(;$kM;0tEEWKve$dED2fOUq`u&7 zn$=j=ABjU*VkZk3Y?{b-H#zqKXR$?KVsEc($0v3%O^kl67RS+UPHE~06nlsXixx@g zLQ-1J)wwy_p__+2H@TS>A*}@{a{m~SHM>*uIj@dgYT8W@{!jp};Q07DMN}N`W^~=0 zDHKq$mDx-GyxrHMo@T6RdEsbP_Up4z4X7^dl7b;8H_Q~U(zK--9nrWvy)|Wxm#2ua zk>4>uaQI1)cY5OmE80#`u9X)DV$d{|!_%7P3OelXrd{1`1`Y=1Kim-sr=tT%>5A*{ zd$y0;Fwq&eqsi~o?>wk|&v7K58q&vkS3_1z6h_@si0YQ4XmqRs-6CfJ37JhK*yozd zL@taZlpFCObq=5^D1Ai(13|QoK?SCc4VI9ROjI~2a05~>=1R`Nge8oy4Xfi|a%@Ir zQiEU=4pCS?VH{hOan?(<)#DFHtDx8s^@y<1_hXoLV)g6OQ0eAl&DV?yZw-9!6W4jpB2GEB959P?>Q~^H zaYrU7fv;uKe{Q^!DxcP!5M_etbk{8H@N!Y;$r|>gTU4KwITsVTVv18+Iu=WS?+kBs zXt1gbv(8HIU$TCf+EjfO3Os+9Iv z>!{*QkA9b^u$G57YKYzooHg!vA~IgDwNv{B8+RknJ{?o3m*uf{wG3h+>DwBj7E5-+ zdm;vZqXv;uSGE$lDDT?0vX!dE1aTO#11ytb!Eb3}gIx8Zf>({ zQlU_tGtA^@`}Q%ejan?-eLxys_ybPsEIVmaZ>+M)q=1XJhmc9UUqsPv4~en7m*kbz zBP7s`4SUU05U&9|5b(twcthQ59i?e5hNaj>_S~V&Cz)L*5!CEr5E#e`&K0MnJ?wM- zj_L#t9;&K5F54wzLWG)c$q9N7q$l~3p#4-m!GO_Yx@x;~ecnrPd&5rgb|Qa4PBo2( z(IiAyZStqG4PXz3w_fagswB!MB7%^Yo=LIKDMW4$)wMtdIGo|SxH&}l-E?zWx_t*! ze;X6dhogybDc=XM$G`3DYh8mRm+TAPzm{d+A*yi}_Un@Rxiiaz_jB7cR57(WRxQ$Z zrFD))bqn56)#G*OVo6TOqP zjv6js;Nq!jd_50u5coqoZZEhDGZz~T;Sso?bVg2tZB?>J9W z4PUgjP25|crUZurK#blp23h0c8T6$*aX4fsU=y^*5@}{mw+?xND>!wqq~<#qV@oh! zg+k^WeQ(t8PLVNsE#V|vsH(x8W3ryu>vy%mcmu7bKPi7ifFQR|ITcIor2gXh#DPB> zWa-C9QU+8854DF}vQ70Is*_QppW;au6Q%y+iX9nY4)5GtW*asISbuzJ1=Bq>{jE(JHvRaAp27LZ3sK%nKms8~tFkxUay{jG0mJKZ#3f^1IzqiV<7vr`VA}+Ck48#$6S%|RquyK(kZY!++|81)E|qxZ9(S*9?9h6H8IzeZ1ZpUtv!LQ=`mxaxn7h3M0gN7*sd~ z(kSOu+ov8;e~rT$v_VDlvWFtX4iy-YDdkn^QV85ZQmG0A*i=o5+#q5wF)(ZfjW*yT z_^8@?a~No^{pV(kG*?js#HD))MbQ(=hW9$mM)okEN9>gxfAaIPn#KEjks@;{GvE6f z^a*e2$ zCEf1c$Hc3+N)1Y=G%EU+4tGX^foD8fvMF?o0HaAAqtC*K$1AFgU_6n2FUs@#<}=SL zJcIHPrNm(#>#R+#ANd?T)1|aJDX;?WZ2$eY3f-vK!j;!rPU&yH=jsi+G=TxY4W}W$ zQb^y0klEyG;T-pn6Y}wIcjL}`cH)Z8viuph2<#7j-QW@YSgw4b`_J(z>4i~Sb;&H+ z4>gFTg3gfR-*I$#UA%2Jle`m_X)T$<=A!mU<>U&8HP)lOecB?ayw#RZDc|vTOU_sY z%pmvn>!2(u1c>2k>&qsWcI-nM-BO@hgnyI9aF+6;{FJhYN`{Z?@t3MS$_;#9rOAxO zx*nFCBmfMAxt#g#gy%y_MY&ji>6b$}xdWJW&=W_*u(e5Q?1=TTkNAWwLMv?lfoh)| zp2%cF{Cbe%|CPhP7UU2wt z<#ufkYX)m{Yk6I(dl%Wo!lZa&8dQ3D&6+uIZai%+dh{@Zo)1jnfvVTFN%0@VxY-@X z;!>RJk;`kYTJz@CYH(T7;~xZ!5j=DFw0*^AhI?#{I(?I6ymMOEI{P1`|A`7cp3GK% z9DrGfcn7P;!j4?L4{hA?O|U5|88%mKu;r-y;(=Gly=?Lg@{=0>d!u1AhhBc{<+;{? zs|Lzr`fp_G8jhv=Ak#nF6w5cK`I24oNvN~fT0-yJs}Oo6UTDAExV`iot0WU6BU&HF zbaTT)8QL~dK)STqA39#}sAhjuKvwM>n)VtO1e=0^R_M<(4_)eL@bx^*$d$ZHEr#&B zpnIoxR~U2-bNgT;E0aE(Id)}rdzsdBdEJ?*J7so-&KgV0EMv7X-D(@e@eDHQ;P zQRv6An>4;FXIQf+R-KZW18xGG4k6(8xN`TCF}4d(>uHSeA%%HH$x!wP3g)Bpyil*h zQ_O4z#^Za_v@E|||CAOu8cb%`AJo9u`rx$-v3HN`XA}CMEZ%82hyzbC%I>8hm6oi61ewEMWhh*G2MO^u#!NLw9j|QYoR9Qte_GC*W3%J_sgn8SJ?`1{Yr~J{Eohh;w_H-AXHR9+1k4-WXFV42@}@*$HwhD5~z=Pq(bz> z^n?-Wq!F!&vujyx_zPBE%l&+kg+IGLOG%J z)O$jN=2vyMTK$EMte+A^7T`)M_=i~jl)zq2MHot17BbWYM*9*idv6?<76slpF@F_B_be) z^O=DpuSaj)Bqe_)f?t+*FzL%cj+}?)HE>~^P=$;zK5;W7EP%E82%r36tH2nkcjGGG zqAJ9X5$j}G<4d}dGZXP{ErP{x1H-n;!XwL?D@G8UmFV*8T|k9v8-yV9iq>?}j<`d~ ztUo&AZbKmx1R>|Y%;~S3D!C$B>t8s1&a^lOI{k^oZ9DsIL{!QvXOR|}*_Z>AM{Ktw zbmyR)dHc=C(x{`?AWg0D-|pt_OL=Ag@dJzquDvh)H-)Tg#rf|)@<@07bf?H@HMlR6aK`?Hw{O<5W9v#mmP#<8^eZG#9?zky*E& zNN3h5j3VMN18Wj0-j@Qp0UHcdP9Qg60Z00^tgUs>P|ylb8L99RnK>JfNKJ3?ohrO3 z#-Q!DRJzHRr8-r~5{c{5Ct4<8;e~m%&IGP@;xB>|@hE+0<&6F&gmD0A*0COO)?)4) zXYc!n*kx|#j!)_8QvN^v0Rk^|=SCEcd-UZCxZS>lmHw;vabQNXy{3%?vK~O4HBF8? zCbin(6GGj;;?FgU>@Q%f?WB&ghLQK00#4Y3u`05QI$q1FovIvciBh$v2aCi>Kq6oR zptpjj4e#KSp|0Q26v>F-T+c48XlC4hk5{UkEKy)P8vo-y%A?Xb8TCIdy8ES)UIu;d zdNH~NX@rukGH0=-2qqE+fQ~*lq2METZcpJzR~vbM?P$Yjr)c37=7qkbO_%F~%^cX& z69(`+1wmg5Tc7TvZO^;i9zIt+pK-TwM+PEsLKB44SAQ7%on1@tl&G{@$fNH>(+^8E zZ6a|?gE=++{6HZ@!IRdu=mBaB0ANZ8AHKiwRFN#p<@=zbOSbEhF%buE#49G*Uw$Mg{xSdT!RbBV0^m0dI9r(mx#tSe zKCU%tc|-&VOZSqOI)gyDTpn6iINhH?EY`k@1mm#08hdn^xt`vu9P7bf9Sc@sU1$`x7dh(&%vd*T=d#jsp5OYFy;zKNtm}CD-lq-e<2GE*{1)jF@~_&ff5Tj zkie2k<^v|UyJ<^0MkRf^{S@Sih7 z9pU*5{gnh@M;MnD)g`|Eotgh_un-O$nKyS?;tr*yNbMw;D_r{F1QZGL&Ves-O@)^9 zXI2jtWZH4%h=JjuP%#oB+HqXQ?EQ((SyXb zSTmUB*l@az3x$3#AzhLT5Ehic0v(`fgD>6HI;}!GHcPIOZ{ptDQEuw;BY;QR4hKgQ zum4<1=lB=D|Gnl5HMh3?|JLA>o!ez4<~L8i~nOT(^%MF*;G0) z$NICZ8tNRZB3Kw;P+N{;K#uA!f6~fL7ezVR{U$JQ5kmZsRC2|ibZU`RVQ})FUW-m* zLlKmRB#y3Mo;NoAV{z}g@oUtrQ6gjnw7MHvT7#{7rQs$e`oqYt-2+;8suM8nLSb_n z>u$78=39s%+T>gU&<4Mp6@;H0T==xD({DodN^PAmVk?+h?*b4~NBX$ytd_VIDDl;FIVE(>nN z@N@>1{DgJuEy9Qi3&L5g{Y$|9F4QLi5Yu3Z6_%ENs`<;Ul^b~j$B8nuHnY|X~wp^FPY(UAJ^7)&hDN3%!O*oqr3Rnv~&J71vv+<*8!Sb z0Q}LIojsCjapQQco(jQrzZF|};$}-ulC;4UjZh=_MEcsyMuIP#5>u2jG)mFy5vN6T z6u=q>%Li}=lZA`P4(|2OLJYIsL4sN6^7aWEDUX!f&Pm-xC##(C$nEFKheQ$a{K+!7 z4iuYz9Yw^^5bk%Cy)twXA5l~@{<$f1IewdBC)R97yU)Z~*42jg!2o8W;(xNvQ6sob z3$tUs@r%;*MXoI=1$oB=jbl-yGp2C2jj7=)zd*uiZ<$Zj$BPFPWM>QXY~NfqPBnCz z+UgY~)@RuuBbV6(^i#t)w%zq0r6g-BksF-&a$LeDU&$U3GtI`kv@Qv#m!+KI-!97h zPqoM$gsc@9?H+`$oRH-!o>;fY)A){v~_OQd*AQx7k6`F4-QLm=Rll60L#m+50}2J-2U99vU?>)Q=y<-xVJQUwt6q=8+Xd!?v3{p;{I zZhYC>H_OyZ0<=m`-9C2xG=bwHK2*aA9nLug9-rKsy3`Y8Q3O^?FG0A=ER`O%F*Kep z>)KXUiLn}=uGOUjFdKcB1HkLKkFgq;w2_r&3ZrE*1Mj6FM8gFMw8YRoD%4IK)SiY2 z59FJ1*Acn?_1EeD%iQ$f{{|wmGW;KSK7KHW9FfXfTjZ|OQ)q^G0>E2(w-jq=4Ateq zol0g<;073Aq8cnt^HECtUt$;Vb~;hF_TM3Ea(5J(bLO|0K+Bb~L-7DGh##&DB|NEASv(}nY)P8nSZN1`a!85&&!C+; z?ewD8TZY!LA?Z|T#1)Z?cH2pAG2I%Ms&mi5J$DtPK}pM%9nQSs0e36rI*hfjmf#rC zCpYspKpsrg;BBmKAU^>aH$b{8i~3IAZoIJlnkd3V2A~P_8bRs|p5T9=?(Eq-zx^L1 zCP+yKzc*7Ty+3Oe^rpQOy+W6v1|qq|YCa$ktiNyVSf=5=&g-!%#?Kh{KmD&J{rV$L zl1W)`WLMht05stI`8k~t%}8GID5QWr>&@g#P8$w9^!y_Oex)If7Ij%FVZn37(TBo@ zLsObrZUc9Y-%J>(BfJusTAzw!zb+mMjwEUDO{i$-Za0Dx?*9#^n!(VH>xdOfxNsq2 zz#VKV^Lm5sqi~)3b3>#lLi9>??LW#&!LiB2l?pV1FTZZ!5JkW9H&P7Vc{F#|COd!k>GG>gvpyoI# zZPOY4uV8~&Zh7^g|FIsnOM58!;v`v%X^Fisw)9+MVDGrM z6_WI8NA&SjzZ#cZeN%s4_O2oBOi>ot2HxJFY-+8yuplMl)2!R&)aW1x|9RKHI07E% z858C;-`9H^DnhfhHAuu0=!`N2?Ok8zS^vaZ<{EixVa?J)eTg{sMwv}(_!sJ??If2B zRk|AQG2B~(n<-Sb&rjL(uS@q!9*(`_V)IzSM%m+9tHzwTVndj;K-MiF{bzs;FH$n; zSH^_0cet9EUbucFES)l?(y&O}IKFI`C1mV$N$&Z7%8H>Y^ufru{|Y{YPe@Lmvw@=Ai z_IdjBtEzuP8h%lD14Yln`eII%EZ1Twv8LFi$HLRdeX89mILwjm89%Xh_HN^{8_TyR zDkNpAuhdaXd#}7+Rw2St0<#Jslw0~tncrko?pps*9}jAdC~Yd(Z7V_&nAT93scoZI zsh&6k>5}-w|3qO832ztcGIy;q-XY3q^yJNk+8Z-%B8G{GNX90v+6ex}$*LtgPtxNX z+#XD3Cl(ykVReLIn&0D3$AyzH$>iIYETuFnzrYvLjQ7`;oS+JW1)3~vM;IoG682>T zEtl*5uf`M49!t(Z)}&5-O{(PebFQyGwNZnOL>`m}>bouo^OKHX?wZQWM(>}f7tq(j zXZsnXygxD1Il#6a)LpdzJOq&{CvSI%<5Qdss*$PP;$qm3-^BF`9|PH8iBCrG>~mL8 zD|@uX5-L4N-38{RjFj@;gG^C}d*GZZVq?m=3ICr@+^->8tc@qA@~{mA5-5QNcH=^-y}(dlwHZn zC_Cd&$jpe6EhO35n~KPuk&Kh9JmT`#VIOehWJ+DKb@9$sbc%A3ctS6Ev)@Rn-t`yT{uU-j~e~LebrV>OZ?7rlZ zj^1B-6A5nSE9NFwhZN%N48RE$v<$G83TSy*-7om#-Gqo_tJAi{Tw-!6_jfuxPlvl` zLc9a&Uh8_sp~7->f(I_NeUi5#{6|lz(6QBp=yr5)Qa&cXtZq_}gLhz|@>FcqMjE|G z0j3(=`+B>-fA)x-GHLJRGs~y*eMDsA7wlJJkrWRF8@b+XyISrhX+x8RPO3SA;T;=% zLvE~HTaz}&!L9{VD(*{O>Lp*#YDz+_V z$UgMt9^cA6R5D1Ut??weEtE= zPzAPWYhUB`8m9b3mntIEX%b@Px*EsWkfrh26E44v4OwzeK2xXizp4&x@FDqznBmgr zKDVmvt%e&(+2Y2>9(bicB(XjkPg!@p3SThyZo)U`=r$bqejOF>msqFZw3zFV7%iW` z+I$2l>qC&THl>%kwl`VomECTaPs;bNj%IqX=$37Rr}UVTn!ue8K0JUDSB%+@9U*BkRvW+r-}(C2y`BNOzs2=uA&y6v%iecj}5Xoz7`$nq*3G6B7g67P#CI(;NO7}ZC@<0A1W8%l0Is9 z4Rd&%n7XSBkPsb!c~w+Lk|hIqg4wngWRp{5po)K#ansQs#6&4CReEuZqVt(Ts!??Ih9U{SZ??` z!J1XTP_?xZY&^eE9!m6}IGtzM#cT^Qpg}uBFQSf*gR3-8H#F_hH#lia z(l4*qZ`{LccfTX({G#$>!Pr}1=VXHBRbL)%bV@)?5YxVq*f`x_m5UhRjds}-(U&wa zf|7BdjTIaW1JzL4=%aggWM9xenWT0rmp}1888@V*YDaWYj>+zj5I1O_k@`A%nmR&# z5}adcx92v_-zx}*IG55%CRv!nP(5*z+gjD*oROvi4)MT+FE;5v3P#&ObueppG@I93K1!nI* zJsm?99gfCK6-}#j*S^hBgtqxBpuV(@?43U#;Iqm~Ca<+^$G z?(f!Ll(15R9?K9)J>auNXRC;Vrg|s`>m7s8b$IawQ0HO4;G{<*LU^{t8nM)UJXK`4{=kw` zov@|YnEf8FW{4DLR-30Z3CJPe0dWMc<@T>4tGGA;j=ptcYTx{d#}B^eg72XzE2$;& z#<)VnjZrr1@wN))Wx&pU@Ci!*lp4+p4avT(?ho|Sl(zY=2@~hOOUZD62u{$zM9uf4 zM$rA7BBvWC*G3jkY+tqYDhBj;e=M92!aDJTc+!-1T$J66AqoxvYsYuv!Ok$q*?E_ITZ1` zP#%*u7LO|{n9n#8D{J9jbfiC~$!Z%*d5Ky@tIP9DGRrnud9CyM9w_(r()Nuk$HrSF zb4H}imbrX3Y|}rAz%6f zXn5m)2Oh}TPfPVi84aN2FUa^+bGQSJ99zESEuCrahU|pgL#{eEGtP?Y&|DuRD zn_^5;q4w9tS@~={u~^Z&GQ_w6w=f^(w`(}Q!U^HPKMPy*i1JNaV=q}_202=jrT*T1 zX-O-a2IwANH5CG??B3s4r22rTOtp9>V#*ZnHvweXTVKQnkt+K!g^xvMDybx1@v_Gp zQ5!M6+MQ^K(~sfE_{-pKDSk>L)~0)Xx-sfIq39n)rMKbNdq0V zI(w`vNc{y+vs{O`KV|=|x8U3VK;UdMP&ZP|KrsT}lD&4>%;f1<4RT91)??HzJ*Z>bkMNZmRbQ)779Hbg$9O(k z*svx`_3SC!D`F4}p4Z7X9qeCPG%gu`Z@stSczhy~aUB*v6x&Eq?Bed^FNII_s$!}v zNR(ZGBRgK#xKHUaZ@Ss>U7104eH%3FNjEUOrQpxp5k8(yHSy!U&bl(2-k4c0V!*|)aVitY* zEjL4dKU5IWJRvNh8js)0&6smjHTw2`4@`qfopdyO_n-#iKOP_xM(}08{~{OU=M#GI z5Lpj#;9Ec|lH+jfMkg+nr9yuy=xNJ)Y7(Gu_aVpE)!z0@9dwqH@R}K;#bcUJCkZ!H zF)I?2VCUCvG$9<5d7y^~nzcV=F~!|oz1AOS`eiX4C96+_-pp(KTyX~~dL0yBUwK%uF?5>PkmG?DhMgpML(IMn$ zg(O*=?XL3c&Cn}SzajZ1Q1aN3E3EKI2*2XA>XC|3_hymXh02J^mYG%eC*Zrg`4b`X zq9VkoLwZ;JpU5!(z=(U)vO_JF(J%qIZ zrD#xX^XED?JW1uq7V%9r)9T;WT*P&$JXM$JMb*9(Mo1Q^xbOcj%iVl8c-5ET>rlza zH8?^~lt+GZ|2XC0lBW|CCxQ#Y1qB~(TxSYX>m1oDZz&Lkuu04|@UOj-^=UTCMfc6v zbCL)R@nWck_z-A9Wxw(=*OT+Pd3WrokHah10+!)pZQQ7iZ2u3a&-j+NaL`)T5q*|f zOh0**N!E8=RKZ#m)q}Kj8nq8F7uR)b3SaziKqUKe$b1y;O#Qq4Zd}bZ^qb4C6&dk)`M9Cz3iVcU>C^sa z*K?$bHel4rpAbNF3Z=1Q5rS17>AnX6US;!-D)YmT3;p+4%L@K+W1x_6|DK9_b?xI4 z-!}(*Hz^N{)07nlhZY(bQKvlM9&lc0OmFLDKIuct)jSx+MTxedKJTcd)LC0IssnWe zD_&he(cT2;T00ewv{X5Mk)vvN1N!dWVXofG4MYEE=FkUe7Zlz~zgAr}dq&;Tu;CL8 zm0_IDHgf@1pc%H`tz{&lb8teM4cR^89CZ zLwSC@jSN_s4|60fm)#}x#hEL}^>ZiZO%z)6|6ya%B$6=-gP4^3I(Ip`V=ch#oGL0! z)ApKQ+|u_>`BLeakmApb@t$D=_VuUzjkLv?!|B%4CCi^y>%y9&19|; zb;1&G<GfY=1>*AWXcZPIH0hoipOZK^sUIm??%6kWL)?)-9dQT_&TycZrWsH- zQ|}L2o$LfauL`_1uB%j`=)9kiwJ`Q-7#Vy06bzQHJVhvb!bT(0umReiJ@7VKZ8I4O z{%M&<88I(6_f6Y1M#U0FC)q^mu->KD&R3`fD?~i4jKolZEM+eqV+QxIf^f6@gy6MUS+G4-jhi`mL4i zew`TpKq_z0H69?ue`waOt7sUN$BzBr3n0sXdAb-n$syqbwK(EwBeF~ikkU_jQGRg@W1t)%QHt@d+nI9LMG0024_ zGP>I@uS=TU(49KQHT7?*Z>cpDj4G8X9Bo_dFT&Ge2e1^Ns9@N+K|~#NY<4MPV*Hz1rrvE+OP?Bu zXL|@@Ms=J@?f93WmwLkcrO2g%pEM^ehxEfLH>V|%6ETaFO8KUKAJ4r5J>U5(9lPY{ z%wL%bmy|sh`v2O2UYXM_=!8T%tKr(2dnly;E4>a6@eZ*QViKU_2bp3EgQ;D?*+_xj zq$FPL5@Tz84HDG8>)J}|Sl?M3s?*Hj`=i=7NAL4YwOAa6>haJ`w#tqdN0z&}TsdtT zy-KI)CiKd@dbl4JJm4g@H>fe1FfD)5$K^WA!{X#l?96@LueGs7w3l0PG`8*BscaE6 zHym2qXj{IHl9W?e!sSMuS0~RIfv|GV7u61DcaDv)wMFjp)Qaq*w-@m4lPiVBoZ}cJ z=PB&x2~OIC11IVompaHB9Yl!8nz4A2IsGWAW$zj1@0=@_koG^qPrt5H@RyppPac69 zq0=~;^|P*Czx<~g#>DYitgKCwPk^%Hj`f1&YD&AtA0Xr9UJ zOR$D3>~-qabG$8TBuTIoti0|=5{D~8S&XCWdppyQB&7BFWPL{4*mcu#Z2q4buh_F@ z;@akJX2pZM>jAT;GVXzcTQ!3MQ^vT`^soO70wN8#Qi6*37ghcXQ*TQ%cmC^G;!Q1D zFd(M1bXna3oMoR`y6Srt7Hg>YQUYz#2irF&!8*KSbgS9bWJoQj-;BS0mW@eJY{w0h zzcc+Jr&Q@v%=s3xR0ULJxFM;)e^Ytzccn+K87{`G=Aewyf>y9j{{ww~H@*}nFTn~$ z4!&4(+*KG7!nnB@i9iPxBpBOY%PZRM=SWD2WSqccU^Ul#P0+&X;`XgsPw8Cvntod- z*X|o(`UhH7JD~CId;ka9c`cHJwxwa~by;KUb0L*7V?E`6*yIEJp(UFL8IeGh-eY%d zy|?d-#7F<TB)_Fjs9Mu9dAll zcJk{w^__8gMf@dciOJ{gL>Fse>HjgIOvDPIKj!GJoik-*%-Ozhie^OLbvlN{8JWG` zlwd!eLrV31yL{av4v`u|khX zSez&@K&x`p0QylAuF3o?7~eodqpJkaXLL^M$-J*L$k)-!;{7hUyVU`PcJLTG*?a$ZApJ zI9%5I{gt*f0l%g%PTfw;Ct_{jNtR)Cyz90igf~=C?6$H=%L|m<$|~_)crrO+fB9MbWj395~-ayrAy&lD%DV?W&sK5+(r%BEuJLgwRKfPOh<+Dx_$ znr=>Es>K_PtL(1uXmSo0vxbkPCRJUaF{+k?^k;8lU0nVC6~|j?)LZkjh}r{TypJ|G zvqR}5q?SSTW2F}h34ChJYxV!HJ8F`ap;RC*jVXmq;Fk73ENqM^pMLCe2joi)=G$Za z)2E6ovRXY_1`oSe>*%BAwXLD;9lJm?z25~`Ko^5!3o7Khv%P<}= z*}x-%hB*}FP72@q;Qu9L)W=YIsIlf|@PhcXR#pe!t%A3NemSuB zYeh6@E4Ub8Fs=><>Zd)5#>eX5*yJXNpIfBMC42D`Jvf1P`eOt*1ebm{L!%kxePd=yJzQHaa5iudBaHm#mDr{q2hQ@myO(^6 z{O*^BR3Qzfrx}vx<6e1Xovt6L=xM%BhbnN5t25)Ld)65HZEgT3@70a{fzvs1UOE1> z@XDg*|02P;dkFsojj6PKxj~1!aZ-Tdc?H0l*VD27QJv70ocqb|vC1gZCLdVL+<=Hp zmwS4^5bs|lIjYl@n%z-9?hNyDLC*H>H(=O)W_rHjwd~zGk#vLA3I+W;4y$X2D~AFD z%Sl@d9{~FWH3>M;T?CD$=_zevG>hwhy9mkhr*x*#&O|3BbdBt4st$)fsYBXk3d{xT z3AZ!z^6(~`z~U7&7x)@61Cx~rhE9g{?^8ujsxb+^c7Rd_zNgPtJ5}UD4p{c>=R6aZ zbt|)Y>?38+qPRltRy^$nGK0(mR2zd7qk?6yTUV+}9X_S<2lpD>z)O5;x$whWyewSs z6zhgsHyrFttR@=g`}a+)cT3S^4R(L~C$`Q9zre$F@PVZ2Y-hiJy@j`RJ6yx8p$+f6 z16-WH))7v!{_-q8nqb8%1q=_@XOB7ZTe)ntvj^8w+>?kQqVB8Mm4L9Nxi(S@$^Ic; zI$~62Pf~UULBYv$L55IKpC>(vc@uKu7~$9QH?J8Mfi}v&KqJzV+Y;uqdn7uFX~(vH zL#A-+z12kKK~D#_zZ=aE#3*6zemwS)dY49Hd3^71BIe(N+f>w{Mx2tkbY?ecWujj~ zehG0z%%wZMQM|7o#4v>j9I4MU(R&R?pVlNYDt5BADLq>r!Z@_iN7qk(YWjLjebh4G zsmQ|K##UBmjLVWexOBif7%^J|JcgwNWwwRC$8juw_};%ijA=peHL-kZ$L2T@M^+ld zGLdI@5?QeSPv0}Sxj;mvGUUF50PS`Q+cRxRMH(>Ny+lvt9Pg-QXJW{%Ef_?@86PE& zyjoxG<#<2F{)yv)Zg~RfEH{w6pN#1<|4438FX2A->_~Y1*4Xc|0ep)YlbwGekW~{X zXj>m3_^Sb}>6D0qlKO|BCgbn`j!oa|z8dF0@I0iiz#{Q-cjGAF`;H;XF^3RUbyNAW z)&A}n+D4uLuc+3kh$Amvbr_E@X29BLFT4dNZGg`dlpGO#+*@rJ*73^2{FA{N7WZ=v zq6cLlEt;J}0{ePmrMQ^YJrn5feg^$!49i$6aj)}Sl;yUy4L1a-_7C!`fL&$5dpmsy zT)<$K`g$T%c`NG_K?(U5as9}sI>+WU;7HVl7xv6wc;+4JHW2d3(U&RIV(mPO`lF~a zzjU-2=}2G3&WN@+)ad!Zh|6V&T}RG9s`rJo*tHHPm{-BM$zuX)ZGqgf(H_ymJru6(du3G7(wS_9PQz2V$PGH4q* zBSt_nyaII7eKre+$hMEc&taU2^|3d*`MxOV1*xA}a^%e9)9d|mu;XX9){W_>ZxI>` z{s+otCJ!Rjzwo<0_{QKaA>L->7IiKWs(lAT{okm!U!98FXo9a3m9_di%AEH8h!%Oj zOfb7IS8Xl)(n6#8Fb12Lx?esYyi#z|0(7M@J}FP7KQm7!Sw$XZ>4UGd0&`fp*oGkK z+{qsgy-rY>(VDuTOy5>pYWe_U`fGM4OJXjl8qE~xpZKV+{!=Oe&d;G>inRPeKp4a6Ex(dzjxNoRIZog28Rf&ghw1 zA%E7*nJf)_SvnmHeqYc}l0bNN>`N6^E_$$G>MXR!?zj#IG|V$D{eCVld~uPeQ=mFc z|0FQa8L}3;#z^%hZWzk#V?}?8+_ZiI9`e)*knj6jQ&z*j+ez6ASN$+*P52!K_bqnN;ov>g;h>iQE- zvwIUb^oYx8cw{|V9qR1WCJDCKaT7Xk6_}+mzTbg5h!GxeEJ8Ja8ZS3>A2#iXn);;*GNDW-U{j;}84@<=_Ddt4^na?Rt`Jp+ja)4w z@0@z^K<^4e2oE4cfQfAQuI5CcfD;)UX2VSdYT3|Mxe>iZ@T5jzq^co{!LF|eI|e3s z;w#dQ3GCVub7Fdwc6lj)U2x z5pHyj?HP~R#z2uR60(%E_I9UzVcaCh5%H;Q&8C=waRRC&L(;Dv0dy?<_suH|lI)Dy z?>235uIlMCqKX#ZJ6_`rrpBJK2Ug?NRdvnM7%qD_G@bbWMz9ja|EU>VFy_p{p|U+zYvRG4CbJP73Kp`rfV80|~(c zAlxo~-4&fc?9ZA@C&bZQNBd2J5Zh#&rRb{nZ+Ahvk(t4e)cb(ltZi8Evru*nk9Ws1 zc zYOyQ~W|fK#+(4GQ_s`9OVyDZeQsd{|MqJ)8#>XZ8Q?`&{fTiX^vzXOa>rB*ceQ|SC zd4l{##Q(OcwP@Kl&UizmH<;HQ7qcA$Q%{P$V$0)Tix)Y*$2D?I6wbRQI?i1LMFYHz zY}FK%1S}{xV{*2DJ~e;W*6WfYG+`Omx@1GE<1K4()i&(X& za@{0j@uvFXB{2m2)1VSHF!9~{;gr&OUC~>|y;#>f;-sXkH`DNaj?+u#h1%@8^B^By zracT>AFtZk#mFEBrJABm^|w!|i!~hy?(f#rwU^DT2MHXXcfE{8beKZ#$ZW#kMizqKHSN@E})Goo3Pqak_?I&Y(TX17jr(as^ zPEB1)phNIcZaB6))WhYH4E9@DZvqtRAw%&IjFP*n_fW{p&HWci7OVREAVvd|Loh=j z6h1NeGm%(yytdU}gd*RYmmRIh+^=ADB@bo@@E`!a zTec%y52)6vbgJk`x6l`xEE!B4`>c=|;sYMnn@)&|NPjI&F2kaCUut8{_dNUikQd_% zsKN89%92FP!re_|lEe177E8C`mhM2Q13AVn=PKBlTbR8K?1*^!iC);z^Hb#8?)SWQ zU@VPUYSEdcn6zikub&tAJVR<=Ii7mN;P6ZbsD<<^+U@D|4$wz`n$AK)V_G23j=;n@ zep!mrnvyFD&IX8&m9v&S_r3G|g7McVkd)MeF4EiG_Dq}mr_C848K9Q8+w&!;l_(F=n9m4ouA%jl7$2=zcV|g||`b;b=EIsHy5zH-Fui$GNe37)k)GnNkzn zF+3aP?9N}!qExQp`Bzh=N&=P)g;X$mkX+erNvF)F$*|##-lmY)5L@Wg7Fx)pv5{ZN zS1oq#`T3Hx|2__+SjX8s6j8(@zNf$xR^HBBsaJ?$;&7%YH6z& z+=i-zPy3bG{QthvG8KQx_+rudB7}FI5++% z@M!4p?9fjK(>sZNfXZ=kzG9e4$!@pXU*IgHdk`Mr?VdW%ZJMb^ z8uGly<9^OUa6*#vk#m|Vey-3P-_o5&HXm+$bhzhnsw2X?6&WIA?6zax1^TN*EcsWed4+>LG;W7qc@6pzE|PVqen z>rtnux0!%A$j(P>WjcBmH4V<33}($CihD8chbz@m)|9>wRAYGS@) zkF7vxh01=-IpXL4GW8tng;FqNlgIo~gVu3^Fy7>=H6bsb3qk8e680{%u=x^d<6hY< zC|l_N7_K3~edByoKg^=of4q6ZVP!>5B&4z`HRCzHv&dA7i20yX<&w&{S6-o^D%S6o z!UePD%^wCZinn>3TCO3t)!ro)<%d9Q_ zO+-`7H<6I0JKl;0!VLv7c{Yta$2ruCF>U-RI^Knht;+wq4!f;fHf)d3!l z3C5{PzK?Ud1NBBLISGj+ZmVhkHj!%amS)l&G=2CHJPpb6NY;KPP<_!@l zsP%Y(94_p>X#C`o2w5GnsWC^)9^s~BNqCp3%v9yP?mL<&SExTrJ2MY+A&q_hod zwtmMc^jI>D+{ZlTkB3i{mio#ZO&+LP()34U%(vTCjYO%YzhM)(ONuCd_n&p#%fB>r zKEkpz?~6%&Bf)>apvE5kxHdiAdukV4r=uldzQyBq*KnVV&lAt)^u~&t+NYkyfbk{) zD4}kwzP^viTypmU%zo4EvG@JCb;W%U@6uqrHDyF{N*q`+0XesQ?ctC3*>Y_=?!)oaq0NuLteT}T<>1Y*me0)aklC+9&>sI`3F*P(h zylPSh=I%z;7jUqKcQ(F88b_cvh9_0a72TaAwa&45)s!xVTN&+rUIT70&PXpZ1<>^< zQinA@*tL5ZQtKx6*&^|N){$_Ziy6W_EK!WYEU&FPQfRMk$@#{WyR2mkkNAV)NvPIZ zzLEE(@7J!HO1a#{Oc(V`SX>8mfi>Qzd;6l= zyK`6Wfmt-*-Q{(y$Zcv%iagCxS5sFwx1ygyzb+@ta7ixTo#d)?$$CT9ic*-{e|D2P zA_z(sbcsyX7~9Fy-KM# z2c8$GXK&^{rG5dz&CW+&;}SXXHn^YK9d{G5pX-)&tzR;zh`zsXZ8!@?N>6#)=ZG#& z{a~ zJB=u{M%5yrd`0h~oJ&Dtu>0+{--g0ZLcMNkb_wrQ&Mj0iaWR)eb?$gQB4*Z>N^e&S z!BmmN1)13rZq%9rT0DB|WAQZwS5Au%bx+uv?>w2KVOoAMNG4gDfuuy$gNB)kqGQuM z(Z26EI^Xp!`XMB96S42R+=N*Pw~7Ji{mDdBx7zp>kT1>;X>MT=Ulc=K!GrAhhK=Dy zIEp>=<`7hh*@Re~^--UPvU%(8l7efIul%MTEV@lnJ+&R8iShQx*2kJ3GN~hrLqIG| ze(L+f`MT$i{_07^X5+mSboo`0zW2CbFkjb5r}^RccZ-ZJ+xh-rmhxE)^$kh0{dk?) z$6hzF1>eCe(rpnoU{XGQA;S8vi^hT&k>xoKHf>)`M;TA}}l;?pfG7$DH`^ z@Nj*>W93`d?ZIxzgrZ4V_>gVe-zlRQd_$^D$3FIGd zQ-C4LOqrq&JV{bXkfGZ9)#3KD{x^oZ5jY8FW{2zvfo1yAkP0i^P z>Yt1DouPb9NQ;~~9Pc~&{=`CZYk=;`Zc(i`v>IJZ$(%FN%dY}4dc9FD6o=r}2>m|IQrs65Yj?$vE>JlVTVgFkIT!tRtiYyDu3*W(T=X}YV^K?3dTC9|=5f`Ez$5Fz zYu<(2iR_E)bbK_7%5T%fh#NoJO<24if5o(-KT4|{8?>TjV>l=^Z$b}}g;9I54w|p* zIFqetudsDJ?^0g*8Inp_1qH>6%&geohpgyFUF9!-l*#@G z`pm9ZOgMpG`|7FILv_MO`|FjZvJs{#DHWrp6%Rvz|H(KfuTRJ@^7|&Xq*{1w9?UMU zdi%)k=8X6ca4v5}2dJ7Ky`8wq>?^&bT;FU_*C7icz-S3z`CU{lWi}#)+3gMa|Au0~^C4Qoe=XKR$ znF-q+3(od^4DrMXTr!jGI^s$wvfhKoIEoO0%NzO!fqk0j8m-QVCFQ+^ejd3H8q}`5 zERC-nxYpfsJ0sp+5HMG>b~9u{))B}N3o=w>xGU^>)o=d3gT4g4*wl-(@G;~g!bPl1 zd)%D`Da>aiXi~V35&qbbGTZz$@Ryt13%8J5fipwz-wxlt3w_FEK_dg79VwODjaw1E zTvO&>9b0+1IxY$y>GGtjhw}e<6G3Sy#+SsU^yzO=HGj-bPLjJ+Dg&~FQj-W(jXWdV z*vdCM(ics9mC(MJkNs{PS#%(9oP3L@2Ae^mVn|IKqqu~Taq@>=PQt6ovk%a{%Y_E6 z?g54Va^2~rk6R5(2`KQVf@Z&}g@!{&Fqnb(#hX9Dw6G0h&-$Hn8DeS{-iMRmEUnQP}m8-W=WI1zP*VB z&VI0OLmAat>mQ5twrMQEd6+y@Eb7TXbG`L00ZnV8KH$+1)%_i^+NBt;yi2LN7Bh)l zfMwyv#QA+ZfQ@ELg$%uyH0@b5s>1EKnfk;+0UCV%&ku($e`!38CwJTRJf7m}hy(}x z@0*vBy`$>lYD1d4Z52r4je!R9@h$B-5Q;&!PjguYx7X)RBPAH)56U-F9?Nm_V9%FO zbX4F5J}Is-9kF-@4AKLzcU5vR8RlwiwM%ro^V?n;@w#NL#0a2*}M84C(?C6Es$WVe^gQ*6dy8C?a<&A&#VmJ_J!U;@GJEm zTsBJ1%{(ZqYg@9847wwh`I6@jZQ1iS5ixX#=V9F-Iui;vrsMo)&1-H+MCd1O+6=`9fTRcwFp4l&_b(qeKtm82o%G+LXH^>3z#}k}M`29gNz!`^kqb(*jYTbq( z&bsIrPmFUsgf4Z~n+yoAIUDwBZby{0w3_YA%Jwyka6MMw>pa{sERA)o8grnwwO}gw z*KO!~Z3F}mn1)LoW*7{Ra*2OGUpru|7a4mc$f1JjU1)H8{Ue>Gm)4hWY~sE(iVHhJwGvO z)gG6Gx&p)O|5RaDm>eCHK{c^23AHfNry9O8RvfLEQxhZW64v!M@re(y^8;%q4N|)> z2v9*U?t$XcdW?2T8WXXBkAi_GR}{k&M3VLbTF%EBcbD?8B6{doleM*F*Ie*wK_uz0 zTIR6jo)_pf`3`+Kn(eBs_mMf=T=w@a+-GcehThu(9T6%~%J8rLXla_KiyZ<8vZ4Jw zY{|B-65*Bb&PJxI5f%5+3}#K9CIu#pq`}Z=@rv;HQncNS_N#+*^JnFyk_L@9Av2}+ zHBIcf)ARQ@)Sl68eIanA5SBlkKZP(65EWY*sx6#sPXxsfXwye{!^>zX?R?e`E2GeQ zSQFrif60W2a@W!SlSjjg2IxX9j6=kX&d`$2?x50s?4%w4&Cso1MhlToS`>n% z@bx57-uO>5K$g=`?#QEmid0D4z{*_rJ&*+xgOMapiP(lJQzznE)mBtH7fiBvJB^i_tGwivBnW}tq87rU}PGR}8 zo&Y7@vXq1ou{d8Djpkl-0^>Yf%t&zpg%PPrKkdu}W{2`&8j9-qdUv#-1T4stWJ!>w z7|EBCIU(yxc}#PDK_MtRI8IV38rXsS?q2bYoJ4Siu$s=@6+a$JaVZO7VX!ZKJaV6n zFgY5#KqVV)p1Yh7Y|Qz*+_ZzZ(+*7f!X@~w*THo<<=wA`sCykf1waEjtc9|+CA;G_ z{71oAHkWM6*!hBvnt%a!8cep)%i4_TbCt4ZSEj;_t`(Vm_^Q6oMd2itWee4f=2s6{ z0tVCgNJM)Jb7JhDoy!3i4Y>9_UW*KRT03gQwURr1C)YfRQ|#uYq!0!{@{{VDEn2&* zC+K!dfilYYtjs?vaH${ZFm^5@Ra`Av7c3KOnOWBaxBiHg_W;FT0M3RLNc0a!$zcU7E(cK4@2Q6sPcln*a*Z)Q$7)F7>Pv z^1EgVLXwUnYdbj?sHtpeUsc9J>#+f{R!pRK*!tT8&%xGXD14KG^H?tCcLxcqm?TO@|AW{I z<^>uZPc+&da24g9o=g%Be5!GE za$$&o9T_s(BLu_jQ{939D0n18oxe6EJPm)w3Ix`fpULRxU42hwJ8_5PbahZ$?ke@n z$cFSXmKQ3beIizNAXXD6Yc^~j_~GV$_8zs$Qf+W2SK;}PT)>AMh1z&d+oOo+J47>1 zf`M?u_FSSi;be>znkmoCtU}?@UwpLeL||dIvgRs_U;pBk{^R2wL5iF{lq=>9Kh^iI zIbSSd#m>eqV3`I_zzq9gypGrkNq51Kf=Ny9!>*ekB0_-znGJI^x^Z9qTVbSTc&cQ} zH5Aw=zmov<_C%mC+Me+%0@<{_d~(^#iNYsbJBi_&9g9XPRhGR zPnay~%VKLsIXvpE%ZN_F3_;{k1M%oPkKG%w$w zx-e%EyQvF}BY9T>qBM2_EAZB_)0UME$>Nz_3vxaPx{q#?b8Vcl^@(C&V?jEmlS4^H zVYhGbXO>SHCgaj>JAnsoOXemE5P$Vp`N6^KQN#3TC)wKoDW+h2Axx=uO)4>_8O*V4?ar|T*1pi*ChyeQ8|kCL44}bu zAn3?V_e9I`?)Zv5eH(3j`=z!An9LIri=%sjh*6l{{31o1Wh2t}Tv9JL?!HECJofX4 zIsDmvGhQ`Nf86r-I>&tBh05HqHI8z?`r_9Ke%*a(m}FBzMRbx5nSH)?_yw9CoJ2`b zck)n4+(9XlnVokhP`wIaE}#iU5wtA*o>HHYiJ_44KV@S|SF%z(146lTUoI9J+p3tq zY5k1?9iJel@Wu@Uv}fcouJ4GMxJtS!ET!DLae`@d-l?vL53T)>9kU6K>0W)S6Ziu$ z{?h#fGE)zT58W<5%2-?3pXl-?Nz6*sp9#gD;&tdBtD`LxE!rIP8kU$GbvUnIek2Tj zF*HJzid11zepJ!Bq1O&nEPpf1U1;(gA_X2aPEzL2C2S6I%FFSzOy_DzSeb)PePUSl zit*}Mxkp<}!x{PX)qP2``1Ohr=`c%_N1{_AS4GRT=T7c#hn{7JKLeM4F*cHA^XEP% zyKxS{a?q1iv{J}zqo5G7esNrI!0lDQ^_R&oG^;YMy z?cVyF5XOi8dFfN{jJ^G|`{sdQ*|B>BdAcZZy z2(c{oWoy6y1Cp)qL5mO|as@&7nq^!u$h{nIVP30m(d0#*LB;*lHpZvbGKD6*c5JCd zsSg&-;&a5NmC=tLwE3)xPW8? z;%HEW3SqZ0O?MMCfVFjB(sl4iF6H0Y4Ub%BSq_zz9cbYei*8rm(1by|{tsd>s#kS_ ztFx*D;mO%&x!ej9+RNJ0b07Kuh>BmA$~k*^es`?pD4c4oL*JJpo}3Ma-rm+Lwawd`BmTl-*dn)ukV^Yaj}3aW0a zmcHz0U&ioB=@u?4&ll&&wZY9NcneRxkJ%Xbxb!9tIPS*f-BbZ*2BIXRC8mrWwa$H> zc4?TeQ6pBBcooWj<|1`tOtmM8+UFT{t^F`Nx$4PFCUbQJ=!fKi#~xwJ`Ubk}UmIRH zlOb=@C;z}hVQt*NwiBFvL>ZvZEqzU`_- zWr_2TlOzZg#9nu9i9__PXmTyqeqRq2!OZm^YU{Ts^fSWb&1wYKK+*PF1^Pa0z3A-z zRf{)UU<2!qmbh+LePUmz>i!n7hq3wN0@SGi1{W##{O?xj%_3QC!$}v5ZVF7apP(1;XCH7gXQa{dnvHo%DkkL` zV9rKv^)X17JV?ON`Dh@m7fo5H$CZKjo4vv_SFxJzav^4~CI>dTCQ(9JNC4qHJ27a50uJw&mhWtdh}D(0 z;t8`krcSM*4CSklnuKYZiWTM!HYrPlP{6F2xo_H%B*K16+ZvT2Y>`0uqi2-QV4LPu z%{;0Wlchei#t>n?^m$WweX{)n!~u9p7hOM?ou}BKKB5bt)$q))hcc{pZ?IX${x7Ey z#@Mto<-qY^9g2IerqZsn3Wr?vO@vPcKl8YUE<%0{Z#`6F7!7xmzk6kT9>5dJOT|}P zH(+V87Q~D0B9jB-B!I&>b2;g`0paX!k|3KIpCYo!{+VRdYR8)?XFQAxQ_Yu}+f6dP z^D$;UTF4G;?#2?>ugZu+k1zqI$ys~Gs{Ox;N<}FlJGvb3ARbC^lUA0R(hqFFiWJi{ zgkTOREt6`}3HJx@p)j~DneVc(dbQsGN6Wz_M5mau%^q`Klp$72`mGGW?h@#b1&cDzpl&ken00q=XGAMbIzlcMg3EB5ZvtrB&CBLSR_|; zefxCHvQlw`1m0X;I+ITZ_tZKTunW5Izr8s~_tAIo^f=>ab6^UM*Ovs_zX0u}i{g6v zq>mL;qHe$LjP@kN!-@0xIc|ID-vv*}5?GwPMfHYP_--sH%hEdk)D;uaaCPd=$U(LvGK-GI&_Fj&WNwxywtqbNVEF5GPw?m ziSJ0lhtIgJj?oE`RCSArOP>jzL5*&C0PaExu<)U-WrExB+Sz3szY^VeQ@Y+3x`JIx zrw#mq5|mfd`QGK?Ie`0<@0Y-TMxa0!BQXg%S?ou+K!-q8E+!jg?8K2+kVx9U@!}V} zlHYzL?s3#bEIe^4^vmL~Gg|9A=^ea;Fxpjxe(T!?{J|3qvjtq*4ZbtyBQK46&y9P; zRx-FRU=&jSn0og&LYIGhwd#|`uQ$`;ovv6m3p!0`#IpA}W6eVQmfuVdtq~0l2G7{B zz~B5@pW&{Xf{xB%02fF@0aJN!Fs5p-7Asj&a^|BVvX4ppvLI)GQI^)zh=eh5tXE_= z>{5>F=8gP&edRI`{^VSVZ)ih#w)^aSbva1+=K%$!Sr{(9b9;YYFV{8M6E|@1{sQfs zs%XC1z02hm-1k+hhd#`0yDo^A@s!M8_u3ucZ_6yfWy@6y<_aX<)w_g*+wVs&URRWB zeSq30P{x&huFy$ULGu(0$N}Lw_7Em*uOWsUU3xV`&yY3DwUd2j-^xG!Jg+Ay@%Db&mXZw`4Xn3m*ysb(-v+D+K)6gh-t`6bF zE2;fSd>iZ`mY6g6lug99S*@xex*BJwiSI5dKKJ=q9>yPtfacq?TAurAW1BzpmA)U% zdxIIR7~A?6WBtrjan*9ur)LyOlytoGL~-26`v%(D&3r}BLB4edJJI?>{U7_i`Y zJJcm|&%vc6bAY{pG#-jc8UG05%TAkeiO~k{<@K~ROxeHOcf(3QWVhVDnxO{n6lD90 z84>qBScwLrfR8u%OkLO0YB_M|fvvS|&_iitZv@WtmAvf|(-)i4g2T>he`kEg5|Bu+ zLKa8&yvbx*sJ~$Lvn@OC#cDT2%XTbF2DThTHgd(p^46)M1=3Te;MI)7p3&I3OZfb= z9=DvIe(%W|g6?J8cCQv`mR>D*OI3Xi)Ke zqK!`)xT9c{I+n_6mwGMoODj!_Kf(p2>ymHy_7bZ8?Gj0bWPS;g8Zt$i(7O&npL1X2 zrW3(o5SM<$*T`yJi-m@-F6{Y|6wIKAPW`dj^$A>4wG`SL8&Tu;#?`ZIeik|dl?Q{i znBgdhi)V;|&*5ieX2BmY4-iv3cLZ@cao?5D=%2HSBp-=ON_=3c3Z{a+weEd=m$@=d9fSkWKgrtwvu_8;%b(YCrvOy%s=~QamL?%_Tl&sGw$(Fs!ECWfA@7@ zjz^#|5wJAmheAS1oLxr7#t`B(ZwhN}b~oy^3@lY6d*0JSomI5lVc%L!hq8cHG~d;D z9*s%uRoM;!L5*YB8wamyS(2Wly&&h=Cq@_x2#WQ{lUZ`DL0_e*(AufeVDV}?25S|?)P3(V%xh9$+k&`^8|m5~s+eOAuas&LmqWwOB<|$if`rjt4R4{@ zP`M8Em%Wm!SkET%CN+5oa!L)gva#KD^CCan(=6nR8nEp1S@L$lz(g88f4ei&G4`5r zxSa8~ECliWdHrS=f&sTwI_n=j0O2EVY~+@9RmQB(#dS66J2l%(;9xb`{`#IMTKt+0 z4-0h(vCdUwqZkkmltC@c^gR}$Z$u_ar@25+z{G>-@!lQ>4F(=f3vm&BP3?Gy3&!WN z9RARpSsV;s%vlwoXDtvSy%1$3j;TkN9cx2}{e@a?o-2GiVO{Y%UBi$U4F}AeQB6TR^}Ut6-|E* zV|fLLKILGpm#h(x&TD+x^L?Sc*aZPH9`DVlN^xzsLGtE~G)+vH%@I~f9P>dt?LaDq zGW)*2XBnjqDJfnv8reowFkFVp=6YPn_QVn8r?Yz-YMYkDi;6_652TDQQvV4KM~iIg z1kL!?mm)6?zxBuu3;q*-ictyf!*}a&%?J1?r7NLlBAsbgnjsaZ7+3o;5r3gB(uF-V zdo8uH=>Q|ffK(P)w_+R+b??B`Y9y=eLl2903N;h{1*_z+Pp#|cn)f&0XwqiVp%)K! zm{w+a!2%K45)+u8D`Jj&a1jjlOuc|%)L{GsY)N7{mdSE0eRlp zD%Msrnu@8B0CE+YjoS+;V4+-J_|K%7o;iypYlksN1G`QU``)-CmGWEn@&sniiM+*b z2?ULxbh~ro6X)u1vF>)O>=o$h{8Hu|(nC3s5twWhUgNT9Xs!Uh{svUAlz>lN*@{&I zKbwueSnE@*8lk`dkI_56U<*=%UiaQ#6U=&Yn%Rg6nG=EzAfF&)S?Dt8%c|ZraKVrk z;p)SkiLYzM)WxHz&-*>|G8SZ3Fac_GYI_rGra5#ZX>sdWW52)Z~T@}q=kzH$jYB7XQv9I%^r z{;Wg$>Fx|`pH<)AYq`cZHs)?cvCq%);gX@3I9WHHQrd#WO;0oL0!HOGz4$~x7)=Vg zHC`9xG`s0@+PY}-qS64;1el+A^m=oz#IVRztm}qQr%tk1;HVo68a`N0`x3iC*gZF| z72C!2fYMfDIRT%o8hG}@({6xXFKZMM^$(^Lslt6Dyeg=^XMsXp%-JxBbUWc@O9!*D zr%t>ANwqm=71(ue7Gnj|R6*C1#-m&GhWemN=^m=@4BT^%;e3W|Q%R`{bs@C7ZF_8a z62)ptJ&QyO$HoD4SI<1e(h}iWZ36oi$VU=d z-&Q@DxcAZk?e>lYK4oW`3@L@!F%R&Y!W^Lf}Uo%67_Ja$GZyTpsBhZ$hqIkg^k7m39$w_^@O3 zQwh@(->fB78;h12i8GH1;od$`EX^-#qZSg=Rk*bBtn*eXA3ugFBT>|c?Xn@e^4C2H z%UnNT3;+`_7SJ?~w^|+GYKJrzXW{ieb<6B~ttVV-GBQSOZ7ifw^oCd{4(fH^7r^A7}0vF`T!1 zXyS5HCKp;%VP=kF3OzQmt2RTb3fy-|U6Y2P-GOD$h>H80_H$rL{B6*N>^Vgy`D)T^ zmOoqBX3kUlrY!ooG{9KLm86}sr(=xhA@ugTD60>8H2cEr4c8Dg6-CB&ZmtXs6@tXG zw`6{PzjJ=Hm#%awT8N>pKF^M6*inzGD^eHs#z~^J=N4W_+eOb5PdKKs9%n&JwmSSG zO*;%_SWDh0lvTr6oR|cKhhuHujGwn(!Y1};d=c@8jlvZLgll=$UKGD;=2f=#8?Luj z>DTyp5SALJCyHu;s8TF?0~I^6E9nD25oph(HtNqu&+O&nfP4ru*dxW%G~ zbg3VE?ltB_&Q6qXy&;05fNF4$$*mu4U4yo=3Xoi4A_N4G>Wh90lCQZ3BtI7FyuuWW8v`YPy*E9IAHmL?UM&z`8P{>Z z%-!&oZ6XUWqMYCGS*Ffso@0rS8w;8u0dj3 z@DeUZ_mYHXT*N`CTwA`U{eqZV4gIxG*m6Yv({&abH#Ied8ktx7$JQ*NzBa^Umx7m{ zE^-FKezw4+wg0u%B6^`zIstS4F{T6=(8IC%*2bAJb5>AVXn2MTkWBGF5z(}!{ohoL zc#RuzQkX3BGbo*twAB{m($)H7A~0LQvxMTKtwIf4tXPj?U_Wx%I1=8oSXZ3Yq$-JM%ms>!q$ zIYBY`%+j#ix3wxOhLN^~|H+iaW|K?Wi&yj1c^n)K+G3xSs4z_uGhphaOGrD(fF!*H zlQuX4w>Mx)>~pJnxlpei2pEQH&OXcc2pR$L3~1~C7aOp{&WXjc@Q--^80E_4D1c;y{3^>gZD!oI|tP=*)9)rVlpZiDW)xjH6sdS?7kByuI z2zXx>CaK8-mOdTQ$<+O*mUYd$7gM$dgk3M8ir;zv&RyErmjVS>+3i;Bgme9zF>BhT z8@`uK(I0!ZlaWnP7k)U+a4CG7@|1{scy1_cd$qV9qlm;Gi#4HIAS!@)yejlD>}6X) z*^-`Gl)=8Bf=!%{q5K{jxsG>Ma~Z$#I+D%=8{;Nzt|fsVa_hQn2? z77EESKy(8YCm8HKS}e5AY!hi^bBjyzH+OG2VvBHL$v9x@unMwW5 zFf4ma)kp+NVKy~4(@q|Q8FMY1G|lu^Q(U{lfCMTTCL8X|Oe?FB?P@dFE30lFNobiE z>DUOt7A}~p{(?VV(kAQCW$XXXkQ%1}91o292Ympp8w!mojofv{g_p9#tH@d9R8oem z1h=Bk#$MbD-Q^{lZCH)>rAYuSbAM1!th_JJ?yspwobhy`a>i*ov(8wCR0M%pUp9mS zsU?G2Zt}OryY@E94(s}(BWYR7SvL@!<+A@NKtJv!acof6+66j-mKKn76>*%sr5=w- z$~#)lz8%Zhx99%PwGi`$fHE+5(ueSg;SKtS`hGzNMSq8Ek*(cU{2q?V%<{eKGrbjQ z_o9H7&JnYl0|SW9w>bx0RyI)Q)ZHTzrgm3vP<^-GpuwC&+QjDfFNf%v!N#vND z2*vSuxhE#40+@%sH?B2_7I&G!F5KKu$+7!B=Hy*PXi2^gvs5x@;|*rcyDzeu5w2&< z8ax=_2rTUnNvG2X34^1GShyRz$Pt)8a48Nv_q&gB9B(@~-#%y1PIj&(aZtg^0!y@K zExx+F_(KbQr{&E1%L#6wRVEl~`%xFgN@V1Zm;J{om+%m;hCY5>*z0?ccCu3$C>*~` z2$GYz@+a)8h-^BPF<&WcV;yc2;m^9IAHjGmxBnYa?Y@R(-+YFJUx|069tZi9mU(1& zq5!Fckp+@?HD~AYam`j$HE!?F0e4RMzevp|O^Wo)5aVB$I0R9R0BdMbF`JQ~|x~D&y7dJ33 zg|yS*tcMGS-_^OdnkgLA3V<;ECGWv>vT39O$J(Ll$#k@Etve*V4O4AlvEyJbh>$Se z|7h!Ob)_t%#kl#Jsb4Ing~AW4ixg6s7bpq|O?qZVC~X_HJ2VcoGf>mVpYFA|kIUD@!CY{e>V@hq%@Ndv}b#4p#;jCa+Z ze(;5#b9uzQ83Fe!08qmzIi8Vh?y=K%JYq$A*fDy4NwaG*6STgZVkE)@7IR_^eOA>8 z&xltCPTz>&GxzC8#=x#&vR+S~zQ;oBGFy7-bU&k3uIL&m2cZP;F?Hdl&b`<=DOxeA_)z@?__4a zk|b%t+E`3I62Vg)iG{9b?7qfRxY@BB60bGB$`u~Wl>ONaHEZ|;0Pr=cM%DJWV=*s1 z$(!a5asMztUFrvKJ9(*d3uEMGj&$Xpk!?TA**BfL;OvWLno>_X#4)8#U#|c6kF~m?T_mG+YotS(cDya z_BLPCM+m5d!xDN`A1B{J6vsyOOL+;4VQ{{1N>J2ewpr;M4^u@=uJEKEaCPv`k^_PN z4QQvGbZX0TKHHg|<^Ny0tM+xO+fs|=`kbCHxDN_g7TRF5(yNQ;y@I3YlJF1KwO4Lj zWtRGvRhfAn(WPIC|HQ(=jt`~n1t6u;I+aRq4PnSGOiku6V$do+-?W8 ztj~#ugys!tKmjXf#gn$Kql@07Zdx%BnG(fhKr!lRkd27d-2Tm1juDt{7*Jp|nHZf5 zLAxJI?H&uSO#75xc7LeD$_#ecmsDo)5o0yW$sT|E7>R}YUgzsR}V#vqzF zfN@-o9xa{cV|EY$NI-f}a=?r4@wqHy+2aM2{16j-;2??C2oult}WMW zfe^uIa&IDPEq|b(j2XGk&=SNfS_qn^F-orjR4rvfrKXR%Ez$LF){h2EK@2BN`uut> zS#tC+r$UDfSG2&FvVDBaYtsb{goC+jO1^dn-Bg!V_Z8U@hI_S=1AG4-f*WnuJ@Z^H z2$PI`ugEOP^bXsG)q>Usu<3Smjsf+dJsk!r=Y6pFYX)2BMr!j{>+L7b#=DQ??F<(> zpI~%eS33NxJqLUC@8KEIra8?G{}P>2tmrWsr3>IaXC^z-bWIUFy`%_)$zgjZ7HaXQ zw>MOkU-c|#x%JRX*%%|3TN>TS>YbU)Qw^)w+P8d~i*7kpxd4A1C&>n?OiteQyXbWO zR_T(c#-FQiWd<;etoGB=59VtiRWDJ&VbjvNubzc7HN_wj8- zkLms>rMi)Y?xN3m1<)nVwR;OTA9b)CNyH*octD7tOp=nIo${31D znikg(Mf#)sta);0dZxGaEy6JCK!R42sR2`);dGTYiCl+FLsT6`u`eY7zfPYofj;R7 zQ8KHGq};l2^3&CF)eptr!GU`MLx-rZd*^9#3klZq&2P&Yj=Z-z)l;X0rvkt~0xIU% z?Y~EbTaeG}%WR*S(miGr$$3Rdh{+ShzUZA?A71ilcfLisPq9^HN~qfqi|qxCRqtOz z4DR;iW_QaZE47n!9qN}nzFGAeOWuSU?`KvgNK=sg;*&z&8g_VLi(DW^T&P-S)pD9A zb=y=^U>Ybmp$vijrc+q`!0NMyYlTHMj8kJr?#Dkw}L2(Up{AfXyJ;S?brr!-% z^)vzBoHs4Ab$Hb#cSF+c>533m;ct^>Te~Ll)72FjgDlT^3cCo&02qriyWU2Ply%OB z>6>s-zv#dyAa59xel{ZylPAYsYPiyWe29AEonNx3M>X!{09wfGU0KQN;;r-)go=iH zI***}M=q=yB*u3%yZ?<>Pjb8lxE@or0ORR9`?W@v6)A}ot^8HjpHF&!9hGPjig}YK z_S87*)gD&Xb8?4;e4Wfdo>WE!%PkJLOb9njU^|oKtpvathYhMZ* zhxB8*rJ1U(H{apV8$~MGgkjs5;M>QOuYYxGP|dt7qb&ATt>j z;?b)0bvP?H4PXbdNb^XUx7?k4H_X+|mP~Pzi0&)>uPgSWupZY2t6~+^0vHkNl)07q zj*mpKi+gyOWz*^JCT}M7VTArsVzgf0H0T3}M~BI55x-=oq^2ygjP!SuGKc*Qo#Ne(6P(7aoaWhn5i~ZP+ zX7l*nnRbClPCnNY?`2=D7?c4b3#JV=y0lR0S5|q_t!Li5tNU-`_x_>_6NceD)Y$q) zdMK#DyUUWDZzz|UWVP1eU3@!c2Kj@>%nAcaR6lIpV4dK}?W-}Rc2-tXR7tA<(;MF< z|Ky~~&YOWLmNBj0-Ka*qEk;>SmY5fN-s*Ih0ziCe9}%q-e~%;a->}E)k)Bj34DOx- zgI~|4ck-flb0Q_x0d^JP4%9e@MHb%8*!P_gKY3o3q0_LEzgL2VNdurNy!!9{KpSh- zUQ&k4A(I{~_<33PupZ+@(}*r|J~#Y$@^>k-fPK2&eOcXl6aR-O2q-whR-~OA(i3QX zLqzavIPrjLT3wF|x2L-h8L4h-yWm$%9=uRe=E_6tqp#tk z1ch0jmIC@^WoGM?`$*qehZH*K{rlCPVpVTc|2*sy2uD|i#CihxsMI}WaZ8$6xHS+X zuD^!=1^x(nd(kE&|0$}eUtLmuOrgMNkta93BY7yR$9Gw;2@ZZ<$s0ZkHdBkO^K_4009Ou5DT z7sRqZ7W7|$BM)BQX@|kL@v;U!J^_pEAOom5sidX z2jshfYZ_pjFJ|n4h9_t*4$w@BDuBioKb>^&6KL`(y};#VGf>9#!7wM0vbdZUjF|EW z6&wvuJPS8wMne6Md^Bf+LF-WiU zakZR!w9A(;7%VT% z6~#jHapTnqw{;9WM0ermtCAm9(fu^zaL z3IL1+(7xwme=dnWv+anb7n#6`B-0_=c_YG?n8#9Tl7%dp_D=hb@}e^%{dd)AUcVfs zqw8&`ip%s4Poh=D%1%mc%>KWJ86$W#FFQql8X1Xk&jgspDol6Edl(Rm>{GpK0bh@JNnlJn*3ia1@|RIi zGIYkSd2pt$Lgb5-HTnTtFB)a7(#(Qfcwwi0QjWWP1F1~tyPvsT6Z`|gtRt~twaW4e zxASkIpslG3>fPvkn3f4u5d99HPd8~eRO=Lyu=%r{%}kA0<-`UkKOY)yY{-LJ7jEa9o}3%VUc_`^AT3J z;o)gvXWo&x9l@`q5=Q5AZ%~u_<~Np;!BuXp@c*%VHRPaX&Lk(0gQmT{kUO)#9J;?_ zb0RETn7Q3U_Hp4u>vyzm$jtt{c{F^%9G|a3Zi=Kc)AZpLze{tk1>|O=QT^Pj#n3}b zo?MxJ#yy)sW7vg#uQ&8JyjSDB!!4fYTwDDP+Vdg8>dH+~f39Pb;Re$w)}=uuYI9paK|o0x}tkFOJkHVprf!0)UEnICc$~e0e#m<%H~5lDm!5(>V+SC#Bb-uygih>`)*P z){Pg+*$VMQg_kztU#r6iv^In}td!sQbtI$ssbbSXrPxSCRTZy(|6FV+h zyL1s&U;^D^|1WzHu;V7$vEq;K*BI<@Az|o9#e_ z#!Ys$Zl6nCVXi5JsFzkcTDQ!!y>;mmlslmKwSlB_+(x_oQXs*j#+Lro=pLqkc`9$(1Hx9E4XDf89tRwG11C8s`01)NX$6;+9nqI>(mSN6ZohwO6 zS`#HAU$(wM_SI0r9@Tovyq`71PkxUHGMf%-mKxZQsC7JXJR09I3e#CvcZFmYDDEWw zD49Ej^2R|l^}}iV(ga{+W)b#>Tq zEXG9)&mR`rW88lL;w8r>^amtsUcI;_lwaQZVA(}p%r(z4^Q$V$U(%4j7#H!!34SDy zJmZKHz}!EXRy}3w^Wg(Z=+mO8%JxP^RQ0t?8Zvx&jJ3_t5Mx1=aeVcZIFBQ zxGVX#`YTVxN<;qnhELM=9hhK_`SSP-zto|0AzRXf`~g=KyUr;_a=q3e5xkX0*k>Gmev&gEXZYTmotQSY`(-?_Cn z18z`+PyfmiWhNN6e7((kRspx|wTrNd$~L^7wJ0P}dN)T~$QCEbr!3<2ind7oZo+^% zH_w#4|9upTJ^|Zjt&ds*XYx6vhs!ogb01pI+mwX7Dzywm_g>_VnNk?kzNdR^y0O32 z@M)b)p@L35$_%=xHfb|~NdMleA+`};{HL_JorExleD}J+{?!VEEIU@I8>0v zVQ=+g4ld0>3X5DbiMH|=Js-d+lNZAL1Am&v?1P>A;^!xl=3Ry)((^Aul&X%Rjs9Es zhXAjkbWF3~MMjlbHCFSV4fm%`_O6{>_edt{DEsA`$ouZA)ok;)lxoZlzFzFXZ5s!9 zXkq3SKDH5q>c1RCN+R;GPQ?jv=G}L{bxy_vU@^`zYDIT^Zz7H3qm30{Z>(!Lnay){ znT_NG(lkI!`#E%Au5MAha^m!)-(5d~S#J2Y_%E$f{0r#r*cO%ol{6 z()}B{_?_r$=C#g8b~Sr9BCOIFGdM;=YgWVd$@P3Zt}gD$)=wmDY9dNLIm_rg@~V@# zels<&Z091}06D5X4+-@9DD@BufI zrrJM0>L5d$Wss4U$oDZ3JC)+feaN^Iuv!Hn!*3ZgTr5VSYtj126}!ip9rO;&@$vQt z&J+x~k%t5#xIdNn+8RxU1`1NXS}x>l0Hm+Z4qhBWM#5#lbUO5pqum#&jaX}3_`sT; zGmb&8RBH9lN3(DXnS`KNp9OqI2R42MA{7PI2N_kX0TOGK6)<)}RJ8k}Y&aQ7PKRXq}ls*76ZnPpXahrN-bBc@gr)YPEAAOx-+eXU0a$ z1jt#L0M@29#p;DUS+U_5L`jshjLD-Dt-m9VieZZP=aO26+0>qFrS^W|85M#%-G)a$ zY=lT1skw6+Fa;flJz2!;-jRR)ZTk#ySv3TofFoH!`7s9V_HP_jGZaAh)RsLmRKPqN z$0+BTe=D5a=WFNAaRi&xFm1aHo^*HABc||oj-IiOB=CM7H z#jq709#=(p=vGgiZQ?H9LQc!nKU%m3_lwpjppMe&A71xin=q)JTBQ71?pmFx$g7j8 zoho0(z$~U9w2L#L_~Nz4Tb06ZEJK~P`QmF*T9g{#&1a?Yj6Uw;QFi)e@?XZn3u6TV z&O=@}xDnBj7N9FiDZQUX8UqjCM;VK7$f9jx`+4QrfOQK=jg1y;T>G{I?{hsJd(Gxt zQ9zZ_h|Ha({2E<$t5o>J89!Tx8Ag}I7RFWgWytIfxQUWR-NL{Bm_Rdeb8&eru`=&rB36PAN^ATMB?xh^|R-Z#GfALsWj z=5^=tl{Tt4i&IWC*6>6F>~@$cWKW*_NtB?i{4B5gy&pXaHr%~aoD9xiotDB~Wjl z&aq6TJ$Gi#82*~28(BPX*7YfmdFnTnZF8H_p~I&xJZ3WcL_0j&gNWZdX7o29T!Q*^ zozEWPfITw*Q*N(69iQl5Xg=QGzmxFpuX-&)*0RXXV_si~NWtVSVIXAd(`^AZJcWuw zX0{0e#RkWmaxkjnm!!I?NfeL&_AdAX6rWafXbR3I$>`@k;3`xkr-A8&$w+C>=R-DH zC*QvMBi_wQrph`L*-^RXPmrrjqTwCy(l=hwdB3)#y0VZAPNipnT~`!zO3_sByMkxq zP-tnm#dY{0*HoO;NcEQAFhSKc^TbE9dn?F41A1Qg!^02sRmHqmvY5*Gy0?C|g?a}< z5r&=I0n%=%DSb4y1|Ri%4RjqJG6$*lO0wKF4;_ZSpd&A|#C$X~ykqB{_oJxjAN#_S z(WP~|25jsiMCME8FF9%c#?!v}r((v4br(QYe=kxvVt6N)D^(;#vk7jLk9Q^!F2MHk<;s~$jQC|41 zaj$tNoMlnuMq=c%Z+gT*)$HAs9jnMwuUFs9_w-@4wbXWNFySwL{$UgGb_PEwziwaO z>TK(U!p3FGeH|fw^B7NQf6G6ZS*Aef_j@a)QgygB60IAW=i>y9=E8k8%j|5gyxxp% zJY;s6M})TbI9UM`H8X%b{o6sg%AU0)|Grpf^=M2;Yxo!4>a0m_LMECd#07LrlokmV zdZ;GdVI0dzZVKz-LDscT zOZMAk)VTC46CpQZB{ly@+`A(yo+kYBR}G9 zEEQu^b-UmHfkbeNg&Mog8(3-j`|ZuIMH_{w>~K5twG58;)9Gt+Fwr@<`*=%YdS^mg9(veX0(yYwIny_YD~B98*haBmvO{^Q++GWC7CVwmV%(cBLy|%I7z~-A|bMYqk)<)b+`s ziuCw%{+;7QhzWx#Hn50|2HW40xUMl%ph&_nsVFm zU5*sjWbuVGu$ADkmcPC^q18e#2hCP&6zlPbBbcb!+QDxAH8#rsOZM!oq5j?m#D#v$~|KiyPmam_E$T~&8JZ^M8zZ0Rkey$_?_))QwKjdv(j^^ zt11k`?rOns`_kMYA2(l4B-r0Xe&{Frdh4E@31MYQy;%C^L6ujSUB4;eay-z#-m4%2 z(zvKTI$PMcgfPc;>_97T%(ykn~hCmRP@gCAHJGoe=Yu;9vjUucag`WmmmYW{@N}z7~ZIQebH*{aiuv_c=IP$2na6=(VCzU?072`n(dA z$X&rnfkg$C?yc*q&e2mx63KfB1;GH~VO^69<)leduG@26r%O+5Iev59m)fd|!$F z0_4!mZ54I&p9-4VTdm{wy;yXDWxjK-gs0YOf1l+S{j$Y1MFGxXZ))%Y-0LiI;I*(g zU95RF!y0(}vuhaecNUbpLH5?=hToujfW(T{D~BF_EGFknNVQ|{$ zX+mE?v@oUeDs_cGv+lR`+d|^+&W{%Ac{e|>AICh83#n%396%G|xHaZfottzCc=o}q zQuJumg1^@RrmEpx2^k!1u-)3MoHa&z*LvtR>jsGpb}MhgNh;=XBY8&5jaYR$lYWlpH5w@yZn z+`LYun%bro5|4cqSFy8q_OV+|K2IlBv}}(mSN5iP1}1Z2T^o zy5Ja_1W!lnNDty2TqXBZy2XLaYN4qDYmT<>T8pb~i2bkpU$J)O2=~l2dElM+<_7ev z#_DJ6t(tNtRnPA|l0&BW^~dyrJPH7JvC(>>^B`;SJZcYZv`szz5cu(JKys9wHVw9t zs__VJP(0109>N1yfD_nw;UbT6m+XFOiCnGenV;hU2I~By{94P-FmjX@ZICK zfDfO*>o;%AF0IV4I^|J5eB<;2THA9PoP8*I2Lx)Zo7Dju6H&lo4;v9lwDu}o{iJ0G zNkw2%H#(oGBUWD}1^-Abjm~_4*M@m1VA-Sfb@h+v?uB`7NLIYRj2;dFs5OezBh$8P z-#FS%MVNr-baf?o^JV4VDW0?SxQ{|A{T)qbfVBe;2loA>NsFhrID61twR58?dpF~9 z*AWLnxe?truO`9=H0&@GpHj75P{SiGwVJm#TCTo6Rya!7%gAXy3^&WNzu9$@trAsb z+hnyC?tW+K&-p2ubKRZ6{(ajAxzDP9w*jpW=ngvDnfG3=I_C_Iu2cvV^SlVFTO2>0 zz&@O!x_-l>h1-f>AAGdt{I!i5B-xX`bnIxz>Z_w;#|=~wmI81q@-94T5@7l5uJs=E zC-(&|)jolTG1SxWudb{_`Tw4j3w6yTz&kh>ClqdT)Uw{zH|K(ZbkKTDv~{pg0W- zDu^TsvyIK!rORJ`Pd`#AHSgrqa}%57UDbk**79bu~ z$s^(7!&p`8jD5IA<7!8^9M^cXg|rp_KC4k`wzz3#X-FFfh_l>JR{{xLG-UO$=a7zxO(peXQbKcEC^(bjMNKHr9gJ-LpF z{v!WY)*&BY#y<>Pzdg>f>64EHWP=ts=y6|U){K?Lr6-G zU`Cg8Li-A6wLlfVZ_@P0WxYH}V%6+#mU;^1a*dGH4aIKbt`~vd)mf7*QaL{_I6_R; zwQ{5zJ*!>)WaL_rU?lSLiw7}9|0&WZhNEJPn!b?}L%g&l3oQ15*NV!{yS|Vo8ie#` zL1Y|%3d~5!%6HdUgvVU??TlpU&3sqH$a62oz=tg5z1ysRuw2mE(b4w4d>mnPAL(~dOQ1qP z3P4xWZ_)PSuXeV$cAh*Wu$Jfukmji9H|hKz+F>vhk_ln$%_gUq`=^J%neA8=_7ILE zAJb<$+X0!4*jL4sIB8RuiuX{Ip!|LTLYWkk&jACX)AVyz@;gxe#1VJMVQkt%skkmu zQcgM@dOsK>SZ|b-tHb5(3~Aa)J5JM^(`(bemS((OQ`W3 zSQb*}B8Q%8By!fw@q3+KviihFlBNp1nsDpOh4&%yDmEsTrBpr|?AOe1{DSJbSN`(S z)q?L-);Gn#RW}pwp7S$dfdRlkuhsgV#v0SD-&vGsby5|RSgRuK1tL2p*ZQ}2L=cLg zlnA)VR6V(PKJwJy2J0`H1+B!D3d+Yc99R2<+ z+`T{V_xpKX&+Bd5M`^+H_tYHrG3l7k^%Qj_LUY{DltC8-nu8 zqCrSHvze9jRMt?}IJaMak;n4Q9I0A~A?P&pzz7rL(>}?5Jv}k9MiN(#ZsMZB;mtYD z?!R43S0GyCB1&Yg6= zW)nqEs1L&!RJPB}3u>q~VXtJfct|pk201dmfp@OoUUthMS_U)E}||H=-e+y zk4Gh4XEf>QDe5X;2M|RTRD5q8$X%4St2obUu|_V5+iL+h6#^EU8Q*}upzZfg%ozfC z%37PUp{L9916{cEcnU=WZ#I)t5*k}Pp%Bx3Wzjt&{uG)j)^7ZT(au0;1@G@P@I2de z9Q>o^GqglK?BmAQClVTY)c69dKPqw{jvt)$LWUMOMt&?tsn{&SVGUf-?oss=P7HEI z=6X97Y8yg=R^E52bXn!EeomyYS=#;#i$6VclBq804WP43zy}Y7&<{D1_u#g?$H8(mS)*Ct7-)2j||VYyP1dspHJ3vJ6<_CD4w-%gf8bZR`l z_Ixn*4>ekp(L73UOOta zt8y^tlm?8w%EDATaj$%7Y5bbG!dhit9ry&=$5Y%&MF;^+`wJVmzTr7fMlTjda?BdI zYd1k&2X~G8P1Hngt0x{?tdgrR*C`6&+34gPO28p_eVo3)dt;7H;`-d3qc2QS39C+d zAB?MI-)9;*UgCH4lzyF({%HUCVy;++r4Pz`PZ8T7pzz!8N~C!P%>LHYd~nVz8``;hcQR)u!>_}GF3YTK4T&Q~Nq+zA;rlGb14y0wZUvLpyA7y(PY>&L z#MNm$&yX|#BxgXy2M3TgTZc2Jh3#D|hVl4Q#r*lz(2Od6?;cLFgNFjulVNg5nf!MC zLvQ4NLokui?5mE_jPtm0!{ehS=DR|nv%L6NI^-|?2u_~^I-OMh+FLHDXry&s}Tqj2RQOX_Hz2%C?ivxv zN6-nh>c!Eir1Xgiw^~z_Dgyg@0-YX+_g!_nR^*x^zpakb$7Ig-Cx6KsW`+_yUK9nA z#gh6}SO1~a;2HLD_9ZRsx9%4&){RwKqyUZuy%1Uy7LaQ%BNveQHd$g`e3?gE3%(1E z&JIV)=Dqoqtk95!C)D-~aY=TEpYBoLHdLJ|Nup#71{_=tvvgwf;QUVb_0Ha8wR~|z zhgWBqP~@iFHlIY+f)-!CHlQ;%gR)FjZJOOR%3_u}iyzj6gKxzR9-Z+zs9(R%rIez2 z9(ZlB@_;BuWCJI6{c3L=0PnCl2NP)hjC&0z#s{obMMi&kFaGWvoX%>;Y`%SQ9zC}2 z4-yr47LB>JZ;Tz2>2;YFJX2;)57<#w1brs*td{KDxn>_bN+ z6f}6|ss{}vIf1L@+dIF%jv`E5g%PTUEH|kc?L}giQmU(9EcyT%3v=}dww3c<7m{;l z=w#MmhM+mU{RWlsp(tmX_qizS2H9&b#3nB`cxkW_Jl30l+lBY2H>S3_-_*B0$);22 zlm6U;SS}N>U+J|h<(iecRwz63I23vQc;&nhx@VlS?*%#_S`p9piYD{Q2fp2`)J`*q z(bZbWOp{`#bv(vP%mK-4?WbcGn$CLY*?p2V|F0rS#+Ar=aBy2-;%7wlgvq(ktHL8f z=Vnj=V1u>=I-iT0EM!D~y`++-rmAbf{<#d146V)W1|dl$`?6R?izbJM>W;U<2?*RZ zPczQG-Of=DVYizLl1c%*%tP|pA+c`tl(PZG7D@Me3Z5*%wkV`HIv?~y>HaEHf{qSj zMF}a-rx?8mTYsHwyCpIZA)`P~t2=6OjQxwzl9=OEGLYQ)19Fh75{Bx2uP<7569W?~ z@woQqWxL#VwUIt3y`a6n^%54S9i|a)njmE^oJJvH$ZyA8L##O{WW}S$XWv=I2ei`0 z3OC*HwfE^QP`(3+wPzt`q=-Wmo$t*b)0GFr2~i%ODh&8PHz<68IE zuwiIZwKV*DMo$dgbl;#+qb_DiefW~dmV@J&SiJr8d(wZ7BQ9xkOjSU^65;5teUqRf z!na&bQ|NS;kEMiHSa9h$$j-hUvBEy;y&VZBB(X-bU;aY}Zu0EaxdEZ}?Xez;iOT<^ z_w5BSTQ8!7ZMuN>Et|{_qt8Aq7MQK~BS9SmCIE<;E1b=y7KCkXZ zt7o*WQ75hW6-l9ZbbV28evBNT8KDzK(*F6O)mh!W3Y*An2XayAM3eaPf%A?ULp=cv zgR}opo#x7YbQv?U^jjKGz_Ui(zS5F#GaXwcyiKQb_EP*7?b0W#8elm9Tu~W@dvvlj z(<}sQBdfRmD)ykW=?d5I9Xeo{y0-}U6e~l~AVDS9rE#6Ub7*a$6#<>gpY6eIPqsT_`Q91G z;>+uJ_tGH74O&(KfMT)QmtT*GrLkZBdy<<(78&cX$*J>YL-B6=&(a%GAW%%!odg^O zPPyz7xu5TD+)%dXcvm(-KuhB{j8T@US6%kapHCuaUd@mD)~mm0B_@>Wjv=WECO&3M zIJDh9Pboc7qpdPg+B{d3NVHYQ-y>J9$~~)YKOISN1O2HkT{HUYGIP5cfey>fP#(!bD3dhT@MpQV9Xc={9dsHq%Kdv8#nJu$|COOFY+UV&FC+ zUD2Z8c<8yIs9MJWwQ4}nN{{H9k6v}dnJ;Mex}*g|SI!==Y>Gh?GuIJjwg)B^`nf{* zQOmQ2?O%^qx0b9)D6#*#i&}_~Zq~MKJw__FP2zb}rM)a=j=0GAG5TJn?(xXSg~fC^w1JLoU>15RB77jVs3 z#*`uVzn;ymlVxEkaC0JVS<{ks$u1u0NilAhNqoxBPXH>8d$YmRAA97w=n-=srQ=!< z-4_iiomufI9Z@*t>YPom(Af}+!qwqx+@J;m2N(LEGGC?38Qa5eq$~k_2VD!RRh_ai z?B71pW5BYe<~uLqG+8esAd$y!oGDrLudt8Yl+&8f>eikiQO>cmi@)l2gYNGRFZc_y z1)2nvYsyH>+`F;QqBH>J4T19_$t>g2d6HD%k4rd50_O=~nMuW~ln}g>6hc?_n-|zI z-4+@t7PZ{G4({hjh^7_WA2iZ2UHvZOe5Jh{3nUA|H#BLN5?>!>se-j#WZ=eZ(1>-_lkgo9azd^xXkxC}I0Rx6@8)G} z+Kimpxk{cUb@aGjBihfOzdABw{_SR$QHFahq;p9EZRR2c1IgDL{+BhiJ*i|&_nP2l zHmXg>oT~>VGSKqz`OIW5jq3a`$;1dnJD~MVAKB<7wS5xT+ZU8j8(QFUCRgzU4Itg@ zA#s#Eb}T=8aY|6GZ$$EYOUNC?+e#SYGnP!J?q9v0FSgT!@ZVuNDtLk&$SqQ=mDUHf zY4~IB=lo|EKx|fn)t0w!bx`HycA*RX7Ty!ZUlK#XbrE|~(?VpqNopMy#`cRPyeFk@ z5M05>LX@_<=y???M!%AKZ4Em=h2YySRi0pk+Jqo3Q3PDA6zvw&6Z6Lk|B<{p>`)&aPr1uSo>jd0*kOR4Kg#LL*x@qMfq~$zjr1n z8{)5$aacJ75Rae9wzF$>roo3ci$bT?HDt`u^-YQQuZ~pnsSayD>8DWHO>Gp`$v73C zycp2XDlK4UqF#);Th@$NuBjkup@=lDnQ{pO!<9bAHepbJ0(DnSQ_x6#_{&tQ(}t## zUs9DN4&GiiTBs0#NY2L4cz)yh^;ya0dmCJm&^>BsRkeudyHWnoUWI2c$_fuHhO+E( zrIuTZ+x@O_)#%3yjx$`urTk$(v}Nk?t;X!e0SBOml0*V9$`Rv@TnYvrSzlPH5@{r4}F98QGs^sycff!Jh{Xl}g<` zD>X5<&VP{}1k6Ec!RA_)%)GBqq>=cqPx2HHYS6=9$e{-$&kU4u}l_VNYLOG^hs_ zCXRQ+10B1pG?@wk?xC}B{h-Zql;uiFy8H-xyHspEzlav9Cj9&PVRbgD=x0N0U&HN}n7q^%nuN5L!7bt$ zQy+JWGWi1D(YelXcp>R72W?{-ZDb zXs9a2FSMqgrBXCM%ZVcuuOfD9L9rwSK0{yTY>QDngJ$qwOUpcM?%McM;6Wp1Ko?`; zz1fGe0{TUzX&Fm&$v>*rWPx}Lbc#&Mrb-uYNtXC+T_GswxRqRJmj?ZBpHp-|PoORk zq;@r9Ss8D!h+L^FKdAp!qnmM92}Y}cP%S9=eMLS(l7$Crt9OS=p~iP3OaeGvar4M} zY}Pv5DUqa+>c(bt6A6Dsw}J)7`HVlacEp}5u`^IoPH7@89ctOy9Pg!V^C!z{(cgF; zwD$K!fyRA0c&~D9<*MFwX{InWuabxjA|IV_#`3EV!C6yfc#ghQ^09W95Jb8Ufd_mO zF!3*}z6q6w2eztERF!;Rz}>h5MMj=M_4<~GJEgi|!UUL9s@3XT6#5c*zs^cUAh^n)3UnYFe28MK@1Aw2qZpEliJ*-IcrCu`D%xjT<9M zGVXg(|GcV8n@zgKr=jlN-kY#(r>{sT$UqPFbG5h&l4vIH- z{Nn@m+i!o4{ywH&e5CyaBTj~4bMRQ2UJ*CPFm@^pp3aiYAyEh?hb=#1^xf<`cmJyV zD09Qs47sGA+pZdx9QJaeDqsm*Gq(1mnF|Y?Ca2g$1(;O`*{*+@OlRT8j8B8^fYln( zW-$pC#yrf6ojV(}JWvYGa*(FB#)`tBt9Zdmwt;@c^xneOTc|*~0+_FhkK9t#DJ6W* z_qWfEJr|@z#}CytS`5wR{Zq#nk^;LsmIKi|hLtbR9KT+z`GFNuV1jZ6^p~sX!Z+#2 zu9zArOhyrTV7@e)( z2Y?>Q1;K7_*Jk$XOx(E1(=i(v+gZ@%Jxbsrc%JGwE_gKQ&%M?Zv!-AgZ2OV)5Fsb& zK%^Mhxvd1~Oni|v8f!ty)i#|us|9_@Hi};%CIdP{zcAl_!@S)k>2C9fEM+w=Z!tr{ zU`o--Y}wTOM@Bh@3xB;Y^EDGSGG;&{<6FU&V*N%_{b@Q}wGuwPej?@*7o*CNNT%an z9ZB!G)T=69oR*o!qf>n&5pgWGpIYUzB$x4d`m8i9RoBM>Szb=j>>Nb>{ORo<@cjup0jTw zy`W-YP`xKqF`1s!gI9R7?FruMG~hLd%6=O=O=5&zoJiWfeO0LjpCmAGevL?-fg% zk|txZ!eI3m=J{dVolxJ5_YB8=!|gh7!ag@)O|vQKzfr58>xm81$^e2+KV!yD!hew+ zF8y)}eD?|F&n`wNw1M~zxa&-y+P2XCqvLJP-mU^w*b4kxz-9%rk3n}sxALOWslgi*8eLx`aU_jK7q zYtKU})4NH(nvwCT=UmrG>a6d!DZ+AVw8s^NYMOqB7aNJvHJ@>Pi%hgsOH5>eTyoN-X)j$ux?}r zb2C$SdEcWrXL=Im_64YPc}wV5vzxWu;@Y7 zw52T|-AcYTxoPQU4=|*9=ilm6&1d8HLIM7lB*yU{m!?<&KXYAK9X3Ey=^XzMA+vi4 zYW?m{Z7u^8aWAq*EDjr7b4@q7mCGDdf0cwYn5md*4zY<;Sf=gx7x=Jd^b}Z&#B#=; zvJCYsjgs@d(N7%#GZ$<21L#a%sE!I=Dy2y}{qr${#oU#eHxqzo;}=;rso`*xqLV1Z zZ@U*nD_3Pg3e52H&_DksReB!Uojerb+!xL;HR7goSDM^ojzm8Ql(;N4>V5f!Ux`$W4}4zsmg zqeu#oG!_k+#oO&mddj+|FZ~_CRtQdqpgK!%($D=_5g)-+tJ&R8WF6Wk?jvSnF^0s@VyfBf<|HKx!JF!o0gvSBFl+0|5nrW8tfbu09f7XkAWgj&;~|1ln*4+Df`hZXCV(11l%{Z`GH1UO#1?(O=haAf=TZKz(tQ3RLYiy?k-y2J z3@RBSxcA|7q|&ZZKFMHpF^OYdveDP=_rJuDRtXz=*?`*Z=9Wx(-4I%5(|DQ8at&%P z^*E3VUu%H1d0HUQlWN^{9`u(J?T$$luZN;%Dap}xd19)aJyjnbZ`}nnaJd)gOLMB! zXng&|-kOmizBq;xRwV*Jqs(PyC_``dKAfvnjp_Sfe zJ|=uXI(U7nTH?rmB|>D`6;y79^D!XYtUm<#VI$tXTW$M-;i6k6gH z?=g1SedJzQ*UuyLM=0}%cIgmxXA9*CvhQS}MZb&PENXAR&?l(VVSAhatMWc*E-*Yr z<8IIJ`;cpQOG*LL03s^dH4Ndv_IxpCaNRbuz0xVwxH@}B0Qg@(tR!LUw5ZXvx!M}p zvQXCgM~aL?P;$jOXYcqRH3>?(}{d9LZNjothi{nFO7|kr zh1U=l6jF|fYLRo(h7}KE&w6flJ)Y6}pt@tX>T*N^t>&uPAaOOzIqbyc`PF;&@XUK z8(uo^-61&LLa)&Hh3h9>^=0mS2lBg7yM5}No3Qx&7nLsu(%ZWm9zdL9E7ni0z8)cC zUi838=4Y^Arcybs3FcwUMwJ3st?;F5+@06BU4K4%gf*GDqBpbw`f9EcWF2=-s8rt_z2=)M4!}>svt$r+J6wfr{Gj=#^NhE z+L=jvjw0W310XTtpv-{!D;`Sm@7rT9)}@1aL!aq&rPYiQ!HzhmzxIf_Y$wl(jg81w z%B45F(>qZ{GwPOy(74Ko04>T{^lU|H@vfa%4o;rq^|lzT#J!4dnPyhDS~F$N6jd

aurtmnhSX|Se;9fcQBnDL*2 z&utoKAKgYrK2FcaSZ0oyoo-$jw&3E?J}kaZY3U+9c=;<0P4k~SohD%r8#Hkf*#YKwx7!mPX&--i9}x@ySh z!<-~<)$c)v3?p~0Q>K)hMZNG;6$Sl4&0@XWT||%ddCf3ts89NQ0hOK=J7L@|o$1&9xd=Uwj&%RJ0;+0m-N`^q{e6UT_{F={53=1`rN|N$G$H-Irthr7 z*b-8MIM!J^yXdElLzX)4vvwTBIE?7;IEre&i7{->dt`t5w`%tsa6ks*4`CEqf3}_z zLbGg45P5>FhUTrNEj72$_B|Ld2=p0c%f_9yyuexCwvClj7}3l&#{s$vlF^h926L&% zaIy^N91a*js<}qU3r%j@tBlsDZt3Fah_MKl1LuN#6}X=y0aB<`NkdYP!>GwN_|935 zmWCJd6i{w3CXr?GF%yM#nu~K~>gea$@~FZ zxj{gcL2+R4zSi#V1wFx&-xzPBgEO}aGk+P@($yq^$#~VurNk|l&dDC_6p>IPuc>o4 zYU3M1f${`)_zSc$3VQ6k2o`m3U*TaD7dt>F)eCpVQl32r7wCQmuETERJJE{m5+Mh} z@LTt^k{kjpHTh#RmMp?p^N9&CQR<3JXu)pU{?^h1MQ2D-V*<;xP-4%CS{*^WT(aUl zX;4c9;=Y>JtbYu=*vZs!l5Ai4(p=U-Dma>wLIyUg@@+*bmsZRU(cfQtSr|Ovrt_av zNakcL=)jmhK$K+WXG%_ctCls|1zM_?G|%+*Od03Mso)~`eqf}}fCZge{vtGP6i|sS zo+9kx@GS0R;Q80;k{_7*+;0yyNHlcsJqJu2hu^HId-c^Y2-s(5XfGtL2NV_!`j+{N>oXTnO5nV=qC+ z=0V-9($_3i6&wUH>2CvUVg5xPU=~V+z^_)p)%1ay#NNZ-<-8P^^3Q$JEGw06@N3j} zL8$v|_R%O#P7$RbqTqu9d?4uKeA)>@UcQ$_n5Xn{y#fk}XBwb|qc3l2mzbWcF@jSm z6p2?o_03EshW&CnkkDv5<;It;JhVYl*#42qUybY2dB@Uy0_Aa?8(-?cam#t7kH1UB zw6xcT`7(44XFerY=eu-Lvs?WogNe)#$M|s+vaq@Vcxn4Yg40rxKM$^3#*_H7(aGyT z9-?_KTWF;YSj-fD%kF)l%N1DUsRiqf?gO0 zE4J_2<@7$(!qV*?LGC?7r3w9DCDH(I*J<0ak2&Wi4lS$;EUfNF#MS!)N~ML^*TG(s zERy_Nkx6k|zy}EGP~8XWp8UtE4exZ{OY80#Wa&3rhPY@;nv)^cqC^3$H5;Fd@_F3B zwjw+9q5DgeOH-eh>Y9>jJ=8e0|3uosaF>a{HmSt6Hy1D|ul%dOp26%>=yW0)be?sF zt(ClpMNRFqVrs#3Rr*NL1(a3ot!Rz?;MH5WU+yj=4c-5S!WSrdwdqrb_3{cPYGiVr zT+eG4fT$igGXRziw_Tl?&au2=m9H)^QWo){VzS%$*$G%su#;E3AK&4#Z(g8xWV`8= z+lqN2(dyFz4M~j~hw*#+Czql%6C)VAL?mLRoa6VNc<1POvyu~hHjROxWL4;_{YLHw ztm^GguqQsfw~hu*-X*X9Rja4^Fo0ax>qx~(Vd#OB6-sxjJD(apb02yw9!-H&Yn-|N z_mh9kD&BKO4{dd3PJJ>nTgqaG2vrxLIG&y=FqUV zx6^TQ3N@u=c<^hwPr$Zd|Ro+4o+{8Um=)#xWz3x?m`j zYYB7X$44R55RACMI@-ne;~OG_*{W5RBDiZk{7*>TvQW{>(q3TtNs^HeRmKo*Qd}ZQ zt2t2QUa;{v0-B6=EAY_x5mk0BP`7%c-LU>4-|CHRR>@;pP4X}JuNzfcc)$3MUL!;h zKo;VoI_gfaw4T!7u+P30uKBq_s09E32#$;3)XS#eV~zvKC9~D7)O0xrGjWP|pCeM|9by%q>Dh(dpV^WB zD+`LeF8jTP{!7Kfy!cV=Z16&h=Z^}n)N(CFV!+P>y9p|hNkuSzk-;gDhmmY1^=*LYf!nIsh!wa3+a=p6C*uiE8#?vA%Q7$LPaq$oY|V(hf-V z_4QZAt&Gj|L8C7OJnAD(b%`ivd(jF8hU5;lh2`zl*Y2s7Sw=Kh1df2tNp79a8n5(m zlhV$VWaAe60S8tk%VX=(S!NK*h~rTp;NJYqL0i0m%$_fJB6|hOYv2G>D@duWd8GKZ z)md)6?>d4u$b%qcHK(U+OeAYdwHVP_sL%){y~oj!i5`Rf$DQL?{8s6U9=ua=g*%VluDngkS| z0r`r54$JBH7$4_qRXF`-1l`oR8Zn~}5msHN(Os$W_xAdWk#ie6u^W|7aghfrVuxn6 zu}iAJACTA@i!TFnk3$`4-cq)v@DH|W9a!VnfA*mzhbC|98AwuQaNarf&eXAlz0dro z5I4l>K##u6Z*H&h`9JRz@D%9(s=ay#&tu{2$8HXUiJa0hSnYgQdVGEz1AH^CnS3O9 zqZWz&yEn|42C@zQ4?;IVjaqKlQc3 zfDCIAoTxS(4Sy%;Gxu-e4b@~?TE^_JI7n({czBrw7$G{KMy=AXL0lWpqFwQ#P zBTCZyHq$d_Q!iSzEv*pmDFw8Z4VgmoJ#8(Z#jYo8{sHvI zM{2ps{(Id6*?fjGFSI=WCQ&K@7bKv-sf4ZXCp6QjOk|P4nY5{K|cALZdj;dB_$H7YoLiK zENg~#Pwc(V*@AeU$D=BtX;kEM!xUh*Y_+I$;3wAF?9S7Kgr)R)!QIDvk#cAhKvoeMB zfbm<-={rZ{PVSb=Fw;V$>x=Q6Es+s>4SOxa*}Ymk;7;)GA%nrK`Dcb!I5a zj{Byr9qjhOWvXMO6gsjaKki(D?qW+~<&4+QOb5^UB${wNL)^~G+7l){_8AW3jLWYC z#^hvNJ_PCOW&H7=Dp-Cl4?DbTSPe#|IQIM0HIsHcBUL}@2~TLhm${lGU|%K;-PLP^ zKUJYS%a!@@!akhCszZsP`c#q~oh|7mWB07RkajOIShEtNac7H8EB%HHCL2vvXG+JHSvPG3I`H16(rn z*^R`h3Y+FOgaoLn==5n({ls|ly(CC$+h)}mtxaDf80ec8FwxHuioyM(^DLLaY(UKN zgkR@>J(;%APYjDxJM48*O~$~SSH*-C`D9N4$FxoFQ-@$1NZeyfsQpe+zNjO55a@YN zU24AKUYSR-5gWrBN9o54|CXt`lIb95HNp29-v=Kp5QWAH-t!FaO17Vq+hr*?__)u19ogL-1Q6suo$pu9qpR=RH%~t4 z7_3$>Ngps(?L*=U4(^sMNj2Q}LLaxm5i!4XMDql#R`Q2PZhPZVn6D^l?C$21OGu-n(d8PN9_*d?q%pFTXht^0RV{4nFN7F#|Nz6`-$rtLK+yU zu)YJfdytz70^5a#{W|^LR@E~#j_X&m@L}vjv88|dUQ1?B3w_$=MRZbDypJsNYW;mQ zI*xasy8gnq)9i{+qxR}DP9kIRl1;L)DQIn3s)6S5NhY-(Y|{@Gb>nQqH0VYH$j5=l z4c?8Y;Fw*V)c$?p1_=m6RCi@Xg9J>b8dBzA0x<_jiLTp{iP9&5Lyi{+7)8``k8Lz% z^Zd3QSs8YDvSco_oQZ;_ia5C8Qfk7yo*POe7jZW+zbC8}?jG-?*Z0N}QHphZofr0* z?{R~qNObE~sQw^do+ph1TBBXumKZnzRvLb@eycxH+55TW?g{b-&41^0t_mOTV|Fgd z)~)GFqYQp(92S(;=dE*$j^`d@5KX^bd|^4Szs}zdRy%+F3J7-|`~( zQ%ZZ_`e$~b8@td15PUZQQ0Z&o+HpZc_<2HvzjqJ8iXS}sFg6h4Zl;yp#hD2xQBFce zh5k?}3}myKciyx`xv~HIs^b2L)sA3H#(KUr!UJf;h&vY+qDiK1Vvhn~fwaJgAOAM@-tBj;N1; z(FQWoTp+L--k9wwO{}9IY-b^qd-{9hIPuOo6_bOBbs}kCqsMy_;oe; z(&4KYmib&dLfj?LjRXbQ;k=>Oklu0uP3{r`dh|+|A7?PrR^&AIvi!dvq|SuDEDs9> zGPiTdpmpRVe4r*9p#8dDyFl2$>1TZM5282@KDb~-&ikDgUM)E6Hg0I z+t;K|!xHO%R1?{}9o}aW!5h{%9Q>hptzUnP8{2YLJhpl#k3~JgGCFPQ@m@_{Dw4MA z+xHKF4D{$D^apWtM%R!@TDIY=#LML>e5jVf$FbTrs5-yhWD?K>8g|6!kr4Vug>ABz zdc4VRW)8bKHhT!ogA!-L6_bCF`ww#M2~pK;W7V9M9<^4O-6jhUP^ zsuHd^a0z6^K@aMZO7-T-6O81$HTB@s>ED-hBS1kJ3I-GT=zQen!tr$k?EVl`+ye{4 zH|`yKH(arA(Yet!`z({yQ_zs)k6&9Q6N8Tqw9@&y6O2`gYg?a#iXO}eY2Q^0dYsfC ztBfm@3bMMeq-0SO04d2tmmgGv>YNGnOzFplhiqRja{Ii@YOyOBB#WeHbQxAsxN*lT z`h}byJ`8H{GrRR0g5jZ=UPD#%JXQ^O4@sDONB)9CBVEjO`ew0T_|-~vHS^sn@u(X8 zVmq0Fu8)ws+LsK=*9@rHYxAid42mD_S8pn@+=tUZjkX`7kQzuJb&VUy?>jxP)D?$rcvp8++HiYcmm!a`5(gxqy$kikc@Q}3Ooke}@f(i4Bec6Hr#HqX-RbVCOZQvuG zIv68dK(K-{z9n5RHIKV2LXV04(0|13*!+Ml!L zf(bN8Qw5G{^B`uY(cr{^dCoT=#+NunEj#5C@=Y*f}RR zW|-IlbH&ARY^5JQH9tVijvocX-16eCa(QNap^&Y?cA)#CW}N!`8h&`>7+ceGduU~e zt{XjWEq-|G@<++3%Lr=qk=TEqMWCBk9y!UbYJFY-U(|#*jWP4b59Z3dRidQ?;!p0@U zbYU0V7|6T^G7-A$tM1-+kLjPd1XuuZ@L%m4b0}jyHg!Xkg&|hw<8vrrJ~Y4eW#$BY zkL~MnM=XFyg(P2>lPcIYmg|(lJ;()B;?ki8E9w2+W-F(-qTpy7^_4K(ty4!83Er_i z-k+9QA_iHw-;<80Tn{7i6lJ;dG1X}_X&lQ*n$?_9iD3UEl2Q9UyuwN~w|UBJ0~6M- z^Jw*AejL$Eh|ZhgET1uQxA_Y|-&*(j?h`@&4Pfs{+M%L_&r4L78~>op7By{n@9hVH zErRzwJ}8+vfTX@d`PGJg#u4w6rd;zc#&qU87l-7&_kddsoy1Uo&*W&mk1R)%HMtnG9GsoMkXO*}?7ChRKe(^D;b@L(*-K-2~idjzK)*$X~2n;IL3ttX9Fqi zbkBML>KV)MIwp5{`xuuv-Pk{u;nXj%mAB9^Nzq4m;=~Z(5$h)R|;M#s?rj%c7-K40U>ClGrU+i%_ z-B<*5^2T7W>4QbZE18>$FI^eDDpZJv6o?H7gK+Bmd7r}`>5Wbuy2y+2%A4j>AAC@Ae^|(J?%zr&=F?a&b#=hZrU`GRrc~nwZr3l;7L`N z&&;1Iv^Ur~b02>yGYeICpE%~0n2Z9elFVL%_3wqmq^VS=Oo?Cl_jzxA42Dt*C8$YG z4~1Pc#I1g5T!F;uprtXqE)?WGQTS~zh9vlPSCTa{Rc+W3$|OD$y~6@v_@PhXJddv~ z|MdP?vC}$ukLE>6ZAgGKmvQS|E(w`T(s_|@MPba+Hsz`*M7KU$(8gz0h6m!62Y(hd zl%9Z0=b$4Ds?Vw9+hsYSGli~+Zw7{rfi!*)yp}~%^)0el*!0^S7R%=HBhOHfD`!Ej zth_%HRX*g@-1sV#-cI27{JIe6(n}`hG|;45WUN~UkA-<=vpS)c27nZ$Ir09&+=fz9 zm1_k(`)udZhMmO4==S;rArN3|D;iYPUu@bhsKOV7$F&*jO3+>dS!gQ=^h`TLx38ZU zuQpcctVzSo)PpX_f|5k^KGBQ$B3;!%wI2UAtFWuO2b`x?(sC^s%P0c$5|G~w(orU# zgRmXV8XdXTvYnIrYVFmL`qI)l{nygw2Qt$J1 zJv$yzAMgSiR&k%&=Dm_3HYbNIB0HRO29tA89hUOrgZs%mGea-xiu3TJu?)oTjLkK4 za7T*Ip_C8ORzlHLjKhP4Z0ybpawKuOZzBwk`#aZ^wWDiVydL_BO|IQDQ%}OZCvj+DC7Z>Z0>TLPf{s+Fy5zx_X6z}h#OEzsE0@TC z8d+v>Osl{acQrsSQe7&xHMd5_SNFA!<|9DY)xC7OK)0t;<|*mj-&>K=x0N&qJEm>? z<})lJPb_M|D72Ci6t`ao62AbW?C^W)kB8@ATq!ay&K(&STYkmCHiY|5-Ca&Zgw0Zv z9EaU+0n#p$v_BhT1o=i|*@2K~!6cCYR2x@aecq5Dz7?Gi~HuH#F7>#K*UO81@AUz60UY+7hZR z-%Wp4f~}J@&E}c{)3rnr3-R|qxQ8$zesgwZZiOi1q(wynBg9MYdBOIG_H>FJp(Mz+ z95~xv@l`dYl0)p=z7GFrL*q`1+90SuM!a)u-*eW!!nV<26C3t~bM7^j6Ek1`aFOGe zVdty?hlN_snk*}#cC*G%1Z6>n(QS*SsERVT=}-P)>grH*4ba8l?JE;i($QR{theBP z==Z$}n^!5Ji~vYsV8Ln^P4aiJP<0I8H*&${zS40$x1EHBgU^csqcZyH+P$!~M~LNV zNU)R6y!@(g{M|-jupWXoPrqTj%gz!0ATvzrNHu+(n@cvbRMx&v1ZE{V@S2roCmmJsjNQ?`z4`kwCCivqneh#uOEwJ`x7J zl>lHmcc=JOm)Qq%Tx9Oq1Xq-IJ>S22%idWu=+?-eb)^3FD@8vf^iw>KJ#EV!$XQOg zO*@g&Jlhtd0QSMWz=HgWoy3>)5i}zL_b)weE`ye#&^dwP)6?&qI=a#5oajJ|XkCgO z@uwGlXC%|(3{r!_KRkYsEZ|E>dRS#il)qo&p6>a!in;XdYmWQ(81!6g(q%h)LzQHf zqu*P~NRIvaN7ok9*?GG)4vPS1-LwY|wBpQ>UAAvFI)1;O4LJ5EZXG^Acg>%)oO_=T z-p0a?Ru3`)??@t=OWJ4d1|g;Bczj((Lfn}`b}W!-)-RooJbRVFXo9A(wEihs*5;n7 zEVoRyxip@Cv&Z(cU~UB-{kLo>bCh^yL4368hDKR*6U+bLos9E5vRjcB))Z*yZ43eS zvp@OOFa{rX(&Rgu=k&|qkB<7p60+jz-1~h!jOLEtm!A18i)Up?agf~pzlU$}97V7D z{l-T-IY{HD7`oznx!*L#+m3M0&Td0roNJudoW%O6eXpd);X46SH|AV{U;2-G3Zwbi zPbv;m>7Ls%aK9zZe5r(x7 zC4er87;+jZuPRKT415hMZk$glxiZ-~Tr=qg={dkq78}Z)J_p%EK5d~IdU4_l1uqq! ze41r}AU8Ad1pnF7CbN7>GA(_r^NGzZI5zZ#)nLYNQ7BbX0uKclq&mV?@6wC?2d;0Y zuFbgu(ch2xyqsqFo9Zf7*eJ(kg5DpbVzG7+Lm2cTA#Gq30Ye7ro`Y+|8j+*e7_u3> zbW2|{Wf~nJADC^RZisw7RaRCE!=vo&F#n@KxI}gN@if;1+gYxG!{u6wR_yV*30Fc3 zI#f!qjAql7{$Ft-0Jr_)zn6SJU(}OyIdn7~b-}P*b$N2+KFK4Sg$$(EjMu#5%Q5<) zuJ=wAN z=hl*pf52I3w&%sVx?WT520?||$tQOkxAzc_6o*E=FXKX$fb~!%@}6+cXaFG5Jb6_v zxs>2;b~3xACaM+6`8N#P^8u(Rl@47{mMJt!r^v2VbBi(_;JD!c-VhFugOqcN_z)0P znR8XaJ*gnzf0V{QM>hC`P&9K{14o(rkUt6qg!1Z(-Z}3&`;nCWM;iF+e*O~Y1|1Ng za62%60`MSIYc@jdQ_k{K803=s4ublUUc}sy0dm(-=%P^9&Rq zgb2R9IU9=J(N(BrZ*@E|T{dwT?%&cDS{&X%VackOW>0H=h{yEhU-~Gf)$ywWTi)Uh zk>ku|-@p|TnRkAvYg$O8DhA>_fFK_%qk&&h@D}Xnf*A`VET&8N#NqS?u;{8J{=AYP zFIb9~O2SU}R?BsQNA7 zo^lOkK%s%nRD?MzdPWf4*A3eUabV9xMFvZz_4a^X0;58)50(`!g8>;z4sjnN@E}U# zw?L$fXn++9mY~&g(43Ww#5WUxRYz4bE~^6#PO*b(VW71ujq<5_c~s zvNQ7EKiiUj;Q@c)HT~^y)YD2f?l_0J?w?cYjXnv?)1==0!5CQH5Z1*uNCI-L0O5_y zg2cV5LUwYw`(%k!A(i?yP)UhZI7Z}++;q8;ko)F>DVmsbf4)u+>cmZ zUC7uykLu66E2r^crJ!!!5-h)J8Ceyrn*TOYeZ*wDk46{8e-TG$U~QC!HOk8!_qmh# zaGJt+bFf0>M2(^vO0%C6M%Dc~e39Yg$)W zq!|L(WSaQ~)WHjw2bwRhdKgVh%{n{3*7!~xJD}>l(V75ROFI`o;<(WX(>{xBPM0cl z`BdSuBJfCF`>yW!4?KAKoeo$xerWLhfB@!^okpkmlKrx90!~@}>j<#2xl_!xs(C@k z<@pU(lgN=O&`fS5>SkXX%p<235a+w28_B!>^)o%ZeQh-W--fEqt(882_o+>@sLzA= zXX;C(Y1YI{vivM=uKv8UIj_myK2zMdF}~1r7?!)fIW3edTKrrpZkL?y8y71`7Yl^; z7z;~Jj3G2{iFy=9**rM^DBTJl*Kq?G=q()b*pz8 za#Zw)BXcTWyh<$?$sKwnFHnbVF2eUwAN0aDmEDNbSm-c$z0s>`Mr(4tErYzVJ;sKH z7j9zXdMj>&4pF7%zQfJ`4t4bjdh6#MW-)IE{&5};wbH;=U(QexLi}Gl(%Qx2#tJI6 zRi$y_LS9>-HD8*P-ayvM`hh`V%T{TG$UPl?mL<4bgthTP37+-MjqB++ojjroV3KZQ z=cN~eLhFO}mJy+Mr+N*?bZz&A(tlM3^!m>h@qXDHimYANJO4qmQ&tC2jF)fjCoYZh<<24vIYf@}9rE2fq^MR{T zq4iy0go^%^8=1FnfnIIZt)Dm+Ly1{Dgw+S7o%Yg*6z4hygj9fIV}K>;9F1+~7Vl#p#*X7KNo$Y(Jqjy?kzrU&#G>^9@(*Bs(UuX{9Ms zPv2KeTE<2!qS>m|Gu6Nx2{~Z>c3spU)t2PvQL*V z8U`I>HAZp3?3>k@JbyP<_Mn4G?u-%-Uo;+F-)u~!M`(hW*G-ap&aq+tO+=fp4f~g6 zPYAD^#?1`5iORdb5!mv17s-cS!+vv|5^rDc$=TAn*OvX1?KV*ev{XZ5*)>YM?eqnl zXFSm%W4t00gY)t1N{4mI0+K@Klz7Xyu6z0>=?sMGX|E`i6&tw1c`BI)p9kzTG*44I z1xko^BupSX6ONiM(U2i>!6Bx8iP#HVL^z@~@8XL-F6v}h{?CT6C#tmKqxud^1Tbu+ zPlKMsBTqvsd$U##fshS*UZ}q^Tze}EX}Evy=xn0W-E??J(c1wnF7fqM^);BQvTfiFMQM~o=?szfDb`&koFew@My_%P)pPP+a z12alr*=T;q?-|v!Ad^L1qauC-4#VI}PxdS`L2^0ah@)vyV5O)CU6Yk?8bE|@xV>t} zettf@@EMxy_eEz9{RP zsP3@7NqDaKbeF3K>wP3 z_rAJyPr?J4W|cXs%X{JT2inx>S4Km)25t&mN2mY%vElOM2fc8M)lv_KWaluZKkc27 zDv;3SORm3*8r{`yj3ZeUS{_$z5OhqhJYL4Wm<2o7#`On2O^Q4>b&yR73!Xn;?FvBK z{=ISgODdyC2sqXxkXA2O{?EQ{6wp zaFJS~1i1WvE5E+c(gad+`13-dH8N((@d4LG)ufJ35%PnaqpD%e$*yHA77x0?b~ zEF1#;eDbOndUpDg)ofLQ=sc+K?`{XR_uVu$m5mb3mD2UzvIPwX^8Tq(<_mqizMMS6 zSwEOc75wB`oTTp$2A@!SVLH~kp2ByQq0_1U9n;Z7tUNAN38kh z-q$sEdkq_d4XpWDf=R&>i93ra_lm_BPawHh8GlCfx8fG01u1|P)gzvH!L{HOxe@vXqvsAGBMErKWS z#gnGAsr8R^R;=%@gr%SQ8P29jOKMZI@9q%e&Nl213gjtt#-Q|{w;U##giSrY*QJoo zF6yS`&wHS#hEhwWOWZu@9E7S82{G9-gOvy(5mp~ep7wjS<$Wft2=m>hGT;=X`St2c zrf@bRO)H99uVZ#%C-K4PTI9Ra)jQ3yPZD&I4||xbC%0eQzJnIC);HW>tvY;v5YV1( zGvLGw;`ig%@e8ItiQ)T^dXjnEDva7ITVa6V7ZSu>Tiyd zdLO^)T-?EvDDG}#Vvja>(Myo4W3v=%r#xn*bK<{xy93(dwe+FM7V*%%qY71rR`O!6 zXKEYrb&4lTtvyjbDkOvkCdKJ%BNaCdFlLYKS!(Y`6|dUse$7}|*T^1t&MHR613m-k{~*4+$}C_()~^{f;^gcqkn$56Q+@4Q+EYt*F~p zo~;+@72!-2xtz%AVElfDEuHK*eea(zPyjdA|<>5-@fV(cMT>z`;t%kEv9Qe6ul$(Z@S9MSx^*8s=dv(L`ncYlWB?eBGh*gq9gl! z_N*VclaWU-^+0UFDIw;MC-ppjif2w+!b%PETdd8VRo4X%n2ff>Zj1jGv;J?6g}lKS z?-`+*uI<$#Zt?aa#m44z{OIpINF*KVFk%wg+k7GSa+}63i{jQ1jTytXHg$gch&$@W z6yY7l6Pr-S8k|TxP?&-XhWD-(q6gK}b0`W%EN0N;9^}F@AKzZwri#Hx<-(hy@)p@V z)VloF4;D66Hw(B7~>yJ;@_}l&46vFE*EkQ3w z-uhG1+#3QCW57oL+~qp&HdA@3(zD&b$k=cb=vw2`gQ$sy<}YLx$v5Yv69wcaa}`Q* z(4rW7Q5pqE)PU^I5?=9+(gMXR*BiCrYk95X!ag9N)x@_*7;qM6ilc>o6K@};h}Wlc z{|{jR8c^Mvo*nO?s9Ff|ZB>N1s%J;|??0enFiP4}U`*TY1>x2vFb%Wen$$i`Mv?2) zJNWl4Pz`VKVnD0{m>A?1h>{`is8YmBhx~f?H69rEd!>`$aFBkhRL(Gw2g({$rV5s z;BW;xvMJyK69(`kCQpcF=SAt8vUlCeWCLY>5JbAQ9g8D!r4=qF`!|*MOXq`578U4G z(np@%ze^{b*Up`vl|yiNs~WO%fbqTbbMtiSvke5s@%IoPtDa(Dp3^X0y)9xBM28?T z53Bq52qB~rkatElQj}CL+ofqHyADZt4}RfCm@YyL(^V27eFZxBD`}mxgaN&YMx};c zFpKS!|K26aqAV=8ZMiTMkTj3!N+tdVHDqtfH~Ap zWZ@^6=}Z_fcT|(JLW$T88PH_X6jF;^$;@iu64~&|?mr|jpO^u7O4&cAW9P4gjx>?%uVdHN5jUKrG2&pmq4{%OMns2|Vcu;`~dA4-@$NW2JdJf!e@$N|F z4-Kk<%H7KsT4FMavb_f{O}3uD-6bC( zTRw5-^+@f)t%&&}@Be)VIWUB#d#@S2Q}p$29*5j7X0(dXuck5qAV~{*j&I9qw2wbo z7_*D9TobqhluOEpAcelk)|o*&KgX6ixfXZ)iYnrN%1}CKcPgNejz2Yjbn_|FVSf`2)Pa+nx+bGDWRa$d+~x< zX+y6_65Z-N!u`OBe|80n0V^D$mYPnI?d25m+`B-QJo7s#XO9lYdx!5qo6$eg5U6W5 z{`s}-ZGi~mw_Z`6bmnWN&=UjHxckkywdL*~u&FsgySOGrDc%=H|eoi?aYg;ZJ~u&dna8*_@0M5x2Dq5MO>p zgTW1im`|te_KZzKvnITV&mx?}(2Jk`np?V|O>Jf0j5G^uX0JR+X^k8Zc7-lW0B~8S z$%g(acJ*Rn`J|+rlN~j`F2FJ&>~>Pb9R=UdFGySzO}h-O$J@(*kK_dl^ROaDwAfjb z^_>8|0V?q~kFP_R9Se8}r}tU56SIzIDwV{0Sq{ird$-uz_@3(Ly2%Xk($eQL(1^M% zu0-E{sq=PSb|plh^G{Z%Aaqtg4+Y~Kn4>?Px(~$`HZ&3s7m6~Z_fg`l@q;#7qnI3K z3Khj78P^jf`g%YU2<~e)pu1o_WLaMK%AQiOmE1C6fD5uAwnSQhqc{`)Rk!FFa&Zfy zM8NHR#P7Cx#wKV|s8U_kwz=}y@npKXA>)++S^g@w0EM}+)u&(TdF3MPDWJ-|3%~b? zD)RXyQ(_6K8SbcA8*+Ra($<=@m@EGb$ZJjls?roo`Kf-wl0}!y_S10l95~VNE!Bgf zWGV*79j`!_`@Difc(Oge;h+Njj@x2jdK@09n1w!rV^41+e~+@|hf-D021beSG}|g) z3n{(d)zmHfCp)S#%P@Actd>QebDFaQU>c>46pBucb|s^3fHSot>t;-|UH z2PwTu*)dR<2t|$<>zc)%1;ugXin3Pzv8@*=%N!qLwd}$L({(8k$8e(ZAFM^R$DJ{y zmI8j)6PZ>N&O>@{U~jSsYg0&+O%+-HDAnL}xfS+GW!l1j_{xAnU4P3Y0)@Z1Xm?r~ z@fEu2s2@9tO4%H^U_z1hmj2^-=6a@HHq8i)pu`|ePHB>k*#La3QQ1-alTS!VD(I^2 z8ScI)ub0P8`6n@07DT}Cdu3FA35u}q;}P656v7Y{j5keXw%4F@qq56VQ}Q53wECKz zht7*m{YRDPLbF*@&da`kZhMA4@Sad{rAM@nRKzuK1S>iH9_k$b_8{NY;#0?M>kB_1 ztcG2qaNDxRx<5{qZNtOvn*^|=#Y&9>u)5pvH0JGHe=mv$4djz5$v*>m?PTX0)-nyo3v8x>n1_01y6^6H>$*Fx?&AZh?SU>0n zY!>^J^1B2nymYt=U8ElleU?s$`zdrJC|2l$@oOqO0WuVyKK*euX0|SaH3f~mG~Mvg1Dh^ zD+z(cb=G(ItDsE>YzcQryKG@ z&PQZ;XJn6Qac}1j2QA(1SS;cmy_CI2cty0BS|&7g_`cBk!Ll12mfX_cQt#>;??AuB zQm3s=w;G4yZ_aO(BP*H)P>L*@a3ZP=!T@If3}1zPL+g0QYHA2!k5<~T03=gg`36bw z!)V0ov9Rn(T>*&mVj0*3U#1G*4Zbw({Vx?Ckw=rajsU#1X^&7yG*y3BXQMy!L)II^g!N&Wl>{w(4+}7_-2#F6<7wjxAxzU&O4r5AYu;M@- zmoVLNIWCfius~oN=lhgU$)S>MFDN;Nyx+;D-CLhU<*ZThEE+ctN?bgNpaToRBA4zT zrM&ekP4`Cx3{>5xw~fmrw&r{M5+#Aj2Yn+Ru0KB^=|2cGQ9nioE{ABf@O)ML1qDs> zm!h7Jrsdh&mDI_03Dc&f8XZ-8-i7>)>1N0_7(XS|#@x*6cDe%k9TI~QMYTj7g{Znh zjZ`_YV7?&ngfXukw(ab0lhW8sU@g&d*b%4((|InW2v|@dL-E8YW>qiMDDEUY!Buu4 z`ue|5yBu;oU zy(ckqE94W+iY}{MFBbLzdoc5AMQdkfsI$zUy>r_zIdzz^x)pScz5a>~(;Za=8j$e| zK8e>q<$jcQ;Y(|~fa!{*_W}qR}^!c|P%dW~+IT7R6 zIHdb;hYGlXFqz2ff>yw)2)W9YhayDIM$;XAJ=Z*BUQgW!rqI5(E#ztI!%1v_KwkK{ zFg&jZYh=7edc;;&MMQoiU}5~>4srH6VSv!+`byvlgQl#4zdWY#>=x{fyA||cL1E#U zq8f})U%l0hsnRYj^*^=^eo;Ee8$z#B;(15%=os{Md?|A@>Bjmi&}>{dk;32WLwnhn znTnO2`tmTIlFaxgdI{6XYG*-UDVfCGCpIGT{`$29S$TZj#alg(*F$)s}cq(-AsTFfK=Mfo|Z{pzZ z*kTx)2Gl(Ps{v5uMRjWujT z)-vhlQr$Hu9=siuFX{#?$Ad%eVwF!zQTpF=;nDR(JKw9P+5Jk7r^g81oV~M@PF|=K zh^ChBq&F1~qG^nsunwn?gph#sA-B~#$CLdfTRpN?Hw(iP9dXB_X@Gw$9k#ZV?6O5T z?DNB#QYXKvHYk~tun^yY@H(gez)36)Dt#u|D~PgiaEbDoS%7NF=Qg1`q==`n0S# zP%6=u(G15|@pgT{LckPp2aS#46dMp5#fU!5M{Q_44ASZH!o{ZLG^n(x*W*>$H4qL# zQp4V@$^KrE-&tKM7)dSmAsdo?`Hi74|5aZ80bGw)lX#FG3xX4=$vMj^$9M8HHEn1d z5KNhQY7^d$S{HSTC_=RtGWY~_!-I$56&2a#HDQF97JLv|Qt$~v6YGvpGsZJ%>)LGa z_hD7+f&B3;*R-<3C#s4c9CqUUn!Q!@$da;JZe02YsZ!@WHC1L`y4;cuHN%8eDDagW z4vl#?ff_gH(HvASf3y)j>g{~>m+wVK> zv|SUlwLUaPMoX%Jf%e{@@wYoO&9L`joz@<%nLdu2cZuKp<;xuacK;136;Q2k$R6pc zba$P`FsZv8dHp@Q$UMC9X;&?1{Th%EI{>R#$=Qgp9+|MV$F5WJH+AyFxccm==4}a@ zB*vj~TFp5z@e9|Z+{omM3LQLJ|INZ?Uc3YHnKdb>?}Xy615>g5Dd`E-}adZ!uWCMHSOwt%DB>D}B?y%Z zf45?us_U*M_~9#UDE&(~90*2=d~nM)pZC2k_YPl$bJWyRVO-=j79n^}h!82L(1{ zr0jb{nOusUT6`XBnk_K@#8^)x`I=OLadMcf2+?dvXC_Ls^^qEl$}Q~67VzK6Lumcz zW0P>tU$Pa7_YlTUPWY*K$LfEUSFds6A?i4WOgL2E?O+82WMNsEx1+9DFl zww)HJyudsv^MVUQN^UQ*Z6CwD`>tMw*Q<5pWxIAR*=baD3Cm82@$Hw!QDlFV~=}d~#s{H!qRofqXj% zTY^-{;Aukbd;8!gOHqG_vYr@ROQ^i`&o$3Pb}Z$7u)HbK*eW}3DK`Pt00M`G-uly9 ze~l$(1jnJulq3Z8iy)|#X*RXbT@A(MT? z%sT)Iw0l{`u6?1z%M^VaVv(ZMzQ5PcmEp^dRbHvoE@I)CQ6<~#AYUq=yZL!-#?h#zl6Cu1zJ z0o7Ucu_G9s$Gvb;CNn`F7cC42L9YJMR>=H%jL0ubFkP!DAi_v?OoV9tiT~-S$#h$~ zsWdNr2W@nhO5Vy6C_gZ4V%RiEPfcf%SX7(mtE4q~GLHKXJ8t5AoVjc=%`y6!Hmmzr{>Rj50jW0lzMpP+%&m-Y>2t+pYU)7M5DXNSpk;9T&0jj{X|7wh@rEGu&xS zG%DfiYG>W0ZWQ);u2eyQEzSUWixb5Gdq=XT-rVzV_E{i3-LnwQC0}r#^<4VoB@C|@ zk`(<@L5lg<%Es`D@3Da5tS2g-9ar~R3a0OW5v$4KY=e6Zq7TQ-=~SAN4I=M)HZSuf`&=*O~{g(foISwQ{c* zAE}!yAKbp&515AuF$HUf2!W{U;<^hn%MVj@n}n`+Yyix98RY-6x*S9?gEf5hRnNQE z<<6p8sy0%_kHs&}y_z%{?P0qn5hJ5x8acv_HE8sACS){X^#4Sy%5n{L6Jmp$6HrXJ zZ!k@^7dPSk)w1UAzsTu@E%i(W^xdCh(SE9I|AJ6&z6}kVhb#+nT*Cl(qn}I(>yjR;Q6n>gtI* z9JmqmwG{7t>O5G|0pDK|!5bH}-rI4v6{Ur9o@9&sRF8dP2n@Jup2x(&-_*z!%9SJE z*PE*J4zLN~(8RRilZwU{R0sPZsuzbn(pwoTG`6!;tt_7t-@Ay_zSo9%>(ssN>34cm z=ri_Ud^iJAn(aSZ()o2BPRA82aO;N1Xkxs_y|-wMMgp%?3D|^B{*e6A(t($5@it_m z8_mH#kq*+6%Kif*eS#P(YPkb8)Jdkm=K5~fKN-nDjZYd4NSHWjHn=CLI+v=%cUX;(f@41p6m~6`2^)O zR|#dhviyN8`z$mu=qo6ib_aQ(pEyD!h1%ufGt07p-S`)U2F@+vYRc<0c;}y0v}n4A z!5l=8CLpf1(=+tdsm$>#pM`lQ?hQ5oCQ*>CUcZ(e_d>o{Qt@5H5KF?fwZYB_$6Mx( zoV_yG)c*FG%}R{%mDq7f^_xi1QcXosGi=A5e{Q~_q|Kyb6E73}=r{A4O4%66(v#`2 zh78)~F}H)n2&1Yu4-PDCyof5|^VX9NL8(1%ud=EPPNaZb67@n2vZ-}V3x)zkIRK1A z1W_@VMOk0I`bxxp33Ne^=)WNzo`(MmI*>HO3RDw-D*tK zug`ot`PWZlh?p7@5*|IVPOF@S15E~s8joClypaEJIY%WMPet@JY!s4@$n}`M#A$_f zW^;p{VXC=Z_J3dUgp;tS+aju+*>|(F8U)1zRpJCjDJVAN>d3HSawD$NDCVnFBs{z| zCT*6bmZKaiZ6bAiDV0GBuH#+KB5}cn{=j)Gh8c~7U$O1a&s8T*0?;^Q6NoBp(~ z4!QUFAXDL5q8>A4mhV!z$9ZmBhpb@I#p|rUd)h9vXGAA0Q@JSDuE4dkvv{^E;%>7yH z*V6xb-U`dcpN|y~v)crPNZ?KJ0*y8>o5GptWIoZcd+T4i+H@&)z=hL2rOnJL9!G`q zZF&E0^n?($&Hym#>R+)Y^)EsgnbEQIs?@om)VKmaP=VPxKzJuzz5U{!?{|!Ns6X)^ zQb%ogVPUnwl&abx_jJ>)?&MAub%J`Kl$yHY1motkVKN~YV2<@74Bh#2Q`;JyUsqJ( z8tjG(V3Wj=4Z(h}HLXAWJJCVvi)juq8-eDB;3>RR^9c0I=ALr>^Yq%|+l*qKg!Syd zDwh9YBLknnrtfz~rDl4H?#cxRJR1qrBg`X#)@R@vC;`*1^I;VxNnkYz=H(==e{qII zz93>%U_i$Hv>mRP+D(^+ZxSYez$-%U|3kjHHTSoSXZmdl^h9+qmAg$Wked7q?lkX7 zq0`BCuL~B75=VWxmV&<{Kk<{7^%8^GlV%krz3;m0C|_ zB1WY!^}VS*FlKf!fH6ED7n>RO`oO1O2de&+ClJ04adX&IChZaA9hd)=R4uGbbu|lR zw#Kx&v|4Ly6#v_^H|2Q@Km82t_r11}N>0i{Ty+i@)_;Eh{ym&Uur+z$BcsJFnfkl9 z|6gi+C#-o=R5>}%dRX!!aiKGs4N6D?hvXFITswKzI;U+~jGSaEP-g(e^B@!ekC%O? zukcVe{;>yH8kLxW4Xp|oaEb+Qv_^-o5*2>8GtPOvVbVPPma(VAg+S_I0BySe(tVa} zG-ZLwRtNAp1r7-&G31rsb-)NhRYPs+OC6t2D;=bT^bXUm2PE|E5>)zNgS8G&DTi!@ zrjo?qS*LOe-vkDh2IX9x?m-`0yCWw|cj&TkdYNTuj|AiXEpo>3rGmxnLsFQA3R;}k z_q=h2d1}R_*|OAsFmD(ND8`QC|Bui*;DH(I_?_jpq<+#*z+m`2%Nxif*lDY?UmiCdxE1mMH5whu9Gm4bW(N8)X9wlr; zu^|GMn-W6T()XB~ka|Tn+qMH#%%3}+so?KaZ_wH&ELe4vZ(=drnx zIpQ-C?AP#v1t~$?Zl-Oe3Y7UssA~C_ns46BBt@LtbY|``e#>htxxtj-CgF+3Vf^E% zx=VE~{eaBXt7pA}k%G&r2<$r0_kLFjx#h6iRcqnk5uX=c0(tx8C5u28-?1tJq*SEd zj;im6-B^MG6+M6F0cdx1eC<9<`^z=w^>W&VlUKmUr+jm>91u(Q1p89vPUO9O9ePG_ z_IJ)`+tWr$BVZPH!-YI<4dwY$#IrItmK})A75@Xw)y`BRdX5!&;ux+*kp*`IHDG_< zCM$>Ipg&CRIXLPHmx(m{J~8bbw@@qy!F=mPi*$Zzy*7T^-}O}JMp04efus2Nbu~>M z{B+pZ+ZS%K+x`cJ1f8bhGoQ@1BkKcOPRZ5t0sF?w^m;-6(&X4u7%Ei@PMnEOdNtsB z1_E?r^nfOusCqVt{j{7ntIHX zw?m@^`hGD>2)$9hhlqIFRqXzUO5z z?E57sQ7uiy@=m8qfadpy1(3ec>w^t~J2&C6$^D``>Nt7az)R}DMZ>omlK%3mV&C)Y z2!&qdalTD{m;cT}tx!{T7 zqzwQSLh1Q979Ha9$Jcs2OClA`7h2ZG^vVVsz}!2r%b?%uxN9o34cJ*oDYrR0iXnp%OuX@m#3o*rR|F}z=r zGS6fSTUJ}t#h%sPF9FvnOpjwhkMmfiIz#SlgQRq6t4^eodE^1$mFBWqiUrNe89EJ7 z7#aD`I=$grHz9Fa3QbRGbleovMeL{W<9m+wZfVPiZ~MD85OnUV#}tHwjbY>p_gA#V zK=e!3bc{VurvYQ1NcdtwelHPZ|plVKm{ z_41=mOS9Uq%!60POXp-G;)SI=rjPUXN0s_G!H?k*x*9C*SJl4`dvza_N2}+Hfr(Gx z@5rbg*|Alm%QcnGv|bkUDOd~W1!It3rW?5WtGyuRNOQajKZurh4{8*|&{lOBFIN|F zih<^4iCSnPAknBpkmcXs>>k`Q+nzY23Xi6Jbel?7CIyjwRBmUW$SSkZlcOLLMd};M*ialhZ&gOw(uy? zua$6SM|R_N@;*fh)RN<0N(KV*TNG9xB%@p6V6NlCcROfegKtQJW!7Kq zl)o7kL0gV)w|GR_&6?*auPq#vtmDXp!-XuDK%+HK3WnFq7g!%JX&OG-*-dmRwxnJfhT-Frb6E*q zMe5sl;|KqEqZrv8*`CU(ERe^3EIsrJtZ-7xf2TS~0QOcS^$1i3&p&m%aXj|=qAYLHZ zK$r}07S3w$mEN0^3ZIp?ii~5FCOpCAfGO~Wt$}TgRp-wx|3T~;f>xwER)-Q{|y~5sqJFS_xLr*^>GX z_|PNa+@^3J0qIsh8&=ieZ|%{QT|jx%rhZ>#FftboktNaWXIUSt<=y>K>sZp5iS zDX))ZsaU(OxbB+~Z0)+9mPZ8A4B%(vaa*G046)ii^}a?WI-qp%vV^A+&f{9rjnSDb zvfP9uewF@G)oSJ}Sw+=|s`NnTxx#Z$*PzFi5gnz#Lce#FN?>tbS% z91q4EZL2#uWTUV2X@N;-cfh1l-S;MeZ48Dk5iAy69Ub3kJl|6ZR^#yZf{`$c+;G2Vg1e(HWq7V^5mK0O;w=(tGtSiu)@1Kk!NbAsvR2saotqJjV zObh)azoDA4%MzgiCcFA>6NOZFG77SXl9Tf&aaK4)z?q3~`m4E46zUJ$HuFWyIBDIA zLMjw?s6GNZwV%ZnV^p=lCidmSM(;A^BxDz;!kZVXcPkALcCT(2HI!C_e13icIJUzR z(^IFaHU`>r7Zmd9XW5UkQkJXsXK{g&e6K!AwBY*K?lrSnJZV8nt84z)ta*m8I^jZ@ z6~wR(wok-TCq4hklCC^vT{j@_R|LRDp~@z^WcpH{KHc@?P*gd#Tt}*G`%|ShFETn1 zqdT6Z=|8)D+qiQ$;L)!#?PBO!pkGjPBSsUzL`&R`Xh*Z^XvSAc1+;|z|36F>UA>k= zrP6@}ov)+`AYF1;y z5)Vlrz1Q?(JlJTFSb<#{ zdmy^M++or8)xz{`un@hGqxW#1v;+*gSyj@rxdSWaEg6h}xA@k*r%k1*{lpZ4%@Fyz%NF0_VaiUfbtj8b$LeD?hF zm$&4yw|F)n=3(ptKU-^yP&EAc$(29dFHJ;Bl4QXsDuP-TDxkR7+1zj)hpMd(O_;{C z_jSkCVQ0NuOwh%5w_=~F?%BjtIcD5hb1$-l6bQ6RUt-vpiHK#FVp)P>&vqh3W+Sp`C<99AkoCQ|!qo7){X?2Y+64Vf$r%gQ_BD%BtE zfUDw?P)u!hX5y_4bX%Cq8r4tVYJOVNT2aaVY=r`c=|1$^?;I*7VqU7Ad`P6MHJ+a> z7ma{!9@35pH{;y45{OFh*hiQU?(!B95{Gxe5a55<5ry;kkVNwPvcwO6Q-88_BH5%j0DL$=Cr>oH*}G6hgWMEb>Gih65W9HM@NGCGSdj&N3zQ z@rwq>AZ10^^Y0hX&)F5vK~w3{UILJyzD<$z=(uOGaY5tq#@b@_PprR_K~ao=_F7uh9OreGj=WR6?$>F;=A@MWSzbs%E)uPQs81W3`2i zuqw&!bv)HadL4vHsgEP=q44HQ=&q|9)u|6JN6hf;ca)!&$~JEP(-mc#6bFKFk0%#> zMOp{q#cVuRti?qC_vjjh1E2KI$lCg5-Yangv%j$~F>-}MO8`+AFgt)@+fU{!?S;tl zf$Joe+B|NpgDL!Bl4NzF@$-Wu&V@z{GfFC4jAL&be%AE{J=5L9(yr}_^M5yvtnM>C zRL*WUh9fishu!hbcqimNjbWc@Y>qCl0CW zFt`~+%@;IU;?)0kBCB?lUPo2!|e-ETFR^ehN0tWeSW&7th7=|U8pwH z7IQhR4E6T7d1tX+Z1@9%+BXmYf|NY`m;hZ(Hu4yUw1kxXl*KFN+%Jaf@xRS_x%f)n zW`H}L)m)ED${XPWE$7e~c=a=vHyRMz*#35MpzbU_6DO@#){-G`fSSNIs6Wk3fXLugzMuL z9%y-1?CBd{Xra%wdV~tfUD;G|Qm5$JGa%y7G%9q2M$3g{8l3DmJgrmAfWHGPIma-sj?1J>B3G-8 zU+=2XCf6)&?+pFlZyDUR+ITRhIqd(Xzhc7UAXc}4_Cjw?`6i_=RIpFl)t~)Dj^ypw{{x7hAJHIKYq-I*+!K#GvrqLgK z$+63+3|pa~Vi@{lfgqZsKUN!hQtJKhauX_*O&sqzOlKp+Lr-WXJ`QR%umoaHmZLtk zd9TTFYPwf3Zm{ix(gczCNvsuZo&$@wA%&-Gat%{68sYIw(JYEUyhd7)UF3%E4q!aO zLgAXJ7i<}*?DVXi9B;#~U(zIJGut7F(_2h0@o(_q$oWcmE+?Zj9)p9Fi`b|8-}iORa8Uy)@m>9_)$?z$xDb3h^fr9xIpWhR z6Gp`s3ivDPbYOG@(09AFC6Xb?Icxvk^}`|UU&C5bJ+o*C{Vr2frmK&#NhSwZR?Z(Z zuLiui@r^=_Z@auEKN2wFV|TxO${fKcYMaMFUxBbu+0_-sTex^!99_MU%{Br_*KKn3 zYfD{RH~v|F4#ob+X46X<*-Jg;sw;X6&RUB;xr9@+ixxHApUGialJ6u*_b*u|MbsMyufE2G+X(y4J$|oJFa|>h!*?@IiL5s&YS6 zLc1PW(zx1`TxxOY(Zz%7+S$$IM)Uff3fPofJT>mKm-TG@U;lCrJ{VWnW;h&kVVTE5 zBhEDXz>e+J-Qj!FX2B)b+k?E;4Gbrh$xpwthTXfsg$XZmxzPj_?@d&Aj1twYQTbG# zD*l1vQOje-*l@T_-JvZl+FXduQ&vdp-_;yD6PB^DB~o(4x_x{bjtwDz^=AX?xEIh{ zwk>MVggdSMVQ(5N_^wFqAzrx-mJ38dBj7J zKJNs(?>}I9e3=4eHB0lN)gm_QDR@I)zqS+n(*epRFD|u_v1Tu1!XB@FJ9au8@kIdk zRteC?^j>@hqi3i-XTyeu-`k;fX=J~WR`$;d;L<<-Wjj*Z&4$a^vXN&0=jwxh_6*3E z&TWco0~3V!6LZsuk?z^$^Q4h~valsw&7*q%-tAY5UlF;w)vE-PkarFAHpeo>0S*P4 zEw3)~wD)Knbzx1Y&K``CW@inTvlMA8kIFs=0aNJzets=4*+J~KmylSNv7xsqI; zA-Im|%Hi>hJD7vN1noS)$d(cdp2K3)_sAVBc8;|Rn8Wso zE<(qiZXJFFHM6=t>p#Cc?#g$IP;nzxkLKds!w%;%aY3jA=qaJr+jD|}R^>I{R2YLz za|uO^b}W5bT(N=Ez!z7B%V4>-6L;A-wR~=iulx`AELlSJ7cAZ7HLi=oM#%d6Ev*}8K9W4n5lzx&5|Dphl{E#s4+DzeGyKev zzv}&nwo=*GXQ8!+*)UgUBJnP1Y-9lB*ue6>vtQp%4CQi8{;!oUu*EEWkFM&43%fAY-Z(2x@P|AuLp{xi#TScwyghj6t9gf#v) zp@~r9_5;$a7n0O{2;Kf&Y&C7+2XrWr%)-#3ykHk&`O#O=vr4_51~cKw8;Ny7fL9SB zT*f>+xW_e4Fqo4fn@?n05Fs94x%zfpM(pF%z$N>;Vpc`>#LCHmv4O2D_^u4d#1@<} zVMlGzOna6b4xdh}LoVL4?$8isvo0Nt0NV0jNuLHrbP$PC+?mD%gkpzEX?!#h8 z(G%*yt|W>IH&Dk8&a|0_*SR1V=1_b3=VKY<^G#4Z{t3+m8Y8wSug&k zc>FR$fE{Kmmrg{d?9z_`=P!~_Z|Y+0D{Hv?~xhZ);(t7}HGw|6w)RVK?`(W^_ zADew2C9ol2%_=3C@ljWpDta+Z>y_Xg-P;LW)5HcJVgQEz3DRa{`nNx7 zs7tVvmap7WR7!RrqqZOwqg1IEZC62`5$U6sj#xn+q&S~BvF_#5K;FiHq?{BBY@UJ1 zG0G0YGH}ND<`%k^D`R{6>ZGR3rWLPh$?C`YDws?k#|Q4SzKlB32XgalPKH=B~IWZy`vLdj_;+TJ;GH+zQk{sp>;<|*1@<( zut`#^419wV9lxJ?NefdhbNE}4-tnCgcfd}Ob``NbntVElSy8h7Z{Oeir@PXc&U~Lq z9uQGVWe}e@u3S*2EL*xRlY{fam zwOyaK0@~AsWhLagg%{dtVNY4=ZglaWnEt{;Q$qXgw+uG(*x-N(r ztu6iOQ~DsR7V_@@`)tpg*Qni3+bfUj^q$PM*cmqm$*adoS(C-3{5kiF*`apnk)$3M zzKVSSnUmJ}#ZlbEo!s>0@I#i&DL$iS1HPlRKP`ujHk98tAVY0uq`meWS4@tB;$_b> z%HwzESKle!eS3E<`coEhpggVa0#nn0uw(^?{!$g+GK|1y_@pKE^-6TxPrD_uAw&T3 zf_CEvyLF%!H^2UZ2q$m4Edb-Zh;d=R3mre}C#Fp9*Q*(-7RW>(NdW*8;uRa<;BZxp zK|1f6754ly^0(+>_+A@Ms(uJO*`M1BO1ae>N2b0IsZabyE=*gbeG8ejRb^tQY$F=L zhknM&xA2E<{&)2^G|4ylSOR4d!6Vo5*^?OQ&Lx^P+qn$^GKM-7IZKo&} zW$~|y(dx?kQz~;z9fOy){uTl>5{U&-zh6A7qppp)+061_Uh)7fRuxX!_3cj@s!AY9}ftr4@vvtT}cu(wCPh zVpMl>W0(hk!axdn{4bOL-qQINzNG6OgAeowK#mE+sJPbqH^Jcua2+KpkyJl69i@L@ zYRo3xCL)T;Uc(ImFbG_Ro@%QFFEI({_S@saFc+F$+Z->#TDg+K`4^X|1=ZHVCRybb zhmoDZKm+L^?HzX6K!7ejnL^WFnHSN<}~;WKe$oTBS$ zwd4WpYC#H=({=JEDcRbj9^q){6*~i`+y;-=T zf|QK$r-6xmtJ!kFKcFLrhI^SC2>7M#1XF3jVmx)XZ3*Xfj*Da)xR`Pt{EV;Abqp6M zoAc{t&pKd8h|(_5^X0?CmhV;{OZQWAGe+m$E0;+9d3C(ojOG4NHstDs!m1qfr~bWX z9mnQNepL+l@C@gxyG{+WFgt zd~%dn6A`fHcnA}W<#qx(`)0MEVpc!}I0*x7Y(I&qKm4H^4)kzE&6hX%cD>xEm_>Oz zdWg(wIex1L4Dc8vLZ-CF`BVT46FM?*B1R=QyLNEo!1-J9J|G5RD{L5tyQ@7Awn+IA zAI!}H#i;g%ox(;kEMTThM+<5yONEHEPNguG@-W;wMGuz-%nZ>EZtF8(-unY%FZ~3i ztYnmfSQ$yi@DbJ)S^39j5ChZ&C-#du5%2{tz3HHYq(x5-Yh zy{hP>f{%jbnCAdW*1k<>{q_!zYG7s**rEeIvIoMY08VR~$6VDb*4G}a0&O=|aclYR zMITpkR&?dT+FL#72ZJ;G~f`sn*=@>-{o8NSs$wmrlv z0A=CCk`h`=2ZK(_Fn~$Ynlel2uRd0bp6qmkEW3z{S3V^aTl#V>@*by)0E{$ze*vNy z(P4PmT{G%loUywomcnN6Kk-97i!ff7QWj#*P3|w!3Klvnk%Z5RZLCl}hoF zj{KZiSNm(h_cUUe37QHT4l>NENeS-QR>cxx^}Y-*PMx}DHP=iLH~?f|J1!sTgWY=E zV8HA{Vua?~D@>OZ3HlrOX7)?MiQF7z)IC7Z$SDG&^#+3tSL9_s0j7-y-V>opH^~Nq z-2hhO9VDlcv1iazdpdYluZEV4l$j1w@4b2;9iGwtKBQf?zo0>WC^iei>Yz<|YlyK7 zofS6id|>9_vOXmHrxOJop|cm|joe;D!ygEZB2zu#kQh>p5wJoJ#g6X0X6UB-@=CJF z&%!vrvE_iE=PF`F)^teUA8tRt!S~vzKsBm~=_?d)9RF9|sH#5ihvxP#xQZ+N)XA2` z6oHGVW8H%EX>HrjEGKX8QDT?#Nxcj^DHa@CNgx=@`rFU>s_iI8`{(uNbQMZo1;UX9 z;nPB37K0SLE3Q+^HglSmY#Zo>^Jo9f*W!B85!Ekf)3reS;a{^r)gY zp?@9$?tz3^e3R0Io+udI%`ZP#=rF*s!~@-NB;4e$V#E^dHko1?e9^VIDRhy*5z-zh zcKqYAN9%5$lE{U;&(SP{1*QgfOXU7KuE#a}cSQh2VVl_jdto@q2RR+%mf(k|k1Bh~ zzWGr?{~RUGqThOI$gcXJ7u}0okN6megVM!PV0sE@xRqhu9h;>8HH?yDglrEZ1TxM4 zeB3QMrCMBeMY~bLuwo&Ho`jY#tUhSv4D-YB>7%M|`exsvrzHHw0CzcgMNobn)_-Fl zHt0#fS71a$qw|j^CBTeG;yHicKGiWc)4=`ftWq}?CeDz8G;H!JDE4GVaz8V5#Ru@W zH}_lEo;y&4;h_^iDoGCIRRiWyum zCC~qNeSWz5s$4gV0>A$8ss$Sdgtec-tRPw}-Cq@y3$NHCF~!43SBiqM?+)3ivc|6H z`iP8|jGn`tN(V`kfdmA|Z~8~7f;KnbH(u4rAq(z3J+2>RXZ2Znkcr^2qWyPf*YMiA z?lRTi!2tJ1B9{i9tA+-)TWpT=jkD#$9h&eTImqx40)W9@sj2ri$^s#8x*Vt1%;P%% zwuc0x&ohGk;oZ| z%Q0@4vt&59`8M;O#0mVV_cd}E1WHN>;*?o%sq43n=E}-b4jN$C8d1-&hX6INxiX{V zNoW6RgM_uv0L$r~Bl7|P4AJjN+z)#nU#_(pPP|@dt#9aZ8*$uj_Xi2T)iNA)mH>;c zpv`s55mAs;0)e6cB|VZp^=-F~cJe=TE$M*$hd;_E&jZvTv5bILCIuB9Tu4ZE!w-@f z85JWeZ0E~ERAbOD`Q%wgSKHgl$0~q6@OTza2S0MhB<)bP2zwjo*B(<>Ff+0W(`#&7 zOLOi1st$}AAbLj#cL#U&7BjD>i{t@z)L8!0gW zMiZ8;sFFz$yf_#cbl|4&lG`(nF0<>gnY9(?#>(k9c-1XEEv-&{*V6744fW=`u|taeiY?EInhcj5qmdx0ehs{Gl=-g!c{t z9c*;PS48cac?~yEIkHCEM_^MNj7O@qjAR$jll~0UmWgpMj3CnCNHQz8zizR(^CMfb zmiKal>&+{##Va&n14L{Yn>>btR5aP32w{Ad5$kG-KdOji6FuH)it#2$(d`oYJjANb zSv`&V!%mL_fN+W0eQs~K-07X}>tOa-+nG%w9|zb2PK~5)UAEkssoAC8wREZYq+^4_ zxx|J+hqQh5N{Wz8=n}?{P--}^p+-sFifU{Ru!ETc<(nJiy~JPLriI*Xp6Pwh;OCY1 zW`I)hfMwYIviT?qb4Q}n)*cdUI4PzsMB>wkPnJpQ9&D@a!7eAC$Cpq*Du3h6l7T5@tIx~wA!BD;CO0D)_y+pZ4Da7GKTV;mf_ z_3VEb~flUD85nXx$vx8-AljVZ>{#F1u@Ep3RJhr3W^GTpP9BE&UV;%y-HTl`=xEQ zm$h?S7Q-%M4eR%r$SHIQZ{P{=smo|hMBPgK&mr|dLx1qX625xnSPFHYfo8v1j=3eO}PJ4pBeJ^ecim7H}Av3`h z(Shcd=a@zEd@j4k#75X#eMk+-CM#>=sdrU3))(jsOyAG+Dip{k;F* zNuys;N6Kb#(b$p^OqTQ!1-ziYNeAVgOQ`8kp$YnONqTRU_@q6H`uwDiioc}r_xlEY zv~I6w55rEbk8}~2e4TN)o3Fi-uTR+4yLFmq$Qz~1d;D+OWqnUNf2V_XdTX}t##Wn~ zy9XyQ+lj|K8#J5?=jS??^sPOt%tQQxQIhy6BHjTTS=&V^FXd@~>3t1oL7k%f`LU{{ zreTq0lyb3XtDCN{_!vH&hzEu8)x29x6DOk3Rhhu0N^6hy{r1~Wr#d26)%xos6CcCd z_lR;bRg_1cSht(fZakeITHH5hNpwEdY@^+MbF`|3x7X0qp2(-g>Kj*qqt^k*{n4WS zQHH8)&m|WNzd@s50zEC@MHQmyYxKA;N{d%O!kBU+!YLRFxbH)rjt%&Sewc4;zS;cN z9`K&Ti0R%Z*QGhS`4n)D5Y+;?NDL?naJ@aMgks~LSe?1gW~BTA_TmZ|<4KH{QwM}+ z#{C3!1P&3LHMqRf5@meFUQ%4wS;bcNH8nRM_sYbVmvkwjADaJ&<>6=qcxiCAW`j0; zsppsuyqOyPtmiiKp;mmJG_LYp$Y*mS>%}U!gyZW}jJiH5T3VJxUsVwowkMuBNJ31_ zIGdZv4ShxTBcu_L`%#glH-XAQAZIIKBeAZ6%>KNgx@ZB$`UWHlg-DX+PCm1M$8mdN z!t$~$>kTYLa;{l&Bc$hLtt>=kYKi>^2Hnrfm8pKrtj9?=Upkq3Zum1FZiPrbKskUc zVyhk`_j0haycNjGQ~qNZne&gvoqj=w`N+Ho5&D`gr9S=_B;d zVKe647e(0zPD5M0reB_L+%L=hKk`^uKx;d2b{CN!!vAH0z6h`$n-vZf;!tdv&K*vg z_JGMVt`kq4B>C!9ELQXmZ250>-2~QZXy_jNf&d0cO+YeXsT>VVlw+p0_9#^e{eu1X*O~4-HNRi zUGu)8b(u{glwGXeKdaj*3PZC@PsBYHO3lEJvQn19^SZ2rvn_`in^BdZ6jJZY%<%>r z`qN_6-;cu^o`WuXyLlYni0PcJ_#0__e@^z+rhimSUE600CfHLKFh5Egi>sIRj`9fo zd75J0(84l4nlk&gHYQJz6w>o*wXzLel0E-U;hedt>(!O>(NDa9JT-u4gi?}m#R;kQ zE#eLC9mXs-VRq3{^6^a##Kb;!8o)@jU!B=yO5fU}@4*{c>JC9bcO4PW0NLF>Eo}ym z4>W_3HM1tgk6#9Rr|C12;Vf3duQ8{?=&&qdq=*8_-GLC5=~8xoTH?#w5FsVxHCrt= z$_GjVF>T1p+va!?hCH3uv2CID$BHrprJDxfS{106R1Aw>V%Ts}DwT@7_;Yj=ikS2a@#LEXeyn{f`z$ z$m6=0S^m5-@7CEpf@0sJRdW8vCaHqM+@uc}h1EH6v_I9lpa=7rn)cLW2AIE206?U! z&r~bS2K1`*z)nnEy1}~!en-Z$ld&A_OCfP=O3GmG*!ExZsQe$18?VcN5&9%pXVv)P zlSt+GTDR@u$?Nj)_+wPpBP`yXicHfT{GcHvKfKr6tQ2S}@mTE6EpszK-nJTeXfS`? zH?_!h<1aXUF9L^|?Y!vp0_yoBfMCAbOh~-DIQX<6YFCU3k3!^{xB|2YxqT{RrEu_B z8!ry}mpLW2VGh!A8?ikOB!r3Iu>1o^2&3e4ka4Mmg=wP6nY>au7At}ah-+2RE$XjS z@<+Tr%6=b*AyVL&vGSSZFVC%>@u6HVDa4j)a@mp-L!n{x&t$DsE5^0@{-q3Idfv4i zr^54lH+?rwCc4dTIeQX22!LmD`zLo~o|dBht6^I?M)Tzu*n52+>R$T@A0bFCxBO}g zdr#GAddq#;>BXGSpbt=9Km_x6d7Ky$p&QDm=WBhv2xMI;ndIHv+|K)s;ss>9s0A}w zWgNm@X(?f?){PFUIsbR}=RRn3bufqJNYC_(Z&%)IVa44vWJvY+#8-+)?x0_CDVYG1 zO4xh&&bz3xdZEM^zk6tY^#%D`N;hp-#)>$N$Kr{A(7r6^vfx$6D1JM-BYTuOh^rL5YS77Ja; zvKb1OcCkAFuS1C?e9=!LxPi2ldW*LxbsEsom&J&dQkL_Q<`2>Y7ZHMyvjd|OO2@Vl zaAg-0hur&&&zpT{-rsl8ylu!ROQ!k(2l9|1sQsSD?(PFcJwxxjj^jGHP=0fQn%i_q z`ygErXE@GFn-XrPtWFGM+Dz3HN<|c)q$qe`bSLj-Pm|_%s;Q?7%1CD@FjgI~k3eD^ z%u%A3*6t7S+XE>H{?KiF1-?#3#+!>~@;`dz9zYdhnc}uNFa==s?#BSr1z=*P5x(3s zui5LXYxPM3MGLmFf5s{38?QAWhAbDh_-@JjgUz8P@i+-^@T=5+kmcO!Th~wK_6aYe zi%|a+JL-y)9eIsEkh475?|VnZ^ZLsJX0C+k=0%FQ424^n%bmw`FOKS;`Kj^h<#7sa zb8(IhlQ~`9Fc@h&?lP4+Z~7^T*WeUIifVkU%u!-HV|Z0T6151(hoSONcTX5O$*N7SQ&lQy zb}O(yg-aLT;Q`l8j0_q--MBtqs2(@p+mrSpt(w~O!r~Or)lc&3J$$+66?fB;Qre7D z()Y?=h4?3vtveK%pB?a%zERhke+#LilaKK%0*-w>zJ{5O+gQ>F&%7vw4i1-(mgWl^ zCl?A~fg3UeC2~HS_|0SB)y@^~u2eNd;kzZg%BsC}GOgIhOI_wJt-Z%cTKBn=IuHD{ zC91&_zSq-kCnM|-InuPKhQTgkdxc=!-Q?*nY|=aPV6>hH*W09{0G;awCORu}U`8EJ zTlgUAm>1-}%`@I=)>$Pg6;*28FW&TbIQRzu%-kzDKiV_@`B+_a*ZBN3v&BEgOT|To z{69I6q%sYe-=EKLFsa+muiSkmi4u*^FBf{TsBoBP>F*cr{}ZVw(Jx~Sj;8L~W`KN8N8=Ap9Akx${w zn7;=JSWHs#84Xtta;hJt4O`y+AbWKxTh@ZVl{Mx?Otoqdsn)&@8( zWf*Kp@t-1E;{j;uZ`IP-F-k*19fLmQj3kQ=ZI{_f!E@f`cG{}|q0e9W=WX`#umtN-nBD2Ez%WWe!Bh?qqle0}LR_4?7mf_n3TsTGq^;zHr zg`nhA0TNnCQbPcpeqDzPrqv|9`*ZurMN7MpTp@#iI3A4AjsN+U1HBF5H2HIPqO&9n#PN_JRALV;3l%a`J*U*Xg$K777agfi-nc{Kx0E#t8v|ybKjpL0kv0QDl z3gh{W@XRa8(U1C{c9T(({4ihpFHaMG>z2ENZYuG-jbwy0-Nz>&Wslcz$9+^=v9xg4 zXrm?=G&nkLSMQuAK~#xc6{EuXHDr?F#%|n9P#^<{kwZ#*qwrOOuDt`fMjkvHqxDnYXvhXq5_ywl8z;u&ODQ}XJy5wAmdc^dj40mtp>5rNz=dZr}203Q< zU8y>8N<2aX)O_W1O}ry;#1y6X2YPm_;as-K@AJ=^GeEV95HjN6YW%$1`)45nBrGM#@PYMr~jA8^={$6zh5D_UwD}3jYkF=8n@1X3Y z$XY|1QXeqyh1AiX8>FaGp zx~|99B)bBx!*$0$0yNpg3EZ_i6(`f*x6waJd;E#l&5Gsq_ry#bYgGeFRXaY52(j zXzpwV>53l-{f-`U19~m4ncJ6W?7vG9&;0$K1^(NBPmnglO38JgZ;6cC0a(Hm<#9bc z+8UfxdzPl>oQaLtGcr!SF5_4{`Nb$f==AQj=~t_x+fM3Az){|$_0Uk0hILe*k36Fn zB?XLkq9{vNIU|HYhc#_C_=k)!FxrKLLpkL)#E@)fm7lCgfgWxpT&ifdY9q@~vj|Yk z^|rIeC%t`8s-R|=(wj7W)q@+;9i%0a@JXW)VbOXKQ;VS^D_iJKEAykuyXRyZEDX;X zA~3}EcR)&;FY3!#NWZRz* z;v)X1_QMM+>FsCSKW^?3mXQhgElL;5(&NiR-3!@|Y^AO%tX*q`_jpox3yDq{Cwj<_ z4yn0=iF;-lY!zxAJMUfoA-%7vxI*{y)XNBu9NIB zqyRgs`{O>Y*hBc+%N>tisNq6UnJ=ko9r`D%7Ca_mu!a%sE!y|)B$uU{1}3kRY&=y& zbR>Ox@B<*GNgt*MbkQL~7{|`k`aP%Xj;3Chj06OlRE-syQ?Mb}by4JN{}=B^7iQl* z$E{IHlO^(G5w@-j5vSz?vY2y*hZeqR5l`PG#wnab^$6R{zxH?0ZSeW#RdNQB^9rgO z&+n{?;Zxn+msn32u2|o1?E2poIU5M{-dC}!6;h`GB8iCT>XpaOd{K2vH$BrbcXscp zuE;WH4JiPr0#E49DPnI@FW&!_)V3vJL5AE6X;EUsFLDYr-?l91t^M{Ldjc}RhWG+~ zE<^^l_iSUUp9f+IHU0H*w0)Ei<)un`wPhJER?SM+1eGV|okbll$*8P}Uq6e|DSk(< zjPO<|XE~TGvzv~dAL9Njxh|J)sWi2T&Xn$T8@;67$7^Xr(m0E3wEYg3FPPoFd+=t9O)v#aJ01{5j0~ZpZ%q8kE!J(l zsb=TNzNntw?HoJ5`92~mln_*%p$YFcv{mgV7R3O~?ExXo$cQFwTxIThYL|RhBnxY& zGGxuDEZZG8O+<;(1Q@tI_ zGQP0Sbc&vA6EcCUw8z~lT7i;{T3A`;ruj0Nn2o*nKLf+D5VA;bxXr3Oid!tlmHIUc#bfCsPc-#lh1pW7wN|4`^Wm_~s10ISxICWD^U+k{+l~+iXzq0lC6r5-)zmz(K8|!?-vj zRoMJu#DHK@32JPDswl#&Z0gi~;jFd~qMs z&L^#!;fS`=`}#r?Y5IZa?f~MQ%|16S;E5%%>DLKiA7+juNfC-eLVayP!ud z*ercTQr8WUL}7rTLR6;_8c9>M{wJLIHIif$tbQrclEqH%t*jNJv_6fc)yr+`$75SL z+_}YTLHZ>EUByK}0Vc^#2}L9$YJ1k;#P}S?w&!xo3Ie z6?05yDw}r4m7PL&SvxYX5vXD`%^)54IRMm~DHZ6F)?4&pYx-DqP}xJzxmwIhdmYy~ zBH*P^E_nJb+5MTdc!J!fBx0remS68Aat7O13A`$!Yyxmgk87I+-i|q+$8u~a#IfT{ z0H1^IYLJ)1bGP)QJTV{+BqeITi=DHotcom_+AVeKA9!yb(1o3$EP?&$KGUUNeD|xW zTdiA*-x>HE5-Ze*p?Nx8(3gufE}CI)MSssT0@i|*Ru43kvA;7aj*#2<+6~n0a8cG@ z!u~YgbjfC}Wm`o5vRK97HwO)aEgJ-U@z`gp5Sew(-uQ>fk-1SUm&AWWBq29~sFMNU zLB6kw5lk&xLpNJX95aDNnH@K*LZ{#^T7>MEm>tRRyHuLje`_e&Qm{0ysN#3?OvAB5 zYqtY{#`ZXe0ji=`IE^$^CVdMugJ>ol10OOH2fhMTO8tBSf}riPk5wwBuT^eV>D3r5 zVlDv?F%K}fQ!Ib2q8%SI=sZFCsSGLXeJp}6wnd=b-yFAdN{9A4$0L>2G|M<;nhJUi zBzh@*EKKz6szP zi4XkOqtCF5e$4APUZ0tac;~upnO$T{#EvI{W32-g_%Ke0{m488V0e;ZF$ivQy)A%| zmiTR*2hOp+6QLG5eYZu#xk~#kfWd&hI6S8Y;>?0aiV4$Q&PnK2sOctS$GM)- z-NCvGx}XS+%euwGlnAqPI&(uX$pD+&jIsaiAY4S}Wof_eNO7fetB%03*!98j^N~v= z_7<}r;Ly6)FL|*wCalf%yCE<>em|d>GyweN%3uj9CI6LLVgM3hGP|THvgR7Y%R{l1 z>lWfZC9#9m4($Z$$BSNqqEwg*X@21;;`amWi_m@i_u&^T4{=hXdUfdCBymVzc#)6M!SOk%Y% z>q>gRLl~0M=hv`dQ^@1_q68>EagA_~!|}4E+4BL%XA$=!acBt01%eFZ1~M*6>01B; zsIq|bM#;e8TV4t(QRk%@WRN5A5qQm-Zi}7ld<<&EkZawNP3dEiQ)x8OIFYeDL#BBh zin(wtv@%yJiL{Q=ZCk&Fcj+=NzHI=^2_Wsr9J8Jr_TkK<3kDuy?~Jtly?Wu}^@Qf> zs8r+};Pr{vG*Qcm9{*dpO?|VWUbeLek%>J{Dfzn_zm>DFKm4IA4k36DS~ymF-mCP= zzdeD=1P!|ay(@z@&`4EYW~oMnqoK8ef1f<_C{6KzMQ)A->fw0!z~*DK77hNJSW3-@ zDbQN2!S8pYuYTeLg_2I((&}PFZ3JRe4DXwJ-FBUg*8iW{bO4RwzPw&&?r>PeOBT{_ z9Y7E&8+nnQ+S~t4KqbrKB$<5sYr{T~SJ#EWi=0of$YICqk7cL&=|WzkddLoBj??p* zmFkWvR<~SOklGa(uRyZ3u16lvauCjn0S)|F%IP*a$_R-2Ukc{+-}^ydrL3?!V?X$( zoJY?@iA|C?f8i3+WuF$2z;Rf_ z&o;dibzg*x2I9ENgd%+rtHqaYN%p%p1LsW;_fEg>KP)kR+jlck$0cFYhr)DdeKNmakuk+C6KvPlgUt$}lt}60 z1gRDMujWf#QCaoc_uTAOx@1c{S(w-l?V!0@gF1ByGr3s#)5^6VA2w8l)upYbBd31# zSD79d>1fJMOKnTk&DAj(UkPW6c(WNwDerBqOHMoRF%#jmtfC24ViY`%Ejs*a^h$dD zaN?>|*{7p{W4uUJ+E)KAAVs4r>#j2*8sQ^3o%1C*f>gRBZmtjs*kT+Z(oz1s~E(2KyVPg;yP3(|wb9^SuZ+zN9=Td!_d=C>s~ zHK8X2iRAS^_A5XYWo`V-tC>ke-Vx^*z4WM?6Sm?A1sW86k;ioYvE>v%xlU4l)Gr6+zV4G9sX!Y>L-OR?Q`{jAa9@kIB%ge{5#%3Y%uX zKiRK<#F6XXriOkGse53B@|qNVeHam){Ao-P^Dy_#{l;cpBE!G`6Q|pcg^sAL*DjP9 zN~_3O>m(ufHU9CE8YSI33ZS6Y5*ac0If6og^0eum zc?MaC*O4dLKoK27-Ig}PPexatE*wW(y7BobF`}QWBn*^5%lswHXD<`0S%6I&47DYQ$U=_B`nbtr8G!j)Q zaD8Z3e%T>>e61|wjLE_n*+yJ#bt znP5#II^zadhp@+!pU7+jtNsIPhvm3MxxG8f^X5Yblx%UDr~;% z+i;7)SMn9fbDC%t~RI+Z31GaL9fe-4nVE`;_c`_B2PDiC6weh<7qyO@9) zuO(v)KypKrEu7tBZ@VJUBZu0Wm!!ierV+Os9~t+17^3$Cp_8B|2KYvBw+%oXX7XsJ=65+V*g&7^mMGDFtcBz;J18MT3 z6Rj$0=s#0JQo4wGdsF692>J(JgANj&59hlkuRc?yJVwPx)yW`Cs%uT6!%MaGMH)7H#x?S_RUk5wQ^7;%M%61h5`uYkl--*Hwi z`wx{d5UWN(mWx-NutJP#KWu@7}?gP5qr9v8$2nY#UXcwHUWzTkBkyLZ2zt%6(y$#{U)?{%3@->$q{rO(x( zD6`jEF2Mg^(@6oD}&|4Cb8Lpfj zY^nctAN$pvNOX<}oS)B~OA1f2u}Kpc9k}^RHep%_ofW}tx+ABrjN^52@*k@}F+5NJ zlH~Ww&sXgz8A(;-WvX;px7}RZ&B`@bZXsTLvqm5n~2NOnHa z!#vk-T;g$5^u&N~sl1vR;`LWHr7Ue$LiE4wh=t9PG=a8LO>E>hDp>plRFTr(RSJm_ z)sP5U%S4{1VY@{vYjoC_z&({W#$AKEZo3=)(3*R8fAi(x(dhYBH6P+As38r{SgLcc zcPkhyY|eDwSC3=H`v32lry+X}njqCRg<7j=`K}$!Ft5n1_$uYPYD5`2Fsky6Jz3TF{xU!UjqYkvJnkGhe#x z=n3s)-}|L{fwTuT`6-Da2N42&E&@rFy0dZ>uN%B(pZbz6`nPOl?hdv7_vhz3u0N4@ z@?TT2GOw$IY97Awx}AY7WBbn70iS$2t<*i91SB{GK6Hs~RyYmp9}FfOwHNQusk|ob z$fK&KH5*ihmCqY4t_`_Enc#j(*a`KLHmDF-qWeTNvzo3gHr=%Z(v~!T#?E~I2J4|A&UY?gz=i@6JE9c-(!BxF!FzHraFqtuSRTs0IR($6)L+Zg~&Gm=sB$nnvMyf$-ga%geaYB_}$w?u*tzc zrBc&;8evFRyl8U1(I;cBx%Xmvz~Qa8loi0!oJMpe?S1@XJ z_Wz1cp*h+Mc{8fN`;zzCQ?nZuRjzRZ>GRW6Ag@ICejL(}8GVL_q^x@~WkPKPPnnO2HByf+`kd83h zg*=g2V=v)ln(Y)ez$VUN?m?@|O%0LuwPYROCCp(Ef^tKc9Xi`NkAttPt6yJ{HYbBU zPY9IJ$*W$ZRHpL{W~Q$5iTu*ppzjPkh!AyH|Hyn-!WY5xFcAqxpu&PA@_nX_=Onak zezAOg=;F!sES@5Y71<){%9OmIfL-FX~@<=D2MNAJ%wwBL+^xUlP6R`Wtec-@dlATdb ztYdLDzMm13F)_^l*oM`sxUNud`V@IpfFEJ)ZSq^w-u}m$;XbQ1$D|LpIH?h|1C^ku zsbozjsm4#x_s&~d@dTY{`QLL#^97;1Iim%?g1)jj5+TwaY zYV1c9E|8=`Ct7$N%p>0xgz9UEyl?WA zS_!Hk@|#VG70E=dGvnPmfJ+@MAU$!0=?`W8ML~7%^;&h-M#5Qx7fyT$<8ib(4)Ebr`~=OVIDNL9Xu=>z0hS%QM1+p9jUagYmvXf3=qM*IKXIZ*#TI$ND<0TJrz z8s)Pr9Bfb79AkKJ!t``BPnkfCN=nR?4*p`zqO{#sdB0!<&+&a7`qJOU0I+)r*ayK~ zb#3e)XBCi3m4uXT5BOO9$K$G*V1%^&ypoe`%c5Hmy=Mkw$+Ci-5%z0QuPct$f|-_8 zdp)Op=QK<4L+fimJgWZ%KYd5p5eqjSX8rU*-CE#8zGljp03=>)2o%{T{RlKV$ z{kQNI~5T@mC1Zr)zm5{3?Jd#QS12C(+<) zl*mbTb%Kk$tfktm8iT1qj;`IINnRgE^M}>$vI>88Pcf@$JX+Sb8M8}XO`^t8M~`En z={i~I{-HcCLSth;8Qi&mlmMK|R{nh?&k4t+ev>qFTvy}rg7O#&=+$unoYiswkTT^@59f`@J3&9lq`;#$yvU*geN_A9aHk~jitGU+>B$NM@YpS;7LY#y7j z{eH%?M)`x?d+#$BxhXq={nd;!U2|(UZBP|*IP*XCUAi*IkY^^ZFC9IhgE_T0Hs90t zE=KG+4cR6FYbV(_o|0)Pz4NiP7mK_luGQ*AMg;%NcE6y^cy|7AO!1QcVza=Mp=@oV z`BzFe_(6xE$pK8o!EW!|&0JR-bY))c3>lW`ea^BaPlOqGAo_@&?K?hl8E+5nX3 zNlQqv&pJ%>K`R6zaj&!(xXHFb;vbVH7~dP1W_k-PpJ>MPTFQ-v?NiaI)=Og;%;sf= zR6WqnPuG)dD8dEoeh=lbNiD3p9iZI$L!BPXKk>5ESL15ZPgt{3 z)~F&6H2fIpRLl2F*}t;E!F4bWu;?Tsxus)IFF28|xoEZ!b*Qb6qCllFGiMXO9ki2I zRd~~PDGB&~cILL;ciC>B`;#aWT{0N$NmXmV564avu4074&Fg%!VlO*NN}O$;lIKpc zmn3=(Ocv;BmjnF3=E_waYsE^-hxxMu#Sf@N$cm|j)L2!Yo zA*wCVOnBR}jZFWQkoFW@J08G{aleVs<)(gd%!n(1^1Lke}z{Z9|v?!<*o z!C0>H^n`hBPf#Map@xG2~EbD!vDlghzR+2+s9 zo@)HXFqiq0-@VEyE0UpN1fIq5G|7m=36IE^T=fL!RqRH?t`Ss~b!Yp8)8|=9o&u=( z2z%XvP$3wKt>@v<2=&fI4!iKQv682zp4Svn;=}J>LR~xU{*#S^ zPEf@tAGB9q4G&vEVJ!1*nJ#$bj|=V0$17ey?On`Tih|Y!g~Z7}xSde6sk8Y62rL-X zQG2Xe98p<+qkAVd#1>qiW*}9tA8_FN`aHM?PE-<-4CGPAJRJ4Vw z&IB(K3p@qG1y1huE{83@u6!sSHYyGKaDW_k{!g}dbC@b-oPc79a?&XF=qNUu3%WwX zaSIZ5Q_Vu$2&=-UpBb!nc;AcjNvF!I2AP1C*Y zWVlPnd7;wkrC!`su`9oot+eKSQE=}ZBmIqkxcQih*f6Qa;={<%?k zxS)P?@8;yEX+g-rTrNT{jpuCH)xpU0#2ZN%8yoQb?h8O*1W{E0Kat2bT;+Kr!LS&8 zns?1rLlM@uq`zZr=J4OiyH?3XOxboUI}U9VlOwAia`$NO%3|QaCl6jMftvHolxc)8 z5MRDaO05Oe07-dwE{}`P3ahFhLHg@WwU&*B#9BTB)-I`}q3Yp9X?caPjo=2-0!dQE z=(s%n9W&MQweS}Hxdpr1SNt4vmPh&2p*80pl=Pu@T=s@#lb}@d;@a1)`ja%Tumpy; zGpJ$JIW%TfPh%<{N?d2R(|4ym?Wa|hoekp7ReoHL8P1=%3Z)+WTZATkd~EmC639;3 ze2IW2Sk3mTLxtev1>nPl6~Mcf39Cv+l`#2rb;9+SYWa*-aVNKl$xl>o2cMem*!&!A zdU3gE_2w==%2*YBXKiWOdyQ^bFFroOBC3ao6rQmRxXuw!M;@$uT zGzVFg_Y~N0v%9me!Ks}ZpAr|>#Jh=~y~yx3&-N}s%FzkAtTDk)`d475IV^JI!)NE_ zM+Lw#q5B*V9KQZ!GZ>S{Z4poR%cJfOOe50uH{s@D{0}aj=1dv|1{)h?K+?ev=)HQ9 z#;&aX>UyKDK0h}wta+W4f6%l-&|dt{i5M|8ouaqBCM#8ca=22Ol+H26M@rT80IvZ? z3cL0oaxK|yo0Gbl|8gX4`tJkE-OIA|pH~m=|A_kTfF{!I?R(db3oa@uD6oo%5XzM% z9Z>-Vr9*^JR_TN$9YR?fDhfymNDTrZv=Au?(!$y(p+pG~LtR7&5CTHz^?N7a@B25C z%*^|qbDr~@=bV`w4770C8@`mjz0H{TQm+*nx5^H}&fIr_|sl;ge`fXvcvrqTL zRafcyl#7SeWepJ@7w=m%er(?lD}B72rmgd!O4CZpA(+EYhoHIkfzo48AR5JFUvvry1;f z<1>m#;RL;J>Itn9BTrutr>2pz4tctd{ynPwjKW{oZI6V#c-165l$t)!HLo!Af_kQl z@zai0Z-)EL9aZ0X1-oR^Z#z`(IJvkdsHUmg1l*rJJSW!-^|1}vC>&oh*-7(o!E(f+~%A$}-)-+8R7E(pCH);y*ujk*R4w-kV zc>Ru_#tA$MQBs9|C1%2?JH4mpxtbOW{@%!8`)G+Y`dxZrp6Q{kUd#i78oNZhn+C|Z zsPS+KOx8UA*%##V=;dS(5QwOKQn>ksWlY)Y)l<*dsqW1Q(!n~F+88Jx@r`@XD^2() zbGwzB{ZOoo2^063j$3g|~0hDOwyrM)viNO*(Hl_%VCwDR`YBa|(hDzx`7BdjuL>e!96Y zZwZF#MwQ0pKq1j4P?#xTk?mkfNur~yappdWs?*}rN73LP!_`efFMGI|p4qNuK=vpD z$uHaNk%v|meY|Q2M}Flpz3?n7P*jjlWvJ^!R&(|Zl3CeA<7dLiL5Fcpk3|tB92`u$|=p~$}s%EG0w@IA(4lJA!pvK8ByUOYsL>1ZfToi*=K?lyzm{EhA zEjPGYtK~!1uWaM*y1?o4(t=RRZuyF{d0`c=%+pW)?#o9rUZ0m;E{Wjoi^v1Y&@FNM zK&h$kq00oDu(R9ek?<+cEQ41h7RdV_$>-p>*0Q0%iDu!s-?^WHwGT5$QR6;{{y;(F zd31V5yeGrz)+DL@xesu#G7t~CMDh&9G8uNN$9(k&_1 zR(X{4j#!Z5t8|Z4aOljBo?n$60<0_Ueh1EDrL-h_aMANgHKT%g2UZ8Ro z+Ma3<7Kz$t!j@!Z)=>3-k!0WlNzL~hz-Fueh8{Y6bma>rTKejoY}gWFV_VUyy0r=AcKz|DG-&k*AL1DgDo1fdQCOHLvlT`vjfAQu9SU(l1G3T z$LexL!W)`lQo)##jqJKf^%9aBI4``N$c?AdQaF?+W@UFy2(r_bsP5RK`7*T$t7(HR zW)81JUWxU2wE1Zo05AaOxqrFBY`VHVTchE>O_s($b{UNs`C)3$5<-^lm-C6-D)^v>T0 z%q7GSfl){HU!LFhk*706Qr>gkFgwxn8rQrN%7>bWq>7L#MmlmVbTjRbFmvuLY@912 z-j4sD3$t)Tb$=H`!N7fO9JNE1_!q5r*JCyW_b-wlu$s^tPo1zqsOv^O3th5-&9jy! zB&IX#Uy5DiTG4QkND9PYFJ(AKX_>=8V#0XeGt_P&inmclZ^Ag&<8vW_1rBGU%Snb}8_Cq;Ph5$~{whaDJ1MR;QQag3$*G_Jj-N)m9EW8o! zpEUY}vh2OP8m4SBYryq>Sq#$46-!;gT~A8+o6Ht1cQ%c<#$DiqJ-li8f1JBAw9@db zZM4~o>O0`?j-KP8fPzSYR`884iFc7^m5KLm|1}0zdXy2k7m9Uo=Y-qAH(J;}vQ@{;XY_MbOazD&lN>}-CF`uPpdz-hdM&3WsDw&0e^JRIiV9iLhi2)=Pq zcWqcbK#qdH&SeD9rHyK?JZ*Orl)W$Ez5)3(6$)$RY*LQ6F<}?HI+B|P&RdkwRKhk6Kv;Q~u$boj^YWNx7jTeO=@moF1 z2_RxdnH9}$KZrN%Hr;xs1MahS3E}jxh0VRc5AzzmqP{1!eQvFw8575Dr&aEW+dePl zn&WrfV&z|f=1TC|8LuhV(I8nID;pxT+qxDY1(Z@?)P9>x1O6nA*ozyjOF4i;euvFw zZ%viMJJx5<_y;vZ@E4At&;&Mu_V!S*F8V7lL-MQP^=@R9bq{y#0J%`|jMTRQ|7Zzf z_nwkdAeHVd+Vl2*ZvU*-`9FV^v)BEFq2k8f&Pv6~Zlgo)&BcJjI7peW z46`P<=CO+#+BP^USb98{d3+a*&aO>pD1K^Ww0<6+-@l$>XmNtLRN>AI?*#L3FIKmj zO}cArQ}j#28tptN-9Z7YdWdc`=EzaXXW=Vpw?wp4Ip6Ge90BL;w0XQVQDwO7MUDND z-6XS-iP~H$mET$|($QG&V+rL%vpm zp+nD-Xv1CGoOEH)%F@85Xl{*gSswKuNb;*etVp+Z`AArC-e$@3^HtK z%Bn_()34Qc)2D(;0=(W#a=Gyn2c-Jbm|NKunIyblx9ko^LwV6Cns|TPe5pnI)UKOr zcg2>vxL6$;|N1`OT+Ku6Y2=%Ez$l>{=USVI7viIW#oE{b!xEcmUq>w;?1V8hK#a!3Atkjg z-%hK-dxk@J-_P;Kd$|jd{_;e8z$DhLd3^X2@ZQ|hf}549HMz|a%^ql9FOpS3WMU69 z_`sPQz<3Ym9X;8S?B&6nn5&>@zBu_*P+oaEMt%pq92iJ1#M2qC^weaYWokj>E)Y6Q z+w}7bt!bakUOf=sM0OZb+sTw$9<{wBtyy2KRgBq!hyEBNTOUv!A|N&Zs-l$akT5~( zWTy+|E@d6$0&jPW;&&Jq3mVB~M6awdPEdNRdAhCO59Bp1WCP5fi&lgQoBsJo^zvJ; zDq5J!FUXCubU-4iYmLu@UXmt{@hk-B`ax9yeAT8uQz6AHT4aL5{(4l`gnQ++{^n(8 zp|IZ!wc!Pko92suRl9iO@sVstfUR6L;AUaV2X}O*Un@Fa|HF9e@!4I-Jx%W;e|nqr zp^~#MnDNVU!(WLcq0_On^|U)VKQ6{K^I)F4Ajlq~mv>2xdQESTr(2C=r`lYe+){DZ zr7q!+a>uyNf!#<5_QT`R{^ng8Nu<`*@DA8m1Jh2k0CdMtaB z+^f8G1Gd=u*zANs<>hMG2iEV8;xEFM7cY#G3BHkjG;P4E z016sJVPI57bZe9DhIW*^Kqk8o?dydZE9E>rI}afh5n1p;5EOF!ci1h?a(w)Q;O%jP-O^ zyopV6UhEcbbuOsi#eft#ye&G#dMmlZS>|MIpE0a&Rh_o6n+|0Nh0c30jMB`N%l#P2 z87S0b2)EjzYk$wI)>i$ypWt0rP{8C|0_7_?Uq<$-6-u5iqv{Y=bq@0}yT3h!O=X0| zT;K)=BUb<)B7i+-daP;ktM;~Bzt!1T2Ooya*sqMxo|Ao5U0@SOJlrQ68)7}frQW%x z8Q-n*?2Ob?4$R+2IW)O!RQ*bfq?H-Hx(XA&c)C5EydPF!IMgk_yVB3Wm-~7Sy5CRG zt8cFj6uc^8+BL(iu%XjQDD|QJjVHS|!;47chLf*#xMo6xce~NkEm7HDV8+uD^1YPR zbWud4RVT?+w2fQ-@q-}M1?{eg}uI`Gn+mfnLZgLG`$u_$Tfh67IAeLnPvCn5P zRqs^QH_dxZyPlNd?jSbGI4_=`TA1mj>;K%8x=W8!oXy&zU*DoUL&a6~v5qf46Xc>t zh4XW=p0XKdyk6Z|Qj>}P<|jABUP#*E#TCx0YeH#62`})X_DlZ5-{JpvQ>#kytYe`A zD?cu6O~A?>S})C$e^NC1$wCl0sC!IE=y_Nusj5+){{q#kIZc(_rHIl0887%jc`^_w zvNnGw{2H@QHCXCbTAViU(^ZVHWcVBCm^bohKB+P>#6W^4$R;UDYDlE%$eHO-#!|bV z^6)NuP9d(B$}nG34ydOXtY^3B%E#cTZl`x5m{Gx(MI0N`Gl(_QxrsqvHy>IvN}X2Y zW=3!nzT%{X+-3owj39 zW7Fy;c0ff2*<;-wu3R<$a3hU8g)V2i(by+M{J7~t3DhE9(Z}!ENZr!T#4+kUL(VOn z{~6wQb|)|rgT#=q^e!(m`HKAB69pI}zg=$dJNoE8YhN3CJ49J_x#~`Iw+4&BM2)vS zvu}J)G`;pV&@xYaw@5>TT$Yc0o_&IYHEz=<4bCRG=Z-t~pKkuL>%YCRo+&=_^U0n4 zuz0@@s^v#HtG>Ms?o?$BNM(g0+iS4JMvuLCrU3`P z@X)WUGr@gW6>^IHZ?UC(H!^>IuaY?SA`V-2qa%%TfCunOZ>IpH(SVx2JfP0&t4R0qw?=EXqA)AMO9}SIy>)=>d-2ij$#MY0bAtCipXHpZ<9yn$m7Sd z$gYb)lLB79WJOQ&bmfWp>nWzPc#jBk!x4K8g{%9zmOvT)WG4Q9PYvSC?5vCUVg8^! z0)*`VF+|~MM(KXhA}rh6qftI+P)s3W_v^I@H>EhAEjwWEf^Xgwi=x17P_G=Be~*e@ z9|Ib*oD^rXB5>iYCvou?NF0t(4UDvxL|s+WpXBdVC+0!?#0R2NCys0C_EB+%+s+nO zV*mN7ebxs#f8){jMQ@5f%_#=WfeNy9H8ixOS;M@dQwLAIV~!;L(iYS*_&%|9PCsa0 zcwG32ut-nqkCj2UOSfDq>i?Bo+0V$0IAkuG-ifD6Y|PEyFQuYY8!}@Jq2)$s`d`riS#)0^ntsj3sQan?Jul0sX_2ifd3~(8D6-6;b=X0L2 z$% zG6rel(dvyps)(7^0UT<%IxrZ4Hi*4_>w_es>YP|`TF9(Mk-oG~i{)a#%z%%5 zv8FOmKw^$qqb6CV%8h zjAzZ$8ALL5zZj>=s}B5I0Z3K+<_iGvnp(d%z|!sA3t zC$|^BeXmIr9T8|ygERY)iIBPL)MsogSc7BXCPN?9wnsuqxZj>Akle28NsJa0M%2{J z)w6l>@qap0Qp&#q-S%&aaN$DMQ<~B>n>?*X>%cpXIjc{r5QROaHE%|~JoAj;&3aln zK9zL0XY>S5;`W^mev8P_KY6Ryujr~DxolJz+(SCqnV(~N2ria$jM3MBsW4?vJf2){ z_Fe4}h)1T zJv`@j#KI-(sp0aaO@@7uKP+ul29P$zfwg7Hhc^mzVJRu>xu0 znqHLJ#+3DCwcw(E%*WDtUHX@vZx+8r21(B%L5dpVvG7pL)O~Zy`Gk0+XT}4)H-Hdd z`8fE%AU=Au=g*Tj9n)|3g(}f%6OW)z3-Lv?SUF%vro|JHH{d(n&nRt z_VC5zd^{l4AS5fQlifipyD{LstW;x&--*<7h=@ngqoyC3-qdvosf48)_(nj!c%SMy zm0aFVQHvTHoeh~1;8XcS2azM6JK|CC5PdpClL8;I#R|7p-US&LsUo+P;^F%6HNIU^ z61Q?uOLgs-y>*4S&YO`q-=-5@EfZI9(XbxGI98IUVaAQL6=Emr4fx`fvEMCHq@-4b z{xbclaUmiq)*+?vr8(fuLVR8=R`)8lVuH;H<>}rPf}8m={e50FuLEy~L3kGlS* zSy0+;b&@|+uDzez!Tk6&4P9>APbP;7o?V=dRQ_~6vt0M2e62L1CM`$nSkc*cK6i-M zt(q$A-7CkaVKWa5Oh^+~NoCViqpEd ztc+DSx~N?=8N&X;YJ{Q~`r$jVfHFQ0^#sR!I$@PGrnwZ^XL|-9@XQt6A%3;S!xclm zqP?Ev7+jGxs+947!pr+q)`^u~BUXiV81GHcQeTegPVE|`v67)PrXI2AY;TCioQc}g zdXZo|;;|QO9{oq$moaq9DI*va(98rcSbaceSMU6dk}P1XAtCQgvS`4RLy)k{=B-fQ z+0A1j_o#|X$-u(5TP6&h%&F(P!xG1gyM{d?kWMO~9iwSdq<#dhubX$C-quhM{ozh{ zw+RD8=VQ-7a_2{)*(WZPxHHcDhiA0XC zqwQAJASY&)68^M=-&?eBA@gYo{h+*5X}Tv;Lnec>k&$sb6msBqGHOSdpKZI+8r7y1 zbAQ<21<>(6On(+mqYK5yHSH1kH3}*Zcc(7J#W>s159P4**i4xIu8(vEB9n(LT-@FT z5W8UW{9lc*fjvqVSM&BS{E1kW<&}_hvlnZaaQ+qwOT`9sYFY%jsX#|0g=Q3J0ZNzl zb;>tCCMb8@?&9b%XCU6NUn)|1VQHxWvU`1_yox`Zq4#lBwoS5n2%Fha;v3KJ0@WsG#jtev8H z;)Ak1aw_(MDT`e9ceb~mPqxq(Ov8Bl9Oq6J<`{pBJ>kSka8qd=h&hnaYCIhw>GGqD zaxi8Xw3LUhJ0Gzy5Gt!0$JhtrfBQL&uHoS>aIX|8`bFNDz-CnBUd=4mA6kY|6Exqv zeT=Z{LPj`y&P_b$wa>EFQ6PIo{egy=sESF67hva{Vj~jqd-$$@5iYd->~EAUd`-_2 zd3(j50SDqLSQTHv$ihaJh%w=2FEzO$WiIkut;V`$R-4ZS5m!&2BU0VC5rd&O3M(3U zV@rw5c9JV98=9Q?4ZX7En+|B23T(4lBu31_FzmCLqz_11?kWL)BB*mP3QYo7=g_rQ$On4o<0a7pU z-v^$Wjk8DK<_gWt9E~uLZlC4AOo|$`2cA|Lm!?)6b~loCeQ5j1P3hATQ>ZZk>K1&= z`now%+V{c#@uo+OA565TtVqd)W7@_%s&L5FGxenD8!g^NxY0cIU-J7(pIfj9he#R6 zpmkp`L8E0-v~BdLDVxsU;o8(~cm!=_z;(GjjIf9(++EL4Y0k3yVjH$pH@PVT?224C z?#)vjN*=uvCQ#&m&qIT?e9Ui$C=CP)nH^or{>({YeJRus*1`UcH`l>LpB8TEg>ka> z$Ht7;vF~enBjYFHdqQ4u;q3~^et6jZwLqTNXlSGoXv|#yB3M`zjyqdT`t~&6NV4dy zDaw-@r)?`nkFbm`qK8_3)NGXoGJ@RRDAz-ZKN=-;39RyDW;t`TK!0*Y|;2AZzgwYyQ_mmeYHnZIf$ah|L1eFadzX}g%ylCmN zc}j_7@ytDN+WN`vv85&Ve?6tuMHh>hpPWXSPTpS>{@V5h>$TZ~?h1Wpr4>lA7*7bd zPat3JJcoU##d}%p72YvIXkPKV>uL#$ZT6`>2Q&Z_&w!8JG0}7NO8zh3c6-4bQ~|gN zKQPz~eU~2iX}uX{>hn0+kG2Aa0eXFBwRi_a+4Zk_kCo|tSNjxi*_fx`C6f}m!Jp*Y zlw$P0p^(`9Nvl0PsEGQh?+5ySZL1x|*NMQTYxba>e-lVM>?j`?n99lyi&e(S=7CV< zb2`1~{(1yv|NEBh3%ie@e*5}%+&FekQA0pyvNoV6(eG>TonkQsFx(RJXTYERg~lI^ zP0P;}Cc9?C5A6DcUWCxN`PX|_^DKO*R$hs_o@|PVcI;{&Gl={ypuqK4O_LgtIdp)f zd*m$+&YO8|LeOD#hV~YG?@`AJr^f8s#OmDuoZpi13J+wu%W95>&J)3;u^%4snI7;m z+V}115IxG(K71f~8nHu%PCPO2{z*-;xw^%=vV5fswOS|5r#XeYHO3<}!)MVeB_;pi zolB4EgnDWvC&uU~O$8}pnY&{RuWsC%4tT)5&7epeZSdLXrO0F|E^r^8%EgBu*z!u{ zuj-bKQ1x$!3M{z4`wBjZl8axBS+JSu5HBHmPmmRJXF<6heeFO6*sSTsDk`ia!qeH9 zf$hT*{(*?XVT&?8ha$}VvI`7!u~P1Qr6g2@^6EzjxqOb#B#_nWvb&F_VpLA(K>1{F z@+G^Mj(cuPhzc42wKveP0IctMnW6o82HklMjYY$GHzqR8`n8r`a?^?4x?-{-vv3(}E!kn^EKK_V7N`ka zbWQQhbjyan2FfU7#IU}zm(VpHnmg#-c6|fT$tzZHRC16PSLvR0 z?d?0b+uuuR#Ez%kY`m%6c-)aq+B~Ew(E97p51%5Uy{rC5^W#%R-}o<7uB?MLz_T26 zlhq9wrR~X@mIPI2MP!wUaL2@hUH8PNHDV1KBo)fg662k<5=l1k?w7`P_ms6fY&PcF zA*yX$(h1Zq{>OYy{e3^HE$ngH@ubiHaFlSC)m-#hWcd`aZ-q(u4$kz{e|(XE(&q)C zxb#U7F-3coXGUq1e6Gl$U!0E@Z}s!P zaQ|gl1bxxB=Jy1I^V+HE(dA^nkjT`qU54DU=v#Xk_o*s0)k800Z);4q;l3TilCFP@ zl@}FeTh@OjEd!3L`vgi76j{491t$dOdxFJ$Es`^=BH*dZjg^~Fdt z0xDD?J*nWJNBQWcLFG+V^B-c~p5Bm9Oqz2Ugh1h)<(08)xf0_wwXM$j4sG{#k-MCN`9a)W^~Tw`k_N-J0~*6f zqMGwurAQ7xt^1mW`8~gn=AbQZJ9sI{YBKpwofk68ufU6Q9*oKTM?kc&eM0{qrdZSz z(m3kHw%n)^wu>|+BqbumC)`4sU(R3i*N)HGFcy41XF4sF8Trsyq$Bh=t^(9Gdl*)n zlkxYB8f=vibUvFON|K1iXh>DcM*Zgwi{f5u7B`|QwRmPra52)v(D@ORXYgzu3DpcZ z+R|L2&-12^qdDu+|4+cv#+ZcGsb<=FFRr-qyM@b;Sie1fOy7!hYgkD{Y?TYlD`~A2 zxTOu$4+(Z=v>~$lsp6%Yhq!-V%4`Y;8tET#_m545iv_V?Eg61u1kBD<=RgJ9dx~gT z@DE(7#3+qNJHE;t=)~ERRGzhZ zCOoT(G!ekDPzJ^DpZzo1eMlCSzA#IvpFaCA?uxS&0bhf@lL7uBq;nXeyMvU_cgjK} z17dN)W>`dQ;8z8+N6&y}R`*2^QG0u`+uul%H_d_gEk4R-$|+j=N6}vA7kp0ZC59g- z&wI)h-u=rwRC3Ao7t!4k>hUtF2%6x9iRmV6r!!-F5fljF||^)Op)i>U0XaIDN_Yn-??k)0&6K+ z`)N1s&q=XKEqNU;qZIqumKFjH;1$|FFhF9W&!87vZD6ZwUV(XxK-B-P?vSCWHN_iz z+4wb1h#FOmn2366pU}l@no8QmUg`wxAITpqPl8KEn~n+NL(f65xcDXa8%6o#j}elw zVj^}yy>1=kh#mW~HzR}=gp&ny5Y`Up5e%M+Yewxlg(jPp!*0){4CL2<_LNlR zey8@ydn|nGw3Ik-=8JD|PFJK)f}kZa$kJx%U)C7mR=n*fV3Az5w{tRsI((6!j5&_l z*%4&dV5W59&3B+yfQyr7W#%m|p#0j+q9HRPbGrPo_{^*m z{1rHz9&=l>e?K~Rko)P+WBd!&NZZ)q#%5LPvYAy) zZWU7ECt4-4zs9q5`^kr%XW>sb;N6DhOx>dpXFrlzj$JbkZX)T)HIU}zL{Pyt%ACSt^oMnyM%wLFo zyX1k--c^4dcn-^J&NAZ@`o5OMfd|TWV%KL+lwpr+$LQnjrF-${a|UgbH3NfyQq(IA zoY<5>M+IdvLwdg)%qOb#%2asJr=!SbWB#`hG7?bIf384UAdHdg##^UXR~3!m3CFTT}r;uN)YSsi2c>fUIT zb!KD_y2a+~ctOLeNMj$<@3wQ#rJCwK9s{CoiCg#)=&2+~77HC74R$f2$N%I6vBAR_ zCVN2+B4;eG5W5X)nv$o#9?Z~@2Jiz^z02SwBSPz4DH=56a z!T!`(_HPR zapcQ2qm+Yh*`yXD25xIpHE#D?blVX{Qp}R&xO^qr`Fk^wo{yozcl%}PsHXx-lRomO zdF!8P2(nYdI=Z~M(ty&kOZ;ixMMB43%(YZH5_+ez;o-lSr0DSSQ<&)L>Q^JjZU7$K zs)v1`PTRIIB?@@cj z28AURu4tfSQPm*ZZxha9;38xm?65C&yLioY?@Vm_7k%BtUVnt#PC>?ApqC3;EC`vF zX|nm1#O^8n-AItB`iQ))I2}N?a?R}-s*g)z(Oosj)r$gBk&VJWpZ2T$ zU!))4ayEc|bUETD>CKK#P4U3*pI>XzFQb*Ne>qXuy=dsgOr$E*9Q;~uoS1zZ6dW30 zgW#aN3gi)mZMHfL-a{0JW-qJ!yK=x(^*6Kvt#X}lDKDB@xGrK5_lJ&aju|+$OYB-) zfxpZczh>l*1b>z%SA3q4-%2T-d^Dh8n09SgtksZkQG-t@FeUO~N}XrWryo4o4;4tq z)vx-s3nEmlP0DbLqZ-w8u zW4h7!ydaPS-{&r*==s%ifVb<0-uUF4oSiedYM7 z4zF4SY!XjY3WBphMV~N1zw@K@ltx5cqt$33gKDy~u4d%F8ku&%O0lq_h6+L!zHyY>9GQ5xGf>TXjmGy9Wn3vR-Hx{h@r+AV74vX{oSZ@B<_7W?U=eU zwYQ?$YVkaPlOV9DfJfQ+qyKY=Pf-FI9%`_7D5|%2hnO8$bbnje{kt997yAJ=V_41+ zDs$@hFBare$r+is;*2lIUC(c)Dk*E1d9iq8#dB7D43&3lKE7IgWt_YSQ$dq#MJFd? zRE^3(X%A&JzFJ4qh`sKd%}*a)BiVERzz6SD&!hv%9_ZA7Gg z?IE5ArRX@}KgwvUgd6Tl?tBDk0H-^@b!9EHE0ZR1D-$$_*6p_R>CZ0RA8MOA6Xe#x zZknk6CcyS7>Y5ctC(1{pElpci_o)Gm?dQampwinQAtU9sJ=0Xrr*2vHw7((RbDQUU zPR+%D9h~eK=oLuOM0OBVj9ISX$G6JT8LXh3-Q}{^5XEGQO0C&L_fH)yFhc2It;kMY zF@5K7lp%3mr?k|bGCIlc7u4ZR>aV@2TLMQ!$;(%|}5UweGq> zxheR5P68(=iI+;ZOG@?22XCC=GhysOugxm{Xt+th+K8tHWyF)@Vdnl&YZL4}eo~z` zB~pk`R};A4R_nrBows8s)|$~Z!-ckb8y{A>oIOeiFZ9u7hf%AO3T74E>dwRB3jWel zLS*=iE#JcJFrdX@_Zyq?mubDBorM~K@r>PAEsu!6ye?I+Xz z8mkG|CqLWKL2|YkI-~9CpXJ|gMCe_c%3uR{|HtE`0{0+RIWd~U9 z-jRnp58GO5u{y>*frAqTQi}A&#!H*Q7#v?2fx`1hP0VKc3VqZJobM4As&#mF@wZ@F{Txx8Fvgx0a~>1+WaBS<%~ zrmeHHG0her&ORwu%kW;mA~?)(>c@YHN7Y`1g6z<#$D0bT5IP;vqZ$RXT&+;{I6Ggk z3kQ`tAA5er^yn5VcENl5)zB-)nz#cbU>7pY6>aUGeBXQ6UURfjpDx~y7tY-HJs?+`?WZu9$&16bcr8ZZ6PF0K=;??To5u^@3#Kr^74eJ z``KB@^82I$!EC~+O;CqrTFSH6_^7HK`Jy3*69}j74|~~;&@GxbaIyLP-Tx)i=oa9m z>$(;##!kyT5hCT6>l3#*FQqEWv+zg_$<+10x+n65K*NPluB4c5RTgK{L!*>As}I_d z`$sK)aA#D&v9@U7t zp+>tfJ6a3`k|el2MFYPn%}gU{Sj4@P-;wX)U^HY~=iimcv3GdQT-`d6YrmEpvDjDa zsHVKNH$!b#ubD!5Vawk;N)Dwd)|wk52{!|^S&SC$vdake2%9a~=b|b{=X~ew6oZ8% zWvJTn$t)MQQ}=5=mln85NX}hIP9Jzp2z9Ol;?&A*XQ17Tiqvb{)|Mq-r~KWlU+XAV zB0>fA>XxoWIMCptRAe6JixgV>$KwnQDrP(?%L7kCx!^D$0@Z#|@8<5Z3pUd9atfNO zrqod6ojUjEu&9y8HGFz~JMk08o90Q9uL#H19{|rzK@WgHZxx7ox6ooXdQ)_^daQi0 zwijUL#v|yllC%}dio}nW9zw*4j-53hv~U>|mF!gA%rKZ9NQ)l#S&;0v%{5X==rhklzCORW&7=u z3eKrGZ{g&XARw_AVow||o$qmCp=^A>+$>Z;O8~KwZ04^RA)aW;Dn=H+9SgQ)|7^zZ z=GUxl+yirW{Bdeus6p*-UpOz>jk_3`uf>}}sPZ)!)oat;Ag)Qdeq-~1iC?H2tX^dN zNLa_}iCb$G(Spg4FZoC^uL0+(?^Jc@%`=^{7GWax-}=iHvE&I zP?G0jnru-cI!T>U&t<>N)B(Z&AJ7)J=CN4u?yJkd#AWn6*;*aPJ|BN&t5jDZf^?=X?D`ng?|;bM*o(Tabk90GS!jPHA*OlL!ID90 zXoebXz?rfZQvWo<%3kZ?O+#5w=j1B0y>~e?*=b;!g z-y?cWJ*13k)#`$N>Km*UB`2_uuV*9yj$L*2oNO!V5V*ldjigtWuus=e5cW`e6k<+h zUA}k=&whzyKMT*!6ip+5o+p5bQXfVm&*tG7+aAlVFc&22=I)?~JKa|;p}SK%qjGWM z9BWnjoX>7*1wUY6&wFjZK$%nC$UGe1nezhw3&bPj{rKhhy0TKo(mjn!v@5$8IQeG8 zU~B96do?5Kx1BHncj8sDzVV}mUaV3pLHst#?Z?Yp{kYimg%#hV+jdTfQLm{`%%u(A zU&=(#e8(LIX~Q*PNo%)@yGXT~t~**#+I`JTV!A~d0%e=$Bue*%ttmR4-pBDN%8foH<-$&$e+9Bbdl+5Mj;_A1A73Pz4o|2?gHg?b-;t>Z!jEAOOyD z67VACQ1Uemf|*f8;SL=gz%AC(Tjma~eY#mIM73`V)^vWV9bird#kl*Qt+~e!U+j|F0nw>Y0>QB4ru@T&`ZhG#s$z?~o``54qm;tLtUHbDi7O2m*v0zLbKN1HeP@@}+-tPZouQT1sYDi17<-@l+ zfuglnV2w3T&Ae|=a+q4^+yghpb5&SzleGIHMtS*@+qSwDf*SC6$6xnf%p7TY=5{~X z>U*Mbs#oZM>8}IIn5QLTA6KjT=hBt5GgP4>YU#>Y4aav)%AwJ|)o0SiOMLm>Y$l|F zK(Iu0XO8$)GKs`#Shlch!97~h4w^Do14YUj9+Lcph!~ZtA)x(zZi2@mTjdDOlCF3; zKaf(n+@kTJhc>|F2Avd+Z|JxgXG|$4^0>^yg&PLi5)K59G*F7sUlf{PqA{ymud$N> za$#1Lk`|!P3E7ABl$`28&!@tq(;n&=LIZA9{zscuhrcK zaSGG+zG*=1z56TdpwrmIoGP=Gj_HGq1GRu_eB{)!S>V_O%m^$g@Va^#R(br#ZtT^A z*jw9(tBSkd(d5PAhb*sPk~Y`SUAvmRC9H_t1rs}P8*A3M_WV_Ws^S%#lnEf^BQIq@ z_SW2R5`M{)TUO~2tSC-qE1teD;0m7#Q^)N)fPnZ z3>Sx*Ync7eF%6QDIJ0>minA>*xvB2l-dmEbM~_q9EfMph1WD^Wn2|dR-ThnZ+N%>c zBJc0a^E5m+7%W?L+nTIz<4+;eDDs&Zn$79YcC`khDVpzfWJR(IikRu8Jr}ne2A}_dsSuYHeiABqo|_F zbC~t`rP)K1NCiKckrfG3FaQV6*~5uW(RbP>H5O~3+w;GfJdiG6YOn0%mKwST8ZUmg zzJXtrk29-`TO}<$+kDL(%#(oz^TrN}4x+c_&fkR0tI0JlS#YjCVQaWEO+o%9c*X^& zL9E5i28+64560DPcWU4Ka5f0!H~pA!-CJ@0N(MBgYz5rGFR`Q4Q@U3|>}INw8=z2! zx?3|EnKRmnF)1jPKgTvEofPUkeR*fm;Ruwq*XP;&!ZlX1%z87j12A)^sz?j$GO!4 z4ZjkREQawnE6a^C9iSCj1^ijJu^g%bT5F?>p3a|%|AWGubOk%6VVnN3FVd#w-${zS zb=qbyCb~@@NN+q#)6Px}JVD-ze%k%@A1jS-`9HY*^!4<6^NE)-b`usqUP~+uE!r;m zP#e6m6PPxDazR7Tlm-#Q<9(ajaQAgE({(-zsClIz?JtJIFFPNnJ%^{^KE-!?w4Jex zNj$o<{f7> zuN>Q6DSNM~VZz!lXV=7rU2~Dqm$fdBSH=}dp9M+~c3V30BuXGED5CRUl&q2oQWweX z6vVA5{!|)=zj6L2P5qAJvgJiG9K$#U348CM0hqV0amh1U1nG3U-g8RI%gJAjTg-z1 zQPa=4s#J&_%CEbNN+H6PSY?&8XQ)ec#}mrIyK$iAu^o#ZEL3%em|IYviVv*%T-GWT zR6l_NkFRo%BEiuqc^$3B-Z6*CjEy8pd@`s^p()VmXMf)In)pPk=@~~S`iwQ)C1?2s z>_{wS#8q|PpsF8Qb&7IZg5n6&^{CP&AfItV71;r%7Zt0^zix#pe48YIdJr1629#{Hn}orb%LpnLO_Yr z?mjf^)ZSPpAd%FDw~|fCw#*RwB?E2w8!0CQE#5UX2v#M;G(njz23*Z5FiOQsq?Rzn zq3T;QQcTkwOKGw|T8;*eTITg(bEGdkuQOO$uSm#1$-Z%RcM7_6{o{SJ-r7=)QAP=8 z_5KWC!cZ4XVdh9PypXWze8GBpire;knFEDhpD`p7d!E<28i&3({M`|b(#yrO{!?K6hRawXs;Z@2Xl`jESS1Y`vn0YV6o6=YYDJt8X+!YDJ4FoY2H zIL{m6@0@>ug!g^MJ+JG!A)OD%B1YydrdB=YewA@W(Jxe%%vLpB_cgTR6r-s3S)h&tApwm}+$@)LUry;fn%;lLpqOsIfB}9L3TbVZ zQs2|7GU`3GM!UW>GtO5dkobpn#a<`H!6u)Xh)Wj#y>`eZl+k`o4Zs9cL-`Ue4 z_d~YwUcZ#;xp5DK5RfT?e$@)M+qTM7_TN&86j%xIkB#$+6&@Z-#G)Dy-a?E3C%Ptv z5cAgkHRtvEOmdkXz?DN`(Ue5(dR~_?m6S%sv=5^-{^;rGt&=xa1?7}I=DEhVw|E;9 z3(W-!JKdo&en)`geX-G1CE5*TTZZqu7RmdP_YUKNmlfh$NF64@=P>|92)$!QZSay= zCqqi{MYaWo0WY~_c9Tj)SPQ;QJaTinEn<6O61L&wu{#1^xd} zRg~579ekh9mHV8l;r9_l1kx05G;~ETk)L96OAY-mA{NI^flxPD-zNG#2Y^z9N=A_I57@qNbrnbUb4IPduodk%29?{rVV&D~va-_VgeNG~c2ybr_cN&?z!W{+JStJ*D%b7b7FhZ!OEk;%Vq1&W2iU`@-| zV19Zd+x2*&v}}C9w0G@{ZR^ct9~blAwu$`MADFO$b+uSp{(?yPqiI(5dFxq!+tAc? zVP6Z9#%{b-*<{vF{NC4!`2Cm3OC>Xy)UB3pGPpy6dl}NDAkw~5IzRqFPx;!rYBT-o*SI$>g?m61{ZJu5yo6M_ZW2N2VefxYvF{JZ16OBUoL9u@TD z0rD1JSDpARV1-LWS(D1RkBCzJ<5gp8{|`KE-iwP}dz)NtE+5azs!+6jJL>}Bo_FEX zxDy7`6=pIi$=T1?ims=33w(3%5%t5N7ZBOBdB?Qp#l5ex4gD*47J~M4r9E!g?UFFE zuu&-)FA79E_z>z!dwT$FS66b1#h%*kE`~2oB>^@q{}nfIzz>DZu6wYM6{cEex#EJ@ z6mwzNZIuZd*p%5x-`&v-i?!6}ojl&1p1a!~pl$|GLtCGN#PU>l(LDkPa#aD%WC@^M`}->TH+ z0#;Q0d4nW~x%j1{=3xzY|GLZ8GHdS&PAccf* zKzgizh6|_z0{TF$L;)-i)nLTY=hTGs7HL=FfOYZ!_XfROX1>wQoLpGx>zAAtQG+_a zz*@#m;85yU(Hdp)Pz43R05{5dYK%LGDv8p5FqwAUwRh}h*01^u62m9*F1s*7+g?W?S36^R>(dLQtD=n8;Io8 z(|hjY1%!$~%CMLbr$o>Gxs~VX}hbD ziC^Ke)=M-wK$VhTMYO9_vbpla)VejyuLv3TGmg*cwU#`bR1{bq@Y^%4o5q_T>((Am5Fjp^*1TP#%0gpKQ_iyNO|AZDjF0Ko;6n>sLg&E!wk#( zRJUS6g}yzUid=S%7l&f1=SLh@PPkpys;sh%x#qa${>r&o(U-)2RYY_7A`EK!(BVA| z-pZ<49^Nsur67tPhEVMVH=I<8JZt4$eFhCYsi`!@-G1|hAc;AgYQ?4p+IfvZ?Ju_o z_bs&)`B6I_v<5s#tZ7+HVd+kmAflR+BaJB0y2o%XRiQN=lzi18Cv{_~2Y~YM*n3pN z#x1JjgNq*8H%P+(c@7G$A|Mp;pOaf7qXA*gOADzFyBAUz}htFOi zo2KnJSgP9gh-v%%cuOt+@Q-JtwA|s-d$q}Q8dMF0UJl*Jd+c;B=0SD4i0h_=qILa)J?c79vegT zX4eYf;e+UI-s4B4NX=JzRy7wVuv+}q@W7QhA*ldl%XN!F4Lkp58RCVQ_D6ux)Sb$Q zNrUJSpaxeps(y=67>|;h)R6LtaUu-xxw~SyB|Nv>UeTDn6rI3oocUth>aR?qAZQKp zOxw3*FR`6a$`B(B6e2wF0VM|tD7u1NO*6;%Hqy~BS?^`ZtOf1Wdp_D{uy_NsM{`;4 zVxAZ0YMQ(iSXeaZiIbj8liDb))ap};lXJT{#bCPe?ajoswRZ8fruA|$J}C_Z(d$a% zTDILTZqfg4FL43%1At8H!^HA6a>#4J*6%M$D|K%Ns1bZOqS9En#u zj{esi>K#L8Uu97Iik?o#ihe4?(q-1Fv;!d0p+Zu@tD1A9JUlE!)(4LOlqFFA^A}3G zc2Q1-5|CO-cRkMsdIbxMu)E*yJS!i6iYVQBaJP7lRl9^EZYg*+OQ!v0y*v_W0H8Dg zG7$y~mxrm`PWx|ePRz=O6r4n#T@a)$3^iO16ci+}Yogh9}NtyRi6q9L`24VW+Cf{a@A6fHH$dL(aRCfgx2(eWv>^LbviS08weI zDk|!wXRkf6)E^H;%x-$Q`ov--K^h3voGRzp+{bvb1+CJ_n!9qX@(uw6N4wsy&%T#NO*3`4yNW$?8bkIVAYQwlo*@i>ws(v7f-%~tb zp3i+;3e#Izg*RZ%F{yo_WPXEf8$6cNRZ>@WS`ITshQ;mKMlRrv8ps}pdWtko!is-# z*IcwjXqL~`pYQ$NCMMAk2nA&OtH+Q(-7mwdrnZ>7Ke}RvZF?K25q~Z{0r1JY9{2ne zmD{t_KPrnQ`**}c;rDbu(!qR1T(q|TUS2MMjeIcKuaMC-gp8a|#=V-c=sQ32v6C&Y z?LH6X+jqp9UK)f`$Z^ppR0_SbWZ%XqAy8?q40l!Nq(GlEWg;WZRv!{mCvVBgju(?P zoWsONMJN}Z05_X?#PQC=z1+4Id*$03Q`MInupp)pF4-^hsG2%1)jaTCCvN$kR!&un z3x{q8qOG3~>)o5nl1)CDW)J^8c|J-z@47`c5!A2#o3 zf`^d8+E>xnAvIxsbM4+?8Hy3fG;MWtb66G|zx1Hv%0%`VA%5xN4CqVtow2u|Zci&{ zS1H6>sM^&Ugxc-3);1E;bK3-o?Gn!1SniK(O!&P?_P0n=TA}P6E$(DcHoqwa6yG=O z+<_dIYp|0m#Q?s2j}B!tb2UHVD&`6FW8Y_1f>W0bCN{2{%q}FF-%5MFam3sibXUH# zWWS$qms5AO^1LEq^ZG+KF)Tx21x-XLPiSyU;1A6YG=?9ANEPdLY!?yB%MVM5dTwn5 zAOd~%4xp15-JFmL%yBNUNJ}|*shR=3=wbf%ZkF4WFI2=bV5%n|gANkg_;EC`-vCCy zX(clYH!;g|n40IfOPt*>sxoi>O)1QIv@btP1~+rwFfufC&=|pmVhP`$WelHZM!A<; z-Z$CEPlXq09`E-6YX%q~DSx%NSLreTV|0Uku)~OS!p~DqlDmdmislQx$Uf+cI1h7B z-T398@1PCs?%90cvj2M%^rKbI=rP~}_6R>P%0nEo@Wef$CaQVZKd(ufxYEL%tP5uPU^g|{|QHOn?+=IpSzp)YJi>Aq|QSgG>`W_T$V9b zZIf=3oNcmr(A$5bywD$mF z$|m(ral?6U>l#r#*OW2CVp68>a|nHEyB74I77U3GwTrN?=b9T3+l?fZDObgJr73na zFcQ#A`n2q}2ftYo2+y4VL5L zsp&qU;j0BPatFX60Q3|ktp(%hVX=CCo=U!QVTiy@+jGoM|eob+38rJQn9jP92uj>YU2qvu zZsc|B_&;2owpP<3hctfxPF z$mEeapfdw?j(pBY39P|D{&kL$WKU0))Jhw)vEqr~$1MwAhF;g)hNmI4sH3wgv2q}i zy76p#uYd6v2hrIvr|{x#a;=tLWy2K{cOVb@zm}u9mxV>jr4+bj@GonmQ>AMLPL=cKdJmU4(aJ-6(tp=V-JZ#W&R={m*;55ZNmuYBzXQy!qsMBg!){wRkU z>3P~cUy<8o_M+$>1|p~rvZ=EN%#SEi;&i>{))J}Yx*=lE>815u4kokX#)Km*7yIUZ zL7FaUkj4)$Kvb1a8P7=4BiZ7*RA1{2xL#n9{GrflT*_^)42yi?r>Xyf{_oPI@`Y=WN9eogenFdXEKH^g$AHtJr}it2+x zLhrYp4yhT#WX^+Z4}xXK0U?2tCYE;7&FXgFLK$WVGU_=n)oeeJYqqvNZ;HA~itrfefXUOzx72f$UF|--x+?a< zp5#ZFhP5p}qrdEg(jg3pw&^3Xsv**`%IZ#Hti+U~qLh2Ppo}78!cmGvkwLMWm~CLd z+ZtsE)C9iE`n|8eN#`i>j#G9jCZw&ZF$j8Pbu~6as+KI|2l}@Jofcj>)GV6eM`QRGTn7M@ zBb7~;>x5ezz6Nb^E?CuHSR>o}_A(SFze9~lkXICH9j>_YGV{wx54jVK)no`i*7aCx zuKNMp>QS=n@dCEkBE zwo$G-q4x>ea&tlq!Q+h2!^fnmK1qwYN z>eSn>U>qjqp6go4>MKq$*!(q|5;k*<7n|4Af8B4l55s&<>5={r{@vwT2Edi` zSHL)&`!U0~Nip0jAe;_u9*~`57{WF6hg1kVn4|PhC zK{Bgj%9i^VT{NtrlFAS$skm6`ZnLk1z3=dIv~V+%r9=(#vvA?uB^x0Z#k|g|nt`wS z0Un)SZ{Bpb6Uu>~y8rw4OWxgoEDml?twm*W^NCNTcZ;B#Y7-$JuO0MV4hOh_sg(U zaGgoo=%o+S;IeJTLYZ?FXJj#?o~~LfnYYV7hm}hhS>r69E|pFXt-E+uD=(HGjfDjt z1g)6izn1M|!pUA;Tffbp479}szzgy(dLjCt`7prW!_Ew^Y`Xhvcfr?GR*!-60C14e zH!e^{x+J;1h9T3%#@|pBs>2<1F9>#f1RPQ87tfKeX9|N@bf-o)Tg_-<%I}~&M6j&m zF%p8qnUeXAj5h`8yP#`Nu@1z2>3#i{Cb61Gh49Gdx6_{Q5pUW&;r3D6R%a(gP!!r! z&Kf~1{&C;J2|z(cH@ksNk@5SZG_4D~W-tHKd1B8t|r^~X|-SfuK}__aa~9*HU5PM9txnK;~T!NNpco@6yK3KXVofG-{pM~ z3Ecma7NYL!&?w5o9ck9@Na}LS=E1DNhL1}TH+Hu+XT927Yk&J#KrNQj-1?zZCWcaV zVIGKw{kWFRH3>-+<^KMb#BCQ(+xDig*Y-eg8ETQQ`F&n7MWv>AS|`R+J}6U~AvitA zhBb!`aee3Tij;Gq30+&IGw%!%AD!O&TCmTw^m#&mk{@2T+jCYpu@C|IQ*e;Bqt*%Z z2~OJSM>7b}E#{-M!55Wk|IQ0n|2&ib)hu?gSe6fB2~x($TeQw^TFGX!>0hZ11;6>> zuF^n1e9-RBv&}5sS;iMI)Z`?~hzKSseVvrftQiHZ2PpKHh=%Vi_qD!o*O|=Aw$1E? zie%9Bff4Q9^CtUYwpO)wYt~%7Ak^Z1@Pec~dv|eMNbB-peDYY;r!Dss-Fv&7ob4pK zJS@SbeE)R$bF|H7e}Y>A*YAhzv5#FRxGQ$iZOfvoZWV`ShYKoI+YudgfE1)EqGFnc z_Q)Qg^8L^nX8}W;S8a}3h>&R4X$$^44$@tJUa7EU%5i_zbN^B0JE;fB-KeT~$dv%* z3m6md+BEM@@P+$9wS#nCktRv&@X0ti0JaAd+eOUlgEUOh(6`bux>tIagg4~$)Au9- zIv=lX7XI+gQvUZ6vc;kjmQb?WFjq)xm6@$eqNF+GATC-2`PL$Uo4xZ@EH|z|Gk&f2 zbS>)I#sGqOF8}yVR5Il*1knL&1OC@P*hW7U?9oyyxX&1?D=az3UmiyT`5d(8`O}-fJC|Qi@tG zhE8!sA2eeoaFTq!RV#_T{rD_};UJX&&wrV_k|kPWj!4^mGip^7s8dTeWf!#Potakj zBs+6^AukQ?e$fQ3Tzgl#HGyLlv&+9JVQ&NgX5{cQ9 zP2v#f?|&^KxtEXSesAgw{P6k~{vftYbeEXolsYPlz<=ey?Zqec-sI~F%=97K$nST4 zCe-#${6}{5{OdlhAVN4aSU6=RqtJ*D&aTy)Y*`b8P1ctf9XUsjy@aoulEv;f_|Zc_ z?)DfUxNn7t4VmKy4o6zcou1`!%|ZSEh59x^Yb|JTp9}G8=P(xTjBcov03w9Bbe~IU zS?#6`@+ciXn?04W5p>sbwu0xK!9k(YXBk9Je96ElxO7gi3Ccwa|Y8eYfx z6Dsz*>J<{l@wk9W9KX~FD&GKDsUf1ehlc0Q;HoSq!)_~dYIU!FS%2Bm>9ZR(omj`~ zdH+1oS5KmD>V^o@O0+^QZ)p!lf>s|eq5EYveiPAzyCbo~Z_Si>H42hBRYX3~g!;Ai zFE;TT%p@`pO$9{KVyC?^B65ZkNBDX%K=$N<3_;8q*&Z_ck<1q>1$)mRw>8Q7?js5j zI_nj08y=QXL<;uVxFvBs@cxSV29FzLRot4WWuM6>IgLflT8ad$e+?#tO!WSlV{w-& zYm^fg-U?md8G!7iq1C$^{JJgQlC(qc@yZkvRORc}f{W(iOhe;8`QeI>^AtU+>0nIG zv{gBRU)Tf-XWd(^Gn0oXe=6%RIWS z1Ws-dY|#4rNogKEs)Dj@y@l8|Q-A?vDzDVZ8+ESkj!^Ha%JM;u$dmiyhMGN<8k zE+t4ME31#6&p^#JDe#&bS$5W267p^cRMbwJ6H6HZ1r&gSFpO-qOB_%qs&Y}8{xgWY zi8HQ0-ln>OVTnJ5J%y&j6y+)R&{^6U0{UhFgFdV|31Fi9zQONMOkAbax!rTW z<^*6Sea%x|AhBb8?7C&Sxk3$&Rhl%Buet(|jwv<9)2x<|*cxNN?5^sTxTXoUQ=vs^ z{Hlq$aINERnhQpxTDTjUY5^fPCjMAiOsrgw?iR<1NnZk9 z(;k9o1ieIWHgLDv^w>fh7KJZZFTWf2Ff<)xj|gxy=XZB$@i9UMl?1q)3glNBks@6e;28#fM$O| zt*ur!kQ2@SuS3&b3iFv->{AsR&lcc%;<+0kAD7z(wI&NN65y@)LXG7TR|u(d&#~Lx zo{7!Y$mb<~`7O|NR}fC91DZuXqOH8AzoK?K-%}?<4Gi`L`XKTdw-B|)bETryhzwJV)cwOWSRKu`I$($Fv?1^~fs`}x6)^z!WRG)iO-YpN~=5+H{KeN%l+_f_p$Mzn@g*x-a7n=kDLih;b;ebqlTf1?-OFf710 zBI)s19Yt{Xxgh%|*QEQT zl$bE%ixRxcyW)%|*xkPo$Dd2Id&ULRF*>yb6Zlx>g~}ht_t|L9>w{?k@32C|Stf_O z+Y*`ucMW{-tKNiS9`nhh7In!dKx^SL=-kKs zvNBvDUR0&&jr8fVM>#;%SzSO^aEWlbU4TT60q7i&#L{vs0Hmh%n&_6v^LD9So@>wIG(MdF}`&Gv7!Cg3cCsbs1 z_2Xt4DqnC1aO+B;xf->ya*}B}hN@JLa0x-nne+BQm!FSXW=ThrM&?%NMLZwB4gS0; zu_=+eHts>raF<=RVn&Y#2SULEq+_TSTV9TGK)Z6H`Bo( zeTI86PSwPieu=X9S4&{A*g0W2H;<0?5;3-ji4fB@K{uGR0|b0#jNK=`)e*Ne7e%%s zcTc_LPE(MWR$8uffZZ#kj9*7LpwfWL$Q@NbJRwr^?I5>Y2@{l>ot!?}Kl&OfdhG|5 zqC=^9+wq7;;gkQy>Xnn>;?|w6fkTWexu6KMUs_H8F;N2Bn+QAZP^(W8DuX%2lJt|d z+&@506)JgICv?;j+)KNs~aO{blDkx&ty45IR3Q@_SCP9(wIU548xW&tXxz@_LzG8+FY`5Ygfjcgb94t*h~ zo<`~p;W+~vgy)xvT2cd;FXF9AhbOAIq!8y_Vj6K8HQX?E?6A*$gE4~;^ESnk)@oZm zg1xA~tW>4d-JU#N)1f^4A#Z4)<=@@Jlq?%EL{kkkc*$+KM$GwsPXm%W1^VUpX&b^< z`ddn>9DGO?XELF%{m%ZP09eRSS^m(_^lA=HwFI|po+@lFU|rC8p8&o{Pk+y{`z?W* zPl1KzJeu)`&b=$$Q(}#F%v~u;It9P-h!YJaN#C8HVx_4Es{B#*$u?&P+=K@WE{{3HT4N!ZK} z6QOii{v5xouo8jU(3IQ_cjRmzsjnEh7E0A`ET>e6f@l{i5IF;OGB=~|I3A)hKwqu5 zu>F{Puj+GpoYQKt{BnNO!`G9iKq2QNP{Y!!0H-VWnX>WM;=m+=zf%G`Gf)Q2C!_g< zfArr8em08I;ieWw)cd&#{rF50KsdQI^|5=U2ldr4;}uISIC@FvT`;8!C=LRWy+6wm z?WKJUpZ`g%68l_|Umcn**G`$34U~8}jH}6$a>&x8@`Lla{{nTSVq3M7bG35ldaJ5$ z!rc}jfoEDLQStLn+iVwDJIxzIaAsh@kR5ad9C0$@h*cX#p%*uJgF>59{$wBxXjW?7$@w#0V+N= zAdA5tD|mry-wX+SB^nQxM9c*G9_?`9Mw=wo3@S! zuXauVJD!YceHZ>1y7d5p5^|AI*IeGV+J?vu2ePSrWuj$JzZI>yxDkEl?)~;=?weg* z>S6GQsHP-unk1{!GZ6DEfacyOtCt9w+1AM1uPX_&m^zqjzLlR>nw;^QfD}e<@X7T_ z5tCm4We3<%N){_@>#fq>n4M-<}IaaB9Ywv1@ztSleMb_f_^4vAGw)h>rkOt+OW z-Oaa8E#!R`I8M6ZQq_FAmy`7%{akMEmGBH5o$fH`I9tDu*@l&->JN5|OEyFt^%O@8 zorz3?@XGvu`W(MfE(01e>nl%U4g7qo=|4=-AopGfTIj(n`?$Y@oCv)y5aLWma$YsH#T1+mdo6L3 zprPR10gY-cQ^}O)om6wJ#xIyWdHYp20u7?DxTg-+H z4yWZ$3@^WIrg-zIv)8v@?*r=a3l7qR@=~6_`q%BljIAYEQTAb}RB&CXW*<;uXB(_0i*2qU&e%}wAvgL@m1=8BP%@Y5b z@>TaW=~pYE2HTecCk2m2P59VInT(WE&t%eNJkcr6DChYgfyC=9VQ35k*m}gu7_keV1AX9-31EdXWL!q21&Di@`&)q=~ zLgonYB+~I%&Eks_=b{^J4!;Emiv_|674DCH&MTZ|1T9Kjh4-!ZHZc*VIQZ9Cl+d zRDge~f~D+;?8x0^lDa&?y|nc_X!!dp&!7!e2a!>@QgV<@C(g@bIw?O+oz*)bR(Tu; z23$j;e^m3KvmK^qz$D=_XUl`#>;qms(cQgN%=oG8$A}U?9I+2yU3PJ9vY=w7b1l_( zw|Djk*vE!bd-b2W?2)s_0$?#;a8vH^%8OXiPX6!9$HT;@JM={oa{6PW`>h0JA?CR` zA(!yyQ6Gj94d$CDhW#+g2L-$hR#3Z;1Hy0{zgT=##uPjkghkA)kyVomDE02r-o+H` zB-aus;Dc*wxV-&1z_FjL_ZsL1%BS&aSEEZH-F!&mur`{v@?}Jk=5~S;LzsT9y?BDsqS>Nc(?N_`xP&@-HwddAcDS`EOMXIQYWEhpEVNJVKaAWtn zQ7w7>qmPsn<7CwA{S05vg1QC-A5!Q-%69y;a1cd)TWH#HI$nld$bn+KXGa{F>wq#H z`RD9x6ly!A-Qq@tqIauctLgK0){5_F652Yn-ITzS)Q@b=#wcO%^H zH&Z^Cqrj{yezZi0HSj7Uu-Mwjs*LAdmw?(Pe_TOkt!O;4sXt4{Y&M_OU$NZdaNSt2 z>wsC5OmVeZLLCgGf3UDSy-VBiT(TY9uF61CD-8ai*|&BF4&g;^!Xf2OUvtwD;V%qV zN`@V5iCM9qu^uVd&d%Dul&KwSV^XxhEr`~spL2@$q z3G>NSlz^z_x$y-9s(1UO zb6V(=8V;&Dd4))iz~w+gSD_e5cb%}Hxgr5z+8+Oa`xVjyFWEUp_LfF|$ONQ-X zn545>XZ#(?2hq3cn&IDs1&t}s#!NLtv~IpQQb1}2*n)L9?@1~8UF@d-z!1Cq))zW`oXR)&=YRR^} z&XAf7&kvr05^m^oOF{32WkM{!GXC-NBd2}Q7z({q1dvMw@11NpA~c8Y|m=ogNyWErg%LMZnx!r#uCNEIi>O8a8-?R9NMeX5;R#JgBuZ0DOt9J!{07RvF+# z`yd7oW@26Yq%@tZRMj@DH!94fznq-cZZ-a5-&2Hllme<)n zc2WQAYB&1Rs`}@#&0_yW@1tPlml3V_5m6LW`hh^#%(=XILPM0cY^3zK%&iLhBs{T@ zqiQ%OVt!(GkU?cF&<{}#zH)c$=DLxW6xu^BjYsFla$eA46!C+PfQ#?%Gq9A78^}drnabkA6LNcfx zbN;n^`J*2*1qO$Q4aGBURT|*-*`0js8;FcV!mQ!zr31Yc2fw=m#>blyuHpf6P&4vS z0qO}S<&$g|+ws+@^Tz87+KT6)5CPJ-Q6|`yThb2sQ17RWtzVe8&MYqv(A*7=++iu_ zV>`a-VS69AzWNv+JWc#TgxF^HJob?@Vr0P6W4ymhvQAa~{Pf!1{W3r_2HKw5iaEIq z;TD=2hDtR;|Jm4R=$F(MK^AmiYV%+z@jm75hL4C^l&Epx_Jr}OR>ASv0);%bZk4P? z<~LG`tMZS$k#v}ED+T?iy>3F^v&aS@o1DD%!5#;qxM7HcD3!a!S zG?@(W|63FW=C3X9*Kf$X8`6VgqLLi{*ztmqe3b)Mk*GWrD(j7Y}uZ6c8QIZLR z{gA{>h_rxqTWc1yU?3ti0`1xBQ$)9&{O?Azu7#-tB|=bR zuzyG)FJ5M&n%vDt>m&`G&v0A{oEK;#!T^uHdwk^YS5uwekP5l^69$IZcuPUUXSOv6 zeA2^xb1giZ54ztcQ(aBHY>bg!mOA9O!9`575cuAVd)pr3yY;3J&-OD(TE&wcTx7W1 zv{Y-4gN8a z7<$jje8xEWCWuHNgTQE8F=c*iib|xYUdUUPtkN}3huYEL1Z=GHs(YjY|Jcq=XMh{c z9~BWs2C^C$ssVrX;Sh=#z6-UpB9E zc78YhB+9e`Lx9v$w6_;t_&-+-A%tpy8Ooa{P5SnT4CVZZQSM}9TEl7{n58YU}V1Q)r!tfoS7=hSOno7G&d{`LEOtT=)CNih|E zN>0f+Wm5qgQ5$0hWSF)9XvRMa_6ZSNb8hY!0BQx9Ohb{p@txNmocgEkJ!C0_4xt5gexH z+r`c#YdG_k(~D6(p`tJsxN&@*jZtlH|CnCWSrhv`4C_J`Q2MRMN;qz4O|bQ+4+T&Q z%tzsC<2#h`x2RG8@Ri0a{l;90AW1QojhNDIWqxt$?e;l@zR)9)M4R6!Ku?#&ZjR}1 zYFD@axka=usWR0Q$&J~Hpa}!9DDXfQ|uCn}n z)kjI>C+_n*uX5c~GfvF@?4;+U3k@8+xrKaVM{u(JiZ4CTZsXFi-In5_+DZg9p;5h) zMO&*iMv^O6&>EFBF0*&Qq`!!t{ek5x;3&Dv${S0<+%6<|jAmxNa=Kg&V!(Rr6~~R= z3%b8nRl{oAJ_IZ(WY3PRe!)lw&d91P9t2O`n6>eu^`33V7y0FNgnGxROuNMpv+}yK zCNN&F#3m3r4z+3I4; zHeuARS0x#n)6t#kzm$?ID>YpBCARVR7kjW}qf%k&51$$w`jGeM>^Y_1@Z!iG+Al4_ zGKwW~gDa%Tkbvq%cGBndL_djU1=@W|&!(9>lt}U)aE&)xq183^c57VNF`z^P+(mG1 zerFo>4!l+8Lx%i?B|%r}w` zKHk*61MrRL?v+1+F`bMwEfO)&zrCWutxt60t&9ktGi~@jBdoGOrQfXf--Ald4W&ev z#-@{t{zo#)r5{*fWVeU4={KG!MAjI?VA+^`)9z;JbyoVio0q1gmezU!F=ti#4xoq* z4HqPv35^CcyRS*PTed@En)&LBo|t1?sm5a(OSFGQrtdomp(a*MeJIfs@yWX1?(fxF zpXV0XJnZ?Vun^@DvAb@`s}a1;F?Y)=1Qp4)!ZA_dI7Kki(3&j|+sTtqr+hcaZ@0;j zD(^TAfRvGt2K7cBKFN6FSf6PbN~EXiVXI^nCM@*X+;%`Mn5J7RQJts9uJCtOm;mEG zue5eUh+)&sDIKbPi-jgZd=itdnHH`&e69UTY<$f>o~~6{zZHZM$CGlRF z784X{6Cxcr7HaDhH0{E|dFdRJA`Rz#>-()X+)~&$Tvn$oxW%PYPy2(Qd#GA#KHvxExhfl9wwbHmNfSDUY1_Sp+lF?%nZ1$0s_Q>>v14ks z>!a=WT_U;NpP1}>xZUHsqyD7eL1MZm5zMtlcik1K(;h|;<7@LDEu<)s6owycPU%vI zMS{L2;~s?rB^k3<0J8&@1pE*e^cC6s6g5lIM55jn>~$(lz$YY=jOuSMWS;KB7=L_< zKTr2!E@a9|sC)DB!L+dn5r0YMe1qR6DxBOG{Gl<>f)t6r$mJx9iI9K(8E%9yv+Dfx87Vvn7O zu{M}8_#8S(wPSvpVQBS?nMAYQvSIaadxXI zTC|$usN6M~${^D@zU!rTDggl%*iSG_XS+`MG||WDmrgxQ*t%pUTQ0jOT_N*qUnjk? zgSt4o{NjXVbna0dTip0)1+L}9Vv9uXcmaFlg47UssLCv7JGgv|+cF!; ziwLD2W-v3P`qBf`dKA>OLn|(G6KZQ7Iu!qf0T*54!SI?Et zHrje+a+8gF%7)FC-@pO+qffTjP?0fY+d*{uxvg0iJV7XS=Bs*Xy;j29 zaE{mauKWadx1D=mCOlua{8EoadSdG}j;T!cp$s;|>_iE)W~TD7$d zaq?iclmYS$P=*Mkv-l^ z^_dIk8iJdYF!TOOUZ6A4YRgYqO1e4TV|tb{9$ZNA07u*~@TZ3TM*bIp8b)p# zC~f>|+8K$TJvnjUZ2-aMa3j%X_uEUK_=OU(i~Ir+M@qL^7h`??-`8iXXD>Qxc4nD# zI(=1j=>?%D46%TGcwBouM%?@_uK+qN%B6Xw9||Ym%Zm~}G9-1Twqm7PufMDM(7p1o zVBxNtR;~5itzq37)2@5d#p_4Ldvi6Sm%>^*IM>My3vg?zr1yVwJdJ@9D`%pWjYywM zlkS9Y7l0MNLjdiF(+l6@)oc&pw% z1+U=0+e~D@q-$USY8)GtM}X@~vgwdeuz#$%c;@8(GflGa_g#S$38GlO#Y0r|$qTYO zt`f1suZj{TbHO8kJ@|HUh$J;}lydKcOUNlFL*ClXiBzjzbW&5Zfm6*Acn0Cbp82)jW_xx)08%t zrrMZBDlX4gteI4kQRhDn+Be!h&56=VAAhE5RcyDHZS!M2&T2GLbbc}ZDXEe5&DHG= z=?e@&@%phSL&4FtUM{7ntv-g$tK+!LHl)TN6t0Qqwy8D_Cj@alRAC+Nc6e~SaH3(& z(P67+!Zj6%p}bNbZ#1MJz+YOe*)!pXalwOuTKCezsq0`yJ%25hr_O|9EL73aM{sL8 z>*gU#HF?=)R_~$1{jHX^P)7M}r@4P<`Gb3!KIhs`f)!a-Wvv<#KNZ9KUcuE7gI&6O z|1_-4TAjFM7)kwoDv~_dC%PSHnP*xLSr_K%{`io&j-AFo-3V(f`S7(DB0FI>7Bc1g zeD1JT(*pZlsxpSRLu&-vaHgBKz|yiUE+2~YB<*X5`c?eD^-mp>pTDVk$cJhA*-d1! z(8Baro;lbf=;SPX-&$R3=?d_xj1Eb1at70HqjxFL*Bk9GUW8v@yz2_H>&!OKWzEf> zH3XwI&V=I+uK2H2Su}?~iR7nY^cxfFTFLD$S$!ef#q>BA#oM=6s%~q60vljWA2Oe7 zf=^Ddw68U|0;q*u9~8^5R%i9~MRQI{*ly9z9?=+z*qKrXyZ*~G*G;bL|7cPM+3(M! zE8K>T17YnFY#`Y76^kP(x5FXS;I%i*mjnJ;u)hOl(N9%Y(n9Hqi6-c0+5drwXsgY<}T{$)m=Ojk`88uh{q7LEY} z2kzXP=gIT3q3~AVFo(59Z`X|aRFlD#dm1vQb#tOR=G{*@F_9?Ec{a8!{RzHO0+^!; z6_y$7QmH}W-?i#1l>bTPzGoHeexf5iWa=JR%hV)Fkb>bnD)yuQD`ty-&9tOKkF zSVcs31pyfW7a$-YGcr>_h-@XSBtYt{0)mWytVCtcR3Hgqwkmr>Mu-p~%8INY1i}jN z-Y4Mi{g;P4xw-e;Gd|~Y&H=6Egm>g4;$aJz$3uXPGkopQ-g(m}NfHQo?&3|?W>!~9 zQMTTug$f8n>thL3;zv@Bj+TdN;IRw#q0hbKYTgw6fZ0^Pc%wt;%yE?KWG~K~&0k&U zOiXv7VSCSnyaJ_3LUG+a)~}!)p>VW0KLVx?3Z*Bu)mP8KoI!ZMK--^Fr~$`Say&bG zLDVl)D&QA(WOtRCBRExQm20 z=W$BR4VHL;c3`mmXtbnXRA<0X2{s>5%)e`I_gLox>~4)Qa&RJ@TsfN=vNoDQ0JRGY zG2-@$rQNI6BRQ_c*0_2J$8HS)x}&}1EY0XV=|6S~92~`Km1EBJb+)RZ5rQ7&4?SN& z1+LIpu6groL6D&QLT?{I64l0k7h%ilYL*DC7S+daz0ld|U%H-UpK$It>@b6Q3;KTi zkI3BpCc_&t?7?g6t`?d_gUQs|u-6*RZ}Nv- zR(3;C?(fBLF~B4soH@(BVoJ6DA;lYQS0yYCqy3=tFbHeGGoW!2u2}uV^EEc-QuxcC zWN~5c`_VvyICRXhuC&%V5S|e^k1w^RdU9V_{s98cS1r-Cw>h9n9H)z_?O%N(j~kDP zSE-*U!fanf9v;?+xMF}XH8!u7_vK1E_%cHZ@ZZ<6pR>HC@YLCe!z`-ywZ24m2Ktbr zpxvl1oko35^l5)BqdS?Wr6DN3<)Bg5yuwwA_OF!}@}d(elxvIpU#13cSd3!9RpZAU00a0$;_ zt58#WX&#`QYu^Z(o1%AxH(#r-`RULv7L|6TFG>;>&W??;Jd%a*NABi1gmLmAPIPEz z^^bG%{bf%t9O`ZpxEfKtgI6c}eZM==KZ#i4?6Ig;uP^lk(%7HjLr+noQxvCcq4s3m zRjx~Vw3nWd&Cp9RK&`oy_^Z@Yf`x#{0E_RG=+BKQSwQ*@(x)9rlAs(<=tetf*V0&5 z>dTf`Qy)wJhj_i-VKv+fvW=r)!eRdUc!`UjqKHgPDlEQkQTLQwpUt~P%Cb}+P4`>7 zbB)Ppp`*ZraG?7_Q}BJv2%N+@#zE7>zqc-Z3hVm5@k73qhBj=SYg&v`=LX94%8kE z@=~&9H9#XwE6)Ox79D#eho4gCe;Q0d18Bnze9isHlGVlPH^}&bA*?&OUvFVF1N6wO zQ37&%L_hQ3XfDmb^7@vq7+oEKEXnO9NcH`a$h&Szv7?FHc-G^~_1XGk##(9{S!e z@j8X9JK_7*`;&wBm1(;7d6n`eN>l^M4TugiHQn0GeKof z$x6BQ6EK`ic!OwWGylr)?(_4+P6{N&5gGrUM$kI9p4bL`E=6`a9$fe>)UIzdf6H}1 zxk*+u)XdS&mGB`R%$O+j`cx4ovdrVZjZ^)slh4Y;50tsfy?FTAw;X~t*h7*P6`HyF z=#tM-Og5{`dnPzG_M6t>#Je>!`+ZGeAu~F^O$1S@Z5=e)nUh^67%xp+N6Fas5zvf6 zI1<*EwfiiqHh-@6xCi@n7F5^>Pm_C?+mW*7|SpR6^c};lN)`T zRx+SmADkM`t4fnCIjAhBmu6D2`!^sV*d@&nvhIIyd0Pho=GY3~VcKXqvlo!C>lAq4 zj5$LK?atxq0ZZx{T4!kQirlOC1=epsJMf2j%NMixX;sy$^OF+v*BbP15?}h(tXW2s zP0=!co=yf(+{)k}xMu7DUsghxd4vn62fTLkcQDa8ekh}CsRHJv@fhk`GvC6`9yY9{ z9mnlV4i}^>kOehv{IAoJz`Sj4tc;i7HCaW_nw@);7RH80J#nhqv>f_mP7Pq5W znhz$|0$3ls>umZ6Q}qwTemXrpQ%qE*WwFP5TKE0MU9ga&Ko(-}qXemEJJ+=k^w3>p z(>F!3>7J=?+_!Z(r!y=D*V9`-UZ_PA!929>&x}goSV%BOEO-DgBCAVr`4t0N5!_ND z8;wpJn|JT$9d7)@->Jxkh1_c|wtQG#bj;$?_+QDPWS8!UmL2CEN%wb-{fs}>uK}q4 zy(fz2zta8<7E^f=^daSTsQNXaPlWMM9-SBFY7q`*-KZTl3K z+v4TGQ9zU5z}8&p4aBbr79RySc?n(p+a}L?idG13tah$L=^h^|P1x|U*vILvg1`rG z;vfieSczAlgh_pw8ojr1RjRZ178;0ZK^u5TSsG{;wV&8jm8xJeb-mp&Yq|BUIlxE% z1;}DCEF@dj;rhZ&x#IU2+tt46H=p#9c`p*TMac^m;y8JAgE1!mPMX9=84>UR?-2eT z@Wiz7>j|Z+xOm{fkK#v6>&am#P2#orU1v_{s!GW49DYy0en;z)6Q>wz^Hk$=ADgCe&S(ne*Yoe;6!i^Cy(%YH{tm z&wu4TxFGxst)=dPHtc(AG16&!Tg!u%HolvXM_oC>5@z-6^b<;YUu3#8-jwC*ednU|IJ~` zo^%#v3(BQdM#&mMwBeMMPg^&q%H{FYa--ZB+_4l{bLFR-Z9U)rZp)mbb~p8@%P-oq zKX03_Di_J6$+&$OJ2`lUYGS8thf58>On)c&+;2(8F5X06?)J{EE?h}6_w{hu1E5xw zzQxH(xJ8O(Wv|T?ivBTJ*Pjkr%52?$njC-+$w>8tieR{=rN!e*vl=uFV+0J!P`Tl{5Y;(YKg1cw== z-pKgtRE-$^cMm#&XJVGop<*&Fw(@mgdj5FJLE!fM^*BbaD(Fh}#(7*VyiuW|tzHmL zm#fg+mfZQ4Ai+fCvb06@<&Cz&6sh8Lp6a%Y&NG;EOp%n+^OWo$no=RHgu9*RF%4dc z5pjxt*dWs=2ewIcBUEk=i^wu`{{`)Sz{X4GF8NzrffD0(f7z;OFy%5*(~S$`__d&!mGB;o z6@r&~)8mV4PQg`H3mx}=Up<>S*D9@>x!>?f5iR=|^Bxo@3VrDInSZl)UvaRr{x3<} zSdfRmskn1p=o_vr1qp%}YGiWiANn08{7(npt?dDkm>8@%@BS6h1?^p3{v2?=?$r&B z@^%mdVJ_4Ey#WRh)u6@Iazi4qQ50y($nrgZRuqOCb2u*pt$ewAXJS<6kck^Gq2S3T zDXL`Ct944vM@KSQ-Lb_oUdcdyGZ56HL%6g1QKQZ3{?%#@Zl2C;$}YplevS2v)&6|Z zU2g~8&15IT<_}*@C3bUhHbZ9%{de-lTG9tyljntCYR+)+$Kr!VHa zQ|NT8x?sA?YBD5p#3#J*>3Z=p2{=8#go~HVxHOH0HNtcHf}c#dyEBL9zZ)6vb z4Yeu5X9jc=7NRpa(O)zKTzW{T`-Aj1H1yD94}AiuL+!g+E4E!4@qhiNoVFh;E6^1q zPIwPkF7qv*<b1b#AHpvn*FZtm&1E; zeYr6&@kky2=@`_6l|Bd#y@Wg;A+Y!=Vq8Cd2i9->&_-T!%gZUQII&5ezJ}H%eGcr{ zhGWPbl_zj$nv7?g!KuxeW^jdymzi|%R|ZlzZmz5w#O0*ySJ?nqZ<{{ zQ6Tg9Q}3qPjb1@`52Q~352}bzWp~CnKUAYDh~?dypRCoV;p87xdmE0R530VFN=qJD zK_qre_W-gBHMS~gw0HKe@AXceH`l1RUNqTSV{Qfoq z`DDn;^Ckw6r1UWJ2G`%16$610y>wb zM1rUL-Rwsrx+s@zH$8W4#p9;I;A)E_i#?n@{AO_+%sZ(Lyj&E6q7E|UfcdJU)>aalHAP>TaZJ^06wgtoudDwR6jwpZMs|C%{%(>slJCU}19H4NT6xJX@P-{itu~HvOaO@iDtogBiaZM@`eIOreR~Y#mcS2 zJ8c^t?ZfqSNo;Tl?v!Rv&6QuK=#$$X-c*r|APCjInfT1Gzw{6fdE2U`(W!kKDJ!wI z6wIJ6=CnAK-^AwDDX)*NW;wo}^4*Synf5mXf;?4txu}F`6yEl}m<~pleDw5g37Zrk zG1_MJB=_G^coohuqBV+~Qv0gdQ3B&Bs5^x+7tFr=WPRXWlEQE&zV$s!?>qM z7+-kT1ZN{aOHbEjURdP_wm0O_y|h>95M zR-l>qF#jS(CG;~Kzf1Pls{P)9>D4|GeF^6bd3zd#L@9`%F}2$SrTq48%5*}=audNe z07|z*h_ue`$Rt$J1eSkCJXSr$Q|g5#6rBI$Yr0gaEi1*&u_{H)CXvIz*qki@8oR+~ zpHp@=j)@xQW{33DT*k$g-0aGXI13%?iPd<^5=kCjJE-ejA^iB#nlQTnLA>zP+^$+g zP+@tXd1dm%zKY8Qw_Nh!!2>&d_Cp9WH`FE03r{*jRPsJ$g!3`C2gOQwEeP*UP%AA~ zr1aA-wD3O6(`ZM^U{GAU^&x@yhmg*a4@pYv7d_h1&=zcbOpfLncVDTGiqmUFWZ(uU zNSkbJ$l-ZXdwZc~uq@ywo{>&AjlTwlt2HSw!5s^Fazh#4^x;2tW9)g4WHE#|BtIu$ zAr{gHMkD$o6i`c%nK(MK=KJm=hP5{= zHE=D;yGy_%^{w>Qx)o_MMUt-+?2>UeC~eZ9i%Fd9oNJPBjb`-vbuZgLPNa~{S-YkfCqJENw`sNNe zgBurNRuzMYSH#AcS$Z_cj{gQw<3XUYxNv>}!H#C5KskRxd`;1@@zbJy_LhzwB+Y_~ zbK~80|owFp15h*hJ@c;-l+WVz-NzizqTgBw!?QdK`D z7I-K<@9)#w6rnk6D<{4)e6bv3qW7!`mKQ}#owNc&afRV0YovgnVS75kJt_mS)TaAR zpTS2%2Zw!C8ufF0729jc@DSaf$J?-3V!N_K`_LJvn* z$Io-)JElxkaba|qPAMHTSn8;3YBn%=UTnFwPkyn57{$5_=UW?g+sHswc%ZF?Cu78| zhc{lMO%@Wa5UN)9)ZvS5*G>~)3Ww`C30{Yd{7-$^a)cKO2mw-I9-L{#Qz!3`^Vg9W zi3iZSEL6Qd-&p7T-rUyVJyw)Qi>>SBE8Ju+S?$+&j9v7)XCa4A zl-WPj`q36vDaLObj*aLQjY?RMEWLbhwO8ITlOyzcoMP{)Jclp#z<1IOl_wWqKKXj; zQgOMEGTJ5DW7{qmYA{k`)=nN^>njV8Z?xFm#RMauw~_|~uH^19Dy zPZl1GyMz#&DkeZV`PXm1`C68}iJo&(N}k`gU|jOs9dNcw|Ad_dzAMS-g`9&`VQ~Qz zHFR9euHBKG6tXyf5}8+5`8YVGcJXEkFw{2V3O6Pu{>7KThH7kz8|e07Cbp!8j>C$= zNCaFnmv#}S)RtaUQW$aJ?gZ0r#sp=&ddx2RQ)3L<4GS7xvmLL3 z?1gJBii&$Vy(QH^$Ku- z>z;v-p{Z9k^~WaCs?0d(vbLT`Qk<$kfL9v@W0U*T_PGx|=Uqva3mEWe>Czk?9M^Me zzfP(U*MwOEOy0eA2Y#sP#<;KVW@zx@G-pVHO}z+Ti$6B^(rzm3UR)og znQxwlyhu&pMZ!XmffwiuM_$?7P-pnnel5+$cs%p%E{WZ<*8rS%wy@ zqtoaw6CFs<&Eo|>*H&hs=?QP&O#RO{7|Is<0c3A>7*H?P2gFB3n3favK`9TCXrqAo z@jKv0M~27L$-uwT&N&;)!OOYN-E)cVfCssq6I^l$kI`>DyK%eLG3cNNu4`XaxiI_% zKYOShB`AJqU8b5gV8-H4f9lahf5*Ko{^x#Z8ED1@Z|8r9>Vd)lVs zC7kYoT}+nWFHpXsJ>$9e@!%&t1xJ`uw940VYg#FM=-O+7E0)jUrkT)X%h544{SvWK zti3^l3EOHqtv2Wa9qx5=B3Ntg+v<7LHsY(fI3Ss;ieyZ5E)1IK`{uX+7h6O4CO;V7 z#`LEB$)iSA8P^JeR&3K!^jHNxRl^t-Bn_3;bivQ@=dD3%Hw#TY!|T|>3{?8e*uJ3; zOeXj1>J>Ri*151bjq_0Q8#*q)tGF^Ydm~ky(orlsKeW9$X&d#`g+|NA8xOC}nn75~ zCdkoG7@Rdb?az|kjD7z^R;>7RbM`0VkluE3x#3_IGit$}7``Fr-0M2!B^$0xkh>)G zt|ez^j)imC^@U+4cB>fD<+p$R+U*d|G$&K?HI7^p97F8jec!Q004r$t{9X>0X8=HL;g)6E19snEZsV7W=pnrfag*~7fCmx)At85VM(fu|GV2;v|1SKj7= zrp}KmvN;3pL4{BaGz5Y{uO*Kx+3c}5Mh|teVGf=1+k2(Mr8&;C>`^btV8Sv4#s>fg zTMHJVe((YtEt{Sn-c=%|%)a(WrW1WBFc{dBdCvF8MHVMn5>wo~CpW zAf4QgfEE<;+@+b>06*o8RL0K3d13i*vFBJVi<^o{N26mQVkRJP1mgx{>pbWVjRO)1 zj_3?uxR9|3wxDV%LeRU~ebo|lyBJMi2X1y9`L}7?XRpHHYdhO&G@ldgSTSv>LPHMJOzLXSe(8@U zl2-`hLJbXlr^k<8P$+P%TWNKl};wb0GVS_RZ>|7jU6JF_ts&c^H{ zzGb68T`+`{S7olvCF^sLjdx^9sF22V0#u`VKiG-70dskW__=q=bw;LF0fmj5n1O6C{|7^`M?RKk$?H)tESWAh01;Uk;wJ(qTcJ_v8baW(Db9?AFOKzy* z>u|vq+D@iJ(03A7;}7Dquhpxy7CZ>3rCt0OF(xL&Xl=Zo00^uNs7+gII@%o|>X zoxz35{ykjp3Et_({_w8S{d6p}ebxvtl%+PNZV-NYPwkQ}7q<4CMO2?#pG`R_RA|ui zc$Y?%n)>-5y({hJ>%R}3ICfMp*h>!>81;Rg010VNa&+FpW`?3mu1jXOdb2>4GEyvc zOX!K@gLTnz!#P*1B0*Q~Oh0^nNOoQ9-4{0RVE=+O+YCfcEw{FgBwanS+0z|!=JNP0 z^wPktBgAHfU|V_nLk62=!Fn9>2bYI!F>}lN$M!N=F8^MRZNDq3MEVxlBwg_2ff!!( zvXSu0GQm&*Hv7QjO5)r;txT>r#ib@t6w)Z0nA{9HZN$Wd^mf+ z40*cD&F?vHMt4LQxj92XS6Y>rq&Z1XJ8+k#326OAsA2`}l25jL*idLHs3M%;gkP3a zX$9>8BR4B|;C0^2f6%*$BD80z>(tMJ#1#7RYW$^o#@Pt(H1daczV_lK*{;E^a{k3o zl6uK$j=8^hwO@nYCYW z!#qaov`8zM1Fyx$7jb+<9>%^X+vI?Bq}k+clih%=O;X%Gv7{G3fp{=uxc=k{UC zU#nf$@NaqE{-970d>tSWn`gSh|5Pf=3Qq9~8x>-5!R-5y>-%35_F9#WJw+^iknQ~y z%vo@pn*}q6@&=3n$9hO3BI&-;GvJsdQJlagx)z|0X%Uv zSovEWM__(oo}ezi#NPn-Y~ukXn^48Gl|Z%>zU>JZ(^g`tTh||i{7vxN|B&aY3FvE) zMNd-w1iE0(4EribT{IlQIXs>rh8Ysk^}(yhsf%zE_3qkO0G6iZN!&NFpEEr~8_lhM z(DSFZ>_+!5j{1>O4;KR=7&rZX%h1(&dDU#uQPfcM%edH^G~3*OCoN&SoQNa`Ow5IV8}1YjkSsMc(oR-V*2mnCT?t(|#D>+^E)a>%5qp^d}r zo{yy}+J{@~8ixx4%YPIFj7A;k`iES0AN>^1o}RYE1-8r1xg$9-Wrl1qd5pGSITI1>48s%b+!FUe^@8K z?#pj+^g`M02Z`ybHP{XNL-HdXH$B#5eN?7jra(7*<7b=Ry@=-U(uG8{2HU^Tk9u#5 z?}7VC-Z5w=W7gcXJ&|!r?+o)VT{)&*it4sgo|b>7>~r=b(&MQlyAF+zlD{ynLqCAY z#FBXudqutNJoy5F)Zu3*um<#dYxqy3pRmE>LQX&~P+Mcu3!=uV&x0}^v>hj+bJSZ) z@_7mmpw&bjuo;yc8J~Gn)Mb~&kaYIQ(-LZJ92k1O_O}9RX1RGUm%&O^NNH3Iyx zF?jJ4@8iVrj6<3k!T!F`)x~N3h?kk1*5pQNx!jub9`3x_ElHh2MQ+UXoT$|j1?*|ElnU8j< zy^U6cYg#$A3B7rtvKO#Xx0Ik@iYap=F652RNg~@w>Y!>bk*TTDwxv&9CF0MKrvl1>{+l-TjB;8 zfAjF>rzV4gT4S=rhyg!ra30F`kVnnwu?& zyO%!nLPma*0>%J^aLQLc4a+#+AD1MJqSs%}#Wh?5-L7a={@$;;*qe{KKNEDo3=HHm z&>;@|5eyQ6vo*0U?&~bj6>}To)`<%K7Uufpl+ymgEalwO$NowMU8bRY$?`x(S@<`M z;?a)e6jyv)4nrio^APiCjx>Z5?Cy6jE@DHd ziNQTVE_`zNWaXZX0ny#oZ73O`lSYxgDOt-7E2+XH>Bjrr@)k~wDsuDU3clVUE6S}u zllAj^nGg)7m2@$COgjSR|IJyxSSH-Iz}m3M8&%8$;%So-s}6e2j`+(aaxc)|c*Z3W zEc<6Qs)QtPoX>re^&mld4R>PRR_5ND`UJnFUXnN@9w)G`0@N9=>?yUi#5F;W(3)TP z5x=ax(HDdc6daL;M23?bnRZVSxBRozg}L3yhoX>;UyS_heYUWYPfSu?ogX+d!2mq5nr%l53Fz>g_~wP4DE}=zqE< zO%)xs*&l#Jjd)|FUx)GbVPsMaWrRz)LLZbp6!jDJOy}sKR+JE+%;fm#A4!ocufO>= z+g%D>zU-{wu`a44BrJM5>K{tLWEht{Dk_)zp#`D48W0Ta3iltS`~k@0j)!N39lm zS~7AA=2xAS1%xi6$uhd<^-+EW+3R~Ib{}$h{6?pDsMb-hKKgh(Zt!PFk#r`vtu^>_ z`8GSH)&qh@h#y@+Q!U|6420L0wBZ5-w?WcuPKP7`#8AFuHqZ%eng1(q8mUdIezW=P z!)2gx*|=I->(Mx`8?_Y!ZvxPNjd=b2BDTV5XnZOvd@K|w-4P)L5lh!;)_&)Fx%Jdo z5Ob2*Zv>P@Bkmwx{f7NT&^SW1q!&4s;6yn9zJKW=Le*k(Zz?WEHFue&gfBwIvTP%I zg*_R7Z%DZ%pL(bmzCatio-%2#MEc(p=%G!LxZk2z51+1fJ=e@hS#48&4|wOVREhUn z=9=s`!ZyYT??S4wC)+>=IKattx^KeLOhx|jmbZ^Il>QkiOb~u4ECibuJrSUwe@&@7 zpeMprGNHsF<;`Ac{8tmd)@P+=Iz9lj5~tXA^;LzA|vt#^}VQ8cTxkYRZZ zSib zEn73qAD&j)tDDmDd#P1iQY3G-*Ch4%mE%I}wHt7j3*!XnViD@}*X0;*iY+5(|54%g zJccYbSzCGV!+?hau|w@H=F!1;!JzM=u!b3I1~yO{B=bXgC>Zf$ z59MSbQQ=^@dY0z`YS+7iuLEBTl5C@_Wu*JU>bXL045-!x)iDrfD6PuV>Yu}=%AFs^ zsIa%uAlvF+kNf7&ZHQAyo=~$U^&Q8)oktBXaSF(O%${{RN64ZVfl?cdv&v20g~+l5 zEiLEWbaioGx}JM!B&%~v6H4B4mCq#doTR?ai5u&W2`F1Uc~y%bbPv49r^@86$=N_59+fLZygi=`aq&*Ks?qh_b*p z74ZsevzJ=~6?Ke8%T^aQ#og?CXDntRI16ao74J90$w7lIDNb6P_v`ERF_vYrU^bWV z5OFe*bu-mspKq^RPrAW`dCSGk5%Luw>8c3n|r` zB-m=8>k5}PMT#AsefZjTzFdU5S{{78rUS#DjKIl4k1pRe36$XV-dxUBC5-1lor)82 za^LIp*x0e8>h=-}3=^m>-6fCGzB}>wA@Wz#x042cTl4Dz>!8lv!Wy}G%s)GlPv^Lg zSoN(xixwvTSL2mPo{|;)d3QDFJxOBF4+i}B`PJGO9L3}-?6Ud)l2Cr^ecNfOu|*Ia zMNbpwM(eK3LAB0+{5)`2vLfKw=?#13KT2=I&PjxZ$wfSf-yHXAvFUzUjI}N$E{Zs- zRjq}A6XNYsTnJ?&^vYjaNdCUr-Epk)%@_LQVi9}`05pA7dOI&Mq%?+Y!Ado0v(*%m z6hRARlw{q^V=^dNGG#m}yws{@Qq}|+P=^ULh_Yh`=` zscikHz)kuDy3wG@9{tT_T2VfI2sIc!h%CPM!QU0yA;2mhmUV9QpA8MKUq?|uJ^8PA zog1`->aGs-&~Jl_P<;+m*(5E>47Rl}O)-0~knB+Yzxioib&`nXq}XHu_#oP4e@?lxW6lf?bZaDVj3wyq0lo$<%J&VoE5gqQ$>tpw6Mmi#{( z?vP&6;CF5%Q%$QDS9G@&i_hyitYV$Zu~oj0KvDN4Ae_$lBpcMtN<>R{`gZZYX2a zDTLx;^QoknWu)#en^TLX(%wRFqBGg&HKEE~p6`Wrj^uDM;gnAUD(B~wbc9o6q3Zn0 zu-}VI{ul{v)iJr3BWc+muC^`KVwL^;{1#ok@!14pcaYdMUyyP9h@zf(wD5jn;+(mZ z(hsA!Y-Q=gPsAK(iB3A-OLuGEj2W2T&slpx(pU+5fly_~z{dwGeLassnR@yzsEj9> z1IMy3oB~qyc%Hh}bty*6yDih*H$OphjQp?i9AVR8rdE3S&d%)vRW0QBWjLGf3mYdg z=gw(!K%!m9F*J3i4~CVTWwxdSJC}H6av)rApG`mTQaPzkKb4jup6z7It;K1pLQW#- zqPsbLFjORUleb=u?&(8|LroPSE$cYGIDq$ljx1U+qs32De&!jM1%S8}@)9ZEKt24L zRS&g#O~#HlCmsG=|JF9a(R2Vs^)RHt%U4#|x3>wCtyzRB&pl>4WP_e8zx`w%;CZtQ z<;W2FKR6WK`Pusp8M};Qb0<@1BP0ADA-t6D^xAhK=DhmRzsNnw^F^(<`$uj)O5FZ( zpDU6T=P|fKrS;`2+ZMr*BDXX`J!VY&r#mJi;P!CJwwGP%K2;G@*I0$dEKDzAc4jpu zbjltkUH_oIPpA_?-!(~`ISYkLoQ&SQE-hH8=*(lG0rCLh$>mOs{&A5hUoHR5%p(6v z6`c%IPX4|%6glA0W&9IYgOq(@qhsT0rYKE9L`#@E<Dt3#HZYf0!RunV4CxTh1|JTojw7my zZ2Z1je*V&AXIKs+3BSU-zB(|_5>2R*1=kW=UxP8J%IxbO%4$?#1L)oPV;mz+6w$JzdJ1`4E_10nsTLkv!bk605bFxNC+`Xft>XRiZ8R_C|t7b(-7HJEYcf!1+b>($LR3q=D}ua7ZXOIcg0!9=`y z5>w~4aq#OVz8ZkW)YWwdnh!+NkFIM7{-Ge_{=W4N}StBeX~+<4V$# zXTa<`sPzoc86nuPdaKHQlSQJ#xKg`IZNCw5Fxk2`PeNFe>IlFt|DDP&7PbYn<-gAqRy(bm*4Nk|J0Bu``k3DJt&AdMzW`R}(k!*5@@B~yiC8fi zi)qsHe=!{$%fjw17g_wJ0W-L7zG1juI?l;4NQ5s?K)$xy3 zm#T#+KcFDHm?%xngfIu=ZV^(39va5fEB&d_=vcnkw$ADT0m@ay+|E!{bLl5WFOajP znSnk4U5Dz4TS1DVa&Md%-9&J6{u2$f+uY&>LwZYFUWL*T%5jfa9L~_Lx8ie~!^EMG z0;ud11`5vmxyp}qFu~)+0`>gJH#V4-$l*Q%Z*11SyZ&tN>+Wv1b0Os$Uf=x$*(x}_ zdLJLT%m-x(pkf9@9GN@d5~^J^Yok2l^VwJ9u@vM5h>EWU1Ug51?9H^(?`&diDe|b% z@VlRykR}jBC<}3f!rxfOP!@xge5o8efC)fIhYu|tl+*3=h$V24u1z zBkWi*YzyO?H)`9J^pr6}`Ke%9dFwx*vq>qKmI9SmQk ze#PZhJ!;=pr=W4rwM1efx}1m+qj*gWK-UeTZ~Rh^a6uFfu10D&a*A!274gSmA@q;Q zKEUwk);qaV!<%1CHM&rmbh*L7 z3ku#<{&B5!UI0-O@}<*QD0uvrBe%(2Prr?f&S*j5!@lrl2N0dkJySE(q6pmy;ZkurbPcTB3&)BS9P#k<8*zEvGD@uhlE#^3NcC0Vuw3*qA3 zdh(9|!x40NY`rQk!zl1pGsAxy`9xHeeg(>G>aM!)vFYu|bXb*k_FN5fe0R3a!PE*? zJ0i>=@3*1sDRL~um2}LHwpy3Nr8348fLXkZD8(x)FoNgYb@_tOS}9Z34~?5fHee?G z%XGNj+jpo!zV=F9*mWv$(gk>%3P;BA+FZ(srQ9Ad`f-QHU8*+^BuMwTTTucPTG+L! z4})E@y@PJjKN8v1^Cn7vw>8Tn^IGArO0Q>jQM`;#E}5WjhpVjSJH1wB-)||f>cl@G z>-1k=l$a|oZg=FS8t#IhcKT{U=@Ny_)VeB=Q)ypQn68Q_Q$fW*R4+Nqa;~CkW(;JJ zjBHwbICg~;da5rpLhMq|G3REx7P5M67nRssrL>pgTAFDe#a_1d=6C+kSfy-@Xq$6l zl_4F(N_&;GKFp@Zd&5eMDnMH}zbAsU)~}X9R(x%=;kBvj0tfwjGiZ6xBjPdPwn7kT zD%Z+7xBRz}NokIz!*oYS5C|lcGiCcsme#_po7)W>UsIS9Een0QMq{*Q48NYB)Gg0C zhnMadQ@hdkL^`j$%)#S2+i?UDc68ik6i`8X#sC#mT3(BnIIAtPm)CYwr- zU0kM?J+UKMJK7ZnlIPA{NK3VS4DQL~eCba4Vt7f`)R)9SFCwRff@~bl8ZB6nr2?1L zCb=`t$GNV=>5E>&gz147kX+k5nh?^3yTr-vdn%bWF0jH|TSVsMMe;{nJ!uZ{e(uWMN== z$p>irNzPz&Xun&^Ir8;v&KaeE&|c450Z%ITIh*2+A73x5;vSyp=xe#;P^~=0kT3Rg zdprBrj-VA0n_-<|Z3GT0r`ot@QfWXAJ~;3Vl=pr876pYL7lw&kSIEwv~)(z<_p_6cK97_D${X-XiK zTuNR@)sr{MYel}AuT8U#&|jHeB!5z)GX)aNz?pP^ZZ0>jAN1$D=v@0FzApq7Uj-j_ z<1KXd6QV)dF0VD@RcRTvGcn-L1Ib~wMd6Lh2bDyDg%Ez*T4I%!XJ;~|4wjkP*u@Ue z%JaYQIg~jT-d~fx?BnP|e`1d3JhCqnxqjDz^-E1tuRU{j&OH@WU}dTk=n6wH3oRa> zHq84x^z%_nTyY>`5#2U|PcArzAi;4C_}ftFN)Vd$BVIi<+X=rA$TAN%z&xY8kqrn~ z1J)gEwn`~kxx2-rWyP2@w&1TAXiMrBT%hff4K(gl$I4my_6)T=h>=`zH6`M_d>n3jK9*Q@S{ z55C1868mR9usTdCOI(r49MjH-{}NO*IvAuo3A5Ds5rorQ|Dc0O<;*t}JuTJZ<^2;} z3OX;ms*EiwzS+&I@%`h_{n|&J@Kl#QM`Y z4#4G{L9wlY=hSO@JoC>@1p@wPa3xNT*B6Y9;M9Uk19&^H57;|9Ck0h3<%+7Qfo6eP z0kfczt1@i2Jc}6;RJ=sNDza1Ne)~GNOJ`%uMYw#u+f$2!e;2`wp2tdA{04jA0YWKg zEmMmMdaHL9M>pkgFS7lW1 z$y?@O1RKXrvZCW2o+aV?_PhF%{!xE%!mU*C+>4gwnAY7kClz2N8SYj($M8yI>94RF zSw}wSxw7hgll|aX+HCRZJ1ZtD1!cpE`mTl2MER8$bIq97gRQWOG8ZvnAI z2t`2YMTO9d^b!IJDk9QLq@y%JinKteDoTrhgk~r~fdHXJLJ1_4-$}sl{r=*4I4S$g z%wDr*&Fq|t$>1yp^q6fd{Tf~&59=@T+0wqazr5x`=-4{w5ZgBeiT@hsxzP;Z;;{^wY{K3~b@Jy5ht@vl5rHelO0%E^Gmz zd8(37Cf(cZ+>`zKQSinGu3?zo-Tr@mz4YXEjsxus(cXb)_b>rpm-NW}#F^5H{q+wB zSGzr_)@jwd>V^Xyh}ey3-2eA=37i+3M8}PzzNFO-$YDkrN{@c>{6-*D z;Z06aLR8`^b2EYkq)h3qV4W3FK3wK%CXXTbD5<<2X)3` zF2{jZ0$((i4fM!s_=n;O9@2zOOxP?*Ec6S*72$k4dT<4@x)?LVn?e?oK{jq7x6b^I z4k>Ue=l?wM3PN!A+zKeC)O__Vjj_q7h~Lh>{U*L?;Tuf9#|`lfR-)l|ZKoo@2&FZu zl4d_x6EaMz{*SHSt>&i=Wkvq-p_uc?x4S=ODoB`+?^E$gOKkJ zZ81r~HYrtKn^byV)otWKCM%JjA20D1+wI8@MwvHb8T{ zobuN90JBY9yX;bF)1>c_Ing4*{OPdg*3HY?G_Rgx78)Srwlelntr*lT*CD_l5V!%I zdFszyQ+QVvqI%?po5z#RNFZv~D_~`)^G(t3%wAh~otkIb3|yvYFcwYyDdS&a@tM|@ zo7(tl9KnN|JAli3djemrHSl(5G@-%1Eul6i+k_DZeIpT z2zMNR+Y%&w(a~$FRNc@h3_szSjvAxA1R6 z3W=T&?I5ZDY}ul1yG!Htj0H39P$+r#1ESO3tZ9vZ!$u!P-x}F>L=XaVf$Ct3DC0TW5qcN{ z_q)wwK@@8yc+;xDr6Lyb@}&Fo8*$wK-Q}KGK!99~29Xo5CaL}jw9}Vlo~}3Ry;nmG zj0uX@{O)JQ_4`OPbH)C+_o1=3D8q0v>-`Hux?^Ky4bdD(P{R-M6`r@u-k5lPN(gJ$ zKG==evRH9w&X~#gCC$AM!FPqg0egjZiBrCqZWsOn7rwvKg~L-e7p4Ait;ekNKdp@ zKADLDov|SJZ{Nj{DsvyuNWClMVSQAj5IJYtK% z`|yv>D^to)M>jn&6m;4cXRHk)O7P_iKh1mRXD7=_q1s+!=$8ubD}8%@mtOjaA3l-X zo)QodH0rAacF0}14^QqZ82Iqh`fD~inB@u6Bsu1u`Mj~|jyNTnX)C*jn!}f?=3HBS zfQ=zWePkh*+dgi+-&!(m)6kmgL8q>7#O@{>YzqNj39{b}c>L`j`g@Qm4r0W5Ma^H& zVd4i$161bmvBmm;1NMEATkQV)9LMt42Z3^1A>ED^!Fq@I%IktHeI>dkhbeYod=Mw3 zwrHj24!0dOaZ-DWAjdpc|whfy`3`Gp2>NL z`743HsKmo6(0k{#=YSk44;bv^#YV&OQPQpS_3)L4OfHwhD-}tFwxnS!}TN5r#@ebU0RF#rjRpROx zz#lpnSQBF1?8n$yU=-U&bp?lZi=LLiN_D>|L4IaIljxAao686BvhZgW?jN%LXATi_ zo{@0juKXdJq~#6I>i6#uScR3oF zTM7P>k>SC(7~i$s47m{%>7#IaqX?XU?bsfbLH%9d&)+n!QU|xlsrqgl&co{O#);9` zK%laEm%En)W~st=F4Kd!rhVw@R&z=ByK%0G?7^G(!V^KWyc75E3y4zTV4Gd=LQ1^k z`cJttW+<-~#lHagUMhM5S#zGMQkWe9ul&9Xd+}~-8}27SH^#!Nd(|Y&`ZKw$eiI(# zPW-HQv_OcS;eloKNFCl0ztZbh{ATu3rWLG|ni& z01~BVuD+Vr``27Ood}yPgLzxjlzUX@_gl#{b(2Cy5W-zEJ@AzK*!GmVjNa$IAea94 ze=W~SL4ZGGFO^1QCApqHh>gq-%QQ0NLHpO0_Nq&z6Df$8#d7s3?nCVoQoX|n8$`Og zY6h<3wo+WnGGtUmRJ9G(;gY))TzL*8QI*^At1;&K%rl>3VWGVKdjOBkq+m z?Wa#N31iMKU*0b4qRx!LGz$89MKb6I+|{asgaMho`8I)-E8hbjukJX2iXjn;&{T{e zdl#(pG8ivzSFd{+vn5V!kP1J#REOsRG7)l`R;l2>V-Eegox*o;4_0F&Ota#jwl~8T z(#E5-6m8{+n?OP=uWM`!wb>mi`FZ+fyOZ;+ERCvIo1rR3=I^p~nOJY0`+jHQA{f;z zo}V`>zhh3%OC(-HA{viW=nAqi=N+cq{k-0sv+=WDbm3Lf>*0B^@!J$G%68nKptg~- z&lL2@~ZoG82n`*&B*J-N&2Cb=oH`Wk8O?;6X4avF!NQM1u1{9KfA^X=s+GdkLB zy@~JQSa|IG^*@bh$H=BNVAnB_b_iq^kx04SW$5B-76Y*tvgCa~vk<5|!ZKR5()>p! z4t^nzPVJW}YKD`w)LWHt`0KUF4mF|&_*1X!Z>v#`_P0Px_Y>$yNV;>Y4K|w6_`O2Z zX#Ju?PXZi~)^+%C<0QF2UEd_6+Pd-_blLP#D&IsTz`CX1t8sc*5y@-$f)A^=pU!fP zRVB?CNZWAG-8B2;-tt(in~`%o>?ZtG*mc6!eZzjB*v7hUR0F^J@r-E{sxkko!FY;`o@o7=2f6=lYc&kg*#?H`W6_I9c?PPG^szh3aOVD@O z(P|A;`M||%@Uxu;;%G(;s~8n6xd|B$}`LjaJShy>=J<{~>Qqe1hGO0ynE#pkUGBf{9yWk7K~XYu{iE zVQVp##g5(2yyMIRV_DdZmV&Gl8YkrTl;@84{`)~I$SR4ztKsV2N7TT9ZHFnWux`ye(r#f@~1Wu z`9_H!j;~bZTt25o%`m*4t$|?gpo5Zc$aP_BoF+^k6yGIiVj3eF zV3>gFCpzIe9)rikN6+Qi7BmoK|0CAr5iz}97h3)Li@uMa98X|wtws{qDBZA@u(hX_ zixTxA5BSfb*9NDiRwYlU)W}#D@Wx8q$?nLX!C!&)EWBFgtSceSu3z;3Dx)mKejI!E zt*eWL$ThM@riR34i3%}yP2;d655`h?V55#@>e#H4V@|uQ8b#9mFEx3JliX}SX9CY@ z?HAT@+G`RDcBsyE42pGRq5AE<;-1T$L$EfXQ?RbdG+zGbTkMX) z@#1FaQ{%515|a!*NL;OxJfBy14&7mcT~63qOX-;vZ@bi9hPHAtZQ{3K7||5R$#uMc zJdCwb8RvC_3D<^yr||le8IEo9-pLN8a3Dxhq!vfp3s)*Mba!6eZZ17K{Zx~BO{%>|YEdf6g>k+6AE!fbEN6E$nips+#Jy|$$B zc-YH?<%u@_x8IqLIlVXIL_Tre1(o72#JK8jUA~dZY8@orVmnDUO_ta+b|bwSS&$TC zA!a)HZfUD;`nnVc@GeVKcjx$+-`@Jx#+lcZ|60k`%UBeT|6{?p9Y35x=MmNE zjc#Lybw#3wj@Rz-5jjV93-5mU+4`JCleiZ;iZgqlmi**n!Wx@*X0s-CITGX@a${A8 z|DkW4i(E8CB0QRsS;!N9X|~me)O?H{!d-9NFf>Ic<;%*qM`Wdg9Se4npc_VS6MmhG zV?N>}ZifQZh9siWmONZB@d_O_z9V3B#*HN5P@g=oUiR5aa41dhCtC+onA};}(Ui%F zyj9^}-J}NaUi0_x$K`qMf#pId(5)7&35+Es_JTo5ot)Idzg2hXx7{r%6-Rq~QD99$xHzb8T+j3Ht6O5Qw1A}L`)7u{nsfl%=tLxV?-u&(h;I+Zjs;#eT{&ef>lEeu1ZEg+>{EK`k6Siz(KKJ z4KX)G-D2ECB@TsW#hM#R?rorQNy)cR2DpWul4H{=C$SPoh+>x4Mi3aYrd>fC3i~*( ze+g&tMCMW43#`3o(*`80y6mz{0HJQ>P{F0%9ZtYnMBm#|P0dD;n{V!1Db0RUX zHF-{ExQ(vsn)ly#v1SHpFh>Lr!Ym0R(|4S1u_UEYR7A7Z@Ejyd+`p`e#>+6e7s{n%bP(l>LQBsFQ{*Ol;HZ+ofYe5sHy?o6cRZd?D7=o}bd~kJ@~}$MDP(6u;stUGmT0Tk6s}6WpVa*peI@>_6myqeP}+UG=x(B9&b4 z&@Sbkt~I|;81O1u=Pd+uqKiwP?LQb3s7#6fAorp9%BOo=tw zT>p(s-(C@JS-oORhmjF#h3Lk{k&^X1P5G zBP+n0bO7Crl2fPaKrJJD9#-#EO`49BJERF#hRD8Tro)hS?h-*FCQ#reH9R=G>qcOR zME4h$@U<0dPglV*-u4jqq>|%&nNeZR(d>-Go}x?F=pGtzTp5Wnf{tmJN42hfS#e-* z&h#1b(=fNxye4oyk9}GOhF-feH5N>LDAAkbUfAFBnEtMlPVmO?w>mb{cR;Iz&&{Iu ze^2G;NY2jmLYwJs;c?DeT7l#SNm)yigRI2h^@-2|=ei8KXGGj$@v!^Ujd7u^bogs& zhPTArVkKgT)awp83f9TTeqn`NG2pdJLa`=sF;Ks;s~084W(d{kDDTdr@-DIU$L^M$ zYtOkmA|O4FZ_w;Y`&Y%j%+L7Wg4}`Yl#ZB(vSrhNP5sI`@+YEgWj@|jr~X`j@^!pS zor4&-T+J{Zx*DPF&Ij$z-0gMH>G9IS#_{S$Ek5@LfqzxKVccJs6K&w})SDq~c#hKz zcb_7wK7ZP?xhPD{(ZcDr3XdZ*Vgx?~D?NB3Ef;y)u~kmS#{J>eq$IB&*J}YD z0>twPcRrV+c<+S-Tdk^!u~eURyyxCiGCSvStZAS_ZxyGD3zk;=>O-jSI?dSw_g1Mhxcg#=&*$22zfVK8FGvYW z>1V96Ee+*ZH27Z=*gIjVFkR{U1F5esXHgBbCLe_~<|++0(dq1+_H*rOFsE-e(n$Wy zhT5kcUJXwhUHG{UQYC&FOFnh2cPh|vgC?pm9PU5wGo1ov)evH5#fo`d+7m5R*5?U; z+Uv7_@t-ya%h&ySWh;D7cNDphUd?)vcp4V=Fh9jFb}c7QnXO*K;T_Q`y5u>T;iAE6 zgcDWNt&l&XPz+l7E|iGB;cyE#6eGqUTk>u;9m1wH?Jl_#Fxm&$umGR}@8|@wY@6CE zv+ax`Ikg26Ew?J+r>dqZJ&>$V3Vsf{olo_}e-fMDpPqfW&{na+1RJ-wlND0vdqL8{8FXaN`NPizD7x%~+y5+^Dd@?1r6%;|_rH@(BsD06S7wg{ z&fBTm+?!cVO=KcJ5ju6heiSy1n?Pg$)H8h4)19^nU^V?X>xWrCfXEJsbNjC!4jet?ZM83t5IbwNs-3z=s~k zu0FB!ic0+hJUQN4#CvWP8w(57wu!i|Opuw{4;%{Rk!Zd8UC28`7rZRg+2V!bE6Xlh zw{-8H+x>roz=TV-&muZAska(Zds~<^()U^-CiEp8WbbVIrM6+&s6FIO%ev`v&-_koG4yq42-U9$FKx!kt>1;c_Pp_`mYUCOjxt`|Z z^EYsUE1Pq+16-hmuKzWypVb?+J)66TqtnDDVI=XeR6W~kyJspNgx2OcUFVTl!ho$H%3BL zZ3{ zvrJibZ!0>Ze|vN>C=FmG9AVl01CH7{QD|q>fDP6sg&YG41%OYwypvWRFMPkAXi*DL zvT&e+Qt%S4+ID^?Sdq_6g|FKJ8q$Q}@cZH8j5@Qfp`l%_x?{}s7`a6tX0tY00C8BH ze&-_nla;p7-{x!7cI0{H&o@434Uf;TEN&)`Z`Z9dLS*5kWx;K!1Vgj9p#*mK9A7en zH3D17@9VjCYYjdp@7$vvx<+0y!_@dpj|bVq9f(E8Zw%<8zanTZ%HKXZNl_;A!?y|u zoyW=D(^Z{(Wh*E(!PXxFSI>ur_q}2S%+gDVn85{>Y;d=>qfN=brIf*{)>wz(9(;kp z;Xq4GDsWj#yjP#Y*IupqvBQ6v>HK&f+(P$J03Uq5`%Lk?d2Vu^%+|UL4=EYxXq;NP zt7qf(B8WjYo?2$1$8-}FK)#9D2Ce<92I+4F7`sZ$E433O9elgaZ**kYg_S_)tl=~i zTX=YNAN7{be^*4>Hohh~&VIZ8dm$Aq z)C62u;_$k3=|1jyc+Y#CIki_cfj(Reav{I;ro5p6YN+4*JVRAuZu(1H3ZJ74`@Jkn zPVoaUj6qK>yWyf*6W;o#~SON|17=n)2JgC+d^U0Rne6kdP{?RislPQ~XI`+f=ZVbDYEf^UZM z&it0@AhM2ckB1OEsZ*ppH_qu=t?6Y;fYfYopyxD4v^4@kwZCXeeOhBP*s!dpU&wJD zskj#Bt|d5cC!OO+a^xZQ4mz;S+h0Qc^*;JsUMcsb8VRXUDOKHUA4o_cgNFf2#hlA) zIi1zQ;b+lvdOz#-UL7Sm}d_uYa!!`}{EpB^)D`g8diokffEKe`$8 zN7)H)CR=rT#KG`0uwuOcy?yk)dL+-eXtXdaH)IcIhNA|IA*8^*umJD@+ zw*L^m&}XNb=Q71gN4eUCwhDEtKtm~cwR#B7^Kch~J4V^WzDneBUX+3FZG&I-R=a`B zfO;x0wi9=|q7*m~^F-}YT-J-j=%moZjagf}J)^+0GT>MG+M?dgY@3x`BIM1`rtdBO?@~gY~G^?NFH0>#@_1 z{jD6H451IxQwy;FawlHd2EE7942!ofMH$}`2k6p+ID9;Yvb?-ur+T%EnV@I6Apw+7 zB25jWY)|SX{sfgcHRpYi(S8*D6Np8v zBy~Ob3vIg)yq}psW^C6l##`l=loD$iXe9YxHHeOE+1|9G=zl>9gF$BrF z5Ot91q*DYkW9-D#z7bfg8X7zfEic5vop}%BRwT8d!Pla%`XX_1oj$_UAwp~za5@F3XH7nWu=v{!pp8$}e;e1HUKN<1}RL}(&-UWU(`(ws2`zVK{ z06H>(qdQ>Ezb-0wHpeW60$B_59YbF9-xm*@N4QP+RDZtTWbNagmQ7vmn-t#-W0c-N zmTWuM?!2D=O)DjWi2Ybf%*>Yj$=D^pE(CZIe=@{rYWN0{>H>Wy4J70v_xpQ*Km2=N z`lo!{G5=JSgUmmIfG2JO#lg9}Uf|Noxx!DaT!K8$Cp)*k*P}cR?We!q0G*wa;c|yn z+lLAgi=#!ok?NH#btN8`?zag>ayIVg0xp`D|1zsc(cr_Hgyc;LFLsy@2F; zQ!4vhJDEDU5V39PeqsD2zn@P!_Mb%mXBpkm(sYsptV|C*X{uZ0a6NrNrlG>EN5#Qf z(ChELY?mkvO@3_|&w6>x{spk*j?z2?g&kZPpcJ$XUV_uxtDu?QF?yu%Wp7b1H!7Lf@#9o zTZZr@vv`=L{6KNt_NvwR!ej0a+gtQkCwS3IaQ$g7kE9YQjF(0_gk2IO*4AeUz=Ui9a7c2A**=!XgB_Y`$C zt$WA5Dxuunc#5TSpEaPwB-TgaF50N(2K5?UW?E<|fUb3r&kGPUGfOmA{V z^-K?`OT}er6|Px4z3At0kQ{r^bIZ$VIlueKiSZdB2z+jHXKljRoYaBEd$th%wIQz) z{IxBteg!LN=0F&l27v1hp8mCk(P;EgFmMVY<*T%QS>Xj6qfCbS?XZ#I(|e*(W1R31 zlR)e%mHj7a=Oi|c*fyBEyti@r(%hDn9&GJWzR?Fa-&)dN9GS=i=@oGd@)u>yR$dvX zJxG3;fGkT)xQfjRlo4E5u-esIRzgqBT=xvTV(z(rbI?`~>{j2*woYWow3FvT^-OLY zy@Jvlto9Dv6ScbCkj*y1UJu^bJd%6PgfAUP#OSj-qF~YJEQ9olGywv>(<2`qjJE|u zS3rYf*%r-=AfLi{VbfebcyFqcyw(s?IZFmW@i^NS0j@QNj zu9+)N%lQ75x!kn(I#VWIs>YbN@$ta-{VH=NDoP=j_bM5r~JvI<8Ha&2^kWG!`HyW+f_5W7QDW2XqZFxfv%UA0&6;3W9xoU@j z+0WEd>7ARP^mr&n(P_fT{DQ7nUVJgjJf+p=Ai1K?Areu?16E5oa@M*sN_@Bjq0WDS zbu6t}3ki=kZ>ojqvm-{H|BW+Vny8gb=(^8tJpfk6i2Ug4vGFD58xor-H=D>E;=bg9 z=0*V66gPCKTI=sM(pcS7yr*W0F+<#kyF8CNb@%{9qEP`wnPNO*A~E+EDI;D!WNiGg zGU$EP33{-r3n3#twP-r|@tH+BGry-~V|bMJw6vuQBOCvQ%hkcmp9ad&a%Y2g`J^{hB6MHzP=u87Z#envx0j?sA4RP-jN(qdtT-{@qBfZaN036lT zU{dXsEzJ^~*t>L4y)C`2y*f&Lw{?rSl|`&U-LhU?bBo%>0NG2nOesb7-5H8|QIq}d zrJn=71||ji*D@u?lbGn7NxL9(rJ_2krO7!_QAVr&X+~6vUY@+acO9UNE~$DEDe2XG zPiF+ST-1}C^jZWH6_GCAt^!CeaBd<`nMn#qWP^Q%xyxpq3QRNR4Lkq$YHeuZQ0A0( zCFg6Bx$%M50+o8TGB!k;MB+J*MQe@O-TjWl#PaVVCk!M zS&7Ze;BrSduUFy66hXOIs$qfkU#@$!F+H;^`D0SOiG!8a({1G=A=r(jX6rM)SW%?rEk--X%m3l_O=IXaIn zo1r08{+iu$+n=r!s4I5BaI*(9XjAvd2MZ7S+YXVAeXU8m9NB#+ScDaK3jA9&F} zk1EJP`#_TZ8{{Wr*Sjjc1QK0O(W^$EXNHEwWM1tYReRMAR5nzBvEtB}EL*4C;^c(J zE7xfyvCj&*jv*OAmuSkfCNAC*vlF% z3_&#h+|K|nZ7RuXYCGVgHjGZwx|!_ijcP6gfvbYbm-1&LybNo!P*@(&zezxr+vTq- z>44RD-ikrS+!fWSx(EIA-kIMT&x}3_;Y*eDymI-JUv@! zx~LiLYCT&G-ef{`5b%j~X&-jZcz0~eEsUz1&2Ahy0WPC=_Rza9ysUFb z6Rf~uqDXK@ye$bJx|f48;-XNJj$7N#hwG3!>(3jU;ZoYy6TZ;1LOVBl z^ZrN2?0)Vk#Lzzlv*&$WI+S-a7MvIo9ayR(-_Gm@PpBtkBb*vB*0GU)I4q{+YZin3 zm36>Gs0pgqdp9x^%K@4R5JLA37>D0Y&`n{{t)2Whorz?sFoc&L>%AW(=O*4LsKixh zN}YP-bEXWamNj`~#-A@@5)Tn4OPvPK9JfeeGl{7hx@90`eiwS~*@o1*U-h=}P*%ppnhh`IAk+vOgQiSWtAw z^N2al+F7$VQlqQmk8Y%WSGFJy{+Xn^y#JY{ac)aZsruoCtHZmTXd!9><2~IS`P-1& z-BZXcn^ixul8D?IHzf!Ow9y;Gd@Mb61oDRS$lsHgBQM0a+ex?^8=`*9c}4bT0OZ5dr9Q?1b`VDT z?1%^1Bbw2cDtq}=JEuEtN$`2$hrqmJl7R+|ct%vMqAN_tY6T9<1b0{c>!Oorw?JPw~cUK#x>YqHd?W>n5$WJGh ztE{Q++pxUe%AAx@J@_OhcucO*$)T^^Y=Yt0-j00WQjmUAo)qljiN~^e+rYz08QN%= z!3?~bJ%uibY#t+I zCAN4zOYuIaR(&yHUDkJPzVuI%@yLQ!nW4whcY$vPdKKNKoYl2sK}Y6MMo3+aDfjdU zw>`^4gt{;}yLz}-RZX~a*Ee1fc4IXkXiek9g2_IC6hbyA#yCCg60Fs0&-S>4sVeXS zBkAFdJdOTd9M~0DU@kJ(VsRn*00a&%PCr5fqxhaT^Uh#0aByksV2wMsMn0s|z+8Q+^yP4ij{)^$FXX}tpz{dcGr z>f$h)Y}g1x{rVDN{m{$dTTLXRir6z9Dp)TB$ zMikXEsqU?<>F*=~w$>=s0rNr!G&<^UO(f~7-`RTDe)2}WGWk z?31cRS38_Ax;4^XJK03%-fQ(2kc5`rA@w)<2sl@e~{yMOgp zuV!aZN88ToO*P~3N21n=qS-O}3;9C}!9Tk5#nu^K9(`%q_)VuP^5@j|SPN*-`+|-u zrP({2ba%(x@4txTmKx|Y`|(e1VShf@-B-XD@*P*0M283d4+XcRM>@{Ue>9wmBi z0_~bjiAvV5a-+JMkL3t@R4=-6XG_7lfWBnMvP&pr3u@eq=&6yS)AnV2R( zInU+6i3hyTo%(Y_CjWNtaPIJa6%rME1T*x=&4-CLFlx+lYhdZlMIP^HgP1pBjOMAQ)Hl}o5$r#D4R&v8=Wip*R8>c`-kKS$}w@^qg3tcS2o_S zMo_xd!;SDH3_K1-Z0l z-^8XZuPFbc@o3MQK7>Pk6OWlybaI=q3thYUg5<`3qy8U(n~P^5A#&66?LBD&<9D~)KODM^?odTi@%TAE8Q0)0UuJ>sQ zGbVf=R%-F6pq$V)Y+cW^J)>)z!eymB;%)EV3EP4;ZT&}=#*S(iL|d$Ts$@8ush zs$V`MDl^u%ier1_eR&$-7NFMGmZF}=l%0vw(q#K!W~ z(N+9r*>(`nfo8NnU-A?2#Sr#2idTw}jH-Vy7lSSa(fWplsBLnA+NJ0+>lj7(rQwN# zBpUz9BsfFhn}Cbe741w#`CywNCPi?ukMxwj_6_f&bnPfcKmV4L(YNSp=As|E!!q11 z(MD{uYi{*KOYE0EZexkO?MnBhU03^{;6JD#%P2y~+~)k5NS;|4pohhBPnXw!s_m-B zF=}sNDHvPU81I!%nbDjB@*?UQV0babnDJ8>_3?~g=_7cY>faB=McZ!0ci|Rgr7#KF zF%KbWl?-8w1WY+l9|m}V|LfhEZZ!_l!*mnvnGbyM&CpaM0tfxjtCn+zE5qO4Fomtf zFDW5q5v?$^Uyi}*>#Ch^r5bfRg^7BHZ(hkM$OR7NXs{sxHHXmX2x6!4!*M6Ub9c8xBx3=)n< z!)un_1EBM_Z|WaA(L>@!4=^+D=a*4X%ZHr5g8g>jJ$kma0OTbd{|3p?hZ1bQHHLa{Yk|Bb-~cuK>$4!!GVZ=+PZ zE^Li@Rm;Q?5*p8NxY4B;5YQ6`I-R=jJY;He9BRiR!5dHcJRZ;tQbXN2iU}|rFdG64 z;5v_-HQ`GHhQELxYzfBc2iDbA*c;lqyWIcZ)%1=EHT9O!EEeLyEgM;SO3vE6_sz@t z*vMRZ7`>EPU0#2ypCK9-)=iq?iRy~F=Ks>RbEPsHWZ2%WEgnl+I*Gm7pGhUu%B;sd zy`QLI)X9YFK>gMpEu8R>qMZXKk+2Tmu9j8GA1U3`~J!VR!aVxxu_PVd+K}+uAbe0CXE93Txas^p-L1Mh}oS#!U zVm8;!O++-?+xgNpV##@WWWdbgq2)CVFfy5FBz1JPW9~oFhAF-IPPcm6gC%#&e}va} zmU40n-)d&7s?Q25zuQ$&yG)M(pq&nK@rOGs*aE1NCrMBM`LzObuk=~01a;Q|3yl`u zXRx@grJa2w67#}!q|MYTe$dDr3}4H{QplvFek>SpUbzt1%Edp_!5lpqJ8z?wWj8WcMv$+n4{x>*R#%goGX)LkSd_>opulf{Uz4R z&7*bT;h*vOFojXtUk9XxV$U%z_9b^toa)-CmOenCG!`lU!uDiTvZ{k}Yvm`mY~)7i z2&oyUB<$pK2pa{ccvL`9T7 z&5TgFLVQJbK2SrGKrCJSSpqTQ{P_O2W+^YGct3jlI7X+NPm7)UA4#zk6JM}SQVV6~ z=D^>h3kw$!Jo|l81yFbXWui@rxKs7d*#ifpSOHTJ zO@X-|nNVO(o)V|Bp)yYTj6m2L>H@O!SAzdqVEc#ImhJm2&h;0DIxi!EZKCRxdW&B& zn%S2Pm@;yDUDzJliEExdP&PV$8sK$9Oj0iK4~y|kJBbgsGiG`@&_Cqom*Yv}&4k$l za#64;e63+(5NjnMeXQa+f)y7k!Rlh&+{6&FuVyFSofjkWvOTT8!t*QO_@D0A=@%ID zfL-tG%pE6BRH72kyKVk9k(Td@y1mnkXvxjAJ+09_8_ z_`B+dx9g-Gd{ zecA}m9c*cA=40r(Zm)`#$+?;R%Pv7uZur%+7{bWa+RpzW-s=UZ*1tP$IDMzN;Cwg{ zaxgfR{%+VRWNkIHVST7(pI_5)*Z)q92K%)g;XSDPa4S}A0J-s^>Jx# zbJ4SF3|G=Ocsn}?oIv>qPG36RlK4H}vWKB7EAUI+!K6Y#gw-I3%Tgb*dCKE6yxTT= zOoC1_)rIaLSxelh+TS~5l6}O3uUDU#gcL`x9#Bmnl`L%CydoHgH(T}Wymph4P?oQM zMWq~QLmWjLUo^IVdO3$*uq@bl= zNxF9h)3cP4X*=Z_^I~lK8WUqs^CB`0^0D#Xdn#~iN0;PM+}qin$3P3t7~r++ZNjFN z%=zAF3$W<1VFjx~-oR~-UoyhT22Jw~D|mYf0`aGr^{11K8_@i+c?yhXIUDoQNI)i_ zpEJ58wI!5^G%p#eY)J6$f>{-ArZUmbw`>E&hJS%pz1wB>7}r!2sQ#fYzoW!A#5VaW zyqPTQtwiNO>C(Q(vu~9-cqR?Q*2evYy*zQ{^s_&pI~ec&c;J+J`y+?siFiUlr6n-& zo(;$b&D>@&&t1ZjwVkP&W}Rj!Pdl(*IF;L7w||}n_~Z4#>cB;^?g&``L~i$MoAw}T zlYX9Ju#6YQPOGNt89t@@tCT(Ct`xz)1&Nw{R$_`~4|dP|9hSZ32Qq81<|ySPK7#=< zwte1M`S6V|?D8kz$H_1KGwUYc^z>Q^wC$xj#w_!1ZzQYQx}7odGc3qk`_;}wLpT74 zeuU_GORDmuG0O$r8NEc+``V?q1-Gjdy$8oF7+J@CF!3lX+H58oHeoEvcHHVUp5`EeXP3DJHgoo zg``HAq8aF-Z*s0=4X+fo%F*3ay$Q($jLcrx;=o;^dz&ah|*KhbHIifW8;~* zwql-@vxHSGBW2L}z|T?4lDfkClWzcQWXUSVXzhwzYDM5!R*CPGk80}(w9{EdDg9#S z_;^OAP2zzz2@p3mlkxG=2>bDwofT6OF*~4g8NDWK#-Ni~Kp|1WMoEI?J4tPur3xPt z2PhUWp6TDHv65b0W;&qNpJV%6VtH&!3CX&2N$J8yy2(2;N*QbWX>9Jv zA&1v#s%tt1aLDq?R_FtgAHB$>`x{?&*)(6cFm$0amD06zvr5QgEl?%U!R{~ecgRQtgZL6kP4qP0RH)_1C}raT4OU|;^Ys2ac8yo(Nf?04|Nm>k!5EX-rt?K6EEla7oe*Cls6Z`nDYdz>uj zSo_74T}q8`+FjxZeUk$NoeCseO+%@%>|Pc>!LA78Yb(VV%ch47-gjxa1vHw?IDA!H z&<*b&8P9bj8=)aB{&~A&`tw5o=UUAw8PB|7H8nE7%304PSRiL8@x-hW>;#-)0?Hmb z%2zPqcM!x?&+>Oc}?-3 zap|_B=02&i{V3GBczbUy_kP>Gx>O&@0z?&#bjxUUg zW2SYptHU8j^iWTbDNs1ep_nUJ;54+`FwZ~y$Y*6ie78*lssjurn!~EE4 z-wkv$t!Uv+-W2h2dh<7-t^#K+n%0klFU)SOG=Z}70n$%D1_Tp{nh1E7<=(=VN1+dK zOugU2MC`@`*#nA4}Z3gg;YgtxI_MbYLyEL0*By)|d|M``U%- zO67P*Ux;RY{mM}15Uxi3?~-kihRKava=yhpu-=d$KqF!tRe(J+Oy-{xYq^ef7Z;Ko#6HsQ=%cSzQ;gmqH|6}T_!=l>0_x0Lxm5V4|KtLJk zx{}f&&CneKsDN}0APqJkIn)Re5(CoG45=bH0y2~^gv8JxInuv<2K;<~|J>)f56(Vk zuf6tK?|N4p2c!OxgJX7L;T=vy_LphB|8YC06<7at#a;+jt|T96+4-1d;HSquw{tV3E^)MGp6hm-?$mil7ndn~jJ|Puze?UC zcrW3r!;L1Z$%zmUH^hq?(dg25lZ*p3%u1Tra>Sv>+YRv>@PN+$kj}z*m+dD_`#BpQ zcPfa_e%O-@wI2^fBE5UTutlyADSo=PV1}REfClmzzwFmDU==3Qb$q^kS7K4Ef;qNr zBR3#H&V(RTm_Dm0s`kB&;ED@^$oAW7tr2r)Vv`Un%%|3ZWqd$g11?(PIVM{tR?$h& zZ&${_IcN=kkJz^7C7R;Qi)uMM%L_y11fIr81yCAkxc;v2hUXU-kgGO9CY@#H%Y|O5 z8p7WCOg_dG7-#8cAXS#H_>o&9u}6J`V&~QnA@^016LHHAP?i_*xLvCJfLY%*{I%}3 zw89ZehXZe@cC!N1ZdP59oos~F5*1{|W(dToUR$_c6@f%fv^%u2G(7PXy*6mT)6IV8 zzWMab@|UABq_XlFMf~r(5=Lj;oPO3ZwEJ&Ql$b*e!Usbmj%t)?LtGw2x+aMhD8z@D zyU*n{f#MPiFy7S;$t`k^rmmVve{Olr+^VARm`B~h_2wK6C#XXgRIy#N_e9^qvMrdn zd>j5WTaVc4)ISXXHvwo0g66|&N$B<1r3bflt~h_=m!Tch%5-xk`vFGlDLfKOP|uW_ zRN7TLr27$U$vF`-`8xg8_F1U@3>4|aFZp8$$m@xWv+K$)LJKwM#zsq=U87f<$jjRe zmFSr-7s4Mew+HZllNIgLcj|fa=OR{^7d+o&*lz>A9m;xydSD6bd7E2WbWb-)l3)mV zVx1uwM~(hOlFSnXN0h1>ap&%if&AyG*hzA=+O?LQ;k(W6gguZiZ8b0%13C!@S>)WO z?LA%$C>~|cl(6|R-8|mq9Pq>+8;5(z72ycH`rw#Igi&+O+<&RIj?F@fTJx+!!M%*Y z<{n>!5>KqFs&HPHXnQ}x#%BQ34T5gF+$q_mG($oxBT5i`N)5c{Ak5u zpGZWU*L_Fzf~cgiLWFuuEnNq>-=DP5e1~4vH)y}EKto5CF6QCo#UfN~_B(SkwJT6N z2B@fxe_K^1DaI@tOuTJp=GOW8wOE^mK`(+FM@1lvnLgvMunmgvD0TZ|s^Mz6F$>2` z704gi*uKC}$$tL56V$g;;I^+;MQ(QiIWl`oYZP*9dx>kIG{=a062KW~mO} z7!M_D_L2){pj`#6pO3#5iiHAMAo}lxD1P+H#;$L%-E!{5 z)}Mgz--~El*OM#hLG#;#n*o*QtUEL0)f+w3q&ztw4!nZ`*-ax*d?|=c3$s38GVP`h zqld7{CGe;j-#gTjas+|CwRtun`$ey#Lv7OfJ2hSWFq8aa4KmpyH|&;0M=*1?!=<4SI0zf|?0W?=qP# zKU8$5`Jlt|&;+#Fk}*jCGj6L#;Rg+&4vxo-0Tq|834K%$w%FJomE`qRWXjv<2moQ} zMf`&1Z~s;LlBHa){`SU{rKh-$Cyof)a7;KIuzg+mq!&TjbV#qC46WHTOrhFp2ajFI z@g}+&SSjIHlzTLoR(1BF6erL5z*|a8Q0Ei8@M64Bq?J!sq)n+4R!Xrf(@y5azOng#sdQr%p<0yet_fYe}fQxwz={QTUK} zcs3>}DOi|7f_)e~=U&t(>lA)Q)b?F}P*3ZD${|z0)VGCiCeK}{p!gDapoM%Xwk2^o zp1U@sGb@;&b<`40=d{|n^^j*P2jr4nU^4r+^`k1jUgxbcnlbghx)-qo;{$!R7^vci0f%+0qR%4tRlU3+)6E^cOtgAGZCw;@FpV9Nw zp9DlTqDz@zoZE1DQHV)py&~PdBiUfc#8F-IILI`)P7<}{YWnFGr@@*MgYiXMa+411 z{;0;(^00iAheYGgX4AN*(J%IeUmHEJ70r?+`0@{5ThU>2(9Lx6`)OyFTR{U z$sfbxM!+k_Z5=#6YAu;4H{GOpokX3+?^$gnbC;A`TxzABRCBFMhFl6e7KPiGek5M1 zl|)!b6J}10Qmc|TneQOiQ31Y|kC*2{*Vt zh73%nzbD~VR1249dmjE8_qi1;`+dAN4NABI>>@h}Lwl6}{hd--;vD^8ir-5~vTcc^ z#cr6=#BP~RCniqfus@B}oS@ceNDVrwh6^H1vfl@t0^J2W(W}NK1+TD{5#-)zph^8M zSQAgI?sO_C#*rfKVTQZhA8Buyff!gW#a5IxAaw_fY9V{iK;Wl~>b}<8cKxLdBmCv@ z#CyL)Cz#BPFPudKtU&l^$%8KWYfzI#$L0^Dtuf0@87S3F-xKJ#w!MsCWtY$zk7%;y zCBJ&tNvutmvM*xeA317DPV_fJb>4T+ggIM@M{MB2L4dm0z$s@|5A0VIDbB@-J#k7armp}E&)eWgJycE4-7lwU&)&Hc0`bWIg6NAb}Z52#^7D{(z zlSG#;K%G6FUh36dQOoVs*k2so&&ve!ssm2M0&)~Y^Uj~Yjc)Q%2bWow9M(NAiS^Lm zl$?N(o5Uj!Wr`o|zHN0@)wySnSRh<6G_#22!FRdF}~J65|x0)=dw?_4BAOzDLZV z9512fXUw!758fGQ7mGOx*9;$@k6dFRogB61u&TB@R&yPr&n2 zrrx;^p;6)X4<;wp+cr(Iqv#(x8rCmNUxBRYWuQ+b*IJPN+W}EsgSRP}flmQ6Yy<-D zjAwDMKY!r34Z#~I!KGb4@mBF(C^i30JKwn4?6%>4C;$WRTwAX^_DY-8e!TaIIczue zU5H180t8Vmv-DJW^;QVwuIFd2eMim8pqE0C-uZ4qp3DjpYbHj-}G>f4xD#aJpLE&^GEy}`p%ic)$8C)=kmz; zFwkM{sMNpQf5kiS$$>pCb@e#JbCmr&G=ezQ@Q?~~vTm_T6k>8O;t4JVBTJQIsfL%d z?58d6fpS9zfsx-I-Fw=N^r9O#X0_YGr`KS3~~{XF$(S&wKa=- zVBZ~OXGZ-M_jg`2gtH(?Ap>I=Zy2#5N&g-g*3q^TLjB31G#E3&qC_aTZOVS3`o)ho z=f=fl5&T-lK{Gf|oX%$^j+$BYmi_erz zX*Nt^HZs3ma#kIknGDx_44oW6f3!L2m{Hse*ig~gNmBjLQ9teU`$z2JM zRGYfLD;j;+6QIPpsr;62=6Pc5l4xI&<*|VfHt$llm!uy=?X*kP#IG9lCyTF;;{_m8 z;YK%nl6j$#WOPx+jV(Qw6++ka|uDz^8N+!yW;&L8mn5&FBaF6D)cbTD%u zdTX?-UWev_B0ir-`iO)b7oB5#G5<`SG7sV8=4fXAC#`8=YqgnDMZe|Krf6_I(aUDF zV!$wBalh90SSnc)Vuohlm+3RtWvUdQK6Nsuz!PB3J)Uk0mr|y`kd0&`NG@P)R4Fm|^;Zyw5F8Xl;8 zsBWFv`+Q@6)9uHKmq}PUQIYK2TYUMl)2S=lI4ThTsE=h+e>czaKXZH`C;qBQcJk_$ zeKTX@NW=dLL(pO2(K+|OsYHZuiEZoD25u=OcA%EYFwi_s@8twf?kCF zS`3Ww$ARC1-;dmdVkz+>7zK}{Z*g#jz2MBY#epWMDm(xh`rFL5zxJ1KmX9!pT| z8F{ioL1(zd=47FoI=te0Mb4!!M+AORTeyXWy8hrO-cb8*n%vq&(&-l)fDT*&bYS7u z^5|ygu51sLn7_N&e!z^6-BQ7;v!fZtn7UXW$W1YGaZ7_G+CRE5jlmNYZBEEO9da2aF+^ z^oS*+|LcA6r*N3MpSvPvSw-LEI-jgq2;EUJsW=*J+0`HKr+QrN)_ZSFQe+r8TM$f{LrhMqC>HZCDvUzwPxp>Z3 z`@v+}gA6m8|V_aA^&vxz|D`v$z5mvyWw!K)|2QC=o zHtS-QZEZ+NEKC7Ad<j(B~ufTTC?kdrRCL7&P&F zWEPda=yQ3(sv7Cb#WXJ+c+&el6%RD+2p0Ov>0Utn!qT90sUDWw8Acbw6t-+Kt5d+c z^ZkMn+e=@kM{)x~rXSEWxJb|1>YFXHEeex=tC>k&n~Uo-26sd-odNrU@>F*1X0ctV zz+I%WWq+HJnD!}T-8YxPF$KXoE>`r7`5J{jMkBk(6PkrJ*Wa5N*Zx{_dqQ`{z*o&y zVT~hP(|yOyta9dW0Mr#uZ{oMStUk|7VDbXirdt>#lVdtdZ>MFnkj3MM-?JZ`ez@a@TNkb!H+~P+Ib=BuG8p zgAGODN(YcusujvcS)%97wzi#I21gajO2%da1?V=z1%%F?*DNf*{$AU-_8@R_mDzN4 zy{<$GQ`BF{?roN80F{v`xHF@xTg2QZ`x54S?J|0pjip3u;H)4N2QYu@sXcdVIG26bm%!%zbV+l52WU0R%YXB%YrbpdymE!2B z$J#u`u=rKv74PWg&2ggV9OcBl|Ep&3G}_I3d_i*>7yMJ(sdf?{KohQF#W@}m#nGyC z5Z^q5)4pJpKVj0o4GOWsZRB}Z2b+*2%bM^jkDmOMeP@FfO)nr_DgiJ#A51Lz-1StU z^qGm)WLOvzJHblMg@fc5d{*y=ZgEfR+8t)T5*xd2(9a1rdJ`SLB1cqUZTpcy6r4TS zS>62zcq}V9Yi+^w8C&kR4GbY0JSQ%W7Q5UFFY_XNDWK<-OwCa|&$-(B^&nR9OE34z z=Wc=znq`F)Y-YTr);sm;o>>^)X; zt6+;QnBS=LJW^q~nH-nm&dD+kCVUv{oAL=_20+tBjsj_$^Dt8zKQm%+tJuM->594aYE3?Ru-7%Ee%6!oa zj!1_UKg(QDDDa-ju@%$e$;|a=Y9ea-!CLX_6leqsI6!;t-p#pIi;O)-+V_iSswOyg zRew2RF6o;1eEpqnrS)yNPGW?DI|9=6=%9dtdd)cWo&JS}!%H6|l^t$fi)z6ISKLm{ z)BAF;RQZklK6XBxLGwD#C~3@v!{7>@noIl+Z47JAHLO9KE1{?6sl=z?_q;>JWA$H? zw{+lB?4oVaj2S{#MtVS2!%U$phRLMCS(s#O0IOa$e41_(iCJuG;oH#Vym%2J7vD8F36pqR+hBw|vcRz`+xn(Dvnb(dOC zg`MY2Pkv!5=gsIn7OTVPi>=4;z5gTizeg9IXnWz_t*1~OMcrgmP>Opi>!csd49aZ0g#az9| zid`bOuZ(=wdESNI|18ONDs~~_40{j_le1%eEUs@?;PVq+UbQ7y;6c{eyHOVH=iQ_+ zFDlc6)IM+v4@xY#^)L97HM|f$+?CixGKRl#mw|R_Y%^0QPO~^yenn22 zzwNhtco?Ioq{2D!!5G_Q2ejPZ&i{R<(etGK21+ZbT^s*Mmj}HGR9iF#K1@1g>dU1= zs+L?+{8w7DP@LvH%@Az^_QO|?53$<&I@MV@W%im&l zga8Tn^3+-w)#|DWf6@&hEgQBVPN`4(%rp1$x|e&Te`uHfPF=m`U&WH-K1yuKPJ+9-gNu z9B&z^PtX_nuOs-jNkD}HFOCr0>}eZkt<8VaKbl!NbioI~O8eQCEEx zr%A~hOgt#SxJektH6>W%vFp_q<4Iu1P-4N8M1=-o@4s;!%F6?4P2 zMh`*`Px5FCw zwt}HPnQp{&q{wCE`HjC>Tyvy20gK02re}EmLOvrxK3TIwHObRu?e|W@J3NshzHNTV|UFiPXfyOYhC7F<7JjhQH7&<5^KXcEB7xo5?Y+=;9 z<#4S+yY^Y_|^Vay5qc16y1u zWL90N1BiujQhmz_WeuJ$`Nx61K8=_F{|&DX=;XX+p2d);8gA!eN%yL~gBw`E6R{dxaS9Hh?F43;?NgBxk9Yc8jwdD4+71E1X6nBTW>(?rOgK z_FEwfOSpBI9dMyg3A%o?A9U@rf5(S%_5Tl;lVJ(EO#E0qrknvutPtx``->?uUJxBA0M2JIeCwN&|lR7!2wtSV#sLP$fVD(z8ve*r93? zIit+(A+SSB0B4A%Qaj~)JCc%AQ_y+ZuGH9s>E$(S^S=qx_Jv4G>~a>KB;J6%R`7nONoZ3&c0<$PSq9^YIbq8zrz9F!W}?^9j>vE@q7Z? z)um5M7RKGxUXU}X;s)@a)u-h?-)~2yKn?Ql;9z%r-I9;w^qI%A1#@y;&WTID*o}!9+3kzMU6`ZlPcH{NSADt!<6VxSMJRu#y9!A;0ck{Q*a+C{`eJ+ z?Wq%@xh+4(2WK77K5M6&$k(r60+a~~E8)0TXM7(|iC~0Fqf>FPp3&hnY6zC%g=m(U z8zTGfo7O85s33RrFy!N&Y$5+d-QQk1l+k8ifZ#eZ^_?t6~Y+oN{wY<$^p6ibgyA zfHZujP{xdw%G;l!HjwN`Iy5EH-SR4G_$*nSczVdfxrsK$v$mF|4q#vVx3hDu51-PU72w%gSCThWY{9M=7b` z+ynBL5VGdM=ndij>-w;#)Y#DxDX?kG2pyGzwlQY$AID!i&B?o3T*<2Bmja>Dda@8r zS!rwAhGmBhelkveM4gcYumFv8D8eUSe4z0I@`5SvvziVfK*18IS1QYldzV!i-ch8i0?HG_v z$UaVQxXF~U*QYW?K`-bG1Zo$d4ae1(p!iIL1TDUs3uTPk!N->FxIq>L;OptM+N}Y^ zZM<48kFc@@FZl>ZlT^GLMvVQe35-oeObN6uomxo7cJ&dii~;!RD1{5+@M{qNH*EN+*4l`M}RxKOeJ=}H)(Rjb_kgR}+PZ(&2iFfME z4SSCipJ?ie_iB0G)dVlq)|pY@yCfrWgP^+ z6^YYydU1G$oJi%$Q)1b!dzxkK4zDketcJ?N1k=x8hwD!28Tg5vO$fF{>4@B!^HK@V ziiS*`m8#RdCCM{gl|C8Wl_wxnX$@>9le0&N7cKVsH4N?dy5I5fcreaH@Wtd9+D@1A z2y(Zs$d&iPAL&UM;|$|>N2j_Ht)ELQU4p0u>Rok9jd|yH305aOEw6+CBLm(|M2cd> zV^yJ!G-q9*^}XO+ad?GCY8mg%$iOh08}EM)@=LEtpxpo6sWDs2mS4?2!YIz%qrd&u zeShvA($T*E#6WRa+YHCTYc0}v963nN73hK(9oh7mDti@3@?en3?PRW7|9u=NaSz8O z(r)KlosRK8QZA$6nUECWcL&87eMV``cwF!VX1MD6{mB(MmV;=gJnx_G_Bt;} zS{mz|Pw(hPPVJ-GhO~Tv-TEG^KDG93ay&Lt5?McTPil$EKNJe#3@avD8XLL;1g?ai zqU%17@F^^Q5NI;4{LMMr8O%HYlqopMHafjXbkLzVt+EC$L+-l{Xcw13 z8-=HO&rSP{MoOkShEPB1b&HrLy?1rBon(>3jEJ{nAJlY+{2bP_Cmpn&Aj-ksoVgV* z6fio;>ok&tCZ)bPtzywJqU{9m~9c zNMYLds$@#abroxZZBYG^N!k1N8((ApwawG0M07S1bF9^60c?0}J!w1$Q&PSeMGyErM_GdKux)=N3j((ee&^781v-L z7w~4+!0~U|_EjU^1xVV`Y@%%Hmkom{_PJeYdwD%w;rzPZnW8^@ZK=YVi{oQEK(!I1 z;VholJvpdCQ4DZ53GIj%T%O~Q_cM*IsaiU@b=Q?KpKX`bb>PNP2yXV!Xq%2gvc=YF zr6P42^;k6m<{tn}ULi-9SGVzhn`=my``>0-j`f=fNCoZMd@z*(!`Y>lb{AyTs7vY) z9c0YE1{tG;MvFfR-N=!6V&4{rb|A*Kid1Wub5r*!kXH*q%)_)sG0M;Jer2bNzdl&B zm{D*hd-*cdOo)$(!&tw_2%LD{3W5w^+JwdDt*T*PyPWfqvc6-pDEC+Rt6>dmWhlBB zsZKIc_Gl0G5lDBJ8t6joU^ty4Kul8=OTS|1RroS^ z1CyBZYa@I)IotIQgt2CP^&U0>J}9Uz+no|gzCw%xEXy-&Qz2O#+M%~j0`lzD8D8R! zC-%8t@u$vW(5u<=XtU2Q{aIXo~i+|RWJ zf`i;XVOjqbyTBDk2OlwO#c8pT9B|MGg))rZtsP;haVd#H-GhTVdI)O;OH=U_M<@-z zhut%)1G&TH@aKiHBuhe|3rYj(azn&tM#~IuwxkGf^NeQ%+WYjT8yJjF^{mFJV!qmb2@d`!@=2uV0C6yWl|z;31qa|p5fMJxIh(Tr`v zx47Quyg9X-_ZqhawDjGW!iK|_OpmSlVS6&%`{%{?lJb$_o9pgAk4^ex=(w)9UYlt9 zPr61OMuyahD7doNjAE}lh3H@Y()L@60&`)47L!vHkPZDoGvk>)Ll{$<=7pS=32<76 z3uVhU^p+};>LaP31R`X{@!7wMMLOe^^w3wIknf7g7)6}lSn$+fy}exO>R*rs@R+ra z%ra20SajwI49p z_u@Nb)F_NxNs=())ma);(W^h`8SbZQ4*+2H6og;OHWWf{o!T`w_=sE~_i;nEy#k;6 zkJY*+r;b5}IECc26884|HHh;3xYTJUJ*K`qZ?YddYjOg5HwIqf)(1d)>S>4z#wl6R zhFGq}Gx__IBN%z!O(H8M$NtXi$ouebRpR*Jm`>9GCwVz3P=5`I()rUh^v-vnr5zRg z_j(yb@1!5C2TZ-OvvZDCnjj0@H?}!hOUb*mbgKF|7ELi)%KmDpG70EUNhAnR0V-DC zvb1lYF2A*T_8>`_d}k(8DdX$-D0p5?N{K98+r$YXSKofkh>>^jyVPKmWG=a3o8{f%%H;kHW18}n5Qf71*zc_tnHm}BZJYI zE{z}cmJ|M5&6)N*x2-B6(d<1b(NNVuZSrjbVawq)%)wEN0pS|6bbG(Q#b%_JGQYO( z)j8`BQ|f>eo+${zK;C4{lHd4>wV%^)W@g)*t&7x^J~uMCK;g~4!nigRuffz{CwGjw zie{w5oN)hr5c{=qc27W3eUohS9b1XZug-M6b*Cxvv{QXXA4zm@B8#&~ouA|nrVy^s zcmI9{v1kAq?M|y2&7D>*daDzLxRFknx|*jS?{^eZ!c9Gxd74`_;D-JF)+Ld7I$J*6 zWKcTPI`DNY{BJCWzxu(s_Pc;Rn>+#WCi}e8YppP~7tJi&b4pv7Zkq?GMw11A6MzV` zTj*U60yK)9Q#q1n~0O0uO@aFJ=!hhWHl?e8_! zR0WFAU=&ZWgRG8p;9eukXvKG;C$s%eFH=3Y!=n5Sp$V~ZY^WWJX`X1pT%yBEBx1*45c(W4lY z@(LVk1A@X#7S~p{08;OW^x98Gqg3jG7I}ynx-oe@(5}GX7o&nc^Qq$uWiSYp;g7XK z=r2pY5ain75Td8^cF*X>UoE_E{76?34B~|H@@0EJj3;*_GS(iUgeZNgeKiQ=YcX~3 zW2a_G{Orc-qx>Y}k|(zpwf*ix-bl-ZvO!;DS3x)ys!f6JW<-rAw`O03njF2enAF1E zZ7+}1i^v4%wKM=jMH2tkqaX;_vq_NWgw~m&3uiJ znx6Npj};kc8>-0}n@mq`KQ;_pW+QgxE%z}Q7@56nXtUpWyGQh(%|f9Jr21}MUlB(& z-JQ8zb~iDSJwPm*rHamU+b$e@I~HWOYL^XX8GgBcEq^G?M;bi!f4Rxj^2sXV)ck&W zh>4UMZJShGI0qyXYOE?ll~;R_czg+aOuayfq>mjaFa-o609n$KS9cP&{8UK%>Dz!! zI?D?J-GHtR8yz*4Tuy|_H5K?dAwELm+vAY3#cW>!b)zP(zE7UDYlAz5Cc*gV&RgTo zOQZSwa0i3)yN?=9LA1%^BivEndOh-P{J_2giI$+0C_Hf#Zh=%m*wB<&1PipCl-ZE&T})? zRcT2V=ut3;|I021L8(rr1@*3_TeFT7ZT^=YElK8+*1AmKet#8gN1S0~%ICYIJ(GPWAPbQX!VbkdRFr{L8()sB?B$YkV)+P>|e53^Lo<(IZOL5 znbiR{Q6Qjyf!ArtL{;rJ9)CALuw!bOBykiS4pBjj}__otMP`)C*?~RTsX=}nxm^s?hKTzV64j($>A+X{rU1H+jwcU z^0ORps)c9Wn?qr+qoBcw971wmF|ybgR*-sD+ID$mb-grJF8x>wl=bh`h1PoFD9h1< zWG^UW)-JiL_v$;0dZn8^_Nk8x?t#}%7DG)PnL)b+RZg%hclrbc!Y6o@+29tXf*F^g z>z~B6tFBuVT(G+tx8et@CS&X`<8VY=#=`Th_?A8k^#m#{=Yw9)^vxqlnaGb@BtNs> z*#05#u>j6&#`{G`Asv{>nRpIAKZA0|^9_zqa&DwK07pXa64H>o>BFueaO=?IDf;vf zM`(70;~z0CS6+9H<*<%;EzHc7fXjA!!7M_)bjwp$NdAldgvxX(NCAF8B_6B6&&3W?Nho+eI@;ah#J35AE_OXl(3yyA>5c{oS(A zI3B;b><9(R6v#Hd1eVE=l;^7`A6JpdlrS{F;Z*<_!6oFkoBVd5aeL9eZLv`jm2}hSQy@7;*e! z6-ck;Q$Qpr#8Q;(TiI711!_nqhDUzOrkyHmnvVrxgq?&|X!_6tIVd}c@!b41U^8oO zHJ41Yo>}Ad8h58Q+~&zZ@&W-B@4gU$aLW9Xmu$Au3{_;gl$J?}l-5u#D+}fdqe0uv z9%awM5JRdTzOmmn0H5Of;kDSogthuR47Vqo&QeN4Dt(N}s5rMm!k8ZI&ij>6VZv^J zONwuc`+Y@b-}!ttdiVT-HTEePl-2!4wV0OANAOyEOT0T7n-(F1XZpcbT|evkCLk;O z3CLgq*w|l0vpr7`qwfZkz265927oF211LEXYM+P-nLAZO1>;bva&BE*DNG z_3;|{^mRu$!melf?&pR;U*4_SsnttF;1ljX3*9PP5rCETlx^skil!`^LIMKKtIK8+ z@ssHGqMB3EpW&A{;?8Yhc?^I%Qz#QhR|Sgm`->!t19nXP2tkw%MeaFG%Kt02>|-RH zY-MzeLdx^@ZA#zHq{*|UY;2GDSuRdw)(Tv6F&a~FuVs2Q>&)NPf~w&Ufsh)=dKQ>k zd`>kJvo*FXuAj_I@xFOzQWB4kU5z@96*qDQb4fB0saMLZ|Fim_m_BN|>|Gl^>o@k) z$AG1wC*=Q<2sb=)HIb3RuWp&nOSl*I6LL#x;qq7MOn11A9J?&s;Xe!@K(!4U64GsaM zovFZ1{RJcbd!l4`WPwU2bai9~u7CI?)=(g5g<_Q?uy>;S z=xP5Veowg;W17`@YjU*T(Y7K-H(Mi2D3Y|*K5+)*n;!jR+%l?n%P*ru)mGPv#}Q?{ za7X9Zc)Op`HA&mvO$t?4Yd7PbP~9`^y%N$4EM-Ri#asSzMbmj6P7j1k1{fBe9~DkD zA6A>aDhYOxe_z*??c8>IcWD+w?l&6C;POS)s?s9|8Q1u<*FO~XHJo(O_o?ow0Y}L9$x4y8 z<_ocMb12$TsFsG4=u_AmmTelMd9rIcEc@Xb_5Puti#e4mhY;9V==nw~ zhN<=Nh1Y-^%i52fZJ)Q-?}^^Yc^A~mGAc7LdCPT~Rq!$$I&zQyQZko@GkYo{;$Zxw z@`wa8dQW!3Gh|h?FXmc~q*abOloq}1vHlV-);)g1DSNth7THe2xVAdUWY9SjUG1&NtC-H`zf>=s zoV^Fq1Vx#=%yU+9@#C$e?Xg4wlwyBZKaaO)VdiDth5iDWY)mHp+Pu?ef(GLN632q{ z2UU__6~ps9NNmH<{gAbp=B7$C{{a8oOF}uAW~nqE4?1PgL8Xna;>%q9i|^X->JB9< zWIEn(=7q6(;9eqBoc>)`7?1q8cUS20PNBE~R`qQ!j{vf}UPbzvrFlz*UwG+Q() z;eo(|c3Z&RMfLJfAiW=LBgBPQSF=`ha2pb?D`ZK6DVtlV^*g`v^HV_3a=7Q~D zhJ*4*$t`rodyzv^OM7sRX3C}wv7L#r8v=>5v*UfEUHU;am)>SPU+wDlX@v9s z(4Ikwsn6S#-%|~LT0`eN@eX`YPur6jT^~7T>pwL&(E6{IEIQTOts9!ttZd31M1%bn zj>vbBZH&lT#}>!m_V?!jQzez=`>C+p*ARCp0tNldcPjbDEDZ7tKtG%Ib*^-I-i0ny zd7o4XI@Vk2-Py^F-&^8H^P-^t{h1)U>HXVg?nh>%GAT;RNMmcmh&*~xyAn)kK1{54 zdDN@p65#Gk8;MMvk^DZh0=flqLgl-e(HT9|_-${$gYyL$;H!8l^9Rq6Pwu2gf6rud zrMoPCF#{E$Q;ksW)A;L66%b0nIplV~ zPchST{BR4Cm~qY}|BWw1Btm&41hG6?h?@!T@(JnLm^Pubb;s4{gB;&&55iM~kK|e| zPNG)3jsw>7h<5Yn0thpsyW*<-zRcpVqm_=1zO2gnlpQV5F4O59io*ZDC6Zv~l40~?PB+R-0;$QWIn&7m44yDsX3_U-J~&-j zQUHt>i-#mGboR57ujkd3=}$PzS+n11m)_^U?R8u&aq{DQ&!M^=V06JyIk>ZJ`@6e{ zE_8Gw6)-fT2EDRfQmSQk_RW4SNAgFW!7iR59>;{zWD-^9Gq^N{d~h2M)g!rJo>h)G zih{a61u#C@>$Y}DbJDv#!o%MUMp{qnfSzMS$vWcgsAY=z)+Uv4LySY`L!>giob z0GBUjs;zovh>Gqym!?S`^fQ9cD7xB<;F~~YYsZu9?!#X%nOg7L*psXn0!LkX&;7P{ z$;GI$;5EwqRua7jvqcFdAZ$ISP#49Vh)_AEQ+H=CeqRV@<{tdMV}Mx z;a}px7|B!{Gp;O53IrqWqQ%%_gqz-(Nf9S^y0_nz zl!H%e0sACXYE6s6^l!Wz{kra7bwyHiIPvKj&BvGLPcE}`@*>WK8mV%vpil%hY@G3hb z_Oh>&{x}eb=OQQz!M}{`U85Jfu>8UyHPb%8IiV}-ClJZGIDFQbc)=WTm2kv-5DVMk z@8~bB73hFuli3;Y$-Do6qQJMKS*y>^Sg3Wvr~QOUEU|eTD#Pl~%q^w)&Xd?h%ee^Q z0`?JKRRsm>$cPj?Zrf?6UFd6KPZ?-*0FrCMXR#RJr|2yM7HsNyK#PmYe0(m8+S;?H zc_otLqOy4m4@Q%g&T6u%&Z~pXGb|@_dF0S$9?qQ7Q~SAQwX8aS1NROWrp#~^{;ofr z%cFe0^HQB&1q0C4DgnH29I@m9`5|#vqg%1U{!dagB<8JhG<2mopw6Qlagix)ZR2;o zf7vMty3d!bl@9iV%$q=l~POqbF zdlW9xZ(E>cVk7Tmq_50{e?u?Dc2I1eLC}CjAIkH>U(|a&5jdD?>)nZph7A{ku_6a- zE`w3Hp>TLelJS{x?l!I0TWbQsE}thp3FxZr2I2bWy6HwW91%I!SND;fD_daR)*gk6 zXcVr{W!sD{-4!mx$s)U?v%VZ3*j5aDa7;Bd_Qofo_m#l$zlX#pLvh>c^Ap;Ul3_|B zG$RZ%XFr^i+({t14;jDYeJeZmR~Y}a!@XR0zoull>K!cfZH zoz&f4v_~Mmr3G}rD34UZ(EA-2$7VSAc3s6rIiAh_wu+TWDA|m)XRC=D`TcgX>wD4Z zya-LK$RUXHN;!BI_qVACtc})JI15h78PCrhFOHHwfF7YpYYJ+32@D`)y{G38S_6%NScbd%cmMA zu4Y=%sE_S{ObtV<#=8m9?CwtbX4sa|7QeJlz-9CLoZjca z!_e`wxA06nzsB;IJyp2r%@v`YMDIozi2|P9VY{KPb8V`6;QB9nts$d-d*j8XZ{@BPug8c8`6&t-1bB2rDPz z6=urfs7r~f16G0DWLrb*$)aYAshZi=R_ks|SB3vpbyJ(Yg^nb{nD^xE{dm%SzoDO3 z!uu*1GmmGw)HXKUk3aac>Z92HrRJ@yO*$fj<82sRS*hzC{^Q!|gSmTKnKRyXOb|BE zlyVeni~iOio7K{7JVgn{-2pgOtKK3q@Fe5?obs&Yw!&j3f$UjK39+~K*J;g<>0c#U zaMgES z*N`sL++rnHThPp*}CPkyADKD6_kYqua$r)Dsu^SHu3-8(;f*#ka)s5MhGQtY6kO2 z@DVj|;mAKL7WLnTueq6lZxe9kKo60U8B)&@%=k&2x==6pw=F0pc@GZOI|S`9Nkq3W z#(wX)I(Osj*7C0abj*$DuH~Kw2q1>P!KPN9onzr9W|s*jtBhp__E>DFFM`%Z$oE=N zs?1vSw9KBn%JnHz)&9BO|0C+E1Daajzj2j|#T74b>8m(EQjw4tm~;q8*H-~yAT^js z4FdxyX{iA+Vx%+!0Y#-IOj=rD#70TSh~In0c7OkJI6LRO?-QTr^Tg|GJnxi87nnBN zu4k-#aB)jYk2+jUIu%Wnp2t{8FkG#+<0KT5W8(|fHfoh4NP(_8UfTYFRz%I6`4{__R2CH<_qZv$V*UqG>8i3AEOcrp zaJXQR`%=E)&nHDt3x^g`s{bj>Mlmkv!InnfFHkL3B&`RVm4S2!DrYnq^p@ zHqXUptmeeBzamRd@2F2m=`rCa29~3L(Txw$iZABpA25}z%EnGT-6g&$Xa^zB5u+@u zuiFp>S4q-3R%J5D{xE_TB3;`o^C?8%ZkTtWT*8NMRDUeD;fv)988jFcBZE=1G&AZW z%O8^?-^JU{Rmq=j=Ra0zaOM*jAqW}Kw#z=Z8@P3>`xaXCzDo|DgAA6OiIT8KHsS?V zoq-{QkxP?VuoF<~0l*Lcfe-IRQF=$uJG&7QJ8K^V3RV6xx9$ITd_OqxwZ<*K3(o=* zaWE!(+qZTIJ8x;h2@qc0dMUB%hvSxQ%?Zxy^Cf>-7QSW$%hULp z)wsDv$RgSNP>J{q?(bn^r%S^OUt?*a-=H;xHR^e@c%|ZvD6f9QM6U2bpqwVRg3;HS zx-u>Q?FsJMp;9DT885DPD>!n+Xn^{&S;^pbTd{raRJGEZ9lX_aN3N^tB1hEn{ttkE zLvwZMP2#xhv9+zQh!OFuXbsRC4}yD+t+X#G#Y1|fb>e3v7GATKn&`jlAqpb>!wB@~hUf%eQiR&iV3*Ts4tfVjc!{z+RMjpjvvRq}#G(hJA*ik=rEko7wRcJP^) z^3Z_e8y#wH*n~27TMcbsFU|0doBLOVJ&TbE=`i@Gt?7ie?y4RdB)6Z?7tQ~C2+OE* zBAT#aSKBG@-P?yX8}>q}R|awk$AL?Tuv`4abrfz_cqSRAlk8WlSU1rIR8b7bn({~p z%ih=X1$(Dgz}ZcJCwN)9;jUA9O7l)IUnjsErQH}RWQxMyke zs;*i(uWGDpTuHzRvja<{Vxj-E)%R6rbahNb+_7PgVug6-{U=Bi3173a_4zoLlJooH z4V2rRN)ZS*LN}#aMOEwRdF9p5@c0Rdig4r$7hl~h+kBu&IUmhxcDxK!UdSdE%};m> z(XY(LbtA^3_`ZzYG;<%UN-AUXpnoCp9d3Q*sejKZ zFI4P*p!Kcb#H=GH3fGkWXLdjRB{$h}i}TD?@H<*!)apj5gKQ=jaf{iiS5yAglO(Cn zy|)k?^nBNHYoFdA7^>9!O7!WD39GdonJIOL1_46u*ut6(CLQl~=c5-A$oYJ- zbwxWZ9sn1QPE48Ly<2`D^mT9?bLu8CUv-gI;8r-}2}oR@RH$9cZE zx=}A*Uw5sEm~nNx`Nv!Pff0C(eBni&c&}vse&o@iVfWlb0ZQ`(_|Y@?ZznCW7Cgz3 z8`NF}BLZgOA{{zad}#{voeoiHGO*nkStspNvp~05MK#N&wes>aRSqXC$7{n+uWMMp zaidF6#h0SafbEdNIjNm@mN}^tfrRn6Z`TFrG65@0^u3e1DQDN}^zVY{=I1HiQ31v} z+>25EVP;O%-ok(|4gg>+ryCbS^RT$I|f4H!B^RMgvj~+*f8!kr)mYJAq3aM@0 z{C6Q8SXUabio-q9h^{{$k-tckb{Y!rs%89tmmm21n|s62gH+Jo3^1}tyfn^PTK*TO zKkscVd0*+rK$GIwBxc%KYJ3!2F|2-MDeo#h#?}$Go1d|=b7%_1;<&$$2EL`63n@8e z;q(Y=mUl3XBoM!19NsdPa?+JW^Y?*YGwQVwE&RU(;{iVk%9p>uQ7-8klpyx|GZB`} zbilS9W_UEBxZ{kUrs{G; zU4A_=qA1MT{B7(yX!JFSF`d+1@9sGi`*>n)^kgSDFtW0Mv$@fc;)L;4&rEg1N$44G z=np*e&+8iAH7ExBLfGT55x`3~}F zFVP3ZQ&6821pX@W*)&r40;Q=Hh9M(TLZ;1$GVb;+)f+#sJYbU#Y3qu>aFtqvKZa5aj zbw=f5uVR6(kkG0*D8u$)?2kA=?4EtACG3_9JPXPy)K`oPC;4Kg`Hcs1%y*4vZZRK$ z7e~Uus3+R@J^)e0cX+6_N>!WllDZwmp{jgjP7aDWfa9uo(D#hB^B%Re`*8M%Ci)yF zDBonw^7CBKb^xOX0pUnOp5M)s3#%8jumHsanv{xMCfLRW&A%;=YnwY6P981GSaLUX zvpn7EV-$1ci59^i0=2T?D4o#B`Hvzw)Nfsij^lyFRBD;Hq2`@mU983HU%}ARhf`_? zE+7i^v@l2Q^=7I@%{Ant zCQr{Sdsnxm-JUSW)nlw7yv2ISYqzE)h*0zHONoh+U^=dX-EuYPvvRa6+L2@G>J2Yp z5jr~vyB>}{8kY767_5ANbmSFaC}j=NMN)~jzSrO^)Ed8gr0PMlJx4}P$IB%+CF0^S zV=uj3N{WR_`^*NQCb`}FBMF}>_9Rm3)E*2&C*v7-d-<;QB>q?-8SlDWc#VD`6nc!# zOO1~UWRj2bA4i1_;kVk?3iDHp;zLp-fGGp~7g)j}y_wcSg#|h=Db$w$!#c*cdm?!`Zz>N7yWOPnX`BN8Kbr@f0s()QsZA3u5EWB;KXXS)X zzwT0}3j>xfhJdNVP)?8!JQN-GqPC{ayAz!PzMm?@{xJPj6>3Z4S2xRyjAPzE`hmNOJ}(~;6~CZ3Ee08? z>zie(M*8pE_`O8B-87v!rKBna$+)8vM(eMR(XY#Z@W@T+Xr@5Noa!3V-EMdsnKdK@ z%|`~j?PeJpfFO>SMg=MZ5|RZX`!3C=sj& zFf>*J%JDUZ&8@)?TmRds^W4qmup+NPMA}J+f>ZcPsP=$;3y(b`eJ0Jaiqo-GGR0Vz zxrVWesYSxSI>uZLy>Yc==RWV_rm{OR|CqYX{VyW{6(VM3jW}oYjsE;OBmJj_uCP zcAm1h9f01(^Fuy&{G!C_XS>N3aQDnmsc)u(}l5@9EojT;PB=_oQu!$ z9MxK&o9hBYTZ5@=)Q~1pBT?HYk};S4IT8sT_Q z_~ko???(YObto>!!uDj81aXcmkX^#|RLL8GAK-)E2Os)J{t_#wFLevZ9?y^6>C-Q3 zhyJJ}3@R>8aflDyZqwuC>v^*Br__(NpN{Luf2T5bdLA)=zd)?=L+quUl`p5JKC|>y zei#C^6|@vj?@mFHm=*m`Q5ggCMU+c~B zf!b=C9d`z5kfTQBmeQFpcxOO;kT7*L84T>D3AYS7Hf}4buUn{7X5mq}#mwo?OCM-p z17M}Eud1|Sg-Q+=_kQw!)IqX-!VNL2sON-gkTXe~)m;C0qlhQWtK3K4`wsa5a>@P1 zewHz{LIRMsVpeGnoB@x+r#5ewBP&ax%U|^!D_r!>-tXVn-8ZxG{o*X%GC>R(IF2`H z5|^180rej@h%Nq&^I$414KDR&E>86&!as0MZH+r$`A!2%lPdH zmYwabe3nINP(ov3Q0Y}?pq7d3Dy}KwlwdjK%?*WlVDv2tP|Z}m%TA}R@yC<;_Jdf+ zvlLok(6Qf^KvdH^pE#EDO zw}Vha2?tz!CrH~NIy})SHd*GW8(4jL4sj)PjIzw1h(9uZgzz;fXobug$}ryAq6wxWUGUyU?W`8l z=YD62%9k@>ei04$xVjoRkY6fmR;S3N!tH%zIcKpGA`FEu@X$DOp)2OiQS-p_>l(v7 zjF@NUp*Uj6;_lTf(HOzec0t(T;u90SJ`7Q?Ff?dFJ>Fs|;*cp?dDQ7Wltvr`sNTxMC3-&k#~JkH~gzLp9*a^QRbaN3Wp1aEXkfvdgqmg z2ajKr5x*`EKHB#{ys7@!JhB9q{+T7uppEHP1#da;h6v+({ZMm#th&8#=e}ngd1%o) z4VC)t3*(Lz)hN~8CPV%?kv%b~G`vF~IHR`Ms%j*Iu5dG$ZuDwde-ffCwR<5}2uHR; zvrD&)fyrProkP7GD6&tKJe(0YpKLuGivqPu`baSFm!_;U*80@g$|#IE>5c-y(V^JGW{rcu4Y`xOIbMgZ8lqKrIs;iOhw z4Jsu>Vhm{%^B8F1BKr0i{(q52Z8?*><}#lnQk@RIbvmmzht=(h{O{%@7EQ;nY~IeK zY2{mWMQU7us^+wc4&a7YH#CmV4{I?yx!j<3cQF$xH>fjHSUynAPjg?s@0nopFca_2 z4?@IbsOtxYQX7B9$|`T<&nH;5oOU=8q38OlI@*z!=_+1CGZ}@N@e$rF@nkR+eksD9@-0%NF3qAAk?%9$D`; zJ9|~@mXl!wrbNkaKv7Ikj42N3oF%QX0+ zkqI^+Ey9~J8J#(*GnG2?Y&AFKCEt^XbM$?d{jh+Wkzd=DPK`RV2f@vgZ0p?`zvcUK z_1s1dR{o5g>OS;l1cIAC8Ufr?mK?@eo|His1tv<3dNdmp@~Y9b(8WJZ`)!Zg=;}ZV zCu-ADZ|1^3^m3#)<_u4Yyf3Hg<_UQ0y%@sKq~VLiNxFX?Y;2IayO~AIaGfYeYW*x= zScQs3E&B$s{)&r*_3{w{sJB!fSGG`~m_GoCB|9Q=rqNH`MWp;zp+*K?Po%5Bu)Z*C zAn`eLYB9}(hM6S1@7)Av@bE05&9}~2Os?%LNuHtKULtij@ENfZ8hNKNJRQf}bt3uY z1=n-rl^^ZD$e(&)J`nnPVE7@w=BwMSTK+%P{nA%;j>jYtuo;s`B7;dz;(K)adPYpR zi6{G=nViM-DR550{-S5CKVx;V-Pv|wy5%x>$5q3{(f8)48)-lF6X&`WwHCj2TT5+* zw5{mPP)C=iOfU-b_xe`5ghPYlF%Pkbj6L%vdyt2KwlRyFMRS9Mt#f3)shd@&T3XG= zuphGa{4w9vhSm7KzO_l!bj$oID_$Z4k)ClO)ZQ1tRkDd`ka7^}I}v zrKV`Cj|g^9YEGXabT33vH?rWVufAV8IaXwl$8(DiHU~u#kkTdX9k;>Fa1_yuSE*lS zVJ-RKQ*^7!`ca#r12VK!nadLz_-ciz@C_z}UthEKdDW%TQyJ%)HTfedkns?NE(JTz z{XDr&E|-dx@)nEvq+U_c`I37JU}IT;S;WudqP2G(3k|29I3yqN%e*Nf3fbKbiqG3I zQ_Tz&4~g#9D9B*Gksv|vsQBHU`6p`rEyEQJoEOA9~>%JEVv>W3-9RqEAo^|J+V#-+Cu zWqY;6?4PIAO4&K7m`tR{zJ2vO7;o*-6)!ISYxBVBRrn9a0*qZIIs7X2#C23|tb&v- z@KYV-O8i(n^?N6qi=PVH3@ujv0g;)3Tx5?UhFW)3Y}a@mDE}r+(30Lqf%MLS(gkU! zpmS}g@KjlZzbC*`y*N%hc&B zGltLpOBq+-RO-#8=VFg1 zmI;@zq07C3N}_QrFrf)qRmR#6=Om@ostu=d7kiyn-h;%N zwJ4>*IbVxa!~sBFC;&kQ42tEaZ_jm7UX$+C7^I}J_0H9?c>)*)Qg?G7HkX|fI^$ph ziME_k^%n#P31tfL`}yUHGiY>AmrmdpU#G9Zv48XrIh*|@AzzZ^2YOTX%}M(#u?TNB zqsxyk*t|SC3ae-Mr@1?QI70dM5V>SUls%SJHLnw1n|%a(Ukg?W#<8^QrMHQ6pJ*O!{aPdBzOAj`l|@*E5z-3q4xkM3|RT) zPuVuOnCP8=nb3C?2V?Tyec_axnXh$RIAGk#8ho}}mJ+dTFYrtnZ|Ob9ec z@I%b-Lm=WT5d|Y^O<%3jZ$&QLkfB_I4w*XyU?$n-!dt_R+K>YMi3P6-#y|HFi^?+! zV+SkK*0Ra$@kvqDGziIwR|;&J&nCt^1^jc5633IjA)EGc2|+!eQr{aELNRAo&As%h8U75u ztGpBx*aGv|n##Oe?(IhRP;P_YhLB>i?FaSmlXY;o}(D@k>90k*!9{muHgZF>%mv3_WYcM`Y z3<}PE0Nzd6YQ1~aa~36)>Z57Abv8ATl$?~n0wuhmH%{eRz>NntG+S>{Go>5^;U`9= zRBWM%p0qVf<#Mj?ZH4){N5o1IZe7t?E;CWYB>_uuYNBh6Y(-sV<{C}w2kZ-QnL2Xw zxQt1$uznUoC)?1GPQEuZEG$%&uPDbWq$egxz1Al6Ms`a73w^Ot+4`2GIp7;eraU3l z9qJZD>_Sr6^qLh;{HpfJ%0_u3?&YXoaPm+36=LgZ&UW%nonoC(9zCt8DONMvj8vtr z3t9v|eL7_b>^{nNqM!|V01nakG@ zFL2jb1APner-&Mt0Tu6FgBk4bkz z!Z{#vD&PgEZu~oT_o7aOOThSdwOjTVeg?GX*U%Ek&CCwF6qd?h)Nz%-! z&XiI~24XS7`DVKSm~qLzuU7#Y?ELe*m#EP*ek(+9q6V-snNEv$30T~h!$Egeb{~oL zh#tQUf&SU!mc3!485VB+Ksu>slv$P~#u5?DYnlIJdImEOGNU(fNggVz{!P7Xvw<@zlQQlUk=W0*PkhLEbD#Xji zGWc-nq%|OM52kPvpJ(wX>F$u&^BDfxttD2Wda4xhqf5g&1q>Rd>D=f~O{>&W$0w0T zN1ikv_K{0rQK;!IJo@l~R@Op*m)Y`v0$i}DnUZAzLzhp+Zv8{nFObh&zr>K7xoU%T zMPF^yQ_AW1%*rgZX)F88%A@g@`*spmq0qJ}PZ-q85W8(O=<+!L|W z_RC@+j3eeG*k#b3?R{~js^Rw3UovJ#jjPM!e)r$4geEi4F!j0w2tE7K3Dp+gEjOlO z>#~VWIt=SSZ;gw_CAc`mT-Q~}FC|SR8)Z9?t_{3n*yGWpqHdqs3FVePeycbvp;mRy zl%XtCzm#f4Pe+2hMS3Zs&D94PBOsBW#vokkYCvJ`Zs)vcfK93&+=yUywDQeDkEa?->Z8kyl2%aSh!2hA4yq`s+;NE zoP?tKg~nI~y|%&MD~gFPKO*mMmDO`WM693XJJ&E7brG~~snF+n{G>nLplc65X85dE zC?%=BPcDTJzHhzwd84XXtri>Qx7B66R?xztoIVHXhJD9Toih9TdL_wE(*Rb&SBTid z=B*QRpkNr1p$OM<8y8pm^ZA<_p@VVsT7Te1ud(yjaj>?o#rbA+<=Rd?pCtCiO)x$q zB1xs*{4Oynr%7G>X}H?pYu{Wi?9j{qiUp`=+4&_BINahi;kPjN<_&B3@tEJ^|J}V# zEXw4W<+;{)BFQXRa&6M7xf#U{h6Dj#=NK9taLgdgw&hy$jirXuSND4dTT`tq5+|0h zEuK@^M{et^ogDkGnrzNtJ=+g89H+K2!YReK(`Ror><6yD%regAIxn z(t4Te?7$6rF!pWICVDHDuj^P=nPi|woo5i^&pz-SN+mku%>|~)P@>S`Xw*(j6LD4b zKfUUoBb&I`DH(KNI-4`=o%piQL$@IA7xGQZ*;uYkx%{WT#z`0So;{coS(js|#`4a} zOey=2VBpN3Gy`XdFC9mhMsZR-CAWuIWbsEKVjBGgDpp5WOKJ#Q8=iKs91>fS=v9fY zMO~(snbe{v$nkeK$@P&B2!^lzs~Wm=r_eAvLA39%csFS!Aoq| zL{lH4m&mF>{X(HLgPF2*w9YOhR^@N@+F`zgsrVardb_y9o>ithq)ST1)L3Vh^)H(y z_&|P1(f@9H)Q7IkCfNHC%(~Susdoo8Ew=UO5s0mNFK)(Vs9X!PEi96GiLn-Ob@{?VGy!a{M)Q6!I1(bN` zhGJ$(Aqy(b6P(Vm2u>t^WjQN~GWT8aiS4~gO)h2Il~^|{=gK7im2$))`_R$`Etl?H z)U6S5K_G@?Nww00h?NYrT;o?Ljqz2%i}$OW{fNO@Pi=ETjXB()kFG$eLf6}s)&iMT@Lw=f%Mr7E&0`>WBYR~oVZeDnm^`#=2>qe3` zVzN8y74Sk=0B3dyWtv?mh7BjhR%CaHWUwB#?1Q7o02QNth%dOE{ud z4}42-PM&?7O=mV?Gu9YFckras^#QtjDzanM zG=d2;+Ou9f_cZ)PJtedNP4D9ZZ@x3oRkW);vRQUB3pzZ^K+Y)NP{_)jcx`6B%Ky94 z?cOWaPzV@)8gyCBNQlE?x;nlWQx4{}!$~)yh58sIi`sT%af+6FJ#o+YO4p&<6L-Ct zuRw|g3U|Xnc21H5Ue=o>QZZ{WbP^bQ=*!dqdFFRY*~vKIcJXAKVpY(7+(`*}^J z?=ZUd6y4+~j*Y7lH#j7fe`qkT_bmOXxAB(#eQGNbQG~9o+jVNK&s3GRI7SV&WQg31 z+d$~d5kFeFHHDY~92@8!w6>YHy_wj$94w;6gu2loRHJtVs@orX3+ncDZZStN?^v+p zd3F0<)WeyAL5m@@bkgD0Y~BD7%}2@SMcZa^%kO0tpy64N+nsYP5MJa==lSH29~CV7 z8CH@VDQ#Ezo9?L}4&@0)j%NySucz4W_b7uqOu71SqQjr{3^(%qFgNP>r4Z%t&|gHe zObAQt+-!u-=+>lAL^NY$;r@?OR^;-+du`fzG8tPJy zl2}znA{dfl?!|Op&%92e;}5;8nu!n2jL=lTI3^8Vap>7X_iUOY{$u)2Bg&ufm%E7C zqyN9m%I@;1fUIsJ*l>_~;RaIOrtn#2MjYg@oPE&PLVJ+R@wTftKUG!GAe^FF@MIX4ep1_vk$g0ykEUj43Y*eED= z1q_@;PgharN38}!5ySB~)o8v!Zf#w>9ZM~HdOnb4(3TckB$byW-y;TK|5^7f<+LgO*%iq`kv;0DdeeYl{vbCZ&qo#K|^8 zlpUl!{=rs7h^gF7X}5GszLt@w#QR<12nLZVP@7SB|HW48mbNC>YEkzMi!D0XoBI(h ziVFM`hgPG7im^(DUA-TI8noof$S#+|mS`@w_++G(|LrYKDW$LPKiliB4Vy|zfZ|HX zBzq_!^-}D<1ZOU2GEt6%3o+z*yb7hq%bO>|1-FYsyJjPHau{+P4wY!SlNXd}wJnfg z4F`s`o|9d5DbUG7z8-!N-^fZ2=Xsk1*1H#X9W~6i!sGG-cH^4nhesKzq`$E;Q#lb? zT#SMhi9d&UY{UG z&WR=;+r_)}WCWMd>rUzR7oFKqe$V4eNs+VInKwgQBT`FVWw_EDnJ1Avu`hFzhn~=B zm_+=e4@=w17FkMU2lM8@hD~}3OA(YZNJ&)B__icJ*3odfsS}lrIIa_YrN=;mX@93V zMK!z0S{kp<-dO$_UeK1(%Xb#yR(OE94FzRF$etZLQF+c7lh&Te)Gkh^V07SbFzuVR zY!3Ot9ZmI))dB&Brp{*kov8+IcMxrR4IPnATc^vQyR#=_kIhH=f=2G)euD^i+ojDJ z(1pRc`%*~V_Q_2&tCiDp0G`v0U-5=0{-=*4kO3(6*MyfW>c}i@~!z0cxeyoL96!(>K=JijgOf*CEV^F{_7+aqXdI(fYo~-)TJn?8o zE4+RA;hqH@Gk7Cp&J8~h))oDT%*f*m2MMvrK> zl%5v}nM**T$$RJSP*%I7bmxq~)W$ToR4}WCS#JH^w08oT~7f{MVq9*0*Eyc*+F?C28~%;);hwplIA>nhz%-4XpuIT8_7Sf7akIBQOe;%8i5Y$qM?I!l^P_bKJw1*^O7)_z+0t(oY^TTdo2XEe(HSB z&T&4HH;KlE4`r_9osh!^1?d${{H{O!S^@$_JikijJ6AW5+e2TcPklK~Su*6jSIxM; z+^A{mJ7@D=;sYT!rEkqaIc^NfF(pKulE2yh@|0w-j@k_{g}RJmpl&U)EI>Me0uIEb zsg|ckR5g3s8-<04zNlqpP+s+4Z6E$Uws3wMg={gE8Py!sbNCXKIc)ZX3nbZS=wL;g zB3;wv|7=3drREKvWkwe`!jopBQbH2D%{&L*9o#n5$T@GlC?DUQ`LfhDxzQeg5$J7Xl4R$3*b!Q6oJ&P|mFD31FnCI3^hZ_WV+nFV1RO4%m`PGtC zTZ1~&vKrKKBa-=RbzLE5ktTl*YZUxOavAA);_m-im)zQ1%EFW(%aaUQp32%H6|crl zv+?=SL^rp!rQjCcew9F{7XK{eCVKAZ&)7S*Zf4ONq8;pSxDD0AEINkQM#vaT zU5ASkoOE>#mAjO$;_bVuvx&P*LyBW_)dkn8zj0<~^S5A-V-`pIKEI`zDhH4Rsh3<6 z5i2;dcBdSbnU(dgeVdQ(2@8e~y)1F%xArHOcI~BTY4QwQ%^XS!)4rNGTkfIZ*Sk|M%2&&ny>*%M;KYdpIM^d-|1rDZ7d%X=J{%s-gaWpyLx+LOIJrGRQ2PQ z$QqbzVRJ49{utul+%)oj=X-4Fu7Ew}uZc4m|3Rf8(Ro~#w29}_fzY0#|5HHnHRe=c ztD7{88M@&OGKd`7&chyIU1G&AxCU`apxu36Suxw&xe*{!9$+6f+;_wgezVI~!_0}5 zpO?QciEcUYLMru>pOdloYM1I9i+VexM@0(^Gy1B*43vG{(E}N62N*nGv+=Bs(2CDg z@%Pkc5l2-S$ukXp{!NJluD#{ZZQuPmLGPW-9%tDD2nk>0hUH;MwJpKSs@!9e?%1&4 z+>NO~OfI5TGVGb+j2}|NvDMQIq$`*wy4tI{Z82KmTn;(w$ZxIuSy6c9%W=n{`Q5Zs zNPCsJ0VfBiAR>rH!?a5 z0+N-He#de)?R1FPo~-4T|KInUDS;jLU#tB^oaryQkF#``s4~ExKi&PG_*qAo$8c`G zXxvcv2sasa4lt+$aRy{R7yC_!^-67%ZUB@59=fVkEBG|x;M12uQ6{bjMnqHoH_C=6 z#3^0+Ll}71PxixaDQnh}EfhDd<|@PQv4aXu3+J!UVY1Id5Ym4wz>Y@;RdM%>uD0tF z?LY6^5n=<1G8?1YbvNY(f4^s&(%-S*G^Krei{b6VMQ;%~eQj4;eqUZCUxLzRkg>ol zpeS2^Ac!V$(Th7V^LJZi%-0xPjgPW{;J2<6mZEN!E|QMbH3l zwyd_|C$wgXIqU&z^bU@P7+ylqY8=(HLa2U(MqZ>0_u>f8Ly>B>imbRR0W=PB>fv^% zg{5}x=hn%%&l8B2tBv+^qE-*A=RfY3YOfRt-{pLEf2=oe{)OKRGxWOcrpn^T3kAZF z0+Hd*!*kUP9F9~dCqqV7B2F*F^3g43GV_Yv(sF(8deqMWB4PwiD{B9`goq@RvcdfO z12ehK1r*0}X}HB^(Bi#fe{(Q){aw%lspn}J)p(l|)BnJp?-%La+bnCIC^Csrw^v!~ zs$E)g*n{*WWTNX_JZRUgS=*8OQ4Tiqe+C@sWdI52c=z2IdvbHI>yU)i?LMg4zdazr za!g;vDkrDR_LH5=mO9Tj5-XV5OKl(#a}^q2lnHR^_6OwO3i_CTW~6k&^UL0Y zRufvG@^-4t&UfKwjSlBgTOG=ym{p`pB@GW-iKVjR#a{4g9RH^uKkMPi8zoRm-g`l# z+?!rm_L3Yj6xAg8{havui(pgdvkliQH!h3VKmo%1+czP5%g!31>4W5fJGoY!r#3io zO8-c~3fn@y17g>M?=rGKC6#kwIs&G3Z!PBn;sT)nTkdQf;gN$bpzW8dA*l}UKpqEYhHiQg;3(M8}Oq{vDY%`oLt?`2kAvmzodXw1JAGxHW2 z`pa3KHvX(wAYQ}0rF`4WGwU|HsV~+C8Yinx2|tYg_S~}U&TDXjsWvHRu&U*97g1VE zLoB@lzX=aD#YD06pw8R^x zjb+~xnM(GA!&}!|AiS4+87ZGT9+{QByIn?*ZAol|Z~J9oyPh}XFu7%$ z|7Xd$cq(uf%u9X6w+r=d41o38J7_6OGT2(lleKPpK9Ou?(dmE?gxiXObKF3ic|RDb zwq=BIn?C1ftsZaDS!bTQ97UU=2)e}cawP*A)bmdDpS4tdqV(wlgj66#rdxTZ)lX}$ zVte}g`5C?}W4HY=R*>@AOPYtJzf8``PxQ{TqmXzAO7R{av93IkghjN-+lWl`3LM@k zN8BIfpFuNDkWw-2pIJyHsB(dTJH~nwGtCv* zXjnjH#1R-BOh_EN2aohpf4#o;{v8jIY5IYwF>Qqv8}>t;$*@wB3u#ZOzZ z0wp(slK&mls5~$!lAe-YcrfO4bTt5x6-NJdQ*~0VY2H6ib(G>qNZ^(y1SQT0qPjvY zvyMtA3laV;?^}EsMcp1>AYYqxeWVM0xXy9prjjeREfFp_P&DKp=k6R`@Uv~o?yrSF zEcEV4#-x&0o~FNSsy7v-Sh$f7WRRGNpENE;&IJ_xUC|B8r`}ag8Vb>JMPf9|<(htv zfthA6?$x2Qrmi-1RQ+J0EPmw{CMne7Gk(RU^9#lzZ0gM$p4fUg?@SNmU0gAd zTEkI-N=ljIX|~;K#qzNPDbp5rEH8`z&HS@|bKItrq?@s`tfX3dV|BuhX2>Sl@cAEM z3stGiVg`FvD&kY;&#=1|_l`h@U(T(0VkAm1QI~X&WwlkBH(E`7&Q6`Q#QBXDIVE|M zN^G{4Dp{kYPWCFD9JZc3G^ALEpMBfi#)QO|0=19aksS;oEb3C$8elrJe_hqP-!f#n zH6D{?h?zVXb0)gl{*`5`i01dxXuGyc(-uyCr@kVUnOEfF+|7<^L(?xw3pnS5;f~nM zao&;=uWu`X%4!371p6;oR}h1W6>6N!65~x`H^yOpY+cSN!M;(+s*BA|_p+q9t#8e@ zBoJfkKV}3f1#oP>)4i-5Zs@YjD5>?Ag(*PJUaDjrug4#@z5vZQ2eUa(;(z;5{B0JfLl_I^ihspj z>{87u#v{PdSKuNqo<|~{YCEI0I1*~NGry}#(F80@Wg@P}l4&$b^akb-8E6e# zo$u7-?#%4)_~^EZc-AJn-_3!3+Su3b0x%7gUqp1BS8MFj8>;)T zB9aDEHqTE_D{b*58dsCD`O^f?oow-WiKW;yyO~sT`Ms{yI*0PHk_Wiz> zhF7Op`{QM&<>(okQH#zX0{T@a@9)dLG_Z5Yr3O zc~n2Ua_`aAH4Qlr&P)4$mATL{;&!6otXynnU%JEh@>gqV=b1lLY17v%0;XdZ9ejO2 zv0%O0DCUDFIO_)*Gz##@Y{axy!M9qGojlp6W+mtsA%v&<7kDOzUyPPu>eL(oNeqS; zc&LNvgwBZxj#)}?*6|%>pG!uZFG)QHCZG~D^ey_33uXS)N+$pN%6;lwW#t54yCAfj zfH%GJFlR@k-&DhLUS=30gp}%-=^LjHG&GwtQ2@uhWA1rSI~x$pYI?n5Z&UM<8Kk1e z>>aAnLY|P8??AStNfqxZqw1h>(TZB0@>1ucu6d^(3a?~0`d`sOW3k1Y$-F!+RwM4& zqEAA8f13_u8bOf}Px@NktjmJ*H5Fec*qxe3e`j-zAx=zXQXf?V_MZlhJ+|-7^*OZA zX>r@ifg*gPkn~&}pSo{i@aTco*BZlok~85Tlo`0FDt}M>0rFVlxxRn?oKk#0J`7ny zP+Hvxl2aHhOtc{3@%4#ok@#NqDCnSL+V5XdRyO#2tDUd%s3OUUI^9&(ejD>gx7q*b zh1Hj;rYj=X;@0&BnBeU30aCITICExr3mYcBK-D{89j^y=LiR)sXMV+R{bzSZ?cq1)Sb`O?&ETg!E{IOkM_ghVY?29 z;|kugQn%x4gusAB%6j1&!fU7$gL`Tgj)H5G3%j}?@dG}wQpz5R0A*Oyw- zA2>LivC=`6q30RW0fv9&FKThgn}I3&f-@-_RwJSN1g_5-MnS}r|2n4++H`%q!e$&m z3wLXJyw`{ye8yT~bn=0A1&2;krqIPi-Qfrg#>LH@w41sinZ~{rfoc_Eai!~URtf|s zL6UG>n=fYLxUG0RwT(8Q*wytzcKc;cf_m9|^MRcbZ}Y>f^adGkgsiU1n4Q!8OzxGv z#g|e#VOLqU>Jp_r_A}C#jAN=6$~50D>XUg4o<`a3VFc-Qj-kiBR}_*kU(|=EBfE!n z#{b?gtCW?{q+F+xG?d;TiDQ}kN||pmBzMYgO8ngK5VHM%HXGlQmI&A~=YCZ7kuVWe z_4`yOtwUWF&^kN$y_%nuiY`P~M()Ipd)MzB^Z`a6upr|N^Em{wis8=+0ggR<FOykEJ^A2Mh56P!Dz90&Jwg2mUm<=j0 z89xBZj0go94+)n1{E{ptQtn!yUHXdQuvLFIZ6qZ0z=2J&30Zi~Jzw#JxR<+JzWlo4 z{*Y}^Zx^a%K78AkVRl)mn?7=OJB&MocK0?c>CZwojdx$#PySF+#J>mf@g#ZQm%(Jj^Wo zk~O~p8Z7y08|lnE?XE3KL17c3Gk3G^Y^3LIOH|k8AG@zgz{f)nn}_r#F%l73k9t9) zV~tUn?QZz1UvCsF_)p)KUM4%JpKb-=?k;et(&>Chim#m2(Zx4=&w1VS{tjo*1whKD ziMOWC->CM=@K0JOgODO*R4f;2gF^04o4<;^SDFl1Ft{5QZZ0qM4t{y(O^ zIdm!ySaVGP*AIaTBd5pqQy}`F=P+~*?Z<5JJF#B2wk|d zC{R`?nzyQVDUImy>+}-69=o`L2Frh0Lzo*QhqP;D+s0uv3i*uRef!cmxrCD&;l&NU z|LcV@=_{Vu^>~CP!9a~KI#UXB{Hv8oyUn5E;sr9JhcJm#S5-M)V9r0|>^sGw^gsiZ zLykp)-W~@Wz(-a+xyPRM6C?jMg8$R46wkwa9}9SvqVsut@3q^=%*zPP?MJYYLObsRe;cwhx@vPvn2QS5_|)z5ZMHg=Fy9HNu?e&^(bqgj zXFBxr(B|KW=64^-3q;GB_pHy3FWW!FQqyG_ZNL@|GQDM>xJrMh)){jyUdv8_{kwrI z<>F&Vp&{pF^;Z1##27A9VMBKTsX9|A014imUKe=h+nlqkY+EwiZ>fcR;Zm}=5}L8! z!ps0PK?JQ9;AQI{ZZXSCgsS^*XqO-L9!Y$eF9eU$oRD$e_o*75w>;EqxX}z`?$IJv<(C!u0HCzf8$hMvShR_)?fRc$Xk@OlnSVK5Kb3n@A zn;P-g6~npO8)(_Vg@+J=GmFeOvdq))BYuj)ug3GdpY%7KyU@uQHg{e##Lt4AbpXmX zKw1+{A9JQFS{4^+GMHAhQJe=|z;n=vJ?2bw?-hpkJ9gXGT)h{LworoE<{M~+)xtFc zy2s5PX>&N}7ERc&u;W|5G^FAYXY#(c9&{T&Xs!d4sjI(0>pd#Wh&g)Omd~MEB0unG z2NP9z8MrCgXp&Chg!5vCPlDkzrIX~7MjSZIy=YHXY8kck*Qn1W9u`uy*?d#X*r<gn~4q*p@z!UIw6@&W&wr~>Kz^St)XuYBWc zyWMB(C~HSKk#wLZo(pl&Kez-u3up9v?>J)sxRHJ@1V;S`Ij?H&Xu7N|xZ|geutsqw^}r)6 zJyWXzIw*G5r*n4id{K!3IaM){u?u9?L(BxD`NrN>>a&YI=rb{I+R{bC*?Fh<9gz(e zl=12=l=c=~0?pXdKRwrKJ1w=;eeAP)b4%y*GUM)+DEBxJ>c0$Q`<^_f0@liAtmwTcR7hfQV0Nb*gN2 z{L4q$!dGuttsZd(A;uER>Kn5evfg@3`2T!6Z8(aa9IjIF`x49fM8!#j^=4$?meY|q z3zgc}PTR~rt=^g@z<*%qXSN3pJGaI32E{r`$aP+bcGDpiUW%M!I+|l#_C|K_l%g1V zkzP6PX4LKE`*aIFvv(!zkM@;lu-Lahw>l4M1i&Go&XSGnX}6NhqW=neAMPhB!oi*J z2M4lCb3Wbj6(MXyPsXTL2Jf6j9puv!Tfyle_s_KE2`mNCjOCu8w1-_LqCxdE79KrNNTKs0er7hztSKV8cU`u>8+ngn9nX$1Xz5HJ3H7N2p^ ztHLn-22{AObrOVGBO*rWRk~yJUR_aYk&BQu?BG*Vg}Pn-XvXY!<;zNso}X>e$-iO- z9o5hR4%{F=Kr5nab?j5MQC*h6WJlPln?MDWaavr)H^%zypE$d!nBG!d0&f71fLq4ua{Wp8nhS6L0JZ z59`U=w84IzoOrlv5qbw4wh;~g%4HB^SG}IRVak%d#I12cU-+~C=@FYa47WZLWTsu?YuPjDp)qRv$E%CyhaQ*@Hnda_QAl z5Q>t8YqizLgIeuSMy@56$c4hk_qu;0JijEh+M)-qBsm;xx9gh};CnR{KOYg- znyo8~=<0ABpr4TNtY?DMkioZ)S|Wb-XCP7seaO}_QBQ7MrZ$>Y;bZW(w4`kJAD!%I z$>zO_vyq?-3i$Xg4?)@vJpgCqN@1c7v^;HMIVqp}G4N-=`(9P3l@&Bz*$N@Wh44D& zY{rk*3Q`QLptLF^8#!+;_$}jz7sIzK2 zj9ls4Z!ee>r5m))I+SM@oc-c(UH0H28^Bt11FgE*KHMV(yqmTq5mg|hg(S;35R(_4 zkfxT2vDQa)!pTby4^989R$lio3yiI<*@7>1Fl|)UD}U^;tOg+)n%^Dk+M!=z;%&B^ zB6l=Uopp_5R_{v37xy%7&{yxdy2+Y2c^@H65iV9X{2Iqe%)@Ft;=AT4%FzaQoiUtS z(r<3zGVN{)#;-{q;svz3N)9+hr50$Fghs(MjPQ4iDLT;$IL<)SPU+24&=E)In z@?wV5O`+A-K4oW<^8Yne_uALX8jnlc>Mrg}$(T5gbk_f0)9Zpy&&}l4^P9K(C9&8g z^?V`nVG_JX&8PWteSvNkYRc3 z{GPHUD!&7Gk07Qkb;4vx+JSWl_WSuu`xAk>oW0pchu_Eza`I~~*Jg*h=tmCfSs>w3 zwUNa7YZZHZtgT$=uxhmd$8?~NCqvYUAcArc=3HNH!mg@&-%hD)ncwQ@NDBMMZ*a@) z010%h-6tC&or)bOdDb5)a$@&>5lh)lR6le+tX;lhHzhqJCI4SjpktV0g z=1lb!bHfhLJ#B&$&-60S_D$TLbsbJTV``>vls$A&Q%P*! z;`8M%uUwJ6CN|15Go?AQLi|(ISqu{MKEuR4My*+S-fXj|#`2XbDX9OQ>>>?~&lu{c z>1r=TQqaoevCmeoSsh95Oe5N|q`QNJ>79Qc37P`q`9e+qcgQh? zHaIA7gr-&EM&r8K&L@8tOUa-^6VT?qN}4aS+TV@2iw>2Bd^z8xHIjg{SbRr_M$nD* zfdEaY0OQf%c%hT|?K5rb)g!vGuw928rhmB0KbZ4qau)g{j*KDYUd&IwPh9Yro_AIG z&Q`T_Q~ifmbZixu=X`ozd~#4=lxn)sO*ighR<-5VL;TFk=6y(h%EPg4MYNq0xO9X{ z>)@26Kjwv&`DiQ5A;^sV>TnlH>C)lplv}sYXoN%*B$?_6Ym!!v0wDlgYS3!G3(h(| z7c(F+!DCCBk1lgaXXFZcg;A zEqccg7jAb4IZidI19@n`5Ke=*0|!bM56cBQ{4?gq*Nv{r!$gATvJ;82}3_7?>g3fF;VXsQZbv|`w-Ds{bt|kzxhCiAt z(!k@j_&)g^?yv(d0L8FoDbC^Zc6Bn+mrai^Nj!n_#b8gX%uDwfwG^~FUfVT(yKg4j z^1oWAD$l*GShsPH&)lwtvdn~5PQ|0v=D9e0zF9u}Q-f`-l$t}`TZj0I7x|&2IS9yC zN$&2--LkcJ1GNu9$@dxBa$Ysiazm({q&8%$9;ba62_31~AkACGsOypQctxF| zMq{#>aX$w5#}}QQy=!+*+OUIdlRt*q%;^}oZsET$RHD&j#BEBaMvoY3qemXJ#SsU3 zp6ZZE)T?h}DUBOkNmJF-m)HU~VNWVSM{%YFQDUiV1AjT3_|0Z)ACYttAqOe%4}ebK zEL`jQZQb$D>0JZ5{*;^~k^%Hs@Cg)1@%?^nqNBNAJ5@c9H!oY5=c}+KO!e8Borj^h zQr`B`1)0jZ6$iec0RxYPTfSi>wBJoq9^x)+iOTw^g_*(jvJ~h!Y|WY;fi7W{*ax}} zCwz9El?jd&O00_1G^XoEmPJ$}b^SnuLaF@2r|)VYERp)@dnm4`C8W2dyVNsgyg+0o zmV$6z0uLsZIgS;YuVJc|Yu{K^vwnq2xwG^fZplkVGhB@*s%gSMfSqJ{r6nrJOAL1B~2OjWp^@BZ59r z{r-@K1QA%%=(bmyuYXN(+t}dA!cVBVJntzYhHAcSeVO6V7*)@>S6X&B+{Kl)S0o!H zNp)&&XQ@?*|NSq!@AiFrq|Sev1-&vkeHnrRM=vQ%3ED;0e4om`Xgr%7BRO;J5@^|& z88BD|8pQ3k6wjT3?Xw(*T!P*lt@l+)I=#i^o5|~J4d8a`WOcUPoNU7m#AhS>ylA7nj8zD4bRO)bC9^B5WOhze)AP1bvUyEzL0p%Va!enN?spf}`%5t%{=O$uZFj@Xd?jWID{Qq(9n(Vf zM=U&-E$2)&*5X}V7uOVu77KE&@B4`yuF4$qo*s(f-;yO?#aA4CZ*=|LV@iaMzH0~1 zIoJyrr`LDNIef!P8K?XvIUS?dnEMo;T*Kk?)^D38 zd^c*K82$GxN)wThb13)P3JCb>?)3*-S(~3Fr57`DJ-A=F9u3~m86IUni1mnh+cIdd zc(=svP_*>-pMjTIQ(n`56qxb2wN|w)nVER!?xVC-xIV`~=hVz>@yGbMlRls-P_Y8@ zCN}4{uDttCRduo;+YJX+0}~?C6==q;vO&Gc9_Ecn)36Q)=e(vkswh^J>3>4QNBcM) zDfV#ha_*IhmceuKlWw}gK*RN*P~u%~EoxAmn2M!VQ>|p*7mm%#sm(q9qk$6gdf-O4q1HFm;EqSU^p?&v1uroBWjj1ce$m4u zpxZdr3_GbXS5{ed>FwZ4{+zT!DfM{%>prV@DG|xJ#BI&*rhTV4w7lC}Xcy%$9w0&Cy{$`dSJxAR+(aL)ws~?&Z(Q`@ipu8LN#c8j zCCgg*YOS~KEw1d4wnyJ=H5~5rZ2w@ut`)iP#mhZ~sbf&NP5*8FzSpbuPo&{u3w|H5 zDx&_b=h)nKRPI14Fbh^7f^*io&)a>_+$X@}b<`Z5QDQMNf!?{vh9uKT)-;^+UCx3%#>dHs{SaSUz~#r(1%D6suADS zvn6DAQ)1fspBFELe<@*|Y+*XmRnnHGIfcD9S$UgdX~yQ0Emu$h$vEHnNG)mrws0}* z8F_kWtjntE_!BD&i2xI?WD@FZ0{079iYAwN@&2ol5uM`3ESC^fow(T$I|wUAdAr)w7k)a?ER5piBpMM{cB5k$6b-2L~PwFLmr7qZiK?Fy}453a9_hrp!U&>JG=7zSZi-$ zt6j^N(&hb*KDGcS8NV?Hm4XU%NPA6Fb!$z2ZgH*t7|=1;iMeel&{VeI?H2Y9GOFF4 z)Tqh$gvwYcMV-RR9aHYYWC2rUIi=SbvHt?(-BJ3Ep+@!Ab_W{GO4L|jhi}$T5yw_6 zzuO!`B>>6&w;)n2k)(psS(T0M)P_V4g3Ih}O#93?g!&+JhJj{!qn;Q%9hA1P$#MCOQU-N%}6tSLLwpk@nJ5N!t z;$&dYbkHsSA1*8wybQ(utH7KqxpBEmJ&6&N9U1)q)|4BN7&Z{oEl&#wi`58F>SlBY z%KHW=ZwqWh1{fp6O#Y#Pc^|iCF_N9Reya#N+<6ey2vZV+ABXUbrxp&Rr zn0pHMA&Zb*3K-q%p0AHCyyo9?hHd^4?5PkbEl>5&i@~2oU3F)4bnWsBi$8`(Rm0Hs zme;#6RFT<_8OiB1+$)}wkJJxH@Ol%zqUo{TK%&^Zb&nogbJynBBxez8dU_hMEPnGJ zwm*>BSplwbacBEG$8b?*8%NnIK$skg)586jFCpn1zjn&2=k#(N$qkg3Q{0H238q5? zqcC!nRmZ`;qje@aTTpd}O9EItnG(CKuFxsFSQOwb`&4%Ch;sFT7wUJdDq?JK8JcKk z%52n;l!J$yf6@yztzDgdWtFoybmee4_U^@Owi^*zb8F6jodi{ka^P$saiWfYiGP*a zT{~hDmv-xa?-Q31-RLGUt_XQ&?h2v}ZGOL1Ul z4D})(s-5N|V3dxC@$^R*(nItUI=Z1z*k%ny4V~83{DYB_f#1E8-@5=}sz-1h1i(4hON^ z_A1zd5V%zEm#zO|VHwAvqC|kt31Leqw&j$?9rqR814ayfef%EjTckt;vv?$(MOJ&1djxtw5$Cx?AXv_3>>V$`D2)FUbeI#fFBvmLkjA4y6NMtZVL9MRfbY>{ixK zdp!AcKeLg_^+SwF;TX)&L57eOmnEmm3D{%oYI9yL@FLw|hEX;6j~-J8ypz9lqQfC5 z%7Y7diJ1GN8RTR|Dv0^JZzy_hTL*m`=X&UU8XY~^`;rGD{#_bM^B~ZW;!`{lrh8 zyh*?n#;?&W&zRE$=R%BpUe5ej6W3Pp4!7mO3^u%P+BCr^aLv-6D>y3IAGE5z_7) z6?8VKUoFP3HtABvj#_UN>R6(IR<%7PN1z zmdR%8Hhp-Ncb+MYuS-G7@5jsqaW5D*)7RYdO~X_fzgQBa#b2}&t6n{|&uAlXDi6A! z-{W=cG_>{5)-xeXJ)x$Wtv-24L~RB+Jnw9LOq1(4-_@6|3?*a~qx3KJL)Z6CwZAfoDxCT3Pf<>L@w#xo^XZ1bIhY%bbOIc|`RWi!qf$ z@3+s1L@QydoN-T@Y!s>WZYrr#|GshEzEN>}8omYeu-k{I^<7RBB>^CdyjY*gF#-DYIz_R6fWfy!|g1O5Lp_TpQo~=dB zvg28HF~X8hh@S;}N*lL*!>Ja_WLw4p!0B~)UNtZlqR*WQs!O5wk`n0@bM>RdgcVxV zf83Kp!1iPczoZzYW<@RsaxP&N1&K4W?nZ{^#*~#4>@$R#kUxmqt7o}p(*m=jN8eZq zKtYY`p9bN$f>WQ1IPoOolw6710`wE)1xR$X4&tMoENNA$FzQTgL^P__rz&J^CDlnY z!-0Cj<4eaAg)#WEoabVkYWm~Fx1H|>M!ZcL#PcrRxt1~Ny&d$vW_0-&`(K>`WoKh; zv0+0jw?+0a(fKh8^BT0fXU3jhseT%|j_NB5Esj!kHrt>?MJPJ!ye}6B&b##Wq_Q6f zn=B{?oKA@>XEeY0g>lWT$(dRt$m|$BjS4i^poj|Rj|DfnACI8VsUDaA3OoeNz(DSM zE8p>A=~ZhcRD#>=sIuP&j>@j#sCqKdY^E!_F79DxUw0nP%`NWkg_z^Y2{ai(+skX^ z+Nba1hBxMV=1cDt_sbjITF%r3Kht?n29Y`Z-`m73&onGwgSBO?U|^RHsRl^lhb!7I zx-Je$O*ZU0q8=8S|B%rP>;2BD zgvs4xgYm2E$Txhg|7Z^luUv=(qmHSf+=IsL3)20pB#|@UB;6L+m8thfbw(I(40zT1DK0R5d3+14EIVB5bLU<9H@M~q-FsqV3N|U`8DH|VGFHf9 zL;FZ2_dqfAO!?J*Is-mq3r*ZsFWc8=A?Lw6HN3tSBf7XTLf5<&0^_BfH>xgvJ!$sX zrNH}Zci-3#qND#>%ETBR)y=_FEocCu$I62vdxe<0TT4we)tMhnuBxOA$bFmNJ!1oV zCSg<26md5(g@==*Cjbb_qM(_ zCz==^$cqdjUR=7i!{TYg&7cdky5x`uL@hZ0Y_bc}S41qJst}23ZXPvN>ORp3`Fck~3Wf-QF%Y&4EeSo5Y_p$w+$Evv9l zbxyraF!k(YW-%+TrwW5o!mIw6f#xwAVoh&}yBYqtO(W7u{JyrF)bEhi<+DC{MuVP*I^BrPIy1Io^1Eo|RB}9~rnnaQ%@|Q25g-yu612hvX$AIgPxi?E)(q%)m z1CVU{`8(5^O#bXDyyQ_*S=HL-+%itej>XCTopR^PWWUz^E@Y=l>=Q{zc%jr?++`wp z=R*R?2}(#PCuF4y<=Ts_MiMK(n;FkDdjC9ECTRQ4qK>PkC6#C=q)yG@n^Gp2Pswp~ z1FKQ}6gS068Llx&OS9P;*R{V!7N~h4E95H?qFCZWXCQ7vp2u% zWmC?yt+ufg3HE?AVll0X309(;_L&6)fdXYQj`n@Y>H zAM`WouudY+G$m_td*)1kR63xGS?Re=NUIVrYkw8|rOi~Q^Epccz#O^6f3<;+S$d4t zG<}R69UhTG<~I3>o+Fy7c$`xaT`wJeg{n>~I3MHQB+4J}C79v7^ZQYyB3x^Actl<$ zg)i?$N@XUCDnykS&E`s}+A=1%1mN+BX^0!d?T3e}JpVhxk>#bl!Rjc{v2|z-D9|4R z*?)7+yV>xP@VXefu-FvG0ObF{Eiku_ex^U~k#YoycdOU3!8O>BJzpE^v^TvI_HQGX zNay$5X(pWmDYh#VveW+c)Aozoo&5lzy1x&Hxr0sI;yt$fN@3Xd>gE|+j|dP-rRk)c z65il6@^b5*W6NHSLMU8Pbna|3i8)lRd9{cKv1|1@+&;_JdL2d1#;MK^->huCh7x&z zKPF(2YkwJpr(jVqE2r?Gr}I~aZJLKpn&FxM*u`#6BhfiOokvY`HRhB=r7l=uZ%-Oq zazr{1P)`qzI*pazCktc$Yq8L)JpYP9Lc{}N{IOSm>p#JEIVZBB zQ)IjtXuMcWKU)v3ylPZYnqS@f&8}IRlkB1Xcj>eKWPm>$P)KnIxC1{LKmGd*<$TX@ zCN-k%VI0GCR^fhE$B$X?d5^7f0-9|LuBAz`*8bra{vuEa=lhmC;pcHIBKQL8yx9V} z5@$P}!blnS7hpQ}4p`eDRF;PTM;pQS zOy=ws&P15&o-7`X6jQE4TG0XpUG8~Q&?7C~ZRBXRu=Bx*%u@?N^)P-+Z}qP@&*92d zHg5sj|AM%+d0VOEkU{|2+I%azq;2q--={06a1{54E?^C+LvXs6`rj3vy*Py0#HJ-9 zYN$bm?LqO=P`VDoSBQu!jDpr2OQ-UU{+bSw&dV==LD(%<_DiXzvHd*iTHpL#i?g`N z%jj2b$d@%$-mIn$&OW-S1?kbCE4L`am%?b7tSGM=OaQcd79F3i^=V_wEvJWKU z0^E$hVs2+@z)3+rbBG`6^AtEdK}>Ijrc)p`Yln$*C8L+!Nl=TBo*I2h&gFc}`q|Ey zS#~*OtW$72!vpzCtnOz9uUlDl1d{v`4L(9VTn@tBxp>dn&GiM}LbkLmqtN2VMZR!<2572_bPVb}S)_TRO8b8EjZh9XQ01 zRlrUS(_}r^(%#@&VzUqVVjZ(A=LW)EE=+ZpHtYxV`R0Mz#2*3SIRB;sPx0&rv6Ib_ zR(a{HrkdAJ9qhE&qK{F9I-?-&yUpK`W>cjInvwWK0b200jZ|j#*$;^CqO77nn!H@i zeir!h#&ew8X@HY%Sr1}6-esz$3>(EwxYl$c8f_Gwt(_Kz-T%@l;by%Q<$H|ST|C5B zj^PH{aec6kE1$+7LCcAEyQJ=~h;&H4hMn)#tv3Je7)aAI6TFZTiyarM1`(i@^N$3}c`beRlh8(XYv`_Jdk7CcG%BoS|7nS#k|fAPIff~en?2LdB0(Bv`UWm;OQx2bZk-CgQkKPS?P%3t)w;5Zd_e! zuV5ZepR;%SjOe+wk}y0lE2mPa%-qn?y;iXnqUl0>Xj2hN6-kI60C~<>)P9mjK6CJB z%ILDo_%82y9Z2L~srI~&SEnc&^Diy`>B1gW`Zj|fB>vy-lOpps;3 z|0&bc4wed@X2&7n{J~b%ji9yHpV*B?mRwUK&#{WCc>9BBA!Ne|+uyMt;#i`YAFbyJ zR+Z4dTp`7qLE3S@3%ge>^b4PU37f2D>?fG}RLqW0qmu$5Jtsi=bt*zgV`7iH!_pEJ zkI0n~P#p2q<^<}ZxB6CCUYxCdi>{7I)b%o;f`n~%)1RHneXV*QCzQ=AB?Z>tzwSc} z3TPl!s#JAWRMW~nairJ)tTW_F7Vm_fM>#0=C{u3!;2eC7^E(Y9408_T?<$Bktd`Se z6}U5j0A~;;Fagxd^#4lA_=aU%cr>bMJoy5!JYg`Ymnu|JOW|_tE-CcD211Ub?Z(5R zvMt5lw??|BZK5Gj&26htJNd<0Qiy2vGftzBew7f3Pl^#VJM5S4@3C{p3uQ75)0S!=V4{)>kDV2N<6+R&IleF7D9j8SCtC1 zsCSgccnw3^Aw(eL4LfH?Vm2gI$(Rvb%(R~kUd~v`j^LHwURRc+G_TiFjHoJ!inHo4 zEPj(7C^*B{rA$d!H~9znU{WsS`VVd*r)BpCHH*it&5Ty6P@%|3E5c=C^%>?!I$7-1 zP5!_2&-hXW<_fPS%)}k?COI#Ek>=TA+Rd;Q@ga+nN@NTBa*uWca;+?925IF$FT7Qr zhgmS;^f@-+J`aC#*7D+(z`jL5Q^FZ^Ry}dZH4KQb{>ErpiH%v)y^GDA%X4kAMkRsA`a%an8q_IQC__Z4YwO?8&;B}?k;k64>=Nrz>)wFFH`CT#_l#umGpC@T zXrv>W^uuyFsD4_-}m4;8YE zb(}`k_BPd9{-7ELIKW_BK}sR(T_8kK66A&wcvgLOU^fxxwU?s_guc85(4VgA;&suB zjwvfVg;c+fp^lqru-9pXXG|Hj^IjA!p7NEWwRHr2_`wg2jM+frmAL7Vum555XH@Czj-@Zd*P+|MRK_CE!R|32* zq~o+O>7>`Srk+sOhW{dnw@VbU2xyt9QAyPlH$F4fPw;-Ti5A+KPxzjfddDIR-zn~$ zxP$$86&1+pc1$nQef9ium4#2y-x-B*mtuAgmYR({eYHaZu~U;d_1-^8PiunPKs*i_ zJNdYoi2@H>qALu)T_#^{n0p(qD-6w75&Ux#*Wk~VbMb|(61HoRAXZT;< z(Q~*#T$-i-&34z$Bl*bn(=l;)yF|OJ9cGNoc@~{+=xhoN{5Wc7CJmE8+%5bZ8%7A_ zRgA@xB_hQX5BRJkI(iS;@!Q$tDU4cI=Sr#nl>;BArI>Sg_diC#<=BX;sFv6?gPw## z4n4$g#7+$(7`VhCUv|B2vG|FMzY7CFNY!^1z!AVQ-T$KTz8{&_J*PoT;-o2OmETi0 z^K*%B4_C%DdPY1WpMx`@_uYjGiht0&PL|2`%uNOPVvz~pO&T)_2FInnP}6l&xcMWo z_cTIIYx>0^M4>`7b7%~b-u9ft1s5|**Jh!GH%H`JiPe++*lJ+$&W@nmU$&S_NHYjo z_PniJllkm+Qt=}&8L=AaY_-+auv_a>yGo=(a3vT7_ovt&d8rodA6>u*GaBA0`7d{n;9AbloQWSsO- zs3gn)GCXXc-{z8zG!xQ#Q#e(S$#*Xe+C?7;1SShku&DMfE#5c!tOeI?y`-+WnC#vi zMFY_iO1U?=I=#*)|H22xuWLMf&&lSvGr+{>-V;M8wI`5@G=JQBlr=^LPjskBBJ1Rx zIADMgfC0LD50$T$mz*rM_eQ`J!p*(qQ`@cuKJOi0|sIc{Iw=A%Ogd(VyDhluN<`80kQQ#d0Z*wi07DfCaWEXVRwuVUE4`R9kWQ%Osj z5V|GnrRbD9CTdH3B@@^vr2x{a%6`ATV)mRnd)0)BCMKu56;n4FaeT&Z{8y%2Arh%^ zziUHLPR*gZ7AdPz7ri^sht}Lyq{6us9!*SvYSx4Qcc8K9zdWguKdn%77Kg%LEke`D zm%O6zksT$Utt22iFn>3G{|sQW3}xL^vpzfT-0h=_+x1&9=Br|m6{T?ddplU$APaw# z7t<)8fSjL9>p@r4y{V6WnV$;#%%=a5Po3R2i&fvtW|(P>-Su`m3yMJ@`N(Y3@@Njz z>`XQieqBolUDi-2z&EP~y_#$J!>Izq8FW(-#&fl82R`gdqR z__#5Sx8E7d73ukQt##<;*|ZlOeyWM@*sy;cjUVSUPV(#hzEZRLfaH2&mjl+b9^?L4 z%DJ;3cAVKe)D)1sI0}^&RJpMj&0W0WP5JFmC0Jb2^z$G(KXOKpI&`J&WC1)(f%V<*Y04YzR zq%i!GdzRvY#1Aw3>}Q@q3?Z=UepaVAReXN;XVpPLpUtB5^rK;~?7ZHxV@Cfq@0S^A z{5|JN^gd$WKE?fQxVl?B7@zF=m>xOFL-1O#bz7a3FpMN>Jg@WCzTyz%H)eN}iWQ!j z=;s>36qi4@$4bt`3>zc+5--gzOqCzH8kAdr>oKng^5B&09>I5i?f;6L-=p|JQJeFC z;$-}oNh@JXd(3Spy+jRHq_0t30}i}Pd>t1V2G7klKqK_L8*^cs7gH5Xjze~p60@G< z!F+jnDI+!IE@3GI{ggh@GIywe`y+@rZ{aTBc34#?lN z3{WKEBq}a3{yVFrp-207+HVTcO8Z#J?3x3=w2muSoB_XL!W`|EJ@P|=)7BO6X#p@q z+ly(nFlGcuZ<%KtUnQ6b?7jo#xCf)3nP}50wlK2jD~*Yf8mMc0bct5Mh8g^l*=Zm} z@#-RtAN|oyZRE+68K`asBqahk)ta;fr&SO=eNXRXX_+^-yo7d}KOS2;=&D85k=ie+ z`Y@y;dEnb8+q(GjtIcoihYjd@%14i*UDL@&M18|R4oQ@KZ(?kbeLI2*MLY{AXF!Mt z<;u{KBQ}ZSZ0@mLI3z1lF1~(E1@~U-z(bcap(3xb!e^SHR}lUtOi3h}Dc6ctH&DP2 zX=c70QsLt?e1N7u;EUo}`dAO=&YUS29WUhJ02K||Ne+5wTWO)nY=<0QOr2)b0ku6^+fpnnC5k$Dm7OjJ zC;~@Y=0hd5a6=%owDhk;2BqG&)Eheujn@vix*`9Um8A2&`B=U0<1wk&k&YX>f6|=m z-mD}uWq1V9nowND-iOy8@xSzkg7XcyY9%nzYXwZDJap)ri9g|u=;K`6T4lmCf>N9V zCxhh0Du7nftoOLl%GP2Idxi5m2+(;g$i#UK;c=oo%chSq0~AE)K@9nTz!Q;HgQP9l zC35O_^vF32zKD6_tO+;81Q6BRm`7S+^E*j{ToI8eYEkMfx-K0gzJtMA${_>scJi2B zw)UoXC)|^HbBByX^ZszL{*$DR+VH8*E;aKjd48q)&>H3ggSu5N_xNWGXAGT&T#iN3 zGRYEe!Q%3VxKJ!Wq(%$1XgKTS@i)p$|5|>)PLR!EypA&R`KwC&LUaXEUltMQ7#7cC z>Ld+uF*;$Pprziu+jAlE6&6ePD+v@3d$wZ+`aot;@tnnZPZ&A<#D;-+Q-REnwZczNvQ_}|l(E8AR86SCxNx|*Mt%Z)Mh ze&!W~-+90YG}OSQC6gyNAD_=aA3OSPYqL7V=YWSCr&99nV-7}YR=19nK6*QA^>Zfo zZZ89f-}ViS07ez0| ztK;&V>{sANucYPtN2+SYuf2l^GRTp~iDZ+#L zQZQFwt?}_;_EPVA!!nu>#Loi2O|fBMH#qusP#X*}~VbNU9@9b))|uz|vCm8%lp43DBziP%w^v*H8`Jj#rufS-s6 z4c>NifkJUCW!)G1zZe@i%A8wtcAr594@T)j4hK62|CdMs|GKyJ1?O65Y^!A^X9z*g zItRn#>q`DEVHEw1CoZCC**8p!f0sA1M1Ag>GV;GH5ND$445SyX=V%#BPn!)&hlBL3L4RAH^WgJ{F|pmPJAqgcIH7Z6 zd@J07)iqfcR@A5Kn13E%(_L`)P)=TCpFUyIE_6deFo+HPc~Mt>0Q&$2d>s(R4YkbD zqp&1~c9)_j|J{AE2=kpUJq@wL9!v6Jj7hK&MbvJoMwa=>=!SlBBUN%RQmdYVZS3aL0su zhlhh?dXI0OF^?=rf1Vl~G^$GtDkG zU>Ge-WDLqf`|Nf<_UiM6rwXxYLMvW>R`@0tO5VQD_4kKBHnfm~bWaWX5)|EFx#+?a zTJB>a7|p2u1{d{6E03ab^^Xsa)(zhuhSiWK8; zISG_G*c5tIiv4hB*02PmObR*nue7*&+pU&tc6IWH1p-DPDuNYA!J5od+*(86+GK##i|=GcY}gWD1uu&R4Mn0nIn4f?-B<;EJP3jAvi7up_J+0k+9?#Oh5DLHPjg( zDEjom7K}MY5v{}oXQPej$`yKo-m;q;EVwuMw2SZK<)!)lh39n{+>+WU9|J)h;1k?m z!ibHfjrYwDQmjNR)_jp#kZz7J8`QmRDOde|qVilm6*x!&#N&|L%t86;+HK)OF6okfBhlYm@2NL{6s#n@4s{3C53E7$q4VyQ$d0!gUFuDB41!eX2 z9;N@Lbd{q1sr1&EE#-&CALkSN=VFFS1y4YdMa4t3wy7mc8x2ToPScs03=a$GUoYPr zS8a8k6L;nB{gfqyD)*(O=sqUzCFwb7(xlzV&u*mnQ|pHodGLJJ-UR%uosLL#pcbs2&OKV zKU)O~nSlU{h2R1-EgkpC*4Lvxs`8v7rv7!{X9^md<)rvd>a+-z`BZP26+4Hib7A_&VrAiI?Wzh7?d)E(H%28pm^D0Z_r z8sX0DhU#5$<#MigC_NZhHe?&#Y!HO|Cm<&7gnj+b{J~7Z?lmY3Cjgb9pd^E{$*e9z z#q*z=JBbBvX@T=&p>dk|_ z7Gh`>4abD28{`kC@WAx9Rdjb-afsW&<%pBL!R`CzG!s z<_AU7Dw%to7#s5{-}B?ob?9ETe7M>K)fYoG1m}rQ1UYMbrbNZO`(A0~XV0jWRq3kj zVF^ft5=sm4i0nQ=S?ziR{e=W+rj9JwegXT zTl3{*0uf-pNTX(Jk&RP7^74qiE}^=$#nRi!ziXmBR;!>Yyk|oMy<(=H8Qa4I4>5-qP;ggQ9fTn1JX;xN z!GJyI1Ck0)dAJof*QM>lB77U{peqMo`=)>EEocu%hvq0MyU!PpMIWI|$*Vc{*I4Zm zp6>hbIqBER^~E|3Q|xgn;i9*S&m7YE@bz!-C>gQAE5i1Iix*V9iS4ajo)bXB0UefV z*HiZLQM@wi1D!lJ)cO4AD^HGcV~|pOU{}G7Q+l%|m?^!Fsccb4uPK!zUH1BsXZHFx z2fx6gv2df88-l%;K?wkH<=cJdJHQCXq~@Ki_;|WlW2eI-)78JICsBVFoIZ63KCj^<-a3o8{Cv!M?QwZrsUPvR(a72} zs2vzEvom*`&~E15e5tTH)*M5Zv#SZYWg#8NT8sO{ryi$1!KN?I_8Vv|K-~e_=~HNq zhlbv7&z3|DrqryM=O4*}wn51G{PrTrC}2z9sp#bM z0-vKL(d!afF#+!sj^#kQzbrng7Z)f;2s@ zJRo>yUMzd@YXsx0g{vN5w=V%yJF)M2SF9IF*u){P|7v9gl>6WsO0&HmtfdKm3~$;w zGeob9jYJT~3M!Oi5KwJGf*!)_6(T^UmLu>TF&~9D{J%$VKZB?QBqmu zT|+NLGm6r@*(uZvH(;&&Tq$Yjp%i!eH%Ze+WV#1i9wXPEU?(R=GYhZW)O_#V1**=& zbsq3f<-~d>7)r3_TxKCw4;;ZLdoCOrI{k5Mo*_kbp%}ZoI%iIicM7h1V!#6f5m`O9 zVDYA9e8dgSg4L_0D7oSW_l&wOvH|kH0$>zFIEjjNE=-cU=K8LCJc4{&@}_bsoG{mY zzhy7>PkmW-Uh0mik{``yH8K?rk5Yuo(^W21bwx13^%Y%NmMj9O9X>0$+1DRGjC%%C7IO3y!FkhJRfh=_p$A9 zxuuel!*}gQGNw&|p042Ursj&SY{=OYd^or_t&_`O{+_!oic|;o&<)b4LuEOf(6b{| zkt9*>5~Np|jb}{$!GZENNWAAuWe>CudyIY8pXoi}%eC)*qm9>dXxXsy)GS^gY(rq< z>;?#dm9&7mQmSUgGNeNSNBT{O=LauGS45k}CcS}kxz;iCGr`6RVUC@8r$TN=ZvZ}+ z;rw-tz$6*&_9RPYCY1~Ws5OL?A;M0a&Pzmo;VisZWDz3S#1DWY0|0&hRoT*2R4!j- z^`@#cr@;y)i^&1%O26MHcnkm98%!wgdr0?R{NXxx$ch#`b67GJA(#x61_fKB2=73yVz$-`(Xm{7~t%HA^PHi%Qv{UpCMjW9Pgd}>F8k>`|Y`r z)g;^(G5`n#F`p+3ZP zheW3YBLuTj1$ZU*T&f_)+>;F@Tl&Ci`QqrANHso&W$uUh!Q4GNkgkQib>n%r-_)x0 z89eb)lV=e`3Nq()!if;d2kD45@k7zHjeQu@j2E~R(G|I4fw7U}w1>%vLbxp@FCi}G z&!h2Nt#*U{+DU|<>s-bW8}fcHJI-_|V>PYgO(6e7$NGe~*@_f%NcsU2kXkJkR*s#&=alKcC)bYCr5@9v^!M(_2$q<-wB zCCfwnS}H5c_tJ_F1k3(>vmz}z=gAz(ZM*VPO#0hpRoid3z4t+d0;L(~McbmBP@9q= zvzG-{pWtZWhOJ8u8}<0nH5Q1>AOYfT^Pvd=wL^=z-XPO( zF%BoeYwceoJIvNuxU$LzLF;edYj&u_oDV=b2i?q}e|$4L@vI>>Pa@2#{({q>f+4sT~c`S=d9@_!Pn_P_1^G0Vjc+BJNbWRr{&ATc^3nhCJRnaXj zl+z4|hGsnj@yG7cLv&avu4(s-L-lZX(HOXZk+zouz2dYtK`TBoYKd+WONI4j8DhB) z1&g9C^yRLB|FGFJa7cBSX_$aef@ffwe#onU{?R1os5<2b48B-=<23VLrXQskX3CIwpH4y+jIdp7c@a5$@&)=`hoN z{wv*TI$_$dJ;@nlq3_SA%=^^(Rq2XS52o832gzavAR6#5N_*BofE%zv5zqHeO47L> zsRcCNuvYrD!n!i2mCZ@tf<&ONY%02)-i+zpyfGJ+&G2S_^`_^peKVKq%-OXW2(Moi z^Hs=Fdcnftfk0u51zf|Ed=x|+OBNtl3raS-(hWlAGNfalDLsgdp521pO$odNo~hHj zJ^km4mUQi;Ckc_l8KmuP?;`?6n~SM-`9T_T!Wub^UhqI4VT^P=t(SNzv1mJ;7xEP^ zIcRJmdQ(2XCR4uN*D`mb-*>%9qHooFS@N)e+VqH2zkmxd!Drv-WZn&GNc-8n81gX% zpe`pt2z~-1l$@o$Z3j}8GH1~<$@UJAkPweSxey-Waf;#I z_<0kAZul7pUKvPonqQ8*O!yQWD#H~a%&U;Y9sl3M_A=m__4-r$r}(P2Kf z<8Ww ztx45?b%77@BsgC@m)Zow{ZO5500Qc`N(aH8&RG05!FEqSEgQe4xLi=}N>5i_So4_U zn2NV^f3ycHIy02UDb*q>`OcA|;m_ll217%Mx~OE#V1PK47N)}e<+WVk-@cZD%bl%B zO-Xb*M~!*Eq~f_3e&%^b`9|p_2v%f7Sj@^19amCzk0nc4cTb$7>9?QD>phMzUQ1Em zz^ zSdqT_tJ*U!RaA1-S=oyw{ut(wHFX3QK7(8G0gMWm3yQJdNL8dI^M?^;P}YJDTMMlY zO? z^f1?INS9an}54tUX_QU1)^aX-I+Tr!YW=v&v#$$|QW5^gcXY#aB*8 z%g*&1BeEwFLCyq{`PNc2^K0U`fvPh~|&=DEHh%i`7Dc0*OoU817JY}+YMKHrK{0rMGb_dw4$Z`PD z_oxmG*Fra~dSTqzht&#Tq6E}s1$XMGh^@7`=-Nl|n9a78n<@0q{=~mrV?SDRWu3JY zq}^syU$Iv~iq7?Br~^FDYan6XCKDbVowt{pSeRa_gNnqHGrh_)m2EmoX5>Iq@AD@a zmt04;<4ztqT7WuSMWFe*D|P?1P3~+C%t(_+q&6r)APs+5o6NdDU69Z%E?*tlwei0f zt1tE$(DwxjrWEl2yD#}rHQgS!kDSOnGXuf@eU~96x*ITFn60HM+IR>b%xN_U7+C}_ zha6P}!5}yDtjd(_Ym0KOWFpE-dx{r%YT9453m1QmY6co@EVERl+AhW|VG?Xm6?+MdHXVPgz&SHtA-Pk(|n z0qTNM`?zmK6A5Ye)G z3L$1iuxWRnL-^5PziaNchS{ZiGi{;YKkG%PQXpq8rGVbm%?!t%B`fgP^K|3r3*;+z z(4`JlL9o8Wg;BLk9&fR!Q>OboEsvJd>pp$h zzLun9_MOevsMDfvxq#06qBOT=+s2|iGzsJ;!1Z=}nIW$_nqvjlT_B@Immso{7^7|T zNd3t)uu}q0+CA&RAc1?>oS&ys5Pmtfz1Qi?NT+iFI!cao5E1rX@Aa^Z5(grig+CRrM;B^~s>_nBRpnT>9C zxfJM;c#QEU(9;I*1fx27=1>_5aO$N$8i(2do1Ta&I@Yxf$Lh8OF4w|cjo44lDIy%K zk&M!@@@Yyqdn}#;*E%FPAOuG0TOvLV^@?kd@iW?5LVJh_W5x}UK0}G5s#dH%!zX0T z)_*-~69cZuQpqQLg7GeXgawK`5JzdYBvDg_TAqLatsGVC%_+-|yCI{1;sD~oG&nrO z{dru(lYr#d(Yp^9Dr+F=rl#Ez;Ldj@>`R*y+(zO^V!YVB$U!RyNYN|di67p&;+2M$8dYU@X&J zYK{qXP7=+Dbp%IN{nl=C^uMpGAYmtnp_#(Oi0Izlo6aM_m?(8-fujlns3g^*2H|#e zMRhi8RYd#;21aq8BT-4*b~Z6(k88<(KvT07()u>>O!ID`!5SY~;xlcBo!xnTTUd`-%b2NndjpM8*I}3-wz_jsZqAMTxI^+;2@fF34QLi09<@lSYBGn6d3O1p+d z(`2Wp*ewxiK9f4RBTGWRCiMEDgNl-u$Clo*O=c%fn4T;;O;a5db>ZtuJHa7q0=wh! zOE#yD2 zgi~xz$W&sw^$}L7l;jsA_VL})LDK(&z1P|#^&f9jdPH5W_gktQyqULARmkn5Q&p)1 zBaol1vB7*z&C!!vs;2-02R2s7Fq$!P(6LP0AvJ415@mhh6RHID-QN2+cAtWY+e(zr z;cNxz_aCl#tiFZTjHNRqfVQwsRk5!#GY=QzF&uv@NubN^@K_BTY`vTI12d3`PK|D~ zW7p4;g(a2o92QxrE`kw=-oH&8BHRq*UtIR(fHk>KmLm z`$_{qaNpsTDDAQ}9iJ{F$Y3$r1{#UINmpriosBrb|EmFKs&HIPifNq3RW8g=*dN6F zNz-~L#DzLdS@Cr5qH}Jw2JrBA8Ba)rh0Je?K!}(GsB99m^IE4jqf$9%7tLY6h2s~v zRLB4;Ekc*(&v*aQ#HHCRrzagX+l_tmale`XQm_X0r!MDNtCV}YV(qil%?VHD8Uwx{oaiO9}6kN&D%J?KfedR+n912Cm4N-$B9l&bPL#uJ7ya45f+~D(aEcm0scZR^s}J&aso9*5;aq?QZh2k zrWRQPzEKUOI7uKRlA4@qM0BE99Q9`+=U^VWLr0IE;f>?xN_pauZ=m4J!uL+$qDBw2 z`lorZA|d8OQ-yblYr~=~*hUovQF8AA0QAIjwPpR?c8pRn&IPPp$mW{swpx11`DZ~t8Z9(oloTjbzjx7~Z*#Q0#g!}#w$+e&RcR^tY zI;aH3+Gdfk$j%Do5}Wm(605yb86^bf zjqzv%uyH9`{-{bgYGu7~`Lm)gE)grsnBt47%ZRGyd0U#0r)Yd|`NHwsn(hTiYirR@ zkmR>53E%{jLyyO}m8nr>Uy4#3F0K;oYr~*22eu;iPj}*dR9a8HB@(+yFwH z)6>co=0&zoVMS);cIr0DuQ|Ty`Of1S?;ziivKm#fzr9QcK;cAE z;}wFPF!0n0e;?W!-cna|?_8ebNzi&4)TU}kOnZK{f1BqMRhm@}4nPPG-oDJOqTn^~ zF5qg;EWzf_!t-+w&JF~=ofjn}99T?s;ubJGaCgEtL8uMNuF2zM%d!bb*{DjY>2!%N&22T zavMl|veU!OaR)Xa8E#Kzs4%`Sec(1H@kW_T5nA_^le{GF`E~s-NsB4*r_jj1Hk}I* zQ2c}4DbDIWk6FE!${a2Hl8QM`owb)?>>~i%p+dMVdCSo?v-_`5I=6qm%b59sy~xS` zuqMX1-9ax>)SPu94Nnx$xtx+5NWS?>VTL&W$p%4Uj&A>%^G%YyTC(#dP0|^%9mqX< z8#_Qnq`iL=VW5raUILSS4kMvF>`VXwtIdblFV)?C;KpD$=Ck&|&4OASn==kY2N=B2 z=Gbwand^PIMFcgb$8|v6?udu45O4llKI`^b-e)`F6*o9x$>r|U)?WPT)!rUQ-g~l^ z0lQNQQ$Z85dW^Vrap0Ljk;~pG>^982Pu#jwGpvV|# zWpkqAp^R6OP2W;LfMV&XHpN2yR#ANW%M_~(F2)9xLxjn?eaN0$GNi(w3GX=c-q|_y z3z`usK+kr}p6A8FL$)60%4XKt%v<8yS&{P&c?!QfSH1D7Yi zzBKnT=`rP8GSNwie-2m<^4_q{ke3)iMLXZh&;Ita+4zN3&N%84c_;&oC62$va^~Y? zyOz#kM#REa99i=l2w34VIW;x9-9GE4FG_&U0SM)Khza&_#Deem*j?G<+Ww{wyEXj=-%qIokeU;ES2DhE*`Q3LKg zj27Pu`>*H7yEfowF?0Q1(qAuF&Sm8Pe@w)DCd9fKViMTcp2MBtr_s$xI$-PzIczM~ zF`t)=zSTW#r9y8e3Fy2{69-8G68a9F>nM}*bm^xumx7hjq?7<1_{xmcxme08Xu?uY z7Sm71_`rZKl;YIHj zf#JN0hJCYfDuYKw?-c2ASWl$!7a6?|Y<)tT_El}&|3NktdsxHXC;jizX|A8KKBf6x z{!~1idZUf7tAhq1uO}U*d^J3|^2#V~yMXYDr+wqe4Me+aC+Ny6?w#r2mvCo&Vn|qi zQ9lVa-NT&zMJ$fU-|CDzRiq!*TH$`$XAarTY3)!shx1kH$Jou>1L5Z!Z2w>`$ zMj3*T$9(2T8?o5K^7@gEG&y;CfE|X!Dh_6PPZdmZC;on#Q{{H%8%ipAtZ^j%UGcU# zhf;|cXcYKlAG}EMk!J}uekQU41(je7h`pe=;%|zZh4||3b|*Rmm42TZ;vi9 zjSIXA)H14bWy-juH_PjZ?H2h8aUl1>gp3dy`j+186lXwBTLOd@V62hCaIgvHU~$(&f!dyTcYBbD0QKKs zfQ49@{Tv5#_;K#*zdFvcR`cm6dg45~y;%M)WqQ}#J!08^S=+01x{#iQI7z!cv=3#H zA=goXXZHEqCL0}{cSm%Z7A9}}mUs*mnV?oDfJ~cO75UwqZ3NWehd=s$r;U(t39)_w z{zxIN$Saf-D4uYXCV2n^va$BYaHDep@8jx^p>E09Q;?e#qS!QTd6+IlLmNi8AvW=HC+K=WDeaUP zmj@=SVzq@9lJe%TF`P>%u)%Iy}+Sb zQ7xySu;2P^{`W?yoA=<123b3X6g^8HX+fQfZoowCmvxm4ZX?V!qX8%)>RKA}|GjlPy zRiZ%mSC-#R_g^b|;trj_ zdTDdF5}2-V!<4a))^{!!&Vi=#IIkdZSeY}v&3Ur)4~^w&g$Njb2KYS{9qE3-SG&EN z&!UZ&ekdCJayXRqmJEfMa4-idS$NkF3Y}!7|2fn)7FF1{o;CA~>}lilc zUa>o>w^Cg|XK~(eP5f~&E4$;@e(D9PwZM8R%FaCX8Bait^vS7MmB8zj@a01SCBApI@~d>9ALo>?N-tuC?RMcLYukkU z6$VfpWh2`oj4XQ5=lf$qpn@D)Pi_FfVGz$-Ya{!|m=9+dEpvSTSTMG$vVfw8mo}N? z24QV~Z?lC?fI$V&SO$ezAOa83)pMxetZo1u1{^y#+L4)9v>xX!97&f#*wXFSgnEC2 zJEw$oV?JIJ*qi(La1Lv{qieutE$e(A5@_BBozR5}+b)mp22Kx7wv81Z+IBArMY_qM z`;dWTRoqu$A3xMXKY%E@Iwydf&5p&2b3W#0i-bT(fXGF!HH@V27!U78QKj2bLZW{N zRxjwl59K_tdT*siLA+9^&Uc|GCw#VlE!OskkJPd4j#!_I*OOIx+8#x>jb8aJ1XdtB zc%PMlxca=?&p*g|0|=$Sqw`6*N?D3&eqKv(L z#!8?T!m;R?GWAnEQxqj44MCX*%yd@DG)B-)Ebwhg6 zo*s3dFez8PIpo4PB9|yX@Itr8Y_8snC7xV!neGqfd?^YiwI&a0=zPis7p}kkFAJsy z?>m&k?pqsF-k2s1ZL)7_114Zc8U@ayx&q&pr%fz)?33j8RL>39mF@=UTt5_g2c1G# z1*E4&QecTLmJb{#4>yD&CHiJ1X75dEACKSVgA$sP4jfS1)?bUP8Z+eP&G9cFMG>wo z0L&c%a-rOex8pd|$-lL|S9U2Lhx7s=4Wt0m7cL}4^2nOd%C!DNy2X>f{akN7?8xE! z&}9Ek1VxuiX*6fct$3IB1nE9U+n)02d?*qsLq-K&I4rrFOD@$!GJEX8S0Y3U$p#Uy z+!DZnGcCT*`)~eFpUmV44w9Q3?#-hIQn~=S78E18*Lg`pn|gMmedC zxFv0FvRv4=9VqKx1MM@oCq_-{6c<_*Ml(=|Mg^UPWH~)c*?wzQZtoI!WMSMv0*!j} zeU6RG3=mfGm@@{m4G*b5uP0`l5R}q2MolQ4W1;3p0#nJw@eco%!T~?|5KUAkEDxoq zLJLk*z?~mQs7bl*phhiU^)SKGIbgZA?ytDLUynnd2NKp4NpxMk0GY8TGbO8A)@YcD zL&*V)PaqiX7=8e3*ALUe&-?H$G>KjNRjCBI7{P2JkWJVBZi%})GL>ZRekS3S2Umb$ z5^O(j7kUqYCqx*#tiGxDL?7IRPwL-c2Zrc^{ATPuE;QTalHz0R3MJcym zV8w&M^vMcIOaFXqS0Ss})(;4K5CbT!E>itF&#~PO`{L?Q8UMy}QGkDb0<2nADdFZ> zxr6Eh72mBg5PZYEx$LBD3%?M+A3Y75H?!l|!IlSwiztu$c98ant zmcR8E2~-LA%X&1_Z%?i*i*1BXXCihXx>%F4gHCBwDYeL{jA++p$LbKyLDq4L)7dPpjHAn zPg$m*8!_VQt%ux9ZxnA;@GEqWn^hP{mxUI%zoR3o7weAkK8#ebiO^c_WN%3^mer$< zG9*>`LoE+LM{=@IWu2}kqj$>Jd+02K;UB$Fn*S|)-hqh^seP=GxH0oBWvc#k@qbM7+8=xFfIyeOyPZ8?YLt4r0N@*->0%&FPmdUQS9{t< zzW|g4)cfXuWJ@A7Dqoj8P-Z-pWR1^lLO zmoG5?uH{I4SnrqcGv*XHje`Np>88D1pg*%FF7Pmrc#r3zNEu6KhHpk|K)>h>zAOnfd>1Pi42zy%v2*i zB&qb)jXz2p+(V>+rhV3XSady72f+}^Fthyq@0rE?t;`qI{)(cOuMcQQXbsBP@Gr&WXW*(@#ez{krnRWN% zg*W;$NDq<%Lnd?_L|#)E(lfpz40*8mt^!|q%)`fEy!}xKnQFsQpm)p5Ckj{yC#Ti6 zlFhXmI-Z(zIUO-p)?TU^@+9`TES&R{d*9axs8fcr;+m7It2|xRwKURbecm^(D9e%sBL2&I>x0?W&+MNua(lB_yFk@82q5e7l8H~xy0tGYM74&7n})@* zSyoiV{5+Bm$ph6H!nnO+7@caqnB`Gfgai&~XsXdJ18&>~jaP53-F?j*(nN_Sod*su zZ7|}?BXE{}`J>*=Znd7mJH^d$=V}k}66-Z!&=4q)xYxTMWdRYhzzu4P9pUQJJfdjP6ccuTPf?wsv|r06+d62j?dn$z4DRdac&=H4WE067#i&&a%Z zLc8^CbMi;Njm)7152(^!2Sr+x<%L!U1(;c(f2p(Pme++VT+@dDkM*|7v5YLoD@#Vx zZxm-+*BrlgXI$-7qJ_r4c7Q=f{-V`{e>aP*&Hi=(hF(*0f&AO0RCtkrW{(d+te9f;qnK%w|7w`uX;U zjAJw)Jwc<3Qb%`$*6;XG4gY1Shv^b&S#G%E5HZ*rrv7n?d?c~2j+;lzs`2&96zLzG1#wX zHJh)wRj%vHi`QbARtx_dyJV{IeO|xXy4iT^yt$=VH@N6_Z#wF~8Ae+TLqmgUq}AGp zwbOe`e;5@)%WVDueGlX#v5vDH9S!_e?w>IFyMOkuyA4j>r|GKCIzWV z{Y{fWQvbE?1CFR0w7lr zf8tDGid;1kb^ia2D*|axq*U8#lWn?-lyKdgnGLS0_g%7yacli)+-q58z$=m*$&YtYn-(S&*wkwuL7P*;l96} zuSQdsX*}(bI*5yWBQTUR{i5-{BjKY;Y8Q*hc){M5?RWuj0eiUaBy%fG&#k5bl77i& ze_Q~Xt7Tc_TJqu}m!4drqIROI0I2trpovApmERcjxVG5ZfBBTIP8za;L}(p4H^g9w zi)!il@EhF%8Gj%}Wg>@$d9cvD`8^ZK`G5$tKhEb}%Sqmh;7kScCku-=`zqh9%-y+t zbX(3q-BRPtKqN=Pt!+Ze{OFR(c!6)Ax9NiGmJwqLc<`%OsL#BbD; z^Y+(jDwX%~@*BpB6u!H&h*P^Vsa|C*2W|R6@!We7mam85Ijuq8tjs>8Ic@y=^*WuA zZYG!iy2c*X{V%hZ)+$!F99YS;DHWfISPv8mGuq^gAfdG!<4nMiE{HH)VVX}9nTnKlPC%b5pKiT_TzKvsoW%g9fx}$6 z`LWy^?1rpA3C9?V&VTMO_p$H0Y4eQd-u-@s*o-dTc_e8;xPxY}@n6;HqUzGQ>KAzy z?JHu&3^B!~mgji#!Hpj8WCvn;oo()K^Niims-g|UYzP=hMITq0+psC;+|LkVTo~Ae z=cq+nGIPRztSnfX>#hs#&>7^trZP~z0l*C6N`F(a z?8!x6A0X-}>kYi;c+b%}A;G{i4}qyG7-^voo&*j#um~U0N&0IBd<9KE6AKGg2Na%+ z?|B{Sb}kLk93TO+*%WHUp;9U4SgR*+OF^zoheMaK%Eo{>^`GE2?i5O{@>Sbq&*z-WQZ-#H6Y(Q4}JtTQdO8O_vhf z=}?I;bu8&B(``(2d|oW!i+c=4MXaJ?A*~WcT_cu`P=udN_K?cF}dAU%@yAd?D{T;g3tZf>zw|h zh_-)7&{J>UH>PYu;4_GvjkZQ=#r%xuB+GObd_&$f$FGFoZ}A)RY8Q$p%!~8HpE#u6 z9(v<+BYM}09PF82Fc%vHJ}c5p9G@|$>1evo4P%eUGyDJVG+KPiC*@xZjH^ZK08puh z)IKUuS!vVv=YY`wwgB!59W}geXTEgIutI8DXc%)ZW_7UpECgR5k99vC2r#|4SidU4 zmLHsIBNjZXWBKD$6ib>p1&s&otvtF7Ba%c=#n&GG*>`_nCiaI57SwNu=;x(yW2z8M zHXG=;wV=3u*%egp;G3i^_7X)Ocg;wdq~9CgZi?yGF;;-b;?26h1wpF;c9Hky%Mt%w zU!jc!WX&%dS|i$ze0mvPo`VEcKHn~{%!YOOumluG`45UOYqK6 zcP$OlrhIy>*sFEh^8TEd%V&1`WNcnfjKYIRJR9^)PJt;Hd=wTPC|e4?!?rs{V{v*XDHI~X};0oIVu5Vb&v7O!itiLt=hLa(C)ifiKBP0ZjWM2dg z+y|TWP1kxpiq=Rba`L(sq@R96pt3zB+*_qgMf%06i`&|FG-ZI z&kh0fGc~=Ps8C}*_;p#AyZS{yy;fj{e zVDR{eL=R6`_+0ob@Q;q^Q;X~Fx7)(4F><_D!Pb$tPWs#D3tzvY@|35poyjm`I90z) zBAgtxY8E^HWKihIPRr@M{hHNaVcp*Q=@_G3IZ(4n(Jih>u6SPrt0b`pBy2EeBS(*v z2q8;TDF@ts8zKD7D?;e*@C-OaqmKja5*APS$6Tr!LsXb&HSRal-dB=MM(BaAsO4B@ z8b;+*su7`BUGQ&kO8ieRSQ{ZbO<46Fv_cYeMg%Tbaq6Uj-A_}79MQjD*iYx5|7-zm zwyYW3-qxhMzYDe8tzxX!lq~acKoDNfoSEh_={y9#wdZ*Z%hl`6e5}!u_TO$PIwP3! z2x-~CvLtT7lbeE@pEm1q6bL2GG#9JN9kf4(nQ@C){`m5}AfO33*Dto3I^=c=P21w@ zd>k!pFNYPf#B|Qrbn+;~RcP(C70ovNt|zY&%3?>ADGOovLLsz|F@|NsN0cMSFk>$ zq=0M1ziIlo_*%jcc>=v`wiP@=KS%w>YdeMgTJ~jaQNzOzQ3b0~TAVI#Cm61l>B2@LIsM2K zCwKg0hF@A7Hq;Mz!LI+Yp2cP|xRe`gI+SS z&xK!i9gwiHQY*dWB1ydw$l(b#oqtR5C0D)bO-JcmC-LLrjn(u60`v%n{hMJUlb$P) zkC+@K+KD<1B~V$1Ja$cE0Bs6Cm1@59@u#>fUw`M`;YpuK{sX1BhpZ)p%S3ZfGl8us z)4fi}Pw<<3X@Z$>@35T)03_Iysvxek!NVk@deUdCWM_0LUEFmd!1$@G$1>d^6}dZw zrUv61r{Xmoj)nCK7@1?$!&JC&ZOyiN((4=%cQ}c_dz)I03+CI}nKv-BMsq$aFr!S3 zoNtUlXmV40%kHl-?Yhu7EzA9dFw*4H{dz)IiwPuLaL6=glCpF}K6hn#>P36L==f{D zCdA>38*?$^%);bVm)g{<80@Vn16U9$_cHS6?34s0d#Ae<&0FO8D4KVbJa?x-;Y7YQ zQP`Qn$vBPn?~Arj@$I>#*&*Q1*nbH8Ryx;cBwYK!wIK=;llm840-XoAHwU1^RW`o$ z+yS4j{^w>WcOwJVWZR`CT6tipmAhvLsVUrUG4hxh^d=ZN zDDCC$Dn&F^>XKK(T1%wH@lh-$u>fvU@@AHWbCx!ZV@P8E^VD9{qkv9)dGBz^=@$O8 zBxJ<7%+vU1n${yhaemwnNZY9yjlWo8rb^98YVxb>zPSAJpEAH&{Z^9ZuMFNO_e2Q1 z+@dbl5|Co;G^uoFn^v9lRTKjm?eoi!8N|cm-B}ph#(C-<^b zEERheX2eZ+bVkOLDU-NdCB+eF0>THRWAFXN<5$-_kay~IbjMmf(az$zv|L=sOJ z7Wo=+c77-USFK#h;3_0kr6ZqiF7VnXWSib&53Sf~Rk+B}V^6Cp<0jdh$$+p(yzp)| ztJ{|L6I^%(Z<+UEhdY|OdzSqD(j&X6dGFyVpFG&J?)y54?fw(r^&0@DHXH0&E_PT+ zx=YpL3#T8f6{vvQ+IB%l1pe(L?zm)2N2kTe^2fFEZA8Lm^iUjxKDGEJXM>^R>sG!< zye8_BLTjngs!uL`nN+;`1^0!_eN}2`twIYdsLp5!iRWz z^tk=vbVf3xT<>{rE9i0jPI+v9Q{y#}{K;jpWtG=vU=iL$hCU|Tx9rqP1<8_ZM(`A?C#G*XH#EL?#I zmsNJeG&ZYLi~=5Za9-$D%WR)-b!e!SPs1_BMLxk&H*jcYyk5|1ndH?|9(Wtw@;4EB zvqVrQu2}ir<&b@mYAY5?2u(F3+2F}7f^Mx0_-wdKqGtV^C`o!!V;rF?`wcoKKM8|j z-oiC;SqP>YGd)yWkzp^&UDgB2i$?vmgw66j5pjB{1!wN~2Iu(QKfHH{o7`L-hU2SS z+5M`T!OLay3}K1)Rqq@Oik$GRh(7LBZbtE0%1yYKZ&j#y;82M6K=S0e)AJdYi|bj<%Vr7`FAJK{0|M) zczT=HEI;@u`nipoBh^7s>|$mY!;5IH(00GFtPeXls*_{r{P2T(JFkD{#w9Mn# z<#xV>i8v4O)|5JjjMnKv=O*Z+{0`WpDh_rwq1AEq>2OPg)44nDugUKdQ!6v_&$G-i zpz}|kX%hF8Q!qocC(uR%=ak5)p@}t*3JZBK0pXwkXn~iXYaM(wlR=HmmQ1W)E#?~3xlrkVu zEwV;clQgP^QV(0uNTEjLaPoby{K2qeV~fD`j0u>MA9#J#@4`c$23+%|O})neC&4l{ zb+=~?1t@mLoI22m`&2MwtB)P{gwP+GEIxl@!RiKQ@LPBvmyQIX|I#W}-DG*t3Y&Es zI?TDqdAKq>Ff|2sJY$FXOmp(wzqaLfLruUf)0Y!_X%TPlqPr0Lud~%DT3#&<@AL!p zbM*1q6THdeYBLTCO-rwzG*^Zb{=lvdBodq{Kx+kTF9`^5)?0faTu>w4SA%pRH6}G> znJw3oEuf@d zOJXg7O(GM6s4NXX!2D&w#^Wj2d9w54;jI5<$48t%DEopk~il-`F(B7-LMwPJ{g`|-ZN)_ zOOV%g`rc8ily+$nQ&A|8tM3y6l3=n8urDx5i8v=1@4Gi}ENq?N7T7e)mxquD%1 z@teP6El)0r?zT8swbP;*RWh)2RHryK4qq|uM9D^;MiNFAuDM?L!Ub-W4IWD%re z);MgbV-a`O$Pd(meBe%CSmMVZv6Bx=@=sdHK1d$nL#)+xczurrQcn18}jtr2Tbqv|tdWsigit zrmj1nsqE>B1-pn1F#;+o(!vS?(rpx}N-qIcA%>3h4z2}6AV^E-QEAepcW|jffJpD1 z5Q_93O1}F7+28jsA$jlJH#7IlnKN@ob@@0=6^hH{`xfMMSZ9<=slgNQgB$FXWtT@f zdhz#e2*nNM3q#11ZwHit0*~p96--FZ*;tch3`UKqr1N@uW<{Y|W!eIQA)>QRQ zi(z0W#SHoEf5=w|Ms^va{3?2(Qw-~Sy`o_aS5^>XFN~@0sg@-oGANczem@G)G%fhjz8Ep3N zq7UZnS$lm8o;OHF^I=IhgrW6$n{DRSVt8mtBmpCw%(&IN7+${rSEAt|T~tQ!V^L3+ z?D?cL|HVqA#8`{tghNd7UyBFgS!9}0PZ?%a-wZqG(iWEVnz}$c&E8)ZZzthYVDov7 zRh=%Z%7!55CRMYB6qZgGMiQbQg8bvgcxWqiCN z1-hq4$c{k*OP+-YTUE;opUR@jD=mVodbcR{rXWQwWZM&Jl*P8(lATMk_)MELEjaS?Z<2hY1Mjea$w*>YveD`fLn)2iZ-TSI7EPp< zi&cD7V<@NT5?7h8?X$p|@@68c5z#K_E_p)Q;`mKR!PzhTxb?Z_!xQ&s%1%F)k|17x zAK1%((b|G&`sI%XglY}Gr(L-iRkGC;=UibaF={kfBV2@W$&{P|2a7}ZCFuHlSCXlz z9!GHwCKM5;#yreH6rip}h^!WTy;OIq#i`tb@(1SxZ9u@;BClz!FmO z{VL1`I^z#8?WvvX(lGDD9usTxsd8cj^3k_sr%}aO)pBU(`;u*zo9<)|=kzFKd!b9b zi1*TFStB=Ps>BL7H zPThPZO^_kF7il%I0u%y>7@a&%6LrCB02>e86E-*Qy2CEmlg%Td*L&1O0*F}_KQ^SS zR?TG6IoyxMR5;WexR#0h`Ha$az>>%H9P<0HvZzpz>OU{z@Pd~rAR=!dtaTvn)9b-A z@}h^U4LsJDJ$ynS*v|ysWFX1=>!5%4D|Z&Ju4kAt*Cl%$ZE5$QXmz>4&3aY%w%)%D zSPvh3dafOMi5v~u6^9*}UPpLZT>pHfetjHT816!Cm^T^qV?wJ>Gd9g|Q&5~Cff#zk zEMkwo%QoB5E_-3ZbsZXS+OYiVuHEQVg!S3LJx|(k?)mFp?1?b{RSwHf(&y z);&^s|FZM8Wvf+Dse?6^e0nW~0f8>UTOw%lcqGay!K!Q8bgu9tgkNN)=CbnsoOfdB zJzu-j-CiUA<=nX75z|5CY^;i<+EG2Zmjwn^AIF-hRx3l0(|GeK-0WduK+ z{App0qr$D?sTJu9)veT}H=Y)_d33z0tYCv>#iVtk3reZB6Vo~{#<@kFZiqb@G@TJv zT5`SXW-jx74BUxcw0Pk1S4%dlDSFfCPl#sy=R|PS0oCJhFmc$~f-!ZKvFuY%cW~&P zzG7FZSCvrHY3ui)L$1_x8qD|w`LD8E>%)8L4^0{DLF46p3>`PPOOiK%-r1KqsfDuG ztxXET*+!X#{Q+mtFxX51(9?5(IUv*X2hT((d2UN63|cknmomj+*JkVe{t_L^T8(!w zJmkC`0uBp*DFORENHKlY$tYf{oi$0;sWTQ~kJ&)z=8wKbb!Y-tAmC7kJWt5vI__)WoRQ_L+D$qNC@`!|gj(7gUv* z1C)<#mnZ7bFKmDs_FKR5R1psK&?Khhpve`Diiy~IEU%V5WH@2KA{0ivzb5zmKvtlT z*?DK>X0#H^Et2{M{w3zUFbTL+y(%()D*Edz(rkP;FwtmgQqS7*ate%YGD@f)C2Sx3LKVs17$HZ>?a#ivb6|MRF{Xo7mYH_*OHGj!Cw#H^l9xv`x zx|W6_b&|m=rdknG`HM;YYnDW9xt5GH$43Tq$zEEFb68E7x9*tlhXv(;Zie6e?(sH* z^IK1mBKy3aqn=U2LNHsRk*SUaeHuF#v{OS*21o!8_+l)Uo{iaAgp)a5&t#94-rG_m zPqHnODET}d-e>gq&q`cC{}8BxzBPuPV8RMrCq~((3eW@G2ljk2d$OC=jQ*6Nvuh;G zDv!xJrV>mRLmt@kDBeH60-2-rVv*w;IE<;m|NMMAZK$ldY$evz8Wz%Lx>u$G*DlnU zX0AxZ(nZQ<8e3VGIj`HP?;#|xpi;Yz?JoraOS0KM^tk}u9%A+&au{Ove8O=-`<_); z#@s`96H}>+`a$Rsy-=3C2Z0MS;nsvtOGiFm%xE(;kcT_fnWAa$qiSk!phqnK*RpCv z@7*Nkb`!P#-Dvb^@cg|Qq8pvqT;WcvVUd4##ES$FVHXb!1$Xpe9wrSi&(~*yUFNeF zfGInRuvd7NB@ec74tDqQnH3^9jCL=;vT3|u-pNodlEf{r6W2E?B-q9S?xmX=DB}IV z^wK@M0NcjQrxTJ)$t=PC?GcEz{{=>8{x9BsY!0ns0X5gGBVKp3ck|fSGDbjw0lFER z)b^#1bt|QQopW0vr*X`jUIr3kXNLcA&W&{$$h%js;`3QMxSzb;r9xYz!LkiH+1nR- zR}CoXkJZi6gtBz8kJa-96xASh22MJs(w-Ypjre$`y_FNRM(b5T?35M&u-q8BNMB`m zLx2?Vb9(Nri{ETrsJu0xgq!)ljFZ=mqf$A{^>e0lLp{nM(8Gl6aMY#GU9cKjB^2%6 z>l}i{c~I|cd1L8A|6#_(^2p^-#_05lH3g!v7?wrl*?ni>?ea#g~fDx&jOv8j{P z%EI1&MTg0~=n@X=Ug!g@{R0u5nQ?{8H@1gS9 zTg&3@B#l>(lRsjxD#t5IVi!%smW!iLe5l~vjz6f_uQ788;%B<&c@N!_VEsIPp`N{n zaWVd}4-enufHf8G?9Np8*~mT?WReVy-7zc*Fw8fQ-HFY*st zWm@W#gejL!+?0&8rh~QzP!ITx+!p-#(r8^dumOf_PCfI?;2isAC>j)kq4I)|{d@)e z!s5iQsSCvU8(>odnu&xC{$bHLtvg;6r&%ky>Q)-3celw+=L<{2RF| zIJ{-s4BObx1z1RQ&s3kWqA|yU`^kNInv#0VCsc=vHSry(SZ0TLz1O-F*iP(OSoy{*%146Sze6-!u)|rBs?>fohfBd$qKTVnLK>0a<*+MHyxYNHDKVL#kJs!8=tne%t z+V@NEL3fY@zmL%$H$B(&Fc648`xXJ84`Ck`7yY_ZPtSq@X2QB?0YZom zyeK_yQb+9`-x+h8MGl4=C2Dq3;g9^3)zgb3S0C~B_r?ty`Q%Rw1-1585 z;rK_snN{V=*kHwy(Q}TpTX4SkB2YoMnV}^idbWKeRv9Yl#{4U-dCPQ)rGkV7CrLuJ zgo8j`#k}3~hqBN!u6e!8#Mi3`TOQf~Riz*+yhiDqOk#H_uY^fZ+LwNp&*pyYS)>8v z(>Sh51HUGXdU1@W?x+S{@I4JpK32XMMNZ@$B~x|-(`6C3v^#^)8B^4y-N+xbL?vun zaL%s=@y;V%1a_xgKpXspKv1aqnR0B%XVLhq%hDtjGzV~1o-5wQMo*Yq?;Kd0vTL-r z5Kd7G|BvIVOS9`4o0hhY|I}-|G=BMm*ctK4ee1ni;er)F>+1#bH|Lf7+7?^1BOC8= z3jn^4e7}LP)09x{`}%aYvrc~NX_2Dk-PN@!pkfr*`}k_kn013?m7y;rrLXVQeUrPF_1Wz>m60fZFodkYc*gYbfEE53SPy4Mr==G@QXk2UMTll`P%0FHv$Ewo%NFyMWQe9>&Qj}XBf z94pvyd*Gfg7?v81y`X!YM`8`klmn%2FbZa3Ngt=nF6Hn6N-toAjRD&yRi;$y{n~d! zua33-s@V6mv8TaX2xIG6<8;q)pspJQ{GJi>kLT1^(C>XRP}U$NlJHfryotEqYNFXB zty`B=QRcdeZne?(3ck@@Jg~IDbNh`+OOVELb!Zyr6s8w<} zzVPvuhi%mx`vWc@>HGBhLvm}b~f7>FDZyPgK?8I3DQu^pfr5!85ZNnt-^BJSIgGblZ- zisu1^ZZz_z3B;Fu@Gbi*#0pj( zA*5IWD=JiH%wQWH(wLxPKUUV%8_~+nV`W{_pCgyV0=^Fe6-jdbX%~(6J9o9OU%Tzq z{5OXY|Hrz)4%FmT5kCM-)dGA0;g|8s&mR|zS?xKwY#Mxv91iUfrfmc7z)6!M_d!+I z;0G7XX?}ala|o&;%nkD&ha;0~h8ER88J`OJyj!^{cf~t5m=yHH#r)lHaB?KbQ>h>Z z`bae@(+FGt(emP5N*p0J(%Pj)bc+^c$2A$7*wACafBF%Y zCnvG#K5hQIp)x*SXawXKD{XWCBDD~s1}QO8xw(&mKS>u}C<)hJ;s&uDqAlp3OLw#O zTA$)_I&{v9N)>-jyI~RWfy65A^cCsC+IPK1CM-DJ$-Ro53s2Pu%vGmRxP4KF*#rE*GxFJ@Q@?@9dj{v}w;cU{oO zNK(tRpf#fNJrD?wJA(N7qulyLv2~kJPDK?cEKmVqRquG>7cDj(%F^bawziU8=@~*9 zE!bW3D}M`Sf6fwR>tzwro5@Nt4@+gif(>0EoA05$iBCeoACD!tW#FI`2khg z@;-)H2yCksD<5CWA1a@s!=p{?I>AaA0tfhkl)RB9qO<$n>xzPx(bslY4h|kSb`{!= zQ-#_5_}Z+0ZNtMan7<&-xwLip#?z%9`9QvXWBK7L`+jzDs|@d7n40k78wPR_HGsGkVoho;lzLaTrgg=3YFR-R*W}DG1#( zNm#OL3;w761ilH%uDk($tx4`EwX)Bn&M1Eq=m(bgfG&b*=t5{)+Ur!}xj>_s9DQmI0kHQ;ASw~r zh@7wQ{J68y;#I&1g%cpsuy#~?#wk3dWIu*{3#Rjv~Ny>D{`z$ ze0#o-WuCA0`4xLzauFi^C;D%)dmu!OgHRcuUlsFq`+2-OGI{&heqimEuvPnQzOCBo z8oU%~n9IHwZoA8@PmuGmWqftpL9_pkUq$2$5ZyJwPXPFaW&Z3L*FWt~_n;a1^I^h( z^1~&w)`XSjmR+%;`GMJ;he(O}0sZ5OFr#$AgY``U2XQ|f*5vp7^loN1!n9H=wp{+z zwzgO|UTex?X)hfDZVEcD;keXvDP2EkYVEICRh_&n6tSw8Tr(L@xX8RB7c6`ixyk2h*h!Tz4=PX0cCFEf@Hm-XHfAK(D=V* zY(?8&6;^OR(04lzbCLOhfja{db8oP#Dn^K# zbWbN&pYm9UN3iz&x1l+!Gj<|+S5vjJU%7^DKEKQBzn;wFPKynJ6+z>Z3eoR#e^|f% zWSGNayoX+qW`$>+J2MBx-2U`IMS)ANBjU*4P&G?`ZOioyRioC?8u7&LBwA2h1O?r! z`Gsn|z@gFKIV!xatZl_bgdjU~VIm)FZ_UJ0j*)8EQ#Y^99u~Hina3y40wcJ;4AM8w zr!Nr&x%39aQez=u4o;}14aL(y%d$+z3pgK+op^`bHPK6)O3m4}ew!WWHQ*W`f~j5{ zA-`F1I{iTP%z-697+)OG6(~N~)pm;mANxnwb*WF4uHg!Gm4F0|bt7${D=IaG^p>{^ z%%&%8Fry-_#)U%+urT;7bc)pj^qNl2t%w9;v5h1Hyz|6uQJSx`q`{u`PS={0$#>Pq z+>&~9E`th3m|hokp8g@bC9#LFcRZH!;AMj2s3I_~B(S z_clzHj8qBDgyjTBe=u=71R858JI$(J7b7}aZh`U)eiz2v?Gh`&jRE7*Ah_0CI;SCg z4YlA^@LB!y&#O?yEeojpX5Wv|$2CsU$R>M-H z?9MMI@u|P~i1wEmh8Ksbk@QR;?xQF2PTzL1`y9MXdT&UYH2~o(3HXWqGUE$3xM~im zp1*qq%kFAqoFy3wrvE@X;L>UOcIVO($)$)NnqUOep46eR+cONuS7)fL8+)esu0m5* z4!;nnwgYlWH zZ2v+=<^+t4mBD?mg-OLr!4<>4g>bM{m;3~+6Rc2?16vUnXt^2y!F;j8#?#w=(cH6! zM)}u}eL_oRwzQIy5Ua-fJ{#YF4&BQe>>Wk{($SX?^dOc3jN@#APstbw{5A6;8R7b* zfizxgrMF*1fWB4nl`k(-3)f(Z7%J(b>@%BViv_j!u=5*;jI4g)unA$UlX7891-V(Z@<&)1t|gucCXb6WqWb--wSy0;>@n};Vaki!+j zLqOctg7yN)e*FNNVYTz^zfqQsO@Dtafhs(K)+%8s@mj{1Xn-G!2AAFGKN=-$!BE!$ z0JT}Yv&r_UPpsVXIWoZseA}Q10K={;J>+#I9?=~nl>UIhUX-)wpxQjZ5#3aV0DeUH zNJ7-aOLNzv+l%4tqC&I)hm`>z)FqTXs$U*|Fbnaaj&yJNFU;h!BYIg<%Ow4+YR(T3 z_w^V&4#ggxRRH~9xT`VY3$Z%2_8x{&T75F=7>KspO1Y7CD1!9Fo$2qAh;y5dhkHXZ z9!$(lihc{vQFjcb{)~S!kXjmzp;>0H#(RhUae+*uH`aap243G?Tf_|W$tb&Z2V&E{@iuT( z+VI^eD;5^ZE{Kj@<+ao?V6zYl%ZU`bu?>dXQzfv4212JgP$5RX>w0d-SPj#clRoxc zd9lf%fDss31s%y$yxVp9@tBF&tt80+l~gZ_vZ^KH*%KLR)Q!$WRl3{pUV@@Har-K7 z-R-dSa%%O(7gX+qM#|D>O0)XVeX3jhPC=b9)V&_OPO$yBV-?EJ7(QK4k*KS5h;L+J zf|54K`egqyBP7_DFIOFPDk(>Xfdc^rsvxg7VhbdC%(Xk?opbMxIf2?875qB)w;(e3 zIyci-nmTu*-+xm_ufjnuBehH!0JON5JiGj)d)*c;Z;Be=nnWuk*9YY6p=1cMnLs^5 z3pju5%AbLfo@zqFZ3y^4ZV5=+HYTZp&pN+I%g*iJ7x85qPKYg4BU;|Y>cy_Z^|4@~ zrQEWAT{zZ)V0eI`nktp>tK80gTSp`{3hygz`r=FYg92f}yXcs!ZrKjGvt(Q9_7(%S zx7h3giu_BC1l`%9{++DkmC;h-t7o=Hnp+)3p&VfzfLD;65F0h+;VemlXVMv#1f?I~ z9nXSE^Y{Y*W`=+dZ)Q1F;$vQ4NHQ@`1c$Lvl@n!C$`32>3M4!vz5kNd8=I&0ndONT z1yk;0o_ecp$5s!T)byMG03dsTkLKgb+`ZWH zyuR(D_13l7t+656wNsr=WUnX?l%v0NR)xDaq2mWSjd^iYPz7#VOzeon{NkUFJz|RY zeKt~eJS4IS&{1(T^|1BvvqKmveeQ;jdYg8y3S%4adut6S_vr1vLb}FXhw0hExDlBb z!KI5UiVb$7cN3>(I$!GmwHDaF+CZW@p_=*CQx4nwnEn;tv!wH}>I?Ycz1JFruDGX* zXlTs{{%nyj(fZByvU!Sd(H?&_)gAAGmmG2;=9l@#06+sthVB0GN}h^X0jEi#2wnu`A(Uk^S^BUxz}ReH8_G5VhkUfv|S(NEIjp7 z^VnR?x@C`1jGgzM*bdy>^Z@d~@vwV&BxAl?!OeGQ_qE#0KWwmUIbiFJ`4hnHm39lP z0hKjh4MP5OVmd-FZ6PyRrbXPrMq~eFlxl`qr#{DZNtBZt z4BQD5XO{;y4~ygRqx;M6YR5dh`dzE3gq$O!HP<&rBXE><0+4U!VPkbQrMztaI2`fF zpV@L?q=lh&KjZ`Ei(W#ilA7q?Kz|Ys#%kLCI}bk$(F}UX(m)ScJ@SFY0|I@-MvDsQ z69;`9U%K#bN^6s3lajjP+&k9YqGz7<#S2p_3`zD*-&Mt|CklPNc0C+8L=mO}S#os; z?GVlT`$ZI*tFp7u$hKis&ng(F5XjHlHzKhnfqx+jG2tNI+};_^?U?4(O1f`poMGPT zp;rwJChwm+1<%sONW}!lk87e%K`Pld3WGvTm`2pEHO?6Jb@_6%5YpFFAz;;jmVm3x zhR7OxyHwyx=o)N0#k!a>#<&M_$QEtUO9=)Qr9n>2nW7>gabW_CGcOS605Gka8k*I2 z<3b0PR_d_n>swN~74a1T(h=K0HV8x$?SR=hUND!~Lki9eTP@6#tzEs7K7*kY8-O!d zDtr~ZCLD&Yme(%Ma`)0C#7+@Sk%#-P*=M`%pl2QN=X5D7guJ>d&%e4kQCt)3*Fj9K zkSiid-ehu9PY);rI~S-1^Z$c?9i?C%QD$>9y!iju{wxYTKQ!i89AvweEpB4-=VTC-W z3lXv?z9ZW<<}#W*S?teF!d&gXa#ebj%?)P@jaF`1;5FTMOKZ1L+y@!q>e9~BzzFQO zPv_^A$MZZ4)Sfv>Nn^tGxVi)?484GaFo|PN^8$wgntnT#T2N$XFuT>+c!bw2-aIdx zDbSOd*84=`y-|hY=J_4iLG|RTC*^hka|8aSSHv_WYCLV@G33;`do0$j>W9pGwPD z9{27LFM97ot=&P7l>FU2oXN&{UiCtT$135)Ef!X0b0PU}8v97YR21*iQQ$n!t7>XJ zMPe?p)!DC*3MnZy__#z~=t3j-%zM6~tqY1)_U_vi%djPqiRDvR(<)PN$=PKIA-d$7MybgB5V?~mtN!_#1@Sd+GQmP#H8pb7dFnGIbXT*08-9& z7w;tGE_znKwQ>zb+7A8_C~Tx&WeOA#8g31!z!hdcC*yan#l}5<3O`9L%7{At!`FrF zwds7%v71iVbaQMkTL7bFten6BiIqg*_tEY}F<7el{2kuCs=`F-#(5?;Nxa4I-2ZBJ z_7-uGgc|g@#SJ45*}kX!=UQFcU}e7oWQO@2_pYyf5Adm}i-hI64g)xten@3g6UUB6 zU9u6)P*6=;;g)*0mTyy1+PA(BtJ|^|dVZ3_#W-e>vmfFedNUWpNjghm*85BIjjM9# zgq&31U=I``SYo0aVaa}$oAZo~EY0{Mr^qGLkc>tyz;d`fuGOqM{bC5dIQU}{{*T#q#} zjXf2uW5=99eY1ZK41XSa6*WPErkXDCfp?}GT}+ohv3z)p91&Z??{$uCNMEG+C?fF; z6=d_a6w_%w3RFmMvbR%mr|mJ+z9Hzc&Bb)L*z2RhFtUBPwUo`A8k8zH z5Epc6f|QB3)arrxMT$r$QuZihL>NbhLm459o9n4Zds)^-KlU@OP4ld8DM4~{4tb}p z+bGP5#>b3K*CV}m(zUz0Y!AUfWgJ{Z)H9^mZ7}lhaWQl2{?@yFXY#CgXfHFa7Iji7 zw_ZE)U)cs^x|(SNFF-A}CD6C#Ox7$)JO>XizsMJ+s)DN@(R$A3ZM(E}+rqEo$9n~=^y4f7m-^P0HLSGP%)P~mh$>p)de zZXxOSOcsIP>QeMeMDY-bc6rCGo&(%ri|Ii=FJjK<$tK9@c-)Bt4M5aI?B&9pUbr`; zyiMG$6_nFsx9)v4Hw^?T)V1pE&Y{aEn*-*KpEbdwJ=N`0DU_eETYWTTZR?L^?Jj5I`+8wBAzg`cx`Pz5SEo?LEdZ&Ci z^pX|*s67r$K+T?)yBl+TFjLt-LQGRa7ys|Vk2HN{E}lAvuj)hi1B*h{%bLN*3TCu{}|n9psWy^77d-4nNJP?pmk&o@&fa0uu#zFEC7 zUWj)mkn+LsrO#du0Z079>J8CwX<}K&ORe%Tb@P9qleeQP{6OysS@6|EC)do`FNplW zAFk9YB0$NMkqS2jAqla#d7^6hre|ZJkzH~Q)oj28dK?brTGffi*W?9kzu4UbMU*fP zr2r}i2elG*oi-V%N&6L7cOg(TUx=KY)TYUo*;T#<{$Ui7DC_6ES#dk4m`v@J=~kGg zmlNjF*Eah!CQB-@;Jfdk{^j03)K-~3L&G7o*p+O@x0%+ipb1Nx9wp%Vjb^-oB=cC( zxwf3S8(SmuIy7=^0+1$d@Z{ z-HWmc80)zkwlg$HE@@kwR9J14DPhHZG^pjfM8duoEI*gN-<*J~g>9+B88Q$r{g+2$ za@F7AH`A_!X^1TqD}&>x?*4{P#!EIytsMp`IrnEpA#>!BTXW)RXD>RH*lb$8wR_e> zaC34xXcx_^Kg=x6dWxd<^fPVuO^P?EJTgj^YdQQfM=J&l!aXW0v${~U0Luh!Lt&fo~Z|!EUTTd|j zstj#-{9wZy`R0+|NgpPvrMOMolqMO+)5sav-p`mBtLighwl>t=3t2r3Gt-<#?{a|V?QI`03^H4$sQR0OuZq%EXm{Z}o*6+! zr(%WG)+avogxyL=uHG@}&s-a|gX5zgO=l6PP0o{mBM>jOKG7f|>qcNAoK?+A62G*H z?SfKV(0!k6w*1rjgjqo1sgAahCdxhPtb)+N3*#b81PgM3dkjMC%fO5Du z>01w-L+cDR9%m5m->7Z5eX8ziXh+p4Kz#LsHFs(3<(!=Q`$a&T9jyG&;>0zmZ(|+o za;y}8?|ccuh-5*bMUm0mn@n9+2u9Iirvk_47dLfq(WoYeE(U5JpTeN>LzktF5`#Ph zc_x?gahWSjZHxvL16yL=uDBzNJ_@%wO9`^OOo%r9a^r);cHcHU;VJ7j^PUy+D|6B-V{Ymgn5zCjcTv=FiUDT?uLjgw&kYK0B_w?4K7 z6oub!+PCPO(nFG&2{8x>*%|-xT{(rcHV`f#mU~>&s!OskPsM6p!!Ga`v`YUdkUN=5 z>O&v8wwoJn_o(0n$(o`VnrEn&c?fnPBIcgrTgTQ~FPa;7GVAK9?&ENsxq`5le;aPO zZ0<60!rAxlD}~}{+!n&KiNc9AyW}mwVz%>5_R$LzKu@xf(`x0E@@BE?HRLDd6j3ny zl?uZXxhhpo5m5)#XZPA-0juj4Zz}MqN>Gnp)-Wf;Dv{ zdt*Ir%ZA7wwlfwvq&a^A)J|WkAUh^{`u|$7A`gr8Gd$MAG+*B>yF6!kHvauZS#gEW=*HZK3ssgnS=1@) zgUvuGB`l@+tnfTRZnLEIdJRh`pI%(E%?)ro<{mH2SL^+i^+*YWs}*lS>N^wpIm$xn zOxH?;?G$ZK#EzbRZ1=03!&395UEZ)kDT<&s<-Es(2Uon9q#!au(4~SXCeU<017FXc z`k`}4rfo@IA&*D68PYdG&ZDrFLno^LX&nz^B26c}Ob}r6lQabb-1l$87j@|6&Zw61 z=7k@C>C$RiC&JhQTv>Dy+`h;xlW{_$8dp(`g>3kh776yrI-}o$2x69mEvI1 z-IJ@Yz|3HPlE5a|g;#pmc}L-(m0l)!yk%))pR_F7PypYw8bXPwcgGs%jbQgEn^e6*C&}tWutdIk6&sti$~u}_wFmv^742b1Z}yn8 zsF%QOd+YNZEB~KcfAV9wDWSu`G=MX>ntI5#-&D?L&^rmDCZQV-97t^=+jeE(LXjz7 zhLiwGq>5eKfu@kFHkQ3W%4mywg$+(pHU^PRGGC-LWWh6ol;F(EbJM3j=06AosEOCU zoBDc$vN4fcDxJ~B_e#!J?6clYb?JNxFQXH7XP*WTwq%M4+sicnTP%39O6y9qTeJEa4&E{fEJ77Mg_Cm3z^#Colzy<)`u^jA zy^0%%NgtRKZhu~H*%g<(V*Vu0N>hm1kPd>9IEv4!u9Wc0w!c5mUA+V~Z=-YNA4dgC z1XY<1Xyxb9+CX{7qTkqU^!34&f|y3<`MP^>-lVs8NZDUMy#^B)WV0}wWES3}gVjz* z3G+4a>Vv>EY)in*2T*(VklQGzC)SV70IfHb-_A;PO7_a~C_R&dD0e+N$Kks6l%t&6 zLxant%Q*&mc7Vg#T_XIswY3796x}mk;%vFJGXJ>D@k?aO;d`i_AF3fXx3ab(P3U!q zEo1H)S{Yhj{kb+bIN8Aa`!{4>pkKRi_0|x&HK-v_qH{*$aV|^4vYZTJ?LJYP%EwS2 zY=b0(`cbszwXr!?jLm+XTGx7r9-?-e!3>%_x+%#GgvkF219wA~4r-o`G05BU;DEZ; zw+yk}0E+V$IyZ+=6dIyGvN?O8M(QQ=?jZy5fUg7wq$g^`{I{AZ=gel8-Os?h%4eTY zp1QQ8e9DCR^Js)h!wHtG=eE3VJ9_3w9>yQX!a!d))yi6dkfC53adOkZI&+8$Isfs? zJN13Wx`EOyyG!r&-|xWj2L?*zeoEz7)T!vZ+~BYzHJ8RuZv2-Bw@PE^)-==x{p)Zu zg}j7tuUB}fI-+xB(teD>WSB6YP2y;CP4#gMp4%FUjp=K9S3)cO<=ekx{@oA~<|QVJ zar`6wU7ZhUKpnOMS_;vejVj(B=ih45P3cQ-d}(!LzSf~%tnDRlK4fYv^VrAD$p`)O zDoSZ+wn^WV!yj zOJKBQ@&GHv2Xxf%Yl6$Wq_L`b&Ox-!m^r!JJz!eY|;Bj^nmqy}N znL#H6wWp9@xDy-5v-5o3z4CY>F}fN$DQtrY=pvC%fg|3FiFc4kv!#0!IV9YJ8R~gN zU4(=~AR)$Q1=ZbYp4eL2Xq?oU<45-4tIN}wYqyxYzyuA-H8`x$LdVf~ot;G>qi*W( zYRcpO)Fr!qVlYqu0%51)>mC(2Ve5V$eVH@2#91jj#CmDOh``F!K2!jzlVVVD!W?Lk zQH~(UQWX^|b^O<)uGXs?T&X9SmFN6ORO3>bN7P@zCA}{X>40>N17DNu*Y5=9p*#xW zb;dI!h{nc~zDI69O@KzmLg_fPdU|$GXR;m7lx^g9hHih+gX#y=b@huQt<;cyCQsc= zMB(HE%m%2~@LNP5Kzm<3ylHg}xg>}eNQJ6q0>TYyWJP(%Op=zsc^s5 zg4%i4E=}9aD>yNUW-u-lnyR5-mUOL8sBKwi)N3XCXX`OeyOZPg8QHtlP-z0}ntHaZ zxdjuPF}c`=Bzj{pr_MOtMpt0Py+@G+qzvL< zO>X5W+4*{Pt-Y3bmoQs)H~*YhL|ba8wF`CP4zNju-9XiRqIPfO(xOUPiqJDq6waN%8$Dsj#B^clJdeQ9TAbEgxd9&+4Px-FLL7n4*|S#N{9Ma&=U zgn@1o7SfJt?=&YzaGU6HD*|RLG+VKN{sM-47>R5TIyWz!M6x01BPnWt(f2?c+`x6^xm&|W&S zxc&6P4Mo1@owUZb`!S~sD$b*#qAXUSO%__e#I$0%HAL;pnSqbbm(dPSVkw}*fNI!^ z0n_yHB0ZYzsf1jjX^Fz(9U3`|nbH^jd4rT0UNR=de%PNl z2Z{zd6&p=Cc3?v4HV{$UeJKBx`%PQ9k&^w!_}$f1Pl=Y<~cH~q$vcCXr{1ZBz2oX zdsV8;eh)Z?SbXY^TKN!1*U{h9^tRQC`C8Jj=<{CQP9JrbJWc$Yz1D9~cSGo@{Hv@d zb$v_V5kNs&{!bCyX5c8&z0lL?zw`p>E^gp{K^GGlZ@4O~_Au?^zKiJuEWO}l*$uGu zJn^@V<36XWGeoTNtVDT^!NByOy()o@UxQB#>eJSx2=vD8O`(!O4g7d};XYvGHP3Yq zm$2$%550Y%YkB5ZE0;k{MGaI21tloVs>)LjqPwzF$c8GH%h>vVKFE8A?G=&3QQVg! zshr11nXlX{@A+m#-TglF{>~>)tkNZ5Rc2E3yNq%Nh`kBCq}8>KxC3Au79PxKk-Gd@ zb*UiZGNhH%Rshwie@U)KhOTWqCwGW$>3bL957Y1@u-B5H6ip)u8HG;eCsE;{mTwcR zI%&Z&-@lmdl25l{p1ka4$7p2Il-`vK&=?{p5I~>hONQFGDCeJNvn1S&0)7S!4&a5Q z!p@@Fl&zR|bHl>=H1}7jCo+^l;X?<4a)YQ#QJuD?t&d(V7_|2!u&$F>DpElBS{KO{ zu*6eGi#E_jB-sXyE9|{I(3g&Hr6CH$m60@8%)Z!ux^Rs0a`%}kMmKp=*RfBU2yr`5 zphg-w9BM^u++UH~bXGNxM&Dmcc{803rjCckD;AvJ!^t@p4hRvR*DDao~F+&Gl45mK`fWdw^_zE`a zt*XIj$>4Gn)tCTntp)ghv(D8#hQ;mR{Dc`W>6HK-Pk=lC{<}l?h)%tnvMT$SPt9Fa zV*0&FWpRM_odE(btIwgsd3wk&`r!m^#BW3A#!*@JEq37}Q|&?|4ck1`E{?QG>Wc+G z6+xgE=k1HQT5yj!)i}fW?pk1RGsps}<7OLYUJ~frPm?07he|ZXcc@~nKfKl_vJ7=0@4`GgM&!9R!fIr#Aml=w%IHE)yygbF zsnwV=^mIF)q(Z`TIb=s?Ge}ZBmw5-|t$4It^ROE{xq!X_W4mQuy8wALPA)-~($B1m z-|@jalY!=1-s(hyW!Fkv$#&mTnr{9d9-(3|h@-CJBj~ux0$Ogl@oKg*xnYaa@5n8* z<6ST%((5B=G9wBfd20Q$u3FXtzb+8OPgR!$g57iWgw+YIua{Sp6dvty_OIpAW~JPy^iY5fR1cEA>X=nR)->p*y4 z-tCxm(cSbJ;mrcw;sMt6Ikdz-BF(x6L;+lz>}V#-)=gID^7DzHRh1Pa^JZFLdw3!+ zI+i^^$5zk|57cG%06RobLrS`X#``v7@g9X~Xf!ya2G!vJra zG6VzWlW#;@i5}l9m#a58bW)w2f@gt8n3j5JrJ6DW#-V@U%p zCMuloT{GTy_4LOzIdmfLU(P$@4@8+xy-bM&ffl+d3xDkC?=PyhVq(1{)YK@7%zh89}y&w+zEUSF3-9W?BRmp0z z!Y&-c`0@4rJ9!LPB!a7cQ%BcR04-8^j)Jpxp=QeTLta9|o1d4Fx$yZF3!e*F8X=l_r&&D^-&v4aEn2dx%jkShTXR^~>5Y|k zv`Sap=omZ%MtfwV9MmD#hu?$;EysL#6-o)nM|(HJE&*F;V-=jhxz>)6C2@?Bk6mjw zgg3!C*;G<~W&_N+to;S3Fe$p7qhPMaf@ppQ>?b8XDKd$@U$M1pJ#ov59m>Pc1F|_M zXZd#{h43zuXuH(($mu%ea)VNC;!HvA8S)?1T$&Yi zrt=B%R$wtg<38+tv2$yZQ0e{zTrJeX<)G#b?DPu{!l)< zR!jB}9Vh}Pol@nC>E|u&y5IV-vae@~^XuRibF|xu4!Sk|G<$k3U3iO0frZq}l zi{Las?*z97WBGa8IqwhTI6d!FTJNNJsSTK|k@rr^^{VUi{8|LWfI$-(AG(%3d;{A- zmGUqA`aSJ4rT%w5GU{(?A_roKE7ZXtullXMu<-Hhjm)z9P9nJI*kULrhVH^9$w}96 z)F?U3?N(nT3V$~#b+Z;k_QHYFh(uv5zt@)2XS)hUXnBreMNDNEKW{E_3=qE;Qk-?+ z%d$`dE)=L-#qaBroMug`#@;gt$fG1xn5M^Q;+xgqmvAQo@5f5(?eMJk+Z6d5nZBoC zZ1DcfSETzswMUd*R$pq!QB#@Wr4-9v?j2n8NR zw55sElD_X#sR2JOln)0-iN)5pu3`&mK-666;s`?3)&iNG-=G}y{j}8Wy|QY)C%CL6 zZbL$9Ut6uW44O06w5ElyMo(`Poafz24x07)Pg=jK3>usx5_SwMM%TW2c(W$^%cPIC zfEE@gtYT$g-fKbSl30gaTAN`fDdkvSM6|>zug6LNJqX-)__&kc$r7q}IAXTXKdVJN{~JpT|yx)_g5FN;Pq#B!Qh;k%xgv z)GR)W#OJ2J@TZqOwKIb}4#`LShMFUwTNsGk7QDtP%A->p6t0)W;>Xlk7|le(^67dZ z74-3!UDeGH2O=qg!@X>LkLsNy&`XLcJv7&HFb6$|4NUPCKO6IvKI)ChElL7u%>!{=(3ZTl?9`L8`r9ABvIiPhFh4{5Z@Y@vw@el;;Y67hU!$E11fjU-1wDut;s6p3jm;nG zW;KC}Oe;CYjRe-}h(0^uPz>J?U&>M3A zTj8|%~9Gn6lI=KlD*E}MUk>Omz}Ka?3IumcOhV-a5BvAIW)+kPTI7ikO7vXZV`j z%I>sxuCGUtOU8WbILzP!!?ON?M&6Qkj|XKJ*$jHz8bg*E@}rV7x&omfI{^gQJ;stO z9{vv`6e5`A(?xXfj97^E1S*2O%o{{d z$1N=-j(@W>kf$5Q-(C zW#z73e%{uqa?k$NGe(SKOONF8g5zMSTElO@Y*E-~yd+ptDJlJxyv*5|9t=(bSm1ey1G0s82Ju?;dnU!hKE-Y z2kt4TuY&OzAsuypol1$OaM15V4QaQjy#y_;S>ocuGhVSKQ12VGaE1?u^r2r~Fohu_ zQsb)Dl$6?72{axl&0!vi^zt)Z%*f@VE=049-q-F24U|6&)<6%c1kf|9vXx%&EEslG zTs`>m$EL5e;_=~Ep~Cop)=VoIApF+Z6@6WL<{B!rF1UgO>^%5;CXd8S*z3Yhz<*-9 zUt1_2mxEwk6P6KPQP{ZR>aV*#cPzyE{23I z_b>C;xLV0l@p$}_3V<>VpBq_7owUs8J}tN6tdBeBL13(67r;m%IRnmSNQLXcmC6avU&UhK!pHyX;WUVg<}cKs&N zT3$b-r-Fhf6UOk+zz zIs?9KMz7dJhCpwV5wMw66VFRKI6uRCd1l?ssB^vNuvvocdl-pi5q}~lS2AH^UZ1Ku zASY=PWiiTT^d8gE?|3Z7zTmzdbeYJX+3zW>j&Hn^P2_PHfmhmO7b^V^+@Z!;NTC+N zKN5U29WE_pJySnLx#;7G{ReWOACEfJE0&uaWTsq_Z~t%|e;CuYaoaHuyO45TYoFJX z-G=i&sLBAUKD_-y{Tf=#xN} zuR*J1UMHri&!P2UiCq-;tkyyI6=A}13obq4e5~0{{54`3#?-5W1}0w>o7O$m){>=7 zNn)tzB*EW_4VIwj$xpK($#?fCWXsDf}1RE90n9pG(|#~Iv8Ii9JQ z)G)2*3b*Wf`sattGYMIMAZTReKUEuA^LMvHJ~e!SkU!*jOKve;?wQJrZq`r3xicGB zBy3bS2ts96kXy=822FU}(vlNK7?iY5TE`zL31Z`5$;STse^d$qk=`SegOVVKfw*of z3otmDZp(wI)v6)9xM{442c?S@g@`N2&7ve(vXg&IOYp1GfhmSQD}rvw<1|M}@z~|( zlJkl97nd7M8fxt1Rb>5Lj?;cQ7e&Z7xZ#=y|03P!r9U>L5+=8U^w(ey#xH5sWlvA^ z)gKA9m4o!D`-5Q8z|UmdulX&%B@!&Rs4X&H{+ql(^U4Mi)ZO6Le zgDoSKlt%l5Rx!(_VW;3B2sT2NBP)Z2+xwS$COrDyAK&t&hiOQZz59FXVW4#1#k!b>7t;Ok=7*?ao~ zw`oKNH7c?f`QS}*iJ+qbG%L&5w(N@s;CLpgYtcDcSQQ!%N+yUa76e<&efHM%L8pBq z9crWem*xmcDFaMH1kbG0rRIWJDmjzuEIH3SA4~~4c~+sDPXF6t2gzS>cs023rTDtm z>uW~w9{X{Gx^7UdJWO*6+fiTKL14GP=CW9(BNJRx&?Ichv(MJP;)K5x#6OS04p;3U zdZiR1RNv|Gq<@;{vNzBFM(FN@9^VLx^%)@bACkS7VOe=`^v!&NE!P~l%5nfd&Zm7A zA7^80`k^W&p?wWipa={kq494XmI<71Vw7YRs01a9h5OixtH@AyOyEQ0@pu}v?yME< zx&s@cL;5*eM`cmnojeZph})xPj*Xcu%CNy=xhjr>P&W?HEBm3-PxmkGxp`J*|9K!% zS3P3|pz9k5>Y_K4?>WV_2ek56wyqS$uX)oYtrALiKna8jAanUkqf$2z@_Gzq(AvMl@yNwfKbFrwAq+|$uHeZJRO<9v?}SE6<;#7 zO}N>~TC|r^0H#75p+b8+MOq=BvQGk}Va= zn#&1WCIU}i+10g^L&sZ*XZ^AH-a~8@jQ4_Xf_YK@c&WfsR4l*tS@F!H8@w9LA+wrp zmd9_-j8IE}Us+3pt(jzM=DgE4!>lHUKp4^lTvli8kaJBtjgo0aTl1Z6Jw^*21-PLC zNH~u`M`i9f>kp@PR!;M@Asc;89i2;+ufRi)NBKwRF!{I3zqE(RoA%Ki(u+2Kod~r@ zpzvX-2~1w}tC|0E>NR*4##gaY{_XbLzFRD9Z?XbB3__A<4l8W#^WJ6!m`xs(Cu>XJ zvW(_GL@(jy4-@EYX(A}*Q<0iHi4et-22RM8dOXfBsb1jlR~ok?_r_d=B0lUGOjYKx zAV!ecVk);28NAW{S#HN^k;PunjQmJ?o~DN8(oxyN3(d>9us5h4*XO0bYW`hLpS*Ja zSVD|>ES9OHB_hqR^!T*WUZr{1D0qsO;N=$cZvR+yw>#V~-0apT)+CpVX0TXxl(#=t z^XkD@VsGbN<1GHeV6Sp4nHs=w1a=h3ITshwYKIibABcTSs~*!Xj)n${!17r3UcTS5 zF5?mvgVL|R(HfV7MI;-d0$NnphD@Vbd5-2Ne*q&AlD8>nxV}fed(JhfkiIOa^lsrK z?nF8&Ir!7sHd+OY zQC6~~v*ooin}3$L-g$&*^U);5LAyF!x(U6ImlK0CE{=@&)Kb`Zclg*WZ;m$#)Xt>}jY!aMA4E6t&zBJZ zF0|;aLivK>s04oekeHKFUJ9$mkb6s^X(bWlE}jCO?TeZ3-|b{|3UNYex=4>y%Mn!y+vA^7modKET4UjaO&ys7vnJ+HcfW*Fk+B!Q zKLbcw@0WJkN4mcYNY0^P37(Y+ev=nwF{#EHx4_Hs@BE2V1{Xo;8tE@pOn&IoX~QUI z&~pwF(hm(@EZu5au%cR%#&;mP2u|xh)Zuowjm?@R|I%E!mMa`gXzKbP2sZ{J1qh8b ziQ$;ncLXisss}leGC9%ezmDf5Y|d^9d~WcVzH8g|Y%P0@hu9oZqPlGSU$6<6^xp%K zYUZQK8f-RnH%uP;X?Z=W_Fl>6z9l_rK-@)SIeGIqi-A!fTS|#yUc0vy7DjS!WYHWJWPg=CzFw-@nAe*l?Nax7 zuZnE~zSA+4V>;z0nBG93#&_4XN%tPuZeKKU@paX_Jd!SqIWf3sE2yCCVqUb#@;OMG zfNYM2aaW#{_K4HCTOmfCsHSaOaSUx2?f>{Cao!elF?9|_?@iw14O%CjY6rkJJkygH zN!Fk0m+2aHKsg#=euibT%!q+#^Pi+*FiK`h4+3Z|}zO3cNR4VK;CO z_f)O=d*fXwv>MA^6H(oChhLJFpYE+g%ZED%X~G5SwWf_RXS42^!lmx1exiO7eYi)H zK?X>C4m=|E{WuTe?eCBU2=i+pgUGYk% zsQfxF+@t~wjo4&Ulgh3(TmFI@y6nXo4cZwF6FN<|BQ&{1{+LN2FqhT@M0X|PU6k+T z_+VLSpC}jae>E13k;I=g8-DMt64kCmS|EZZse5mpxhT(rVgFFN_KL3M4{Cm_yU<&D zxCYd>1b$5$@aitOj+!<1oGJ`U$ml+cml-{3H^W0-bElV1Zj6YoV+B*;xT*XkIFG z$-ua6KPN5E(K|1+(jU}wi?$09`kg7^R1;SY z50<0mYhc9p^fc-oTC{8o?ETq!YMzO=@yvnJv0SuP@9LUK6Q}|wOEGIw%fC3OFmDCa z_;kL;4UD_mXpoOph3$9DI!7<)Z3LeL9G?Ny>Rc(ZICXi_59#=`iXMeaO9XcNQs6b) zI_1jn(&?K;vRX;E&58^OjP_SW<4`w=TSR=Pe15Ahm)x7g`fx@=sy9*=pdr|P2 z&-N&cLkqoQ*5|9W6V!p5ld#JCX0B0QO5yk|uWeV0$e(WuSZQGm-J7h#R%Ivutp=*_ zzgMW{iilR?at7eXr}N39#W5_>_@^E(rKrZ;0(xn=2&Kw8MY!bAuLR`EOg&M;8_{~X zO!2hI-7x|*qhdEcA#9tLkXO~k%O3eCVHgjFI*q46G*LIhk>+H}sZFyh=?u)Qg8@KccJcw{wKZ?&G?!oZuJC8*he6-&Q!E)veLmFX_VO&J6b5G z&C=wfY4z>G(dKPqOXQyj;>KHU-4<$BRM7!<`J5a>Szzl>&Ye~!`^7zTVXv>P_B{Ne zUf^wlb8=uw=#j`xTq&k}6wH?ZOGXqv`p@ z|IQ}6tgrio?Im2yA-OtK`;9zumJwdM1h4-j_-%Jl`5&x2Xb#NAHM|oDUV})Y|L99? zTNF`cj&j%@y65~Caqx$$e2mo3_*3l}%0F6D@L>{fT-689h=_lUo02qHpaSh`V6Yf? z2d-B}$V_)@dkmZK=x`j`HVJyj-#kTnyspuWXQe#nJ%UGgboBH;mov#p+f+h5uhnm* zjpE6b6U(*V>US7Eh+Ybt?vZ4+i>JtWIPk;~g%o40(BB|MFOq{z7hRCkbk2q?2xV^- z#22LKFM};!4Q!-9G?sRu?5|O(cr?DKYmpvFT(&85VGL|sBlXKai=L-SP{mKC8!x{n ze3}Gd?$bFRmoPl2!>Z1_tUj+}*P>F;>eG4myKko!EU+kG`W=F56W+%G)^85lG zL?0LAx=z6J(y>_93FK{;{-ns7WeXI|CT8aoG~UwiPSBWu(B0)x+09@`#Y|&ranUgG zGJJkjdQn<8?ULJNP^18kF^2wme(1Qk?18eR1jf{IS||6G_TzR2+FPv-AvGzeuS$$( zq*NB=xHkgyCT7O~$yaB32EECUuW(JXuyYD`mMO<7gftmQ1H7Z`%_^J_^KWED`)^^Z zd){obeR>xI#%W&_vj||5PbURDV(iNNJ#BBVj!sTc)^{d3*$q6K7j1iWt*z&)T5{xg z76=?xE`YM94u`5O&4IQl!{50Pu}L&P?|kcfJ9(FtaGdIC?hCb#@z+lzR;begU{f2%uFh)>6oRH8t%``v2??i_HvYUb-5-MVscD$Ebw`;bun)ur{ ztPjCMwR~b1(qV{3>E4`AjysdH@1jJhbfW}scT9yyvQ7VrWQWeJXnhQ+M>j0)K3MIg z4q}NqQ@UEV5`pk>xq+tXJ>*pC&Ej}Gl!)2wwM_!PNEf;9DNAlO_i=mcv zc$#?f#$eG@9m*U)eaMU}nkdNK|LVFbSKi`{{YohpHE#_bwtUQ|^U9Wv-Zno{D#6#J*BBS%tZZVQQMm9p<{sadCJg7>1_FC+1{mI_Z7Xn4NFmR69Ju~L-!+KD9*`ADXGXu{2|G(pETKV83(u6 z7WzdX9U{fp#VG7**^qIIz$b;uxy(s&IM}6pTM>8w<~%mTV&C#xX4o1x$l0Drc037+ zJJ-dyO3xisdtNU^g)9v-*k#C%1Gh*QxRc95s||xw3Wz04iK%-rimPe<2QBV)+M*|q zeu&o4#r}zZa>ijni5Vr(R&{`;!e~9rCEbg+id9t#%Aku&-9-UsonJH|PYj#Mx05Wv zmDEjY1J#Cq=em`+qS_P9OAR%)m+3F-ZtjxvU<_w*b)BbIkKki{Jye?tcMhv9i zuLhRTA<{lp??sLMvmz|`BwPs3KiJk&-j`l78B~Y;C4AnHaEu7daBL+H+B{a{`rAeQ z#Ra_e7C&UQEP)Slwcf9fpEZ1W#wz*{G^Xo+tB5F#gRVdc451^jp6P0)O-g5RM@?i^ z4F%8$bmg@M>Wp8ic2C~CkZ|1{6~(qF)4nMQyNx33#2p%*tav@q`#}I=PDrsjUJ5@A zI$Ev!qooK9F`x`6>-g2TJuGl)a>Lu=Hm@=LvR?fO&;CXnDr| zN}9ZUrz(Z?uEq)^_Um8YF7k_p_OnTiI5;eVg+>}ILx^yoHnq)OuG&e@-J$rLlIk9R z-*V9f6@t0Q?4xMbc${-!W;FM+lima`{~~y!?(8R$Ga`K1@*D4~q`f+G1}$pal~Tz5 z!uzJFnNklIvl#L;<3RTHBN&({Ao1<2Ovgc!xrEyfZ|S~-QA=6dfM}Ds|(V7 z&OOw#3h{?aRg9D=R)N?MSdAuL^c6*J4i}l8hj$8!1hkiggAkxI_}IWb z?u_iYyV1wm^SGO}PxoDM=SE+I57GhT8~v$z=sZP-fACIq0|9t^)z_(c;QOStcgxEM zW5$%@n0rPrUTRoVdw&pCzTNSx?eY8GuR?Ytse2ykR+dS=j4sPxhIlfwM8d; zK5O=yE7dN$DJY~5yKdp*IXGr>7VmPG3_^&$7<_B6 zMRGaP^Y)2p&>RYa5G|dWs?t+f&PMQ3%Ft+(V+@OSRI{j?G1FxT@c#D2u+z?p2J7KU zPlvlpez&c=NY3>~X};9or*pbu+dkW>g-ju5mkz?yB@g)iW_I|#A-`tVi$+F9)gd(# z(iw5L9qvPaM6Dz)VN<_4fQ-|xEf`V>>@Rf1v=9Y28XE-*u?x=@TSM801s`M(3_J;1 ztAC~Y?xJ>Jc_ig2FNFJ9-CxF{zMU7~5tWJCs;B*-!5&A)92p4<5rOHX@ZzN86leJ* zsN+sTA(6hGQ`|&w((k2u(z=Uk-t?y&D9NE4`T2#Je8ukPf|(~%s|qbv^`O84Iu@&$ z>T7}7p>I3N-bhlvkAN=QSFM5H@pTVx(R(~{EqQ^d3eTHf{DZG}zZV$`rYY8$UWZ<7 zdgv#8Stnsju3Z$e9ADhbWO_Mh``B^G0wU5>{d~Z*^wqERZ<6juS>lsSHsX@ zqh2@d#Yf*k_%A-EYvBi46>%?HZFY=4;Ofjom-;;9Z?&xH6JowPT!5Qgc%#q>GuUi{ zOVQNNI~jmo0H^r|gZZGQ(>DDeM9ju-k*+vCtgY-FcRy%*;{&Fx^^S%THTAM=T!i%6E%A+uKeAA?V|~)_uV%@R{f>@Pjb}DHKo+F8 zK^>j7n-Se7ryFXy*{Ds>84l$}P`Tpi@(lTMuM*_d@4W>!uJKk?sL9g5v;_P_7yCh!_ zwswUTy#v||PA5|%Zh?2KJd9Tln?@3EiiZoHubAn}r=O3-O^#_y-N^DnXUBXWu6cbs z@U7F#VwuS>SLiuLwj2^E(`mU&1J1?yo=F8VjI@F9$pYuTCyI%tUpx0zb#1Zx9wG8h z%@gP4q-;2SzsP#*C`gHqpHlSyiu7&gRJ$Dc?KR1V)a_KG22D=N6dk^TMqRGKs!)8! zIP&co^2gj({o>AxX}ONqlo^d`2Iw{B@0!QTFkTA$tTj+jpF1poz}{e{dSCwEl*3%( zW&~KlrNCh7a!bnx-bx1EYEI3kd@gq@>2BugRnAJbQo%54GuzmZX8SG4LEp|5z1nXy ziv#gze~AC;jJ*3|i7(Y1d$R96>Ejg zoF0KF*lMkz!wodH$sx)h?t*@K$xMb)=3&lqr0WfTi3CH3f+h#!a=$4=*R9TJo$^8W zqDclhQBvN~!YN-k+h9dwu}Id8Cu$mZFtf|fKiRkqU%xQJY`jR-j300=nc#1fn4BNn zw}(#Us*-N*<5^U@dET|@`$f5`MQ7s{VhQJ$OIL3B=40IWhA*zaMBzz7qT6#tYiyDt4QNy zTJFb~JNr=XolUH(NBnx#6$IggONR2Odt>`Y)%tUOW8$UbLqvQcARVTdEbuC8zQHUc zCZxOPx#*@|80Y+BQKg@ml3b1*+0O#E(%fI>qJlpsIR%t!i8*U_J!Nr_A>&<9y0O&5 zH9n)gZ_p`L_-Che-PkD8iN*yvbDUJvsy)$w)o8nEKY{X86`Zl>0*^;cYb{6eI}!zw z&U9PcTGXL!=4N`S`!w+YRgxCUgs$+=qGtSsCrb311=T28RZQ;UuUgds`Ic!;t{(Cj zo`W_7M5F>EqgA6f)(w)fFTXs)+_TD2%xc%ndOF#W{`>1U&VejkB30e4*MEOH=jl(l zUND-2l-tdrN=?7$QYNGKC52tYC*Rb~Jb>FQ*8V3i2V;W`|2$BQpBfCn_$v`M&?7qV zCaCg5UqkwJZ|=21HHviMx(qT+A)Q(10x*jJ4 z(yXkz+~Z9Zd%jhmO;30D6zP@QA0hpcVr2vPr|gS$xKEsc{(##mr{!>>CGBzz6n{&$!aG##6aD4V z?&_(~CaOR=&r_f2p0r=a-b)Rfw8Ec!+t(ewVZl$Gzu*cQ3RJDG zLpO#M?fm1i2?upzaJ%BO>O=2BQRsGmNX@Z$ick&qn?C_#lMGI5%3DR<*`HIenKKT; z1d`F_y2`<0f8drc2=E{u9g2%zWA&G~L3^*N$T25#UFX%Tohr{hZA%@acg7j9$(7T| z&ob5r2Ds}x(>bU=wRUuc{tnnNjS zH#{$Tqw;l<@maqs=^Ph1rp>$R0%C7AMaP7CoZ9v#K2XT zhck%IwT1q6-*jIfY~}{K+emEb-ix+}+hl|Fb8Z4z@_z#Jaj-^Q93P+1q&VwvNMGVc$AOmj1a#qY zN$N~*gLGUSMr(_h1C)!iQ^rmlbf5U1fL<)A{ zZ$AmMIX<&l_(DH=Dhx@79N6MGc<`;Ym)87 z9Q$MCZ%;C>DQ=%Lt5I{ysia)`jy2lX#?M0s=P3*CkjqHEzN_o$y%tOq*kJdQ4vwCi znPwF<#fvg)Pl`{M%k|vxm$=V2koMP2PQ(As*>s$DG5@nE_X_b=|Fru=h3cTCkCb&5 ziJAYMmZzEqI#7!_TZtCDq+FC%yDB|Nj`XJ%Rf+_4YevEyB;m*hg#Gm@ix1Ep>3dJx zOJ^^t=fjGC+oEULx+<#n+5t7*xksc?4+e-$A`Mq83vf#nM6 z<9uqynxUTZ-E6u({LhIaH!XbVxcrj4 zU%2L!j3jzJdusa7$^`oZM@~lD4gd@j+!cLLZNDc-fHa@=2d2Ew{iAaFxgp!S64u45 zM>T2=8LejTMKQ(?jAh9F>ml0$GmmQSpkSwuV3QZMOp&0h4ZLZMdiFo#1obP`yT&{z z-pA;-WdFC*f8CZ_hZ$0BK7#~M1-Z2ur~hJ{x~g^75?kFJF<5T-d4I>BcZtZwwd54m zYFiZ}Z7&bq6}{%vSK>D+&1SPw1vSDo8~x8_UDhD@z>?O**R4YZzlJ7HC|<22RSwD* zX*$+=r6$rpuHn%E?a4x)eky*kn>Qnxqrn5;hK+TPAhFF)A90~gA_Rw)Uu5O~*KO#j z`i_D4=m5D=(?6=EUa23@DffOrlzis(X5rfdZ_z>ss9R}pGx)FDcXEYCQeLAG5DlYfC=F@kj1z zWiTzRw3sjp*(Sq9qKY3reDSX)aKS8)#Z2HTmyH>t3Cg;2Rys`?x$ zQpuXS(;gkkMYP6N(PXp-i{1wm*6fXFs*sU7z~47$hsBZG2bdX~^A}6@dZ>wDo&Qi^ zE|#|qsW#qR{YrNf2HiXDbzWAU)z;iJv20N_#t_$ke{aD?Lwv@NJRC;?E3*1UK`yZy zYW?#I;s|T!0&vC20*zB_7sn^PaH4S{3J?+-V+5hJb+x z5Y!UWe)~fPE|ZPx`~mn83n-8h3&mvG=HJmsd+w1!CCGf#{U&-Vbd4BM@EaD`TN6WHCS9ycFn>Hjl41+vETC^xg8gg|V!V0{Ife zi=bo0wy`|>v-lk;V@qf&qRRm5z+T;CT^j^gqH6t{KGF4{@)A? zFV|keYs5yoaIbpqm$`fwi>7x)^mQ6TBHaIl?S7Ikq7Qjooer zZW5Hn-TvLde0j_R;u(K>mu4U()FK5&eyyfEmPvM$Tcl6NpLeD zSewR&kquMKDB}+c>%LBz9v@!L5XUo0wIU`2=7r}t=eH#$MW4=_xt}UO3=`a*PSq3h z+`%ZWPpFC2aW3y?Z7(g30oABZsSk$RZGHVF8Xbx8NQq2edS6_r!F6N+HWyP3A9PXE zdwr#AK%`jOT^}TZH=&igib@PcKkt#raf*85wD%g^HQ3j}IDt3x+jsy!Ty}kA(nUbC z?+^pv_O)%s+J&#~b5BRijJlQ48L1QCan=wAs;MWSDy{y3ez|&+Mc62X`=%cG5nLE_ zc47~x(Re0wKc;YeLb(N()PBKuAlnmQDxk4I&zVY!V#V6yxM4ZCm-a~<(h=LofM)qg zs-|Sn-$`|(n|^8>eVb}4r1%3GkggpdI!3~jI&6v79p8bq&KO+jUp#oD>-UP^j&g+M zOV!%*1`L5MZ>>ENai8yG%r)d93#moaU2pN&Qau!XuIcu zUfj@&i`qCxw5a>4DME11ph~Wm4T}e(VfM)dq9IFpL_&%l!7))i$tsC``a3-CjsV+| zkZc!Z9z>A+C(+I_^_9%!ZRd%eRexZ~*|4t}wf_5QuezjNKF@xeXp+%bay=e0u3@8Z zk~+#CvnIou&obyvsb4WLh|#|Aq?&}tWBrvJ=aNe({kO8>T&83N^Nu-7x#M=F_E}8G zea+u_lf;mI7e-r@r#~MfWrWNv&bKXv$4l<(iYJ#I5R=uiX z8-hrkCkxm%*kA(cZlAUP%ZQ{Hvby^6n~91DU|HPEz~3Z|23LD_^m`61_fe#P`QD|} z-0m@uxmy+IoBV8hrqd5I9PgI|znkh4mh-I#MRx3^Y<^=YJb!F_)?vzaxG#e`!XLXr zDGO!o4~-htLq9R>ON$h2=_I>DI2B@*46+yQR+Sp_=$uet%7CSduHVrPDq@??`{&sN z*~_LtM743#wrJI=Y8?O61;V!6%yu_8#ia^xU6J3r7X0EtBHhtJ!*VDd zbqKBhj-+T@tmCNmV&W%W6eBmBvmBOZkc2(T>@)WIKK_vP7_sro)^Uhv=(4+1pkkg| zHI`@1Pzqm!?y$WqTzB;Yt1o8M-H~WyjOecgCb-*^1$chLoz?N_nlW_ny2f|Ci|bHp zuX-x*qmsaNT&}>EW3@9O50X7=tc5CX;SP?F81U`5t50y1VM?BK-}QOhd@Yw;*l+Ss!SDNM%-WwvAA^UY znvQ*g(Z#G;Zu@k%d(tgct4|`EaZc%%GttwOXmP;1nM|(gDdVfx4&8rH0_yZgM1QoD z)B7FT9x07}+N3N0H}YeM!oZ`5V1D2Iap?YL=aW+GYXZJUeEd~X`ABvJ@yO=&Niy2a^8{*s!62~Yjd?PM=DBvOSMqk{xXjtC zJ|ny42?7KRbbo|alybQgE+DNaW^J*w1N6P-4aNuI(r>5RwekAL^jm#@3>%)#(_v%- za9N49#5XHY`GO(=cSwY9%KrI~GFre(4MXq4Ad6TX&aizRNFFz`th>xOscWP8if{7kW ze6?ojkqF<`2p2_BQGXC3ismT=kO9HfqG|gmEJj_wR+=G%V$p zS}aQ3w2%^P@edZ8?wZPW@%~yMcEk$8Af~>^Z2aw6y6Ei3=?N4XM#uKS&acTq&FHU` zX&v*c$I1MgD4gRwLbZ~>>9_)-e!XnBO1y?Oq~gmFN3C}7DHoBvdho1ETAW!iM78pT zW$bpCD8v>P&hW!zpT}O3zd2k+q4lNEm#W6Ts+E?Ak}wXcsRnMm#rmDe#bav`b$;Th zPo-v8lHUiyFNLvhJ%ixFrNW6GpQzz|+Ls#AS7pf)$rn!tfXVB2K-H zz{}~pnk)#z(o1(y>P2m?syjO$IehWlV7*FpC%Af4QCfbne!1(WP`;0=X!G+_$HfPf?0I&D+X)^?cQB zQR*gummo+Q*6MigjHZmDP^OR*xw(^Jos!QjNOIAXnRp|uX#Eycc-Y0;ZZh+17@HDJm-||x6AZg62RkVcwt!XXp)U7u zURP-}b)PxnPMlPp_b#mjrHifBp5K!WO`4vk?NhwDNCdH>U4~(yd#ER?Axfs2=W7uD325t_) z#`nzR!~gVdq1d%t)0rJvj4#??%=`)Vlc7B2b`??-t?`{Jq{`hxi0F3gtq;&)38Aws zj|K(@X5-r)>?D<`7DHG4yqrD0CUEA?@4%qLwkQ4d`9n(Qb9acDGN+!%(82;Ty^^8J zjxB2CTj|Em4?$1L5i}ETf-eO729n>8$~Rq2saBbE6qtmPWe|>VS~Z5b$~TyB3dJHL zHFlo7FgA(?+(mPVvjsyyN)G>IfR`y2Q^5dfal9vM$^Sgc5}Ki z%^BVViOv(mgS8kQKP3HKPi3Ne8|{~na4Z;W=>m~qO=k`vy19)ThfasYPyn@G)`g_i zc>f3!<%c%)wrb|IE7%b~^7R;yyBI32*7VkCbS8Y985D=zoc@%K=zdX_9;rZ9MPG$n z{-jhD3K_707@x~$KVK~W`KM7HN1nFV<>q|)C}-xh1EV$fQjKV3Nm>1Em)_loR5U1+ z$ahwv&WprchLVs)_TB*H6nS@)y}UF%?yoe8&vvB)q#uF$Y~L@0J#N$5Zk`=A+aE)e zZ9eK0y%r?0FmsNK7D~;&RjSEi;GC9tDw?&PPDF;&BjvEiw}&&jXqJlSO?%v~4iGM> zeibZqaj58D1eyHmOp!a!yKbV?s)HY_JadrG5dUx|Z&p)OS{KIi%z~VFA3_X-M$Y8R? zPfAz9^eNepY%X0YG$FYiKV7R==_t~2ijz{|P9L&VlDc^x+wLeLJ$*4+jSd3NNo4*X+Z8&D}4Uj+CB>xO4!tL`xR!#}_nH)t&yqbB; zqqHqvKMy-EJ&+MK;W|H0+C6Flr4>QicAAY*PTRh&UP)z%Oxlcrf!Q9esa0#+)@;mG z-IGWmwS1hBnSM6wSo}b+`XlW1WM`^WsrAo_hBV;R0D6wm=$h3lXyc_xV!Jl{L}xkG zUGv=0w~wq{Lzuk!XCW7dE}l=HS>-U_`ISuYmY~oQiG#**w0rjs3oJYp#_`p zDli!6_!7{uRyi$Z!M+q}x>w7eO}ryXggfeu!iopFKFYxaZw{YS+x(=WYLU|O(1tH7 zv11{|mDd>GR8cwQxK4;YmcBGO>@2Exisp&wke9^U&9(23pF4_)7R~LR7zg?Dy5H3K zhV9O}LzzJc!9dv2yDn4dH2CZ9@B7M1F)g~s2O0Ar)1Zn9VVTvLJ<;|L3iOiQW#NZ5 z1I4izJHCo~C_C$@Bm5k(GE8ov+jf&8L;>2Xd+X~auY4xxAS5xBbd@*ZTG+NU_mUO)E( z0#PG>n#>}f>d)FzpY}{HkA0mMVM|g^-hj9fFAjCaVI0JG# zYgVmLC||$T_Sazn;&CDc4rU#H#3{ncoBudyFwk9hlPX@9cb;J*rYvW5l})y_mBq_S zQ+gtMZn1R7E4H2IZ1k_uO7+daJ6m#X-J( zimv>(VqQk!VI@XboaiUBJkOGjoSN0W1N&&q<B_Ww*?riw`7Blrd(Gv`B zaR{Mb*9`{@FF=V=Ism1gkq0S>zqGzLY?e8?U(lGPXGgS|@MWDw%Nq?cfjzpj&FLxG z_H;}~wABstMtuVoVdYnr8X1HlO^y`LFzI3?rsx^QS4XN2UlGWCkjmm(csTGdfITv? z<*D2VyX2Rc*C-}5bPZQCvC{}QAHO@S)*dCDDrtyOhlVNB)4;eF? z_Tc-ml;`l*1^$MoqjSAov^Vu)Ml1$I=)V|ETj(|YRlhxWFIO&r2~NRJeeInjRoScB{xf_jaXHcHAK@Z|VVp^1mgY7T8g@yn10gI8DoLDR z@5pG8b#m^hQi3?&-SvBTD}mDkZIHKy$&%5gL?kDg!W0wHWU|*^wsxAnN;u1WOqD$R z(mAWcT+DM9jfonF%JL%`%U;o&wEaUa93S+!(=%G=`#Y03AnXUKlpOv3ICzj3uUYx$ z6^uoc>;NeYy5;ePRDw&hhsNUx{49v>zb(|+2SZPqI)u(cqoNHBv^HY1A} z&BJZj2SELKxTB=vX#Ug!Ug`+xgA9D{vyJ#CnJsT`F8QvPb!Q@zf6KIS91=*pT!Von zhgp?WawTV~nAl&H^Lvu=vQEUT!~B8JM}8ceGRfc0lvDMUNX||z5UCL`Lv9aX#M1EZ z{SpHq}S=3M{(t-Kfb@vnW?#7$+geAoVxFVSJ|wOcAx z{o;DQ4N*gXTa?#qESSgbSUjb_e7bbReNO+#LGUhGgJNDv6}3dm4%XsAf7?>;Z9pQ- zgSGwW_$9@2Uf4`F)N~s*qn$C6;7Oqb@(ZSBhxVc$bIey^UZuikLH?CA znW{W+usF8h@Aw1oenFn-(5FVonh_#`%IS{W;YgPt<&>9FQ;|I>9Dz}@`viHiqIv%Q z=-8XJ1r%E{ZW{ynVmC9qglX>*qVW64{YVS-kdCh)p$Ez-az~1F>B;w>ibus zko82*kc(J^Rx_@}PeUiX@%i&Rn)%y19P`G*oKdTwvIeT_szlTHgf02F@}Wqn)KNw# z`%4ka$D|$p3Mw@8UMf8Q_sdw#jEhmQ;pu9KJaGW^IjjgZlfy;iZvPS3QF7(`TcKPW z$0Tp;6{L;uwRkmr&QVo!?l}P(Vy_0i+H{W1D$dO;r;;+fShlZ1tR) zBC8V!?R^__6b=O;Mh4zIf8}lA8bkfL(LeSiQCOO(3uURrJ6yd^Zo)M>x3@VdU&i>M z%;Ho)2I-vKbRa@FjaR5HPxx1qf$Ksi+r1r-;RSb94^$weD!V3Pc>Lz0mYnAsGtPb$ zAaj5sB`aVihdUqLPSp|q``tc+QsfM=Os=%YYUc_4a!u}idM2yxje@6*372q?Ndl3O zO}*E;IfJI<-BJ8{?==+&As$ugR1dE&X$XA5n9-KfP&)9o6S>8hq??dQQP z^KH^q1Eo%?+2p`e=+`&98yS+A=x!hZ?SIi@-L2+MmW*$G!^STNbynmLdP!-SD~Y}! zIKmfC77X~gnb^zGst?tYs8E(tC7kLA>q_Wq-1JamQZ7jghxuy!=NDlmmh%*@XHD~`y0;~G7$R;gsOInjoy7CD#khFoq~$(rZi2e!#|GZ%`y+O z-MC_J8FWkaeFx>I*tb#Y!L2)c8r`825Qr#|YaM7#vsfykKl3jZ7@Zp&=@2UNwj|rs z1AY+#grwGobq$KUaXlJZOKWEkgin5mTUUn5h7t`VzU8nqK%Ugt;zqNXs^j9cx?&vGBf@vB z^g@=xl`jAa9sQKx(hgsF5tjJhvY>Q;vfnpkugI?vV6AtLz~E?x&CjrB!so7wZn-x+ zuTnX#(Gg9pYCsr7`I}HDj0N%EKP){E0F#5U@@I^4JP-%&9_?i zGUROZn?kYS>0NV0>&K;G3oPJHESIn!CkJ_`G+Eg%p;&Jd{PERWGlayF|7_f&80Px2 zP>>Fhe|cptex7`Wo^CDNe6@Q49T&1VedWib@c5zkW^uuII5^|PN8Yvzi~Z@GMS8_x zSY{?cG{DF+y1II|FjzTuEvz#3x@WQ*2lTsD9$L1-(IJ`2FHV^Y91pT?d z8p=etmo*OAfmgy#g9zgaQJ!FX2AQ()%)w**CxD1;`Zsdxfkr2vluLe+E_Y4ClXHKU zg{`S(G8hlwvXGL+wH$b2A{O;_=lX>xO{(pnN9X7gG<&t2o1aQ4%9-aNC8lJB6F>ro zD$-O&J*PlqFYbXc?flZ5q%g!q z81hU|OpJeae}3X=`oS#Jy$C`|AP)^z#AhmA6qv8+H$TdgY_hO+QVON}7jnx#+FZk~(%y#OUv3*RifQW4g&aR7qE zF;&MW^AAKWL9ccTdbNHX?V<+Q@FSN9VP5pftd&cm27j93q@XazS_I8d5EXDf_|f|| zIkRU?30K@U$q>-Dz6IM-%8G#LKT?UNWqh^nW@c}~8b_pN@~!!RNM(Ap{rxw2HUMjB zfX3=f3C?rHFj0PmCCU+zWpKf7_9IsjU@j==L-vezv9mD z@%(1$=-@?F&j?Kj85_J)rHy{m;$1)w!G8GDQgb19^8J+S@iJ+c; z4<%UiK%abHdwfXz9#scq_bOR4^>1nWqLhOLjIT$s@g1}R$3dog+6w4_&$~}#FK0?D zBDqXZzF#opgOh>^*{zke zvgLa+AF%pSM6`joq3Y1(*JC?3ou7wN1y5|4D1R-N6F#fa8z!z{-F5l#S1$a-%LYJ3 zYIgATt+}A1>dulSa~i}d^J0mhYFp70ZIw-|0OW$c`xm8fDOsnRuJ_}h~$eB?<3@+UATs`VNlhL@t znJaq%5gUEg;kPj!Qbt;}jsu0*m`g7Tc}spU3;;(A$$KcfJtC(d^4#(^3_Ht!IymX( zEbu7rwzg|wiCMtC4G21GHl014j|GN#5s4V$`GI>qeMTLknu>wQ-IRclsl;6n$@A2v zk4n^La&La4Z3>0gZ#oOuG0x2acslKTGj(H((pn$1`}^J_dw&m~m}*-m42(Uhi&$SW zobIy971!yRxl-{40zH{Pk;w`xfhW096tn;O$hFXd!}v=&2r=WV7k-k!o+hXPmA@)?t43e__2NZ zx}}R;%u`6#56K8ze{q&ZG5+Z3<=*^!qlUKFA~7AyAepoY@-^>g2Y`+(TRmvT^?^%S zv55_mH}ZY(xlfPmmSlE#>>`8l?HBt(m*wy78ss|6wD*|&1VseBs9P{TUiOB9k!F?U zTvbclr57P|eOsL#=6iteE-XbQ%frLXnV%yI!f1z);uBihNR2+86rQ2@#&@AfFDPz6ldPTGH&m7%FE!6a{z8O6%`!%-{ia|3Q|7~jrVv}od>obq$0nVhlv8}o% z($a=}Lv|dYrOVebB1b?4RsKAsajNU=qxRy7ttrQF7Qcw|@EW=YX~E6dshcE+oRsm<;M@OAj%V`P3^f8?Va3vkc*8cEe zRV3!`fuK>*(N{4MnR6_)8dYtCI8hkb}1y$zZS zbVqOTzcBFX378VEKUuk$C;*`N3B~0Ar1(#YV*KCqt&``?IQEzL&oQ`464oPkvSc|z z(d_}8Wj}Y2?5!oiym6KHtSoK!!x^E9ADySJnNuf-`SSdO_cQlZ+&-iE49Ovth*@n< zapy;L&PIE|4hKde!fClv`2(Lq*NX4loA6veTGf3u%Y}MD^u3-1fY4Rz$>pOg5QjiIV6$U~y*UTI#KwGcy&ilMT9(se8%o(oYzt zse_%>_w>?^)4S~aeW-op-|WF}bn86s&b`!Xw+xdIo25MLrgPWXpF27BGiMab&9?+S zPm?;h*FeS;O4ylg>l~YeT@~MS|NRR&VK8&#{qnZ*z94zvUeJ!c$L0mfGBDv#?V#2L zzm=Z~i(dymcFU#S$}4u-K9TWVXUuFbXZxR@R$|;Kc{B0@`!A@&^R&AA6uEEJ`v)+! z#R8o}ENAoWkm^YSlHncsJ@wGy+~;rI6?u4*L5e}t<=RG6Yn>c6D@-9}XwZwgfpYSH zEPl^cl*za%a`#D|9Ht>@5@CPb3lhS-=`3Z(EMNt_G~~UasK*(E{bSA#lXEx(d`N6} zXcVHH8AapV z^hXxnGxaQ#;4rq0R(%7hc2~P1)|WxqOO=kTR+LGIUst8UFUyIK_<(9E_chtZT0v19 zK5<4%N-xd1_{i;lwF^dcN7K&4!jH7x!ci`}=tQ;{vz*y3tR-w(@6nb~UO#2u$*Gw< z>(yp_DQX;&D=Q&5vzIoF@ZN4qZqw{;EX_1<-Z7w_fWZJ{p{e@>;l_IV`w?XF-yJGN zb-2Xc%be3(R8D?7>JMv#SI4|n-OB>aM$e9`6&`dq_!3ESDGB*sRcvD6;>* zq8L2mQEYzXw*}jJHO5QS#4neRn8e7j2BNAwDltyOF5Og?af}nx>DA%VCrH7 zW~_Q@=Buii>xs^h?maOPqr7W){nMt>uSv)l*%iitnpQQ_x5>Bnc->sH_MFYSMZ|*! zt#{{SMCq?hB_JIk_W@KO5ewlT9HP1!HfsF?kH!7n&6A$&+~;%FJw8@_JOrB|B- zy)-S-)q4PKLfs2=%+c|y@!?*xp!5Su;rJH3kA$zqc&etVu4b(88^`nW7T&Zz0?O~8 z&6b-|C9HC*m;HuP;w@0`qSlo0%6wSOtu+O)pZE4{HyYV#`>2uNkboW|4P+Q7EAN}K zWyGxKG@L`3@2v8Qw&$P!FUWM#LJFF3$mk>r@GPiOzOt(&_8L!76#9f8jF^scNw9Xf?cS}i;Py;X3*AqxPns9-#uz@vz~5!a+$7-fsJM}3i0dPTarIwC!E z&-*3Qe(CL&_%;NeDU+dQM2znS&ST>9k34 zD{~GrmX8Es$4jLTRLb(?12;kT6bfe9+?$EHKOMdmLw)p%Lcf7qptS;*|TO<30*7nY?_X04|m%Dtf3a?brGy zJ&Y*Bh~@kCg<(|68c_WgI6N13yqs44^z6IUUerTbj?5P?yt;lVZKQ?#CX8!7x2M+M zT4b7sMIAxe$&jazS&nf5U!9Nao4T~BhT(e(rB{s~7`~yIQV8shb>`Vy$937)j3phx zKXx(pYHyvdm*edOhj&ioY3{3BSK&9@OMbt)uC%@NU{PiTE8y|-U~s#FMkxnXD+A?v zk)pDHjV9J0F{|8VYoPaEZ8tVtxVCU|Oiv(Oc~0RZtAJktQ2$U>4bzUW?&QY`_dc9! z9k3vaS?4m=aYISow~tYl*5Ic4#`OO>ucVRP^ZC&A5vMH9rrYR%e6Ge%P^Gy>=VZzD zj1FyZ!!<4N94L;+2BPr?bZo@$U@| zw_O|4>DB#$mfjD;5%IV+oODP?${*GF*%=`fz6>h#PEOE?5=)7iL-4)|5OcTee#*`R!PU6r4xibGfo&6)YInYw_SEZNlm zRp^3B8MgqJ+ck~~=3m+!n!6O?>s?rADMj0X%%KaDpVYA-DjfFQxo_oOQChht^}$(C z+S>`LdgMAdlEu1T{4~55sMf@*p*`tEMJduhO%-`{Qj{YCxLF+3e$QA#bfOhNo~s(A z4O>iK99j%-q>3=Gkn4|N8K~d1+DdKBT1Z=S3imgPawqmhM_oh@C_sfShK+X@OUPT# zcNg@UIMlw>-7UC5g~C2aJ27KK{0Qq04dd!PU8izJBA;!ShK18pyp%j5RDK}_Xo(>D zhm9#ghqz=20OzLdy1uAeL?vT`vP$i{if7T_nztzmE$xXe@TSAZ zciI}oX)^zc-7=Jj(Y(VBTh8)24x>REoPnABxp8-~*?x6oH$4X7FNcgU-93r~oWEJI z9p0v7O#^QxdKt6YS9K6`rex(}AEH3#<*#0xiy5M?-hg&I_mS4|)vn&{Wo-^4d7M(C zQb@NxZn1M*XI@P*HV2}U4EQ1W5QGpjJ4L8lOUMM ztCf__O-e-A+^%t4*(AU#1hYvWpWYwYbuz*Wl^V)o zNBhmw0Fg|!{;OTORkeund~AimvE=B>31PJ6jA|@fgCHFdRDQEUbhqjmEJ{08o+Ck| zo5l6%r!OT%a?-#~QqXLeOT~77N-yNM5@%6qmlCXQ5pK3V!t3#M1M}O22PpEE6Rtgm zesAn2+TR_{Bk)b1yT9!J2jm)GhG3TaE`|Ll%^z+mhd+<6 zjF)Bl@^i6E9L%H1;ns-gUo9h3N@FN(|jfX#i?&+l3r;t(7&qr{AAFdk{?TM)`PD*u>5P9cmS>LnE+letoKRNi*NQ( zWT_&S;p)WcgbHPAFtkt%O^M&;FdwVP8arcw+HQ@;U^Z6i-mlH5MOGQK%6a-tIE8v^5Iy8!jcD#yzPR zMwK>!?lVIhI`+or@3{b+Qvd_Vh{RFan<#Z0Ufh@+KK7_WWcIrT&34VcB~n z#{aTQQ$L{(O3;Fx$3^JfOhBJxRFXc17oSd6GEg~)IUEYD%1FFvl7VcV;w>{}Hqv23 zek|Fq)J+mvdvBzQZn@v@6GMW_ml0x|va}u*peFz{nq6fRPC2!3GuPjLE(Vlw>p5k1 z0RPnQ9fFFMAA8&v+^QmuzBM46C=nyPoeuj5jfW;ob-BG9+>jVF_RDY_7nrIMk!LE; zNL@?t*yxM-)F_Qq))w8f&fS^%sCy0992NV%gAksBQ*ifY$>p$^R7ybe_fUIA+XIWC zfF8`I;Ub8ST5gYaZCSxN3CaOH{G`WPuVrj+=Gv|-mIi@1hFeeq9XvRSE3R|y`RJjP zu~uf)&1+Bqz9rdrv^4;y9s6k_vT?L(CYHzPsGJhI4Sj_G6@^cb zVgU4-@%8klD@!JPmR|rNE%mjnJwKG5hv()i3y+OQ_*qPxUm$Ggkd5S!HE)cQqYBs6 zW_4H3>JSJ!oFvnU#<5)^y^Pgc9*iJe#3^`R%zC-X!#KPwpg3t#C|Svew|=8faLOvC z?G<1|DP!@1VGO||6mCs;>-sCJUs)nC#ehe9NUxG;?P;debl7$zh{uo zCLRm)7bx{cl>eS<+I$}8;i|b)`EOiC534g{w%0cP%gd|q`JsuP^z02;zdR0HT4*`{ z(`uVkKBDEu-*tLDZ#tf(%B~~V9#zA1)CQkMz*7^F^^aM`OSA<)ry7PY7Q{kvSbxuL z$1NKbAF-)0a8@6zw3ygX7w-X~u;6hutU`jhYJu_je|@1BJ>!udF++~gf(anpq|UL? zasK`Sw~$jZTu-L#Ys^!MM&BX8&H;}){(WOC9ilHUnz7L=vMFD5Ns4A1R9u1b2Y+OM zsk``US<+KA4F~HftH&xa;dC{Y8+xAasrLIMxq69bb~8)4i%+75pwN?el@1B8DWwAwJ|?ht9~=9QC^?{ObO!ypt? z#43Yw6{uPQGO{tjl`D0XFHEjZrn)&AV;o9wJb=$_@-wZV0%umsRRKQrMLVr+?5#2-}yNzha{G2 ze&jU`tbh2c9Z@&0Hgi%_1zZhNc`moRCX(5B9CZcSh)xsi&i$?a=}MDLXISGC4laU- zeCxQKR1gh0doypl!)%zzU^y(*a*}E(U7Y$0hEg2L+^^;!qwjQ=_^q`ayJmjR1nLnZ zXt`sCgF6vLtT)D#ld8XjJvV3!uHb{%9>~-D;Sr2*3;LSOZNSSBU#7HoIIhJMGIxez z1nr4Q!g&!{ME#c!XK4F~ou$VJYvXSJRwJM#6chGrHi8nKkv1Wk*hiQ!8=+c|Q%Tkh z-+2V-q{s?g;$M`t-kLjARDxq-3&HZY1Lv48^}PuTKxgr73-sNP#y$~CR~)B4Xpv;C z^pYZMs4ZYnw4(g`n;#G9vP}UmA8d?bobC3GN3ak}s=hfFH|gZ^c}zv`RK5*y6n9u&e)ZKp1r zR)v9Cf=%RpihqeV_W==Ay5+GcJ#IWa!K8%TbpLCanENOjt*QyAQfAnAJgA&Cx4SI7 z2eJwXg?ZyiT~Qg&4IjHOsU><2|Jhvf>k-N><}ZHe{DFuXMD6HER|c9b_MV#w&Tp}c zk0F>-{Sf$y!Snidl9&;iustXtkxeRRostCw4az2MzqMzClPvHlk2=ZyWLI{I4u4X( zUKH2D!tqo4JEq7no}{itNa-B=ntHbYz1VMa3#!U;d0m6@bnCc&U792MZSRzvR1&iz z0Ljp+)Sw2Jqh;~Dl>dy+^W&bpB>ZY->3Z_ibYcs{4o!G8J0^E@eju0Ssl9uFOBT)5 z0yKz5sE&CAx%AitA=`c5OC)bMX+FPbk?Qg!&{AP#sEGf(*xz#UJidS}T&u8+XC;Gt z7;qn84YxLfDSUyF-|ng_Jx8T*og1Wjb2*nxPfO$B1z19Mm}I+iKwA@tLgvZ$C9Rj? z^DOgM$_x?}-7JnDC(9()PBSF@Q8x}Uc~MP1>rL2V8To-+aU+e+D62m`|L}#{3%)Vv zxPooE&g}H0$Z}1#^&?ZJhc5Y}NeSr`WPEbTjb^?p2^#U*BhMVJYt4Nj-0Fg?%NHl& zq;tQ(nxL54+FhNo5hUW-q$yGYDhc;IjJZ&9<+mG$r!$`%iY_$5n)YjjdhJA%2;g-l zNVj20pb0OQ#D)DS6rhxS4yE@KY|1(3e%UbXr%AXj97*20i1Zu?3+HeD${+UXt=v^p z7G4%(mmTcm&K3x?alT2lirxhGul|`HueCgSl2PjUoRL1m+2u}9xgkKWF@+l5(cLfd z60x~RSRXApE{VNl;xv)NwYw#=R_V>IFcG-m-89#BGp1C*Ze3AbX?#92XFY5f0O1X0-Hs^d)mz>#o6R+{ z7Ew2D&Mzp-N?oS*#vg{uU0wNKxeg(+vw*o>$oJSucTx7&rG3%+yu=e%ksdyTYmgI<+>41~3){0NNl6tqePSq%L}Xo- z7;%+TaMQe+EVuiqO0qeD+sl&D$#)pS9H){Ne1-qS)vMJCO9(`Mm2q6{9ATP(P!6ya zvWu_gC^|K|J6%t??gG>E7BC!TV6&RmRQb-o2yb%j_^FzB)?oIs8TYVi7_CncI;hcax=7*@DG1F1Yeppc-`WXu8!0G1@qKT_i~f4DRuQm?S`v2x#LFYn5@`uHl|Vbvg>*}9C` zn}fNjq^^zaj5vGlnA6*MM$#QJ`>K&=vvm^p#{n$xqam2_JFu;!t`OQqluxWt0L(E? z?M|o>!*dWDe=bLYCD%w0@JQNjbh+8eSdh)`VW0t;6-n5Y1k;S-0@{=1gy+Ip+Oaf! zuP6*XkM%YOQY)dUgj<_p)n+#`x9jia7YoR4-U-O(mvRI(X8>$mite7ltUK}UcoBa# zJa%3F-?7?tdvRwWSdd;NsH&Z(hw+2>`GwCyuYoKQ+GJ5)@1;J|>>Ak{MOle-si7Pw z==an$8~sL9%+*Nv`Z{3OnCF4H(9i~{+yh$AsQ{#*1rutcWkBENhO@tJ2@f?Yf|jP} zR)N2R>rhla?!Bw+Tuct=?6!YijurU-y^>V^dXn}f@|&iWZYCwKQ1@aW1dd}1ZSM~z z@4}vJFxcZ}PO2IGZ3%BoaRCxcWfO6&!F!AOI`%VYL}`dKJ+B>CTfsu}ErY!iwb*|+ZTud;eG|js?4j!f8xZ|`e z57|#XtiV=boDut{rI$z0iIGPsGWrLj!T8Wz6xD@*b9vm2(pB^Rk36ekN$6tHB_gqS z=utIUmIJdDiW!y2pe3 z60Nc*3ige?V|Ttl#U!-+e!cN6X<%w=P@BN-4@bQJU0K-Q@|R=fOHeK-uD{_@5{y{a zNXVF*^HBCrkc%N*$@ru0^4F=cmPhb77(n}L`S3!w_0^O4RYS856b@ORrXS0D!OFHy z)S6J-;nw&3+@(BYJ6Bot=K`-OzlQw&+ACn%Ps)drNy8Bj4bG`khUC! zu9?lK81$nKi)+E`T_Hcr0!-UlJJvA1ysmFDG*e9`))VznmOtOQ**FAHV241Q+ZkWp zF-NIdPkuSw*i>?}H?Bor;5tLiFK8;~WXnnnEZY7gw&&Sl5IQOt;ii?=1+l_}pFS3DPYf zyarg~5dDni*c`3`x22QEiRkk*nY8+6TKm3;30e#H9o%8zG8PvU@EoQhjk-|!VS$yZ z=AePJ9S<149H4pL3?Bx&%Jai8#sBvLck4UP$AL=r54S9&75p8I_I>Z9*RJ#{e2Xh8 z(1__t+mUOePE|RiT{Zb2SnaA>o0FIr0*(V$5#L|3)l5+@;Q*Ioe?0}w^k>ioBL%qv zzXyxzdA=cRF_C~K2b`iuX1m>7$RA$JhSyZ#O3-n-H!Kk9P$@d#%BY{01qDA3zJqus z`L=5yNqwM za-uB79|~M(uf;e`Fl(U*{%=*fQ@a2AnwaQcmPBuJ!-3@!gRU}3DvyU3V=9dFacM}*1aA(%_l^VVv+Ci#lSISN%2+6$HUQEQZ61H9A*v&t%{~QVwj$bR7t% zxkIw5|6sju%Nm4}Wp1YIfYQy#%XXO@9;c>qy&-42pf5){h!a#z5RA&0&LyGDaFL#> zlgNMTN)vXxBOs$pm|4JIM9WB&R*Z`@6pNQD0GU?cj@QGE-zxxZC&Rqq)(gc$LG{eh zmQ*IL2K9meO%EYo8B@-^Bu!(0-FR?!?rg>$$zey#(Uoz@LDDXyk*xS#D{@uOk2&M( z_a8lPyra3OHQ+)>;rjl|XY9}$BpJ(~pl)H{^Pa`$NM03z*$Q;;BduHYODni6C(|UcK zEDKsIQZZG|S>n`PtuH%k2z3s@?Uj38A*|jIEtMO>BPjf?yRoDt{mk0E0d&N_(K(ka z>;pMfg;D0M&v>Zxr zK`2c6vfYRm;)uK2QuX-#(3@#l%RLgu2YFV(wD>sbprpCkhS*GJg!6RlF1N>?AI$NH zD_=3KvK8fBY+n7?ASQ4s;?E<`Vt2ZE7NeIGEy5%G@T|6AnW+bM)jBZ`h30KHL8*{|QgQ zz`7(tf7uz0uBvURz}kl&{7pr@B>iB-Vy}mm5@pe?#|xhtpqXr}0X{3ly=zjE{ddt5C@ceoGkz1TIulSqn^PJ&oVA^L68m`6_rKnTv?Y}C)%~eh$cNrAz_@09BCZ>uw7&aubTs~M%NJ0)eaX;j7q4!tteT}_A z6CU&5!%wM1)iyU3o;ALS(7(!g7fC;ue3Bq#?GAHFz=vElkI|XHtAC+kJmr>os%} zH7krO^z_%W{hJGR9d!-Huavg?E=V98Oqa(+f@gU0(8Gn)^CrweU)oNy=%TLf-D1$_ zl;0_9o#h!u{Ad2h-+7qKdfZNnN&Mk>a~81RL|q~%S%px@{Bnqd*@CX{bhpOC!6TUX z>ez3mL;oE-(~}OlbB3+x(o*afkBM&4Nm;8EXO-G~>g)Ux-PKS1jF6Hd^0Zp_W7SK{ ztuvJXwxO~hA4VUo`MD}Aw)@8fx}G=R@{0{?OtJefupYS3t1cy=CgZ`Juk7H^>%`j{ zpIV=5K`|#ZF$16r4V~`a;u71gm8D?wKfC&@+I2?%qfS5i%89pXy(F?1C?1FY zV&js@dy%QrP^U%$qFzs2SgNqwZQXgL9k2Zc=$5O=6(ITqP*Jh{FfGXxq8v0+v-3yq@nY=L`;+ku^n`L;uz{QlXl8y9pn*)6ws z|Mam10<6i0{?+6glM!NKw`Q){6ENn{M>1&CzMV->1}O4Ou~nm)UP{|f&ascxoJD1Ql& z^8Q7;u{bT4Zan~9w<&1#i9SWtvU;>z8lG8}EehTpd)U4d@PqD&ZhwwRGx!y|xVt^$ zxgwhyQEG#tB3GdM^3t|ly;=G?>gEl_$&D{Zai<~J2M8dM2XABADn&PK<*#9tSFFW% z;ylBr>m`+*&4B(!LFFwX=#q)qcUFE-!G&ivNB5^xtEHJb&~VFypf3%hcz45=YXzB zr5n!&ATS)sTxCAw3;N zg&o0#Tup5EzmoRvm}&b=cFjjU2|pr+mQ{S*suw5%eh-4|>F<2!<(addDQ`^C1%|j} zO5L`fGRs>Hr*dVAFr%Ex{zsn)_|D7mEx0Vqzrm>kbC<@v6!+ZW@o)&8>3BthzF(^u z^gaMYZl5h{Pdr>$)FH!V{tch^oNIZrGTrXqmnyXnq$ur;I@o6vuT-@#kGA%y$xdj5 zOQwg?)1$RywQ?8Ut>1{R+B^^;$u6s(5K9KgSOXyAjcu(0FOkWb=UEnZ*x8D>9xrPX zsNX8pRC=}R|FuQMiT*Altmm{5c>5aN-AkkU$d*)V0Z7#(4dYp7QBOp+?dPq?M^Y>&onw_a%8nZa50Pzxe9A_OI0Z?DP4Rc*Ro8yH|xl?>cCR zquo<}*D|i~YV)29G9wHmotDZww14QPB4%u(FqzXLp}4XD6l$nT-FMXA1ZyTr{g;3| zO+4I+yB1-Ks~_ zMBu5U*pULi{z@aJ9EUDSzl^zYp@JzNDE@|=^pu=cb!LRg{i5qi3Q8$>naECZ&mPYP z9&?-QQ`B-xV6d#NXIa%K&Y`TZj{!E;h7Zl4{W<5|6%W%tva*F2BSBRkm1JBPf_qxy zHqVkZ*ZEOhWo+d^5TgRd85?#yyS_y`)W@G+VpA)0@QrxIl%&?b^C`PUoVNXailW`D z$t@hphSwl$Q>7D52{$+%_=Rb=eh4-^%^{b8*=GvW<9FBOD^*KWc@4M+MQMQ z9#*payMWxlx#_aXQ)R6-jHiu?AV1Gux>0gLrlwEP>1Dw)own?H%W{NkZ4)%#csUOG zoq}NT!%owkR_dVwnWVmyJQEL2YO{Wb0-ma_6d$9DW7P;?TI1149Pi{s(=f&keeoIq zW*a~fmiR3HYxWrp=y$yG+U!Z@m^IIIdf!FRH3%YJ7i4}~VvEv;a+4T$?*#rl_dNn( zy^0kaJz92rli0|T?$i_$x_}U#Z6lY^@59G|%Gyk^@G!kAk27w<6{Xf?E%q?Oulzg^ zZ(j-DxvCj4G`(i?_540Cb_dz2^Ssh4To2_-vjmf#wBiG;ujg z_c{*6$9YZOQBnU^>q{Rv@@+Dz+%y`Om$dO3RfTt!1dc>_D7 z_OkY1uw!S-Vn*Q}9a7#`f@`^%hj_aM^cK*~7JgN6znzdTQ?rf;x}RE6lVr z`{2X8yf#zx*NVrUP8gxC*$Z||6tmOntAti9!z7A`iO9xz)^I?c0m2wm z$T2%SfoBgrQ17(Dt{IN?hgD+B7A+JTPUfe&#E4Pg&@ann@d#?2QFWqMMW! zeaSqTL6$aZydmyX6X?;q2RM#eN*9V@$nTavN~zr`%nWftMCkV3hx#KzNTnP*@ncru zdQjtm;6fQ?p;mqK6z{ijoK(8HjkzR@M-T}|49AUN9BQ;SQM1!fi8~O<#5#>UARQDv zQ}it3&S2Lfr7sMIJ`>f?b95gfk8ry1Mn^_6#};||h9!C=Y+u_I6$FJ=P#COUoiNE# zf#qGzPU)xjvY3g@EPID{t|l{wAMem{#91QPF8h`_UEe=wFqal4HEzD4SLxWzH@1+6 zrds%4Ti-nh*q%4b?LzBRzR->+c4>>4Y|}j&>^b^1zDZ;qKEqL;2mL+9@-A#6%ion( zSxPp_&`YRr-^7(AV!W*HC}qCrELU&dEU(`KRefQ93p58VvqlDJA$G>>4bxN9GeNl< zl%ufR0KX7`P`82Ku1{Yqnb~@D0Mq_v*m8EOAh;!F($wKH@u4NS>i!(;@*Y{bz({{A z!)GUVJ>Zk{FJV%s6uI~YC~bt49t?UkdRQI0mlWltvKi1T8sPC?`H0c3`?SY}5AtI0 zj@X_|ob~d%*X7T5iqW0QCme4q)BFHIOgUlaMZ5*GOn?R#^PeGQAnv zHwlOF6&7zhks~L5Oskpi$6l~q_pkFgnIza)B_-^KaK%Qx|Jqwmx-!m%WC)>xT>Ww& zgFaik1MA;uhvRn|xWzv3Rg~kyBwaVSO74H#m>*dFpQd9}SzDrUO4Tjg*`nZ-!Ok|NC$Jxs!&tQR=)TIPu_X-?z!V4=>Gp)P2h-NIM)0@=x zeiBff(XIK90S3#=r6x%e(t(fGRBKp%)O4pEfH9z%+f~Joec$)7BlEnPD2nc zN_|2r@1dSFs0xX5PH! zKO;CFSN}C^C&SofLrl@sBI{}~pgU{V4r=q{nXv||kl141sk?$zIHwVC1?DUkvv6Q9)PIn)!AAfG9`2t>&nx3g-j zAF2k5HAv}Z&SX$G@j^a+G23X;bT;brwL(l2igh<_w4Jg?;;>_Ce}3~;VNrQPcCi(` z)U>j-xVyU3!P3{{hi3?ZgdJ7n_i(?}L%qy6Gn_-FYA<;L(&7Bw7G%9x;w7#hQ7c`H}7)-522j12?*6@$w8`OpK$08g-GC(m`*z$dgP*{_RX z-!4P*5&J+;%7kJ+H@rl>69~Kne1QU=Cx4>%Cy_qdsM$9&4KBi zxQkexue;ums7HRX2R+~m((l2>F_O$!{OAz1B8gy9d4sqB#WlAU^5ZmlobpJk$P=)h&nQ~t zLpWu9ZSE{1Sb-^z?X&+a(A+CBt>{_Zfbz*6G;g3vQhl&?8{KN|1$OG})S&v5E5*Co zHg=dVU}d{P&$x1Vk{GXx-I5`*vA#}_*mtIXEjh^bU1-FY#^WI`0(e>l;^g<~(qkG< zZbKt2Pdz~)l}ckp6k&Gc-}_EwXZdRt)?~C(OpvEH*b53cZQPWrnx~{ao{G)~)c_dOo^HgK)n)qZ*EY#vT zx`t0IqF~9?eObwYiBp?>Y$JSmz@vHnvulatk#kV88rZb8?`pGMmD70D*%*(DJhHu> zppu^Yg>$|#a|O1?dAKS``zVW(nansH-lvN1ACeFv%M&DqjVxbq$y<_yO{ig2$)iwd zROw6;%(Gv@_Q86P3ig!iPo)v^;OWFqOC-95$4t zS@4e$l|6I4C3zsEyTmEd(E1ZfWN$RX7kFD57aJVOGxq5ha;r*Jv+j;A(Bwy@4~F~z zZQ`j52K^eBE|O!4BZ000_W(WcX-9X0;PX39a^f670dH#j3ZtGgcaI9rsS7qc2ONXs zh!@q%@M?Ksbn&W9upfm_-*FxEf#V?B5V9TlWk}`gy`RHal$D+ZYO-XMUU^|T?|T#gJbq}JeKF^Tcci{$jOJB6IWul&TU97@%O7< z0C;qG888<@^p*kW<>4{3{bK%&w*3rq#c9Lkkh6=rV-_D61@7jAgbO)2?B!KV9=6i- z9U88( zZ(ePq9Gdc$%gCnasIKg9;+L~~0vo5zOQ*4GNkQaSJg}6jCb!LX?6~)0j7gfH)8jSF z7sU>_UXjnz$?WrfyuUn`U@AfU`U+k;D=TKIZCi)P1YJo35-H+<)oqK#MTMzbG_&OT#$IZ>s046u8=MPwy36Ila-@d%=2WNTYRLF6M=+XhNPr zvLIDDP*(IlwaZaFF8YQ4$KK{lZpTs_b=jf~9uSYgT7PY(GWd#pCI*>#873JXy9gYl z!ms=?a?yc5#ai2{Y90fUDs9=BNMS(f?;Hi%Vy&vlA6f?FkM+;hqn~7naDk7Ri}@Sx zrd>C#d4EAUG&{Dm+-8T_xX>Xn2rx_)NuV|DSgKS}#H>+Mk~~{q>@T21g^F0p3#u{` zm%5cKo&MXs`?f;1erHcz$$>F%rRlkC!;y01b4bZqN}7h(JzWS5GFc=IZ}M51Sd1r< zBA!)sHO@43o_L;WgUUaR&^?K*w#J(L}j8Rn~g z^ub1|x0@x>j1BLqp#{1xKn5dhn|P0-z7`{E#9=0#+izWPbea}|31AjBPgIF_nLj57 zt$GHW&9V;gUF(3hAZT3Ky+!=U^DN?0(fzRA&(d!PEq(F|{^i6spKldt5)b3H?hW&u zx#ff=Slj}ITi_oqQ2$|wp>6BKfy-keRt6iN9Im+3o|1QZN8@A*><#O0h_)!zOEig1 z5_S?LutWC-0G8?O--6&?=1*03F5ybnYG(A}gc%?)0Mn_Y;T<;P%7+O$&cr#oB(^Nf ztXJzf!(!!swBOEv%@a0_sA9WIYW}Hr3y0$z>Q?umcy7&GW7!9}Q%O!|2LprF1j?TI zILTALvzgG+eGtV{B>!X$I{}FssJ1X(-ta+Gn|_SneP$9$Wi%NNDMZ)a6H#mHDc55Q zaUdYxW#4{1$vR!aNZTf*mIN-R-GB1_gVLR-akogfB#9Z-;UW&CUPW?G7} z>%)xrKS*A|!~0ur@c($a>VT%#E^MQsa8VKIE1g40X_ap28XzJa(nwzeMJcIGItPw! z7$Mi7hJcI)fs1T(NH=`%Z;bC>$L25I_q^vk=XstJoZuZZ?>M2AbU|E$Tb#O?V1_mh zEdKkf1~-}X$L23~0814EC78v(*8;osD%THxG0rZjN zc5y-s(?Rmxv?^61K0u_2;!%r-URkPLK4aI~#XrG2KY$(qO2)TT$mjD z2K6`X)G=UnFqpxg9_do$X%47X@@h2z!_L75z|{!^dB#?*088W=JG;=IhBHy7g1PBi z;CN6mheg-p&$h;W7=OLm-+P`5dPraGtB){a&5>of(|hKfdIdr|w$=v-_aVt0Nd*X& zyc*Ku()g{Y301Umcdg>7P0Ns#YEqY&uyNe{NeVTxTvEs0e8UvS&{o?S_v1Ic628Fn z&2v@aInfW;=1seTM`bqX{?z$JmRvdZ{e=_6X;X5cYLIH0RphNnCF2sNP4go1#VE>)otu)hz*bVzHVujSw^28|?zAKeIQpin4?^$K;OG`;=w$V&o z=(T@(r}ZIj;J|?98hl+u0H?XWGJuu3;t|PTZpM*YK}lN=`8`R%O5PLkv3VeCI^UtWoif*+&NOyWFJaXCuzysv!z!R$SpQZ6cv zTr1%!=j~D8{ta4?3;8eH-GjDQdQJF zYbESEjcvtBnNK&~NO1t*t$6d(pnBVs2BaVm8{;W7CwPezn9+_u(GQLsv@r_EM1A9n*z@B!;_8B4r=UZu#B8LKjY!5D2Q%!DH?WfO-U6MK ztMG00q2gXkS4O7EoTrWuh7IAOBiWrC-zq0^AX8ZFvdTM8!=9QzkgX-3;DH_;7q| z3p?o;4tpB%eN$;LWgOLouAd29KYvT))V!O|YKm|>=BHNSr6TQAs$S^aCJaWm1c^Danr4-6S#698jws!s1_ zdSpIzcPWWdfS@U;m$V?a5E^AjSvQL}+GR@>ob!(W)^1o#o3~CV@aIV=`ic2z&9wMCffz{kDeA;oadIIynJWIY5yU;r z0^L0(@+l-Bf5}1V+dZQfKH9wh#MJBg?y#_K*@uW%Cqr!l@`0%*Z#hb$b~s6h## zhaAi~skgh-kzxINZnK{gH#43d!b1UZw3%kG< zH`ri<$5pAMbY$~i(hQW~zA+Qcx=y%E?p=HyQ$R(-@7Z6Y7wA%W*W<}A?Q8}mw10Qk zZ!kmQ81bx}EedjW{_fd%lzrTWba!q=xqNZKAaeIL96m2<*|Ln>WS>Ssk;Z?qm7we% zZIJH!7q{9`%vxPli+%K>_DASp&EJPjziqD@{`Jfh&5+*N^=FN!x;!XXN%1Vb9@_&G zlF4(@(Y^4g?lC%@Jz)$3q~9W5Dw9pB${aj^v8{ti^7tOdTMH^wwC zs=5qBE!h$at);68MdKZ=y*{|w+pGAOysB4agMu1O-$6@f>m3|BP@kRr)zH7j(vBi5 zGSDWi*{?O?O{!yKzZ+>w6sW*r&Q+HfulHrLVsbp?kf=SFxTsRwF@r_$Nk>?xcA9^O zuKgq-m9MD?cml3yt-7oCyoURM-#&xPxs6*^pQ@uXE-FoI%$q&~WxKQ(hIsfwLQ1@L zwxZO*Z&rl%-7a$`vtlg}1IZxAOqH5mWB+0&c9EO;aRVAF)88@2=W^%wL}W}-kLGtv zqrL2#x@cWO+EmP`u~V0Uu5OxI(5&&>61J#?^O>NGmbg)eveR{(wTxh$Ee@k>$g02O zk09|!jb-5Ycwwcl)UNBd=56Fyvo{nrxj%!rag2-FY_N-bt>`qWSHgNxd>odXI79Az z)Fxr1TuM9a0^yrhVR9yk%2KN4>kyvpQgMgdmTi#*fl*2eo|SHA7bV7Y zB5^e0lZ}vd?UVTr8u}(rX9Ko?iV6Udz-R9qOm_adQ^MY=QKVPMQBzd5;SU8~(%GyQ z@yUBtSM12Q9;K@2PyWb8-P{Ijy=QYHht_eI<#6JTQ=N>O4#GlvagsNDJB}MvYwzKy zoB{?o#2Dd zl=h82t?58%`*6=fU<<|UE3q0*RD&RQ?!!=8=AH-m^80(~#*^7hVx^NJ#*`ZDUpRpu z1Rwxw;@$s}REOc};$DXbZ6!nrviaBS zPj>6h2Z_(nb^za+!enpxcH8Jv3LA{iFJvst1l);@SoqPIJmjUe-UZ21e(1Ky2vj8bk?F=J%ajGO%+cQ$ms|Y} z+1P3CxzUMj_6`#8y$LBn9YBPRjJ>>0BAo;C`Pw=>D}rIqOwPG1D`Zv=x?iLh7*qK* z++=w+dD#AywOqr5_jhV8>B6_f^a8*f*UxJ%`f@LK&3HboXJ{mzrt>f1!}+T1u9l-> zoblMM@s*S{x_HnvIL;|T8RPwa8q}#q$ckh^0zQzXxU>?&YqBv%^@QyG_;62ed=Gv* z5L$QEhc|5av@g&m_oOh9&q;4xcm(d>04zI-I>Lz0yh}pu-gA?h`H74|=kM0AN-23V z80dmPX~YvGS?gM9a=NFQP7hzdeXdi2DkE9^F-l%Qg{)xh{bjHlx=yXbI^{k5dsX-L ztFh7JFv8M)Hal@@F5BySmDNVA*{iul9>{0}60LNoRY~0s)DaZo7FmmNG7l^G>-*wh zZBC~(IgxN*U$T12*HJU#gHDFI5q+>KYmM~4tS%Ur096o@&gSV-{{+DXlEerx(a8B| ze#dBDi13?2W5AT&=WJZ9{_2+aRcS*YO@|;UU}IKSxp(L1?B42LjN>KhK*cY%jy4Bs zC#6`>gxYzU*}rS@_XIN=n5KCu*7NR*#B#yye-O1ji`U2yj{3~3RVg6sXw`Bd1E z$T&5d@6h@J8hocmk6?xVN7d~lj5sFH{3+K@o7{R?;aRQ$QTs0@yAPMOal|dUWmCrFdnQkD-ecppGzlZj zQ04^aKM5ekPrSeM7Z-PDtovk)r-69W?Bs)2V#}|Nk>B~wIf&BFh-En>R%8$=U_bYAeUo{M^|Af zvgZJ?Bu8%9@9#TJf@?aCUbB5spyWuT*T6*AK1CT;?Iu3~=?+v^I*)(%QVt4@^!TMMcfxuxS0ksC@ zj)(7`jTNIVf{|}*0{#_K3f|&AdkHB>O1aIrzS^`Ke}-qzlh!1qTg2+kd?_DhzyJ7r zMsOcDw7W7Z!@-gwia~Ffsp+~p|Jsn~qxahmv|VulE=Q1_tRu+hy+L3!9?RDL--dBD zTr(=j4h}l+TglOC8u2Cj_1#v!AEyMR2dYBHTpt0qCWxE2meG5$3T?Ezw@6-@zJo-O z<8U?ADpbV;y^}wAKHX?#&guEAcmw9TJGil}ZD zA6!#D4&?_WE9Qrf)sPBkXBjdefo%yLiMBSBdfeEKpKvE)rp_{1X{tTO;jePnKcVkB zaKG=3F^PDtOF}(F)392o7PdPZf@##eU;D7Q$erg9;};pbuV*4FJ$*CCJ5lW#4SIF< z&c$Q2RMY}nvtXl@mTc$9R*QD;`^0V-GdD=uQif&zTe4WdB;H?Bpt6&GvygW8{hp3qP|RJbd5>6V{=Y|Dvgxy zjxlrkjs`YTa7sqsuO3LGBOut+{h&5Rl|R1T9DNi-OHxm{j9VftM!flO-z#RdwvzK= z>mMHX^0|^l$EhnLur=8!JdD`+cuM{?$==$0K zg25ppvFG{=nBHoSd`fnhZS7IQpVcCHA*6^RK_^!6ZER**To>A!-8bKf#ADbQvNZHN zf8e#tURkQ%PwN_mJ-Enz$0TTs*lz@F*g4I})=|i@NinF(p4-)jyt4 zM%7-1F8rKnVoxNDxTMb5cfO4-q``20y<{ul}y`SHl9TGj>SY9XJZF6 zY(Zkoh++7*Dbasa$zc=DqpMSEepImmzQg=4;Xcgvztz|SWn-HkF=7z~IlA1uy*7PN z?!gC$G>gc-LKEW)zhxs#FPy*1MoK=Kf^BFD;;v`Xx~Gu$7U{`umiefT?YUwA!;~nu z$E^f0>SA<|T)u^ldB8)2*k?xU=#I3y`_CGp6NdQ?REz=d0obCm39N;~fh5b7g75;l z>J+=?N#a&5R#-Fb<3rwFu{WIknQ=bxotcVx7E}b#*A%o8w%HwX19#@L_@Z?`|wU0x{nW6sTsg!nO1?|wqqqBVC?(`5Kd%Mqi9SJHm{y8f)K&|WqYh#a6U zB>RRV>nzvC&pXlGj?+Qoi_tv@cE;dZf$(E+5TL+Z1Hz06LE1q$2X{K%WqXGc5ZHPa zzQ(el!oi;?)0VE`r8Q?$aMoU{w;7^|{#j<}3VCBU;_{pio6E~h`Jq2_tT(6Mgw)C9 zC*P~=Zf!LV_QcArNc}Bh8-SSc${z56z{Q&@j;v~zYIrBBV;{s(W;wI0+35H;8%CsE zI9ZO&@9`A(oHgFe)X>D}W54UL#!k*HVo04#3+H7oSmN+-k$jMtqEB|!{v=WnCW_L#*Q3! zfS$}TV5+c-V?I@Zfi31+2V!_P-ef|+130Y1#tC5ZZB3fW#;YKgkiXg;9jb&le20i~ zkE-qX`@NCdb~}T!+dA%Z4%X&5nwmYTL`g1ScHabbvWZ&*6Xnk*Nbj2;G!35@sBQHU z4{AyQ5!T-h=>+*&Kcgavfl@HqD2bMIR{w7Fb@qbMU7v+xlP__ms=n1}Q!||*)_U}q zUN!;tHtGXj@64Dmd=5K18b9TK-bK`4_%Vbgf|K4oAcjWLi+fg_@qxpp!{F!Jj!Q(F z6)+3fN#8sB{4F!3ns}qyr)?rav9?La1~ipDh%6Rg`>e<3$x=>N3w89gW?4V|xxhnI z%7E8O#V&v#;EYS9LZ`H+EaJj~;`+DJ;!pNq3#Tt_QfM5Od!$>JI)ZC}LZg40PL{Y- zDWdC*UPU)QqBn3Db=+Nm{|g4?oZKZ+sgF}YYA}wL>8ck_qc2=_EJNDs5~=A)BY49- zgW-v-c8pU!e|tiL!m<;PhZ5Z=Qlwgjs7iHe9sE%OJ|B=3Uy2`?3iIM7;>OaQHjC!t$0-`R0OS*?Pr+Ov_whpnS|RyA(klgA~(= zml;~E^!$N)8*j|j2;wj?Avt$ru?*LZEjr@AKW|McYk&ZCkMBcF-l4gLJI6-zK}F-A zXQViI$a#8>j=M9Y4EJh%E2XwXhjV_4eNS#L$$R+Zj7#Dhn@D9LWjVdl-~HCHh-RtdP8R6)VR>4iPZ<6&A|KvVmZq1Q}K9!;*_2tCek6W;ubPm zGb-Dla}PL`9(QryGosdwwy^BwywerGU@h%LZ9I6-d*zSCnqe9a2pUo-0?tj1|K-y;}RxyYk6q|^Tr8uR_=YAuPvdu_gmpW3ze>dnqZY2)J z$BSHQKw($3Uh|6>_P*NBt0U%vmdAD-#7`}W{&t(s)>R6RNed#Pqd=7(!I*Wv-aKib zsAZ_tSEX&2dV$wLDS*^blyojEG)^OLK`i|-f*{q+uWOK*qC=z3)h6nw4)n8}YUvFjJhO z0O6jyrijLD!Q{!`Bo3V@3KIKGbI7 zH?xGWHlmiGcH0rB(Z)J)pf%r#|^es-hN^D3{KzuTk($oUv^4G&uo-wM|$uf*iV`+m<$ zST+a3oTF2~x>7vkb45hHQm60mu$>`bDuJRjsIfPhDn8+ELxyOZ*9BzKf9u^C$8KVZ z0@#QKfO5J$*Os`lmGFAAv&I!r9)U9zXhrD7_cP|PU1R2EbedBgZ``Q^<3}Ks6==s~ zk&TUip0Nt^$3_LIEtMjZN5O!}$36*~_=k@4D|dR_kz-oHP@@cb2;uq8-<49!7*v(j z9@PYyl#67N7Di-fn7S&5wNq(a4951qUu-Q#O!V75(nKXJ2r)$&dFxuc=gg*ro^<^* zgmo*y9FINxj1`=-0(g^V>SOve|Fn9B5M|Mj&&}?$IW^3TVo{XEQLpun##Ly0fY z1DbAi4JalS#hn}Z*sxe)-D;O)?CkAO6FALIJhjWfXe0VfuSBMtij}?)0Szt3hpxoa z0#FrAx84^=*j>z}i(iw5Q*!F&*dk|43ybeU)DQsn75cANYDW!dM3+466c-upF8l2R zjF+G%WVSOr)1}b!@p>P-gjFJSe_I8}-2im5J^aa>9bee|Y1_z{=j!6(eu(=U{CUCA zRA9$+6L*TAlZWw*6f1Q_jfC-50qC)UlbRJ-6=+^V-aGvzu{?T}&x92aJL&+DedF(> z-uROAU=LWo@^<{p#uLM9j?9hZ(uhqtS(CcDPV1)gb?tzt3Q#+ohmOrRakaJ`j!{wT z=hF`=03C-&#WY=H^tLYMkBXjSKl;@#mXa|QkB>(eZ1ICRQsCK3I!ot?qO;A4 zf6-T|L2>~RGCZ}wj^cC5 zE9|il>Z$KP6})kic$W%T{4Glr#A0(X`YvgEH9P6F*mhpNXHpyln*rGflz)2E$1 zR|4*>b4UF;wy(nUpK=*8eYcw;tG2qra z3lXs-N{&g!l!aH2f?yOd+RM7y`Amv(MLhD_vR-M`67M$z?zidN78~wwe||OYhpkVx zp(W|!%`J!gRaxioH>j2xYJ#-z1!*T3SK&a^;#y`Yo=zu`S6OyoKo>d+2;dyF(~Rdi z%x;C3Zi|eaNsi&KoXilGxlF=PKyY?wELe8-Q=Zl}%emJ3rJexaBqDV?!J3r+ecf{+ zv(fk_+=I+ebs*f+Bqb^afb`8x)9&D2E-*WEWql3rh27Q165q-u;ESAHY`vU&(58}V z0DO*!M4hT#MsFq8?&gff+$ha0CAwF765UP5^#VA?#JbqyO$bg_Hn!Ex1!JG$fx|gO zc( z3{z&seA`w*-6oJO9K)_x2oGD(Zd__EPq|{~q~5FkNBUCn2ZxDFNo9Ma)c(v8Z6klqu5(OYfEZk9a$ zc};ZN{W%^h44lYb9Klo6?UWi%=jHp#`+A#^JJkleZB2z`}cZopWww)NDK3Xa-HwO*JC4JU3j;gz^d*be~T0% zAQL`Q%#2IS7BZ6EV0Sw?e6~NAah+H{-V7Kdp!ABlvqk%MDn4`e1&A&cTeX8~Ekci=d(p zvRgyg3A)d)WTUlo%eJ?OwDz@e(`YHn>jHVQdHYyewU24PQj7kye}Y z9-9ES6@t56k4^XBKe}&Sedvl>5&qYIN~IczZfX8XFt4_-3aWh0hM?SW99HSrv{ll1 z1js5RgdA*lN>a(iSG-VHt3k$aQoyV<3X?yJ^^%p6VE?pXOe$`5yOApm*$vU1gqtB6$;Jqa^< z<2=M_uUg4krd|f*Y%2mlHHo~tSN}*X8*^O(OD7!@zNf+kr9_v(iZokT%j}AF;j9!& z`Tb=P_AIwy72Gc7UU|2pqj5O)>)eF7{^1jZ^hM){(%^oakfPPV3zK$DA44nO^=S_OnrW z%?8$2z2mRyCq%f1a<5)lq*LqYd*}S6YS#Y-;1QeDBv$IO=+8CXX88T?4rPgn{g2t? z-I4YlBBaH!nWk#mrZ4fc_YLC4&LFinrx(brfNpq%>OjxLr%v!=w*RJXh&&+IK*aPsbg{J;?8!i;}(?K_vJ_s~uG%NGl3npNhrI(^>}1*d<3 zUt^SOtmsNi{!VOltSMpNWiwTEmbu{&Hr0fU>j7hT$*TivOr@_M; z=yi4xY}wzARLm1ENo@$N)vvS2^G1@srPH6)VV4$6WGnLR48!(7Lyf2#tnMNo_^2ls z6FdLQjz}p0%>1g9Z!t8ZT5%y1ra1;^f7D(0O^}Cy<7hE_)35RiYiS$gv;nn zna47zO^0=T2;2gqRfvcRSi{nxy^gh6iFrt^H2y}n3ny<%Dz@phU5Kn^$XEn3``Ire z6DqnNC{|j(oEb1M2k}sc)?$VAv9)Do~CorJ?~y_ z*hdm=7Qn#Gp}cj4@`ByFGh~$9x(BHVs9pn{&rvKyvctgZGr7TU= zal%08(rozfLoG}}mnI`n3lObk_I_>X&c>;g@U{1!*O*l0R~fEhV=ulw(hZDBmxSDh z28(IAuS!4d?J8;d&5tP}rdXhi+T7_&Q*9BRWOb^Gl@N+8pLfoNgalBp<~(SsMzJ1- znZ{J`9qi+15#j#DkHDNsVp%gX&3u6Nbm*<(oF0=?ESE4oE--C?$4i_^UMN9t?b|@n zzi#*o+%IsFb`O#_{}!br-JkTBrJ?4n2F+h&;(2jN2P4UMP$c=ia}+2L=pK_j_FMM+ zz?Zb_Endivd*?_83;>|?!?+`n?^mU}8P2->lG+|u%8-t6lG2b|L@snP|7vA7U(@L{ zubzlY?oW`lG#zgw0d$LtAe9*|*b$ZRiCbK&UVnXk?{%jvr77ld?1_>tqcVc8uooZ4 z-s9H9TGD!`5&`iKp=B;Bxp0^uvoeTWwZQm(a6hDY4TLdEFrPsUN>1t+cdVd^^js0* zvOQ^;`j1o8t;2+}Y$X3-k}0=4XgJA3ww6os>zJ8Rtww=Su#@g=#tHKv7&vzipnRsX zko{ln9|k5U@_cAx@nm& zY*w<_J9aI&*U?Xise%-R=%qdrOVeps&D;KUc3MYs$iSS{!8uou>A1gbL7rB>zW18S z@aOMqwiz9_8Zvw3p^&MtRFZFj^)^Pk^1juMv~kcc-{<@~y#AzAog621=dTI8<*&)-!bRF1$@()k52OILE zVm#6=&+Pu_Z{_djI!i3Wq0g+&KB9_o2Fh2boWFW(|FeCGsUrLc+m=jU?=LS%Qu~_OUUJy zqqT35zkIdh`>%eDSxu{AO7h{TCs~(34wKp=K0QH>vx=C4y5!CEY%nez%JuhOrqk4@ zJKf+;;qkye(;+oBs+iM2i|rGW_yI=b;lYnxkGUe_u0AL+S)#?*fu7d@7Es}9H8e-i zS3J2jPRdPYIqcbrz1a0=A=-%nj-FxoI0?^KRN|uice#I3Xr~o_Q6#28LeKm4|Dy>d z7v<0Py56&omh@=2v}NQ^Nl-L%o|ITu^EcS{lUU{VLpDD4Ua4e224>D;nk8 zQa*j0kAMmHv!MTsr^=dMORTd3BPjl~wO^=&%r%#|B+HDAXD?7{j6dp}9;jXYNb(j# zvi^=KTfg@qC`zM+X_k9oB?95-*?EGWlCKjOlZuhn57+txMmTAjSi8XCy)XE82gWra zuZr=M(!D;ni|jhmp{IdDrtSf-4f z=ut(E>oi5fQ8{i}0@hHrbVm0E)MXui0c@iTzJ|QHBICc_xq3^w-mWFSqk=7yIVD)5 z3nI9l2W-r;tAn!&5)U*rO|nJCeNEV1DozA;1p>V$Ge%5Y?5Ky0g%Onqoqq{LKTC?9 zNcT(cuO#TcP`64#>5DV#%tvou;eoPo;)ALAhC^zv;Fj{2I`EuQg8koRI|SCiqX9y9 zLM_AlrCL0`2Nrk!S>!ujo2xjSR(qUv^Z7b@kp2Ti%nQ~3vMf8B_Af7~RdY;q1;gz= zbsq&1#<8g_x#0f(*Im^XhbS(TVJSMot%ezbR$l>|S}>JB=CVEYukSnX^;wSwe+S7V z3nJVz1scAfo?T9+_&e^ltbp{C%vZ0IW8570z>FnT9DQhO>Al_cFjdc(+~)kroqYZV zv;JEoD&|9j8apdyu$Ob%<_SK4PqWG_l_(9^_Tc`yE<|&BTo*IAg zNZ3AirHHk#E|IYa;w6lN&h$joEwg_<^z=QPyGUT5`9y->b~Jb{xJK*UqX}|y_+dXJ zSjnVFy4y(Z{oz*kcb=Qh#*-PQ`i;7DR*r6z(ATVuquV)xq`$U&tgRLK7HHLnmq^K< zKW6DIR#?&Lebk8QGu&j{DSKJ^~-b@zE^wZ6!-YDz+1}5Ug{vgqPByFlx7zZxU zF*#TlBA08~N2+v8h-#tvaCiaG|MuDW9esWi9_LF69Ns_TlX}}$8YiDQiCcG7~5ZySw0EXt&{k z$tU7fLL=EQ>9(DbDf1rH+>j`r~Mhlp^{Ux4VlttdX083#B=ZbohU*I z?1|$`rO{#1<`UP22B5@-r+hqg|UgDJTNI4#eLY z18=sAOlrz(er=v9bcd!X5mk140?sNSyo1FHimUv5Tm+w?6{WFS(^y{m)V_5L33dz0pElAt{cX-b*0F z9AtV=sqJ)RR(>+Ds3E?2qRpwES+}=P+}Q!Kj#Exmf!Xt;$AHTO@V&H&!94&ju7`Gr zxXmjDJFD-0t0MI;fn8=&or8VN57XC8ZM%AJ z==`)CFm!1#K4&1v$RU^U@a=|pUBW@;l^v>WHXvl!6mS@Y=Z zMqYV~f=3>M!Dp0S1^q@#s%Y5vxXAgOU%k9|q;ApuA5fW*WO;- zE1l}2tvxye@$GOog-PKIm*E{2z?_#e%YUt95zF?O72iFuJAjz-9Sw!jlu<3A`=U{c*ciH2LySkv(u?`G<1Wgl*t0Q@M1WOi zWCNx`k_joy$lYT9e$ht>1kazL2Kd!|pa_Vn&Wdd6d_RFOrKRQueAV!o$RIJ?i0Whv zVro{~k;8WQoRlm}FBI zf^oYkeT~S8GzKTs*@ziM7=K%%j1W#)hc%`My*?!-7CD1>Cd?5_wWP?w;kN9U z@Y>5jZP!q%>o%ouCL@L~Eu#6}E1iU-Q$Bo^1ADaMK`pnz!|yK%vvlrZd51c4eNQ-b zYCAv;ac$#QnQZ0NbcQdX`&qwwil@P}nQ7_YS=}rT8*v0M#^4j-v^XFGrBj);66oK} zDfS|q?I!#DrCI#D{r{f+0{v{&d*!F-vigjrXO1k|qn>up9m6lD|JO_|si!JAZ!j}w zj)?lmtmNCYGPz^gjHK%_TXv*|rM4WM1_m(pA}kGWcLVGxGOgvG(E_Pp6xAZo04?=o z-*qFXdW}U&4O9E?9lj_#$GRHjuGOgHw2&3No51vqz{@PsF!rOUGet!J5LJGLisH-k z+*Df9QnkEt&5Nx0HA7s7WE4F;1GV%b1yBaHKZ-?E@2Ye8-(h(kH*d%nmxHN|Hk!JF zPE*ZF7&5MMQh;?-qJB4iAzW1SWTDv`m!JIokIc9%^V*6}^O#^Q|hcWC^N70_?>M=7PI}C03EI8(GMO&0U(oHefVgeJs%tLtJdZRYml#`5I z^iG{O89O-ag)^x!eBFn#Xk%LI$D4iD`^6al zq{zUO_I=}0*RgK~2Od`MIux-OWj$MthCnhd(>p9jTwAM#!IQbZ-teS^r;MxzTU*#H z2-c+QegRjMF)Dew#IkPG_v}rftt6f*d?xWtpw@RXJKncBhwMRre}1W#k$T}#=VSRp z?Il7n{CY-@UV)o2`kV+dA&{wEcnL)->JA>wXe%MY(wCp>$?!781Ln`vw0=J>rN5>oe?+sm%6l_a z`MVMyYTt9e%}^zfBPP703xJhinb33`X`ZV(#7D$n+jfi(>j2!w#5x?tqOG!I?>`dL z+QaLiTNI{yioL+-pG>=f@+Y_B)epXBcW=v$Pr}qBIIy=F#f1UWQ#kV~Cfk57TZt{j zhQ}RYo*yM5;>kY;=Hr3=iZ$e$xs*WID(Q_Bk-cwNac$koYCp4WZ$NV;1&f%8rB&q2v+th)t9HA|67zx z1Jd@=QF{Ox@R zV-4PbFZ^#CPB^+%xctcDkQLk!SQO-ok%oNrNZ5vXcmJLF$|VZuF$p^~ypDC3ZRIWVDW!ZE_??K(c`;cB$ zijK))H@1z$NJZ;3&AD8!+4LsDMX=f~CyuYS;061q9kuxupD*sHFgiQtX%J7UO-sr2 zxi|N7wf%Yxe$n-BUU>BN{dukz-psVDxaQ*a@lx4q8sD}j`$sTA%Xc5#Di>^_+qLqk3|BE^Tz2nmkY=iX&OEGsUQxCHAi{BWMCj_(kv$a$CB) zwL$~AW;mIk(iyk~>7!dhi|{?-E*w${S>HmVa2%4>M(+Owo;}FyTfPsHYw(!1heqq3 zWW2W3z<2+6-`Pg*270K(s6XfasmwT9c&5NAfzIoXHzy`M0 z656~}a$lM!LaO2N2f^&IF@T;v`Es=6l%S)38w;el-Qg-x3UKReZPf3wsZP2Y5UK}4 z;1x>0s&;joqGYu;78bYr93MklPfwScWpsuOdxNd{i?j#%_lan(0;50q2S{`gkGweT zl4^G8_sPl>9lm)czZ*zN5P)p)I1_xnh*w$E2kp-S)CG9K;BY&2{fmqVHz8ME}Vin2;kOTR`&q*)&p zDSrm{P*!_y+c)oKTFvmd_zCe^&oaWc>fk9ruM3us%W<|-g#XzB%YCXdHqEUmK~T9~ z73x^e1KlLh%Wn^3((W*7z}f>mBNw+?AgUxtcS;wOqC})_cT2Tc*vnfseZ3mx4t6sY zyY1(LN#Wma1j4pHUFOZLHz<#qClenz@H*ycGtwS7r6F(WgsmHHDpNSZ82fhpPr(&gdA{ zQa}qDN7m?-6SpqK_;tdYe5YZl$d7Wk6oT~fY{k3NFm-W^s}~i8!G^CY8w9+J7icZrpbCLI zj>|L42~1m86!FZ2&cjcLgYD;W{1FT>JwH0Jv?}~r*Upl1{#nl@{_=#ZF7e9#y1vwo z8n8`%co<5Em7ms*x<%=)XM~)+8rbN}z=RFwy%|YcvrSDd=-kc1VYpCZQL7ygWf#B0 zI6ZT*P^>cU5)Hi6b^Et%YP(np{q&Gmmc3ibv-UM)yKU3gdSTdJ>3;Es#5+R=J00=G zFLt)W+Bw;$<3ym0L=s%Tb7zQ0w3~_MrnltXKn37|e&orw}$rk1pmap>6vex&)&0q2%jFOUY=^>P2g|-=9sDL`_7l9OwL|rqnFb z-YG9dN_Xt!M^6PlyN6`G1tL7+Pkg9I^R9Y!-NB=L{?dDfRon1TDOxIGn2Hco)H!INV$1&9nE%g?`tV;h}1+6d)N;(c2Y zZBu1I;93UMqLq2VY&=C?1qu<52+I&9Oi*xzNc&8z^2Va+MST z#u#;NgmpQbJ;q^-bG{|)%2 zsKTpq&EP~_jY|B;6=F&`Ww`mfGo(AtiCyX$?av$OP9R`hfbYK#5eu@77pi^NMtJwb zG}?}w_h!I~P#20nC4X&q_!B$13zs#=hv3`~(3O>4Ike_I*qeVbdq<=)BSV}F{$>pn z8eiXsbjV`Oz;C7bIdHd72Ph485D(}`IHK#NwFHGsQ8hvD+<-=8YKvFNR4Q@V zQ;hyJr(lt0tNT{_ta9J|**Ni5L46QrQF_OQ+6Q~5rst=H7gDbHfCX9d#Io*#TK)Sv zzMXFCrHfYAxTSaOJ^H|)wzeEr%bHNU;M@DaOo+b~Jry$C9icV7 z3I6A;D0ie)36Of@1=>jaP?Ivf(?IA+YvC$wWw4r;P!IJ85bG606p}nyDCa7nvcYI{BkX+Bnph~aR84Pqg#a~8<$ffd2yAIu6-7;7HE0dG`)=PRMC18 zocceat~wy9?rGbF!i$PXEdtUdEwNxAwS;toNG>HTxulASwB$;QbW1lV(g;YyQW8st zwDfoGg1_%y_vOC#+;h&%GtbOC!_7j`Rc5~ekRIWQ4-(zWv%S~t{C9sXeMu^{1*zT} zS_6d@MYN=Pg~ciJUDLDeUyGrDxJ&mC9s+ybb1PYn5nf3eZ2Xc0dYvEO99Y27tsh@{ zeWlHS#Vj}9vP+UM<*`D{1_5tQDz>3B$AOD3RWQDr0UJt)6uj;sZl3MHT?=@H?;q6k zNS?@NlZZ`=uRAUGS}grH9Khj01bs6f&+y8Z4%7k`pPMOYS>cdM8fO{7YWXh%6#cYWp_*vxo?jI<&KNSQZ{#Kc@r*LL7DK%2m zV_4#L&xCrWT>mx5Z`b^dnti$YT1)bYT>-9KE>N~uVXQC&I{6jXv1e7)i9|=;?yPcTujNp?f=NdgMfF#O7wXT@?;fWVFba7Q$2rPY2`gkNY15nrvsf%bEhe?6Vh^ z`5>#s0jw540$N8o8s_)Q2XvOc>jG{ppj}Akn}J*A#!TA zIg^i(=skYM+(tu!TAss7bzKNF*?dnL32|i$mnBF^4h#(duWE-3r|QsQ06Pf+DDC`@@wB;jbMjN$8RsWz z*hHZ)VB)=Gxufcp7%ADu5<#JBZu=H7a&DvHmgoa=0U+f-4lqs`abLSi+!t*L-u#{6 zJtY`?7tE{z!7tGsJY)u8p~?jRR3O#ck6$0KGBLF-Z3^P{-VrdB#)aNl2b87X<|@O< z1`ab!?TGK`^fuPiD#+jM0_Q0*^IBp9p_R=2%-Ed?$+pU0bX(%|Vj6@Ax$u#dH3Q@5-F@6F0itJ*WB>Mke7h7y$j2KT`)VK?v&Er+M5 zl3A66-gtm`Jn;B!-#E3c#viceZO(OnuQF6SV|)X`Ue*>3eSC(W^Q9<`onm=I&DQEg zWm+9KBM&(y3og=OL)w&V;^kUrB$620DNJxnYbcO<1G^f*{wU|^7da&@U8Ab5*OB|T ztyQcH&oZ4LoZ-yelqOw4ld+AFG?o0aH_tQCbdzq^0_Uzv*wbKQiMKKe0&49|$^~(G z{JF0Jp!-nqw00VfoKV?e%|m%9I0NWSHxG9?9u z8AAp>!t;ZluXcONO%laROgER!R2c9edaO$EYVE_F2BnqxikaD_48lj6fT5NwA6|Q_ zwEpQu)CZ62fg&TEiza;U+Q9R*dtG5m-Q8@#ZR2D37htTC_pW&6;a=pJ^otxB|oN zkr2Gfu~yg$Q;2dTJofLQ0@^kBd+xDO&W6$YAuX+?6S=4AgmH22DPsesXLxH;fo3uh zap8dJkQ3cYapN=CeY-c3PtnFri*)tB2o3?~0 zNvssrqN!_6Srq=zn-!~j|IUA(dMlcIC|;Z=s$#+-KONM7utVUta_6sO#+cR<+9bO` zHZ;O1CB~5t1HTKHOReLJ?6bUJ1X@_UsT?axvM8{DCKxzjZB?3So9_A8&HQDCt}8e^ z$X_|Cu`)6W_@*w@;gXQ8pCAd(M1`BuVOZ~W1?oh8KxA+Z%-UN{GjW9|s)O;uT(o&C zN}AcelPvda|6ECCke+C|T{1?L_GWE=@GE1|oLw!KJ5D$&v%>9p0NFw9mts1N-_FQxpSZ z^g-h9(*BvRzK<&WVUBz*~i=r3W*bxk&qg1%f1yjAHSaPxBH2j1ZtBP=H#7gSpGdpEHwe(QARDw+=)Q{OW__k) z$A_-qBhFLlz*|nNaOqE=#4^GdX&DzIq#bN22T?q=ji@0IWyVW#sPX=m37bhFqvhk3 zuQTb-X2UzHjmpDY9EKzs-61RHBcoVXAfRq2?z8vev4z|763OYtWVHUF7S4;+HLdq6 zwC1nCHxv%t+tT}`*Lo$^pS3%^Y#?%q>Q-VYe$Bhx|1~=7laz>2cR3Uu!tOl9dm5h< zyMoH@a3#Hm!DXD-WIX4=kB2Y;u75cXSv|$JG8=TIy&2(j4?!vtau3`7&%U@^qA%bL z4pB@IbG3!6Qr5$peY9b)hsNUTBhs<^kynBEO+y`FFbc7w!9-Dh{}G*i6kAwrcv$F9 z@(75en>5|0THfAJTThO9KD;%ykOhx|A^GXuou;WImsKg%s<1|#NZ$~s@X{R zwx=~tOidmIV&jKc@Q3ZM_cfLW@06`~Y-&|ZhU2;GSdcBTy-g7!=M$FSUeC?WKI(5s zR-4Jo6oceCxq!QMIjUJ@izY(2d);})1JqF+alouLaTz6r9(;5SY+lzid`SX9Cwb>^ zVZbz*PjmD4D41*y{S=*QMCw-hLyU7nXV3=e=vh98Cfk{mz;;J@dZ$&yAw;31r?R|@ zgqh9MMR+ycUkPMCrmaSszt$>H=Ff#t(8CEu>v_M6QM|~t&%FssbQ5cmO2tNSp@Aj_ zJXQa9C`3E|fsDg$K&oI+jc^=1u5AlsnCgK&d3Lz>sEv)6I(nOyJLn*pH1V)r0gp5A z*)ao^Et~l#3js1b1yQxKFnZ{o6K0Sha}o%=8-1aqq>l07pCb zON`7I-TdMKLi7bXp)^blW9SE&z{a#CmD;xLPSYoq-eiu!g;8gqQwqT|UMJDX)cDs&x&rsCO%9X~Ep^Xo ze;xsc_=e7bx*txA7}TY^8hT}hn9?X*EoVTH*n;f>1a7(bF~c5`zVv06>rP=2D6nh# z0AxW%xGQYLV;oCzfv8!>n z&`&!_0*Q=Gmesx8dA7)P3!h)-n4VO(Ev>&USYZEz5yzz!3dW|qgA9+AcUGCQV$*u~ zL7x&?`;=60I7PbE6K{!ktaox-zzx}XlWCR_Vs!_Z^kv3S_zO))^9HCT04fje<1AV{ zg8r$2iDLl^(=1R}GAnw(h_-(_Wz^89Dms|QNImaxw)G~&-oahf*^)syWsnC$pt!$a z_f+r-$b><>&it@bu3UetckWrNaP^KlUC1mr9-l}EuwTo#))bVf*!@MOu3tR?LMxhX zsxThIt)RGO@gq({u0VuVEK3Btqg zr+Ov*v5UwMU^(S>05>yK>&tsnrJ9}ASmMW&U@eL)DU=7y5PCTQqMX@h9z$3GAElu7 zHx-6fjZNdV;h@kpm{_+Rgc=WKt|J(@_e_nwC@FkR0KM1#hiTw=3f=pjvOGP;?y64Q zWMy-i!hTm%;|YadWUUgKwC$lo2EY}_Pppiji!)g1w~*fyd%D3p|EMD`F~)%Y1oyb^ zvIdPyeA-ctez)bpw!yV=mk%m`l(4^tsgN95Yi=_pi{SH7ay_(_n1L!9EX+qFG+4ZN z>Gpg@27>6p%yc2u|0QktfFiT3H|rC2c4JB0t#HzT++-p#8jI|AkvJvzGr3)#RPxp_cwC#eZ-t13>;unP# z5-3U=?Fx@^j3BCTOV5)8IShlXU=%0FXl_yeiVWFk{>V>0pIkQIr))V<@czW7$={#k z9_vX9{=Fg@cJ*Hzqg_eWBZf1b2dL$q$3><)Ie0^E-)yGhVVPq%M4_sqJ9jKuzqFH{`QNy~`eWrY*brk0W!NA^ zBJ_}wRa7t_9cKPi#e^Z>ed!V(Gi5r#52O8l7uhktC8v#BTFGNPyb~Ty{(x>TtoY?) z@{f_Y1<8Swi-MlL-S}XDm4%}eaR0C9`5VVIXOn4bj3N<|<~$by+lWCLb&aPM*ZH}d z#mbJONy$;5jjKn&oEtL*o;G$lLM=b+zcD!%-s2J2SBF|no$4Bh^!PrIuVoGK^uZ*? zwew|49So6tJ6w&v_aW{Jd@0c{`X$?0w(=z=aaqCxbVpitJ~#2VC#arNTlrS}N=fde z62`7+*ukD~$v7S>pT!^fk}Ek4Ufs>&?N52AMaiw+IclkZ{xgu<2|>*Fl!v0tBXTU0 z^*Cih1-zi(-JS3#{sU2HEADBA|1+rK1>7C{gDx&Rsc~ma&cD9n)6~{0XlwfH*zY)j zTNX@$gmBZrj2$%x9WBB)d+Q;U??SFV7?TJ*PTxV2NE^W~-!x^ZYQsQ9%`k)AOhNrn-*b2kOVh_9flU3=4KVho6(y( zmVT1VYI9m1alOQQ+#O}EMLX5i44Yqt2-NAs@VvMly4U<4i~NvfOMgkmIR!)xtDgi@ zfM88GvA-ojl{#@58JWw_=^Z>iBhfOXSLrAM5pAPjDuChRz1^Lun^f~x=$H*a^}C^X z(zeF$9=%&>_6bTaxgFLTtzoSsps3|r${}mR9qYYxXL~X}tPD81_=GK5jIg*_%;Gs@ zosE`hQ`6W=LIx#zU{Oj7%H%#pNt;DD0Qe3#KM%BcUOZH;{fi4>Vc)p^nep5#;APFk zf#|AeoGYCs3#M478P&fG@5R?9XtBn3ASbZgr0~XMS%q_%-*a|p_cc!P*&vdY2So}W zRy)~bVi6oq>{O#7I=c(|fXeJ6x{8nfTgE^c(SnO?#p5q!twm}yrER&WL=m6oQ1tuc zs5i3O*h|7;JSe?#kWm8%H*Z^?5g7fWHZ@kg)`9RYx4a*5ve?Zc=MhsWD1;s5LFJba zN3z|I86l2Mo)Ky77--6+3h8dUkJ&X8ckSV?(=ph{+gr=u#T>2os10dhZRs7prF89KnUksqJqAbZDTo3;^ zyepv-`2rN(Xol8`Q6N=%pViZ0ga%w3DreW1KvOJmKCaFDb?8_n2bln~JIf$cJE=f( z+TMX}*sqW&v|P|KEPlzJmQw488u9|wHz^0eS;4lYQV@v=LE)A76svMiPdTx9&VFq7 zTs`As#AlYoSbV)A8fGqDHJ;Dw%VojE-*iYtif2~?btDes)9ZIOem*m~Q0$Z)76wIn zGw8WhUnZE42AS`|pM}>=Ou;_fQ^4?F;#kem_^|);n8jDL8?AABAD_B`$a-!QuVNvG zNWzklN5S7xWscrP#;xd{wlzl_SbDuER--@V)}d;en8!3+emVH$6Vsp$*ACB3<;k5~0yXrP z5&&m`N>QLrke@7u@jiB+uF71V&iP3*vR?uke+Of~g%Zp<$c3lzk@FG=nkE6UUO?l+ zj=`YABjJ$v7e)%x2dpqRN~5_Do?TwiV3?+%5-14$`B?K_&uD0-TBuuB{6fLDP$8>~ zW~Pc(gI1kd{lx+Hkv2b_#>3(C`{=}xO`BXn0++x|%RUfN+(T>fPjfp4GjT|}f8K6b zZYSR{17+EkpQ_kED{ilAvez^PP0uyzU8k3F;XE%cUu`sQnl={v*k&D@W>K|yo~}ho z#zpJ79VXNcYP&KP3_)mak%6wBug}H4BnWb&^K**%(YrpE8Q zxr&HPi!{doBYMbVi%pNo>+WR|vgdR9YrmDhHh~zNdlZQ2yDD%A32B!o^X1-W?rEh6 zIz)P=<2#@oBsiwxtLCb^i{1*S*cUv>X#KBe98{@+<&aJ*9ZjdOov{s^nDUjB2%ZSF zRwc*iWGdGif1fti4I%Jc4^5-blU)DVx35>05Q zd@CRrWDxPK&D(o;fm}@|=(+R*M&bDyB@B!z0v5bqUbn#}0hPHBUzMC*pETJ*g-Nzf zE-qka&X@#JgP7`#76k0Jg1U3er~9fjrU71`-^n_8L$jpzgmj10t1;1D79opy8tXx^ zjA18Ipo7{Ry}Y77wC+W`aeA4MW;{P4S$-E<))2#VccE`&gRx&DHFXw}8e`WY z1HLQ}5(&^LNv0aQtpx81`|q$i(rFzf{oF_gX!Vy|1Or8unYN|2lDcx$Ts-h1Ef}k3 z98HKy%pZ-X!PBOZZ7$a-zR|N84)RZr+&-AE8TBWmp|?m8H!ibmw{s99Y= zRO&{nU{Iu?4@{U-)O2g*RMt}Is7>CSMC9>Q1+RbMoI_(P^Jp_TjG(zAq^-X?!>}Sj z?bn>NO;Kl?GKp7PAQigVZ>;8uLBTH--Vtm9 zBr;L9bz6KIw|D9Jlhn$msf)F;Nv;lq@St%{uI%{yEjf>6GN_THV6_=HG?*fKJ)BC> zQDUh%-4s{tBAp5~ZgV`9+l`ZEJE$*07fXYZ({5@B= z3wrwoHaFFG<9TbVVqrG!=b31F;P-mA{JIOeKGAntj#MD5xnjCuywLFDV3P9i6&Z{v z{dq0{`}lxgHXT2N#Uw9<5X*{!Ci79lryT4QJ<<$!ZU{XQecAf9Cgxhs-l%Xnc(hzwmc;>Jf))M9tjQpe6cMGHO90{gi`sw;sv+ z(7M17ob2h8T;x>0WinptBYv%w+YZ^Y}n10)W$Qhg6gEQxKo63@K?-Y%gpdw=d zMGDlLTy550K24VAlec>*nUxXy{)Hv9xUIgf{)TbmX{~$hyUhxyFzu`=y0Ta>Jx36T z4PUH`ZcFE3jQVMY^iS1yWa;?{8vVB}c8dT35XXAAhZ$~4YAf&NsqD)^*a3z}C8Ift z2^@Q5*($pnSQE0J=jwDy;76wj3QUJ;ea)hm;dVgNZEBRHg!BpanML5+c>;?(%L4Sj zB79|X(g{BI|CMCqG}UN4!`FQ@!EOFMw_Uo!%(Y-s-VT!gIevsT{m$X^HQ&Hi;AfvS z%fK)g57=yS(ab)Wbl%cY zu*s!pF!`1Vh`h;v*w>2FiGj`=n1drjy3}YG+t7?tT>rV})cT|_SD)|ui3XPjw&26X z%8a#{JXi+va9+YX~l~Hn4)#| ze2A@|CkA-vuqw76ca~60+)`aS8t?C#S8ZPi0OOL3DxR}hwJd+tZhed?{!f@#DKxp` zi`Z`?=%sdobg(u2EPTxIdd)?SL1TvtByw+*6JMyTqkKS%6Q>oBGAa!xE&Y%ui>#+h zXjbGAMj*mmkPq-8LQs5Cp$F2vWH7r;u7Ul*(CHLLb5IbVAR@%b6jjm-I_wKWs#6oB zh`Qw8+x6qLIKF|NU>B!B_KRs0mu|oh;BD1Gug(|~ww?ncdPs|`9>+!IHb~lXh_Mdj zgGAc+YXBQs?<`?wXk0(atijMl!hK`RX;XMuM1g8K#LlsHJ~;~Fj(9gu_#rq^L0+-d z2Z$CP3D^vUAY8uZisl(_sB(MlPN(Sh+iMTdfS)eg2!blV;t*?^>gX{O0_1xKcNr>B zR|Zg#ug>0`rBuFWjO^^ofkvs|ti4$Si2%llb!A)c;iMG@lzP?{Yb1VyEIGmGL_&7Q z%JJikUlOAwTS8>0S9xc_Su<_6-+6K|HSyWDbdCAKgTwAmfngSbTr+RIdydd?AqZFW z8FqW@gl-bumPF0)tBT!!t@lGQt>*{H+mX)&XP)Rj7-&{mrz>uZ&$-4yz`zM6+H9_$ zp|`X@{J5<=S+!ixFzaTQTk)yQ51M|gy`3)d+B#(UPA6O@NTa1s`TpWEJE6qJ`;#B* zKwJCIW<|5Tp0L|KE5WmFgV|4q$0A$BpP`pTl|9Tk9948^!Rqt6h~9{N|j zIP%3+;lhz9yx|6tB>n=4fg=fNI?*)2d|r1124H{%?Sz|8Z)~JAVo3Rpx=igHMZ3baa2Q04WOK(0(=>`h*k2+)-Aejo#&RR~@!u5+4Iri2yW~Zv? zPTXG|t@w5sD*ywXFF*p%0fNi=GQ2!N1um=O!OX=d(BtkLN(!_cs(bn-6wh>17QeXd z`6Z1bj21&wnte9><2=wjYnUyUxE!~J|nLLh^?)-Y~@&qnY88i-sTdEU^mSBrlC zyy^aVfrxp)Hbs_P@4*0M43s(u$~5k9`L8ue{+YWCNGFS(CC3iqW zzSMCY+PqLLEY_yhTDK5Pkp?!<9EgdRN*I>?DYLMM<(lbxae> zRo8ObKdU{au?^eNK$tVEV<<~!TpERLMYMrdR~K5+J%yy$BW%LVvXsIzmuVFu^CeJd z4oQZ;( zs4qtV4_gV!zD*J^T*qgA#U-0ixKtz|e-8xqJka}oA{N*dH!_>zQMKKi99g8BFJ7WF zcmJg4mECCoXm1^0br$lO)sIaKxcayFK&!}WZpdUAm3VTL6DY%wy~)$^&V_Lq z2CDV(I@$6GncXA8gKwTtBjt0+JVz2fy@~jR%Z)xA$hlnPz>>>iMgLz_f?;Sx?9XCF z7asC`sQdu34}$tGKVK|T(`$00(2Zd72pA>bKcAA>&HS8;`-t?}9}n!!$0zG?*I%f) zH!&f=PY$z3KM#^*Z-4PpJtqWBji1j4w#SnzZu*P&-S~H@N~(LgGa{yrmTWzSMRp9R zQD3Soo-q6zLok0h#{=;rp0n59nmapLiFaOnqX6DdlM2VGB}lQ-YlEw7rS z8CI2?tK0fB@>Fai$Agr)wPD*sta*oDwm$~p>nJP

bnL0@&a$bIp`!aJ+ zPF#R)PwRbl?WvjQJHDqeT-S#X2&JxG zqNeiiExl=Vmwf=#X#vL@seX+|CRXe7KqxuYRi>AHL&mKC*|f zIB5Q@AUwiK5fQF2#-^;uGj7C+YymC`zlZ@$4ZqCJ2r7%bDZvb~;iz~pV4|2fK^jqT zE~qN{=*X3O01;Po8dMzHQn8t=6b`??(OwD8ijgi-2f`rJ+W2e?&aeFtzp5h{6YEdFfF>}Lqk688e zidp{vx;@HS1l{CuHND9n5ddyOa>nav-69tQ9lX<01v@Qzew!|$tg2d}!CShe-^C*2 z6O-?<7q-N-{)HkwV4T%zkByIm^^5bn*ZOf4VsX2WY%-+mQj39YC%tfA61i*Pn+>Zg zD*PK_xcN`+wL*Z@q&I!8MY_5qz>b0h3Y1)*L4(r@?+$O&$liN+OIliqVng0PJCHe^ z9lv;>ah`kIB)NK$Mxv&FN0Vs6@NN;%0mO?G^j9Z6NJ`ZoKYn=81y(Dc6)O|k3iz$N z!GzN&ewzvGr=6Ttmrr`00Dy&6E#=)dk)6%reXjZ3Sjr{u^kR@W4F)#VwLfB@qeok~ z>j?`z>U(H&5?LdL2rJjk!$}?3*D5oNQoIv6Eav6Q3vHW!Fmm#M+o24GT{$US6yrdU z#)esRHY2?_c%a7LOQ7+0h+N=%ugHhKw!J@5*B%Ik#6xo1c-`&^p#Koa$T`fPhzz6@ zuFlO($PhKF1_GM;&?rfikFK;Bj+&RE$7(EfoDSic6w<5Y4N;8%@4eRn63OLb{d08* z!IHaw!+a&Jb=0nGKNbKzje6sRXdGswIWeKh1mgQy^k*e zof!atLyRk8a}I05YcEOiad=?f&u`xoF9Q<_%0ITrY(6hzIC!#9b8)Lhk z-E1Fw;txspz_oE$UL{rw_iPf%Y#1_+rmQ`g`~+l@lkx(WzK!s2-;C0_VI@ZT`=6yV z7G6r7y(jQvowL1QiCBv(c)gFUqIVIvYzP(PbP`rN@`my-ntF=cPdY}^D!{UX zT?)b)2rTav{due_c!R4uCq+lw^M5A5pfrNO=|YL-G-IAe1wsc+0tBIjpHA@B!sje3 z^w!^KzIT!HwAZBsdIvzO8Q5v{o@i3I^TL~K{_?L(sVni3pnUV~C|WcG(H2c=z0uDK zuQ{w1xeOZvW6z*3K@fQ_-1n(fXE&;iY-Fcjzi>166cZ3z=%E}{65NL7wU?Z*MNfgQ z+CA9g<)WJLM1I(AGt@jP{s!Q=>Qm;UiP>#NbNl-^Q;ZN!5xnZz|gw>quVMs zjG`NYWm_ER4v{COALupyaDDOSjJX6ax-Uu#d83-vfsvbR<=-TkqOFyYS$a8XBAaNS z&ocfO56OTERmo!==Ldd2lvu82+oh@)Ne}_eDn-dLF|b5=frh85E7~x$Burn;HEba$o-s4+>a;P;#@SO)oJr z@6`?{DVGJq%B+lYMbjF0|8y-fnd5|_@fXs&$1O3?U?YS(&c2&gnR3y=M4e*F@^lBR zfV$Pu;<{er6cS^)4RaT0%8iCz`3qXlL0zdgq}Gm(t?*#slJhH?n`C|S)5f`^SXmHc z;$7ti5Y@JkM*34C$6&=Fea)QpNu6&;+gHB|Gu%y))8bj$C5?MN|CU|Zg4*L8#3tBa zXI4jc#AV)39xys|9J+I#Zo92M#n5+Y>e89lMlwpPpD3Up76`M)fGK5KJ$K06CU3ib=tM+Y=h-DA2?C;MooH+?gMif?Ai#weG}Hc)*)4)j9DBW!D%l^JThW`d z1WS?pr#3jIp(xpObhtk}+$(mL?J)Fy6U6;M_aY~aGWQv6LiY4*iS>#Ph~r$ab6 z_H5*ZQuEVw^w%q-3`fh$5Lhdf=-3Ngox@W#1qsb5M`_(i1!5lG;K_lnN@3XFY#EyB zt*5(C5}F_rY^Eia;t(KZ(zu1^S*@qP9IFV4Ip$Jh%TkU+V*eJi6+~ta>tuPKMle>3 zvuWM#a#NeQjf0eDl>VIu{=ry=;bB*Z^fk6R$gpP_toQo*Hk<*`L`gy8{mekiJ?rgF zZe1X0Y9-xJsFRUPwl+WE#(;855i(^T z$7>uyf4dM(x`?$`;h~TmQLwN?Ep_WkUCu3!LkZ?_;StSJvvFH&(pIE!U#K99d)^U~ z@PCn)m`?rY@SPm=JOU=usKL?3`+3Jt=|~R{3WV3`DU=PX?hEtjw(Bb2d@n}EIKzJF=C+1AGse=aA(D^TjhuS%RmT^fW8D}^KMhcK3?+S2njLgig_WILW!cyiyLn+Jqf?JxIC-w0OzTr6EFB7rVzsk%OI?LGKAiHC9-KF@Xk znets+#i1i_SmZWQ@%2rq=V?UGbWXMj%~I@Gzc1Ak>Q~&`iDgztigd4x)wTUoY-RSh zcg>fjnq!-04owNeJ?)>a+D$RObzu^gO6<$eedFd}!Dh>1m@|&}0C!q4a z=qG}Cba;4RWjdjd(sMt)t4Cose>+VuD?PAXPN#;zvC}}G0!Q5apZIbAMsb2Uo^1qD zxhfJz9`_>>BV+n1bL&sEvv`ktq9r(7u071k8)2@Wt?!uHkC&Cq-n>s;0y>xQR=hG3 zj9x$d+)sm)63$nu-7`wjFNIzlCkm#xL{n)R43ocFxU%wF|7#LnW6Fw@`R6CtY>yrM zokx>#3tB!>gn)y6I|9;lg5;1Fn0}`7#3t3wSGrV5haGFBJM=+QTB(EYfNP~I=S|k5 zQ+6l9IUrue^a?4YJD7{P#?z>a$?*H>x9rA#+3aq(AQOR6g%gHl{ehg-jBFH}->azZX3SP@YbUgrAnBNtcA{c7y% zb~nJeN18cEy9V8LKC37t`RY>+qVDRaosZUJFkqgQ)j-#s4Ei44re!BD+o1IsZi62y zVc_4F6$Xp%phpn!$EiyX;XWleh4L4=%@-*g6I32r&78v?=;_j1b@OPZGAu zaIdrer0L9${_3fnWR}kty4FR%Vaj(I)-1_dR^&@6+B8q1|Eg`VZ?L%ijSnejTN&e$ z*5AK3BWPNVG(iYXd^^uR0}NBs;~8s?y>`Hik=oL`W#Z7$fDA6Ca(+}r`8%{?Sc;Ts zZz#tC(@ct}nzn=`KQ%DCYy)cEMWm{pPZSyZt?+kOJw+(2g@8;7l?97N(ASNl_4@at zvv%h&-IalxgP-lX;K}q`{W%|0WMsk1-PcQZ#ByJBqL|O_;nD3`IygSr2G}6|( z;BO-Q$Jrl~v0+VDX=fl6^)q4HbFIkde17D|i}%K__^DTbuP#`tpN@9Zw{EeZxhMH` zXVioHbOjr>!4biHKmA4B^`?d}9x3h&%Yyljq%TI$a>S5w3YS$0l{MR7taCgh0%2;9riK$!_ z@QU}=o`Bh18&@k`C$I4pMg)=Aif2f7?S9hfr>mLFOQLjsF8T!!c<5kL7pkGPr8hT3-dF@6q1A(Os9ceE1n1E+4*Dps9 z@Gpt#QQy=5sKW?bF?Abd8aG5df?t>t<5>*EQtRADY&bZe6j0K zc#ExTri2Man5Y%O=JeijRHpkl6*9G0ykGt^;YKB5@s{K8>v;o>YoX-E53ir@#<7yV zzHyR#w$#qCRR{jNk;n^MFka6T{c`a-`&W_P0ls}9A6cWdVwe4u(-)pG0Hn|O@_65L zdUAT9QGBDpf26erPI})`k{=ktFE0-&<^?LK;TH~G1WX?9^{%*mQ*b{KOP^;ZzS%Vp zOJ`i$i96k-naAE_e4PW+QT$n04da6=%qboH-IUJvsF#0pe|caS`)2A>R-l`#1UakY zZ0Gw?HQNeqbl58w~rM>g3zndL+$x96s)_hUq%7kYU@6K&t$)8F4r>uU z5WE_>#hvVRx(J84rwbf}ZtP~?6^OdAG8Kl)HXK>wUn}K*ckg|y`1Ev%nEaM|M0j;$ z@UJ096!a`dY{4DTWR4ZDV%TO#Z_~}1l_JsPj&P6h-;)AM&?TqZ{#bD{vqG$8txaKM z_}}Hgu6?Xfy4g*-DI4aBt6`e@HpQ;jpC^*sp+y+|sf%W8_}^{U#dWw0i{Sn=tUnkp z%!w)cd!th2;W8V^fw$0fM)*OAp)K99gD^NgkQvwBdOyldXza)~YV^p1I!tu<9*4(| z6_?kD_V>D#P0?Z^0Zw*#5zqTBJat__{eC>@4N?Z$MF#5rm%8`Ma}X|alZ&$%_pol`OphQQ+{DYebr|74N^5T)Fkn za#>`|?EXeQC5W`OnJ+9)?(zsTyY>3?M`O;TnP(lf@k~>O8zq}XH-$+W7Y7od12lYz zBjc6c-@#%}%vQZT8~o_ia8=rTJ?`82N#o0;S()~g8uMhq{B$nntNu*+%iy1JXE3S( z;|nP@ncC`gx{f2%WXHVg|1P|GEjr(nwj*W!VMvEm`EGx|`NCmAtVv$dA@*yf=W+}w zYn0A;!eh>~{SJxeRoy9d$hO^gqxr#xC7OSn>J(h>UE$I(O6RJEHd{mVnIUft=BBe4f|z}J0Gnj2XuK$KB>`~bfQ3pigN{%z%3;j_m>`Q|V;vKM`3Wrq#_iZ<9i zrkY_Xg)6I`DNo$}+w(@OXWh1bG`t#w>;3L_DOGHip^g(#+qXYrLRw^GFmec= zgo2!mJ&n|KjDw=M%V6~v?l$m8DS(YM{5>kspS_iLUM@4>r}oLUpRXKdiWIV~@so^X z_}+;%6|mj49Mq-uTICO=y??z` z^c__G!v=V#e0Ly5}@Ek7ivsc;A-vu{5a5C%nxC*06 z_G2JBCRmyh^!g>uHOz%w=q+bNplxw>1sq(uTgLJgXXF04WcGyclHORadC;#`?#92A+nG4&O%V3r_4`$` z$1Jagd-{f7y*)i<%NXq+QJa6V*b{%vtfqzX6WLU-M!o}s+Xuhyf2l*x9tKEr&=W8U zmdeh2jn5b=mB0A0;tyEH*&xgvPiej!>QIDVX-QBK9bYgK3B9H)McGePoxie} z8q;037S{44qs{I)({f9_s-@p`2_wYu%G$Sfrwsx-f{1ny3FkN}NjWct zx>1R`zgBCwo}Xtsj>wa+;4pj@#;Tr_9U_HC+QMa)ajwe6u_^+kQ_EOz!r1j@Xeb;F z|Kqw#R+RiMWaZ{@6{)Y!=^l!aMT|a)zt%ecpqqPl{<(p7<|ZqWgVS=*U2&qwp?qGD zGwhyvs1_e}TUx@=%qj4}Xvc4SxojBt(MTh5^VM$e4PwulF1|!r@pG<|%YU-e5etvYjqzy15nG`)YNZk;x^Z=XN1W`` zu2-myfJw9}N3wwl8_fFZ84nxsNL(G!D!?u8egF%%Xd0E^-dUjAmx~Yijj|fleU)i- zdn#m-{=jqTT%z#8hbDo4*GcjmjzG=)%hKq^LpGnOUzn&4iBzi^4I?egY`>^xY{0>L zfU6xvO)$37Y2xsu1^3X6+^+BzUApJDGP_lHhatN_$YHFSVyuu%6&z#tnZN5eW&dVVX9Rt6Li z2NF$c0-yuAFztk|S>Cu<((r?yyO(!Fcg+!Y5Y7RH1E(;En+kBf%lX$?6e5Xf+AzLTdvuYRb&9-!@&^Xh-+aIl!4TU*Ik{J$ejZ5)IjCyEMRw12)a zR(|GNa0DWh(R#N>=4JK2qX>Jt!k?)<$1U3!%dp*Af5aCb0HK1#a~wRCuJ1aHJ!1P= z=@ZDvgp>?Sv)c9YD0JHKmo8AI$u(QwG5?F-*#UjuvOI)W-CR#>7`qf{!Vs!5`` z8|No-5==Pi(N~8EMp!G;NL093Ba_E-gw^Bh@aMw2NB-f{gl0D5OA2QzoXn&jZs!cv zvgw=ui}aScl0_a#Jqx2>yPNzxj9&~PPfG}aX=_fKDAqC?qV##I9Nmqpg4CdA_Ps86 zW%%HzgwPH7#sv#elff=&EvHl-ZwSwWA&EYyQpHzpMg3jHFDE;-7FiC$sV2}>zIiX= zxK>Ibd_XMeh z4W$z2Wsmns^1~=q+#nLkHXDQFhphY3t+GFG&b2}Ib9;*Y*O7YqM_NZD?H$3>K$Kk2#=!%BGch#VfOQki{@{3)#SlhYz^k$X}4=`7fYO&m|;B<3P-D(-LtzP2ZipA z(TGE5N?-~F`E8!C#MDRBMKm|mf!2#d!It}C<91RV zD0IG2xnXz~)4%Fa{(n4ObzIZi`~P0O)-@0j5fxAokya3tz6Ln~86`1x=@_FsZ6zl; z$z6qkNJ)%lD1yX=fI>4q{aZD;K8La>e%q zj#-UH@p`Ba5Zb`Ie_RtkS@>iEc$i;#g==~@(C-oa`Cdt1eAD@9o5g7O>0itE#NS&D z|LJ=A{2#GDkMCj4I8!pOn)~0=r3BbOwZO*z2~5jEHMl#eJ8pe-?aFsO1N40s8Aih% z8c@zT*!Mp z-yH7dGTLP(8dXTH4QPL%rCr(e;+*1H4`moB9>T=XI?<}t-Zvm`-nEE{;};r#!}i4| z6e|dpmwd!*WnpH{Ey2B`t=C(BS5HX3W^6y>LqH^d(5~YaweeSiqSD6yhYLQMNbdp71)0;{47o zXpap&%x{_;_-?Zd*g3Wmw621pQe3?zuLT^#?|jpF9aBTrIG@At*0i7ecLAiYf$Ug7hLDbU!YDgICS%(#$x zqdc+TcOc3?@xPxsb;{&ZGl_$qJN{HXhPAD#G2594iIkU9LT6yRyli#p$&6He8$A$C z^qaO>-iYO}lqPy{K-&VSktK66MX?{mWxaIa{`&LMyy-JSaty9!lRaS>j`jR252kE2 zuFH-c3I};%eq&0YK^*&7@9yJ*I^9_ki)+zTMyk6`X-57k;yr@ORgQB_EI3|8f8%1_ z^04{hNm48vp-lXp!}TlQOXrt^muz2cecvn2kfVN-EL%uKF26e(TRJ@3oLA4w?*iqn zci;`2U*=`PI9^}9UjC}S;Kkb4PlVG~WAl~v`}9GnSsuKVG@RVDiy}s^?T2|r_z5&d zWB3CN&c9++C;3x8=NFe}l`E_Zji={wIUjzr`!2}%YS2KS>s1zgl{e#&2H6&Uy2mh8 zMkIDg+o9fV^hsdJv+$rYU4_^}>dIvD!oUHu{Nq)PVm{{`jw-}gx6sy}$G%|jjRAr{ zpXwco+o-y%Pk~g#Xc1Ee3%qQ)EWPm_qbI$`9r9H0@TT!Jddq7T8}S8F62P01(iaUK zYIF)+e*Ia1Z#6tobLBKtgqHSU*G%y?-^;fi-AYgBDm14S)HmMRV%DHFwTtHP<}8(z zUlU^E&dt7RycVmCEDoitG}e$-+(CSF0X3-d|w+#D}tVEX^wThmKvvY^3wWvqZQ9GVXSgN``(0w66I7y^wDFh z`!Z7#m~}xl{?N5($-qU_m%nwE+?seB_{W&_HRzlP??u}Tk0N*~8g(boiILJ$KjZhV zE_FGP(k-3Q%_gc6if)E(Om$KzsAd0y_xJ!qyI!7mtM8|hOqMkJStT_H4&GBHos2@> z@19cMdOaV2|IO)j4ov=`XzKdh-0|AY!sRC7@EZjt}` z;(_+-z55(7^u(s)yTEW|_KpJ}6bz;`pwkzRBUccZk?$AawYhE!<0}bYxdTfhHp!lVV%iSrTC5OumOUcbI4q z>@2dUOVnnYDV_IT?*Q(`w5)dbh4_Rkci(ih;rL(X4WR#4Vy0;NrrP7U4>?};sQVpl z0&tXv7)UG-R%og9i{_6-;e&U2zui#GpI)qt!?2)Fh;+#E<)Eukmn2V+(n;l+ z`5eKOH4MkaX#JMNX2z)#;^y0D(ufmq%xl(~zGO&{Q?@CZlQD&p4X{~H9TUsU2s3Q zsp12>h%l2q(L5T{xRReGzy>r1XGQqLf%`%a?0kthjw|_^fq(U4_Yban41u3!XD?K9 z6n6AT_AZR)e43C%x8q=r4%0_?(b*Pp^XL3c`5^q$XSNzhu>%XLjuXFUO%KcM z^;MSxF-Hw|Go5ag+pS~j{=w{1qy=F8^rRs5RO^QE!~~@3!1|ORL~M&r1grC~DRTrw z4%~1Q`@_UL;!^>8T!Z{kp`m41<*wsEpl3yM&%NUz0yda`zmx+#?=D!P1@A*{g&Ga~ zSc{gWW4oczAVV|U$_$yg(&)qJ*1hqJ%urEY_1ZBBhGO^Ka$H_VU^St~1^q3r*WIoN zo%nWXduwy9hgZiG)5#B;q4nW(?#pu-G?*Zxveg|pPN1qE>AqtmyR~JE!vL<2 z{icxatsCnDR^*>daZ7&hfAYCRhd~#4%Y^@6P)QK{#?K3}G4C0f5Y8ECtCWZ~LQ78YvwuWPQ%+7QoHxflhh*mc{ zP)?z?WPRs@EU1_pzbN1(4I^g2E0t79J>zduD&!nkrpy39YtAzjW2mf}ar!38>6<&0 zyQv)Bje_YpR(iiAwEi_~`zI?|zC&k_6?bL0Pa+&be5j4KM?Mt;oB9B8Re_MI**Q{m z?jG@fezl^}?+;)$QY5Y8F>)g;%pec)v;@yE5;3U$Qm8PN>()JJQJ26q4=b0v0@vzx zO`Gd3+rmG2$zu&`7y1H$Jg_J&jlu9~!-W$kw-t)HkqAB0hlFqv!f4#=q|8!XlNc!Gh zU<-990GWsf19*VRC)^4Nf!I7*2VV+8qnk8aA`*8HSoV)ehl0fr>N3=iC+t z&H}W(czCV)XY^&Fzk+|Vs`E?LPj7;Xi}#Vyi+&e;eHYyolGdv0HU2Ipg?!`qo*KNx z!KR}9!fb5y&P!$%kBTXth}ES;H7d5*EZM;@&)oWJfTfQorld%ly1gy*PxL_z@LjcN z97L;5vs765+^l_*K^I3Bd>sa+^CV7AhED7NZy*%ww+~zK6ct%JL60pX+-UJV)pqY} zZHprGKVSoTr|9(2Xf<;_xAQ-dW$tn7ZuZaQBYaAj2#}_}*Yd&cuvlW2>f5M`0^a`d z&C=&od3N;NSVfpe@5_i9Wtp9PPeFXytG9M(X6`ja0NsGye@I}YB%Cyza3V_}HZ&+r zLRrjyeGSJN;WCCl=zOAH_9g9mZkBCgRV72%IG`UgY^jB#`CC&jFpm~0;uA{#GX+=0 za|~Q6p0S=_NN3~VVgwa7SA~+vEur4fDf#ihP|Teu4MIBr241BH@WeRlW+O% zk=W%L|I1+k)mQ>lL1#dCz$;A(m8Ox=;m7 zLIj6RscnvC1lNnssF)U2fzXZkfO8<=|qS-AFPm@9d!UI_uv(OVr&;it;d4n z8@{{C6Rx83f!HQ<5JW-T@QF7qhSS?t)O3vqnBAA+$Th!Ne@bOnMJ}k)jXBfF*sk|K zv`-7hp?rVH`)juDlmzI>^D?z+`8M>+lm~5iJ%wDM7O~_D>j6v|%ayYEJnzm(H^KD{ z(KD1C^(68Hc-tv+jX@8}nn&R`zsMUW?n}03PJG+&N{5{H-UDW~W0nUDl$>+y&;?EW zOSq4w0!dxbR4=Bn%>xo%z&8Hs$3Bg(r|wD?cCibC1p&Q2;AME*Y5C7#{?2}BpSHDi z-f!B+k^ZcK{IR9>6XK@vwHez*4KDLVvwx;B^rL&E*VY+d!sU6i|2-3DrK|Vs-`|#x z+wjqoE^j*a&+0r_SCMlqG1uC;yGrQ=lzYW9*3f+fB32XjhO|5}^0{vDR5cKWXc#Zz8) z#@@ZjH-mxq{ATl34!gy=CZB&9{1c=pXf9#ysrv{>_ZRu{MvIPwgr*}l2m8F!8pyV{ z8D)C#*BiO>s-l)98R~D%z|E91~zqT4WturTWa`t>bs}M9&%y=)R;87P8t~Yb)UeRCB&4p#A1PsIf>uNmnLJsZ_9zJ4jbnvPFLg?6T0M+!WDigwP*_W3MH6Owv*ZIy zTMdif&@{U5h!qD!l(EgE!6AUghr}5FpxG=CJ^*+O!+9T%$LO`(^Stn3-1W`9VOFmc z?e@Y)KKk)z4{oi?cb;U$Q)!fox#y8`FrUSKqhKI4k3Nl&Po`zpmVT7zdI=8OM%Dccd!j}MLJeF788Z~ zIxn-4j6G$|wiuFVW=WslW$}48rJYQhoOc%lb;P}zO_BbRe%L>2S(>E$QDts3%>+;L z=Z_?>tZ}D~tRCSOUvd~aBNYR>0H7uw+HKsYF`BmpVixZiK6mK0o7|xNb%99=wl+?+VX8`%~KT<_#;_$%R1W{bWvG3g`@;( z)@god-Q4GWrz`j_Vl%E>M=w6#@9c)}_#*i30mJUr=|h8mH44-IIY(OgX`*V{3|a+^ zK>b#Id&g{|sWX@(%T6p>S>N>NWd`cd1gQ{+$2(?D?UxQ{Dx4eWL55sgy9nVJr8BOH z=gWU}N1s9j27i^Zr?%E!t$C<(Fdjl*pxvMmbaBXucf8W`$PR(0I~4b{#bb2i$0jEh zUB-%@kmN+?O^Rrjb_)vLb-n&dULy1Z`~x*t6&(+i@bil;Mb`LHNFDM*$aN0OI(Rk8a~5*sdN?j&yVIfCZ< zpfoSFwN%i;Vo*K01`(9NHEL3!N9O8dL1xd6%nTlDTU zmqfyHBgfZ~Dy76C*vXz_P~YBAu`6Z!!x1gY+c{#US{*sC08wwV4z=5`6CynY%aGB* z9K4r0!{>c=YN8;JxD^QeRf_7RKV(k?OiW)-JZhC*u25*<6Qn%~hYvI*ji6H2u8BT@ zU$tsc&JI1as|`_-e6nD<=oEEs_J#Lu)`jR{tIed~W6G$OHkH!HjDK^LmvqYr;|j}f zEk=72qsOuu`P?BzBb|Co98HK6l{B1~P{R;jxh5))*=%W|`GxGoT}?DAxt>5{5EL4^ zA!HJjS_SjZSS><}ia^=CtL>5)i9K=7in;x=ID)=9YLUPcgy6nO;;LMWWt&E(x(bni&%K~$mJ>~V@JKO71{?u=+TZMs(|f90knPpcwvU7@aT+rZ*nFR zC=`8C#!NJ*CqBv!=T2h7pItM9fkX|p)MWQB$0RrV=GpW2s6|_zEZ`?0SA6wB^?9h2 z#5XEwNe<7zuC2(yN1D}^$NA08%jW#r>ugiBCr~#&|GMDAzX-&ZRE_C0q&MHtv5mJj zPp7?J1xzw*%;lqIX+vfceG>5MUcHWl>4+>Z#TTnp16wQkLP56?G9;?jP6O7_@4aDtB6>Ot!1qi-sDIHET}jgK{+ME){jr@_f07m zmFIm^v%Lig{63fPRfd(RX1tPT<1@mQdL1=xLq7Yw`{VGM^XhE8i(b-KP0kfNiJivw z{qPd>PWyI+c55ylg!;gzoTK4=RGV|1XpwGGasBR9W5*z2K92HS@Nu~(u;!PDJhjE` zE&+6q&Ci0#w)E6@GGdSdRiyOAhMg)-Q-f*#P+ZW^uqlCULCw^pt$o;4vUOmcxrDp+ zMp#)*wQ@rg7o%A>PpUlQ)|_MEEoCmr%fHrVmyE*gGHK-u^=mcZc-1@mAKu$i+vHQX zy!Jae09k)1K5l+m82h1fQe9kjLXb}PPQ4A4ahsvf_|;@=xsi+k(c1c9QA5~@oL?&C zKst~aA<43GJw$N5yOB;4*6+knnxm+@Q*X zUyIrRhgl0Ryphhio`^{b=vkL~z{9ASMMEpCu-kb*{%nl8BGAfjK@vLG4RQGMLPIMY z-hLgE+E(iXL01zCahoiTB=6&p5I%Iq6=ZF{Ob6~$uRP|(YM!KLFs3?h6fS5kdhmxm zUr70@7k6yKocy|;@vQ!%*3f&Q3HqFjYvHbw{@t&CJ*#+qy)aW(ym(X2C7sz{iQUFU zY6i&L2KH9W*I4=_nSE_#w_6mn^4re-u#{C z6Gh1L-gJOR91WM^J6;IpSKe8b0R&-QTXQ|IZr;n|oKJmqm~l zeLBrU=`;85vi(>Rh;N!vZSFKn#4!d!9$h-;DwQ6uYWd{bi}0(H`RkSi@uiAJs}SJE z2K|ApNDPnl~x@*(AQG&~64?aS6^}I;AD4)3E7=HIBMP0rps({MSGeOP&nfZ_G zp4%~v8{fm@H%7eL`G41Z1J`yVSZK&lvW{azSPRqwp=9B+%`@TlZ}+|;vU7dzl>qcY>LNC3zm%Fr9 zMk{H8911OaoFccnPRF9bOua_(+t32@N_&siCyheprH%W|%)cXVhhJ|(1RbkUSWED) zQmM`e%4)kR&eA0lmCbyg9x;-_i3Bz1)J2gM?&fwKvWJ~8s{xL~NGQmW2~L5{7`dHd z+du_cOUTF<@{`8eP>>%DyOCEe4Wm+13F0l(Vke@k7AcC~qWaufaJ-_ASE}48v$pR> zh~+{iJ+nV(LUlvao_Pd8WnD2-T(ybI`KKj?tQMcg-*XVrd$?r`cZI%@02D#el6o<~@ z>13{C<3ajt)@jwX!*EL#+ZuL7AEtw$MgE!0B{Z448+0qHD?D9paRTbjODhXrJ|(X{ zC$pqzsxh1z#nSTRTmrk-_8IHh9mx%?!FuPJ*d&*c{Be+{e;%~*=Fq&*AHwO5g2>&1 zzA0kN87bL=tHX@L1f1H*=HFf-v?wq4#xC8AkD7ftw=;aX0@`De=+T(rPsuu`Z4$nb zXI9Hy5yBoUY;es-DgjxTTOiqE?>*$m&FYV``Ti2o76v;jzcis|-&{EpE5#C9rwu&I zbi=|pbxGsooz2YWq-D@<<1dZw6FYwL)B}6eLdnISYWJBQOy{QOUw(Eqyc-ktW4&X+ zL);Hc=ei^r1plwB)Rw3<^+n?xx-qZjj1%wEtkK#MMHTN2VH}waK(3(=u9TZxz<)?g z3{;;SPtf-=-Hk9_DxOkp*oGFBx=*~gZ^N0K+Ip4mD$Ej|Sk7%%%g6xW;7+n_sRb7I zgzPCCm0|d4jY9sG{2v6JLBqV(^1sKc+{}OU3uxtDQEAM%LbMH8;9)WX&ME$Zh1Czg zmbrxprSawT{!j9)_hjZWU-4x{+~%%V&Km8zy+i#|8_CaXK55S1^uLt)Gz9elcGtN8 zQ8uS}A>P9eU^rEvj29roUe7qRn8=I=J5E2+S*p?4dcj!2BEBh)U% zZlB)C@u}xz8f7x6A=!JXHE3cQ{FGC!M4Wr#&dVW4iF|z&DYY5jSt;`^uVQHe;;7KN zfb^u4zFbf3ow#39{h$9M+@~2KY;YY&bwHw&N!97waSjw>U(Egxti}=^wW#a5I_(Sc zwhLwbm)w}VlSUjd?wJ1jrqjF za>0K35msayA?~sn(^GKq-eV;fZl9BXHnI$;FrrtkhTFsd>oh^Bxog_ED3hV&?wK9V22YIC2dkt~czlnl# z3H4lB7kX5G489I{5ydk5gahiF6?0tw6c8zpK(2ybAwZ=^IK0RIApO~f4ChKuh?&1T z#xyH30Vh=q(GK7LKb_Jay4!lvYeP$nV;ztZE;Bd!zWLR!)kmLxT23rQ%O&a27 zpo?6FW&kuX1%s$k<>ZJ`Sa~jpupn?4r^K4XrDCuAK4jqNs`KVuR$5Th>1z$ex>>yY zRw@A6wHc?BJ_gn0D=vMKD1Dt>=J%6rk8`h9ry9Ub&=s28g8PIz(C_QLG3$Rgk3+=& z;gkp5nbG*^^#^v7EhHwlbQe`HSfpK2Tp|!a>QVa%VQ`SJ{{kP(i>h)$sqc?rT*t=(XsU0;)s*Cf+m=78GhB=F?3PCrCIUV07znybVD76!v0s5 zV%Fuwn5;|qh^t;VEp3X#8kI{;%jW>ZQF;Q4^cB(?FxjK*Lsi6u(v7eQENzV}bjiFV z*j4fdTaZED1x>W#0Zh0YOGTu137Ox%!Hupka!5n+J8$8`03Npbm*Sv9`@$pk;HLb1 zKx8#{s!LcoII*CVm0VAf)|ahFD)BqLU44|*>K>3LWKzW@Li?EB&`^ek*caFvZLdZ> z2XWu1O7U@=}kFdbywQ*p1LHt_ZRW>doA?p>vi zn*05QvpE$dkC-S(F*{h-0);347~}1;oD6XL66Td{ohBauzzTD%$p0$*9n`svuw~aM zGtaGG(7@0*K#LXQkRnw|nC+qJQ@y5!SA$KpxDb8FDJR?c_&v@!4==J;{<=4DgY9en z9h2XJsNXK{P(sAqFZ#*xY-3fEv9kTMXMgu=Eo*pzZdiveMZO=}!q2y5E+nzqKGy=J zL$Rm42VeOL$L0te%l5tf5# zKPEK;jAO1f){wvv*xy%lB|*w?A20jUzur9v*_CiV1FxiFhpPNlr~XC(JU zU03Srf*oNUy_w#e66kiyhe!1(_U`Ze2@W(M>unBVb;ndVxY?eC$MJRO>B-cB3s{zM zwXaG0#6cGI`A395xrlThP7_ozOHkgsBrZ}OaZ;iZGvJ+)vg&1tNi1l(vs>gJ(*M~; zdS{Zp%deOj=ZOQkei4YrpgF%yQi01sZThAoZ8%u|*WYPMp9S#961S$$p77#16jb&Wkw;Z<65WDBGobr!s2cgI3aWr z>FpZ2kmnK_ZK(8VJn{^7ZsWa5vgiH0$??zo{kHyxRcz^8JnPr_dk3HKAgB1YL@ElGIQfv>Q?CKv?h-f92}n@1z*5zDWyj0)B=1e~ z>e`|dV`u(zWK6jn}0a_I$ z9R#Z|PBGq0#Q9gVkb6D7-)wlK8}Ip~Yr3L(FfB_UM67mlsZ_=a9$icAd2%QlA^h*! zEo}OyS7`p3;#x1jq+JMAX^vQqW8_9c4DC+Gh)2*zjNNoG0U7?mmjIjWOrz3ND>h;( zpPHeC;1#>^#2l3(Gi5lxC-l@US*bz}qv7 zVM+V!K(4OCjVi&th$dADFt33WkMsra#%LW5QEok*6njO`8xNvDiB=&UQf5lJN;}{l z*|pu%3y!aTM#{Jv$BtM;*>VhQ?<}P^PDvi(eGRE2ink2Xk{i1p)i%@$As4h>8k`E6 zIUIKr$jO~x&npK#ASTvEAJ}O_E~+Tk zLPFV7JS%C06%wDx&Iz71n6iuzxEQsQkRQi>G3w-|U*{b0wL^bp z&^jCeAZ8Z{D2Tc9hhvs~)vD|cboX^OG~^(J->nV4`hb8XuH7FpQk`h50u-W5KZW@?* zveLgT?6CZ%T`AqJ{1Zs=1eieA?o zq<&PZ+KNsApu~p%F-b1_@<{w^CmNygze+8p+ z+IdiA5SGqHK%bCgyXC~=W_(a5QuF-RYhEM}%p0VG;S8oP}^6nZJl-I zM*K@A3N^lc^!>9EjeGb1V@~nWjQBc3uptF1hgvnZR+e~N826fn_G$M+dNOHIHoxpv z?WL$v#1{aQXuMgJ$z`7PYw^mU%kK|aRnzuvQ1Sq`UnkDyMVY&Yf1 zJLP*?;>Q^Y;NypywmNC_x>duXMVQGjtff&*xmC)||GNM)7{GVb;CGay1FRQk-B0%( z9xpW4?_8{i|NAMl8&zmtXYwn`2eW-q{2C!wg_W5Ff$`_*b?m9DNm;1b9F@E^z&n0n zkDKMw6>B>Wr5-V#CRA-hnpJzCqSbF)K26&1){jXa-)R=@EQZI~|u#^crEh}wW<#?{bmrw<|oDVHv5Dm2> z!L?(IY61^XJdbPs_ZBhV+Pp`sV$6e=U%4IB3n&W~*7mp3XUSw=Oe-|-j~Q#{LR?&( zCey=tb$loCxPw?jhE40eo_v&>n>QK$R!t6td41k%_B&&fK_h;a+CKkd!Q=ofN0m4W zl|Y>D)qA^vaGeKp_F4@qlLIU5{L~02?|Xqb6Mqo29*~R6Z>P?M1}Q1sRgI^+7X))A z?kR8;cw@NA&I|w_Jp*kV!TpGqA6p|h4E|t2Ffl*`~t;VVfx$iK68xd7b5hE zRKoJ&bWE%G7rH2n(*ZO%_$%rc!m+~OwC(hUuUMsnVbF;-(6tGzcF(o>HRLmLgYp;e z(I*>4&tPOJ?lIZ%&CMbYKZoaNj54H?>hO&gh0~+PL{@C(&C+&*-q==K_HB$}wA@;uQ!5+s%enCpV~JRrF25RP5xGm*h|5pFwxC*8X&E>&KASv*^* ze);^m(5{ifo=Hi(_sqwd<0ICC7-bQa8RWg>8R-C^#)@NyVeJ7=G z=VuWgXDPLa4n;Zdt)ql!!Hlw-Z&tasQMsH2dGqR!B`Kogq+4CNlhJYuW~@!l+rX8t?5aNB zdJM%r0mOc40Qu)_*7j>5RMhPBl%SlY8}?>&YfmVQN}MmR&XL{?ToLhmfw6xe0V16^$2h@n(l&8}KT1fJ zvr$o~F$=J4M#ayvvz)o1Fm!9SJAu1+u02U@s->7w@u9&iMAX{wM3$0}K;<^90*}%h z)fpT+TAF!0_)z#6@B6If!8zOSi01{kKDdIf%NyaCUpt!p*SML0RV<@Y!DynsHz%qP z;g8n>?xgxp-bkWO>=Icq(QCLe5v;pkzis<$v#yh z|5YjTX_fQbM*w7%KtZ9loO{i4Hb;I=7;n@PWQz#-bGkco;G7Br@{edlcIwn#5<$(C zkXdMFs%psppv7S1_$Qt_tATLs55H^w!sz=*!L|z~D_z&(bx)8lAd4ly6+i&*fYA>` zj?i|!=|xcF&%a#omOg&EP0e^1joS%mObhG9QdS9FC!pxW8S~gWz-nepE*tVoR@HCM z^Q1@I$$oGax|aZod#M#wc?I8s++5+%_?+vlQ&cg&clpKR{DR&Wl+%G)rV1vOz-CZ2 zC^8n$X?Hn4z^|mI=6!uWbm>zKlxTRf5kYa;M)S@ip(?EJ?9Km(h(zi06Zl3vtePI41@42n*#Ud23aemN3M?Lp zn&WK_TnQq?81k3qsjQQL$;g=bwZCao)$;?#<}I&44NQcpS|7=3OpGk?zS!{Me5%^A z4+Hst_}o4C>Cay4$`Rn-h+Pxd`1jT=AK$(|ZJLo2LfY&RL@ZSbGug%VuU@)x-!Xaud8dLjZLtLdNp;a|-2 zMm@TM?Bzjzzm=n8CvpW752HM5@AE8Ft}Po=ikK53={zF7i*Ib0EhnX2mQR_z{WME* z?kzBk7-Tq1VsXQN>h7}APWQ%0DI%tfR-FXbtuRb8 zKR)R|;*+o6Q^KA*@YO6JAV$y)Po@QDj@955ZpKSHs;Vs?Zk%P#L2{PGx}}52t?lL! z*eZe|w6w!Set4NI;e~$w+Cag!iwa*Ao`!hTmT1KHxz+kAcb0x(&VdeY=G2H`rNHc@ zscs(wrQl_B?&ZLKp)?n;YL9}`1E@Td2Il&Vg(M1FX+|ah}0OkML?|pQiBGAVPJxt!V!!+ZTA{a z12cC9_N;I(Nc3D=6>SR|(T0wT7 z=xsNEp)*Y!i)ThEl`)9L+DRv7{+Fr!Gd2`4`F`c_T)BjQ*Qe9nJ~egc3^poR1Fkm6 zyHwZD-yQTIxN@*3Wc|M`^MG6+T|jlO)lQ7y7L8oTs@)6=t#S0TzMz9w{77af6=H-< zm39GT6gut-VUT^K^clo$KsX^a^B$ksw^pgSDq1tP;-i+A3MeWw^+(%Jm`%*FtF45L zePsp;j?kr=*B#RoQd6gFhjHHiiwY)jY2^>`fNp~c-;TxT0-@%tVV9exAD^6i3LuwZ z75y1_tb(8Y`_nx;TnKsmEZ_rU?@s@q&(T{YDbg6cn)mur<3D~`S$7@R7jPNgV;uindBbb-WdZL zi{E6ix%LYYGx%{m>t|9aQ+)giPwm=#hd>7qRP(0#m1BQ^ckulAq*UkjFW;OY*}$v! zHe_M^8n|g5waB1e7Xj9q<3_4;ap_~-90jL&xy!>k^%0@GyFyVG&`C`QCQ+^MeQk0z z{WCBjrerx?Wtn5#Aei!}<*2&-)wu z=7dSSlOx;|HTpEIV06aCk#?F5Bv%IPKV;_K+o@`r6uPRgH}s%2fNRo$^`qi7XAnQA z@5gqGJei0ma)j$7FD`97&N9>}YNe*StasziNET~!e`#q*sp`Bf1ZPX9;EjN2pcgM*4gK8NZGXjBGL2VSP&o{yv%{|_s0LrUTLn41Uk zyWjVVOq}c&=`9&iYpIYna_$vqD}knSnNkw_qyWL|uyNa06+`|!f)eN=0%XF_x%Qs( zn)PC<28@a!y%L5tKQwPWIydLbyTmw6sJ|TC`pm1A*f`&8#7gFV zJKHL>vii@_-qWB{d)U#Z+eb1Z?uR_a-PBPbyL82CRj(_bq3wdl;5JR0>x9cTv1`mI z6T)(vGFs0lOGZ>e>Kv%@hc_;VcKo|$$xg@ zaf=cxG~>I^IDhf>jT2l39TH0ItNwOIbrNM)% z>RhD1EZPZ`ic_(vAIeFfR6FQgjLj2&ul*4rm*kF%!#zLuiVc8nvj6uox`d2TSQTnpc*jwj8q&(&hEiGf{VZ ze5gvBpY=JTz_Njb^>tif-XX@~Hu_ZI?UL&UfAwxsvwrRX0jGlRi$Qr&XPkMMSMyKS z1O)fOV|PXsF^w$&1qCN|#gX7F^hfV+E9EpFy~dZlu1tj3Y9U6TobiwRUNPw*Dn{=N zoU+_QpMOPVt~tsv8_(U49;SF{t?;dtcJt5DYIn#%n|T37UY$T0lD!eMmLx5?gkXV0 zGd-9XF)RT;yA=6-RIKo6&J#*uU^#^7_WN)%2J1y{4X3SzfT)M_`s zEit=RV4eh76O4o>5yk0sx}~{c1%5*x^IlS^`O#3i3nz0&Pv+tcTT~Vnk`H6rz4O~` zs}f8p+GH#f%#@~(Zv|%C?P=3(!42Q6$#7R4+VaYn4fn4}Zpp2*ePj2-vCPJshq>YR zi~F=Tx|IC}w!1MTIX6*_eh0i!jq`g-t30Hup+fjCO8RIuut}VG2>FEtv|7YQef==*J;TrFhMQ(ya=b+hJ5!~{-|2+Du-L9>oCxT6T;zuY zilo7ZA%#TW4278`gR{JeQ%#`l?L1JjK*339&KbHfs8+^~`Y;i}N=P;{535$?F5%_; zqvAy>@>#V#xEuM6TvmN|NA@?PjjD1Ru~x_?%=W@r8WzcUTV^L&%4;{m&^)SOJs84E z03DS+;3LrWS}bqIo*94?Tx}NuDkzHDeSKtYs&^r~KjruM3}AVpO6rJHouMPxTF${6 zBmNjv32^Qq+=ec6%qHASefm8mDKB#6OIw3bL`UT?k})x`05R#RT7PSi$^Tq#xij{* z*av(9=A{o|MK>MU#18b8Ai4+Ae6WBFi%PB9m&A^d)<*$&!43Yn1WmjkyfGmGCocS;*p2Fy!>rI=n%Q+W zG8Ob*@NFwqPAu9uEZCl2$wD#bHeodGfB{A0vL2>%M*{bM6y%hA<8si6MmJ(D+C8MLxqb#DMwn!{lOLhW-yj%c8PrUyQ%4E}UQc02

JFH0K@oV!!9lyo>)TV9DI zAA&Wh*!u6X#&_{HN#*Foibx(_Vgd!oF>S9b57Mg%zV_r88Ppke)Xwa1Z~i{n**FPg z0&Cm%CoRCoTi;)9G*+XV_BZvylR=U%YDYNow;|dV)}eblploDw-W{9Nbv_AM()dqB zQJwGYCT6xItsNp{F05cjM%kebbBL%|&BJ3w=j>zKHvI<)9$$b-&Qu|y!QJj8Ob>k^ z=7w0MbcHrOF>3esx2IQiEfrq0>lMzym7lW<++n14=Y^`SIlrd<#p+?cBfd^;B3!dO zv&&4*QkuePlDlx$bBA=KiP&FwX~kA+bGT7FmGrxUr?;K2wfe75-C*;oRcqk|wYJjy zf!G2TCnqU6jpUmZZv}R{Un>lNF3IjX3RZn>v}$OO(ihzzp$sTMQkttm@OpWA zSB_+)#{@eqP>!%fso8>I>JCo>M_+;`oT#409nx?eJou7U|Ni zHve1==+rl)LgZnb38tr{Zg#s+`2uVb3R*!qVlFQqAHh^+y>`f1o@p?`&_N#@eLRT? zK{17eik8h@4l0=w%=(^(!BA+CnR|Z@$N_U28mb?GPTQS{jw4s);92<_@$%mDC6mFRPw$ zk4kXwhypX8ZH_{(n4OcR*9;`u<&8Ypv@#5JAROL<9r`L}UbRtAH4hvL&o4 zO9(?if)E02U6mC<2(psO4l6Rk3XrM{nUM_%LkSQW0U?Ave&0zB_iqt$a=z~!&-*;j z`$K<^S8~d@y)zui3%fZ<2W9)e+Aio*9K2v`srMuvXr&ddM(k*b_D~xaA++biT3-#LNdI#t%s=JkE z%s|-das$(KhmNAwc^GI|k5VAx^!5A77Hlt$2_re_8b<9_dIEo>yzGX%6QyED*n(!( zv9?S`&e}PJ9tPnZB9p|=x_mnOr{vErQr%^vAKoIzyp9|ygfo{Yu0-bRwPH4#r>Ci{ zk~pF1ZF$iY3)Q@R?n}dSR~f*16R`*-u3-*;xF}(->&dX|%OA>krH>e=CUOEeXN4m* zevk5o`w6ny^pzYJRu*$bPPao?)na_yFKj!Y`pdgm>pk8beHkTl!>+3RLd>&}l0J`7 znoLFNSv2hYv;&NgndK^k&URtOE~I=8rcH3fy2I`rngRf>p!4n%#Z|Q0&^2Vp=mFe~ zhS%}tU+O+?8Shw3NsW?d$9e-h*-DlFQeG^Y_3UeC$qlpX_bAX$Kt7FxEhzwVV=>sx7FlB83 zZz&+HQLhl?k6YK`w~oq!Qq2^+KjP?(ECnJ;qB2?0$*LB^66>n!gh#8hE$>n-B=!g2 zidwUE@8tN@C}B^`@PMppRn#x(o$IZM&oBEE5M!av8-zCHuG_IH%~#2QW2Z7!@_Vb7 z_1hZyuyjHz7?B7_bQh0`D%RbhM<*C*4nJ=NTmfp>U#mhM-J!~!R64y0C+2nzh9CwK z9tU@!M6nY{w++U5nG7Yn5qr_KY)HbGVlJgl&9 zhu8P+f*@aYfWX(Rwp|d4ARz*Ht9Boc2~%{)cAB3?NMZEf%65aQ8RvC+2Q*SCGe9>7 z9iR?7yqf2L5xAk}b6$uAgy>me zl(s{?X`0$mktXoR;TL4Ntsy;YR_dSCndS7~%!AvlAGXc0bsg&lqK%c&&W6}hlG>+4aCEdaaSEY{U{SjRG5?8mbjm^T>$2*8{R7XEPkvuSGbvy-wqsd};YKa8w~&E4?<@ng4I5doOL zxmuR%{=z8RY+0w(inYVvmLd&Vcuw)Abjj>S-}{fiXA}Sr4#5+jha^S@D|FaKBX*%m zR5?&sFtB^3>Dc{A4f(Q5LEC!x6W-1xXQRq*BS9%4m?MPV`c)>;+&}f6cFTjt)C~m4 zq=N6j=fyk*`_}{UFRNN9p$8L|4+(**nUlDReEgi=#)eJLZgpC%fvZSC`#02U+1puE zgH>`-b2HC{Fw`)JAM^GfWG|z+Z?=VDv0^-kRx306LIqPJ23IR3N7}l{foI9l#Y)WH z-Mr_ zcjgjKV(-m2qKDuJr?=S|Kt_}O&@%n}*}weI>;eE`3yKu}5TftBYy;BpOA{$R$79-{ zRQeeNoCAg=%5%mR$sJp?OaEN4`=B9x=4dCQH&&!H|NQ3lf~ep7v~I#BnPMburR^hB zy9uU*8mq|GUJb-)Bht556Z*V>Bshl+>f2}L<(5uV-*0X%#3*YcH>N>47XSm`d@GHK z?^tmyhiXAB0V3NAy}N7Fli`cn8SWC!3_=ME7b8fc#kfX^@JW7%s z_I;5lLeNY{ddkGU@k-e6!yd8?7qV&;^x25{{gsbfANzgDtMJjt?(c?iVsLktC%Z`8 zIq#JT5TXT>){x2cu<*{1+%+6CPm4Xk2kjL!4i6Jh=#k~T z-cjb}(C+K(E*%_e^V=eEUR^ciRf7H36NbHG`*fYNY!r76J>dXANBBqj%vr~5K35lA zZyng;i0QcZbChs~&fy6*Fi*g{by?O#Ujmm@w2>{jlDKjho{M^Ojy`|y$UCiP`lWaF ze%$E~^&|2d%|@Q>7Sp;53X9YpA{dZe>=~=dOyRj`FzHok9AD0d~AWK7=ez&%D6MHjcqT68H@;S7b`mtM`PZMwDk;WjVb<;vubN@Q;hXn z^DcyF2HCjL&HIi6(FhJ-R`4vnk9F=H>?Z%gs`l4cl!pWFwE4f z+bAL8N9WzvqseJ;Hhd&w?!^}&8M-Qbv?xkeEhk4U`3kWZuEVkacFOF}=FWe874MM4 z9@joB#9zzFo}+U?O`8ZIe%7xp_VCbMY^2m)x=FbeziCTOSgUXgPGuuTFF7tOGr!C? z8D-_7;#(Z$JL8HmH{}uV*;&i~=XXvE(~?SzA7EC_obWP%i*Rqo83rrCer(~XSgsc? zyArA%g|BpqRFUGe;(RBo2}>^&Qr>#aS;TidjFH->TE|wNY@ZGMrmUZXSMpbN;=s;Sl^|m`o!- z>TNwlGzYXFTnmR=ewj=f^K(MWg=Jw}2sX>hBq5+uUP@r!2vtPkzbFXd*iado1g`cZm1;s7KkxVXZkrXjJVc zcbd+q-nwM*T;_Tgv0ykSxBg@QCU zJRkjb<+z|2+e@_r%Q6Q2qQax}AA5(_OiZB3wV=aTPUdU!o|8>nHP}SphXlS@um7*BG3T*>Re(y1IwD0XkRKT4sdKX4d5&IL_(II^AElVP=nl^Qss(pStOLOlC3d zyCe0$danHRh4>}eW%)S~rcU4BIymcs4(rdEj|H)<-Kg(9&CX9y?#~n`2utsBp3jT8 zqh%`r@E^|5cLvrcr26 za8pq3jOKiHPzh;LD2IQ;`>~Ev?a|@k1Tr+og zjOiU8@`94J)A62za2;feNv^4CrXmh((kYfc}SMpbhfpH-E6q*GBk z>QwflC_Q81o|12G{j2RquVVE5mxU;J$#Ky&J5-UT2Cp-y{)SGhkg&&Eb9v?7Ez;-_ zNdmJG0bLQBM@lJKt}n`%B8;j|!z~qelV;ZJ`>zFsIMhIg+bB<7sU*Sm82nm-*$;bt zjZmSA(e+=h`kSc-weQnOnY|Xh4)nYbR^ZK28s*+h?wY)=ls)?CFdU=2H$p4W`2V;0A(mZEXlQsTfJJ_9o$sc}tFd>fS*t!3t_M+}RbkJX zM)d83O>-vzf_f;H>Kf-zF&A(KjEISNxLReM1QizcA;D)6r3HRh(;A zKr#Ebu!X?P{h)wLu5dY87iZ^JK9{$!AK^}&u?I>AAtmc-YGY37^NcQBlavQtvfKOa z893G>%pA`4k{*pvw7Nrb$%IryjPv@y@4`3EdOUq>1&N%bhRMI? z&C8ZcCUEV4CA^XL6<%^~Zl3Zxt9||Z@6x;LFcs|xpoSIJ5}|=F;!N?rD+Lk$8@RCD z%Y2Zme00NS_L}oqG;XpGtonh5)&Z*N3N-j}?9j?Bt%dtr#w9j@Z2}tCoqMD17YFRGN_v1QuMgPJCMvdXLln@Ib}P z!&@e|q;#-w%pw`Z=U1!N-WWX7n*3LM${&!kFf@wcVw5yyR`v{Xbb7pLl6l`L9eFLR z)i-ico^gMlYr#t46{UWD)G^@Gy#^6-A!L&UpfANH&5`XwRk$24PXzSeFaWWqq1F~S zu3$4D8g%(0fjA%q^zb64+=eM_Jt4E6&QpjdPSRZ)cvV&%7~&gD+m+UAB+Qm}D)!$zBL`U_Ay3>;sfj1h#HTf=h`mqa-XRM%Xn+ zZi^0#{CLa`qnnhzgKqg{g@8HByagv?)2K74s&mDJG-6h~0~@hr>rgKYn?*RAL_jN~ zj5np}nYLeO9V_VlPB7U?^Gqa>-46S24-=i{ur|!y*S>=6xAE+8Q*XC%x{IKE%U^Lh z4wgk6#;fM1j3JNQX2fn(amP>AK?#C zly#o65{(IWF&*@h42E!)<#Lp#ZuZ1t#g@-tF_T%c-mL~=j^JWnoa-Z&=HObT{lTpi z2&xJQDD)B6nyPeT(%!wclC`z`;S%f)!q1^bb2UNAVA&1gmEdR#11MGyvAm2$h z^^}QXythfT^uc(&ps2?fOGBI5pha%Mn5{zuj(e*w(<EeHkw58P3(7nr8G96bIg2{-)Ph#u0y|_k$ZruW1&Rd%Ium{(K=ha9zTOb zF@K8XR9_2*OR*5;Ap7Fb#*r&Kq0woP=F9GI`@GjaBqX74UspN%VQ4{{tGo{72kHu( zv*r3@uMmcG*4SgG^7$wyRcCf9P!$L!CL6&O^>Mm3PNt19Gesax2y(Yw9OorZF~RBe z^FWG}YKhe3)GbpX5n;m?S?KlLQ^7pywN{dE0Tt7JZ7`Py!Vr{pG26k~pX0=jI4xA= zel(IKQA3rHZuQm4l8@QNSK-^ARayNcwNSo9dcTh2-6IWQmj@S;sJ7&9!lO_Znui>( z4SzTj*(|e*Ak_UD_+sr?kL{S_-*b&q7&Gwzn?=G0ER5@h!t%U1q3s&GR!_b~Y%ujL_pL-vElU#5=Dca;Rm zn#HkRU44a_6!%#RG_M!VBPfQ$pH=hoi>QrV+V_}{kta0R!zr!0+1N3x?NwTTPQF)+ zmufY(bArDJEBAKQ0uPx@=Qc6nk?2~E5Acp>Z)%H#&)wm{nJ!WTV1UT@aZV4-_1JJi5kTLDXXv4+a(?_X%&qcP&G^mHr6_owL5{rw~f~T2?QLbZYQ1pig(N}M!pDC$}GQ4Elb_r@2nYtcD=0is* zoe%u-5jtE|jHb7|BlGq2l((gTi#s6Uu}8VLXVv9(=JmUF<|N#80)<>^7JzORSwMQ= z?UAiY*Qa)N`DY}2fNv4!(EIO}xt_5X+&=0jiU+@FcbAt4#BIWbD;LYF8--QNe2gd^za>g1NW+Yf2zr^dSzpZN;F@76{1B3o5j!scgoht^4HK(OuTI^iVd z*SDA(3P2FS7}I)6g&Ek@d6qa8k4sYw!*foU=#TGbg6jxP_NH*Oz=B6%5eebs?ZSoM zRTX!u<9QN}wnE9&>9}-WI0lj20MpDK>jTNvNIva$Y&L!l(eDb6tivor-ek{Oe4nMX zp%W1mbw4X(7ZJwe?s9yl3_`uU0w@YP+WexZGNzV=>R;+GtiXL<*mjO zlluoV@>+FKaHGvNvP{&)ZK-Y=Qkg%dibuncp8kbtN7BKJsZ1ihqwnFt9UI$GJ7<&i zg#Vlt-cL58W!*tK*1BX{Eifq+sL7dcwBI}Vhhk?JMwY^WMGKVh?PBTigXZ*Serq9=^V?rB!J`pu zL9HzK{qMvo4db0-D1^m1dnwNpXP+6Pk4atYD`CBGxK7phP_92wyDB$00dlEOOK{S` zd|Q#TQPB|DRoWzTMu;wbh#48$IKLdyMt0yX#tzI}qWff}#UQ^xxS<<}`?tWIPIww< zh_7c5UcZX`S*ct@oP1nQSn4+Q0G*NDl?bh#LGr9sk$C}J=IUev+6K;Ds(Y?mZVGUo z1p}6t=I{y~1??w0efJu2V|!MN?K(S!LtaUXrD0_feZIW-x@Qeou_1W=@9>tPRrjt* z*p0O%L^LE*vd#whY_9Ec7^Z!VJ6_=X^d0ow{p)eT$(%+nJ%MUN(&F2&kKQzHw43fM zDD9`VhJD0%@+E5#UyQbkVw>2p&|t)@>h0Q94TrVkA6-r~W6PzCR~2T(DvG9O6`{oz zf({+&dwE3ZsH0V0kv$#lE#=DA8rvf8Lgj4R&F@PpbNuGlW}`UfU?Z(yQY*BP8=$8+pDrw|WC)u0Xb06&$6Aa4kr1d4UCo9|g)*-ruKsJ+O`MJn9 z^%sRd%dXoJWt%1+z}SnQwfX6HPc0&hPBgOQSH(&X=qqJZ=x$W*zUB^;=X&XbFwxQ{u34#>$IzDC z^+_SA9;#8^I%hFIO{QR9ww22w5^rX0eN7H>j?5MQ{Og9wd)o3QsyEvwXRBqpO7l3t zyg*pqMa+z|PH0FSr-B~iYpGE#0FwkV(xo|Y=0!`eiGF5xKmYcKr zm=3sF5Dr5~JGkj--6t+$8sd*__5yt@WE3EZDBGa8dp47cNNkaq^2V`%1{|!*lvJl7 zy~qEmLuNK%AQC-~`s!yng#=?JonmMw$H2U1k36=Q3A{rYV#q2UoX^w7*lh&6^uwVYi)woF$C2{%_}H$c-SxS&-L51hzoM__)80{-XejLC*wB2)pB^H1+O%<(l*JCs^P;Aaa^?7sebFza=I=dgqPMi;DcfU$fmEg_sfh#zG&>b?GWGx`{bFCt^ZEUd<`1hQc$&rq;fz^!|gn}9P$^#YbqX-hs&5`jKRVt$c^MY`y{lH8VVAs*9{j1zvxGE3etFs@(P6>LCBtMI-Tz*Al^1?u|wP zbDM~*D0x?~)dW%xL$`H;`nXEYqkJ~HA=b#HeY8w6#N(f)3@rnb2YZf zW`n!$in<52B|G;o(lv)jf+y4X&X*aPggIe{%)Lr~SGJY)lcr(MKf+~@=d=jv@pxaw@`o23U zAy`(glv*;e{y8~6EYrEh#;~q3XZM~E_BTEySs7k#y`68{EEm{kd9b71QrD($M#z-p z4y4qvdV9ZTTnW|iC|=c8n|NA|_rKj04%zz(%76hNIna=%f5;F2&rVYL1mMwi`=ys5$S~GYTcO9Fm=h@X>rq0P*1e1ERBm( zUHOIoR72}uq3%B>!=<>K-l4*<&Rp<8TNbo~Pt|RoP47k(L zXaxtPEid6TNMhkKpyVL}rbm|D7v;|G~S#SGWp^S8Ah}P5S z8VJ*$MzXTg(kKX|1tOl5CFXlQv?UtUL{QaFYc{Z%_AisyarBev@k>Lza0ARE!SB{; zqdlhU{JDTx>pZOcH^#UJQD3_6qW6Q&3a)Py6|raGM@a#LaqtG$ANStMs5(6O-qgWY zeOH56QJ|`19k5?L{;}-fDU>dXV9;5e>$&m^w&GmLf?{L97zhTPS01-2UX4t%oxRol zOI9Dj-qU;7bOgBG{D)tn1T2tajTu$>y_L;PYmd!@SEaG*v zSR|AHHV!JQJdM~qPneW)32=XKe5ka3Jm0zFDqfnI>4Sp$U6u9S*7-99l?u&P>=yN4rC;e z|4menHL;MbOZ=GO>UL{T8v>UF`Eai4{x*ZByt0`pS#(zMv7Z!E;nv_*@aa)CP|dY2 z{9mH;XYF+d3~_n`Km>wp=p8<0dw}uJmh6NabNU8`Dl`Poq$!(+5j>PXQ-;952u1SCm-Y^li-huZ_-iP>JDQG7&r5)fbFfW^C)k z@tBB_iFq`q6@Nqj!|NG+Wo78s?Nw&{#}plGVMk5fye46j!}RQVknGB|yLY?I>2FMb z6L{H;S-o;$5f+7oD7qN-i2ySW5+|r)JxR!U;+dVb8^}a1lX%+l6 zG8+gdOFAz?gpJ0JGgn^=ycX&*u37LLx0sEh{h*o6#0OI`(V?c+f-uf1Oz$c*3jg%+u_h=Zmu z4f9~CP{ON0)Th4z|2kWe!d>UDmQ-lHdMJmQ)DJs`95^1(f>*u45-o44yu2)BRCuw2{KTpcOPe?0oxwoU7mN8^n6~>Q(dd<1bJ)(|U1D*@_$G)O6 ztg+r=ADn*(J$$nf{9{R{?qg&#&XchIDPytL9yNOwyw#2am4M)mi)fy6LiW_inL`{; z9m;35BLBBbTuYK?dUp2l*^f@Uge4EtPY!kd;ci7#s*SMr=rY%O&4_P9`7svDxoG}i zURVtL)cY0;46Vf`f+?<2G5V6&+Q7!8sF-s~BCnwnw)lUEK@*=xKX;DO&pHZdTi82V z13v5gE}|4GnUKHo`#v3K&o+(x7vQ;RAb17UN|=qZOIxf&@U|5edO9H;0jP$OH3)s_ zn*foEF-)8=ahs42q58UM1h!IK%qWuk1+1;sgUXaW%B}&w8Tkx1Efr6f+b3LEv-dp& zo*ptddN=$oNMVHZSBbpNEbwnNr?r9<)u~-_&n=AaSobRC`@;Fg+A+oI0+^a=J!G;? za|=z~HTO9)_bjvM&c8dX9`zC)z3Nz>l5hmymJntKTX&yPQbQdNS2f!wIK6P5?U}9# z0si?tbHMR2gH1jN{B4%h1TJ2nQU5nd$?8a`!M92YseJhq(z)YBhlIUq#&FvLpt;6o zpZ((s#^H-cz!iUoc&YY)Ea>Bc|5)>-do?mSA#q}`Py@ZO*}I#ZWTpaefOR{U=Gc69l!z0HyBdn)W| zk*%_?&H9~sks02`S}}WseS?O1V3v;9_F8%1lkbjDFs5cJzvbW989(PWby`U~+s!^h zA2%qhy04_oX9v;kW+EsVR|y08(>i)_(*c!n0&gxQsz)9m)#{}*PArNUS9nbp45W!` z;6wRhFeUejNm>xO!SN_Zs^}p%G~N#Hk7L?H0z!cVJo!&RC$LwSa-um@NbzEope+he z3hlo9O_|!mY>sa2$Xpls_H%Ovqx_ueZqNK2^a}(+SjtY^0TIS8Wdw$QJ9t*oQ z+pT8U$RS{A*G(u_cjf--%2l&3OZfa(89H5kl%jkk*x;%A#88&?FEq_{+{{;PyxeTpWsA>3z>dw&#cBF8G($Q2ZrsGsl zBj$)(-xOu?gWsqeK-^-D{R21Y-XZHa+LUc#=M`d-n%xF@O;eh)B?Wp{XwaTQ3>)kG@qxtqYczHH7*KnB!kGWdL{(IbQm#Bc(8i?HRpi(y+&=skvfRrt|S%UqPR!VBZI zQyC3ip;1$Scp$KN_)b|Z?D>eINXE#Ad5$Z>2VH$lKSy|21s_H!W2;fFF2Dqe>Ko%5 z7^JhaahQ_6T@sGue_jZ;PFYry=>x6dJjGk-e*Wa`LG*u17&~qG7Z8u(4yoh$ob{GL zyOe9&A5ARFgN0VKE4E7F1i&y6$bOf^OJ4oKFdR@!GjAzsFN35$0{4>IO?9y{G`?10}{Jom@41`3=KK{;CXxb198$M=ZqMl2=L1L4p? zQb(-lwV&(jOW68gPW!VEVH=DDE61~*BjCfH+N#$Kh#M`V;`*_oH-7v zC{5tKP^+gSwrOVc*|W=mSZkl(ziLX{E9xJ*;1WU8*?704^D&k(;-rp zLSnlYTkW%<=?2|U#_>{4qhms#6;v=Nhl=JRkQ=x280AH+4W9>MoL}J@Rtw<4D>?tJ zZP(4K*$;2!CONCARd~$QK-9R%%8Q@X!YjwEIm6tXdqtc*R2mRpO#zC*yo!G#a@|T? zmVZ&P*B=YF+`!yz=O<9#ZMpIwRE~RK!GJNVrtP_4hBsIqgl?3eT4NX(>Lsb(W5qX-g%_AXFtaXso$?>d-D&cH(`@-Q+66_VY;{i#3F*ASKP{~cKa%=dw7Z{!@C(4 zx}^wW4%B>p2{I4at}3|GJ85lZa{kNp^LII`#xyk{1u*;D3l(Q-mwq$+^d_XNl3Wz& zc&1O!NViSW+%?y__%1d0&KGvBzhsi|*2|ictEE+%fe$?mVNA|F?%M4 z3Bw)AQtPV7Q?yKg{GloZ{`UBmoIXHm1za(G50&;bUfmV7J))~Z1`=wY<>A8=7lUWj ze;vo()NYD-ts^}6K#@{71U9%hkU!>X`410TD=3~8PCvR86!zhx!nmH!OVqA;!En`z zB4Mu+?(dlC?xDI^=QkM>1I(8N@4(&5Hl5hSnOOf5pCX+$`Em~7RC@C6Opc}AQ2Eks z#@pPJ{nd_qS)(KCc2-ueZ;}!(I9dvV8vsSlgo8L2INCRe>k5eRw$r=7ILotF(4PqH zfxm)|;b+K)PsI%pg(^fmb@w{}Gkq@0AuPdCw^OZF>Upb7VPO!2atcDgzk@c`#@BG& z9h?Gzn<=#?oA=_NM|kI$@n(^v6?zP5syo%pfn_jLL!(EV5;re6pYLmV>8Kpg`IlHf z{`N`&z6XRLfcSz94DOC?Gn;yJI!7Ry25`?wez%hLIro*-jkKGvRyrGTO4G*Z%i7ZF z-$r|g0b{17vlqKb`)F#?zVv;K`F3^xn@SWAbWcmG;9pjY4tZ2G;*vVqU%}+Y8=M8E zx{la;+k=dD_uuZ}nqBd!h`4;>AMfGppR)XQid@B5DUUUKm8V!V#0(zD9D1x`Zf^o0f;1+pDP{$U`cW zE0P8YkBuITQR$X@b=yw z(eEjZ8Muv~;K;Z2V6Dz*lW=iPIFC4L`X9xrFbR_}iGqph<<34(6$zsLyW@weOq+sV z<0Cf$Hk-F?y-K?+*|ASN`}@sVV9Nb46kLH9_jYaxDC|-p6Q3_jBO*OjU(++vYJ=LB zn9{e|h)^GN_M23-ha0_In|fy`u^zGXoN)A#5RT`p)h9-_nohnTz0D9NJuETY49yd* zZNB)i|G)BbTLWExnE}3(0DyW-m)hDqm_56&eR54WO%2u)p{vw=^s>Ll(^Zk7w*4Hk zU7>FS@J&IfD;i+zdh2!$LM0%@saM;vl>r;pFaTG=S8w`^8AB=NlDEWVWdO=s^dL$s zFKgUgyGm+CNp`RMc#oS2nH5B>j^)%l)yiR`lkWJx^{=2~FKFC`;p+f#Ok(m#j`6n( z&BJS_uBaKo7LJ@ATw?O1hW`n9HJoC)Ps2H3QAD%=Hhr~-0*51`G^pN#>SQeuV4UZR zvixLotNG&nVx<1c>t3Nk1v%{CnSo13Nb@BNg>jCn6*!dD=-%FSOrIu&g!9`ht!Mlc zd-iYlxMQx}I&*4>gqV34OV%<7BI5!QHqXNv1qaXdzY3Dd16NI7c~?mZV;dsSL~ct( zFT*tecaM@w^ecpm&HBo*GC>P)}^(z`4wwv3=OY*&Z#=)#>{v zHQTL(!NL3i1c~IHx{|t5bmg9jNRw~^RXXd)u%~B*b*^8!`C+iL&}vIanmVTU$Lz{@ z`#hY#$iaJTZ#HD9VU|s|mVrL5E9I_TV&+4U!Gd#W?T428Q=RL-az0+GLjLn%nBBTPVZ<#oF zx_a3D+`3mu>Se2iny*J^jy(%L(Zs@V3Zvpu^|R})jGH}PrUDyXK?T>%q_XBxy7HI! zBJ`&I)TlMxc|VoU=PZV-geThF{_b2%)v6GFOlYy3SG4tjXnE`-2dd5CTU z8eM2;Ae)5=x1p)12oc4siC|jDlOq`gsoh2{`f-@{)kWd@GT?DyZWC~g_odQktzaOf zS;MZIF@Xk7x@1fcur~?a8$_PKUJ6m3*R^X07#5I?isTQM5Qrv9A=Bzf5d|4ynWxSE zU=D-sJ>W`BlzXCO4_!rk`g;_^BH+o5WrHZB#L-lWOaWj2uj@+hd$WmKq?f+<{KKbz+t@k={x zxfq`4K!0wvPI`xs02XK!V%)jlt2!7x+P}CUv!+hM^VpTG0WdivcryL%*)R1So`c2O z`!nk6V~7KTMjJ1wV*#ZnWBP^J4nsKjYgkI(n7ssUDZkvX-7&>Um8hwwzRQIrA`K>f z8$O+_@5jh2q)1~C!*_E)-W807s#aUxRcXm80f7yPtG!pRJ-(bN#H(4RtJ8 zG-RFZtOT=C0ndulWu>*s={Kg}3Nru^GT`Tl&+$J^7gJAtD6A{ac&Z{BH(MB5=ZNDmI>JA7oct zn+=nIiD;g>n3uJGc4fsxsfA?42oZoU(6Eq*{&wq`H8Y4hZvaLe0={^FHxSHA{G6G1 z2W0W~M-Br~?-fmFssCeuEgZy?yjP(8Gf+p0A~pZ27I6vP`s3D*Bka!eT*Zuy>Hj%v z>UQxqPvZHp68J0G>ou&DD%YsQe8G+daKP>L87{f)dsd>pZmW9=Ootti;1P=UwBBxi ziTFjQqeZ=s|F?1lEEMK#(mGMA9wyBWxLXFl+lPMguDX|nVWa-uy!g$6j z$SVKAy)Al&3JSXJXBE7GNe!=MFET&#`cVc$w@PA~T5W0dec&F$6mC36fg?qfSFP41q z98a=wyN7nrm=t>RflpyA?c}dGHzM+81LfdGfH;vr9DXHC#CSraj(M$&Gkj1O?s%JZ z*y#1bjo%z??KzKFXZEsk=8LJeFYrfptw(j}_b)7piiv57dOv+mGHLh3E6J4ijY5QZ zsDMSR{6I}{6J^*+Xi#jfmEiSLD^Kd1r(&_N>j!pjKXrq}#CgJ2V#`A*y*^8nA{`y4n&qcyui!d+rjOI>;6%L1>r@Iii!@Ry^%-a?+ltnO zp(?Btuq7O?`j-3J2@UOw77*zfS46lZQmbX?Xb=vL1S_*HZv*~2ME`Z)Gg5(=cet=(MfwKrx9iOm zndCd-rDz>*)K%N36`vskqV3(6vercTGqIrtk`|5BG*? z;L3oM{FjiW`}nsqv2Bt5d{|ehqq$dPSjp_P?P_da(o%8nfHlKY7mVegB6T^$5>R8( zPp+sg5oYL-gC}t3rR;9mmr`?Cpb8TR0VvPuNbeqzmes8*FgbELY0T(+ZA)qH9;$;@$OPH+2tZ zx!L5ElfT|7giH11poNJav?O2jqUR8DcZ9;J*C1O=T1jd?V0#d;8A;~WPn4>~P@$vBU*K#$l zZtTN4kf^Kc8f)dZGx`*mJ+Kicmv3qKzW=(HNn1%@Y@^xAbZ2pyz3ekV=@04vy_%o`nO$JIC|vYrD_BHd;Yo8i4K+qKQ$dJ!PlF8U7Mavy$1R z_Q&ucV-_$VE4%Hc*>Sb)H%h1hp^1t12$-o=LgC6&vr#VfBl*uNivgZ_+bOq;n|-+GsxtX2C~{&nXwGWSxO;X0NQOYM31Q*{e6 zwzC(lI~S|P6j~3|7N9&e)Q=erlbUa*+T~Ti$zg_1meBnZyZ^4@BCfSB2DWyrWunO@ z=^i$9AG&02Fk1YD>`yGUXVLG8v_7*O{G4F1f|C-ptexF{qP9_eNM_yAw1zARtzd(U zIQ9EP#{nacac8f`ji+u5Zik`-rw)ZqxY@L-`qZBPDI48hK7DhP=O z5RhP2s`ihQInjH?D$+sLdObu5Tns_O{dtk4J87rz56u4iyKFsAZ+!9~Y6scnz=bx~PNCLiy^2k)H3B(htT!cq;%K9A_)b z!X|FsQHWfuE1&5lsvD;W`!7e}hpdQvu25i){@AM=V6dva6@r8J6J1Jhv=j4kGQAriZZ#>6J%f=Ns8z|=}uKoKdgOqM`T|)fNxzCRJe7s14;*lgvWuWF4 z)t_*RB%5f$ytWv?a9KShB`&OSYWv3A)#|G>M83@7r2`ja^+(~ley5&sI}RnIhn29a zlH0M5`m5Jx%xnmw#5)@Gb~qf>~e@7#<3sM+z4mM7H(AQ+`CBQ2Vo- zavIL?)=RME#SF z&TXdTXm8oyz^a)-2B4A%I({l{nY)Z`AI-dV6Z^=o3R>u}Qa5b*@YY~g{`-Mb`N=cX zeH(3Qm(5Eh^R%6iTo5EEJS`E%=Tk@x(^+xnGPFX($Jdz*e60^pT|yX#)814V&)-hZ za=V{d*mO>;6%7NgV2J`*`3>W!O*u%!&K9ZC)wWbJP44-|dhH3An58qyg|96m0;>)T#8;J9>PknOK%x+8O z1ds3LvX5Z)lM`*#`hUTs?*6AIi?40O7V`#CSh<#NK>^h-WtF%ZY`O!6Vi3R0I`Bp6 zC|dn*dAl%clbyw?(`==ZedX0K&As33OYf_7Pu;u?b?FEkzft2?z~0rkGS z6E;dIA^FPbwWIwtgc6IoduT%0bK8Xx6d;WY2osak@K!Ivw^<#qVhw6&t~_<}RkZcR zxb-a>dzSC&>@i1?KJf=iG@j^>cg5T zX$&{986F{VJ8i+?N*ha^8uODyNMRAf3vQeF@Joy%(Idi(oL_hR1#hd$_sJRO zz5~Tnh=p2W$cadO#nRHrLL8Lfp_{y!8*=_TdWi0UzKA&b=^j>jOs6rk^f$og0a?2p z57s*{wb0zy1?RG~h=1T;xCXXJh}%S>tZPcj5v8)V)Qb+>XQ-dM|LqEg{~mR*u)b{~ zSO+4|_qkKzMQ}506XmdPXhMl1(8LIucw6FR@TD4}1k%K@s5uwq)=p9it4O5^Prr8< z*c^dFV(%;mu`fA6bXbd?W?GMb;lsWeH?Pc)LI)%aw32MTng!|-?Jt*ES&!lS6#cjE z&zE@sTwhSW=^hH%lSHV{h){F;x^x~h=ide8C;`rD3d~5m7duW2;{PE&k(55pj7x1V z)YzvgtlWbaJu8Bqj&$F&9{g)p+%W0!QC(~V@iHt!-q~Y8B+mS&AswRvz$Svm4c6<5 z&GX;zaaZ(g*uI{i(f%2@S9^Rt{&5W5#8YwpD6>wNdi)S~rJ4>ue=U8STEtx;SLN!b zyEJyMAzNcYh$LlUztjH8h9(m~_xjZ8@qU33!EqZ}$hM-*uR#-$e#_^Qa|HEX3WMI? zI**xPJYTfvc3TKRZd6PRFBGp+`9t+sSIKwS&%&};M^i)7&>{M9hfEro<>hds%+Lis z`I{2UH4g2g4;f>s>XO%}GMSL-R8YV3Ao~xU6DDEYL}`RF21dLlIiEP(MjJ(oYK`kf zGf`bt_(;Jm_YNzOdl_97V?gPzQ?!7oZ}H5D*uDtOS68ifW*JnOhU;k-G2OI0N|9R?tOEch!TyA* z((3y8h^}P?;L!_}c}P|eZEEyc7b3PeEq`L44mwnM_&9bF=#ZdluXppn?EQJ;Xudl< zVJQo*Xl0vh?$}Ex<2Bjr{kyPT@2XnycEZ-JXvY{8y>y>vMg#p!czoF&ut*z5k#;2W z-u=Jq)if`-X-U~o)=D$nL8_lfsvK^-*74eYst+v1 z5n8-8-PF((aq>+?raon7bg3(Pi)Ag1o@K(B&f75=NK|vbRT&$x?Td_eeAFOrEEqRA z0(SymvZ%4Td$^1mY!^3~MXr7#A-QsrcEmc9fHvvY^v_ye-ddOx-agShWivIT^XAk> zaP>Hx>EkUEbERw3MwhOpw#@rq{9n^{!4zGGNTp4KoU0zB&({{ zHWOUZ9jj^q%{4KbZ?s8`K#@PQS5p?drNpQ-PTr}};We>XKm zB`c#Mgiu7bPXlp`j1msAGLB>K`A#TVnJ4Rv~?#YrU6=*oG6!}3d>l=?&uLzC zd=H82T-01>0LY(g>Po5HhO7q@8l&UbHR#u&M!Dp45`7tbKVLJ+Wx6?TH4N0{kr57w zuv)6eXNI`{^w;_?zvVjp7=yr%*7TRYw z?5RUZM|1pV=syH?KY^8)JM+iq1t+z3vlVMzwgZW1N52#2I%KVI`yd;XPkYwb3F&*}SjQK9=lT>~9yd4tu5B72eW)^+51RrcF(m%^TT5{mo3f%N zcklw_#d1h6%B7z^*o853w~PJlHYqyy2?MH)pitWk2x%5J)PFHE;v1Sz>JiMKm2J)~ zxlK=cHaSCm#2J>JkzkyY`l>AJHN7B=A&1&^2Wc8C&2A0;+Av0(pSXS$kZGAV=$JUT z&v)S&A5+AbzJUlV6Y~sn3sp3BXXT~SFG!{r?=A?fD2RULNB1I}#(&Dy8uxz=2Gcnq zWFNoz2ygO}VYW>O3l|RE`vbA8M@cmk;-@2W zx+;un>0@V;j-SnD7@;dkQjqOEj`2oDc}hukbn=`;%epX9$}>pQ3^ z`*i=Y+5N!zS3NAv3h_D2ky~8&`^PF;sOG^7E0o#`k&P?6(S&7s(rU+X z=Q#{HP`G8CGkN*!;Socr+bXm$$3UdaqZNvIYa+Nb^E3NDxJO?-@X7%924e4H0B5HhkGhiJzR;HO z_y3wQC(ZKbb6W}`=JpvPGsgZ%KAv|!0!fpPfOok6Y5!pR^&YCT8awff2FK3 zA@0$#sxlSR5=57z7IK&Jgk|0DDjnU_8$$FpzZ0t1sSF}BP5N6ePiY+EJwaN~yjNMd z`LoEwrAVZ7+;T|pf%7pp&8P96&}Hx2%EMfeH*Z`fa)?U=mWkXb&2%Si@ZeXELrdRy z(hu+dP9*lMOysS>$a_QP-Vq;@b}TKm3Js45YGKT1TU|MD@jU*3U_4aF(te;6kh^vD zMuz-Ysk?H&U_=j~5Xpxg?j1fot(}7Jc5t!|^*~Db=i82 z-_c;#o4Gse*rVrTN2J$ksbq2~r^keHJNb7Xh3JCTO9x8`s?(M&M>)eFEm}`vsxcul zlxub?LhF~X^M47Hs-2Q8VG1{*(dn5^e;xNRHiOB^?R2l0opeMFf1u+%%yr30i>&=xZpyoOd(8ra=mG@6}PBLSE!9MnXfNO#*Z!*Gd z=Iw3#wAp*m9ihH!%?*7?Zc#gzSge|tVAUR>ThrJz<) zT-MI)nqcVybs6W~vfkv9+TPWoCUZHv5uk~mmx>2yp5EQgVp8-wSW1t{^naiL0{Ukt z{^N9h(Lo3QfZyc@PrA(n!0pGKe8I@IbK1#TP6U;VV$qcP^4=krV}v(jsWq?A`!2AI z-V8&rOS#D+=HujybZ#=`JuZQmN_L+OirmE6dHo0VG6<7m5(lwM8EARkIt#?NxZ~Jt z(}rOTzM<@3wdKF`;i0*!v&^*htmsHbgCO>}H9y_Xr3pZO0x%UD)U_ns1b>=m3I&?Se#;!@Jgo;WmT!l8)JH4gW57P|pjC`;h>_4y&Mo@>8_qh9EtH|Y3*NAzi>nqo>! z2Z~mYBeXFN1%_xCvSWYwy0N>nlfN-u9R!ZZjW3~{z9`c>PBah^%9Gy~T`un2e_hq)16W$)xzsG>exu(|VG6BvPp!#|8a8zVS zC`xm^uVY^VW$1>tXDn>BmSR$iJ=l|(-~%J#bSz!c=v&nfCMu`{2Dm1fH)bFjgg)osR-0T1B5RMeQBrPp0N=uG2mTPilHG2MWJd2qbnmcXQQiQk+KstYb7 ztHU2aqCAce;z28K6pKOf22UDNDp>duwzRLFSQuslZ5A=oOvoGQ@iyBAlMjj_b2%;) zefrI-AV%|~+_y05f9Z11MKHn7=7{|b^?9PPej>}8HFY(Kuv9U!cOOh;oAYtp8-y?a z3d?+~X@2_!=HD43<@RKJaCS2Ep1@*hf!NAFsPpit_*g%}uIKEMZA7qEsOE4}f@+i8bNqc}HZ*Tp#3Z+Lr-T017&D)|p zJ?U@q)TuMZ_?(r(%iKugK#z3)8?nU?a-q~=4)*U!&e8|_xC{jyvE75HWP`T16uwIr z__N=z@s<63=PNC=&kQw3wgr=rMNaAsTM?3Oh%KpsMCsc}EO5~2^Anx?cugdoAg&^0 z35?To5fqlZF7to0F-DcfLp7nO<>p@&-aW>zK+H9-{uqi4z=RnXX)t?qwrOX*R^rX>W`@HvQyNG za+*(&Qp+OWM~y-xgQ-?MdNS<%+FbKjsPWa?ownQY;H(mTQd9-L4fw^pc{6)&Ad&UY z*cS)qA68@BIVau!skM3i<*McUughjx+SbVeSX|rt>E-2|k+FyOo}bUB3C-!OH`q`0 zT{6|K0)dM&dOTlo(tSOSQjJN{<|*wpAO4M$8B=V}7_R&uM`!o+G@=+2&o@6)LL)hT z^bPA`GYD~5`OH&wc?9OCKDV++5oq0>7>sV~apXu3kSNYG&AOZ8^xSiVc!6+jiOptv9vQoB>{{qBla({Z}>SAYFQ;wnDSj9HCtBE2u|7AT)AVg* zA4t*7mHqmLSe!xLikJ(824qLJ1x05aHeSBW9`RL-IVCZ){d@#h(X21Do$b8!PKQ+k zdBynXzivi>EKgK5Rv(aZ!YJ9@!3r8bG^Hk1oP7!}r-3UjJ_tv<7=w5-S-f9kMpf^B zvIxu$K$H4qhQU=Rv>E|fW5bG1O*gy(6@vgp`YG7iRvYx-u-Zu=nJ0x5b9B!ul!HkG zu3SkZ{(q<@m;SkxC|VbDv69)$oy|2OvSa$|)+I_!2>{~)rHc)xbrL?0dCx`;E&n47 zU9}{ylc-;T$?=9(20y`gPCdc+6F_^QM z-$q^WVu_CU+3hZ>&d5QScCNX?LtpXsE%Z5>5fhK4-fJA0NV5jS>4z__is4UsOd+Axcu?plJlmtYaw^EXx_3<6xP z?%}+)KcAvLJ;(xA4|8SgpyqG*vA*i1vJ5O8oC+w)?l!4}g@4`YDWZdbEMPmjyX8y$ z#y{>}P95*X?U_cMwhAc+0oF!y+J|M`$)9v|oBIX3YGO8oupc-#`U3T|s+FOod{4lk zRbS6!kH;cVr4lq^OK4RQ)L z$txns`mV!rB3T%Hr#ebZmVJUm!kSC~ z;p)qCaCzS(t9#a2wSKcysmcNq=%uL06?swQo@BZep_pD~Pd)3LbgFu3ZElTpc`#1) z%?=GF-_LKv9@K%Ihg*6JS+e*ii?W3%wJ>Y)_g1bX|F)PPT8&q`^n_d7WW@jhTn+d~V5bgI`4&{m!N5)->6M1FPR>o?SpFwN-cux=a6jJF4&kEOnV}ctAOo zf+g0;{yCwqdzT7AZkg(NW7b$E72GQ|%(FlN1<(K~UtORt5?b z_@&zyODNqgvqXL)IWx;z$sLI~_pma`I&wyKphAA7c)`IsI9;v&{&y@{)}Jh-%wyR4 zW3+YV1o;wcX61AR1u8)}TLDA#eCUsXhAlNerV zFW*VvGXsvpBh<$fB()Ewt)Sg-Cpd0+Qz)Vea|3w)a4-`rh%~#%#H>T(AVyIJ8HA^@ z9k}|+`V)<5JhE234y>?k*Y;^X6eno^Q_YpMXedpUM)@QYIg4`?MfWmd2Pr;&xhu_> zsOTbr7c4#*bNhKr@Ypp?l@e&+l^~&V@_WNph@)mlIqDn`k(s5DcHQv%3(;#I3LlQ2 z+Wdg_;4hiB|My~c!>hWR_z5OvIXe(kZT!HKg4A%3t^0gp^YXTkbg^^kj?#>jWl#wo ze>MPlb&|miwXO5@MMVAtp6W2S~ zdca{l7yRaHp*we;a@a;@G6=~0jCxfbpZCe?t@(}2>&mBxa=t^>`78G4BjeAQ5dB_-BWMAGBSsp!bN6S|^yv|0(f$`uU%23HJv8qN~X50YNVAHk+^D zHE&GW;33$spEe~meu!F{;ksw8BMTGJA&wTy6S}R|fTnmRM^Px5Br#X7FHmorHy9lZ zUCkI=t?KKoBB!L?P4=Bbsk_5)eeYA%h?A&o(!;tExx0&+-@?BV(PHQEAa6F}N*Ao( z5?%QTu~&fM1~CkIn0yT$(HM^-8S_h~VD7A~??# z*(^Da@~>Ua4v=w*7$-}O=G{e4Nm--n=D|G61&J2`1e_kEg%6d?mNPmE=u%6wXV-V= zZ0+=eya|4$!l;;t@`qxLj*h9!BU)hSn@Qfg=E6Zoob7aYn1@1wHS5AwC$DjPID|>! zqQ~5YgLbkw@D$94QRy6J4l6mZtJi=Y{fI?Q3$%G{o=6s*P3nkH^|`*p2!;{?D-IUJ z`N<8)>*BzbO+C;o9GKb|9ADsWa8q20Pj(&%5Y~u5#t4e`v z&B{7gj#nhrFW&S_-%u`qRYJ_d#K@W*Jf7Q0m*DN|!QQzcm!!Chp)2lU>-Hj{M8+_x zpM&5M1^6|fq(_BMxYr=X=obt8G4Y_kDX^^i1kOWs3__4-VfR4#WBmpGru7ecLUrY9 zfKN^gZVC$3rSDW%w~FS!#8+m1Z{3j-uX!FaK1LS(+ouEWvP<(VWBB`Nr(~b-q94-(LJ5#s&Vxl+2Yrsl{feQx$H7@p^i=y zosd_Fey>0_V==fy)z=K`nuA*eL9d#9oCYkx6ZTln1|+_jIR4w*;VHhpwc#-I84y&@ z|6;)&4%{p^RX6N*s-@<1M>ocDcP>%Rp9aM%;@4ra_Mdxm#%Y|vbQZ9s^>$p@eEMMA zbLym#bq$(QVdJ~XvPfbN8C;L04-)d~mP2#-*0b3!d8GQAu_!QFlOaeBsO&!Zq7Ubx0umhQ4!Caz5E@`Q*J%p0ffogVpA^E?J5*(#Gu6|7q zPlg`$QdBcscUIa0ctf)zcXxnZY&54pb)G%TD_)Z{s<651r)v-hnF^}ON9n^X&v}IP zmUTlTsT$&TEqb`_c%M2&3+vxKRYZ3+5B)5j>%K&|_A;RqVkO9;{3AP@*;L>mddx9k z*c%0Ux&pjoK=F?`!~x|KG@j#DaVgglPnj zKAL+i&r)u&jSZ6^nC3FjGeeR$_ggA4ih!`kdi#b4df7-=DsIkXP17EK9XM_( za{DeF$tdIyl~6G*&(*wJL*s_%@d@pFwpOxGD|TJIcSBfJym)F`?m93@z$L*Z+6Kon z_!u*#@4W^SvB?Ty5kE$O#jWM$4?9<;OBg`ic|bvRFSR0)N#i^%I%eH*5RY{{16pRPQbN><%3qhYuIK;H>0wZ{!=BAz@!6yMy*N$7 zuw$e6%UfdHE7+&}kR?oo;BGm;_=}A3bMl1P+k_)z?#!@)cDmU^ur!unJZ0eoIa z2wIc^vGJCE`*p2;4nqq6jO0=V3B=7{ zzPS{Bm~P}2Hu4S)Pj7@Sdt$}ifal)rhK{=UIqnCO3iJEokF-4n*{~kolY&zzJ+^Rn z`!>BdeuMo$Y@f+76-u7sA65?C_ciN;93cQNh)r9~gJsI+Q90`EXeVGG?Eh^}n6RHt zAVy`{6*;Id&|AHBRV&N$;wzu+8mnXfg0^H`xFbdETv2t?U%W%sfKAr!El*~0GCS?x z24_ZPs=h~m|M=zgsp_DQSV(^42G*``F4%`fWrj=}_KH(`@k8-C=&mD&zs2i21pV?X z!nN;1JTKX9*_^U*-=9izy%Ss9Is>GJ&bCT9d-#Uwe&Kd+eM=N%UufaK4kHub>d8syB*eUpOnh(MI#Ht;kH7QEF26?9I&%(;CTMW_>~? zJ!V7QPCnsD)M?~Wda#2Ss9gwL2B|Nf0O#Q*7xW>lpza`D)2RPN)fpxReX!69039p| zJMGb??r$96_3xtw8u(hkhvpN;L&rhr(a}_AuG8-dSu8JmP zBP+PZbedJUfh|SW8j|bVn9A1$nxP&Q0$;Uf6Lk&dymhrbfl2@4k+bDbh?jkYx>!{Dnr!49 zf0`t7F*Kw75@GCn9dzdgW1EJe&8WCwzs^IhM{Rp3X)xSJsGVSv_cy%oq6O8PknI1n zuU>zAsNOBRN+-Ou%=5x6=EIqlZ1~A~UV^o+f-ySSfA`TAKeg<*=qveG87*KE8bpuG zRxo0B*m@+me)p7i@2)0XKT_X|u8u%`*D0XghsrwHgu~(|Db;`drK5&)x1%J_;hU&; zot6j-1>cZU@Alvb_9KHL(fZ4>Np|iuudu43jA>J2NRe<`K_A)w1lr(X*k>Q1Ih&XF z+C5&O_2*;~fz2gLKhcLNoCNRgw=3Hf6M>fX4@%p%t@U2Y^yY;a6=)A#FbPi5L-r*x zxL;mt9_RPE)wpkm%_iyOr}kibIC$+R&xu!zy;R?GpYS=)>FJ$VIj?k!?RZs7K+0T^ z2R`UxBl!qsVpiuc8CV-x$ZrA7)i|^CvZ8m59lQns01BUz)%e>qytEqzWecE1Wu@r} zRNQW`oLZCJ&u)$3u0^0j8_mz4)HWF{PNH-t*_$fZI!r-*I4~&0^OVA0E4sV8d=AWE zTK-kK6q*6?Um$yUcTp5mX^Z!g%ZXg!NW$KMF%MuUA;ZQpLfjk6{AboSJmT)=1}HLx zZl80h?{08i=)gwUyoUQvB)dj+0@Mc*sP5SJc5O!gD?HehbDjouS3nZW^2Vdf@aF1r ztQA5zyvl7J`Iy25`Szt)7|0<6T*!Rb%b*-8kKyF?UgoVcVO&xzZ;pVG^PjOM&=kgx zwaUlSqE?}P$IakaZ?lXJ-9hpj)whW`A1IsNiZl#%iJ1`IMf# zm7uc6Fx9vZ(}(4u(LGb+9qo<^L@3H7Wg$p=vnzsn01}-ACzuS5TdN`& zXjJ}VJ|w+gxyKqcd$4T#{P>QUd!0OmS#-SHkjl&VJ*6%~J`Zh@r^m!#uloAaAmUf` z$}a2FZT+rxy?7SPVbuZl@ew$(lYTpTK!MfwikVg5zspUt1gv1nV(&dkonE;sTgHw9d6x4?3qM9r5{A5<>ZY6B-?lPEOO3> zj%L?|S(MdC$v&?KQHy{(F9Th*>+_{4-^xl(w0ye-4JhQRAA zPCmJk-pc2Zii+wXv~f=T(wG#hu^;&1Fq#vXrk~XR9h~7vhmNJ9(fXAG3>RC=B5{M= zVtOZ*DfSrbihg@vvKKRPvuM}@#97Z3^A?tV8<*FE!8ps~!}F&gwI zAr)D@{pszx9cvE#$e)n0;+LK;c*|<0f5i;l*#MO4yNEWoiuuM#?OIuOY*>?fnV-tu zcif!^-uVw00MHyQU7wpE&P{v^zu>`2!MHTNql!pQ|I*&U4E+C#@F~LsBYY}{@G@n2 z7lg_kp3F6xa!-6)=dMs!PjA+zb;{9eRZ?c#v30X~E&BDxNkyJ*a{@b6Ru0RJYUCob zp?AUR92gfH-KcgMpw7`fru`k!;Tt{}wLp^U!Xe>7^NN=$^PIQK^wYucR9f` z@0rKKEyK0TF^Y0T0!Q{t_GDQd1f-OkyyPtI8C#|6j$`h#qMsT?f3AOV8W{g63hqHt zbDGwDl=>Sx#VMVKN`y&;a$(yj(BuSkUjtLGWZ=XJAFbwJ-_HTWcZdRTjVK6Ob;Nb6 zqpChhs9>$iVSkXtukU7?f!lY<&=Lre)w*0Zg?ii10hV%sr!S9RDG z@$@@6Jb|ga$2l|iR}qQ+D)vkY6V^U`OpS9mXBf5p4-msoaZ7m=ZNaB?o z(ZO~4dP%XxL#`6B!9U*`qJh)Tqtd>;xo*-y^Pn7*uaaXnHR8n%a>4;J(J8?F6pTZU z7;&(d)NgM!vY!YG8+U8I(sTO`8H5`(&ct8Tuiu>6;(qbi)w`eNJb=7^XuxB^X9fA% zXm+4JDoJzihOW^7lNc48at4k@HxKskCw=}^zq7pSdF)5V9tc`0&vJjy!yBJV<^b8@ zP?$y~E9uJUJv#f<&mH!Q8I9&7$dkm1l_%Hn&|Eu=QqDw5Dfrw4f4Rx*y z*NtXCeK*dCy=!JjkB9x<+b>^TwN&XiaI{Q_x(qj4 zWCUnmq#~D*8_$2~DOCWq=8eKkjWtXR7=$SCm)`Y0bg^U=H^D~H-fYI8W4$bDdjl+p_=B71S!jPT!=D2JIcmS)}6Gsge6b3r!u-yq!E(X4p~ z9!bt%w0}FuDJC-{j;G!Uf1Fhvc&BjhuaVt=Lu_#2LSy62L6YKlHYCb~n&DtM)mN?j z&E4hjkVHpak?$A8=`(?ktu&F+w(#5A>$f~ zt1h6P`p!%%IH8=6jYUEsGeHOazO0mWxqtDXF9d{7c#8&%ecmf7mi__iZtpazJ9m7v z!ZmsP>SpMSRVrp69Mn65c!*vU3*KN)0vF@?;E(zl9T8R8o@j_(zZcmqg{i#k^R};D z{o<<|@1yzii_&`T=kJ5A){W-+m6MFNjbQ@iJ2ncOlg?~~09uhi?D52bQGS%cTJ~SN zkYT*thgrX*0EhC@~Uhi^@4(ljVtAB2Euc5YJAwemU(ybwRq%5^XAN!zX3 zJ7Xv8{@0GX8nV8;MTrc7P@7p!o|8CUY$w!R$`z4L{JN(b;LySfQa+vwiU(m6;lH`= zc?$gL>L?SSbpy7pTKn$egwbJ(IlRK^Qq!sWg2vO3CI%q8sDd#hp0?5WX~bNC6r{_4 zpg?=q!+5pg#@km?biso1LmomU??j*!Db|%hP7YLf*zb>syM-nrFeY zv899Qrjj&_=NPeWM8Dhh-XRCOUqQ!fC=6+KK5#g~PtH}>%e=~_9b!W0U=l^0okDXg zvb`RB3!&#`_}C#MOHmkw`ow^WF&X&#Zf5IgG(;i%pthY&H!}%Qq#;U5TZVJgCOzHD zBgcjwm?}Q&RF>VHuw>M8;OTE1b4ZB_KLOy-D}`AQlVMQ9-*Ki{qDt4w*TiD83hpMW*Ip}m2rR582sv;oo=80CWDiJC z{e={*zUbxNn3J9AJ?ySpyISs)al7PIutTdbG)d%Yxy7o6Fm$|MLO8Pd(w`u(akt+yIC#;|_Kd}o;__r9~!$!1G@e9|kuSI>Y ztrMjps(Dw_ARKFjOX;E!zdR$L-!eKUEL2icoKMU@e@H{@}{EPR20|wz{;*XiC{aL|U@xe$| za-bCi&lPvd9%;JAuv{q5Cx$aP1Tt7CsLiRE8WK|c-1!$FicfY(w%{{I#1DY5^(0M8z ztrX5>SFe=El~fJbZ+8ogo%58VlmUkyvoCX94SCko9kKDu;8RlgY6FCA_Ca(b@9rPe z-#csV+E0RxS0fI<1<^*Xv^JE}M<@Nx?HAu=2xRX56ny1j(tzM$`bMJdc;z@{@kLr# z{Kkll-0(apZTOvfU;(ITAVY{-^J&(U*HJH5?;AyfhGsT3ljr$`eT2S`UOS|sl~-Hj zk{OB+ae2xF!H7J0z^0uQtqXmU5%RjmMpv*A`{n92tJkjpcjh<*6C&FEk4~G9yU{OM zZAb2;?Z_&+PGjov~Qgp04x!aTaA-i}s$2Z!&=5B?h3Jsr?3S#3Ilkt?|PgR%#xwMvAY}pGM{`e&#W@=X={;H~~ck zQ#VcrNDNfvj<3;_sC?j&EKm}X`~{O(k8eADCrDK;wcQIXAB{4`3wxW2jcwhLN}qGK zZ0x@ zSIV{g_As^jB$tiy#)4>XWjjob>q#2%8hO4ipmnL5-0rJfk$iX$-&T*jJ6zCF ztz4wR{CC{;hVKQ4$$MPej-E#6NF2VYssEvzpai29i7VMXen1kVo(FFnH`n{CH@xIW zypF>wB<;P2NfM|2g>M)?{z0n*oD&EF=N-1BaVk47KK#fx-7^IO-k*YB+H&v4hqI19 zaI@c63JkYv{7}!$Y8X`H31YUG1sl1|DKL}ltW60M^&hOWtF&+Kw#ie)&4IN3L*Yav zZ$qDL&8E{jJEX4%3&)6|=;M4yoJI3Nh*<*vkss(${w;fUNsm??c@XpBh|LJBNGX|b zDsp_lFO?4=3y95_&L}R_-?LG^*{R^A{8@G34zhMeUDhL0skBs@i2pM1$WiuOd?27s<&KcNg7;Sne+&injtnlB}lcwM5WV2nrYec}T~qx(Uz9!4Pjiv@I}G z1|5xc#uZkqjK?LVumH%?e{A^WXQl>6Ous1bpk}TbgT|!O5yC1u+2ZmX2p~iIp zCZL?}e-!7pE6;6n6I zrw?wz)e21Sl?SQELP1SB+dvFqUs-&E_O7*y9!O7vygQ`oVs}Stv@7fP%+%Bf6U_}p zggP0k>#lV!*@)XIh~OV}xBp$^lA}9(S(SP&BtRh!5 z*#(Tnp1>HO=pANSDmh58s=s$U=Ys?6Ruxenu~HxaQ_RZB9gf`=+4NHAVROk0QnLb| zpdJ%^3!6iTBNyxwExocsq|$|ZZRqVlVq#FCWEFM;AuhJ;zAzzUj8-4%an)j}eax@F zpbqW>tCz+@o>1+lJ{e$l2ZHaKo%^3KsIUI2i!UcNw+%}k2ngtJ$dp{*pt`NDl)RoU z%su>*^ho6~$DNBcz-oAedKkT@b97Ya!|}JvVJ#?FZ|iqog6q`4kVd1oy7ZNDu7%(S z*@Ah<7ervujq<8Mu9l#hT{By({zaE_`V_2}1t<#rR2TkgSX&R73@_ubn29}3kXla; zf}-Vnh8Z&7a4;+hY%s5g+Jw121>VeA} zgPnFcnuxLa6Ac>Rxr#k2eRZDwOp(d=CQbpCw8hQecw91W-t+Y2nbpVZ?fT=6#tE#V zlkg9DZbJfkk|;*#%M&*h9$cQuM_lz+n!)`$8k8LcLYG$sGzAvd8CH6&#jXzt@O8}? ze_C$Dhf#}z)cn%tWqCbMtSa&*K_y4nV+rBrun+!{;sPpjlFv7egH7o&C(T(iWv5+3 z$L(ft*F?HsI9_mKwnqb59|NRx*OrxT`D~b!45%%->GL%LY$m;k=@tHxUY=^a4Il0t@7|tJ|3|6s;K&k^?E6yk34Hdyc*77h$gcUz9FGD|IR_X4LAG zjh43enDcmIq8l;g)#-ZA%R??d~CUmB*be4`TX(9q69{(X|I1>gQ2aU(MQwGY0 zGe0}z-ETX838eX4YR|Y$VE>&jqc?9J;MxZolxy#+^xg25n}0d15!jm%lIT%J2M{ z(C$hx-HkJjSR38E_q;K$rzoVzAI4mE*FrGI*!8#DQ%t+@`z0@t4mw4$Ab|hazMMX; z>Uzm*k6p)rvniw;%t$)nqg`dHv0p14^yf12fKBLtUEHjwqNc2C;o2}YYMoubm8rv$ zUacj$JHuts%CwQM4o>3<;xa#B93A>e7*V<~WmRgajoUgl!!q!_06nn4Vzg+?b*I*) z8!pz2E2fbs!S2>XSQw=28*NAU`V#)NVqH#a~B4}%)uWAb`D9+V<- zJj6wq5bU4!fl87}gEzK)0h8>E)MKu8Wf5Vydjl4AWx$hOr4uk~DDw>(q~&wOsj3WK zVYiAc{vCMxPVdhW@Ebkbe#NIAvAKFMl^41(ls{ZO1)>nMKm43yZeK7P@mPf9)5Vh9(^8svI0aRn-c zSGDcCz9&0%lV6{6J(bR8t&kVL|2lg`wKoY5@V?Ee{eiy8lhIR`Bz{nf`Zu9-b#!Sc zuV$2%(?$TAY#~ciaM4tz?Rm<3Vj~mx%ekkI7CfVW$Rr2ihb@eyPGSwF-JQU7L- zbe!BwSQ05V`kBDOM^GqvZ%2T*lbiZfwpD|2I%}+h?G77W)Fq(D`=bMBk1*1pT!IOY z0b)BI!;Rd${D-`eT!sS0o~m@F*TWAGmF{|pUtU-9)1K8en5MZ`06Mu$`t_vJO3kJ` zi|*yK&@+Y_kwA-amOgigf0=)I`-x7GmFmP>x{6 z+LP^4+rtmL--1Mer9Rqa{ufIfcQ1d3sEeiRLfTC!wQt~b7yt+@hJQ9^r!~?`utoR3 zENuuY$b;@IaiG%l#aQz`a&G~JR*Sp{9gjp|r&Vt>Vly{&=FskkLcie7ME93G#JMK2 zmUvlV*h7^onUJ!e&?_mM5}}$A8P!K$HiZzM^?muvd2tF#&!nYYF6^LtaDqE+!ghWLo&7S)Vjl&_(A!5r^q z1e48J+kzV00^1?Fm>=sSa(y&&xJj7YZpa9AA+-#b0)8gcpn1;pfZZUmH?=Tq1JKSk ztGQkWR@dG?*cM_=$zL!Y#GhE1h(K4aUD2^`_P<+RlYO5iswIdX^2VLDoCk3!3RF^W zCw?b!ej0O;OXWDSs*)u|6K_hNCS#|fXxcu^YGsX$JzP*91sd$*5{X`VXRG%?P^l#A zv@lt3f!DYF2JgckNJsu0v+KK7bYle(ypS_J2DIMMd(!;sjx~o7ZC}ueELeBT|L;@6 z;%4~L_2B9Fo-qfIECk^Q5l5C;;_cR@S@>{86UYXDOmV@y&hxy}+ML#7leh74@eSe5 ziu_NXL)t81W6tAu7XPa(A6W7ASaIEp6J>#5%n(q-2^*H+o#aSZL)_`EQ@(4dlxsU(Z!+?h|&QwR-YYDaDi$-HvHt|iHWpvjM$ZzkDGEG655@w&{w>F z3m*3z`loJ$B_X1@p-V#*`T>+F;6-Vioo?(6gBp($K5o9vAGj9kRv&+ib~W|arz3>< zwP>a1dBl-7@J&j<{UjwHUwVyR{(I}dSj^AySrB>w*GMHE&rUet%sg{lL8G0OSO4+B zA`#5agf`&p-SW4RLyC)I{HGOTWi=+XLENWwfc zuUh^*!~BX+tgN-^)f2I8Ty|?~&8m%a>{Z%Tvc`6)bKhtK*+|v@%kP+ypG4Dph4`_q z?bZfYfq%ymEJ)Qd$)WX`xz|M9^?jNEwSDlI{EtuO+SN4O>ztJSz~8K>`^<$v^HE1@ z0mVa|K0f*>^$e@M+uww5KC3q)me zAqG5R0C`69NH!-74u7eM`@c7f8cJh{R;jE#-k0jT1FHvtZyZLyve6Rr@eRBi8$;0J zb~=Gt!-V9iHMo@X$;kzQe8p#SyoGBAeRtj%%A%z2tJB9H-xmoa+E<3jqI@TEW3!ap zADIGm#Yd!_{q>BLb13tu%(1c2STkeSa7uFnP(;Z8v{@8Db@}Pr&IR}S9(n<<~wfZb0^XDxR3IT5lVS{-hy_9{; zJ}5zx*H5Riv_k%I0)CcmX#yUGeE01=ocmGAjJecXoyb>~q;BBR^kRRLe?xONPek1?)Qsit*nt zl7U$5d0*3~7|1U5aoNUF*pCh&FZQ@D3>=(a&E1uPN(iLOu$Z9y3$Dzczp;Hylxg{N!Dv18l ze}uk87YBCqwLj-5S+3aClnE%PEZ!!urT|V65>rXDjndBixEHCrg-d7lI^qVPISG)3 zOz$Td(SWh&adoN%B(obJDeCBa2KEwAuKd;cS72B9P9p5M6W!H=+k;_6%-{)jsl-pK z8rF5M$rzR2B?>zaO)rc?9q`a2_AZ8Xy~Yo08f$y=DuQ3V0CB4^Q>u;9yqka9AM+?j z75$5jy0O4w-TXiJM~H_5@&)Rpe@e(t=RY8D-(r4*9SUy?83-ZEXsM8*B(?LJu78q zD(u|vyCYm6{5G#U$^IJ2SQSv@5TB5D*q8R=^OTW8g`ULKBYRNeBT}pyocA=#226@n z@##x*CX`+~?0eSyLg%0{C~WnhZC-}FpH&}`Ca%*(cdeeXr)cPYqba#cPbb`dGw&S0 zJJv@V>UWq&e8i%?AGj!%s>r*|d0ujIs0tWd%=s5~@N!mD!0mbTY2ZM+$u~|rF6o%#{oSiT zgbfh(F~onIOaE+#sIar=p$^bKhNh8GkXh}de&!0TYBVRqGafReVLjs^va)1-7$ z-M)>l2c4ljt6}a%SC6pI*#bq<5~((B&aWn=jIG*aN2%yGmzw=(#07&M4-j2+e#ny` z(jS&KHGW5LXZv5&bq|HDyO)TQV`NMQ-kU}}C(z{G)J1EqiSh4ivtR4@3evD41utTN zujurA=`O$MspGs5GX5^z%a79=LO`+lBkH^RzH}o-K9|fiB^2ZFo(#(GyAl$Qk}4MS zimWJ}CeeVTz=hFsh%FFB#F}OFz zRLIrN&}PDpQc!9x83+A-+`oOsAdWRV$svfttGxJAyZ3`feWk9qK*YeX;L!RXg=mV{ zfi=STFMR(P9VkaSv1$(iKe0H+C{r!8T-xAT_SRFwUAr-{y< z#kNMOOmOp5Ef4{xXnFgwi7UOgQWb&)-iR4zXJwCEK^%3JZ$Bu*RSFa63H?~1FsvT zx+&&gesxzBOr(dZ3<0w7wbB3asP^msB5!*Jn&ULzZhl}?9++qse*`2vM zldI>)8`-3rrijlMhDO2_cif4v)T7e|+p%(}xHRjf>&1g|@POAtfYTsGdisC#MqUU8H~z$xl>`tON2%0vWH-zK#aTQ~iz zha=MC8_JwY(vz4=X^CVXL+iA^Mziu8U5CBE@W<0A#V6-Qd~&>2XPaKhHMZ zyVj(7Ch6#Pvl9^kF9gKIWSTU8e{B|Y8eK+l@Nm*syaslG&v?{#(AAk(mSeT#AW5w< zdw|kTJJ8op0-BsCC@}JkuXj>h{Q5E~Y|N$+qyq-LwFIB(@EwF-lp5p+Ydds%J;u$x z$t9fh1ENITz7i~&8SeIaiC>HPsZ`csP(B1quvcFdRvyVdKQ!P|lf&K3lBGM~++42< z6b-zwnW0NW@zP6&AMLYi&t!Fgr>$lFc=aM=b?ldZdQ_Zt8=yue4CvW5?eXj_Y&D<* zn`=#v-q+^%!GyB4icn&tK$l9&J{}#ThY$DDYRls575CFb8 z>C{d{D%ZY-=Rkq`HQQAL15ncT*6UlR=`F-&{X{n&wY#G^K&RFS=m-+-@v^wWUZlSGrMPGDCAgux=~gz1{gB z;gfuUEf&=e+Z8ETwTRH;z9uRqCYqsbw!$0sxcl)X%ua;g7ycT|G6;~8rDd9`WK&2_ zB_IQ|jp3Lc(S?c*$O^;Ec)h*TUAxsy(Z+}_?gY`r$Ty_5_DC!T_9kRi{}^#I>+&#` z(APY2(P*cUfPy*5FgzU235BBsL5vkDkYm;TKU1IkmQH8%S@g!>m zcK{`Y1=m(dF5SfWj|M+s{v9!Rs*<8NsYq_E-xlx9@*3SQcj~|w?RcjncynA|0AxwfTE(9(iKVD}{dudVS9o6ZeQ6(ma!)O9^K zhogIwODE&jwqDh~F>vl~%ijsdG@ke>sQq{2MX>R1^A^}(*}?wg9oB6V6wnxmu|}BU zld(e0NUJpz=?ZTuz(Qb8UfFJK1Byf3q2ZFZO=kZwG1IVhcoRSGW-0jJVS&q~?4ObT zFXiO~KP8K~>Q5=mB2r7QI}D$zzJXNKV{o7$v~N1q!@5_yNDXJA9RE#!i2VzIW)<)o zb#Y_AgC+GE{HZg1HWn;E6>fT9lB6U(NxJL z(`e;}Tv+FZcRi{^Ox?kLjl1r+!&OfZE9M5eDyM#z1;ko9s@(U^04C}EJHY!Rl~P%B z|8=Eaz+@uJc~B0nTAx6%IG7j7WN6!}=Z`wLV#A!B+=g8_gnWu7I3!kemx?NO_uSc? zUq38(LU z{s^jx3$RaWW~&@DO0L=$!Ur^5lspCeL^Yp+o)&fhC4MKBEv4~Z{@{~V;K$EB{7USM z4A@!VUHQ1S(i7cBB%&^d;@=*xIQ&;H4^Pr!M`7bo>iYYg);U#krIb1C`66Qf;|(Lf z;QCa=@d1$xVl^oHVk$wzocOf#a_R_sthEv<*}G}Z>XGW}yh^<4-P%_JNvA=>bYJh)8@9E_p{kM4=(D)N++C-?4##O_#k7elPz+EYRGq&JV+F zYxAtHe?1V0sS}ND35#~hH)jPlmTL&9Z$#sQY=?2={2)^)TE09NjJNXxId=A8(IbL} zgtctU_PP2&V*!j++~sIeWYfzaP4li#StXI~{ybRU)3ad(uaGRhs%Kt&r2Oozl^p+0 z_R&jsU@h!s1B%P3*s<260O&$dDEi4rES5EKDAbfY&?t1;C{#;(6*I)?Ym@UjXlFL8 zoKPIAom^y~(iE`%pb|veRMI$T*M0+f>Plb-V$E(8K7HYO=H>%`8{-9VUA?tmg7I^@xMMem-S91{4_a<3-jQSc9z)O^9g@RSCJ_`b_j$;}GGq zfk19AK;Nq7zc%9O1g`ed?{UjlNSJMmM-69i$vi!FoZ8b1q}XJcIr-%ef(sViLC>v> zH~(Dtxqe#*OxGcYhGymxmSOE#T^-z6!XK_~pgfMh2CJJtksn%iqG24Ssm)PZGOnnQ zEr*B$8##p&WTaxPcV@6J8ah)@F?$n`4YS#^1SR1g?;~X|HGC@hNod@@8+tJBj|}CuYL|oJ&t_LKpqX$0r}0=zi;B$?vvd zWo&p^oulfYo2K$%x{n|OQZtQTDR*H7VRXWy$5Q4YkZwt!ittZCmHUTk)jTO>XpF)p z9^F$j30pK3wmm|@Z@D_l@z!gMtcg z#Y6Cu9EL7_>Nhth#_9dX&QJX-54E)Z-;K7B9X!G$gvfLEe`VwFx~ z`kb~n5`AG@+Uw@KuGb+J1v0F|!d?WF%bT@*LdFeim05wq?5fG@hn*@EXn#D-JohJK zt1(bxt;#x`i$%}uBV(DOZB+oY)QyO%cnK#IH`llKNLU7Ef` zns_MjQQOE%Pxjt8?jJ9=Q{0sF(ZcKri&3POv~ELUCYl|N#vCTg@=NSO)89U3aBk_c zS6|WGX+#=puy+=wRg?3qlUWpwn)ZTg_}w_FGtDZqRTJ-X;>y_E&PIXpXAemj$KeZH zLYeGrbb0XJXI~pz=FFrB2Ee@z5ew`>!sAO`*b}ZvDhLOaTn(~~6Qlx?iuqhFvg9@Tk<>MFM_cA1SEKJ4=qKkaL0bjlQm^>ik3P|g;89e~Q!yjumBzfAq(ExD zzNGKzpEyL?O4x6y2W`f9EabwajkK`facBP(bOYYQk_cs4x6H^r|A)N8qlB9vNv@q~ z_1GqDdF@KyPe}{JyX`9>SN^{hBI@s%?&O(An}Az2r$A+Ca{R0SF5*^jU+2oUwz4Mh zFdC3vS#;J1zJKO~29TS_sNB)n-|3#C-p2xoV-#dLo5|~NCB4&~7XD-My8dBp>3h>@fh|v-pEao_jjg^9Du+awORDT9rE>U0>SrdcfnWiJILD zE&8GT?T8o{Ij7>89HOoyX;*Wt=f|6htnWI? zkn4uCZb|1mdCTT>9m*dM+@ZA*yAC>zAfVPnIOLGenPBB>IebPnRX|IN%Vlb3Ax^j-K>^CQ! zdO&+&G(0JOA2q<2xFam^81&ds=ocwB8Z1!Bog~L6%Z18G+u@#8j4C17Tn*>_7$D zXE<5Q%=OBhmiupgvE^3o_VRr=9@LO2m5#naW^&hlB^BO#wQwxJqWL)D)vMzbRF^gS znm0_6AN17ThplL1bT2oZ$K90M|FPo9B?T`sj?iXe_0Ro<>RJB`JoGv2(t=RTufB? zq6fI7@n|i?G3JN5=f1lax$Z1$BiN@lLo5e*o%IJ8P%`U~%7SyJS2yv$aUmvg1cYh~ zxZs;JAcc}REfV^4iwf{X+7)DD+N0q7O`#vPvp0J z?5qxfLdm*u9|wNe8GidOV#o$lkddB%^fR3Z5%@ur$zrUU! zjrmMo{Lj|fp<~NGAPi2X4(Q@4$M0Ifc#*1-jpMhXVCHyRFb5Ho{E|)y_enSCr@Thx z1PIrf%smV&IXJ7Fz~})Eq5Siv@D`6;pU#1;iV{6OU;}z|AM7}cz*&#Q?Kl&=cH*`+ zCm~cy&Jw!XjQlLVL_@z9K3N0dcZnG2S^|PiHuZ$;{1Y+zvAZ{L-vp$}iD*mxdNz##S)$ zi44<9+L%3c!qmeO82?#x+kV3BPibk1iro`W>0HJ!BCdv46jw|NBI(DKB3*S zyD1KP`DxKHWlm9^4ZeJ9i?{?0Y#(ar7?`EWtJDsDx6N%$!I|-B#hx6zsA#}3+SvEh;Op8?2zubC zOLgqlN|2o`Gj$vSlYnM924=8%M^hEF$GTr@8&4D*$av(^;|CC8NLAg!K*ieADlugg zkeRAM>dkcuGMjbIGz#}iS=B4XRAzTpfa^uTW?QDIn0CLGB=~e8=Y9$Dy?f(z1tOsl z#~OT?cVspYj%Gh2ob|VFY{fK8KZ1h^b!5n#B*W=3tSy|k*&TH*wu=)nlwe9>xRL<* z^oK6Ff61Wv1y%kfTRyQVsJ7=u!~rjpOplgopMyXKhf_rpB}Dhpf8NS#*9!WzqAU3?mi6~ca*Ur}|JJ%@8p!I+5s+nGFW~bG!XTGw3EwWEx7Dq7>M13C=Vz$53;sq(0=-z>$2G@ zHZi?VW(!?{225`{!Q}R%9FGgVqQI+p@MN|Gd%KeMd1U33*GzmRIS0=7`COBl&!a4aWUF^HQ;d!g-xwqQaGlx?(fU4 zAQHP3(+;Pi0Or2t$$?x`$Fso-tzl{zduz32N1+-5{8U@f@-kl`vrIzlwxsTQGZ(_h z4+FH+5|FwF{Utgg!xx9QKP&&ffCWvxU>5-rkmI5D_1Cl?sI>i=Pu=voKlr7rXJ!+5 zxDH@XbmcFWEIgGm6>w|9!xQ2Co}cwWwoh3a6_j_-gZ2S!P$LVwwpWx1wcSK zf7*{5Ii8N<%y}25wV-=xA&xNaI9)}M2al4^-5Ub4g40D1=|)}-@aqz*`%BXk9l45@ z--sSRY? zGkH+t0S+2lmv@3A_lvj7oLHP(sP04Oy0z;MUZ43Ig+~VfMsUFByf=H+YF%i5h6w?+l8B{&(}UtD1t~i$a54f~lVL zEzJ69{9Tj9`2vSRo=D4QmpGm6o~=YMZvki|<8&}rkf2GEGOdG{jg*~P1okSZ>i3zY zsX()R^-X_oQfxU5e){IP^(5G4^!_U5<|#Q(7c#vJLFYWgeD$?Blqw)pLZzAR$QsKP zGM^?&iYy=-4=doL&h@AOm07q7DUvZmO=C2BTDBdYT)@H$fG$L-t+)D;qA=8hlkVT! z(y#N7h>OvclMreHd>{!IQmHDr@aLDwWG4Hn+g@3+(tc14|HB%1s{O>tu zcqXCnij=st0K4&#vJVubziyzVH{D_ei~7B@5nh(?OXed`Ft8Zbls18uzxL0-iDt-(9ZGlV3S_rpjGa*+u{4dyT^#D8;W2i zgZya=z49UjZ#dIT_v9DzNM%Z_>eSUMXa5H`w&q3j+46G7GPB;HJcInehhs9b=s??C z>dtY=tAnYdhiI7K*&Q>cxe+Dv$B-ufTcFFf9%taP9QHS^$MPXIk=hfWL$EOYv}j_b z+uqxww3=<)6f&*;A5^iHDj zAmN~+8J7U~rw!kvZ`Qe$O6og#$wdyCl)O%CF|$%-@QGgXA8HS0(I+SL@n`JtqujJ| z`eoH3X_&&5BeK;rcckd%lJldd0r4_XC;H5?V|3X~-zz57(Pkk{Fq!=A1K$+$oukvE zqSjm=BsFqzM=i9 zHC|JiV-Q1;VzN=Zi88bp4M5*(w>T-!fO5S}0*0IQm7q1DwS}RS;@!1H{PtU@EHNL( zcod{|J1lKp+Bs%tyMc_W0Cq_zSkcleG=4rFTEGT>8o!gB^o<2B{jx1^DC6Lm^Z-fA+$-ea5ywV+8l?{uM7d0hISahTaUJolxr#atF=c(IADkYa z3Wv81WCZQPU2ozG1wL5>B)!1D8@KNN_H!^zaIQk!fkzmtwU?Iz@A19aTWgJY_RFS4 zc*DG|W;uHTq-u!Wv-X>X9Sj>tgbbnby@033mFGMI z)@ilt{4i;ozuRn=(<9~6uOmXXhM8lt<&Ku2EeD%8WN%D?LiR?No|4Z_1oY)3e3|D%)|GT5$ z=RVVmhJQJ*djn-rgurl{e%}Ma%kqf0jqBES#)Fv?WKeP$0wsU2KhFq+T&3@9vDGvV z`);jBUZt2$@tM@xTzGJh(~hVBL?wao=;nQ2ilz(AQx&!md%*U^hcJriRm#1GI@-zM zH(F*g(aeeB9C!o22IXy^d}hzF>Mo9ZPPnr*^=5+YFCg}AK9kvVcA#3moq>)I@wM&i zD%R^u4fg#5C?=a1*5wVPRYbUNPMRKti#$wF>jZ|s=t?y(pkR?%N1%zn^&$_fX_852 zgPYJqa_F`N0TD_j>s`#Ami~{m={G+1Vnw?{k;{*j8R1E>l z7Dv3Jazbd~#b(Tw#|~O>Sa|1n#mY&+UYZKyUUudT#rrVE)!BpC95_Xr8LX~zmTbS3 z9nJv)<^0=BxRjz47a8Z!E?brMf{Wt|YhSgLAUjA^@4kE?p zhucb2%o=IKvX~rXXm#|v8G7REWE`ORNr36YRAc)!!&K)cGgBRiOOQ+emy!Nm#?<0nTq2lvD7GtX)U%cH9@#U}s> z49Ls(i^nUx8y?_#t#+$l8Dd1M!hwqwQqw&v)#jXPzr3FGle+wV^x>BvHuCu#DRPtP zvG?GIX;>+YNkwCrf|%$O3X{vb4)JD~0V+RqQ!P#Di3okFK_-&8VgdDmlQ8PT+N9$1 zniy=%gw0eb@djnz$(XBKFxvIA*KO+ToMZ`GUAk=FcCq&93i&aXg=@rT;+Q&2SHk+^ zwV{xf1AU2>6EgYcT3B-BRBL{?!U*{>Dt8G=Sm*kC#TQ=cez@xIPDI=tDH{HAy(WyE zg3x4|9~SLS$#JV&h+01g&C$@1%91?!V?;GUVm6Gj6TSl!gubzC8q+BI0c~OZp-b%c ztfh1Mn=gk&88dQgT+zY%Wb3wRv&Zh%dyy_zA13Qq-Q<1<=2^4WD(>s{mS?XUr{;Pc zg{cqY{IU*B54ZGW5j^zDiJPvWqk|tiWIBvhoXQR>V;Rn6o#}Y`XV2DRm(%6|B_kXN ztKky*TJ1a0Lwd088qby8`hlX%q|a%hR|Ya8iT69PAK}&-Sh>p-qAYA>@n)A3_`$r*%hr zFg;6FpV{}mD2!eKb&8k5H*{r5WY^I=JO>LpR8{cYkZT3lj}Q}M>73`3#+AX^a$#Mf zX};PQMLvkosi7(kU1)|=_tjj77OV0b8eMWe{2$BJYK~cHv>98{Oz*NGs~>1-0ij#! zixc}%r_kLF_jPcE#J`7}U)aj0Jkx9F*DCZ^)+~J_L*#L17ps_|9&-phG#_MAd+M;Y zWUpNWVERH!ysw4Gw^E7>FmL!fs|{e>IvSzrtv!EUq!*Zw#f^{>cL5@!I3G=*8*_He z#kYeL8;2*qBDH6(`}O3-mYRF&;XSVn#ySIKZ;+YXhHbKvVK~Gz`R#6Alx#A z*g7?2Vj1<&u6r(?PeNkzm!)|28hX;+$Cf0LF{t&aD|3y_KT3xMC0JsU8;c}k67eN@ zLL;PoldJq`QLLvlqExTuttGX~z0}qmzFUbctM<3j;P|$rQnH z)^^uYLD1T%(JK|(KwLmkDQkQLBW)-yFJ=?)A=2v48*CvJ$xwF{dJwdmXu zt>3S>5JP9!9 zLyS4SskcCPaaG8bP;CZx!fD_mhinbm_Kdg%+MW@A%bDU~y|EAfTMn=8VwQHJmt*(X zcLP4Cc1~iZ-4!{7Zk^{FD4NiL-Yy$RG&LXc{C$n0-0k)z@>3)5D(fCUpvX5jtPNDy zRZj`L6z0Fk&*@U{1x+}jk+Fs^b;HjOD-%HGmzFFT zi8A$OiA=`+w~3G6Q+;ulY!5W&?f$vJ2_2W@*X<=EvNqMh(llqMzrigu1~QAG-9_Y2 z^n@b@CZa@+(8FPEj80)IJZg-fO(eQ9@pZd~pbi@yOWv53h7YmcO+WCu$#zt=jTm&2 zGR~S#oDh`Fop~n3qp=s5P9gbXl>~iFjmtBPj-t>W9mcSXM@2i3S8T0Gk#W9ir*mbG zx#uO-G~P&NejIaoI^;4Mwu_F|Sw8S5X+HyZzeiLiK3xCjo%QLj(bQa)?gE+cAr!}t zGB9xX(FT8F$=S&YVs^#aKdU1b%HQ3Rys={o>Sde7JQ_+V)pSu`$m>BSNCs%EOJ zsvS$?#f6j1;;#Q%F%TgO{l7)ZqQN_TZ`eq)^<|X(KMOAPYKzZ15L#`fE}J4AX=9^R zrt1q8E0IYV)N}^T+hWk57boJ8@5?SN*W@DD8~2{?>ufFfv4FmjM_z;9IQEOR@@0D1 zbx2hW$abk6Q)ro(O&bH8tagG&CQ}8Z_PCcn8~eVq)MVrX|=jJ&EPVB=mq@pVSD0k2jndk8^AVcUsba-#Gyd8v@DxJqSxTQ^(IYdh*sKaY=~e z1s$!>FaUsO0f@tZVn#;>v30t8UQ%b(8^kmY;#k3W6}mYv*ld;i_tUkX>DO~J#3ELK z36uM(fJoVD_hZ5hD=I#L>DJ8gs~%&}f2A(V!I|&sJABRQn4C_fa03YEpn+&F6^9@B zQ}}HSbMrfomE>>*ZrK=(0D~@{xV#b&f^ySi z8aTrsFHB{$cCu#_+IHB^h;g!tkM!-zdXL82IV))Fu+Z#3f;wNT8@}3Qs`VQz*f3;6d=Iuti&&hx+ zsnCGHr))~u?(6O}9OTLnDRVpvXxKzk2mi6PHvw@&IQ%qxV;DZ-1UE7i?8^~ber9$j z>?On=^I4Zq4ux1#r#-P{y@4sy&J;vEH)F+iNI zD*)xeWKi3(>CXe+Q{r|39pSfuG+0o=EUP?*N<8s&?`=yg|4Oh5K3i1Ik7mu^pCTZOly&$z{SdpK5)xUwC~2VX z2Gaq(Md0tK%Nl@_#;1KCMb5yuWmYMo`uqmITN*m? zogffSdZoPu3khJ+S&S)8|L?)R{fUY)Ju>^FwS%h5dOja&5Kgf}B&DZv3smO5O#I@Y- zPXYQQFalVD_M^ylQP$X ze@&kN0d2$Zn{`#w&k5^kiH)1mX3aBk=G8zE*f6X`TQ|YNf}-17EqXt&ES8ndHxdgU zd0FCM1H)SnokWXM;3#KSr)(<@C{lk^^Qu87dot7pUh-m>;w8c*pjhSl0=AbQsu~qz zES1tf-X3TAr3C_$gqts5)A^xk_qf&3tGAxs>9#T04_kLWfJ!2gBpFpQ_%fj^h5x>s%6+=rADNK$71~a^+L$M3iyAz3~EL8RX4ipmN~}AYE_} z)+CI!Jb!{}^Hk6Kl;!$mQus;jf&)`6(VIk)h>CHqV8ru-YL^hSL~AZFYS?*o>#i zO2@AS=NZ)zU;Z5U9H9@BOi9Eeq?H&|^E4Q-KZj76K0$Psrgw$jsFCFScw3?D?f#?5 zGaZIkXyr-qa^&#w>#XUvZp=gzi*;4M3_GK#I4ih{W?D;6dbN^OW29yQ?b4#XZ0eap zW(KH_4_UJn*GxWjs4@+%uL%Q|!fkk$h77hSmg>)w`-5KgzBBVVVTPcfSpwSiG2)Tu z%Fl1B91q*%j%$99k;>Oz^`{P*EQRz>qG`8GbL0+_x`vUOc^-2(lp4$#%esk2 zlAYt3WqJBiq{%d)wl>SR_@rom7gm!DA?<)w7DM>J8S-XZHe-1~b*m|^x49GkT%dV1 zjDO($8pApYdLD<*Y8$3KTH9j=Qp8y5g;`;ptn-6rS*|^0->iWUO%Q#B&)!z9EtZbZ zC|@neYjN={-FD~10VAPBJGCii%TEoZqI1U0cM=rmS!AaOP4@@XmVL+;@Az-lc?E1u zM~yUMTO1p6X^xYSrvTZDqBK8vtJdQPb$TIkb{rVkX_ z(4gKpBiyq*TTRX1b^d36;ucW z*T6%mL3WnUx1yvYO5+*$vWmYxp?I7aGk$BLeOlDc&YD_fPG|0l`qoq2!o6Zb>$?y9 zPFccsh163V)WYLRC1Vw{+$^)4}{99AJ+wj%m}KY*Vt> zw=-v5!1u}kXa=!o!Uirpg@fjnh=sw#ivPDla_=jadWwt1=0n!vX849iXaym0sJQ(X zApb)`iX!730y5UR2;l)nzL4?>{WIpduJB|OA3+k&nl77N86a<#nE=}VK#bToOS{)f z#cb<{)`2TGA3tK&cHzG>6fQIr$PEPEg3Nt4d&|}QORoM&n}WjsnYeZQWuuz)Do&$F zQ9!Cos#~GwwB@g@n5!FHw4PZplk%(GCgjQ zRVd4|w!(659xI*}f{6Nk=-x6gXAUpmcWN|$tCK?$mCgN4P^QqyGP%Jx99J=|o&UGqfVtlp7gWxPx-q9yX(HPbp z*alNgP5C3OtwMrb1frDfT~h%M0HKJ@Vy(P{<<$qBlbn{CU&W@k3UuIByvJ_+eNus! zjnwCiWip@;L$y9ezO~B>tD6eZ$g_=0w-)JL~xs@W0TiF&+ zyaa;9nEsxQ-E8yv$<<}jR<;yj^!I_@%u_NTRUd|P2u&lR<%AejxHEJ<6md-Rm&r9? z`H+X+!m+N1%IJPEX2(&>aa*3DR1sA?_B@%qu+IoJ(f#l>O!GirqGjVk_CtvH2JMRS z2yDKPu++%*#jxGveQ2Pr0SWW<`}?kW#73GCe(BNmirLdMdT%$PDmV^}2Fv~B`Mw^d zN_P`R%St%}J6MbarAF-OT10=)PZ;85PfF39SGD6L6MZsH{ec#YG3La~^*zbUuH?QXMz1k~Qn~GWv4fSxNai?A zi=Z@9iS3GASyT%^uzS7Sgfyw~@6T#@)Q<}dxWJSTt;XU&i!AX4Y;_8io)k@0y$6Ok zY<#pe0XpL#k|d=``x*prIgT^IeU+Fd7LQ%4r3m(8u5L{*S?TP95}8v9gnysE^HUH$ z3?p76Q8qDNmD)ktYTn>Hk?lm!`;Aw$kIBD;}4Qiqpejhep`$pL>io=z%9_6h!cS2B{}$xdth zOB2F%$}aRtQto&*)Rf=M?BI;a{gYPcq~bi&Mh4u#(&|=G|AzDrP?g7GUkW6imp9;` zq#Mb3G4=pnCyv-ks^uxzt6&e>JO$a}k!GHs$+IC%U>XC5Q2hx(FMnP$+n?e|+g9n% z;DBzc1@nSsUem*D%wguEH-FZBNO$u3eCImF7gF^`!JK8dT8J-_`FY~DFd$k9f0lHn z4KeLzEJ+w{-Rk?OdM-qi?6sFo1uJ&Qtkbjn2%S!7SaOqJEmQ7 z)g_x^()-R8RHa>so9pSwf^yHAoz4fQt`zs@kIy5`bVq%@zdR}Q8kT-cRP>h z%MX>LS-m2aq@p8Eb0s-z+?6)!GvBSvEJU-5DfsY|X=6&Iq1@FD11FX`LUgPH!-ac@jm_c=5b5l?cR`yJ#9kQF&HeJ@hTXM1 zfj%Oy?tdxQpPv#!K644}YE=0>aMmbZ9+MDjQYvg_isN>D!g3VLCv#Pey5srF~}#KY~7cjG6dR;=vSfY^`il( zG^3HYT#|C#n<KXyVx#et_9e&AhHuurq2$Mz>+o*V`)J{LZ#Yj>Vr*8zW2MU~*3u@GmCElm(e~ z;Trb4sFowmrp>n@OCmINr=O+*{(H@NaS^vHb9jmj?1Rh(oX1*JU#XkRRP*7wKs1J`c5@>^j+Mta(|i0$ z_}9x<2*%E8hp;K%ExTUYkH`94pP9-Nk$sn3)d7imc1Nr$nI~heway#X{uPRB{e|<$ z>B4xgNgj5X5U_R5tb!wRX@OcW7geqD7IKyYyURoH$)*cJ-Y?T(NELL6lA9LFr$R1| zer6G3&7j#y(q7#H zeF#aWx`qWeFU%sB&{%k9UDTmx#xw7GWz|3hJ9qGem7Tu+cai&S`HTUFJtpSLmWY2? zTzW6?^GT^ALtFmvrv*by9%xC^W_hu3qr_LfZIfyLS#t-c$>)3V3L~**4HTPfe(Go0 z+gn%pX}|HzTAnKAu1>a=@#qT+sL%=_u*>Mg$T zm%CU@p33sTqBj@-37%3nn(9H^n;6sXVbO@MM;T+X;co4(v=iKV$j>L9Wbjmg_9GXy zFFz(Fenmw`O-h8N+4vHu>mZx#{BGv`4bneSbieQEKYzWsr~6OE#b`aK7zBeX-t^Uo zkKQo~d%oLhqt`Cx^LyIeW)qun3tHD6aTgu{2(oCw^qxLAp!y*^sD7_q6OE0XtPH)9 z_~h5oo!zkhFGAqEz(|-A`Ya#U-^ukY+5z`P8}NFFpJm1$P4oGvs4cVK`!zSC<}7v& zSOeOx`8%;+mbLu{yPG8+$%E1{0D&m_Z~wFUoWddBI%FSEN=LtM@l>9;LKvO@l^R`2d+7 zr`9#^E$0KW5fnUxK>;3Ls)O>~iA{z)v^m2VxgT|54E?kO#a^z7mcwq^*dg}jeyb-W zDPESlDmO8v_Q5#^PTC6}4c?xqU=l84N#Yrg z9u2Ck>~t?}A)S@T5s-;Qzy?d-K%#WZTh|){FR~)%AI*Xs>KiMW2jYm zAqD}z{%P#*(29K1*)QPAb|kn)2wg8PbS0yk+E}>@C-qAJ_%X<%86P{PRuGHTQKA!Y9|u|iKMD!COoP6Q)c0bX>k3~9dl$D!<^?iM zt(+cRAC<(f3izf8?{8*JUtf1sCx$Ja1#Fisn5rYtM8oG-qd6p5JBU*Y*9FZK4oV0ity_?u4K3K34e3eW+0y)$^PiY3 z>M_F?ynIb807&)+#zr+_!nH0_dL(hL_LFX|^1xFD~$tMZ5O_jZ(_?Onk-&4#CM z$FG+wsbikBs2nH156|8rB^GtYxDc`S{*Wbh$qb>u>-D{9 zTbbLpBq8ph*uDvN>XN+NbcCyrUNG{dr!^N;K7dyKY26r%`pZrB&^bK?4OX9nam8lE zvwzQU;iI!-pIZ=lDa7fw>57StzH~c!5}!J%)&|LbgVP!6CY_ufnKsip-4=Npnb-m= znGR@<583p%3gG{`m_l21N#{#Sds+JYFHVo%-Jk>3Zd+2NCsv4JqM9$V^LeJdL3a^V z8A}Wksz|0(3Sz+GwsO@Tw{+3|eNy66(!=Y7869U+GWJ|a=vaRItBzWTCBS@CDLEF# zWWf7==TXtt_-o+-5p-YSO=73zB(DN)tJ`3!4gf+H^gKuk`y}CU1 zoeQ?B(%nh;ui$I@#eY0v)NHdIUzcw#95$V{w_3^W zmKQf_k9}UVQXE{Y8TKe!IrHfHgEo<@ zmS;Jg9ypjrb4{vS9l&M~X{oKP(d-G2*W_ImU)Gy#a2U&j>4SmqWUGlfKvl%aS&?gg zCe6xj;Vf>$gP%EiGAX?+y>{)(odPq-p>p$w8mDn``!e@UrNv*Kw@w_Kt+kbX^2VSh zVXh+#ScYOMne1nT_kX<0PY7f(>={pMQdDL;8@h3ABYsBY(4Ow=KbV~*%5{!chqv_) zrv>%wmA#$6b&&7xKQCeCxMJ5|wgD1mT8Asf@-AByb)gY0ST0~3jQm;7ij;tK{hn{= zqAYg-x&e#n)D9%lRJyGtnPPs_*3m0Z($6{XY5YaUw;Wh6pjYrJt8MFnHc8{zRc+J|L!!L3Pd!J52OT?!vP?{cCfU{~XP?P>mQp1nOiDMz*>ShPx6b80w zvUAb7-ZX1Q{~PYLdEeTUE+fTYKff#ZF&@_ZXw3?(H{ooYp1+I`$RyVQ0Bg&7^3Z;4 zdK_kA-_@6BSJ6c_(3yQhr^((D*zbuqI8G7};+JCgkkGY`PFb6|sI{C*-;}Gq05lFJT5oF`EG$5dg6!(RlnUB_dL;F$%nG6I4oJF_7x7Xo+gt-!s zXVk;Ve5gzB?o7#}QvRe7<@cj+KbZVBs4$?_fKE;i7-^uRC!ISh6n+aYh9kRe!rU>&V!oSyhp?|J1b z^%!BH6AZV7B7ogirl@TsauzAstipy&H*2C0ax1!9I@6dQrfvt>69TvqhCl7-Sl1pP zRQQ2huZb3;DUY6YXlk{CIYd$)Diz7)(NrguksHT*zbtBD`@r{;^CV*X9uSotXf`&x zfEqfk7X1wILS~<b876FXth5`xZ^j^p~L2x1WlCBF}9L? zTkPNkx_7npL3>wKGo&so0 zSG(4X*&(~F=}Q`uaH#5qra)TB#^)QrNcp%=Lvmz+Vq#^>I;1+S=;yjbyy7y;wPJOZeycb`svK| z#l+7>QFBwWTfY^RC{5-F9H)?e+{^_i3B_7q~>9GxaM zK$Q#WRyn6?@XAAlLOj*;@V?7TfM>*j76^o$nz{VmN!$JH(vCBEw8G5IxaDr0GNbL#b{U`>;oy#`jmuXg9qu0C07GBY z;6f9HL}#yGF6Og_aD*^FF#C?9e|%PMox}PFpKl$%As9jnCag~3@V05o?|)3=CM~2) zzI3Mez?+yVp+AAf!*;5f7dfmuYR*0gh3vGz;AlkpZ1gIzQ1Z0@f_c7~Sg%+8*a=g4 zYEOfd%5Ls7Z&lP&+S>-T$(V^>?mDH9AsyWe#3*0?I!Suvdcx=iZ%TEn6$fhxBL4(Y zEQa4jkd6G<^Zj$L%hEi)#kTL2gOL=m<>nLG+`j-_BA zx4ihMd9N}7m0a>*8p)UVU6D*>R8?wWwA{{{jLen$BN<@7L;l*W{>KE8kZ&cJ$PAZ- zjbxwES*|H_WTp=*>_~?OxkA=_@syg(Q`p^w_v_JO2h6NnTR@sxwLXr@y>0QleKB(_ z(&x*=Litmx${>(x>mTk^zn%1rpN4)Um^i{ecZU6PqcjZd9j}OY?h!OfK{Va}m9ol@mnr=__5txM$H|K0yKhdW z!GdR5-S|ekcf^byGl~wpCeQ=DeaS{`7L&N)gK5sJIyihr#A3-K!s&;?>?$%y_`5p+ zCWjPb!Uk(@R^r6<>Q2)2GK*JkhrXy)lY;E};7t*}!QS(8jMd=k_?XJMpT%H>9o1jX zU)l2UvXZ-#Mco69sUg4q5D(b;w~n?b7vq&_bKhKZ%tD)00CgF(M}S1(r1Nb4to<#1 zlv^fEM*d0}+2q+%Yi&Oq#R3aS^dwn3XC*;bH$#JwIO$|Krdes=@ZP4b#>1I>O#miT z&2y)FukmR(Vt-#8dafpAR?%m07!JV-dTGT$A>9UoKtP)4Ym$p2R^8wq_`nN=^^r_Ht|J-Gl_Md)Bj<^LJGWhP4$b}K$rdfYWmc;FOt zFDN8_O%6`H3K6%MzrJC9d(sqpz4u6kjrgHP7<rXp3t^pwnpyT6A6u9AzH1;8F*uKNA0E75D<5I4hH?G*e(}cXp1lPnLpCI4}|cD3`@rJTF%N zc|P?ZE>QgK1&)YXmGb%c0(A<_Q&L2=yHqWQj1lfB_v(9o_`93`Wj`z1wm3C*(mGEu zDHumKY{YYiHSu2v!oU?EX`AS zQH4GZoD;8EW{Md^=m=wam6)tTzM~pGS-#hbmh5IQIuP|tI*jdjEG9Mg*kjpDOVLsH z8(x|d!PJwz|C@)z`}h?MrZ5I%&x_M9w)o%Fqt%ty1H)5wA$k{@f7d*zC9wTDgVi`b zh9xEWY4m%oC}#qhc;W}NL2`)rV!wQ&%|gQC`zVJN(B}iWp#>&U`SI0;D+Zs3yoeWM znvHa4X#Nfm5CHp9C}wl9Xi_W`Zy;+-&R($qXFC)>PE03BGAk#SZ>jn;EH)ZHBUgQZ z)0;9S-C?6MRc|C`hY*h@&m~ z9$4Cl6xrO|746F2^qb8>H1U#)RIoqs9j1K`CNIvwatcXho9&y9{?@Y^MCr(}!^w&q z;P4_;5$NX&M5FD?9yA*ux>LsZr8o8}ea*>`Y$MnW+JW1_WTP8GAp!&RBdO(-v?j@{ zCJ{3{xT7I1&c-D(+bOO7+LlUhV3)C;afNhGD;Sm}T;;%M#92#qJy3@f z;dZfbnlDV5K_GoXV=EV)v9CsRE(}$TbD)`wuQ}Kq9xS}+s_!S$;I)plRk5VRzZ;N zP6_F5mQV~DBv*2kC8cqR1u5y45TqrRknV=}xr^W5`>(>~-X~_xoS8YpdT4cs8r2(5 zT>PFitM*SJC8R18o6$JVL6hc`B9vh$x%_`bPn^JhiE`eN4FVp1)+?Q^_`Yy)`_Zmr z?#F`%YOUfb)gylR(^pf&XVs`IR(lfNrTed#gA-IekhvW%PQ2u@=^JE@&XLY~_7GKE z=p)wBd>q>R2l5c0e@AqrYQb&Ur8f#=Fn&|PUGmSr&R6XOz_b|0T;rZ3f2L8v7uHkc zem8~#3L-{o8EG;~BI8~RXD&F`#4lz2lf2|;HKcNksE>}iA2qF`c_kcyLj&oLp5Xp}wlRmH@h zra7(Aj>j#im&a*kNK|l@!;0!36n9$T`?|4+1VQXTfYn)WCsgx# zd2KuJMuUdMfL`fJg9-Y^gtV&d|LxxJf;BAOrU6FXFvq*{!>d`wA_0n=KqoaLNUHbz zluDsA^Vv|oX6pE9lFOMadh&p&~ZGHdGXZ ziE4hkGg;i9#;2VfZQTr%VL-7h5E;{%O(vw*$+AnX{{6@J?aUXpiSDDvqQ_uZH^kfm z{m(ZmgS0&fd2#}(MKqeIj~xHYIu!H9T(-E+&`i_jRe`QtV{X9*($_LMb)S2_)*)Rm z{V-x0^jx$J0Co{32dv>IWprxTgMruIO$G|~p!q>~i=c}fmP}77FJRdm?`9^%A7o&j zNl9LHWJ-1K_E;SQ8BSpQKXb8{k7nDdiDo>8XPoG@Fn>Ef>nn)Do%51I{oQMWbe7193AD^-B*0xjOG$|s_Q-YoI-?cxod($zD_YEO8hwPj=zJQ#Z;(=Ra>v@R2POMtjQ$20Qom zq-od*)yG|Jn+cnja~|B>98RY>K(Xif41`IVQ+KNhM=YqZ08XnmkkrA`Rcj+POeI7B z{juJ8>v3MUgib!lbABhvn{zX{A2Zru)$~PLfTUN{R0raiLFv!&F7-($2Twqccg;Z7ffSHDMiPbjUj4}P#zRN7s8vuU zr8P`0H8*JdU$C7X+{+amAAEB;)Z!8u_KnTyt4bG3InU*JNby&aC;s{6yf=2UdTT)o3P=YtVH+1gDx-84t73F|W55uN3^$sr(=T@Dm}Lj!};^X9ldRnKeNWZ+Sn~k+N#_mFerqA=+_I~!~Tr^S*e5%vq>g{_i%Ss zKx_wAQ1m@3r)p6lvel`4*mPUtg>@=N{O3KA>uNAtA+Z8Q-2)0~!Ht#|#3@{{O3X1} zfs7=sm&c?z3oictW8&Th3*X^74!uL>-OWg)H_lF4dVeqFg&S`YJ$r9|8~3G!Prc*^ zZ5J8~v_7A=)U{u24Er2FBpuPwIcrw{h6x0M8rsv>BW@3buccG-@b}VAgMOa^t>5_t z#8}D^f{tv4U2;8b%;Yw5vFjd-Z{vA&sgYqT$uw_+s>R7j9l_$CotCsZiB$<8x(T(Q zt-}Sa2JwV*Ka&o-mMkT=E`eU%*{}+aFfC@IJ(ge}RKznu0zab*u)mz7)z|!`+05V2d_KT)t^5(l+R? zyS>X&R7ywSGeS!9E?Q|)tyEZv+ZRKPrEzMDpN1rv4S5@Zu zJrVj60pdDbmGMgIz`CGNpegDrGXBBZ7govmKa%!R_$O#j~fGPoQ3etFHXw29^xv-*c$-OR&Em)#hB zt}U8&HuR$A^7EfS`%676N=%^)ng|r6t;rXHltAt7Ya)=DXbv>KNca5u{x))TXW~r& zf2xlWRcy;+^!ssA)K^2ly}S4=1;6gQgV{xoy4d_oQs7iS7G1`#)Mexxtz$FnMZ9KL zl`xc3k>rsCzaA9hbn-}lwg|?&yEDSd2-v#D^S_>rbek(xIh~5aeg?(Gt3!&gk`g69 zyPU4*fAz(cH)d<^*$e4M-#X0(RYKgUnrr-#yfKB-^$~o@J2Sc|?SFwo5HctEO4<7dD3R5Z++uyx#N6W5 zNukVvWFm8~+Njb3WsBhay(zViVEIbJpC(p9-`OIH=mky1wSgKA`zym(j~TBYyWe}V zAj`LtXGwHQCu6FhnB`nay5-MpB|yNKKh?y8>#!$)=tJ-5Rs&6_yuxM_t5|Y~y0|9Ze>Cs2 z>^@!{H=%kt^1DwmnlJL9py$$#B!+hYvPotdMDnm8EKO=NaR>=SlH=4Kl5cFxrW#o~j zYiShFcXs~SNX~TDXrM@Sw}p2Dh6+ivP{TB(YJ#Zsxa~#!RTFt=P{}~)Gk%{Xgg+G+ z=blpIH)S#LyFqf?;`4SAIsB$)(Gw z8u`#NRPu3QH;;K=WdR&lkEH!oqg3KTi8?1n)3KUeE_6L>Gjd@YZI!;gr_ z7AG;Nb%ng=0(?UE^#R4Bh@v8Pzi|sSI6xB3U%eHH-Q`0>M+2<-atIAhkQ`C5N0WrM!NF`K%Zt%UPvW_ntCCW&Z5TYtG+II_#~Dg}Sk zZxU;hLjzMMXr=685~+ut*ld>P2n(nQ1_}zyB`dISfp0QsNcU~@A0QYZv8-Z?T*PiX zW(;GhzsOF?2hQ!5UeQNm<}j?`*KltRoh9NM=oQc4F2s1l&L zLm=t$3_GP{bEDYA>~C+X!a>YLm;~=DNhJ+?iIG;^(UGrhuWw8mM;P4A8DLU8*sroG z{TsfMLX^I+4HAHG7-jY=_JHny=)bA?w}neb`QOH|r{$C3VbP}#(Xyyj9Is~24rTM_ z#|Oe@&;D@llUxTXAKkGUk&?thK-hNb+t2v+J-$>V*44z5fl@u5kcBU6oXJTMatc3q zlJ&YsuDi4Uu(W$=%6V*s0J>?My!xpnD^SZUpEl>)uD&mKj?o2J|#{hLsWjo1y0 z7IET#bUe+<%p;<%MyOG&tPH8-j3$TNVk<7Ri_=n8p69!{MA2gKRjalEz)aNwT)z<8 zl}_GPj&2_L{Zcm1=PUkM87^?z*Cb}9Dn#!3LTr3wmN9SH=FU6WXk22A{iW|DS@_%~G8~xMJ@mJ_x+A!=7?nDCZ zlW|E5@S-yTq9-ju@=_U(d-hr;d9gj);S!Kpe;-eaOEG*h$3K%5A}liF_2{TWVUNpq z`vUNPFAeI_UD0>4&zWqk-hmZ|vGrrWC#94CXb#TlEI(VMV|_6H{)^bCeVSgGd$CNs zdv5qoeS`<~TYJhWjJhtoZV7i9*fg6mf$w}xMDu5(Ga+v@%Ld((EqVro_>Wn*QXa_9 zzL?V5OcKDfGRJ^#)C!c10MMjz?zJ(x*m4IPo|eEkvU2atS2=u5dIvlDFdYMXnBXU( zn>{rpc5N8{OqzrsM{4SLiBCeQE7um-!F&nhmjZOS@VPlG55IeaptjSro@#OE^d$MT z=gj(;h9Gp0FX|oSPYraus|-+q73<%wnHw_@T3eIkxi!nS;u8F_N~bSYw(FqX(xC`) z5btr`F+wSW?48H$fiJ}3-K2D08Bv6hW={!)FC~~ka|l8~dAdO&zg5P|c-4i>^}uw# z-QW@Y!JkOvZxa88bMnhVTxl=teWi40nH&UKz>QyuKrb2mes!gQiTN>I4+>0!Y6%=5 z(yOitD-?BG`HJn^15*iu-><80gY(70A5iz{56>;z-zv|oaF?KC?KcT1+%9e;r@!F}S6XUZEDo}DCSzTw+u#)q1(bav{C+ONPalh>HE>nvfZ z%)RgdgjTl{cDnVQy~KrvCipp9I`lQlxKzb_?qiaL1^8prJmL$4! zcETS4$+r~l&k6!KlpD)UXeoGVOR_(35OzLlU$V?$bW&^@i0I9`nrG+v{=X%*4 z`|!Tt8hql#+}?bN&20UqCt4Z%U6Uh}O1F{I=VT8}_~O=saO#Aio6=bL$#!T2bm@N2 zE8CrZy{*aBZjf#t>nkwFbmj>N^r}lnBKUkeJ%tw~??CXUscLT_DfH2Lj&IUVI1j~` zjhWKm6T%)>6(`EJ6-|z%2Hd={#Br+Gk_LyF6%AB-SyWh4i*uLBnW6974YTko&>|=N z6^K#mkYS#BlL^zfrQS}oTk!V_h(*n{dyiddw`b^n>L_k3B*pQGf%*bGO|w(y-^9p6 zFFi>`q>bA!C|axd`fP2%GKktOKZU=%a-(W1913R5AC@1x`g$?%u8Po81WgHCX=d?p zTV#PA;^yEvWl!%@TFw_xlDLkj{ z%bFBTCGh>6hyxXOMGmB*zYU{bN?;d72W1ybd*N&;^}nq%lYpdwCI@I+-r}Yg8ECK* zk0{)+?x3eBTLrB{NFw;*EH(a;8=H8Jd0SvS&J~s0cy~E@xajfP9kaXSXzGS|ev>C4KRM!ibUbjvGZ1||s)SBh4X zM7TMXqZ78+Bj>A(CrhM8u2?%tqK=&C5^gmPJkcc%HN4O4H!kocRIBKT*!ZX+Fl?2E zY)x0=y0X3HbTW*jXph4IXa+|F7&Yc06-AK6u zMVn7cjiW==(d8>+;|K`n^(krTJePVH4F9XorHa(c{rafViUnX*02I~!)>|KVbZ?na ze~Xt%FV0t~H3Px(+xFwUlWjT1BX^s}y!kA1dI#iDc%qHu`Y@v{L94rL+rm$q_@R#< zJ?$4wNv>&d{M;z?5mZm#aeuUL&`+goAhKZ~B0?ts2jJ~9i5N371;nzVjy@k91L+cx z?WuMEn1GFKAN?LVQN0|CqGLN3;H7C-bN;EPCqyhN`0Qw9Eh;Ay4N39_KZ1sBk@wty zuuzab=15U-d?V=qzhdjdlW|0iZ77-Bd#+pARmkCfHZ8c|otQ?do_!YgXX=5~A5N-V z!YgxQOk_LLp{HDe9|wC&M}H(@q0Ww(Hkg|M)3-qA=%^leB+=N?hibFF+2}+FV@F1U5u;XdEPEH1r=CP5Rr%_#@+I}YpG{LMw?jwnHq^i{o$?xuqkAn zUwOY)Eb0S{RxOX(uru7m{VC+>Cgl!yvuzsvmpqROQk;edKfpUT=D1gg9U(?xZ>S$Y z7e0i^)@c&;93R$1)fvKCdXn!*u6u<>o>SMsZY8)HXi&;s+fv1|2uyf%{W#UcRAudE zeDj8zK=RuA&2?-6^oiHtj1zY)XW70H5Ao}-8cW^NFPmj?0j$kn7-;VS%f54x!a~SY z>MgsU*BV_PO|DA7E|5xc6Jngs9$bD(%x25vD#_?6?Wad&33Ooqn{u@DZnM@->}9uE z=%fx=VxY^kyL{S5C}hQavwdd`{H6aE$)q`Je4?p$vhS?1c>FOySmo5gJytiYW)P9A zB$_g4ge?%nhZtQ{a@^Ky6{}m1!Wk#EPCgKILg#eylqu>>lw!mY!-{EkZlZL=i$2;) zpzT%k02SdhxB0Ca>j%e1wZ_GjHc0Fr3LA_8HXdRkg%9~7V|WQD8!I1*CnEBwq#Xd^ z_vtcPG}88(nZXl<%DC{~;)nTo9J3Gh6onE~{lm|9QN&*s_vacfi}^O5(iAEeHr)FZ z5hmnmsr0aZ?htP-B1uH;sH|ADr9Wh_47g$xrz65f;v#;oTYKGt)R@`>4OVHCqjH7N7&-OIlYJM{DWrd$rNK*uIxQmK{fj)i_977s za-qCqoVU=#eX^bbrCWIDmOLoAg}a&7x!`v(C2v{@Lg+M!7gKp`*NU`QoTWT0Adf=0QcIc+@Q8~stKcSXw-m?ksIO?7{?^yqy#oDPUkW(%W1AEc zxi}|&0_zR$J?ccejNZznx16L*K2k5oSEW6@STV2 zE;4#P#9#S#*1kaqsSwXia`7rqh+KHkrKC2O@*022ky! zNFq8A*6c+0@G5J7iEjfo2{LeB`7m>@YL^XHy{@&@cG<>yicx)*!_#;Fu-*V2Dru{(ftaZ0 zslV`eK}4)7v2@h^rY8(B5c)4HU`qbBd5_kd$KAFS8Ym6&wW7&=ABdZ7T9@l&;wUN} zI(@_WcxaF+6&g>HgCH=c+W5YE!1(&M?@VvjCQmmMYvV6Gr*6?l>zx-a&OL@Eo7Z?_ z6HWe(L)|WB5?m%_ba^9j8_i=8^;}{?5k>NLA#y}9NIXCjB&j>`ffddC-Y;naGIbA9 zDfCiCLv#ldHeQ%IE{z%Dqk$eS-Mr6~?o4yM<*ns{JU z>~nz+!8PF#B9T&BgyFvE#Jw4!bs0Bp8}AWghWxPhjg`@<430ao0ypKC8rl(Zm3q}uen2%-Gk`C|x;(F3a;n>C^ zGwtrpWht?Km{6Y+1V+QR1OkvdVBYvF{4;IH53NQMWaEOtho~9IUR2S;rWVwHYa{4g zU_EA?&0A}nuH2d)kTFbpPuO+*&B=OhOz%Uc!2sy8IBpLs3iP;fY_SJhVXkP9soL5E;xTHIk=d` zY5BaWXMWQNh;ty307e-}P?ZaBBj|_bl9aXW=raY*a^th~Fc}1=(2Ab;&$q=Q9p8_h z{ELpellNtIrcUgR?7xwGAny03?`Xoxju-G?4^pq{rFb;tMOcT9 zhj_+Ri9TI@EomqWq`{j$C1IiBBt^)k-_!mXtNv8 zH?fy{&$SO|*&A;L>wkQ97HH3sC8 z71i(<=PNLQ$B5Nakavur`FElM?=fRZd8j+h&0@>m^wI zmOfW5jU#`uF2H`VDqQj{{NO~EDYWg6ycOHhoaRxH}J>mdTjStn_uRdV**FS z$)vi?-Y=D>j63QN>FN=S)4 zbN^hYn+_=*jZ8nqHX2Z^Et$_HsoM4NKw=KLVb1!FHlo}*^ee}$#^#Oq5Sj@e92m?E z14>@4W@3~yoQg%EFEYo^IDD13;}@~vl^V%+-VBRhjGIVtt>i@K>7v$t)LW&eEIiOey}xrgP^Qe{}>@r(_Wk?s<|= zeYu9y@HAo);pZ+vcFuX{+zqSSHMdBdYy>AyM`A%QKNJa%94-~zD|ym1pw_^Oj(${n z#+h^o`HH(S4dxzd`C$^3 z03r6FN1Yp=Np}wDOvh;ko^n!1lVtHeZSTQJfV@N=v?ep?5& z%yL4hkM8>Bu9z6B2{!Rz&p~MO>{+e(eAvMDY!T*W_qmRJW>6@MPm%ucv?!xXiSX`t zm)QBqgN9zaOBsbKzrPjI+D#Mu*(TXeq;A?LqL4NOUy84!~MW1K_ zDk61z#k>LBSP&X!GKy&EFwPP)TaMPINm~-_DMM_{;g^+0+nek$JmP@?DnhLyQ_8yU z@bKDEv`wVzQAC5Q%z;ktVJ0kIjx29W$=Ttb;onc3M~gdlPn|Zeyq$aKWV7>ok=_9m zC#*@j+^AE$?=lbSR3-$nxcR@w1aB#+jimJr0(JAoANa>k|K*=)$tmGY;pucqo3d&m z>8n8ClNLbW(iwdxF=RHl1jFh3D|;7DTvJ-2@7QXgKi$a*@g%fvzfVr_N!7g^mZN0R z_~Y>n0AbN!l8O$&3VX8xJ5#*VD@!=2gbQj1=`26RhUsuK27#djwHU`Zjv?>V)Q1PV&_9hPS# zBMeHjbpml%=Tmz5A)W)-hTME+{Doxluy~_@}z2XqGJD1LWp?; zN59^;jv?Wf68rJJ&Q}2sjYmG{X4>lq`q&-qS9R#_y}QwE&d}?Es)8YtIzD=VA@`{t zEcu+7+jgd{&4QK^(^p`W05LX$8V5dG)&=o!w5^2Wjk#(!Q>oa7czh8UC{U9UWDa{x zCB0{Ol){tdiqY`$Ht(-Q(rA3%l_`{k)<*i^bNeWB8@eP1 zNw}Rt9TD@{26~#^LhyUFO0pu(vYtC3I(I3dbtBMA(JJ~J`Rzt0H|N3<3ZLGLVkiBP zT_~*C<-&7!iYZ#r);Qi|g%zb_KoC0rTrXUT3EfoaiX=tlJl}$bze1KnD7@fEIBD@d zU1q)sDJ}rI<Oj46!4na;(VDUvSr#$ao_D$vJdWB5ythgp= zMQ1UhuaQ^V{)SlyVUwh`WOZ{77qjEH${(7w%P;uu1482*Y`6}GSfCyZ_^qsksU{8D zDT9E2bTXX(%N`BI>i{|d>_lAO326HVw3UOCKy+LRDD|TVgUj+~v=%*0NBe=0>!~D9 z*q`3jU5Q>{nekt+$Q8R8IrkZ;JhKth`jkyI!SeL0XYWRIkCiVpeq3$wbeY5#zI@7v zZjYatbuW<~6Hjd0@UU&|^;{^<2tROD#T#xg@4NE&#d2VBnaez*BylD2i24}*S|$MN zB=B@yzTR%g;9<&=+EQ<4baVBd&vC_ie?PebSVutdWo*x=lr}%}3`q{-E8WYAq~R3d zjMzR1gw8#5B~pemBobK#BrSyntF}sn9EZjwdB{Y!2QS6aUWnjMh-~!ez4QYSo#KyA zz_}#h^Ulb!H2HG)9clF_WyuirU1G>LfV8eGV7b!cXSQ=YE-s8B$m8*uf%G-U-0_30 z459dqSjPIj(lc7l)d|Ff{ik~!8ZSFR(J-~=lH!N?11wP)IcTMU>KA-`V={L&+cna( z9XESJ!}_WwOzOA?dw-1bqcr zNBcTEzqDt;(VxXIDKUR&$Dt(eslt-sv$S!GJv|ED_UvKXw&QL`tCIpdGqCj2D z$y=a`fMe`EE$`M@RoSe&%VpcKGt}L#6Ap&YfQGo9r577l#wPAb>Y5Wx%zPwttZy_s z*uU%;UuWifD$|gwL{~-jYgWYf-TSE+{rch$r8_XtS(& zp_V|w{W6kFC^3S6Mcn36QO?cgp9yhC;h!VK;mpGEKpUh!<$nM?loh7LuXt3S9u%$S1SD(;iOg(isTPw|Pkknu03~Ju zW8W?SIrQN|hS)djh5W&ljUu7jE6%3z(JN?W?(Njc?mkbmQG1jQ!hbjH zk?BN0R`Z#NVLX8kg@#x6Ou`n@E+EWsHf+g<|e``wKCJNf*t6D#Ls+CSX>?P_(5rM$NJX7(~o`cl%q zUj-QA|1&EOy&^esU2pbv``vTdp&o?Tl=W>;2YyX*+OZR^>~$5Em|x&awT z?sJ@jH}im>@b6jBSvh48T%ld{7St>G6zKx5sMC15osQ~UuVws2q8USqD+41lkT z=%DIHz4o8FxNWihbun@#RY`4_yg#nbhK|pFNG?xOtgs%`A5a|d5hze_KVL>b=u~ld zU9Wdhd6Adpn7?-OAa&uz=nc5j6`>dIgdXS&4n?Hh8+zNhG zv2M=Wm0|jE|BrJw&Wi>76@~bf{cYp+2$%}PL2H7^AvMuBg1C7Aq+%T^gv!5v>iZ?d zp>Mrt?UB5i$>*&=khw_qVCizXUR@Rsae7nyb@@pf8F|0Bkb%v>5W`xB8-JWGq9@yz zb?cZKMP@+b@QvmxaLzgwbCLwYKoN0aKfUm6HfHO(T!7xd4sP6%ELAOg7$ZpJ=_8u% z9+N6L@RkI$yO7^%bJ5))jmu*ypCM+v^?>eqGzI2)DpcQ^iRk#VF+|EsLg_*>fMFHO zUy~bQP2+j;x3(pGjv{SfM6m|i$Mf*@uB?Hv+>iQy^{mQc9E$5-g}>#Kf%c8PTu&^k zyIVDX`x>1{ftH&T^p8~K9A#x>rDh}fALdWLTzbL&a|?zuq;Zuts#Hzv1js;5gWH1OO%@rA zJQl*;aTO0%_O5?n{O5Vs#p~ovZ@9;*&gCanrxdRYo3(^>|JtAm@vk#mS8%_GB&&>~ zQJBKAMDA}_=W&)&L(`)ihQKrggz}}J4NadWU*_KpyM0^o4rk-zUJa59@+M2?d84FT zdmz&Sy68`vSOyAX8gXwUwpd)9thS)G+G~`DcHm9_&V1br~4)xH~k7On934`$U>w1N+Uka<^X1JwtT>E@-t$hN$ z#X+lM-8{!fH>ZUX8l@I75oIwSNGXS1h?2C8kQ?^C2+vdjBJ5DS)G*i&N#YL zRS8Hy-}X=HshOH6DQ8$;l(L<^Te(&Aa?c#p97P^>!iA1>jb{J6?HfXbV=63=`Q5j( z|L*gWD7kXRA$P~JT?lgwRjC>s=esuL1!}0SX2vC3a#(vpy(51qQ#5m!0&A0FaMDBq z-PbE{Z+k&b(|PpV%kTXP)tqFYw~#!8ti0p>^#1i_R$Bl$>jK--stn3@GID50?AH&| z(aUG1?Kz^aHNW-yi|#<*2?-~sRsb})j6SjSiRjCYS&=PQ2-}x)W%j=Qnf_k$=jcmq zfMzl){bj9qljR7EgLcJk)jN3$hp}9(dWmI}q^ZF$d++1|fWHswM!Ig>Fg17X|L*J4$t+%K^ zPu>kR)@5%E^j$&6VuJ@JddNy#~&k<1S`C{UVY_ryioN5p~Ci zzvJ8Zmz+&R^et$c9eGlS>d&5&dz-VHMj32a`#?2Aw}wF6Gi57{WA52kbI%qa`I}k! zR`xrAxVOE~rwvgppI*^cW%+i_Ryi5;gx=BlOKfpF6>df>xZBk-=H04Sq|qrd5wK@E zqp`^VmR>}g{f87NL{~cRud+dRQ)0W<07XNN*^=LMUng;nO0)^j#K+#mJDx9EI2UX|(Ggg}yM7efWqtng zItp`!oP8rHi7nsW6Yc-s>zTeB*x9MJ$&u>dcX>1HX$JNvY2_NcATUIvzIT7aw-qhf zvkFYOtdw!^E#X=q{@v;vboY@^cJvokTAz7^J?sSY7r(Y>CCG&WfRs@kv(;*q0L!IY z)qERiSo;L*FEI6ftMi!-*$N|B&3(V5 zmD#fcQTLZ(Jtxg(W_3s|X9>Cud~e%#Y5RQmsRx0~7Yn&^6=tyK_+j$cV${3H0J#1l zq^Yd=Ku|&i-CuiPPUbVFEX}vO&#y{a^ZHG2y8IlG57J4P3?Wv! z(2V<7jBZ5S=yICD{(gm!r%I`OAcT^#w1!=1kp^a;_%rNVRIZv_m7cv~ldmq*k)k58Vo=WYn!aPDb4n^fj@>odsL@Mm(gP%kafgYKsxIQo-o8 zBbPPhv%_yIxJ!}cm%(2D{75=@a?Ge9HuL>k(5wq>?OgX?5_p`bLqM0g4NnBJ3H`_e zPLA{6n#8~K!uClQ%P)*kI`fSqFev4e0jWl=0Je!ZG@Pvb-2_F6Ng~A38Qp zUKT1YRV*otfgA-jIP{V|b*KET|DX_SK64^2UJTV#yiG|rIGc$dP)06aU2YKeb*J^= z@R;H;k-)wo;EqTidfphxEtgX$ZDbFHA?_cj=qY(ePidbvZMVH-PO zF3pU*mEMs%b9Y}eK%o~{2)RG0*f^lvAJ5T)-h+?krLDxT#_}4nk#QJ#+r&#P73%`@v4LqT8u&ZNGMZcOb}OM`qr>|~SIERK z20QNiq=zZH2I*Jz?>yD^c>so4jJ}!d%C9(ZNyoW7kXfHTLQqsfaTJZ7L2DFDWf^M~ zu{5t0E;cFH`_}TX2c<{@Jk&Y3mk4^CI!(koF$ALv)L+OArvHQQbsllMSGeoQ#*14l`iHQ}JREyn`l zH@Ew0v1Sq$pj!|nPf(;EGUT;VCXZ9nXYvoQ zKQf78#xBD^C`v=_>pZwp@rP00y(Q=rC4>wuHab@y0-S)Z8kuNT-z)CwZ#N=!J{^f% zHr)lUz(Ho4kZyatV-eyf8pn|}nCS}a*ab9!-T{Zv&nsG_k0npTrX~h*#h`Au zI*Z-wKJmh9e=j0XOr zvA4^Z5xA!Ncd1boGVb%*^=!rvot(i)T^?@OuKdst?UAN^>b5j%)?Qea+^&D&r`7|bv@|3Ot<0lukgxN)E{ z;tT7?TtW{4i|A#!sf1Csx_Zv;c+#iDB@(3zlNEuaclL~U2o-@f}Xx+DA@XX``Dfu6sfyv&9LO>A(k22z7{`@G(;3JP= zdMu#r9y{PueuDFw0eTkzpV-odO;GswbJl2j2ME8fc(`burXSK3g!|sn zZ=W+5JiNKM>RvSm1qcL4p@@at_-n_{vi$;=mD*rJA>B3d_wbg)qC+?%+VhqCe-(+- zv2D06rpYrr$X6psu0WW{+DzidCN3|38&Y2cfq>Sq_KJFzWy|jr0@_dIR%H(taS|K% zANA9o5k(CgFOBBbbF@*Lhh^b^SruT1dJe$jfo73+HNO#X;%#aZzyH~gnmZ8-!?~iO zs+;F0Xc3}XcxoX;B;#9$M76;w;VFsKguyFyp%?7vZ=Hc)NF4O>DGllfo*{PG+4x&1 zg|6?01*6m!iHYTy@iC_Oc%uubnKSwQ^5Fh2!WT$ zuv853DqF2EKBI)Tj(XU4+rC7Q4^?`{1-#SapFO|_!>U_o%^Wl~>3C!{rv2d49wtdi z0}nDfK^$->RUi<|SxoDqn|u|p-7O0$zy$13&yXz0xiI-7pA%7`iUr*L!gp#ir3VS)HdBGjZl9g_qZAzZdgP5>N357Y< zhnbI070iTyLNgRo^7*+LU75Q-mRWcjM^N%)S2hy$C`A77HeLL^W z3Aa+g%p@8xEz8KI1RlMfF@kr&1Zl_(kaBMJTrG*nU?P_;qpRT5-**yej{sdKNh`PD zSR>*9l$PO%p#4eLyd5IA9FNC{ z^sM}qZGMgZwLP4wW5&JovX*PL0Uc^}78EfP6hl4SWWFcQ6f{%mgNft;PLu=3TtF<_ zFJoj}b*0H9s%ZGV70aWwjY^1!0YgL{m1|8!yy6#$Txh8HAvra?B>9^I3*Ek zoDl<}LJ#I888!uMe;zIMzr)SgQ^Y?=Jwr7|HTmz}4OlUkNtXUnLIuSEg^DCNiL8*H z#_6na=KYGD{uXcQ>_6K{AJ&8d4!Ccn0E%Z%-~r)JZ|`C2Ad>CEMBkS>mzV(2OdQ$- zS^#BU2tSmaAh++N*>Z-g1lX(goYZ&kW^%i0kN-Gvk>gB3GW!29^_2lpeP7o$KLo)7 zLggp4tjru)g5 zI!L6X$yU}!*oOTfHra&5N?uTba(j2DPFv+Ubk$&WbNY8QIeba+zqrAtXq3dTuOi`T<{ zlaMB^m;d=)43O^PLRI}foeb{ShDx}jn9K?1l6iaeX`1wsIX*%>RKKb6Lf?+`_|O!% zT1#8sFPw(<8k!lmQ~t=yPSqzP|um&JvQ=JLBQ^##RTJXwUVljACIzoV|&7qUs% z$&Z-25CFbau$Lz>m}Q1L^L*L`=hh7Jzlc0Y5!L3H*a1uyps_@_|Pzx>O!DgYV&cL=9=Q26qgsr8N2Gww8{Bsc3QY%Ow;G2(?f zGllc%bh`Mft@0hC+PCf){=c;vo~Uwv($z4K8cZ?$pug0`hV|KD{l@qGe2mK5%jZVQ zECl@fo_+JO3k3`)i1b2nSP>ho($R?rm+67=?n&xaY5^<<`=0dFkm@Yq5KxRwv!#4p zs*(C5$5qFyb^f!z6BOgq8G5-?UXq%AZ?IuK#UEdRhaub zQdHquo8sWKBV^V!6jdqYkDK~$Mzz!qCUyMa7V2He-ir&KvZ-pJR=AOPKidqT;RpGB zx>M({w?-MiQ&IWCkS_FW#{{BUIDGS5y;7U8SCTKG2Slo%e1Gn=fXg{d4JRg2pi=@u zutC`|xAD_VA>PlB(l*Y4L`)l7Hm&^}26oIXK%MDa$HoMkjhr?uLG!TEm@9icZwwcd ze|foEhv?!6q}1fSbdU8GVYvA%()H7h%eGIFZVKD#Jr(%-?5yXl2dEq=#-R2+2eQns zH#~dqv_;>gK)Wai&A0Y`7Ho>h`_?8qI52&;LS+vO6zO4E zC`@_L@h`---*=IbINNdM+P+s4>Bk`oOakb{W=+Vf0&GtS?+GH|({7Wx``fJ_U44vB zvo&He-n%r9T7{SvP2M=Hdy;y|#Kjvp-vlKw?oM%`i(P(PNAQ&Rc55(c z?CK@vv93wMwBqP*Dh}qyNPJN9C+{V-27kt8r`zmP?tLizqou6^cikas7YYE$u$xT_ zlEmB1I0f~UuoynQJlMY&Ad_W2IPxv7K-F+7VOy9+zQXTHy-bSu-y;}G#AoIQK0}20 zi&6R1JDw{1iI0=Ws{;sLKbK7AmEE<%+-R-CD4tVL&ir6^qp)J8Ih0zo{70UyOz%N` zQ7}rw9V0S>O8LBOoU3^2;JeT9b${4I`0Gq7a*{Fd3Pox})xZ>Z4Kj9<&3x&$7$36L zk6<}xeECCMR?H9Rd5$A8rZm{a>7-4#8Ex}U$u#pLn4ZNDuRqqd+m;4^ zYJx76oYA3Y*EkyeZW6}5$#_E-`r%KMDdYW>yv%1sanY7S{Nswx4!}sTPuJEN(tdzB zI30l>R{MnnzpTXmE?asSJL_!o;$P8YJj0HO=2a(k`NhPM$hOUQzX8gI!{`w8C#grNk94$p*<_LtIS|QxRjq8{ zuibFcD(%OAZ3wod;J=d-WZTtu>aAu)A-5Fl8I`4KZ|?P~dIq01P_U3-0%Hmx{1iNL zYF|nxJ&*Bp9eb>KZ~4l6)GyE>oJ3RwxCHjjck^=1Rl8SD7DVW*fxDF0zMh2JZU=C^ zsbb$*rJD@Uqq%wk~t={=5 zE!GBT-!Q;WAwGXf;~*b4`x5ts_J)z|3wF($58k17G;hXJfHVix&gHzH5Th!MoMt(i z4F#)l=QfqY_h96skLU2ByTFeb914_4yA`!siD@24M4*Al7Nj?-AGm7d@5AH@jC>QB zOYLNUv8_-r?~J*%?dTb?oPXd=408#IaG_96Vl8s$&CB#FBWY3on|u#{r+t#%RC*_x zRvl#+3-4{};+B1&aPTx<08B0EvTbi(eTyG5Z2#cS=O_S@9qliLF2mlp7^?g|Gj(kX zpI!`_eXCebaS~yg3{|n$82lE8uHY0*-3zB5-&Qv|-BSx-!fEGI7zvQ?l~m(6G)#>v zUf$U$@+d7EGTP8@%V0%rYX`TH{Bv1g;w%4GS~6)muK^O zbo47YMa3%xel@~f^_e4Po-bU(g`Qxq5Rwj4>A_XNj4jznhg-BOw(FS&sEqJPKjxbT zH!wi&k()`HGEe88ed_o~a`8BA0N^Y#a@ieFj@b9Z;pOjEhz2T(gEVyjxa~1t%H3|h z%I>QuQ;Of&hSbof75ZqXg<50U11joPe=cvD%=Ju%zgkRo5j8b*XAJ@DX$@mp1zJb4 zbS z2h>dlA`1^b)Nz&Y-j6RrF;hC^J#MvD03hrvjwhXtzT^aHJ{(4I8s^7xG0TeYwLU$$U*`6 zQ3Y4}vx(SE$A;Wsx%Wzw)_zxq%Xf{^VvWo&xXT#5ZP9X}kYFLoCC6xgY8p<&iXX0_ zJ#R zu)9~B7+D;A<+Ww~A;B4dcm}64ycFWC@CA>WrCu`z?02Cy_W!D^TlGNn^Yq8$h}cfU zh&4*WhbkM(YunK-uaGXle)Z^aI{09FAVwOlq;&mqT6A`W_%L#9w&37$SUrD!v$Hh< zn}5^(N+#O%yd+bC4c+1D!yi$;zQVyMr$x+o5uE<$} zUwv4^4R+`QBj(DRCrl!?^R@hT!4)mn1l=!+{Ge5 z#hkqMwoGUWUwM8x`@7}8uc23U&n)V8`m(5ZuD3+=dGj9eP%=CN4n&GbrqN|Rv0%x5 znY3Jt$Z5ShX!2aF*2Ns`8Sx(p{@e}{|~x06Oovp zR-L7%w3T5;IQnQ2=<&!81FrO`EjE@!^fVytHL zwHv*cCtfHG+5Od7Ym2G;noNl$w6qU874l*va#>LGHyS?z(cQthr=bpdo|p0r{_Aa3 zNB|dR-gBJo%wk---NfO+XPCUMCYbay{rnXk<8p%=xDJ8c=!7D&p2y<+7D|k?5gL)f zVK4f1jvN^3EW%2q=&l+o>{b;VBs}>a_pmt)TZVJYeEfYD-a7{<0H6xG9(XaS$qMtx z>b1&998$D{Wyj?^Oe%`9)1_`Nz0V`~Y<@NchGpau*6LQQ7z1xsmv?S+*I6PgEqUe` z=4;K71MJPd(Yw!KP-JSlP`{=X?_+coX&@|yfbem9DE4dheMM}adF-})AOZxD9~SSv zpguEewKpMqMy@KDq}866xER|ROFl`G&rK>wrPc|NQhS2jcT|dxT|A^l{rpU|!ld`~ zvl89=|gLq;sN ze_9-sZ;|~|_i8&Ry5{pPR{cF$&120vLIrvQU*yH#LJn7m1>$q3bGO5jPW|sm&&ziI z@=9j$rR{fTjI|3D$M5kK{V&PaDYPx|L+6@kkraD_yz4&Ahj;<#8^Ak4Cr7bJ<-{u; zioM;z?*=X*jF%VYq>RD*QAp+XqXivO)9rQE+MF!zIgS}HsgTv@JtHc_--2cL-PJ#+ z9XAT}{32pmAE*>_Wh?Y17P}gIDInz_aM57Ek5~(g_LKNAfw3MxhKd^A#7#o9;lUP{ z^;rsJPRU6+ZdS{r@Y4j8&`UX2k(18%Z~X>OsyEA__IOq%o2I6h7*upe6r!@zx2HPclCV40&wz23pbm zDZdfJ=g$Mi-*q((ezgnyb;5#F_ey9O`#0X*Au_7yN*rwBCr5Mk{SMa_;RHE>1T>`X z^vjm$R4|CD{&wPay_UL}Y~!HH8PrQK*&fn6|473Zi6mrBJ}}oUD$v=>Yyrtxtn(3! zVMw;C!(5VSJ8~q-_PO6q=Am}MEIuHD`c`p+3v=%iKfK31q?xZ6HyNF{{$>uJs64A} zFIfgFJY}}XS31|O77!Zo{^8NDa$rNFTB^Jh%3F~!Zn&$BDKv^jlmApQqbiEwCR4wP z;&@^#{`9OiTaIY3w6Ro`{YVCNE=VBv;t3!6f0l?V8CLs!2hR;j*#6!!*`h%wO!L{+ zH@lE?+A|0vmTr9Z-BX_o7H#BoWj3a)r^)$sPIhv{?U%omN(-8sop*YN;mm(oZqzf~ z?LVZwQ{DQAh{>=|_rgq~8cNUrLq0_C-#;`ru~)6s-x4Q^{~{n>^;q!VKZ5BSD+AJ< z&e0IBt13a(Nv-dbm+aMtOt5@|E`W5!1M*g4;Ev6P_CiA4pTLvURN(F|sSnj^)nYPn zncQ2&*doCQYmk{Sfq{Q4sDY35)<0m`=o#Z1Zxhrl?-|s71~tj>z_Zk9!_#ao;~OSz zCQCanDR7#J{=n-2Dtqw-#{*)j{~EqZil1L>+WY0bW*i>2eZ>z-8G&gv>}L99E-sPV zbmzTYKFbuHSIUB5%z-)!b>eT$iTq@y5~*^Aub{Xi3);46sMqX#O&3mZ?deOt?-#AL zFKPp$?Mt7Z8+}$M8oBXnHrBoUQq`a(J-^~$icP!4fw02wV*FUso_#B73xx_3(yuY7 zQg9D7xZm0XiP#U+I}8d|OsQ)~mG+K}g1XEe9vHa}2BK`A=-wYTDK2VTq7>WKRf`~{ z1i9nw0Qfdq!OeH46>KJ1B_n$Sq|EY1Y1w+S++tVntPRCB^RNJa0|10ws}`R4kJzN4 z>cq+xGE8+CU!7ULSUg(J7)@X@Z{h#d5+6y^dFkt<4X~*{z%*+)u=9FmFD(rd6is3g zw`Jn5ga=ckL4sxwZ^A&lS!g604^`Y<$noXLHo`Mg>!Oi*@ zXDp0IGrv63%@VTU@fA6yz`58GYJHGHI{S5b>kqGPq(6~p>oG8v3;PEVE0!J)5IJSM zw<=lve0Rpg(8kb5^@cb$pmUy_h)jZmVA(T})iHYyZ0^4Nv27Q~*BWw| z6@?9$br-IhQ1znNdz(-+?52#bCt_qe$!xDYsR089Oq47%M?6ZM*RmJ zN~k7^54gr9#LWxPZ4V3)3dARkbAX#o^x*}nX#85GpDS)Ju|=gN>$|w))H1nX5U- z)w%!`E0lSC~RO!>r_q(6p_HMo}I|{)uZl^F#NOZ2o*SumbEo9|kS{YUb z{%}Z;<-BXk&3h?Wi{$o^CF>!%6{z?4WZI@xj+1~y*-)85RAYzI=v@~A{cU7#ip*ht z$xJZ9Af{1`V~eeB<5wFL6BrM>0MgM5#oM_Z3DV(9mt@zw!n5OIge2|*kCM_WWA!z{ zZH(g%+;=(Gc(>=v2524iWFG8$V(A_Mr0H=Fc?)bWL!-6 z0a+1Hi6bHxsV+}<&uqhYN6JuCIPu*4K}T#@lLX5&KU zxAv{q7MHk^;U+ABQlBT?3^mfT)7;9U@uW=Xo3O9T9WJA3cw^)^Vk8bf^L*4^C+{-t zFH~Kn;~O$VY%t(VtgXdV!hgXv!su07aQf&GY##PS7qQ_`?D=xktT_WI2W+^eJs)nc z^euQhfR!n=8xs;ieK~*BKHVa*{uZtycI(rv>?weZ%>&Jw$?E;NBIz`DrJ~y=1#Q4+ z3}^(83cy7$?paOEi5e<2&4bFSjCaY5Z^L3pOQ-dxY&5o~|C{_&-uSJhn#D^$PvZZQ zb4<^Usq0Gpe9 z$id!qB|WR>_#c-c;MbJU<3-j#-wJ5uYyV6%8=Z7a>?CXK0Zz$W1bF45XtUi)6l<$2 zRfnIzotiQq`kUVXVq4dIHVP%fb5)~-M?O3tMn(?;{}MG2FUO^DjcA3AW+X-5_qz~R zl-RuA9Jt@5bVF(}i~d8lv%y^t>b<1+fJLA!g^C59p9~K3Lnou1Kl2N!OUW&-U#K61 zg#XeJi3pidMiSbxqr{=^&lJexgr37&(F#IOzujdoPBOr`?iP@~+|OkWhc37i4O{Kp z?g)H4cBo0b>#Vuo^X+Dq)ATp9zq+C%yj@COoWP{~r*2gGIy{F`22%VP1Ti8^Wea9c z1=&c@+{6w%kf~WWn;h}~r}I2bx?k`T<kmy=P=Cv%{4!#dt9Up%QY zGUNQB5Ac3zpl?{mD~5-PR_{?w*B%d!jkNXl0PRo!9J8@kf)9Oe=?TUy{1l2iYNiz7?pqt}(Y2|NI^YLFI{nMJ$ za%DcFl-OJ=isH|J!Gq9J<>3G|qgRygZArtZ|;4tlRa4srT_lOpJ>a&l>9eYi*8?THdTNE{`n zPGQkA$)iVBwPWW-*8|R2jf!pjJuI3%(sYO(IY$`7xQV+ZCiil}mcAh?OS6-K=nZu= zK%~N_cTZYe**CPGn&Dug@YxWf=N92dwg>M@{lpAY0F-DTAR>n7#NYX3#%06JzKngS z55yb5t^PiC$^_r_b<>xi$!6S+2RYwdaA{&Vy^Vjg<*+{O=$GXwgmyFTk;mm|Z-W9m z@*QdhN`+ej#WLyXGUeu27Jfxso6h+1GU$$s`^FOP^*0lJx@dBK@{X}Mq?|cme1)WX zjT)UX%If5v5@2w(9d63+zqT2@{WP2}ypUh3yY*t!Ay1I6X_L7H2?+>-hF?Wsj`H*&XZVD2} zEr$Gs@$IK!LglfgFKf(oikV^=hk*b`73`GGno40lmaFD|??r9xhVu93;gA5Ir0Nd zkAJrGVx~-UEA*d$ey_H@`xVS zq#dC~xqER$NQY!j%8pjfNu-hy`E;R`9-hz)Ca2Zjq#aw<3gu>vp8#H4#yaydu@v_0 za(!=gN~y|zKpEom)+gea-**vdU%Z6gOyXb7n|mzcOW~zT>Sc_tpc`|A3eo;BI)4i# zy^)ZgwEAri0uiSv!O7C}TvQ>5&M#ala`Ibt(E$Jp1QZ3F)31qOPA!Y^u+e(wC64s- z$y&L~20f>091(d34P@)vzKZGxeu=)2$^9ob6ak9v z-7uqf(~47#b$LyB`e}ya73HP_=46&Eu8zaKj6{=FwR^JdG?@`TCcxi7N;fq{UuKg? zB;E4rTfUZp&MxDRAWx+_t)Q6k>UMZS>fqdrkxfYIH_yL)#~?{~tZ+AT2b+=mFZ^l7 zeVABG*+aIN;3$;{2OZE0@Tk8IPq*`7gvO0+ZnUYL+of#t$4XdYwbzYX;5&iT59csj z=e`l|WvJ;n&B!iaHl&0=BFU$%eDfdI9DI%1?AE8jxE~9|l8u?US|T?r zui_uWVgVZJ#{)XW?~y`0LVh{eF{;^df-b{r7+$sZvTX2+ye!Mp=nV#qWek?}8C^+Z z-+n27njq5zM41f}k|e;j4n7DG1z9i!9D;{-|Ms8GGrXL<8t0!JJj`pq zmtEKnZ6V--Z^w>jEf@|r3zHMJxl;l~Aawi3e0!2}mEA0-AU$J%vQhwN4O#r2R$v=U z5U^0N7@i?e&*BTI3hRIk_fx11n1k5Ur4plS#bff0S`U>d{q-Y6;e+&VsoixZF0+$k z?lQ8hj}b{=Iu+RI(hnhgAl8>v(|_*Hr}LUsWP~y9EgJZ1rG+iN?G=aOdogJF3K{91 zX)ptG?0{B~(+TORigAn=ZAe)fGxwx}2SENo`Zp(JA4SV|NosS3%cfplPDABN5L#?Z zOipt_B_GrPELCD^vMiv6F=tp}RQo6}UQ;S{Vo`UvtVRUZ(XQ72Uk+iO)zv&2Aaa z{Pz3T5=_f50R-(k^jzzS2uUl6k#RQ&VH-9Zd#vwObcT!Y0&a4fl?uI+g0?Md*ze6{ z0t+xE^sH59hxtxRvkRAYy|Pizd`+bTx3PO#rz!}QpuvO@F>Nij66v{%j#z0IqgJRe ztNkoErnR3GAw9?%hr64)5Lzc;kxy)pMHk`o$-C_Gq05$;J5CIrp?O(tt4OM}M-0xz>dU0D}&GY!0V*^bCJiE z#`JRB`E=0pyn6)GY!G8pwp-XgSp1jyhA1||_XhN(HXadhspar(tm*T*jAcKne6(|21df99H~wCAeTOp#lRx!5 zd%DSX>bGu2PZr?+$sNMy{i)7|zpXGb4q8?(b*-++)X--=P)F!dzV>j?di|U~JbRau zVkG!8gn<~l4_WGI;$c%9L%wB+Y=eF2ss5UoJZS9O4GCGZ+FQ1Q%dUII0pNo}K&X71 z)47z=`-b)@zi8s>tVNQ}Z(;8+RRJzqC&s$_^nFoB^@ZJK%!U3GhD#BHiOG+(5)tZQ z0Iec7h5VSuAZKLuv3iq=U5c>38(hwDV9r;U!(6h|(bN1tX*A-KqF1aB9+ZQnyFsBY zEsy?5>2U|fNR~X8eCqJ>w9cdFfmH4{0C&N&I+eWmR`Og;oC}pZTOVFe?g(Zu?cgSc zyH>`-V+SsVuXv*dum)G4wL2vcB^Yxv-+6`cO`ct6r+o8zW77U@P`Q%{G(`@@m$?gq zbD$^efI9Q)5zasVVnZ8g8;_pKUo9wG>Lug#1EU=5=`K8OOPQ3suqB!|UOhMeRGnH3F}8K6c!qbgce!S%T7iu8Qn|+ub&dq{h@w@GB zgT!Uze5Fkxn3B^uQ_Y+CSAINLx#%+THXy|K|Y4YL~_N4zoz#!A&Llr4#mfXpnIo zGJ6XLs<=_!-1QUBv`k*hx*cGsaOpGz%ILB4cpO5%JAW0AK44`z%{r{lmb^*Y;GWv5 z!!f@TsZCDhiRo-3v$Ebvn?v7neQNrBV|?T-en!8lc+M3vd;p%VNixh9J4F;Yl9DMt zS|R?^P`nIMslPB%mW}m9rWR`6=TPFqTnB#tIpv+6ma6yn&d%{2N7d# zhfNa4NAm0zvlw>!E1_0leqa;vqE4wIO=K`$FQjhUnYD4OX=i6Gs(YGg=5Wmf!$uI| znkL65w^!cBMAlsJ$lkL>K_WW?&I*E0(oXBDME($JFMPs`Z?U>Z`Hx&#E+9elz>KP5V-EI~d37)3%+V(vpQ7--w&ZHcejcYkH^ z3F)!{91q6fWY$f#iN24(_KFPf^=Vc;y(V&l9|y;ZMLPB4;vHpx$Yb{~B96wVIyNT;Q(sIICw7D52Gm1Tg1L=(45MumR~H8*+hx-E)XRZe&HIOi zv|~aPh?i!LHEE#5hs+Nkl`i&0`A&=SYul*hrSIY{R8>0W#<&2m7E}YbPk^R1aYLDR zqJ1cIerxEPifazQ5fEY|GU6Xtig|W)^(6*Jt8g9f+Xd1ua-7f5-1+nCw6HvTqpF=@ zMSP`k+fLuCPD}cAsF(uZ?``^>KO&7B4Ls9Adrkto_2JR*LOL>bcUoZU*vsNI<7=Bl z<^$gct?H-O5*G|E$T2eptk+jZd(RhI0G>tkfM>CyI2D%`=tQCpud%t6n6{Pc^*fj2 z3jZPB;#!UY;=P6=R0IItc-h|(+lTts@KyEk#l1O_$Jp!R+Lu1o zqbb~Vq`c!P`ldb$B5Bh-OFg6xBt$Aoe;=}+x$eK>sNrsF{iadnK=CV@rgi=<%@C0o5a>_Ved_)ju>*~P=MPLz( zI}_v?zUh;G#g8eD-f&h!od&{0AX&7;*fJBFmsaj+1@NYz`zqsG?(l+IJLUQxw>@s@ za>y1CSVBDPBf`#ZT*YS2v~#-!mUDYwXpwmctazaA)^WLo-13f72^TGzNa{tesOWFb zgTyhuA$NFuck+Fs85Xu}ddyrxm+|uah#~+J$z~|o$B37PL%B}I2l@oaH<|A1Omam1 z+)z0Oz`@@D9Gw0(L39kAK@-E%Z%hCRYt_XqCAe#5%RYl0`%jbF8z@0Ph}E^FwvW!O=3taODEyV0yFeSz&Cg4T{|%-cXG)p z)sZ&5oC!5gew?h$cSNB#23t+Q+v4~(Gmby+ox9)(i*<-~2aF+0&GFB=k3(c)3e6?j z{j0IyNRmSulFHBO;=0hUET$Ypv2$N47vION}y#i#AAK_=|$R? zta)m`FQh88NTiMXUgHJ~GLU4>09LZhq+-rgL{WDl7qVr6`hNe0YH1(Ug_}*dq$o)h zvVG6y>u+TPmj_uhmmR7laziivTKK-$RQ~2eFhqqeWWz^xk)nDWiIV>Bc_%Rdz(O2# zAAj^Y@4xL5g}2)VtdhFcao)V-CtA3BvrA561a!aqT0Sq!W>SmO3{<#%*z=2i_|6|C zt*jBo*_ZODStzgbyM3r^j(aLFl_p0En&PK*EGYsjBZR^%)0!>hyDN7O_4!s2@jvRr zR_)TC@W0qE=2eFpL^Bu>GE|qm2)`;x%N)CLhbcuyn)T5DVzBJxvo%b%t(SJJT8m}- z_=Z%bbCwRENM^sI0Tyz-S*LhTv2{=_-nv03R`*C?eEkq$h2XN;1Y__*z4~drQHz0` zxgUM00S5=QfNj~7@60WpVt|{&MI>0jh!Q7>TF{)+m?!9MWvqfM1x^hT4F%`de?gQT zNcS!L=7JOZE84Ts-fzke*=!bvyo~Kt@#N6Y482(y!-(9H9{{QaK6ajGvu3o0VTszO`>cUiI_}%_E~9MxmQl>C9r&uJk60QMGH3KA5q=#_6S1shw=QtC_y|1A?Lc^G zm=P)U?=+`(-QjF++h#nu;QlwHFdgi|X<1fDWLMyxCK z+y3PM|Impm!7m!HqDPymRJ2mI$rooOFxiV7?)kB=zO8=eP`Kuu=Jav3os`F9dy8WC#`37m{@`+-Ii`U6j5v{WM-c8Ctlbl{+tYzi*2;d zXZbnbc~A()M>1h;h|&y+k5?9iu@VyaLU_`lkkC_4r=S{N|2lEV%dm@h;nmCFgG_q5 zfB(-flo~xLKhFF6-RM7XN&?_L$alc=XKuJHmOc8i4U^&HFYKUbYGmc~+JChrPcVt8 zCdH>pjK!XXIQMosUUu=YpJ;kBRVB}8lE3vQeCYV4>5cQT|x0#NXBT`}3nP^NS#{ z00gnnZpgfc?arn?Q6_m@>$-8;D}tcPEQACCDN*94&NjcoCd$9h zR1VGX|4eSrtUfN^e(ig^JeqSxz@P1sVLQ8wjJv==i|@4VjDC$J$pHPk{5WfxKk~{V znMDB-`N~suN-pI>e^xx3B0fgUx#j4FHA281z0)`c`-JUp|P z0=>CAwgg#IK!zvi=MmIwDYX}E3_jYj!J@p+@DLU@9l!wul(oodg>rA@=CVIqNt7B) z{^FEg({~P&3&$3v*#v6;TiDBZa} zh3jP?%K98aCVa*tWg9i_V%O%b?r=tVz#!KYT9?9_+J-IA3+B01y~qPQWYa|*1M8GZ zj!F$f)SR^G4U$Wn2h5izJ$JEzUhCMeEh2$MeL)8fn_3mZ0CFrk=y6 zh$48+6h03UB^q3}I7kjFgP*f$Q9Sl+YVt}c94VYtjQ_HiY561M@Z=>e2tN!JsE+5D zyFD={J033r|Kjxo(vUnFt-Egq*Pr;bRWkaYl_Qknfy`(9$MQ)v*>wHh$^xv5eg1;{ zti?h5+&Ziq`4xZ8K;ennv_qI#1TBfFPEj4@vworFzyQV&KxlnNCSU~p%FX<=bor>G z2dEyPgQwXH2KXDZ194Y^J=n*U7T(6iFP``Pc}BFi_aeB!AyD*NY-MX%cc|M&g!F43 z=hi8y0r4J#0q%II={68>#6fMq=9}65-Aa)=U{U)Y&)#MMq)|=Qu^;@;4}`AP4v6HO z!+I2X07GD44)h#5TnR&3y@#ov38ZUj;oMACnK2(z08=&(+Ws1Q7C$A-8G6lnUgdGo z^+EVJ5Kn-r1NthyHISzMsK{$>I(N*56JLn%ZhVG1{{UZLV}xsq;Is{s6$x5+hV46N z1l-%4Po@NuH3Z^7+;-R$nIA*&>=(P7a@9yZ7w#}vG{=D_KqX_@1NM(T=f=hvM-@ z7kI_uIk_un6#$%U*1bMdWK4UK$E`Q|S<1B-OyTBV9BcXEd_3-42%Mx7$b*lb0@ zu4goS)sYZuju>5n7OcQ0g1 zj&2!2(m%-6=&NDc(>S20a~dOaZT#YNVR)bIK>8mezn zvz1IiLnmslT$spGVAJB8V!Bs=U z`wq*_>oib}37l&ra~^#rRkb(II&jP6m+1a`m#mNM{1-l!I+jzZ;hf7N2CH9Di0w(b z{_k~kch$G@j8qd(gmmtkTgID>r#(R^{O;U2hACm}4Nat5K& zcQajXj*HJJ>1{qSGJD&4vVh+`#7oP;f=23XaR+&*@rnnT9%en#=A~6=HFbsn)o~;i)PH!#(71{hMFgG1@1%s9y z?CWb6b8vGr{RL6yay2@3D96h9z!7*dkYAt%YthOm?MT}MLn|{k;mvM}n5NShx@M{v zRpT}5?l4?rhEUlzq4W}!j`-F4166=|40CrftmxPL4IAm+7@Yxsm`J@Oozn#PBlpZF z12r#lUI){2c#h`nx4H&~i_w)#;S#UlhMMpmT!PyjBS=C5?I+j&Vg!_FOm4`JTv-&K zxX?1oFt62Ih#zte$vfFa9kH(2vb3r!(6v)!i@EiOAGAeJ1%lO7EPS}GF0{1BM+S>H zy47jB?eCgox5XFiT;b?=vu)d|!G05zmY%7R$kuU&`B}F7@8`OEr+x?8q-s-@ak$v7 ze*`h+F8SrcSbMy;e5oRjDp0M*YG|Cq`Md!JLGFdm;o&DM5ZzC0mDM&j*UU=hqJ8{hNDw{&Wl_0C6)Tn&$G}`xqD_{D_$pF#&t7Gdv%cOquEf7Ev9e zl95B8aqEqgRNLpz8GpvcJe3k{Z(EWBEMqfhW1iRg1)4$A9jJ)eW`Q*+Ytc2=2CJpQ zw92cr^OL?e+~(~5d(6W4`1kk6z4|BK_BlYe^c3Fg!CJlB5BIKA9_s~L z0mE_WFJAN+H?f()K@;S?BS{IDpi@Lex+q=bVhh3+qnMoEXh_S>SyQkmnSu$vClSfz zi)I*R(6+)d*0ncvU&CHbnno7BlpSFl83jgPf?d&7Gj3ehz}mi6I=>`kpdM8*oT=(9KVSiauwtsL)B*Sumn$aHRjRV3{=(rkpFl#du30kxl zuIZK=4xTaiVe&Jf>IY@s z&@3_)Q_z<@eaFnTgk=1qZ>V+r;5P4%P7bVKIN5b8;W zwlM)b1Rf?(|GMv=Zk(6%Jae4?_ii7rvjqD0a26+9 zw0S|vv4-7Sy{nn&9Xy zwl7FGfD<%R(Wx6RF;UKK_&b&jm6F?*>X8HurFUUC%cnt0w>DnXFr{oKxChLRxZ<7i9>Yu(-c07uem~{bFL* z(RG~@KNKAsD$XyvICV@QK?4d6_c`YFnH4$(xXR{7KyX;Tms+JGsY!S-nYA>PrdTtI zpkWuxJBpZ4n=ORd0Ny%AI=tftMGFq!^NyVP6m|EK;0ZlN&1vsh_VlN}!kk zlvJFnmeAuoJfZj1Th~^%cj=2L%5T9PsF)%dpdTiQW)@6fk}F%@>0KyVvp{$!_6j)WVa7-n+#9+q7}&7r?eNYc3SJ!LvOx?aO8U?7d6T7r=Eb z_kt{g{3Z^w@ffLRr5$c7%*F$Rss~|3cQZV_99_%awp!H@^}bAVP`sgKXZ~q%{q1GT z#NC}2#c_rG0?(Ohg&I!@lI67RP(?;+^f1-nlRY^JEprA5Zl4OXt+5=j-2u5l}m zM1#S1;5r^a&av$1Y!QdO{!}#>u2}i_z5F8;>^F1)0a|M20qd})HtV4pvBDhmXtz=l zMwKIqHFE>kVd{o)4Y`LL1jvbkp4HwDtx4$KNI7 z?HqxL$!}~ua?q0$IdxyVYbU*zgLhpk4%SD`Xz0`jUtaa}tS=ggsKG3gRTF{T?F&J? zS=C1B!XK=bv+9%A}w0t=H6pNol zGVq^@ZHeFg>lwN7sjWPQ+lJn=Lw4zl_+L<0iN2a@Napr_eA`Vug-x?aO}RXL=$g?w zm~~hu0A8WJL)0C!p|Z6d|G2mbbq^8IVleDdfAGO9qs20}lY#TE`uY)uYULzXDxTKT zc8~U%5tlCK#YxSZuw^RuK443%WY$%DV;E`YoaSk@FyLm#G3UoeuBVE+iz7rcsYoy8 z+Jy6`Y1zecvE>vX(`l8L18e9G=G7N#+G(Lj`})@BBqZn*WzxuL$uIRm1@kCL@9Olb zZ$^6|c7wQFUt}Dl1X>o-bI`&`l&*fW?iSB4*t|$RuR50$$%eW!@?eL28XpCjcv?tY z&V0GEdtT8H*6fBbg8T#`8Nf;Pb^jfMs1e-n1$<@gjKkQnvZdkC^tA33|dExfnOW@H+ewCzFE!u$Z zW`CBX%T~dmcPa-K{mJmx3K_&FT$DSdjxEkjUD^x)Pyam(yqVAV^1uzdcHtG@%g>V1 z{m8|m4fySj-M9Cbb66Ts%Jt{Bm)@ciWtPzk5B~u47CLt@u`A-gO%~gY1Y&zQ1dH;M zZhW_^PXi2qr$nuVx64dlOHNY9t-hnglES$EBkHOHn*6@EU3?G~5owVY7%C+>MafAE zNQ;Ve=YWBth)U-qC&EA^r5mMT(mhIG#7OCe-+c#ufB&M}-uvDY&w0*s?k$4okw#oG zpQ#t;6}1+-M&_UWYKm&}La{ESaFJenT#^^B*j?iOqPNnD_py z+`==2NseYF+}jR9{?2&k{nur_6?to-gu0WrlvU>liOnhJpzj1`)uR7Kr-(53o+;|< zlQ93ktgy!jycG%NL+iyD4);>aTRj_8OErZ11CWvc_8TU;6NK-ub4p;UV^BcSIJvUO+A6cM4gd(c79mVl9u@Sv$nY z$DA%L1G&vfXMwl4?}NUr8B|&V`dcy19PXTR4IoP4%?9=uoY&gxwpFPUS1lTMh8EYr z?UZ0g;uxHf!dux%jeXTE@;Wme{T~kfB%|pGVfnE>*LdPX2eJdIrViG%B}u*`{(*Zl zc4cdR-xC4lA@|pad7A*K@<90cMXhmXL}<`v?)JMIV5~5<5qIyuKX(smB-&Q>&nR-g zZ0h}Wj~m_K0nqId>4H0i@9gBu0jU=w>R$sQ>k&9&g(!p#!4%(mWGZpCo9&*NSlW*? zS~2c??xVA9@^}`q^WWxPFo6fE-f4GyqHGsIQ~_#dJ2pOvre}6Hez<>pYd@&=88@72 zmqEk%G+RtkMbvY@6VPq{z9|lg} z@uK>;HJwiO`4Rcz!MiCI{V#MuFNR=z7R`-pA2gossot=VLInM>)8exS)1$0>XN$t; z#dd`Wt_5{}45Kq={>vkg4ZwelWB#PfJ?cc`ReJ|Q<_4xlc89<{bpS*HOIsbG?Jg*5 z?Gc$-R|}mxIy$=%A)lc@_inJ~65b zIun>-iIQC%QpN%~XdzAEz^5xovxQDQb(qw1`iaf|?uffCP}yK8vXWq2<2_`j z_se))Z&TuBU-61gS)e3hcw#V>&8TtvLzBZ+s|GfmBNR{dz3ADm1v#J2f^q$UX}Z9_X2okDPyun3 zEq*KP^+jW$qL!36Y5AX#T0!u63qbjBB9YC1yzw&5a=CfhX!X%YqQhc&GnAnH^Donl z2XzbO5PJCSjTXYn%C6bSau=mb>)EGrExz5~Zjad#oxiX6fgE_D3rNpN5n(;yp%sh!d&hyU7k8PEpVYS(0-*G< zk)UqHf|63VAG-a*r2dV|8}GwCX`MAkM9n|@OYHqpX0M)ghh2=kc*o3|5enbXXo7gE zyU@@KZ?AbAV0&J7O8ms`TChl*D`ex|dpRUEn@)Z zf!e1qod9q+Hjbb${H zwlbw&g8KnV!Mlea=NN8CoBJ zWCseTI}l?)CK}h%LR;QexMD_lJ0Pi z&|b@5TTSL%ssw68>!Jsi2}zGL$0Iv6p**q-8sc9?LauagJ_ac;M~v5aK5pF+QvQ(^ z=Q97fFK(=2xgzMfWtqwPhi#M_-_WqZ!ElF6KT$SYMNFi;RfJJ2a=;>QpJx=ZM-|37n|TNxKG>q8kOY4 z0pTBLGwH+6elv@nv=B|~*MLn&;v@XeX8f-#ZEc=7UIagH!po4z7Uk9-pBP${ZjS`O zX$m%RoX7Zw@%-kd8=hgcbl9crs3h1a9z&&l#;<`AsgoJBxF@dQ<^CC%e71w%C;8HIY;HJfN6peM|C6)?r72_@fo^ z7}Kg$zQWla6i<4aXw)&Z>#xi*FHQ%s3#}oHk38cM@-v&O2)cj%(Y?3=@TQ!0qV~=D ztOSn2-H)q$z2K--l5bTA!TJIge~l=+#|f3n>w~0f&;2i*_I^KI>H(9?vJ1iyR2!B! zMYcA1GVLDzu(aLc>C^9;@OO~c$kNID15%-(iX-V;?3XVfDv zwzkN|5|C*~{J^}s#`1FBZcHP@wS)gxZawkT%rDNSk}#19KMB2K`*Z-u-f1S5N-GA+ z{wfcA{BGuCD6fT9se=S*&GUIEtwOh5y2ek0w6m6yVLJA=!n&c8i=N4f6|E{5REgQg zq45#%J~=OwF`&sr>b78(kBNWs^>=-V(>7~S*yaGYn`9EOd&Oj0zP4>|MNQ+klg{F| zmHf7M$(k&FdJj|y>$7XIzlU=E6SzyCud4#i_H#C@23X%vtghPVw>XuOd0k@|ohKai z3e)ohd|4QnSo_+2ejz2{2T%Tu$*YWw<(f@?-M_*b}etuAXgx}0mY5g&~^*--Z)Chr=nMKabec|Ds< z#kP9kgioinSMutXu>Fm;xTFle(;-p%Y4OoLg+oou6j%AE?c15uHsIw4>46U!uRGch zmc^3-OA84c;zbTqy$_dnP$JXGi)~w?gyUnzQNg%tjF}n>`GdKfT;+UQ&5QUZUz|6c zGxT7s&ylZP>IC?2-QC)l_iO28rufSO{ka-ax1yXWILHkKCqA1;_i;9B1gxidatd|mzJ{R+<=3f?uPsDj~;lUE0`OYe{74RCxF zE4i!hX1z_+b9L=`Yr}mq)sShKH_W-=WDVI>rBd{?2w!E)r3%#A=JrM8vo?tk#Fm3W z(}e%kNAu4T&ua5dC+9}UXe_+Ai2ULTc)x4AA6nh^t4;WJf?6IR7#2CkqAMOUavE3@ za&o8S_TEc(b_e#x>gWv*o70F8j(eWU?_9txiSRiN{;;Kq2}f4-mM2>=n(}d5_vwT6 zlwXyY!oJ!g7O6j98k|%5a0W^r=*Q`Rt5OMvC|h)hGxAIZ48Df#h?WZg&?$zWQyez zG;@&_o{8SpY2EjreUS*pMfQ;~NdIy9o45jIG;fq3rZCdeT#74Y%|$!%$Y{!c1)|F~Dkbc#nz2;TpFDf? zfT67>o-C%q z?6}L3y=_d#ptnygmGaZ}fR6GN#QkF%yIdSnr{$&*`<69 z#)vuToW*;=bt@@*j)W~2-ErI|FgTJkl*_ssm`k}0wG%(BJdF&JeGx_-_wga)v@D%{ z>fWSJrmcCu)%e^7%T`gxzeupy>~1i2r$bJyvLa(CdD!F$4ERs^Yz(!#_WY$VvXS*i zSS@_*fA`PRIVafSQNfp2LgXIg&2dQZGdZBHyQTmm_=F}a-gVhZRE?q1us!^Ldt4kT zDO0N)6vcTMGB7VGRer0tu>NY$!<=Wn;`htwDee11UvxP5FP{nMK57|R)?p6MHlhY@v5yc< zdnus^AAIBFo06oXUzu#k;uU}ApVycyH{%*E@00I!DBmNzd9d*ah8-zuNKm=x?0lV( zCOmaI+DB`p`7i*Ej+7+{q?Y46zXZ%N*w74ty{yFr=sELOc;xc+zp2qRphm_ufr#>& z>A`&7&XWpcqjrS=Vn%m6MRvUy-SImmXs(m~$k%esTFEM{Me9}%h^9!d{jioy7Hc4Tp`cAV{9bHDLi-)t$#1Wy4~`$h1j_JV&thI{zH$7 z5Kqb^&!33m#oo`M-wLq-;KR^z}bY0vMyZ>XcA{m4Z|@ypup(*Lj)@092s6dG5|w++@aocWW+zQV#?3w6MUy2O{QQ?ZXm2O*!MGlxET-Zr ze|(ghj`(xcEr1uu2QDgFmXV|2L&ki zkp|-@Msm@w%f={Okf#mG(mUVj5y(pgk~UiWTJHv4tmHazg1U8lL%$`PHLv#<7$JAZ}uM49Gc=4yPG%T@(Oy9VPOEPlG zlG|c}@cRaAHpn&V>__Urk9@a%Bc-sxTm3R;bk3X>p39`<)ISgi>kIhC-@7r65%BMP zW>81i1HtlutcbqBcx!Z7*#Gvtmui_S04>UdoGQv&FMX3EVe$ssZm_F=_dg_M1&HS> zG>0)P-(Lc)SKdCdH3MFu@ZSQ|uQIY@*nbGDl}Qgk{x59bPuJnN5FM=?e&JfG;eIZZ zc|8S`8?bYpiQ-%e52$l9z~ykthNQeC&VqJ0M%}Dar1-eehIrsUj}61^vKZ`AI?G;T z4*Df`ab^yrb~#g^x(J=rCDOOm4E-!w7N8kypWxq(oK1|X(C#E;d$ zvp&U@FyTy7|7&ioa){4$+x@iKx4!{j)TF z0ze70(*sz{PwADD`d`D>IC9~2UuRnBivGMGa?%gM4L{>!nS8o_-rDTRI*}{83<^DY z%;*Y^AhSV7xcQIVtj){N?=cj|X4#ISc=-`|t}O*Ek{@unM!ltNoSdNx1p<6%o{p%O z{yk{{5Oy!|?pWKQ9^-Z5kCG2!&!9*wW{nWjwE#g90`4DeBKCXk?MLoUQTdABo*r(% zPH39Zo+-3jk>{lsksdX;cBiz}$F?=Erw=Cn7?bA{K7{rzlYe>0-6 zI}ie`Xy=`tqz@&la=SVULxv@DU1BpEBNj5ub(-Ql@u>-33prF+mdFI3>ZnQU zQNmu0rADBd*wuyah;^?AGD2$*18YdRtTXaNND3U|aoypgNgUds_j#Cmuc)XC8}y3i z=k`IrdDdrs*kj~KNEHoH13`3Y9hpFN8qR>~Zuf5#V zC)CnMO%k+bRFp{+|3V|Sh1zu-&y**{+O0hVdb5>w!z&%=X9(M7h*$ZZkGr7Mf%H zS!;8bhmucxx)&FL_nAj@PE0|C6z<0j^tvwA3;uD{etVT+`Slm~^aiYSnW^W4hl`wa zV;FR1AGKppw$Vl(sGzKwrZ2v@JvNF5sa-+p_Bgeeq^9TOQ(IM=br3< zZvzA^C`vW(cRkGSI{)d;ZZfi}={v5_mpx0C(wqz5FbEj9C@8*H;}BrNuwk++-^eBN z?jG?!D8DcHbc&;~OG`SD%p1{2MMDMWd|+zlN-Aulr*d8$h)Z?OZ2k$RKVxbd(} zLl5Eb05&mkJTIcL)nY#^a6)k>L=)BvZPJ)U3KC|IJm%-2r1O_Ex-NigG)Xpb*^{E0 z2|%*UthmWyId=nBHKnMh zqEiFQ2Q>25er`y*@Pu?b^^=P#PK~lBKO=}VoZ$QTVuf1wANMj5Ke1U`rFd6#?M=4l z9iereDDq)(iIx0MS<<`>ZZ1m0`97}|e=Q(PUg}l7A6k)tNx0CdD!a+m472t})J5xH z>7}^3hqFP^^#N@m1zQ@DDKFrb{<7K`{`x9XAyb0gxK=L{>`QbAF5WhEyiM}T{PbO> zh#fV2PU{A82o&*&77t+aE_6g1`A;L7bJ>Z-1TDvcNP$M+A@|GlKr~47cxg;MM4J?m zteUbq^tt-?Ht~*`K(1D8^x1`9Wu8KFEe`gDArY2@*Bnd_eKpbMu9Y=LID-(wlVGt6 zrxkkPMjJw{QLvP2r(D%S>TKwqwU(j|kx`XdJT7!l2Y$E4Yol|`#NEKI;pE$ek9ti^ zYW1z$A1^JaItMqeZD|->C;?yP#Ei}uPk7(+IsX}tYI=%Ry%1EFL0EnrGsRXuRe6Vv z)=&NJlAXZUS?$+#UX5SV+o5C+>iS9SEVEN+EkYXin?Kg9UYRF>Rg(F1z5?;hM?WLkrZnI9 zs*}C(;Eyt}b00vJFSNrk2ct4^Ej&n0&y}1HK6_?}p*a0KI$q|X%x;)___~PL=e9qB zxmvo>kn=BqM6aQj^h1t_-ew456S#pGEqV9Ejknma1}YlB2*&}-3yX+sn+67R?&5nX zel%%ERej(CKpnYC_I9nB^vL*wErdXh2zOChanYw>$^9FOLPP+Uf^+z zyVLh!1+F2MI+!K?3+BiI6aUq;@bz>Lg+BoO2!D$cve6jBnyiKo)YSb>JQcu{ike1N z6p$)OU0>IbsyA01u|^JGB5!ah^D?Mp-Y~dN+-@$huxAr_A_upURi@q+sk+P6k}KrV zb9Q{I8h}u1m3vm}%r3l=vWYRew4VrMNpBM}Pg=APXKAdjEP?|fCM@3JRNF?y3-QJSdG=Gok&4Ze@W z^j+N!;n7|G;pETMIPRJ$E2}xBbyT3_0@Q-?_?Y_l_hVVs9d$#vO^9GKb5M}$(m);F zJM$v94CRKY)YPIyx#Mxu>$5h;j-FcbYGSW9Tv6;AndExB%T8dy&LQK4m_-lSta@3T zg7Ry52qK6&q9y!{<%~M&!KR1>=mU_K4%}r%E8gQHU(n2HBtwcsH5_+8mD<6g1_M}W z2$b?XaM{R$Mb}dS=FvP~xY6-^URF>ZgL~u69GU|-96l)fk%~~wimRP?(`p_IE zTek@t9{;FwSsdm}@U&!haEy0F;h+0IWMo>p`#toLbu{q~(xKzmOw*6@;}G9>Xn7m` zrcdcgW_DJ0H7nPr*OkQ%NwH>=?)O6>Qr|K7q8~@)eUTBm$zShww(Qf;r12#piYqTA zfptDbHex#i!UZsbRGNarLH@Rys6r4-cSI-h#U3DzAkRqfp*b)xY~ZjE!KYv%EkP=U zcuOHn1EfU+8AF=%Nb zFWpvQrEFo4h?1RkolsVPOL%cN0iZ+j3n|Ui{4mi#HI|6&)T`rWEfw|%!|_J)+w4ab zu#llwyYtYrCiYe>S67TX zL-m+l0_czEz7_q|;%GZOGn(V1LJ?otGB;szz50;Q0EP>5I#?H+m8jm)>Uz6yO=u1{ z&Ou?KRPxpNnCINC=7f|l9$*D+%0<89;mHke15E4`QfmnpWLZb zG-d(w0#5SdSCvugB_s%RgL+$Ur9dcG2Hehi@QKNXyi`TZYF)W+9-ezmHL1*?ARbwX z$dUweSVkbdxIAgYoE+!E< zKAn-oDQ2ew{#u288VCb{$i90fNK2t7MbprNZFf_+oD-_gH%=G-c{sC*3_m3ypPn=t z*)p@3BM9Zi`}29m3XEzg`8Lho3bj$Ts6gyHvy$A*I+Y{bVy?_nc-2>fOY9VN$6X_%eX)ybutk8ny3EUnY0lMi>o3by7@W=-UA$$@a!cOyTU4m$J}08Ok+S!9e#P-aijUXNt>SL3 zQnlowV&i{Fj}rOPoGcA5P!}IATe}JqV6L+@JzKXUaq%X^UR_Ap(q$8!Q)a9jMqfFV zpXm|g+sDYXJ$eOTU21!-z1$F`+GrPAd!k3@qW;E|fh6F-l7 zycS=TabtoL%Y?W}cwW$Sm}qewTP7?ebpkVWD;=_#ot?SywaFl{0D2y57cLl1C%=L@ zsEPeH_{X8w{o1cPEG|$uh(zyOCb3z<#F849vL$j`{Vk8kKHT>}CEd?`!JRbl+|T<- z??al3Xl3$83wY+$t4MLb$_&?3gBXgKl@VI+Tsv+c)&uRGn0o6k ztvI%V+K(Qg8!v4DrvZfq8*s&pUF3j_HlaXV_Bp_hr6N#6Wcid(%lWCo=MdK1p)ZE@`+5z>r`EcqIwRhOqlLUNZ#H4X*z?hfvg~Iw%Kh;!^54lgnJ3)6shoqy~tcu zFIcgcPY%GoEa+Inexrl%I56e@Kdmy0>4MnEN#c_d?0BIMtQ98GQrs>Ik9-f$EP-FqMZ#&?p`!$Z3R4&fJ8X<9z*0bDukk*L=eeYxz^ z9*NL^9uLGamijIS7=ly05^lFCa@G*Ba{=OVtQw5F!s?USvAON_(TfhWED|7Bk-W3t zus=KI?iY~Z(!=dcM)h>SDT08@l=P^!9vn~DScysh^{S^Mx7_D{LBr6%b0IW1v*{$S z;_c8}1g2|p#oCn@%0FWhQZTYqsr`M<{fq2N{S3=LzqqrY)s}9at`cad(+ZoYcSw(H zFlO9tU!5CdLQGBu`%?4m2r#2%%aY`66<%FG+mZ*TK_ME}e$ZM-Ttx2D*+v0!#G`kZ z4yB}~U?CpA;zS6sy;%y`KcZ1L}P1u{kc1v9|b$xIm9_o1D7o$UcHb<3p2SLzW{I;Xy@2d zdBA+5nKHyMb&u|P%+H}-s22mM!2o;^?ONC_#_U>SDJV9PKL47-wqFYB95xQgtYErs zVMmDVnua;wIx47~JF}mTJs`pPR?sroH%$vc*z(gfufXP0Sd^w@_v8vFt)*E2cmzE> zycw=`LFkrGvC2*2^kdKfAp<_Q-bcU;o z&OR}fxN;-Sw{07O6A+O}7eiBS@Hn2MO@4FrbN)oy-yWKy*WZJbvq}`^{3{|q$d(YS zyt@iQCaGWNBy?cOYH~d~cI0o&dPT%}K{!O@gTh|dWHUEpuDt_qyKX;>oub9P$uzJb zMU_!14}3KJb#;}lzY4w?QFGTv$Npu38THlWdYwTJ!@G?A-N@zdMxh*iv>%T4NE6il z*xA^{z-_2jygeP?V5~S}g{J&CU#D4$^%b4UVRXv-cN#0seb&`FYN5_xvT=JKga;hbwf&dEI^+!5HBJ95WY6jf z5{BPS5nhdY}~Iy01{G(95uLk+JDo;jaNdh zU|qd6_FYBzCD%Wr4&)H~w09pyx1{W8jl61)*`|>g5w=P=BtHPc$_yAO+a;I0z4ya1 zI`d;U;ANn&F`?WS5oQECDc{dd&ES;P@d5=)(I&NJh3$#%Rj>_%#*@U^$W7DP!j>Cj z5b=Ul?rR3*nQz4{ac1;KNKN#>{r zJENe~1BvpU)lf+Vl51+MhpLXmY(l7>Y3^e=!QL*CBYm21|oPsFs0&_w4X*eGnzzJ4S>fZ>msIs} zJ5~njxS+b{9+;hW8h~lQ9NhtKQAk0nuvyc|eY9MO|AXwz{@ zStQbg{|H|?EmjQ3<)~;M>+t+2*bvTZ%}e4b`uSbx%&LhFuZE{`*eVQ^OCno2j~1h& z#rQbh%9>cWp7DsPR6T%&)L;hKLu~c{V*f}DjSL|%tCES?kH$A;lM*LTFf#ME;0kWQ z$l5D5um!>jo;9smy{USbHUFlZi+jVYY2pIVIymEjvkWi^4(vR6XUpxLZWcH!Z|vPH zCVb^8pBAZPfgClpq|wY-sg9PifW<)`ZiAIDfHoVH&;?CF3*3f#j>CHIlhS@`Ni^Re zimP8NknYm{0P)dc$)Tr&8AaL(F6!FPNUmHuD#O;ij0Sy>kwIZVdtLIl{$kj*sAw0q zl}jYhdCzLi&|sl)3)h?PEWiSnShqZEaNutBA+*Qe2s0SbdS^USjeq9!v1?rQkgLHZ zpH z$m6MGfPS7Y6VoYY(#Zc@|9_!k#mS;*`bB)=K?ha1CJ&~2U`$yd?bBhITqrzk4(_hp zXI(exA((Zq)BRhU*c&x%4ntMiJIZ(Sad_%m^=$S>L1OKu4^1W4y*h&oPs?{uJqSDs zMX1dWNP4Yv^Jd+8{*A}wS{Fohpx?)#ZcytCd@#6!3gUo^N)kJDnoxfF8OD&b43ttC zy@r|tAJ&}~C}#^(WFT$~M!31>fDb)Kq)+NYg?5Dls4-Ky6II1^!6? z5=#vWk8IhpE$j; ztymHf*0_K_^VzIoad{=JApolK{mHq3o|y6*iqzPO*_k-s#2n;x3{6#>4qullf3^Rx z*qpnA^2vaA_N#Jn+uAG(W*j&x58Sy%$dO)u-iThl{1lGV>CW1N?G#P@qcqP`@8z;= z+tX)Faji{sbJKy2)3oea`;Y_MtFkFwF>bYTF(XMVotC1;`nU8?0BY48a0lIhbe*6u z&vB~l#RRA>Q(-SB^2K+z)RMSAFqa6e8l^2{jujloaGX*KBP0rhHvo>$j$ApGFWJM=C)F{uBanOysS1mA;(A8+v&pK zy2G&Qq>0*pv_>pChVZI?YZ%ou1Gn&|RaCs}wlPqiL3Du-12LKdmOu=t%V4O?h3~MN z_-Ykks4`195t!*MzD-i20IRif_?6KSYUsaMpDVxPSbz^%eH_bG81n(5)vaI^8u*K| zR+-Aw4%VUrlq$Mx7w-d(_3Txp0gs>h=Z75!@lx0`v9#$|9p|<4uN1&D$`SqlcFLe6 zy$M;@SM!;sVgST!sO{0iyg}Ev|E2jU#dpn1-MyuSM=?|PkCb`}1FM7C9V)g+jDll@ zl`biWgy8n8!GQv61}yTT(R0S$#Qvlt!^CQ^#N-&yh1^4lZ0F^M^y)04G3`g2rkikk z{GQ(&5g{)bCv7d5gbC&R0=0WcROc5R_t1RR)MUywO|{vS441jX*MX2Xl8HOHr@wMb z!~z$)T`Wkly$k?okxz34`&T5%Z+9h4n1z3&G7C`%3{S8m>8%EK4QCcjS=W_u=Uff% zaxgM3ub?VHmW7%+1y=B}iN)&)Lrkdm%B@Fi#(=kL`w3k)Nv^z3PsykL=Sn=%@#m%+ z)XCzZcHsihHqO@@m_GS1)h_JtQSW2Q^0#hlx*m=rBwH|#{ob*B*^CeucA)(3+`Mkh zGRpda9f+WNpar6%VOBA=`+GG-=>5hXXD@ngZHeM&$E?z>@Hys>^Mq~luEoa6uCAwi zk_4S}(2ws?)zG=ZL%eVLM=nK!_Fj5z%1thc`#y*CMYBzcZs=?hf1}SM(F(ga-?9v^ z5I#~ujOsnB0YhGjwt<5lsv{26LuSTR%_&M^7pf-D_$`s2{`JxGFCtSk z46WGAKOT2q4|U%qUp#ZDlN$(pS-sGA2}9RB(n)fl06n)FzhOu2EV2?CpZ-HV+2>%t zCmK4T3{N7HRL3tnU7;4qj?6J5_Gd*U@kDz&Y$7{`jETl zfcMwmSPIn(Wsk%S@;j9_?JLl)=9s=Rrt&Vb_}w!u!#>(pU_y8dK9 zPSe=zo7-TNXO0vYYe!FudfqJn3 z;Aa5)LUdawnFH@SxSR|mBM}OajBFFU-^!ldZaFuSy}f4AU=PVw!36Q%pw$y$zhTeP zShEoBVouOsg%r**8t20XSm*?FJI6TVdgUrFljvhHtI{(=R;-jENdY`rGc`@zdhz6? zTGc}`w67iee%Rp>p4tb9mkAU6eC-eYVCCS}R}I4n?Yc#Kwt>m@wfA=lm^g@s%EkeP z?+S(I-c~+X@Gnk&$au*y!8Uq?vs-0NZ{)$kyi$fH$efSs8oa}#=37}?@7AK1MVG7bB@?|W&0>lKL7=c zSzA1{sOvVJen+fpNUg&5@SiVqB+_*V<03C3(;WYaVhD?fePBos_CYKR9ztit_Pe1U zqb`KOI{U|fynTWB-WDQCSv~hb&Jmsbfp)bOWaabUNxsNKw^=PJaEbfBUDlk`eK% z9mqEEo>@R!@7nyyxrx3*=gj4M&(LgE;=Du#AAk5=H-0pRywrV*(i!(F>15>Z7z+X1 zujgf5Ms@ylU%>09ypS@#ZzzrVp5<{Fu}!(P`gk}%kxk!K>6wS2!YRiH5;g>MGfMuu zf|tv0n>%emJ%LBSfbhLT?FJ!1Ig-7LY^FxR%5YuZdPwsr(DOinAp3h>>*hh z-n}6Acq-myR7vPO*lUQPGp4?f>rsh85Z&;M?MESC-tVb~ji_6T2O@79wQAZ@2Tzy-IfV)=NpWVwG9xf#;|tt%d>puFPNSe;v?S3iLkv)`h~& z5<&;N>3J3aIf9rk??x9TUEXHi)WjIr?AwaG z1?tC%>kG0!JicTV1n7R+A1~vyE%tUT4#D;R^vUuPXOYa+^Jv`QLYWEZR0czcZRo(= zF7`*;FKnh1wWy~Srbo=)ha`eL@6+jAsg0KOP0*;2Gx}=KZSLV(DVzECOX<nj> z{ixri)jEzOGlDeCMrq${bt*7!J`67{-paPr3CtE??~Q_Y(h9^7bU&!&BeCP{JH)h( zcKp4azEz!n@wGzQOUSL4yJ=2F2U)Dl`_-5n4hK3`xM(oq029#UI<1WzvT=O#grrRZ z10L%c+pRLhbFRwENxKSDHRR=zSc3|MTadZ!^Z?e=( z4`5rorlmTLeHSaa_9dhJfPAkj?ug4;m)M$|*!yC!;pGQ}b)=x?_1`4f!MU~$|Cbtr z%NeZ&XEoEHq-3lQB-yKcGPJs@+U8~j{%VzqR1N^;a&##TxNJ^h;}JHM;un(2UfBnR zx&q>h98yJwjFe5&7c;ffAY?1X1usBl4`3ZoHrtcf*xIQL0e5u@g61WRuRER;n|BZ+ zWpX7pH-o?Z43Xrk+`j-M0`9;UhTulR8CI;RYN>p_1C_#;bxAf2enge=rZHw-?9B%G z_giT0Q$uvcay~Rf{7P4_0aobV)8}j>y(SnPeu_!Qc&L^nk&7{#w!Chy7T{bg^LqkS zZ698o?u_)D{YNmak7MyNR;U)y{eWa=GyRwSFAOD);+p5xYp)1taX_;5bDc#r=Pn|+ zEV{C~6=rwoDBHlJFYudNTs@H4;YSLtar#+hV*D7lNK6ksD15XSlRH0R+g95W6;b}5 zj~_vSy^+NEHuWhb@4;B;mas5rPai@kzy|(!jWZJ6DX~TeDx+X_qzVOL7J%CocjV(H1h{5i66NX0T)vE^uHd8{(JMOQ&r+|Hx3cllocP%iSYU{%A& z8Za`aKk6I)7XzmLmIe@_{FmrvIQF8>k?3>4S$R4STd^8*$DdB(NiZ?y+V9gNevU2z zO2gLCLWS9)_~VGa87XDFo9x9ShH*#ic&2F?QO?y+hzyl5Gvt$Fb`XW>Gyx(M(rC~Q z)sWRH-JA7NlvM;h=r)zIP=l_pgy7$+`W!NKtHxgW6MhRM$$mct;mU{=tF|4@SseV^ zf#TR&T~6B0yQ3iB=~Ego{d-z)c(GG}z1D2l#?L=I6e_ks^S5+BPO0(-RXxj;q+Dw6 zMt+n+fjvs+pvszA-mNMY zy{*<=QwTSU2IGu2Rn20;A`y6$eAKqId`06wy#errLJS#$#Ka4EMXti0x)f#z)quW( zl}a94Y&gdG%jgsgDeazr{t%K~Z2q?5SKE1I9`Q#NLf)2|8$>ke%aBL@TXO)c6m^rpX{S4WY; zWd*v%(t?>oPR$u~ayt4e0XFa~8Rjy%Wo`O6CGCYF=wGfTk{8>`a|qtLwprAX&a#J& z=VH76(R8m*274!|K0@fIws~=dX^=VKX5fufSzE6$lg8ShVM+amrOLg75KIV^cYP9S z1tX?T1S7m6PrdTAwxI3kBP>OJCJjG;cG)OAf3H1@V+~PlI-fHkX%Ud2JPCv(P_q-E zru21cCV#IYH-H{A-=GFW4*U9*ELZ)almvFk5{U+LlxW@V9Pa>09xDh$hByQJ_~00$ zolhIS_$ilvkGP*|)g|0yhuTRo#&-3XELV7H9Fg~T(((fYFk|3e1N$vcm>baZxA<-6 z#^xvc9!e+zY0T-$&B#K7+siza0#lZ40|TQPOiV`tZ5-1{1)ODtXa2jtfQH+ zdP=fRDW}sv3CR545kCLBkyGEf+J_y2$kfH}8< zw#kF!b%oJ96MFI6Pd$@;x9^IK9QON}(E%StE&O$g!r^IIU4=UZyd-u(2FB|{<5mB* zgXcbP2>z)e_-d#~V8FFi`RnZGbO^O-v29tTn~>@g=1z;@?p z_MyS8z7oAGflBUd_FtE~8|z=s3k<9WLI2+_PFdO6~e<@kV*klv*3r%z&Pwv zFY`Gzck;vsHZ6any`whSK3Hu5;1vLHQDfL^A;X2&+Acm?=5UuvKbo8vQ7Vk)|IV-0 zTs%(GI2DrhsK1cO3I!BKP)B9H&#MMEosGADzsQlqQS=+|cHUKH``1EGz`ttZ9zJzr z;}+;Tqbim+-J>&ZazrRz@uOZCkM<&jeeF{2WZ002(-RXrano^7PFF>`uXZjH4OKX^9s{0%+qP(5yIvQU;btHOoo|7JvHk_{?m?RwRZo4sV zqwb7Db0BkXYy7MfLd_<;{VI5fSCak?$WTCI6{meVFIG;Wg6eo%{aX3rC=6+N^|2=Y z#NTs$S7ZcHjYB`C4o4$-eqsr8YvV|Z_la45pmLk8IQrao&ir4{t2WFV5qMP-%8Ckd zNaD|AekOgN>pd`0NQ8XRE738AskxB{YnrS|&#lyPZg`TEC_wYw7sv&;sFC81K1JwN zKk7zCN3w?g9BB4#mg#&KlOwS!KdD9k)?S_@FEQfB0~Y|ms6hY#e8OsD_1)bb$^YZ& zssp0xp0=%s$SWWS2#9nmDJ>wiOM`S6AS@j#9SRakceB*ep>$)?xpaw2u9S4ccP_iX z?_c8HduryHXP%iu6vZ!A&8(fMM+MvZ7we4+y&kPRl5sodW^^DY=G^i!Jnd0D!zI8e zD9oMTP_BN#b;E!!4{IejGNXylN$h-+RpsGt!~WLsFu7U4XH`7AI6k<2R%68wFa8JP zvUBnYu033(Qs=cX7%<(y3GIh*M5~@I?c=m+>t0Nr&5N0Xhd&&f@m@}}CuieaN>t?u z)-KA-{^8fd4R?hl6G;kOxuh2DJ=zj3Wk!aq;6i`LeM_6SaZ>*q7||@^DFU>1a6rSY zx&AEnA?T)DxX(=S?~0j%0(Nl`f}=Ry41jT<>I-xZ(BMbWe}A-0%AxUs)2uTbxIQRVELxIXP*Jg}e`1rY+le!)%?lr zDDmacjL!`ek^)NZ=~LRrHwj3XMN=BEZ}_bC-P~9W&frB@@|QUI?s&gsVjppeWyY)Q z3lCL#paLmS3{K+`^}$jH8~RwZ%4CNCk1&CKtX{b-0TmAn7ucL32LKgO zV>~Dkp1+=Js|1d#N|fG3c^^K+VbYbFA8Yl^ztu4u`~>YWm3zY~oj8d@g(NRfqL|$@ z^Jdz=#WMQ$e_G^L@odkssvQy*Jy}_l3de{!i``6&1E{7rx{~N{L@8{FcHq`Cc zB39(DmuX;pT7xeDR>Z|5qEoxg|Ee5UP+U-j*0S2fX`F>3F59(|^1T4#CO3_3Rg^Fy zM8xXjDrCWW<$jQ)9*PWZwVR{u44=Iu;azbCHo;A0gGc5J$=BC99h-j;n?M=m-IOaQ zV?kNJeS^n!*b0eslX1mQJtf8TX z-g)kj>D|)XlOIwB*uax!`o$jQjvrTKayb#fB;7hc=`NVvY`Fk)$#3#~wakxfJFhDk z?>^JMy`%)t(kvhr)GMRe_)4Bu7^@U^EVuekem467$y0lnCZC$r(`Fqc{g|s&{2j0} zm)_M14CHucn4vz(Twx`KIf*3})~XTQ=1>&PQwb={8B%2YeB%`Mo}(165cbnCGpiI< zdZ;2=@?%!6o;w3kQ5;Q|3k*Ov(zmULbIa@Rc41F<>*rrbX z+y0Vofl3fZ(-!N`c+PwjfZfj^=V0g`m=un1|5~NtOjWv7Apyzp3F->%b*NBjV#4hX zv#N6kViy;DU2U4r!PM&11Xi|kGLMH?yIr;S1}YQ~AKQd~B!rZh+Xsq8bbc_5lk!pS zRF5&7D|Q+7rMi3UX3U6s>2L{lk*N z-yW!U$S$yUTN&PShK7C2g~>W$rNY*P7%^uE?6)2X39-n`XPBb&)B944mkBUDw5q_Jol9)2GU z)Yi+F!Mi<>9FKiw2<8$=l?joPueDm`?f|1E7=C)$$*T*Gc&qcAcV3toXQ~sRqflmeeVcLgcJ|W`^xR&+`yW zBUtMw#0g6N^PHFJFR#QIJ}X$pn!6$QE$;t+)Rb}dpjGa(&al1OO{Yq86CjP+yJU1) z6Q;pB_^I@926 zdW=QFu_J_0=+>{_CBjOWXw10JEsUTiph+-mHvT2k`}R(xi4$sVDOe2*$Q_Z}EOVei z4ku(nOIAkk-LDya9%sTOkcmva7@v;JFdlcK_ECtA(mY5@Mans1oeEsTIMsOR3EU)KOiqfmO8u*E}wh; zj9DDs+V<*Sk1KHMz|v8ctLo%rI;Drj5q~Xpss#^-gpWx~^}mpg6HU6@j!4ekPfSrg zDC&T=Uc7TR&&oh$L!RtlIywMM16F}#TbH%c@IjBddRGMEoGf`Lg>cM{4FL3(F;PnTzN?c6S{DumKme;`q$|lpRPH5JVP_%Z1FLVb zdEFaGLi-qb1yfroaOXP{>lEM#*T`r_4zwR*#8tDRns^-IB^6Bo99{tdKyj~ey3H%D zSJKm1;*4)AbLw>ypm%|r8ut61spIo1$&arx&fdsCY`X2b6gH3Gn&&Ey`Z=TVTNscX zA1U%;ocBdBa$<=hjou~4E}6xr(|SwvrKqL+r+8e zfzqAu?CVDU1tzreWiTrjcOnU4I!(Xoe{%+^3)C=dxm`{1f>~)uz34suZ%gQ&w#pt$5pAglv6i zMW<+Ap5*!2(RITPnJbd+TIbpw31BYu5%9y8`JIo%#5u0PwfIYBgn`SG+LhzRM8EVY zL=j@BsuLUJe!OL}%2DkDMjJPq4m&T%r}vm*vA-iFXb6Mq$Qm&jB&ys0aEp(ICX$e%Hb9YySN? z*MW}vaJ#^X4=jx@_n<<3Zi_ij#V-24%%$e7p&GlZ&l8<2H+w}vEYi5#hBj{w7NF`* zTRcokReWC8?X&?x=Kqj(`(YJ#uTv{|m2!(IYWDhXU%(B20#$lk4PepcNN(E>I&cK`rPYet5Uulhx{XNH*qKD5Ff>oig%-)wD5U|fT zSR=XV+&6@Yjmt}h4y6EQ)vRxXkm-D_0Gm~nP|u6Aa-o8Jfe|L$_q!N{Rv6wxXMH$C4zBCDmX#?^l#W*A z<6b{yCV+tz8=7l!7-#>BqAg|eYKI5ozaUZovlVpTAGW_pqH(0u2vxg~BH@Z|fk`|Svs{*X{Zx>Z9Zt%s5*uTzny`rfv$8)_C$|=0P zyq<)5Z?R6Tz4(#)3)NeeTbO7G59g z{F2a{(CcNoaSQk8Bhq^6nu@VTrJ&8uF}TW@AbuVWKYoo#p;1oPI?g#ZjPjlcPXjA2 z@$ms#fas8peflN{cg_~s>&ErEL4un6>=tPs%nVZp8@m4s6L=q3f3F(^by4CLiig6+ zs&h#i@4s~_xPTz>Y=?)(``Xr;tF3elahn|*%4j+(<2TnjtWSBUD0>xwqT}h_9ZElB zoyuZegsm$15v2MKl?qkI@o7n)?UX5C-JD-WmVI0%H*80L$qm=Hy9S6#VB63kzl^Gr`aVtw81=unxwlX?ocf^>k7-l(FsU5 zKu5c~oC3)LGg)9WtR@$>9^mMA_~+2hz?B8Kl}ko>k@HrRm$_e8joa??Kkx3ha(o;W zeY;XBShfTxYoM6LGObaK3h7i{@LrILl>2gaq4uRId93k8RAa=Sh?J}wGL39I|J&+o z(z_hy_j#zrxs87A9EnCizL{aADVamwBL8i;%ae#=g7Q$@%%1pkSp2ot6Vrs_SHY&SRzjI6;v|n{u*JuG>Ix0&39(O#%1fUwXdQdqb8OmdeB` zC-3;2h*99jYaO>j=C%xvZcjATD-or4WzS?S`Pw1^Z29PL z7+!A8IHD!tG|{CX%~bRI+;zyTn+?6$XN5~hwP&~IFSQdY=Nq|BnG&mRxj62)5%eT<1OlkS!rb8N==MOMd|5r zKj|J~y}eWyR=O zI!t~w<%lwg95@H5S)f(_S#Mb?u!DFOS61TA-fX_>BN2qkV1Y70wjAOKINj43&7 z{gWVn$I|+bo1O}N?c;+(1)#G9pJW2uc@_;*aNkp{R85DkS!{S;R`?k`(qRT0)W>XP zUp1)ZxytA6#kTGc1x4n7xkGqWWKD54w?!Y7P|(K%7-cn(MT7qQCH{d#Q}wB>8Wb#n zMQgNV;~LHHS7=4&j}A`ezbIbN*nuUwK_Q~{EXIInH1i3UBB~m>I_x%L07&Bhknu#d zMcq&BunLyZM5@|R*U{#%f$=+f_@I2e;Jm?b=5h90E!F?b)}NFY$a%QMtPX1t)!Ymf zbT~FT9QAC55Gx_;6fio(i7^^Us_5k;l#821JB>~kmyyb2-Iz7T6}GJ829it1XUU% zI$6;i!ji9TQsK!1A!Ss!I80WfZs%ZdtfqxSTqEfr%VR%ntBBjcsMjmEnPp?Rvef^` zlSHc1YtNU7!*-8g0?(4nYS|Q8eM%wsETmTFeW==5a&zpv@YQ;g7FoEh`$tP)4OgoG z(PGe2vF<%TmgYJ8OaPM)753HJw4tp#b*-r8o->^w3?fqZDg_j=XjH^-OEZ247jeC` zLHOrdAX02nIuG|BiUC-n+Sgc69pa#tglJ1oJ2Blt7wURZtC!%v02uIx#4f5+sXUQK zwqp&jK_gWhI7R1DeJrWdU{LW{Blpr;zT1v;SX7raiH}AnCKV>)=*c_ohuIduh{bOQ zcGk1Q;a$$pR91osX}M}F5sz0vqkn-zcwd6tokq%Wcf8ly*XCO!%k4-`RQ~cIjbeF~ducEl9No+3%bf)*H5NYs< zxQBJGoUaWvW)B+g#cqEZ1o1DRUslI?UlDb6aAhf%S3~nptX6kox0Pktitdcvh#X9# z72G^tr#!d@+trPP_l^*bTfF2h(;RaAwDl7TT4<>q-I|PD4X{<7`Yd0>HAlYa+n+%7 z5s>kc^8zmGaqD6KopnbsmVpbjKbqX>>un1=h!XUM!nww}V`zr7a5 z)}56rfc6lV!rIFA#M|XlZ$9H_wsXK3_shKYfVLcH^y7lE6|vY|-#aO54uQY&nWF+rkozEG?#09vSY4=u5O0o>ttt+UTBP)G_*HF@6x zyNw6zw!>PC5e-%R`v%(GmzLN+U;4{pt{`@sC4(gc@}`#=j>y zSC~zF2$Y*iNbOqx?#%Ptg+n-=oHSx1^TzcGYl1c9&E z{b1N4HvTCE-od&$;PNvw9UAISVCOAb4}`0?x1aFn^?Fp`$hJ<=aOc@sYmdmVqqHAD z7DrI01AOO1q=IH_&I!$e;{V=~&Gl_QwWmXy#4%{-fS*5HfB{c4%5ldz_Qzaj(fTG^ zS9hdB3P!sIMtj-tr^d3_==bs*GEA?Pl-?hm@0Vj&#ehkt{w1H1B^EyTf%)r~;X1nj z&~QpZYGgW6koJ12T&HAu(Fq5H%Z#zyCrJ!+%TYZsni;>#`A4(IQkzBIbdo>?#ni+N z8E@azy*uueWm^t;%?fCE(i-cwxm2!~b6)QWszqT2Clr^((=?QOH@5Ht&Aa+@kZA?^ zJ&G8!*|Z@0#n?M$m6yolS9ezu=#Lv}cP)nDPOwg0Fx`6cZb)uUcc_Gu)4 z=rl}SPqDQRF5mb_b$XKa>V1tNJ!sb^>#^f&Q(v6+<<#uo*7j$5e`V}#qr<-opk)CR zs~F6WIP+w)NvkmGkH%v9lLgPfc#ofL*sthWi)=P4uL=G+rnPstKR&V@Jn?8jqf3^o za=x&u;4$Pg#E2;JNP(bYwGA)tRk8f>rn!K#LRl(A(`3-c{f)*Z^kUu` zf@4eg;zC?N`Nl1v!G#R@hGh17n|4;FD5vuWimA4Vg!X}d+kZp!HDPUtMjblEwHLNdLh;@d>Z9lf?!nkl zrR)r^Xz1m-KgXK;E3uL1GVei{Ah|!-focpkdRN(uy00(ZT{L`jQ9OM?ysGjHGFbUx zhBj^y-(R;wCW(DkYjZZCj-KSf1-u4FUi@?64HX-XR8+I*cq7v%8~q`LVlsiaX{h?M zfbHP>L`EnslIy{FbNH6(XpRooYu>XwLMZ=fa}LRJt$Ge$6jxEeOXDjFv|MN*#VY_% zK{GMAiLB)3EgXrIOATu>P4ik})Js?enK8)BrC+LF?$YinBL4I`!V=VpLg72t3FA9|CHi@HB2j0AvfOxCbD5da2rbsy!nHy`(ajNo3%xdP<>Y_1Dw(EhfnQv? z1`1l!sGh_w+rjS)Dz~={pGg_~nKa zviPdHjCw}hn2Spx%mjT2K!`9!G*-TfT3Bn*{O-hAe**9naEo%~@s6s!Ra9?#aTNSK zmW9~~`S=M}R`Er8(MWU=d7DR?vCjo_Q^EW9Tq=8?7fP*41GkP5 zpSnD5n)jBroA_7@i-T^-Afv`$Q(I^k_A6^4tK%?IY@qISpNYB=c#--Zc8xYYA7A|*w;*A+M8$(jf9Hrtaw^O@+ zI`rnGIwhWMRgy|}HpHw@uw#2b>h0Dj5P)9DEn zwM9ZNQvgPIiR~SW*HQ|G!~HB)Tqr1|*!m?MpVf1uA6j`=9Z$jiJ(W9klPE}Cw`^ff zT>;h78c~TaaSR-VTj!lry{Sj6vD4`hC$CCt&k_!DAmI=-b~)zY{S#3mViDezsfOdW zd_!8eyYX?fBd}mlP_tst;(DP^TmE_y17}d+QdQ!a1BB1SeM)M`<}yBV6OnS)rZls= z0t0Rk&|%um=kr`n%Tz*p2E0+;X_{php8OB!Z_Ni8bH{y|usUJFtwS@a?4`J zV#53hE2{QA?r0iyCo^;iw@d#x$!DtCc*NU*3*rRogzrCPpV@3_^X6_INxk*I7uMTb zT~MO#ZSUPiU@#$YS^;H`a{I<696iy=8x&l$KC3r4h9b*c$R@(Moz3LeZ##FzWJ%b~ zUdWe8H z=<`OdX5sB`v36*M>-XBndUXwDApBAud|b=Gi{o^k7DO^zJzXsup4?dT4%DRD5)gWg zW8(~n=R}RHvb8*NKJZGkTrU*M(=dpMy1lk}&S)(VM>@+Ms_4+ViEM5N4EDB|Ytz|r zmd5t5ID)uclOgnGRN+;dx7kf8E{s_!-CvtBOKxK}b;pc+ui=j)$czk1W}zoJn%TR< z%VXkA>RzqY;PPy4n@j$K5*@;AT4}~G%l~jxXmhCgtOhB&dy2_II%&0^<9pD9=j>oF zjjeC{ij5#&X+(WkkqzfLS{}dMI@+npU?ZN~Wc*7?Q*N{2V9Fbc@Bjh%cTIu%R6(SG z&b6)#p`UXycyId-KRwC~~D&b6J)kge~ry9;S z8uO0yAfMc1rYzmmX0MWFa3BGZ>1d_Whn+#M=xoK(T#rHPd;;*!Q zlBx{qq^tomP)+rZuY8L}gvGK3TkCl2^1lSkbR$s>XJY)jyX{tPCO1QnVt7noW7|Ze zyGv~)huxb|oiL7BG8j(41zb0(&s#lg^hB&231{{`3|YE}TYkZf{7?FihTO##TFENx zWr<#X--GrXhvWWFQZ`O`4lJ79`$i;${DFUoZpM~W{;9gxRs6VFVr}yyoNb%|pYWK- zldRWwP&~~4!C`B3v>RzmRwD+h-li6r_~8+&Xm`d{fhTPGkWp?|2ETexJ1AR@Oe77t z0SZ0NP~e_Qb=doCYm6T3%hGGSyP1T)?F@<-$K;YTzzgcqQ*vaXKnOg>fVz2Lu6XiA zjn|;;y|FcSAh7`{-KLFHZX*fNCnMA&i+CqDu_ub*-%M})ag+zkS}yA2h2lE!0BSe+ zB(V+TtE9}x@VNZ&YFZr7s~}oaI4r&gKYS?O(O!l!>_ek+82-mnRfS*`<2=+0rx!<- zX&Rw7PI$;C1q9s`OBLx&s+@mNg?A|PrzBG+Vn#iFON1TLe-$$n90{?O-$HP%ZRK|F zKxGBNTt;yt?T3|T((+&Ba~^X1{@>Q_9iXAm)SM zQ6u8hJI73h8Aemds8Vf`G^aBPX(}0&TPTwOA0W|yPnve+`QVJappX1`vdiD~h{z<; z(^RK~_S|W8aO$bV27WkEx>0{r{-Pp5MatD4J_~q9hYZNYE^zLc&i`IC?&Ogys_g}pcFOTIe^=!OHtVic+*SGw? za5ugtLf~{%$+cuKuJk8?0A{i_i4S>Zcua!rE^;Swsqzle>etTJVwbPuA0I9hvK^{I z*j4tYgDF1hUdmE@IA~%8)D)3bovM`FR&~b~=k*P~sPAZ4;u&&Gckq!TrYyS|{dRr; z6(u2VXViQ&b&yVk0~GbWy=asASzq|r-MMEB=AK?@?qP9qDaoK$mvS8Je*L4P2qVE_iHalHiFt%oFzGw zSR5n7h73fseY-$RK0S92w<-6VslGH*9)8WUp)vas;GSgta!brnI+LNJ`!jwz)@XW- zBUTt#UYSaE6#JUejazN=oyiqIWhCHl8m+r(x+h-Ce1I4hB~EdG=G z^N>uEZr;&ku0|2DB{_{P(b_B4XJ;=<3cF#*EAga>+Ef;&DQMgYivIUgXuEde zshgXE?K(;~efBSb&bAP;>qu*iFxIIKpS=5Ocvf|*R2uR5`1c0ulxJu~Tn_OkPKDho z{r?LtMRmAV82SDFaI1bJak-cHf&6w*!>uo;G{vtz;+E>mzLOqxrdut?{aR+ zw-QZJ>${%r_lsOR6cw>v;;aMZzX4a^>Y)dKsyA^STxNkDeOq)eOuVgei?bZn8*G6VYn=cHa=`=D zO&E#;6UA&f)V`bdPgQ_+8S5yh5p|8QWi}=?+B;ZT@x7NuF9|Aqr;{uTxBC%3X|}0e zF>Q%uO{^$+^V8(}tEyBA zOh2;#OlbpYIXm(1hQp><&PqK^xKj8X)fQadf{maqYdP(}P{INuQO$ikxpVgqNIak4 zxgdZEbL*4on$u46)-;Hi88#U9H3Uh&)+3Be7u%bI^saUF%{w>F;DvLDM^UgT#_?nN zc+PhM^gV$vzzsmheZ_=lkc|S4nDvV%Z!l}M!g)H;3J^1?*8Q9&xI4QCdp$VxV<2MNQ2O~pN*6DE2ZT@cDzn|Dhf&drG#AM^(pVVJzLjU|1$0tXLas6 z2SrUG&f?!ZJL9~Vfxs>A_XA-!fPmyIy!j*$|E#*TxR?>$pH$SMftOZn5Upm+T8Qcfkqs?55S%8rOq-@X_or$#P5vnO>2w#V}K;TG9t5XK@_RO22fNplLu_ zyp})&_&sHO=7|7CS-(1I8)Ud`{!|*tj8d5#%-tU++ zu3q}%VxCJNBL-#N%Z6z_1*A|^-byu*P*^zBxC11NI4VZe8DzOUnd*9u+|Ax+74cl2 zh!V&^sJ+@gdZotcm>F&`dJf1G_iQ+;|w6LzEx{~3MXaWmWQX3o(ariXMq|A zAi}b09-z~Zb1%1htJM1CGQ66g4FY+-afc(aoQnC~06JarSE+^H3oVO*q`U(3UEd44j=RtK*+bnkM+pZNM0-qkeXTRd{dgTW`UTco$|yJl z)en$Hv>rfcMPpv(@iu^PpNy;Xx$@uLLtK>U{EtNr{q9j#)MYC|;&lP}fMos}h4bL( zL0Y59cy)eogH1%>=mNms{b`ikz)X3>` zo9?h^hcZ{Qqz#)nqIQeCy^;7C*mkRP=lwNP@m{H4Sl`dlWDne6acRoQFtj33z>1{u z*yS5H4hg5OL=@Z0gr+5FNqk)R7JVCVd1r8~r?!ylfy>QREiJgZ8KGhjr6VtIlpOE%x^5h9FfN;XP2GuHQ-fR%l!VGH2yA{ph2)-Tq zc{J-Du;7@qXgM7n;VLuL4AB{G+4i?n?p7DDaQB0A;klWMXWBcF?4tjJMyCg`gE`;%S z6F4R@NX~9;HV;+H+q+l_JK^y~mKw8i=n}X{NC`afNPS z6)%|X{vAg1JU=e-ZBU{}qk65_0h65mYV)c%5$D{* zlI$+V5&STmO;l``fq`D2q{1FNge|yN(E1G1yExB(V^=K_)S)W*Q?8&`myG|v>m2g4 zdG_mHNFUeI#pak%_3C5K)?EIF&1c64iY!dc`mZ<-I0m1X4h;UIzzOhDfqov9;6{xpXTF~O%l`R9m%epKeF#Ayx7Rk5(JfS(8J8Y$1tX4r#xw{C-oA{F zL#N1l@7Zys8_~I4|=ATx@kCn{$ki<>4em0uUXze{tSx zvPKbqh4c&{3rU^1L8fb~b@{ic=j3n8;>sm>Bz+?f)zS9s58)I#FhR_IvDFT6*-+_B z%j&=oXK<6Mq|sN|`ak!$b*=$_r$<;*F~Ozt9J{ntQ`75buXiD4%p8XtN@}f8wjI*2 zNQZ-v!!1{=;lch219WOp>7vB7M6Rzwo8aMVE4zNra4Q{uI=`_x9~q|Ym@;U=Dyir; zTl255iW(@+AQT9{N)f6hqC$0vl}0%<+g#a)?tjEPNNL=6q%_-KSDlisX&ii?oYK?j z5AO7Y1czlr-N)?VFhjJZrzs$R)oJ>B3ISDR+624!7ArMk4`USggsB zY5GDRdo=e%$%}WI2M1E?hgV6KkpUY2y7l(2MUK3bI?JpcNDDlp^%Z_smwphMP7Qb= zpy}N3ak7~n`Z5%_BBG_<_rR#fpFRD2%b8WFugWlJSsX>Ue)J6_{|{M64ceo;Ne6rM z=#|kg-tjUfG+dK}sO$AcKFfk_lZcb-jc;!6^i@GdL z@-ip7T7AAVQ5t}I!%u;W9UWm&(ZviFKPv@;Lf?#8X%~|WjHPj*_V{3kJp~m9t# zO?CBW_`ov?+}K|8OL$~V@qxgh{3ySXnOFaFeSCeiA=taBu-3je-hp%##PLRLFf#`fZT z)rN%65%-Bs~%b!O>&3vOFsBJ{po89v@0zQFBuUgvrs8?or~xeMftzBwQGa1%2! zwY}}z9W@T`@b6(?(6KuN_tLG@i8dLtO5Imwq)-~)P-MZ4e5G^*lwhFVL}m8<_?JvG ztdmsz|A_CEUR`&OiZ~|&)=}YV6x>J-#Cs6o;l1Na`_D2Z2$RjQx{#^a-}Vr<$2|hf zc^detlA7ifYagUVrJFKpVD>?aAt;@L z#n>}%-YuD=;@XoipC=ZfD+wQX8eG%vKbUx=)cZsdpUBcbjbILa*AlZa7->L}dc889 zJot=dqSyc>Wi`li2PBq+T@*n)y2YPjWV&|GDtSO@!A<^?$oTb9L|&YX23G9vMN36o zGRthT`_^!gx#JCGtT6ZFxLg_VMG);H(K~Q#d!K7*^NrT(fcu~M5j^2Dwe&fe!6I7z zKFiawtD4d;y;y+m11L%kzHTB>ir>K%i5S(L?LeH_ojP{OMt_NI>d0^V5YAF4qH;_r zGN>?-E;l~qEuU0E*FlQxGJ8=9j}wX<;TN*TTLzRU2Bs6#!??QnSXzf)9NxbDhz<5} zS`{RKK&fOfEpqO00?X&aEl!Luw#cTLeMX_TU<`zdAo1ZOpLE5BIr@*En`r&W|Ah9( zG>BgEdp2oN0Sf#7%#xy12b^+HGu(nn$)?8t%Vpbi>i%6$iuP>D+kL4S-rHKL?GjLj zPkwk-g*4hsn0axrwrdv{6vutH@bSh42&;|uoe9=heN;(3Szf1jd6z0^-=Y_Bmh}lX zXxT%+_$)+}rn((#m+IeA;tr%ObRcsX^fIctr7FsE6-&7i@Cnl0hqG)i>wXsO=d%=O`!Q-mZ}^HJ9+I@nNUd6yNv*-RYnFIeIyE1X`HvXHP{!zA-@FOP{+LZcXL z_stX`pOxSVfBO7j`*hz(m#8o9Ue%IeVSJ96lzWZ(;*7>YyS zX-O$j1N}M2{LdGBOIBfxS$J+lJL5{{p7&2uO?W1W{GV>GZ~7cdk01#rSj?3*1*=aK zTwOcpg@k}7#qXqokI&o!0ForETT$-h{Yo#bCFAq|{yK-Z4{HiDlu0i}l=fw_2Pv5y3mDB`tZJi#t?a9;mvLF5@|T`2S@MIenuHTeB!S zetp7MA(}&9H+2vtX{d%>g$g&K*N~mZtacBhF}dgeaRpkin~Fi5`QO`AR($u#|Kq@zt5-z{`hT(KbG&~yIbtf^I0)>-@{bXPO+z`Yi#dE*zpEr! z;~B9#XK{YjR3tMZ;L+gtmmJ34t!*gx1xhb$N+aboiHR~bF{+^oPH&yLy;?wa4=On+ z#LSUL_e_fL#(OS%uUc<|3BOji8DN+;Md($i&8$}Oz<|!N_-Pczb0gCLtd7&DJ&(SfS!$>bE(Fqzd^X5qF zQ>~%}(5S3U<;KX~Bx8>kBUaT=gH$OOnzHk4zE9#4rT-kq-IyAI=x$I2F)oTRZB?26 zt^d|Lj2+xA!MrgbnD#yt9RMzBfuQen9Z>>vi0cv4W?U(Mi{qJI-@46=YZjBHi>R52 z%IPl8J{L`E6rC*-TH!SY#Je`1-S6jQDXz$EgosFfI-In%1lPX-;7g;)&>g_2EZd<% zDjYskO%Jm8pd{b|EPk!FC|6^CF^aTLEk!b|#6>Y@*fU-`9G}xFU$1=tFY`X#=({z z=M+5#b=d;B&Hq-j5H{=SMUzv^Yc>jAkdh5l?t&m7lv^340c+1b&25pEOy#{pp#(7` zC7?R|X-RHKR9r}f+6FlRBpzG}HPmlvv?lzDqHO)bG#5dOR*yYp>W8X=!0jD#bMAk! z?WZJ}U$j*OHd3ZHvsTpW7Cw5_QIQKP&7O>zUd8I9cb&fb<8$^}klR{hD4_J<_6k|u zedPSB>}db0J=o$CE_F!;Vr#KI@9AtVGbD9k`UiU%{*;~UgQlGH@e86;>%$_B%2tQv zqYJ;6pgQe|FvFrXB;tBPG{?V7hq}F6t@^#j>hY)Vjy_avfPS5X_QDbHsgb&}Hidn) zAs(NSFt~VY(iW(i05=Aa*4~v2SD+EEs;X6Mp*y5@@E)tX7{A%u44v|n$i_i~rO_P& zE3hK-S=6|OpCLqTzIuU(3tp0 zEuUx(Di>6?B?g7*)7HK&IV!9zpIbEGQ_H_pS?@QlYzVq5gpD%$H1bg_Pn z9Mb{45pK(*y^o`u4rV^;IM4%^uUyTW@{-}!m;L1(>@8D_K&AJy?$E6)e8bQatJNQd z8ICu<=+h1}P7T-i(5P*go|Y;ndXhMP_J82gjy2ED$F2Du(t5)y$u1!Ncishq4xk&_ zf`{h_-XHT<+7_1tzH4yRn?9be7VX{j`lKE-{rT*PWQe!=JQJ|(nps@%`ibI6#@dz} zNIs@JhZEFJ8m-HQeL#{UV!B#i?Q;%4J-iQED$`YZcvRLOyJ<@{Ua#~==r%9M-m**> z*SAJ|qM(slInYNeEr+vC-!PrK(@u?I$>)OmT{}-6CAnqpZqy-Iq4lZL!TLS^7 zj{V0574Jui1cyOe2+NTX*rwq>!S~)~5y?hl*TerQtguvLbXNlO5%s09Rnkc8m=;U8 z+J?|ruRzYxWTW77sBzN@?Nvv_lr`%dePevGi?UAxEr9NWB|Py}UtM@e;)OVknMDbm zVCDPCSs!XHRW5a+-MDkzsfQN@B_?(?6gQA+^-YFJ3yzKdnJ~Y)?7p1eF8Q({092Yh zUO8|Cch^pJ$tDr^_Nvl`nxwv~wVZVw?2#{W=UxaO-_EqXuEqcKUN35+efx0BrgO;E zdD!W`8iD05c+Yfxd7MV50Mlu_j$y7=;i0ugEm*84@lLYbHnDF7*z@axC}S++N$OME z9U3D6>84f>6=}4fcdok?t9w_NDr%$Ta}<}sJ;8e5dIihf$;eLDN{;oYWtMJL{`x*j zggG@(0-vk&plw614O1bO9eC0ty;x4}iW4tHrkQ!hN%)P6tIpmpoYJ_79j#P~Fz?^A zwF|px=sPaXGwb-OHiYtrQ0-vYC_QnPypUsiz7g9@_L{I+le z6u5I(+%kR_eJ!Hkj>z9cuQ1It|E30Q8<1%UA5W#L6wT2~y1zi_X*6s)q}qo9`?^I}~^~ zL-cIF#SD+ZKv{3!9tqtT9n?m?(qp9!y?wJ1BoS`7nsTjoe|qTe0Hzr9QLITGc^e?)t zppOQleA2GPo(QTngD+EUlXV~WAS4Zq$R5F=(^l*DWBB zIZ-QHk!z9}{KqpMW$+73Pa}Q&-k16PTaLznc3%$ha10fM_UvjSLp;|8gLrb^c1N-K zfroK!gX+i!BS0ySHxkck>{xFiUx}H7=xz>sFSpz1fs#_S`rY@2VRYO~#u_4j5-Ya6 z*rH=e+`fUtIhZz+wmGF`CZFMl#oeSo4?v5}v%$Y6zZba~DbN(>P4y+)LO)j*6uJiL z)VG4$-|B1AFNKzBAN_V~$W`T&Dt!ugTlM-Sy3t#M9q$USsc?!L&sfr-z5b7>_YP?C zYX677k8N$$Rv!mgkf9=?%*qhiRuPm4NEnf@T3Hg7tRN#$YaPgvEeMH>00BbE2nb=c zDtn|r00{yW2w??eB#?x_d$OM2`!6JS?sLvHKiB76msto$RvY1AnR zm(W;{vuz9{I#*hl44#d(Osb4K@5#Qv^I%AW`YqyQcS&DM5_w+pT)J%XK)QR9slQ!i z-V?sLBk>+_lc?W)R7e{wU(U#BF|D|K{{J%GAoF9W%X|Hum}`ECf6NtWzbGzDGr07LmW0QT`8k)t6g`8NIT zC(_skqooDln7>h|4)ikg(e7 zGPq-A#*dG>{Z4&y46!#GY~ObBqWo}qWeRUSXaQL1JES|;{8`^fFO^^D^i4Cvc>l5B zToiU{ir@=!TguArw=0KZ+Izf*z5Z?-LG_p{w^Wdf319IyD&J z=+Cma_kjP#1&1hiUMJ5TV?@f$+AY>X8mtiUiU;{G_B1E!r&*0e*1>26-`Y)2%Pctp z9k9i&GOqnVWdG<;karpKO)yQ-@kwZ%t{Eu85lJ$gSgeJC657mPFRdLFnMrMtTX34^ z8Cv#%_h%69j(2mF1PqS<>V&-$gFfd z#w^khXX6QNk3%sVkkY>RgeMX8s8jv2k&E z9BYFw8a0^KHOX5Az!`hqOx>T0lz$3M0L`ecQ2^_IYPVAbx+1+nj zcW{c4HTGwdtLPsa_HWZ3MQZh(k2Fn8PBKxWRU!2wzgBVd7wnoEk^KUxnb3P+%0Vf@ zx=`gfzuO2!odSJLxUcknd-=Y1QXn@s23R~GUzyZs-m=F$Ih;57h2L6Qbn1@{x5#YV zw@E$bp6qT`8n^@@e1gWWO4o0V+*X)Bk@(a*Fz1HPawgY7m44~<+e96Ji>89`=EcBT*m(Ad(d1%l#BFZqmJn1jP>fPf>qRQ z&n$&U_$Ed{Ia+c!?5Fl6N0MmuYH2}PIkn20^r_D}(4EgSBZVo#^T}z|`Ri@`x%wBx z#MqehoW8_YdkNsyzuJtykJVdzQk8^V|O)Lem{l05{exZ3?Fo%^aBV43_id0MPMqjVc7#K4Mc0vnC3 zyPYw`D5ldKuXa=1H;yo8HyizZL8DOqq14^B495i-SM`}xX(bgjx}|SMIFEAuozZZF zE5%Ya_P|T;y#9-598%8WRf|RPMRxPkV<7qi8?CmxVU)2|>UmSLZzFgzP*pSRDDf3U za5`PX(83yk_xMW1J+{m@p?1zF6VHg`nuf!UoN8FdE4fk7`2j?}8$U#(WCjr_o1Mp# zZIdb}i`xU$8cFb5qAy^ZGjl5bns00#D#?7AR06Hc2%ynDc}L=cq8dR&?%2?Pi00hD&*cc>9fr6pMwnHEnc! z#lZ#g8sf&>It98>P}!Q9Q#X>@nD)w1OTCBE+`x~6z>7-m^_njn@W|Bf^KtAxk51&J zd9QWN+mgEz^+Z3V+Qvod>0PXw^|H3NL~Z6%FB7vk**gyeo5ub&!qnjR?Pa~hPe&Oj z$8U>Q;gYFK;|N^})Zk4fwfcm~ql9`*)aw=%l|P%5RpYKR96-t@I4IQ&>(fIckG=EK zU+gp*_fU;X;O_x3Mz9->2`ExvLMvW_{O8Wl+D=g};4cfmw0yvWMXVU9?`B&k*f*-S z2o{lvWs_X26kUhxc+lkXE|bB7TR4eH@lkmG6HW^Kw3hHzIVFY~`KQb4^kAS9YKLO? zWgAb?_w?c`>%)C{9qp=R;l=}s!WW*Qz_jF$PKH)zC+9L_8t? zPh7}|LS&?6Py15Ax2xleS8WePe>xsvWDM>E^DRJ5tl_DutV=<+0|UKI^X~f?9pJmo zOzJf5Zj33xLZPhoSg0wbBbepTvMc#0CmM{v6Rd7K_LNOj)jfiwPQ^@&3Hqk~MgEmU zzS6`Kuyvl~UY+YMAGQr{&I6+eT#*{F&1B6}g|oaj3rN(0P*I{Ii{fP5I`rLN3QrlZ zur;%IlTH0FILH?WNNb=S+i(QUIr!7eU709nePlPR0DinAWT4`C51RsY0td#T>%~SQ zmlg-_Lpm2wKB%dsj?u4_O9kKc>ndy0E?V|gf#><48~pzh=nXP1VH;(q{2PNm>|BVC zYrB~wHwe${I0klqn-2_}GGCgaG6XHGA?cT&O&kYD>9l_0UVpxaC!Cu@E`m*8a^T!TRj5Nno)f=SYICZpY3fBnLxpqMpQH^N zfsCyYDcu)t^3p9WF61T7hCvB`oOQ#bR?WRN1X@vwbuhbns_kP%Ph2r(AR2Tvtg$vf zY$q^a@v)qbdC`OGPg?6SZfd?vfOyUC1K)9j;CquFrs;M2n)BZ1Hg*!~`EAs}G3mHj zeC}|il2r)rK7P_^v>xWWVE*aFK6VVyNKGB8PLVr47__kDc8z$${0ko+;9Ih7)c2^E zb8dN@YXLDtl;u=i1lR|m9QooV1{%zhTZ_r~H7EY~Exs#t+8N4rS63*w9Z}x(g%^1> zwoT+K>`c08jShSLd2KC~GBbk;5g%%Jpzn-u7Y498EwisL7b>}S1nK5IzJUk@r%=e3 zR<#6d+j;g;oy-bMNeN-V()*BT{RHgD9{xoA5PD#AD~brF$Ntv^h)(d%vd0D5o91IG zDRGwuXRb?qle3}tgU(+5s2bB)yb-4%>_dLmp#*mCDOeRp%NL+meCwyDjMV(7mZepZ zQIVg& zg7#b9_frlHcn1DQ(C|nA4J}R;)0o|!S-TYm1(=Or&#deh80bPD5H-X%pW|6}7hhg* zMWqTO<)f<}r5MnVZsuuNs6}D_k^A3QSKhfL@|19d=1IBZLzwlT!CsDnd+d}KA07Z9 zQ(f*2MAqC*18TG`XMPD5a9yOf#`fP54X!<7v0B*&q{FVO5&6CCwRxNu!6W$G!fG3iFMhQSN#YAU5m$3@5cq73q- zf$GieyPOGP5y5()E(NqQ2M4)Py7JnFQ(vSgZc>BUgvC)adoJn`6;MyjmQw`KNAvXJ zF?Y3^rmXm~)h$u@*APF}qhe^@+F?#J%eEgr#zeMSj%K1~KA*dITV$ANjMfrt#P56QNp%VOr{J>ADWMMjJ;JytSGg#=Z^SZqxB}jln0VRqE84WNTrSD;;&IKQNlK$8Dj6jnE z7u1O(*-or8vQFgz5&hB@LSg3A)PFc>rAYgk7w5ab8}~=Th`cDe;=mD%AXxYLPx}`s zevX?1)0U?$iS)PCvHPuW;}e*FtHuAqTc;&CnI$(=6nDtWUV#fth~|rQ-D;(SN!3rM0;|Z!-7vQ zmM})(?05bu{k}or+a$qH=&R-S0Tiz>5!&NbWRH+ zf~|Ge4$w0BwtS={6FwI4*3Ejhq{x)xMJaf?z{DLXYWPQFHF*?h)OC7HN8omM`tCX5 z%lf*g>D-#IP`S5N6z$nY)YM?aeGr)e6#~|*@Obi-!LU|*z(%e`ry}c^z+%t95mP@B zK4BbZR&c}i;Rb}Rcp+i{<8RpEA0^`IDTs;#^Ti!06(5u9rcf8%dTg$9T%2a(p zsEM9y3cQ=y4dYg2-hnXwfFr;@JM8KnlRi#7n((Et(K=lwAGr3@jUY`7^P$$ib_(pa zs(&AYNS^8`RGt&O<3|1E7hI%yZ4Bmq&wHx1+WOOZ;k##PzmEuo-KUUw<{9Do$&wG7(bd!iF zpBWJSI%Pea3fQY41}(x%mOBSqGPG)ho~(Q?+-Cf+X1v>E3xwk9(pn-)eDE!qaFvsK zTBBN}OGCcJdL(d_2)L;}lRx*pZOVviAHUH+Rf}`B&OA({SOM$LQL<0iP>8&-XtQ<~ z8&-cm$u5YWLGlB5@F?n!>W#30-0^!_xUBW1A4F%|e3ICaHDc@%fmpjZ{z-}*0Vuly zRcN(d+)i^X37h-GF%ME@)T6-|aAC@~ZL`R$o2uPZ)G<__yfXWFc;y?QI(wU2lIqmE zL)l$6KldLn`ZWJh`mHmt?h*)GVy_w0E}fZB923&=Guh%WS_Nd!_0A^N`~5AjKSzX1~82u4=UD702; zY<26tWBqjn$sOpN*&$Vxf2>zB2cP5&&`JN`G(@x9#ycn23?nI=A3J(ath zd%~sdRoZY?VfBamcR$?_eg%TmjD~;)%P1}<^cxT}hW`t0Fb;kEe5sMyS1`F~!4=AX z&+xLjL*~P3_K!peH!>+;K#WH$vFHK+p6%Ga+cf}VS{r@uV?w)Hctt*OL_=`$^$(S< zLkef`Hi`_wKTAC+WvN2VpCFyJ(9e{S@U3&7xe40e@Z+7vaJ$3Bx9_?AgL(BzDhq`k4oe3d&(mA5+Ps1KK0V`AV2GZ2wKllyA8((=~Q!q~3bK>;wB zNu@R>|BXJ?a<5edm$TUmtt?xD0pOpn2RpYU_H+@hA~YvF98n>M#yCvQle>dk5L*T! zC&7GpgF)qZS#%l=cvx^a4U=&sAj-^_!z;bgD2=?TT!W&J%%)5eTM!OYo{OwFk+Slx z=A(2CYhsE~0-T=Eb)(dXmrVx!7uQbUtwSV?aw1cZl}A%(pfbr<<&(dkWxewzgs2-8 zG!c&1O(#$EgorIE>YGyisL$@t32hx}vhTf>yhDtK0P%_sjdfNmDWKn{C5RR(%n5B+~h^T%wx6{l)pbcM3+$-XKr zlC-QPN*vlY6B7nV!E!Hy<0zQkmi`KI>^**{1{A5wZu8UF9GgbSz_`@O#AR3>7H04c zv9ZmYYF^{L#8-Qan69JXA~rvyW)dmXMaY-uXW0k0Ua+k#h>2&3lN5(}3)-A0-JG+9 ze!z~}PLZ1;Fcvdea>Mt8P`1z?cxj}^szU*d#&<2l?~JDUS+NZV2JKaA>V4z$WL!yL zM|GxHGC5I6W<2Hv-SstB?J}_*?Bc59HD9dOZ*5kLU;rgm;Hphh^3Th+c_-t~>}DtZ zHqQB2aeKy2x>b2v^yYi}e_S=sHSdOW&qrcZejjiT6J;cwr7FoTqrY+Vrbp+;7&Y2Z zp=be&1fJA~58k<$6Q;&+D1=M`&{Tlm;fcoQ`jQBRA1cyQDm;lQ?Pb52XY<>H3L>w` z>#Jv^aIPKbzggEr@<%Mr%&D!cYjs@GOR|o}*L?>DnhHK!Hwqn+@)__tA>p%vx&-oR z!6u_t&c#A55p#cbV6R5xi=0s8-tst+{Bfk^XrS3kU_tl=3F%0FPU`0c zn0+SI;a;I)vs~*o{?#?18M(X{SQw*H)bReE-L+dwL#jIGb%mIq&K_N1ZZ*u*Y^x(T zrM;ku`U8=o4ty3Hj=)of>>&hIykEp8)%few`-}X^K7!SPe|pkWBt|xDjjeLt8!T2l z1KEYZNX}vYYnSHD=^!v^A8lUekAtx)0)XN*;XlL0f554o6?S_*JTPC058BcYzntM( z$lMx~SRq@7GTwf}^Z;GI1kqsMUfVAIZF$O%S@p!2Ls=!6IVZ!^ysMr+SbAA`nt-pR zVvm;To&v}RFtX!2j&PM@7InL(x1wrSP01tTtgA0E>hm7W@#sXh2+itq$#^`pR$P{xY!TV|T-hWYK*lL4+ zN<2~({CSZTrEDb+i&zF!9li@0pX=}b+s7o49W+_2kh$?LUFKIN#LSitlYj^fFY{@r z);`VqUfT_JQ{dvsH-cDdJoD$Hism;s*>V~Y1?gO~i+b(C*j??$6a$L?Wh~TqGHKPe zo%p@T((HHzYWnh=71j%oUn^ERP8P8s#<(`{YJx5IzqlKawV0gKsniM?{yxul=|ws| z_>;({)nOM&E(=?`5lwCRhKEJ!>)#{K^|_LaavHgp_%f~mTd{=r>zBW^2>x1(?E3SrV`y8Itm&G94`#0T^tU1vs5?Kb*zPpHooV}! zdb{H8iV$Z=x6k^ANC?=7{7~N0h&0YA)ao|Q1sy^j5~Dzt?C)QuekLfc=7H=tkq(I= zY$b#@Xy9YcsALQ)-Vgl|_iwQ3dRgV8gJlz^5IFzcQ#clCGF763fc;tx;jVx>e$tKv zAl31@Ii;6A>A{OnLIw*v(wYYq%)RF2)k~3qpc*0Hdlmg(?Kum{=BfE{4-omo{sp~* zs7fyvHWCSKjK}iWw&LphT7&%V$@PN8FyIwx_UPn z#|-mb)o%bHKiK||8ZA}C5EDNunBj(&uNnSXBrxF#_Oq+?DyYX55e7cTTF!8rNUb%lQaX2B564 zEEVL`ef)O|hk0&y*rpUH`3UV8!^HY@+H_%&Mq~`@p(|b~^UiIdxvX=E*yost*~vpH zgrshWGm*MI!$-?MyvAqe8K$j%5!(gU`~eU5$^mm0H*-s5MHu$hrwc<~+Izbl9;vp8 z^e|rHcYG9TnMUM3NBtb_7wx>wSK3cE8ldkqv#VRQ;dl*xDaPLbwNI+`Ecu|0!gih^ zzVCEhC~t7e<&o$k!NdK z(qab-byU*afwvNvTx6(W+9O@ZA0UfaW`)siGe5m66QrMo%8{(BU7!X1R~XAMP7DWJT%vr7zF?TPHMn-Gs!=;Li^-_kVC(aV7~T~~&mVLT&D1il zkKOHdm0FXUEUEfI7`I(sy-t%D*9k_tp&!Z0uA`yv&+@O%@Zkrb3kva&xN1tn2NPUn z^-l5A(n{I4aLoom#t{9t!n?M*-dx$OigG#I`>JH~H~LNjCIPSz(Q3qFCIxbiC(T1F z$`#E%qRJAN#qkdC>a?{sxWq-)gQ*nmj`t7GWSG~4>*yPW*6=RK|5`zwn@iKArQF-h z;MWvHF2Cjm1FPHUi$^XOPWEkyC}`zpo9k&^Inb@UIw#agwB1{t1?bw z)dq zKA{v$0Oyt|wN)QzE+s0@kzSWU()%4obSX*|s=T~qF?cs|JzUeUrt0H|Kh8nfv5HN9 zgK}WqghIIHgUdNAihU)I^Lp$81xf-oZiN7MP5UBsaW!kHuE~mn{91%Dj`P%4Bh~da z7SE*mgZ9nF%z`SGC=Q$3`&l+%wqh?UsCg(xs-Zv~s)^Kr}(^Uv9bdlKIZkAA{L zVo&MSUmsapo>4`iEl&x?1h+#osxB)_P1Z84hV4;l1Ujcwb@KF@5q*d@k#E)+M>g( z=!t2{WPu4k;uJoOb+tXPDae$$4Tw#dTy#(yNsDDfKr4X zCQ^{Uo|}R;w37FP38DYi)U6E8QL^en#yL+eyS12o4*x4%0X=d5Q))XxKrI9)6)o{>@_V}V$$}6zJnqa#{F6m_Fj~pA@{a8jVKL0FYUnY zMT3%0E#+XwlR(Q^iZy}tS;;4Y5ERBkPcVUm|H5pBMxQf$Rf1jVEt2DtM^@Fcl*6ICk6_?5gK+L4$I=r-=n>u6j*Q= z)C)pG&F}}XW=3JQUZN^>$#7o=YY3Agktz0@vc9<{M+O0}dMCyPe>af@rORbfS5C>!1a_idB_IdpU zk+~p(m&$BitaozS^xux^ZB{7-<1X3GdT4mLLm zfuognIT|oOZ0q1ncoE}~0-sg}N2G=ot$txrICWH_u^LWdm+*YQ@*CtH`#7btwcbl* zcjv;5it=kQM%;`YM~kNJ|3PccaB0{{qEIhAs#bRu@w zFr~-l1J=!GSSH^l`^gM~P#F9lBA1K-e9A*_quu-9otZv6@1jGW@ae-#iY9}Fzn^gN zD}UoHW90DvGaBR@uH4XKpQh~N(y7QHvhh28tmvVw6$OI;h9mJqJpQM41R9Y9^edspv1KQ1M39 zmMA_`)U#FOc>AQuC|YaQ&Zh52k=JMO=%k6Ny~9iXQ+G4y5~9?MN1E7_URcD!=u3Wy z+2|Y93ERwFd(ebVU{JSUE#rOVRb-WF{aO=t5*5W?#zZ(NdcQTnOO6KkVZ8nd30r}Z zGIsT@a4{X!q1)N6msWpZk2&#HO@kLe)+@l*ct3__NxNX|Fn6iN4!m}6irQOo8IRpz z5f?t1K3K}w`=MbsfBRRlpvw<{Dv(8}*XYG1vY)e2O-)3G?+wwp@NTX^(-^6d?{rW6 z;?{b;+FAsp@V*PjF_X+)_qHMu^uVZQfwzv?`GjTVMeO8>h*LLOAeMtl@Vb0t8kx>S zIbAApf8Aw`I)@QQ1@g1%IuWL88PhS5I%>MM4vHw1n$a!Aq;&qto79phMN1TqH|w|W ztV^S?MP&05m0v{ZDR1b9@vX1A9P_*hpPVCkx4X@C#Oav{sdZeNg1;`N5jeqrAqd-u>}H&>1(K7K7u04$);y)`;Yxh5de(l;go zx|EX?2VzZ^9DTkLTDJ+4nnoC7U4k}KW#2VEpdgOgSmln4V)kFv8-b?fa(K`eMzCgu ze`}m4$r6D#)*cS4dWqL-PfUBn=}SB1r74*sF(@?H85Q(Af zi2AnBi(X1W!V;p}Z3dNI{<=MhoRBg+UKW_i zjMgg9*i9+PMJX9xpv9&jKI4@^N!q*rq;z_mvucQuFWH>XpN$rk2(X-#qQ1fHyeue?d|lGDSz{U$*YJYV@?j&Y+z&7u0k1p&OqcH4fr4mmn+4tecW& ztNL0s=d@CpLB1Sqp`aV=kYK^z69?)fB3ez(zc*T>eaCmzvN}YH$7)4GOSGxWRFZx2 z$x#n5F;%d^Gr-qi)}CMP4=8HF#Lr2Cal3-Q7XqA1B97^It}XvzV$Xc~hrD%>8X{{) zplQsHfu<$dL^EMv1|BkkImGo+ahWo{=Ugj_{0yeyh`6a5PJE>g8E9 z)@72>!@eo!D|2Y(k_fGpg{l!*HVcln=hf2am}&1}g@)WNf0C#!S_?;D^?!EvPNTt; zBe1I92E{Zy|6UlfJu|7JJ4)bW??k;cti)@$nfHwHXV(g#bpx-B10K+r=R8~2j+8}W zuLW+Zt3g$m8Y6qZd|eH#)Xb)DWvY&)GR8+##QzvL-nnd_-f?#63h%yuaUg3$j6Eea zY#;Er7&m!^YvtDSj(_EX@8*%cH$d`!_V*LCsQb(szvNbtq<8e9uV&VFZ6yVmz%Xr~ zeKp^cbHKB28{&8^J9dKvx_4BjNPsT2e)(EcZ)kD$zIx$N)kFsJa)6NM;mrM7v+MBu zJa+PJLf`Ojy>HL2@8i>_sw z|4mk@7;}^V`lCH{Tvw;JliyTKAQXgVo8bqt<^vF%w1?9@ov*K0V+rf|%!EONNR#*tzA*~=p zFGJr#B=Yt;8+Lof#@EAwtlGw;Ztm4qygG-6YN?3C?ft55Q3D}eKA2+CKFKNkd5G&lZ^N8?SB2MGH?pM`FP7J$oKtEcb*hTqm(+IN z-e7(d6J4sz5cMTY@2~M19qcM`(2A_M&6x8dkj-Pm&uhhLO*%)Y$H@>+NA{f+>V*3b zi11L4iwaz%oH9cc#Ssysi?)61v&W3;(mnjkP2Q1Z*1sUa0h+~sT_zm<~?}?NowT;{RjY&sQs5xFk zr|~3!;sh^mRtEV9iy-j|sCghOk^%vNRmo!S4>d1X;C;d5(5 z%8Jiz!bN-q(O8GK866~P&43u2BeE!2LsFhXN0v14@cd(12Q|7#XF2{nGISuiRGli| zzJsL2srs0DARTk8nPoP0UQ}K}E_Z85mDc@Ot~~!y&MDqa{_pnc8GeObpdtnl=N}vE z`v-)bGn1JZte<9s7Il0V(s7vV@#Y@JFRt%btE5a$$Y#!F4S$@4 z4Jm5p_I_!XLChwTB00@W!v(!ynkTGZLRboMIOKL~iJD`M!#O(ab~2syslCXrow~-K z?arqJ0R<%*o=lW<`_IL~=A$n6XO(-3&I{~BPV2z#Gsu$Tklrk(H7(9RNo25|wbDz6 zUAGfvzSB<&FPgbOS(ZQUExZ&0l+Yl$?a#~V>DLfT#ElAiYRkB}2t{Rl0W{*-gHx}L z5WzTg+`>kugs_w<+me~nPn*b$H=2q!6&V7ZzmlhSc96!Y(-N@5VWOOv@nz3zIhpiH zLsdct?X(K|PjB;0$;dUV8UFs5sj+)k3RVGEAjrfGcGPjUGS4c|v)Ow|XQlX@Lg8wA zjk;_+Em>@Nyt2ewjdLzrmQ6CWZ`83z)V-LETy$8c?kwY zCH={D=({d%G~w%k&(|#F&QQ0cP{4fg%MCsDH1m;+dr@(*HSRs%*>^BaU5Z4-7K0tP zeejve-isKMbFvrcJDa@h+)IjX)(SM>>-oIoXD^zl>l{k;Ko|&}S$n}Tt_YYisBEV*x2kWC#N=T zP1~^cZ&h{6;DBx<0<#=+fIN;5gj>B*P{&=yQgsx2z5QK$Z$|?pT6UBkK{7m5w9#Yp zBhvyM4zZfX+&pzhkl@IAl2`vEPq5haTpbL^kOZP&94nuqt%D&JCEVZ3yRTVE#)E!a z0%fj`JaX$6mxMpf*r?b8qkDupyIx{!5#(BPD!_Zt8X`}(yXW``XTwLrfXzD$pq#{b zLoH4uqpXgJjkXseZ%E+fKG9orFs*IChzlQ+8MwG!uFFY4vC=>}g@5u8xYJpqnlRp{ zHSOKbwa%oggXCzl^yK<`;#J$!`NHO|Z*1>)E6|2vS$IIxhrMhGvivoWZ3glCQ>@LKD z#h@Zj)0Ne(-KCnYf0dXYIy`v63-1(dC3L$wZhx8WgkQZ?K6-)at3P5Bz`qe^K^IiPCiE|OPp#;l zbz2_I{Zik&2=EJm70t7)4XihQ_Ydo}9v1Xc17&|kZUKsvs-991pB}iJkg`#bg7WV* zB&0;2;5&SSk{2jabc{9^L8)j`A!~IEuk<+Zsb0T>i?NmdQvp&x_uoW6yRBlBTsvJT zEtG}4U1c7*tTV9*Mx5nb7s_FO!y1U#zJmDF-Z*4=$#Iez01+8GdamIk)snpK=S-G4 z?mt$kn!8P)DTN?{>3@&D>X6d_?bAuKDXF3s>+nfT!gXxCQF=Mxh}F9pl}9g=RDLY_ z6*m2VN97Ryt)+W3N$xWKNLru35LP+iQkJjW2RDWJPwYsOzyH(9%zMZVIo`->3$ z%iF+^6s(7`*RHHP$XRnk{nUi_Kr&1o-HxwdEv|3T8Zug;1%V?#-RI#p zX#d#qP36>(2#@c_&SZZdVWxNQ*cnS+Qo?!A0u{uCIeSXS9!Le@Q+4+I)lQe+6a`%& zQmorgwRek5Y-0!4Q!Hov`G6+4fx~dl!F0W(L$y|&_eAv@dO=J**RoI1J3U**;9beA zg7~;S=fg=T##Sx3Pat3fac)1|JlI&*ML;>4Bs!(O2mqQONc-rTv)SM09;X+#$zKc! zQ6CxWcmPy84>A@`(tek*L%K2jj+`Bf*Iq5IbM(F?@^2g^tt|$qV;`>Hmg$?a2Z6O9 zxTC{Ev*2vR(4{$MtnrcVMO~gt_s0yOz20z({#JbkRj26Pg8TZuiM>dT`-zL{#Nfkl zq(w)mr{u-<*%Kk+bjx7$=WtvXCzB(QJg)g|&vj2Dqu+!g>I?|4gVD63naw>qezM8o zT+!`_hNmRTV!u`~(W&pgl}OXUM>At^Fl8e)JtWNX2b01fd^(WVCMutC-f*}9lGq>T zJ+N(578pV43n~Kh1Bim_pD_S2p)1kSn)dm2wKQfhIZ*X?ygNS=Nr2KgGzul9O5Bds zaKh}Z0Ie2WVW{3I)z2=LvGxmG1$RuVOiv{irJ}drhoC-yAPtmcc92i!V-CDVwD4Gs zbR!Eeba9RF7nn&AhJY0qr98vV%{_$`)`^F#-z1}G3ce0y&#pr- zQLeZ9&m`~dQ&$SkN7Ro);!<`xb=4##YcB| zH}w`J$~A_HN4^p!btMjvz5p#!k_>I(VeQ!Pmj7j<2(V$)g0f6?Dn2m^c_bs7c+_2- zj+lcRWrSq|iyKKK2TWNOAQpiuFyJ}(C(nxa*2nVAh=!Pq%{xw_B-_A8ji}r31>@;_ z&dTsB);8$=F7QKf;If7H)X3=B-_u(!K7!vH84$)yRB-QvYju9tK*aNdSgPqXV_By? z|C=*%aYUrv9*R)lH)mVY;%ugTs}2;Ofu_`{o-Im*0aQO1aC4<-@Q z(4Hye_cAuYT_{YRU3a3&FBa)!tMwCkeLt$13yq6aYkB2LHZ;f8!suG{>BR$^53{9F z;gW<~U88NXB10a#Wb;8Wu;!Rb`5w{?SEaHNC=%5LUmTH}BH^Ge%T^ZTNuLpRXD;c5)i#$(q znV>h!{iC^Inv}LYJ7K(a6FpYS6!{wVscs2%&)z85r78Ikvx_i853#YbWe31|4B>8^ zTX;x(IW$K4R+gDe3sr2P#A7 zcXqM1@B`g^!Jv<=PgJ&Db+d_)Tj*UcA5m4L64y=&jeLI&91(5jpkCiaX?b1fw*>~Q z^HHw;6i^JfU(|-tJa{RBGyYaa9L2g0w75j1H&3Lj&$|YLU-iqZZN~2Euv!?IMS`k;&oYWTcAY^Hq7` zxHq=ij2-aQm(SJXhh%y6?AuSL{27yWBeAaFgZv~9L8+_=+!)9&(eN=e;uc|)UA)C- ze;5H99l7YpRx(nbDjAKa541sll~s~SjaVXk{AqtJCwZNvj?ZJkcQc$Zh)n12MVy14 z*y%g%aqcd( zi|}20G^zE0fZ*8vD@aR7JI1)jxefliHPy;wk{-F%=av?}>xzSD??@nPfvN{@rqEM2 za%G<77`vooH^V;&ip)q*jc2e5`ohoSQ7uNB-JtWRz*5qDaW?8Rl}agoN|#n#A}fRu zK(GWgKDT^!xu{Loe?Nn52D8_x0yjbgscKtiV zXnfZ(B^yJCq@aV>)@6fk{w>l>s3TtG|Frr9lMfaHltl~ z-#oJdii!sG7k=1JntPB1M=d|U^uV$3dWRZ$2S;T>4e-^$qC0#yrQkdwvgv_ZEHRVQRu4r||T0CTSz`&>xevr%mNlp%$9uldTXV1}M z-Hl}B3*!{h+%$=DZht5mCtH-A<+Y#T>=1g3tc+;|Es6!-d^UlVOm@a(cuJ)1f7P|; zy*_qH5==8QXY}u=>ln=q(~iWa=c0(C-R_|gp~r<5Lmeb5bGNQ6=y#*hTWPr^39I8` zw+YVyEGXu8OxA*R?@zAfa$b?nzFQ*7n@*ti;_=_%K4U2E_TcT_Fxh1I&P{(yk#bae zemUMbYqMTeyyPV3J6q05niQQU9I&SnxF=Apb(mP}RMdAu5RzybjvJ<@1EPX_MEOFA zK;6r|N{~w$|8p$74T)egGwfCzy?oY&H9VCOa)%rUiWX=xdEL0pU zkb;R6=&+7bNI`_7>!Hag$Pc6CO@9av>V+?k7o(a;H}@yF^vr?iKw$G=&Ja9$YcE|K z^*07)?LwZ;y^d=t+~AqDs=Mp)Z$%s=QYxu%gmysDnoiQ&^n9yI*aWNGjqe&^IINjt ztAt|5hyL|atm6@WNC@isJ)=-3iKjWEvkqIj1*TEwIiCRr2hgZ20=77)OQ%w0aH{qa ziy4+ksq_Z)IYGxO<}*l-V{6s=@z3uHqgTGOczFy7uCG1<^E~RjqCRU`44WAihmKHA z`47Vu$qc}BjQx-Lx4~o2g5#pJvrIw)stT&m3gG61;P+S8T@RT%7@XvNAB_Bm;bQFG zniT__qNpLtvS+S+T@stoQh5-x#p4%n%l}C}=QPJTpQsdUCzFENyi(rwli2sT>}nu* zYfmD-*?Q%A*azd<9KIt0d{waThAr4PvGyu)l9>$O*$7E>A^O8NR7b-{|GC+n@#+Td zTyfUR0P%I_QS>M5<)<&wBM_x`2Z|JtCqz62lkp=>B(K{@jUmkiZVnbqK;av4m#8%t zgmz`IN@s^&)s|0a^^C2G#`xnOgy^j=p#=o&Sy5J~-G`8DipK&7C&4a{x<+TgSz#!VmQ#V2?>-HyTo|8Giyak4!xx(&iR7C}5~{rVrDWCeBA8v z;w9?$552NDs|jnL0oX%gZL1T#dly!<_rAEsnaopl_FfFrv#(;}kY>VMpTG1Va(Q7y zF1$;t4E^?}Nu*f93xk!uf}!omUn=~|UmqQ~0kzW+Hhlv32LjuB4UdFuQk$}4J;rB! z&AUX7-^HA6wSQ3;Gn`g!pB&J|j0(09xr(GR0Q1=Bfyr$f(IYD}XP2Jr7iOt0=Bx-( z*rlIhYm0Qdm*<=Bia54N*>@Yr9`fk;yU-83lpHg^$SXoeq5lyJIqhSrJfjq+|?y)HbY!8?&Q6E%fXH*Bz$TcZRW;HCL#6k0kWZIjup` zZ);r`x|t$5HDPFGDZ#`;(SwnSIp7rG~%@ zLSs(bQwI}%VnY3lzDoWH+td?``G4L&uiKG3UcX`GE57t7&3jG_DqHB@NUm@ga%W!1 zNWyx`iO6nQvCuZs+7sIXgzjk8+aw|=KM3%xTXw3DSDi9FO>o$IHhE;zr%9vg!v7O^ zY2TD#WH$6=#b0MrmqyKxC!(U&hN;&;pvsQlJXM99oQuPgE41Jpgj-yb_cpI-ssGx45M+5R1uyoW6u_S73(uhTaZ_ubvRj&{o5yj_h7(jkQ63QM4ID@t@)l`> zBe0(Cl69LAU(Kb|7OyPrLq+ue6H5NLye+BcH3xzy)JyInC4|x+lcw{wD`l4<+}F*L>jFWoJBpw`S*49i!JPrS7Ae<6R!k5CakUIawE?o z$KyjU?WR3TSsb*7M}UY>*?lgL4!vFshClLSl42sotisvSty+~6InG8Hi`CzHR-Gs_ zraQjc1{mpr9yknjor@-Y@0KvId8H_BYJXYRRdL=)0*N>DJm;-Xzg4yo!E)eJ(R2Gs z2;8Sgh6#J!`zjhnxp|hL zfuX`eOH=(-*Tn5540}elaVjt)ol#C^;*7suZBB~PM&4Gce_dnE>Wb2@mXhptm7Y`=WfiD0}P>7ADN%7jdaApqmRG-gd(C-msegSR}|Am6T z%vIX%Ox7Ego1PkP5|KB+fAAUcMW3+up(V&3PUMcy84(~c2TA=}y)dk@cc8^A{skz` zFhv{}{#V*vXNeYsoXF$Mvx}aC)@5T4_p7+yMVN?!nEKYykTc$?BgIx~2{1S2?Q<5P z-|%O}2!w$Zs|QceYPoa|@^|a_sF#THhUD_xhz zAuFZPrUVxWet$5)jM%g4o_jZwfQM|xl!aq&s*ug0r1VY7fH|M#0nkWCJB#Y%y5fc^ zVl#A*&i<$Fl*lx|nDgt=s=VC2yEEN{*nZoGX1JM)LeD-LE^!=yJgV=+$3})CH+nU`6AHQ?3Pxym7hCFbV#T z%7RI?wD2v)$V=ReLkJ+Q3+_KR2Ev9AS`oT^KVpu4MBPg3G$(iM5g*zw0Y0H1O5Pf= zce(bWCV4tR>!E83RplxnhqX|O5XJ!kOfFJU^U|4>_tcMyE>4S5p+=Ej{}m=WE6vpD z!JrSuX{iHqr~6vZsf=!l;H!YWtx;A8HGBKldpFV=9fxv@YY3u?;BFpX{h4m0Pitx@ zt9Nr|g)r$fW{8NlT~EMXR@SxEuo#7+PuhFJ{RRtc2;YkT8B1Nc+Xp@NWXV5??vMUz z9L(Sqc$A6Vss9^!)jFd?CZ1c0*jp6qP3-UH73~!@JK=twNFZPW?n~lEJ@dOn&Bmu` zs&*s)Ax8uw>g)dZn9AQ$H!{3Zv^7ljlHK=_iOq|}m4aIs6L%o^DW~PqJLp^8XD!tC z59^8)0M)BD{`qg%UHRrsb+VEXPoLY32NP)p4Ng#@;9g&7X@wgOOt?p1 zz@SKlHOcs&Yheg3JQp%GTCgYTkThXVYjJsfT_%iJs(j;F=2&vPx(N3(2BjMJx1Awf z5zr%9KMM(7NO?fo4frE)vq67gZekIJ6vHjXF=10Hs}=ji?ch8?JGfwHpW+<55sg)* zxrdnA#qC@f&tU(5Onr4+lkNNVqbS&XF$gJ@78puOn;=X;KtN!C(jnb7Oi<~Zv^u&* zHv?3l=#0dwx;b6hh zUOmarvhFk)V9av1v-2#)FCN{z4N(9u$xu?5z;j!>4gbt?e}VvO_~!*=B0;X5tv_ul z3)^>A?jfT^l1C+($ytxRkeSf*6i2LQxWmPNBZ+3oF^LRiyfZqCzj~QDXwIk7K2qOT z3?9c0G$^afhJl)jqiZ&+6Jp3pdtpFWY}8p6C)f3P%XJv<_^M1|LfU!tDB2V~bI46M zE{UB&3?3r?S^GSAbraAwBs4fE#88^}xYJkuGp=3U!KrIpiOjAfUgX?YQ%(|DONlpplWcOVXX@biKXEhTr@X^43nSyz&p2aZ2JLRTdgKQI> z@n-m;OxM5SP;a`Wp*9+YnM=V3_*D5WY^(Lfy@^PWO#_3FOO}Uv`))C(_Nk!rqqGbA z*=?ll>46r^Tcz(dXa=}*QZRc;=r(aKaEp%K$Ol&fI;o{lTV{fdywO`_(h+W-kO?!F z%G*Q+0er(oU6tD6u*2(xR`yprKOES5j6EQM9nzO>0}bF+ykg@KF$~u5NgFMtL9MH4 zdLS3zh4v2*L0*~1Xn`@OMG6b~Al15JS_p7ZVK(Wu)j-dK*uy#W>vZEVt0PZJH zpiBDN9Qfo~w$;dvZo$f*g%cqDkp|PB*C!J{iWg{#5eNS~oz~jhzu3kH!jz6HWqcYc zXWH!HW-PqJYvO;N$(Z%z40J*Km8VUk388z7DOgZH&fqX|5bN~*a#6R?QwUsG&j1GG z*wzi2P{W$mdgImniRMP=tw+}H!uG8YI{^uY>%VnU}+BT2|eJ=Da-Pu%=pjKk+vly}8f|6fVU@~-df3*>RdfnsZCy9iT2{66>e|kAr z$^xENbS#t_hCaK}@mG|C$1yNK6!JG!qLX15x~Fu17mF}O0r}WN4E2Z{12`58*xQ(< z$3K%a@kPOwHaL$j<5^ju4ymXO1Ll2Z=*h4u48fzd5>3)Aqnm8AWuS7Xk@<(P^g%)j z-6V!Xh{b*pG;lztsMk1UytU@CAz;O(#ZEUsZme=CimgAjhxsB*tFu?kPE1;Ex>?>0 zI(VwMCIxjC)#hiSW2evLoZ+`AE3%z(khOIEYpKPU&3u|W8e!1EvCB5JpI-k24F}3O z^3{a^YxTO47MC%OG~8Fp4&%)WMc^!e~|CZY_AuTfR z{o8LYC1+~#Gs z`es8K&B5%zn(7o#b5b{kKN1xa<=njxYY-h}uHKP6c_k1~Qb+UZa-)M;tKzPVZhcpi zjD@Dvd6$Q@sO!B|%d%#hUX?kW4jNS<7!xs?Ea&YOq>oioWWO^bcg{(5S$Xf4PpRfD6b<)gsr-H{<^#-` z>?ah1 zfTb0hqDvAoB32u^VBCaKkOL$T@vdMj$rIn0FYNA{r2`l8fFjHQX_pPZ$H+MKusYRl36h!Z=v7}mo6XJ*vxSzrJhvcQ=#0LoD((p#5B5Hz3aA`Q|R77)}Dy9 zwJ|29-o(4d2IRTp;1c?Qv}W32ynOIZkFvC94}n5n=~>ctGjT88D*qkYw+;U;?EL{F zk7R}j%>10j3+XftN87OcwbniN8-nX$nJ80d2!7-+I%t3BD4KnzI+(SURh}IQ zq#X>YE@wj(FS|^+-JjsmvsM~ez0%>H>#`|IYP}lSybCi*C}~Mg_TIzxqVls@%H&Di zTRB_~7M`Ov{=qA3g=q})2?y@FYx#id83Em;X0`64&(YiCD$)RykVuS$3O#KF#nmJk zwiyQt1%sf9U1qe=grFR zRXY7zK)@^B3~tI4hRs`=B`Idqi|u(Qf3QhF0{Ay#4fgSk-S59q006>nqMguL9O! zwcu_@CPpqy<})IH@vAmp@-m)SOeq$Se}xx0y1DqqshvF3a&W@7`u-E2;0ZZNRy-&w zxw~isIw^(iG+;>K)XX?W4S@{S--N z@XIK7X@ZaA&C}{9qT#GQGO|Vczo8aHXm>>$g3l1YV^kH{9uZUQrYQseOG2@=z3evODq`Cf2;pZ)xtNzNz zoD5j~T#QA6S`4U6L8P$@wN_?Zg7XI{6;k19sfd(HWA}S8~AVViYVx7 zNw!B7Oy{A@9^)ImdTeHXEJ9U)N4eZ@Yc9f(Qk!k`H@3|W$i0>W)mm$nBNrpTndoGz zu;pzPB+5h0X3!b573@@wbaC?f3CecP{I-k~@pyE^T*l5M&MY3v!7NvQCJ33&lPeuW zJ7hbC0;|4?%@vshZ|q5}M|N{dj+cEV$8%CdDck-aYNO4*ZRgJ{)T!jYQ7QS3A!hNb zJSl&!K0+=^o*>h9)8e2kb#x0^QS}Jeb%?La19^!ATfXWR?dDS=nQc{1psRuij1>OOeibDQ)-vmE4F5yu`sY$|D@g zS!^4Eix0H6K5zWvr7GF?UBF8$?l5@1iMuzdO+yaw+!eMK`{Gsuw~#Dok_7W?-SaJ^(MPCZte#b|qu`L+ zuS#5k?!p(jiKmR@TGdzr^Hvv@Zr`Ii)LYIV^eA)QX0?vhOV_?BCat)v-VxR=B$)qi zV6z_$6|6ek8f(TCcEP_u6`(}mMcp;F7u5(cazXitQj$$liaQZZswp3KdC3C5t^-x3 z3YSHr;*;YPEdpSx{~Ds*&+ofbV^S^mlNoZSK$?-HAL~~ahX{Yl2Kn|!!`GWjYwo>D1T%-k9rO{ipY(oqRRt-%;Bxo%9u>W=DP1+_X)$X?OI10*u`thMX@OPkKYbTLfjZC@8D!8CS&Nx)8kdCmYR?Z&a^zao zbybA;mo?-mnf~~2T%q<>o5EW3XdF3nGR^Tsupn=dQ9P$mw&3tV`w_KnE%O;9GxTGz z4H%Z~vW}?soXJxx_c9hpIVn-rx?T=$sySJ_eNn;OB0NE3>0d?j`ZrC~PSgjhT|+)z z{HdeM=E45jjn^$grX2Dm=wI*C)j*Q!u4Adu0gCYb*ufJlGR=@YE=G_tWNGJH~6QVwMg%9TNJbav#Kk}qbO95NuQlNjpsixD!& zP^ZQMvCgd^I%T+f*D^Cqw^nT2ImckGiYx`-iCu`%zQX1D&)R-JekS^}M`paBNdD5` zKRchucp6nA6z099s>%LnYU9#vZL(z^kY!C9);E3>(;XLcrLIrdmy*>YTIrudl95L_ zgbD>0UT|??NSEvyZm25$H($REjKAYYWao77zt7QDRF=fKVIVT{$dMf`Z&IVmH3*BM zL1F*uw)R4EG@TyNY~!Q5WU9iP3nLP{RQgQ+b?6PK|HUmed-HV3OvHq1soVbbRt%Iw zBMc^=!7|wc=}MeaN2hpEyKZdJ<^Fjv=!=vNFMa|BQqu~Wc#rt* zvk6c23R3_7UrD?-r6nh-dwL@s=T?7YQ2aIYzMKBa*D9K3B@CyZNn+`JdDIbaax(*_ zs`xoLm!EojSCbJ%8lG1+cTtKmps7lPA$iNu!63Nhu1P&XYiTDyu9VN` zkQLhTv=)D^jKNCvnzW4TLne`NeXo;q-_kE;7*Ij$OMMZu%D!ux1?drX-NC=hq=csA zOXR@d&fmdcV|lvI8*fP}RBp*0TfWmT6Y7Ckkj|21aBvLCj^6(~33tI6cE&_c08dHe zGDeFJ)?ZUmFL%QWHl4OkiYxLE|9V0(r2Oe)>s2vI*5jY_cUSfabH+{|zIw8uIK~Bk zyu{&KV9orwJvX|6C$oEV-||q#^M}b~W&MXo@#CSn zsxq(D$ie-53j4VKOwKExP;@mhvpPB2m37;v<+RV+7TUK(iEAVFPjDRNCoGRZAK+K}mtEYZjB+j|>zfd%L1)mmX zAcTWeq#-RacJ5|<9NsZWaP`wOeT^okk%c$t_GWu*ce-#P@5iBO1;!^#dZMy-JJY?G z)B>Wqp2nmk?IZqwDCGg ziJ@JeD!&hY-rls*{IArFCDFKt*p@8)-h-fF_%JHGu=Uv2F-qS{ifR1vP9J1ste;em zpn^dQ1o0S**Fl>yZaXlv#qj3&-bw+g)jOw>wnU^6eKmmlu@KzrJJWe6q-??B@^!ok zK5pm^%I;_7B^^SG<-Kv(eSB2ajRvrg{uTo>;8Co~*X-34Zs;CUGF5j9=u6Fix6M@m z4Wg21n%z;5ld_!)??pO1it+u7JFTUYc&C#g?o>pM&zWgWul9tkAap>P?*kTkC)-Iw zoaCD4OZMX2J3DJ%GYMy3a|(G!f{+RJR2EE^E;qz1>83wM-{4|X;%t7X2;z$|`Sk!q zaia8c)w#Vdm3Xc)z%7LYe0@9U;4&=P)e(}C;gr2-oRnCF1+A?La%N5wjZa|lrm7Nl z5AJ~Up+X)DX-9J2FPmhel=J&6Hf59M8`_!(vdZ*Mu9Nw>0!ednII(ik zyz730pDM$VH_uN%#U+raw>hLw^!!wcdNVAb=vBaZ9W>n|oo=8439+F;g-$`vQR~}G z%%ySH8T1-I_~c1`SLn+;{lBKQmYF->Nl$fn+S%l3(ld^ed%`7(O`jip)0)F~e^ozD zL%KZ6RQ^L2w1$+=a(={z*PR5HM)+r8dTz1E*_Xaf(;3LE|++_>>f`#A&)@^B0IV#ztDL+oqgGRVjsN= zs3ZkBF}R%cr6`S*QI!6!??e~n)2*?G`uLo~v>2+#ff{N)a9~T$m4gnQI?MWKFFx%A z-qZcP=FPeE;o z*`r_isXpo5vMw^q4W7aC$N;oE3D&N7Q1!XqDRksfKn=T2tlzBVc=h6SvqdJc#p;zn zw?BV}lm6rKU`{;&kkjyB^HpIz3m^k8EcSnmLuDAUv^YxY8c5@YgL!989X>-9-3 zTp4pY5rxc1Re1-G2mlYp9SbI(-#X|ZczoLcvu|$Ajy8TcY@1zHhEcF`q#S-P%*WFww8nG)-BfHtl6Z}v%oL2vvJ22 z!$y3Bx;T1fnx%XdWy@4%XIeQhgW{wM1Qn4^2S3z>?~Hu1xc|5OiL$^1N($HS#CG>I zBmGy)!MVg5y9=e`KFdH;NRmx2MnSA1^w>D3Um?;_&Gm=@n@cR%Hmk^)Z;cUklX4f) z6wp(?eo5o;L5)o2KBmo$CpN%0@ZrG3koL8{t3t0tCV$SpQa@*>U29^95Z3*S--_s- zhl{ClYIL1$x?kW(#gdCYkC36Ridx<+(eWIQC_?AHev^@+q>l2_pZ91F&kg2SS~)^v7|^o6(}X%=CS-oz-S0gvjgT`R`AjYxxgm zwAEA?rnv1Gmd+dSv*jz(mBeg6?l$A>=^6@zoSnOaZMmq;J3(6MbGix~C=LyN`jfDi z$0)8S#ZGUJI&D)JW=b9e3Umh9joqvL_&G(%5mkj>U`amhFXMwCPOuf7s+roaZGs+Z z+Gn1h+vVJ0qskKrF-A#*=7ZB`>C+4cCtY9siKNjXSV(_&^{oHRa3(>asN)&e_?YuDU4+aGjg8Q;wyLFg$8%HbBp}t#NiF@ z@SQJU&N`*|yyou7Zq90opG2aS1QpAqQ~Ha+!h8%KJA%>InoRdMiQ7x%pkf&le0P=@ zvm_>@8C4WIG!gZeTa4?1)C>8urN0ciBTd))7gZ(CfcFDm##X0H=zrp(Em~M&?bL+@ z|A0=T51igXzW7~=irk3h7&fslcfzN%5p9I^&nnPmWkf-jB{!k79lJ2Xtl1&%O~qnY zPE{IU=vp3SC2RJdnvsmFijaF-UCNB(Ox)mc8HQ|dEgJAx(c&28;?!wAX7yKGyY{JT z@UnV;y>~-z3(ruo7|Rd+2Xl1UoN`>m{P`UV2k*Msm9kiGDdDan>3k>o88T12D0mVu zrtc~Uu4DF;Xr-)_?!QqZsav17#GA2-v20=eHfNvS*M{UNN_3T(e&^5OatJfHGuW7* zrtCRHSE%P{{~j%dfI<}+#I)(2pz&do`B`uf&j%xxYF6M4Tn~H;=dUUk?~lLnA5eW> zlWRTJl^?U@ld(`kQEN_xis^OI`7c);rqpME>2!sm2$_W)T{}!}akbo|Z|uApN1IZ7ZKq|ZHw8|*4%FN2u|Mi;c<|rt|AH3@SDFL-GTjA zk+AUIH4(-Mf*eWjqQC;k9@_{HjDXKir8)=0hmiijV+~%Rd#dN1y7>fq3-Y72l_ed@ zNgu3JGv);f5GnmcmAhEFC)Bk?A?>F?O#cd6gH_qi!?UEBybl*^-o2&i1%Cx4su=m{ zV!yp)oO$|P?e&y0v%ul6KtPrI} z6*3o~XF7?PPE+xEQhh-Vr}!U}+co;^v3x1vy&g-&(K3Ge&819=U?F;-ky)|7;^9Kg zm0d&mDOV6fnK?Vpm_Tycrqj&f^eKkh1C&upC8Ow5(1}*zB0QyQBUu;CQdZL4s3I=*M zClQxsgxQHRn%<;qI**w4dDr>QEOrTvXx*T{sik=vwA^og3(ddS0PBEfcmk;dFoh7m1Z? zsqnh4Y4Ou?B6D|gGe=SCsC2)89(%?3;-znr9ySaYq-wyM;|&;5X5s^`h4%;i2}N0V zdTBqj&@Y%DM`_1}cb8VP8{~ZtV19Y*r!r{t+|9$_ljw*C{8X8=_qSuA%W8{OkrOrL z4emPLp&k_0(iLDl9rYpq1lahsT|n`3lZ7zTazSd$Nz9Hxh+2V&#g(6(Zt_b>R&&j+ zI04fg%YWDMjPQ_9A{QTYz-E6u{gqx(J%jklYi8y#K_OU2MJd;yG-iq{xrqaBzNPf* z3<~86%}LKxP1j7Elbd3u-?+CK)$KB4nY?3jzxKFq{O9Dhd0C5uYIEuJ0$PTC;AfOk z;Agy^@AH)Nx-0(pbQiu&We{1b*}J}J`9HJ94y8ec;j#dAV4&eP9ZUO(?{mERx@PVi zG6t)+#He>^j+r8+Av@iZ#bDLj!LnGcHxQ8pyj`vNNjm+~)R`|1JPj+s9aH{QS}hYu zM_>inJk2C_wbLdkOI3BdQyCJZzSpO(X7+!{ri}dhs`evy_on2nC(UIz3+cBC`!s7; zj!bn#OHltvUVE*MW9G?#4jRGA$}e%gHj?Qc@MvDim>DNvd~BNI&42i zS-+|+yWW9`Tg^KlIP_&wdsB*ZAhYYBmG?BW+v}Dyumh`dNv7s>R%&|9uL`Fv4kpbV zH8Hw9yPqkj|8!Eqgof^lrbc_~3h-yIG5`U8~DU+3Xbkegg8pbzP>w|8A*l zrE9#Lo2<4wspLYwb@_bNj2xj&Wi1w4i*FI?fngSEdch7nU%ZtdkNmdfSE68Iun+c+Zd!0ZNorX*1vsA#R!fWN?q!XsC#(wc{Kl zfDNAL9(df3kk2HLN{ILIrhQwC;%p#RgxZed-`8_YUPM3;65TkItVKux*nRjUf8obh68 zBf6F{YMkdSh$7Oc{3j|p_4+oD>DJL##b<6f?2bLd)f&uj30}6>y8IP@HQ>xvmzhj` zJQy``G}~uST##zStK}8eE!WsNRjOAHOxJRV%JM3N)iV*zxTGL^K#5A{MIjyIf>bFZ zciebsdP)^YC*W&x3?-hAp5f=g2^-j{vSD4;ap{J{QlJo3mvst;EvyuWy&!*1C7(NyZaXwA=DzM-&x*1TXP(-IL&Z@zv0x zrSWD})TK9Xs)kgib+%4RrN5~Uif*Bh96h6smu7bRAKlHUX(9UhH}DJE}4HKSrJqA{#{G)DD{2i;JjCu8@;-Yc9CtIScxR^G zQT8!0ev93J1Sg*l3KpC^NANTdLJ596*V&mr)i5;51hnlGOkE7-P6*@y6Shtdh8*Z7 z7}=M%a`3(Q!)dpAmfmA_cA3!Ji=4PLK}$j-CN?@XPlp_8xfc^z;tGG81}~AU6UOJ#{~5b@0D+-C1ZLAxPc|AidNmb6tpOA@ zDCii%w9iipJu@hf-Ta2?BwGfm_|=H0;uP|h?8HH<=h_HX5_$$&QN_0N3N1{|+AX|Lj~h8yJckDc#9FjluR~$3i(OeoVTE;+qrBCdXRMMXl`zEC3wa<{ zuM)SV&<4c`-)=@SyFI=2-NRx&v!%<%ib>~2vV}LYIC0yNWUvj0eUxlrKUo3t=vH5AI*|Dg^u@oUHG6kYfpL{NU2%i?JG%UPA_G;%@eB!`{vRR7kwZJgA)eRcD*U9rwbPM-{;E- zQ>9kCZut@c_sp=>8QZN)oTHa*IV1DnMhkleHW(79lc-OTp`IR5eB$!$?f%X!(>;EZ zQf&0uwZLRY`;=bQqOua`kDP|)&Tz4ridh?id zj=7;w>LC4tUN8fxpP}%=b zG>8;FR6^3mSo-z>V;nsy_w~z|8WYjQS^O3+j_v=BB-WtYg7&LBX5%^DI~ft%z7f_U zv;;wp^?fS|>B3*{g8jsDg%rPK6jv0@Oy05zDGW`nHHRpK=YViJo@P+9BCA0b=JMBn zW6!j=sacvY2=C(hPY&!|23HB>`0rVIto5F|a`IS`<74?mmSh?T{YcbsjK(ev*llQK z$u*M!h;urkCS*@LAz(_{F0ggkNxoR5%Myx83Ll=OcS>c3TijCAsJI-|wZ5<9mi=kX zwahX4ClvG-@1(C^` zg|cLtyjJY3Ots1iHF=%sd&EohF4sI|4OnWj79S9syhG1_BwE`;6)q)L%a!FF^AgeX zKO_6z0i*@RmW3zL`rmw8Bf(eTPDr8#YD|!_?0PZVecHd%4n^E|>>%)^ z4>k&(k(0_+?9M^0DG!!N*3KNBlYkVBQm3CC-w+4kBTl<$V(ZU|O&7bzMF{R@XA3< z*3_Oz;(z)lwJ8PDO)9k@&8MO}Y)TWRAedOobce(Q@z51=G+ZxBspmQI4{iq)_j>$r zNwk#a|4sI_RV?Xd8)afD;$6FvL=1D?r2?**mN)XJv%5UMAEq_&g{2MYu!f4YcG}oCqC}e#1Z~L9|MtB^`jo^5aLwl!J28J>hY;_oRo^Sl#IQoJBa7yoGBIE1hl0m6O+Bk<3k zj{U8l?%Yqd3D#ch^vM!mJJO}!<_B#qVIW2z@N$50Nq4(>zVKXT_#pD3EQ2)H5qmQv z6+Uqvms4c$ej|oVnh0J*iE0h7_!j=Uj$&$>E*hQ9CE1dnG&ZWjJ9Ne6(Orfzs|oEf<=3wM7DDyGFk_)|FbC(Btd0H2G?JM!Wmt zU}&)zMC8Q$aJegz^SWhMYF>cn!P3VPNMAv0v@Ut8(ZNFHB)VczMr7z?5Xod)J8p%m z!Uf>&S}kAPXw4aPyo{MX>d23i$n8#01t^qvv*l{4*QuGP1Z<82P^zHQh-q09d6o5c z2sQzJw0Jj9MNX~nqW_M;DzW=TlJ`UW04e5HZVqbr&m`Afqov;fZ?F70f4Kj@BV!ng zdvkB!c*Cm9C$|rC+l!1Chb~%2>;-m8Ii5`5NtjM!Ogi_HB+aN#8c(odIWvvtn@>3= zM!a%Z1C|TIA90MyGOS4B=HbLSk);b#hm!RC0syq}Q%5oP8!H7bca+l{(CkFGa1J*#wklBS3?k^&>Q5~vV5@TJI$v$!x;ZTe-AYVP zOVy`7MVcnzH?!^D_d`L*IaqjEUd}Z8a+CG5ELCl^GEaRiTwi?g-4O;!3{*3awXIe> zb42&4RfBjuZ>E=O%QB8{MVPHBh_m|YWM2fFM7imp1JzpoJ_^Subzr81ooFKX>1j;L zkyMnD-2@d&S2qwibW7KKK!tGYt?KWj_trScl*KA31^H$4yq-Xpt}B-^joq*7Dh`Yc zF=y4P;4QtcFx%yCVA)b)qH9*~tc|c+o#GVCR+3v{Jjt zXvH>&s)1kAKnmug9i_|(vjJr0ms{Xit!e)`6#|M)w zOAeLJIfXsSYcJ(>PsvG^@}Vri5L9QWDj)rJs>Cg)j3N^Dz`eQd3N{t<-&1H-i{6(| zukzc?efabOJCxMO z3KH71!T1awOgTSHal~W|3vQ93eKcFfMuvPve%x8uK|uMvsUL790d}X6*7n1T5ghcP z9Zs&q(eGQ+%O$)v>_!i*?8+HSU-U0sb@k8+w`|W{ZrqPprs>#Qms>hwLyn`Q1`f*! zGo=f)K^N?zl_d8*=tY{c;ePTa%sWH+2AtTTqRS%E^4WtAt(OYkFh^4sU`KyLrg@*Y z!pb%NcI0Ffk5X{IgJ_GC{-*;&htC^ACs|FRNhyfpeb*=-&BURI((2}tM%SgKBWE^5 zRrLO$o?E8|xjc%ZEkTEjaWeV-4Saf5+8U`K_ z;7@G5@sFxMytUSHm+XF9D6$8}Tz5X&1AwQMvGkWoLt=3_Hm53)oY3K|W{AIREo-(5 zZ8OXNYbhyc+aEqB7?~E z-=gEU_Ycc3?j`AM$|JpQ+=_ZOUJtJp7tTk4fEdyM6tjSR*@H)F8C5zG4hrlY6`uii z$$c{B5ET;As+;4LU8GYVU*MQeL48IJP!x%_5g}=LGr=c+5q%!1EzlW!Vloh?YhUtw zMDjC_2JEGaFJ#S^TVWn)M9m)-PgRR5l3A1yfl36i>W>DX=U)!OB!M9tsWIU*b?Vqm zeN-Ix3ihB?e7Y2Zz93sETVL0AQTi2JYh$k=S_3-cC<+9&EGFkk<>lh#m7)&tdbJJX+_O-!crDwNnUvE})9OfLT2rk35$4Q@+!6D@k5#jlJ8yArF28aRhuvVO<6j3#ECch={u*0 zv=_9M_2qU1Z-oEv`~q$@FD5z#&^Y$r3@woUmMMC>NF0Y_q;W>?aP}X~B*%$%fZ+x@ zMPI}Bep|(>m`5APi1q7wE?fTJxeW#S=}&DIMchk-vv{e=dUQw(k+K=qAN=$kZyEQO z7F2&n4Dvb*ikQ_J*uFmk<|E5Bw>Y(k`t!EmwJ@_lL0ylbHpI|}(hB>=ZP}(eU7su! z9xE#|TffT1j~tQV-Kf%tJ5`sX{cZ%lOVYz;Gy_rn1A@))#AEuhuW+%KWb~<6Aba0K zG-dam-}On)++xy^iNVd356k={IiYGFq2`$)hZj;g`scwQ3lGAX!A-Rpa-Oi5wJCJl zV`X2pM55#iDdm_~NH~=kkdu6+T8b^+o_~9$fv)rj?a2P%Ldzhq@E|{TWnW@Z6BJDW zTkp?%kl{T<2O>vml4(T_9~vhGVwNc0p3}0p2cpWqn3T$XHB>)Q#1u)+nH1G>j^ z!Xu~)9>6EN6c?utu5n@ZKUB2!ow#+j>Q_~p!cpYFsUb60^=4w^PRy>;y}hbu?VDwC zEDtl2uYrsDUqFzSJ)qs~%+>q0EV6vW{2raXd;BP-yWmrw%6>OmfyG0&<7k0ZT;&f7(O_pcA?PD^ro%-FUp+T0UKj6l~tdX^N|G z*|`h6xWl>Cl-5&ttjATQ;)gfKO|$%DRhr9uFCgCHuaCVAhBnGj^=-5Id_%X>xw&9P%;V2)y z^&24K;bnhU^e#v@B^O6fU-0OnqcR&+IZDXynpMKE!Io9lc6@78j z3@@1@G*VK09MLG1=-(S{0K0wlPlZSj2q+=0n*-4`Ve-~qYr4O>U1Qm5^qzhDCv0mi zFx|T+&|Ah6_$~elhaC)rrhQ5~HR>7UUauhBZp|sBT#n-BW&BRG61{4$?+7E($*OUpZ9$#V&%!q? ztxMJxBVvQkSI#Us9&7Z?7Z?YAMi@QuM+lgWzZB z3neW-MHI#e-_i@8e`jk=$}Iil%Ryc6_dBMf%5foQyoz%-rbjz|(pjZ-hrU!Zl!5@Qd$X=fijE~<$@ePnA3MBo z(8iM%r&sc^`nt^`obw<+Ftz(zJ6qJ zy}mYc0fLjyL599MV79^q#So$EBjjGc0#QsLVJug1YsRzlCa&r&ZSxu|me_mF`DxB{ z&AZYp0lR1khrcnSvHsR{n&$9#kyCq6zzL-$IZ>mF6}4$~XP}gTj=Wv^K#{J>F`0v@ z%q{J~VTZQgZ#%+|D&FeTx-xwWvl`0~#n#Pplll0$dvo2BMNoW@s|I-Zpmx-Wkcm

EXgK;`Fcky=WZl58E*bd5~kd*i-5@iy7 z5yp|do4`kL!K{)0Q2|q6S==Sa8UoTp40Q-*r++g}$3@C+y8=jS9$RZtw!%9xQ*Qs3 z2B$YCDvL?b(r)kOCItX%lDE7f9?8`sUUV@XXq0S6ygK%TD*~e47y(D{cPdT)+ftfMLt3e)ElD<@ z-mI7cF|Hz~;)e#~g?V#Y6m9_~eT%NtJTbs>xrRbD7J=Rz3{6k4(+;L8>wMjEs9lr$ zn~QC+aPUjaRqvejvYg^lhDA&Ki)4fg%oD1{NtvgsWNqpl)R>l)FNVq;m0c5SII69- z!@Z}JBg__7SNn-N_4GcRc0liiN>}tMe8f`2)L~zSr|A3y$mLR&l6%gc?K$LHDR#zZ zsWUwu#h&-lP5O$Eld_*@Wh6N!p#aY6Pf^9Dn$DfZ7M-0Ym6;-oW{Sz{HwC|gvq*i? zzg&}Bz$??O`0X2~lhl=PbkF_A;uK65&5<>N0J+FMLOteenmyQl~k^mmyouD2l z-?-UMV9fUG?D=r_DDfW9wAa$NU%Y)VM>E{G6IUIk)ss#wzD6fe__nFj z0IaMspbC30^0+5KKA#fi_-kr;K#jM~3Pf#C@;$0C2;1+YixbIoCxiN|DUlWH=`fHGVoA8I8NrK_hXQ;FGo8oG`NpG&A?2)BV%q^qZza?v+f zUVi%pgfGZX(&@V#3}~0jiF4K%D48Jpw`Fs*C6DsAab6EIU zO}+X>l$s8&QF>6$G4p8{BnjhcXCF5Qp(ua)Xa)vRwAigoR2-9eGq6Dpry zRjqX~(@aL~g(=HkG4PwcU1Y+W6R{?th7o#qgZdL6#Yfu54k>#V1yx?IIo8K5(UvZZ z37&=>=x7?uISrg)cYZT z`~5r5Joh>G+;jF>d#$ziak3EC~?Zc{r1e&QIpgdfeFMPCII~4TJi>ycg%d0 zyM0^X1equ(4Xs-v6wZe9efZocI8r?zcEYKuwuTMTe4`_6g^y5cT}y9vFPO;=h&Ba1 z!D7*duPaRV4{Kfh9C!dGh3taHzp%#^=vEhHp#gm#aj8ro>D}d?A%SI{L2Wx4kZ2CG zy2v`CqGmxzU$(ddBowDTZ{GbFCTM;H!X}G8??)=+RhV;}M``XgqQ{xbzqvaBNK18y z;uc}-F|stUThW|=J*%f7D`AgjJ0UMWKBIoEbl|hS_3PHhD9oLN)id0T9QU-G62-iW z!<#FWMw-*REos`+d1Grr6ef$_0a@UDwL%Im&zH*be>q_!2+0R5zfG^Y0%QWyr>>~= zp6EfhN1Uu}^v%JjW1);M?YqIX$h1MaF!+CLN$Rx6aF@%Ko{vBx%Rr$6E0AY3orke-Ot-YZxFQ-RS%k56mO;L!dI*uvs{eEW8_ zh$D2E_`FrY?a_tB!vAwZPtAlYm3n1I;Oejot z;jbC%<&u1sko8)zfml@BWte>9)@ryAPG}=JdKPzKWlY=2*t_c>4U7<227@`#gHB2E zI$yCy0(6m2*+)n@v22Ej6H?HpD=cYdOv{ystrb>N2H`3fg=CX;X#Q|wr6m87(eF*( z$9hRA6fY4&cv(df7v|x?Vf1!%%&VJ3m+}u_zL7HD^bI~`1lP&zqnvS9j&7V4-jjnY z?7&oQ(_&RM5mmvikgFo%$h`ohp5`zlU;#hcMh>6(RXmlB>pwLkG-#H_DI@+`K5}D& z)4VcyBx=}Vn0*H(56?ac)8ghDy(a$ZFMTxGoCD)kIVeuatJjn_`t79&A|RqdHWCxZ zS{D7EiPvsg`yrnr3;tf$3QDjeYJP{;+X}*~kqWf_nmGPLg~}Rb=t~v7#UxY?>zn@` z@!lB{d-LqnQn!o>TCyyrnDA%0YWpMO&aOx2XGlO=nWkiBYVC(%ewzrOmBxNSTD2|U6DQODV#L& zHZiN#ctKV#uZu_y(K1k3%I97c)5Hlx&%PVD_0?;5%M!V^k#P5X%r?Ix1j%nH+&((6 z^p2yc5M1FAanLuDIr)m~OpDZ|G+t7%x20{o@N2o#1!h(2wH-4joQOIyIO#5SoabWm zXn)0w8#QC^@5D6C9}o^DbJ#PGU>rJ@p9dCDi1G_9xV;s!xK@z$a=|SfhkWsdo~_^| z{hR5z?~Lct*0<2+>E;^ik8GLR$fWOC`NfGzAxdoF3-hN8vkUpOd~pRJT@HUV<3aXgD>T1M?XZzz#<`CfHCgb z=_o$s{usF@O4A0m6JA0%ABdDbyhYbZllZh58u9DdFsbovBBFe%0b8RXZgZsDihF=7f+xBR-gPRXY1*l~V$$6T#Xy9y(@8^SR>pSd3x!){NM%eP9Hx zP%RW7XnUJ;m%2K(lP{n%Ijz$r0f{u!E%^r1R&kjBkH!cGTlsMJiT~cQM*GQ6Jm{}e z%BaL;FukQ_Va2F=!qU`f^;(Lgx~BEP^2LQDi+p<06NFok2&ezlQz{S)f_C>@I|UYJ zr)G)EspP@f+mz14q{uB53AP88(E}6O^`}H%@^q@VT22J|T!w($8d&mmZz0E%p>~gc z5TbyBNRt~3YmdK85qO`y7TWpEMLbbqp}FD{hMM0`}55 zOJXZKvxz7(1G9HAiCEH=wtbew8UxE6PD`Hp)w^NPkuL_Nw+P(dDw}F@>dyw$ItPah z4W=Mv`3|(6%8mFJmgDl~zEat}fclZ7QUa7ajQhwe-7uMjr|=j~xP5?)gl)92#ppH7 zKqFJwj3@7GRr4#ELHpf*d5Fsr|M<&PqCwJ-1^D54Ulf)&wr>*(SoeA%6s81YcA(~n z4&x}gauno)OfO7gx!^d?);92J3~cTkVqWpvl87Ud-Pn+CV>jj9G#3 zyQ1^J4iC8ox_&Pj94!!4 zvd5JZ4BUv880?*XQ6$UdxP;?U*)LAi;IN{(09ki*_4i$DJC|JJV@9bTPXYjYqhH~6 zc`ympbay)Pn)O~5B~yMj%h;m1RU8yqZM$6`?LGDty=&~^u~{C?RbW?XshXmAYDoX( zxn25xb!e6PX?$d36Qoe+e>XMpq#iI>>L5q9oqdroH55pK(BT0W;`&rvI3ZKyfs(9V zv2?~IR;S*zxT6Xv&rB_7phz1A{U`0g3XwmasOmHQ59IeXSzo2J`S33m zba2VeUe8E4D0xqglHwL~ojO}_GsH_S4El0)dV(zM-@gCT1a~ zvHk(uh~AznIuDk=;(2aU<)bh(3L7x9lQE_ceytv4m#)rlFq{=7WyfU*l$rHus8<5- zUJaX$_^TTIk#jZNuv;X1YxerbagFb$9z3r;ACg`XVU0`i`IsJS7hIex_5`6Cmy$l% z>+!4L)+sl3zraw6%~z$)-7G2W!*{9$v(vxb9a2 zx1(S14=QnKEHp{xpR?_jI0X)tAUY+<9!%qLSbRx1 zRp901u-4QM$^*=9Hl%gj~mB6QA0*wGFf=!Fy0W+6Jgc>)9|LS>p=E z(2Kr*;}9%^4d@GQC1v=ZrjK&oD`(ddG@xv`1^_}D$K2>QuXC_$w{e< z((iHS{MXH-e8|UxYzMh`dykr1mx@mdzI4QROE^}9Y4M4Y7P1ddG`UP`FcWfT2~v--rC(F3OeYO?_a>Ru@%wGTu681?Rdw1!se=0!j;p-Gb<(C zWcp*@{5;TgFT27zXdrV-V^8KY&R4tW7QGAW-65NtV>NmAnd{{9ti=OQ!h1RiRjbaN zQxS4=;ceT$UTmno)eGy3S^qh{yZs&=ZT0zpatO%JEX1Wx!8`9QZ~k(>yXM%spgfDo zg*Y^%$^YJm5~79*K8s7@U5$UaJtSd@kZxqI2F6Xs<-GgY)Y5 zt~A-w)#xP#vIinMqA!o!^iZWfkmHgXwn|;r5G(f!QAn_Q&5FBNncO#9eOb*tjF_z#pFLaep6%oUCzU-g z*@=Dz@kC%zgQ8TbG{%v;<)!rvABZ(iKwutf@bGRg=b9-$tF|w^6ZlHi6lmgEz&{6I zOo^p2S*_&CoXvS`ls-Vx$^5NYPrku;&oDCMg^Q&OxL)qe7PScG#&i?I$pPH_vUt zY6RxY0Tl(&?7>%d>zHq!cp=yEzP`Hv^}`1mxwt>IZ%6y4w9 zhtMaqo#d;h&*|JLM;svg`}2ptWVY3mRbj)@s<(R2HiMda2L@BsSH$ayzG*MEMR8IR-b!* znT4TUNU{l>&LNY0&tS)O$`0T*#@Lba)sERc$ntcfqV27M?*-qeT;@|J4=BWazopu~ z#VokBF~Q-X(z{yHByzL{tV+Zq`V%lpe&%7urCL5ePV|@``Z@GpnZr=MRQwe@qGsYa zC;}4a#=bvW{r<`@OI8Z=x_ze>5`pAuKQ;%S zo@gg5Hsl#qxWB)Z7;jRWc_q&>&3SUFvQ2}tT}pFeZwZq%C(!1&1D%EA%+t0-C;>W?@+rq)6#OUPga;)rjREFeilR+;L7%0|dD)_T(WT4y# zB58%!N|RHRbVOs%nf^;8cfNX34cgoLGF6lSi}Iv1rNeV6YW@1COlxr`6@4?#dTxv( zFU^O;AQL6^zfkoqD3x!O9Ch#H`b(!kcO=qMUH6ADgZN8iT0s@2o$KaR!;O$r4@#Vh zOk`ogS$#x?oq}&--H0JKk%Nv)RgtMw)ySRWdowf#XNty->FLb9w%mOL;7TkgGCW=g zXrF&f*wzYRW_E%@KrPeAve@u;DVywel@o?~Yu}^uoGIPn2{lfIvhVnOMU{;SBf0b* z)%cv*rGZ#_x!3+o7f4zPnB@AjQ+U2D#%r@YFC>K3=)l+R>*&TYt}xrn<`bjkq5pjE z!lDRjj9TLJtUz+#mKl1uKQa0VRsd zK@FIeY_{4z1a;bAsfBc!6iYZ73IM=|65o-rc1NC)vFT7PEQ0O}Aj_b_%2S7_}{OejbMuN8e6?dNooPqNrE>O+p}GkaUy z|IL*TxL)I%fs{F6@IRfm#?@zj%Tffj6LV}eEb3LE_!hVe@hMv4QT4yDjWWNB&Bp{Y z%rnf%SWd9HQ`vkof%X)euS%FlADBcR_usg7MB{3av(b4nI|GUtT1wQINf$w-i7D+R z7Hz4j-zK{jMuGodiJ8Y9Wms}NmCyY_6zqEmz|p^XJpQaBxvz*q5rfV)27Ql}{ zbl%wh<0K=V(sezgPu4fAP$FIE)VnLRo$w+kLbko*on>)%XKSF@ELyv+&+pA)LT#18kYR;f1k`Y0h=WUOwy zha)pDBj$RbmIK>6XFm4%>5=otxQAeaJY3$bH4mS&taQBd`IJvEvwxK4QEOP9`}p`@ zASn@#VK1*e>#F^~zj~P@*H(P<@9+_g=i0+w&c|`9<3n6p)xAI0nzyE1ug7pdw4I@`*B{6o-e;p^4bJe<#SrL_txVUBGEoaM~ z+PJ!_Tv~BD7z*FeDqF=Qdx`ec6{3?Lz}6Xm`{0`2e%m`;G)%n9`V%|>vc~#D?|5huVbdvHFg7BP$n0X1-@nt z<~?6IpH}nPiV#PerGSU-I~_fR0MAoajq=nG<##ts;!RIu_NDg zU~PsEh7GUousEGGVJHhB%--CI`)E(~lKzwyPkTjBl!8~WhKAJ}Fj~9M+%2u&M=mOF;=hx(u^L&sNUBm&e?18jHb7s9 z3*4QXML25Be>~ZI^G*DH=K@X#<7?yPw8vqxI6IJD0CB$B!Va;wD@LtrFK<<+p2|G| z3Mv-_vja>1x8l@Q`$(O5lr;PH9yxMXzDjGsKHRHaekwKYA$-;E6ifzp;*cK=#D|iu zidTv_pOy|D3@e~+|5Vb)LT00(#_e6fiV=CYQoH~W7st3p3f4FdjO=uEG7>-a z43WR^;pLN)^k`a2y0dkQz|y>xEC;!Zfz^cBbP=<&KQ|AriY8O5N;tS*OHA6@36Joy z@^YJ#cWpOgBB-IV4>3T+%NHK9lo;%vHhj=S=3Kw7Rr-d7O7rKBUZkddA_{W?vJsa9 z)inA(w)6MGZIt>YpGA<$yo;*fI<)fjlp=lOnT+&N(lS@tdAcEt zR`t9BP!iF=pf`X4MNTc139=aaxkF=v4km{E`IFHN%v)E{Tq*L@e8uM33Ie`J`T!5r~zvtd-xtv)6H72C)^E#3jOvb@ZQ=B=-Z!@iK*3_OCA zdtKIsvY4lD=FXI+0Xs6E$%@75hthK#5*RRNd6W0(J-p*0DUdUDcvag7@4~dwM+GgT zb5EeWBJ3*cnBdua-WysO2E#=N_j$pj_3%UaWBc=I8jJ=X+tzMjcHT!3Y4et+1!|2h zTAyFa;vUkYAMkmZZ~3h*8AF_rd-?2j(V-vTt zC|r$d=L-0}*FmYwIn?t6Cv%ORCoiR{XY3RXFcl$0=7ex{k+#0u!zl_kn7HzNrak~1 z&07l9PJzwlK0OGVJ(s5)M_eN(X}5Dg#u$>uinj0Pci~K}k4RCC0lCYq*F&1kt8%4M z?JRe^{rAfgoHarlj5_p#qh7k$o=$aq4! z<=^;j!>$-ZZTwQhc@ioLP~1>wcVs5;&9}*S=3qR=Rz**ETg_>b{9X6{zxC9X-9iQL zV91ngv;8EkOB|z)j5J`60Q{Wm>#fz{lPM9gFdj1jIm5tjORAvgb*nD>SWZIWz_e0R zpF5F$32_*t___l!!vN`fF+`gT9)A_He_Qir1t$aO zX#(e=^4@${7OgR0``&ON%!}!tM&ge9xO3(Lm$AHmPQ3xgpnpLfJ44p}+Jlh=J0b&T zC^P11H>+$-KgAEAKC#dNC_fxgD(0$-G0chPdT z0V+dZKT3EZ`o;N`xSVAW_tkPc`Q(?Zw0D!m-|<1bCDg_vhHl5!Tj}em8f zf_0}(>`AN!mcdPGsz`(YSG%<>+h$D=e2q9J#>%tr(XN)fMJ7Iy^j)QoH!I%#x+8qb zDfJVU_lF*p^`#N=G?O_`xsm}9AYo`(ND`{nXT#7^)iMK$Q4# z^W4$j8BBzJ{m;u+4FFUkDwhcU`W}3l4^N>bPR$c!1H`Twq6o;O!*23DXMGUH?N>%e z{D5Y~6$W;Hb$6B@+GNAWIpqh-4l-n??wuIE@_q7y=|a$oa%*|h?jonXdGshLLXs*A zTt8qh^zvVH9siEbwM_3T-K?TNtMZ>__S-v(-Y(S+R`}urW*X=)BMi+^? zLFQQ)oaug&ZG91q`-jtPK%e_UnseEnP4iyq3Jb2Vpf&%bT?W%-8C&7OG*c-?jB&?~ zy0W2%_X2G0q!iUBlwo4Jwr}G&Ka0Qq-l_64AjrnBUi*SHwb6J$N%=yg0i@>wVZIOb zX}*OiMj^Tm$|^roI>b_=;Gd5#WM`Q+o>qdR_2uQ}IcM{he&h;ftgWpPGd5sB+-%}w z{YU#ol`A@QPbtKlm^kWgkEjvAw7I=4#OdpV|V zgW9C>pNV&ONuVs!ay8{nqP5Tj@i+?;7Jr0U+wz6|3PQ5~ zqxHB&5~(g}={)VYr0fOgF~;E^rXdy0e{S5s<=8apc_x`?Zss7JoP2;lOdis#CC{5O z%iuueBHP%E|BQb>{e7+F9QFoy|D)YI|-EKoQGGoA#73EX!xf zJ{H*#zbCh+`vL9JJV0K>pYH-JdCH75kz5P9aacdA?^sj)2k0x6W#rKhs3HhLh}*d# ztimx|5!kr4FUih#oDQI_seLkXWVo>0X-0W_?*Kd730&+6G6F^3wDte>1;RT9c8P?q@I?f81B^#!1$=GUnKy zGX=Btwxqq_OB7jZ|HlI#IE|P)CpO5eiMeH@j%SAN0%P3wXOi=+o^4|eD_;7jQjG$_ z5fy5|R+_}KwO{Cpt^A7K_}QUQr|8Sb$<@!li6T+PfsWDAwg$&_gK80C^p)x!HK z(S2y6UX}uQi#Cx=BR)}%78@nNF&I$nX#SmbEe^906T{IxYUTRRVoat0F?L5Ij zQ5I?&%zo>D?NS_WYSF>vQ+|*yboWv9b8s{vnwgv`fo~-w zAScb%GqPjByQe+d-0ohJajf%-;(FQ!kaQk~TB!7haD>WF^fzpm+Bp?aU(EjV1zLV+%8(Yu-z~uqJUg=$^n#HqYt|*)+W~MWf zNsZbGI!~V#g?p&*zu_cg*&kzqn50lGk_%irw7U;I_0N%3WwkG1oK)B}qc+}1yKnVb zGN^KSL%uS}M28$F(&n9bl+ZDpxD{Nww^RNaTdU|Gu8UOK9`0;n-3qk- z>;?IaH$=kq%cTrneq1?*>Z}SKb_?J;)+EOxzqNRhjd8!3IwSd=P47VFTgJE_&ol`| zFunNexUjn9nk~nTK=N8G&Sl1p@}rbr?~hsE&pk`_|KxXFlT-CY$(Zk04_#m#&i^8V zb(^5?DCEit0L@=4LWF{gczPc9btngN3FjS~nG&~S9G^Ar;k^;iRX3GBHS0}!=$8+- zNc;)xh#d|JeCG`ba!LjG(4~UUiMAG`;x**?8aHi|CpvE|Aac8rqDK`^tmRg%{m+iQ z9$MZ7yfxUD^~o$f{R4RZ?Fr=L@)k>8dj-x7#9dbH!f$HNO2!JbD+s^r705Pv%^Fv= zT`sr|Y+Z_WpngxTGW{d0X zQ>#MZwVW>R%+^Fz6exsXJR9E;UPyb12~$y43EN1JU>{5k_pj0<`18GL{3&`3RofaM z9~xCdAB#7OqlsHZ>w>~Aa1i*Ht#v6#|tqQmQ*K0vPtA`g;``pw+E zL`6XF3HlWtrUkv9rw;!_6PTc z8rTm(=ae7^#iCM1z8>HI_HNyO2Vx)I5KC9IZ{l4X`r|k^%PdmGYyA7MZY#p}raiYh zZz?rRGPj~$%1|V#f8Qvod@ctKYUh<1_oI{A;xR8pwu88QbQ)g1Pp9p^4PklT7|-;V z8&>hOZ19LQPO>LHrn3U)Bl{KswL%44m>C|^89Ht4elx+b-*GHLjD9FfSVK0^i;T$tP%P=^FkkLV}R#bKc@OolH---s)iQmM3^>j>b8+a z;4(w)7wv3>25!M+y~aV4Pnzx&st7xw39>Brg5KVAD5~-j5Dwd9!K1#cD!-Qn@R|Q= zA@lnJIKo^sL8~hW`1lnhMloBon=LJuB>oW8>P;}{2AWSuKvD_2WcHr|lG4wM44Vs} zsDpz7iNZ}6B={!D?Hov$F8o?FZKt)$el^|FYpqj%;ySum4y=_!DRCo;G#a#(*x8V05GM2I30$ z>&ACHK68~`J~lCzH55f(PML2|QBx*g{f7vh(&+WLq}1N2;j<+eBrbu;(AMlUt;!D* zd{I0b?^KlJp}Dv{sv7e2t-15{dY}RS{ruvaQjzi-z0!%S@kJ3AQv}$_y zhN?k*qtR;-an#<}3{H9F%0w8UMh>oH z2ry2JVCCq9UPC9L-5)_$o&G~2lnHqm%=WjiB!v|^61-DWt~@eLX~NrdmLbB{UZ2Ky zs02EMn1K{>qo1luV#8fWxS?jf@s6&(b|B>pUu~!bd2*ocpl>E7y3=2elIOos`P1ma!i8SB+YoJvE&2iepdh9 zu1loh&Yx0~cP^mfpEva^%*`?eNj{p)bL=Df5$D1;4X+8c@RUu(MU>o)T+k;xmrJpE z-S|@m2F4cG)POBnTwC0wu}{%>wjw+lsqH14;NvJ_`7j^ zqjd-`C+Z2A650L+Cx!>8=&?XPCSMMTGM8Gh0OA0I4Otu3ZuA>p)EI~Vo3RCdB}=y4mhit# z01ui2w*Lo%b5P8>t&mT=aB9y+&dBA$pfiLwT9dP+gu?L46xQ7~`F~nZ!7e!5p7l{L ztVXcL2KY#izqTx*NW-@v7*XGheylxQsqB-=`O1=#@pa!wR$bIbi=pE6d|(+F0`9w^^FB9wURZ;AyWXprk1~ zW00xRr*1K|+q@>5+_89tJnrr!n6NO=RMesBtB6DzPbQ__j zQrqbUZ__=g=~8D>49S|@*Rsa&r;6uE(tUgdfLS!+Yg>! zKXU2)vhJy52BG6;;XBOdDI;pqwFpJ&HCgsmhvYV6kO0e+6io!~KC2`iX7MOG= zm+p-7DK@ncWr>bugpWnFV0JypDFHZXEl2Wc{yFNsr{KYaacSA)PK=;?G2eb3qzZ$V zxDPp2@n7LhbGW9Cr&giN6Y5K2J#9eI4YlC$X-xE2n|QADBMEOjdJ&}&cmjAvXCm>> zvC5uCvXLbd*$D&zf~`|F(T`W-`689vO7wKoU_L2 zwd4!y^MR9k!b0zgi0~rpcvRAmv!n?>?3^F-U+6cr;a1V5DIFi7(81W0u$o~6nYVzY z0rXyDx^|BhUpDbp;8La5wl2$!n;>C0yhmD(^*tc{nxC|)Bl0rOnhgL=zSP(MpsJGf zwq^xf&+J7+w`8Vq&`vOGIl32U|J~xd!pfvjc4$O@){VUz^9W$vy#lywa*0I*>sse< zOpT_pNY-q!IujIcs9`+?6&T~@8($^LV#YU=5g<>XlHI#O zlL$xBRN!kijGXZyWf}9~cI{cbR zk3~k3$p@{z_eKPOxWz%?h0SC(?T!jjlNFH8Z?N;%C{R2HzOxX0f_GtRuBT)9t_qzF z+|p5TKdLRGxGQq>r4td~^Nq9nXbKh4q-FPJX@*+OLSccs#b9(tx0)qVX5d}M-0p?b z+;(1zv$^0{ul+C#Mjt3CLH#FY_R8#4EiCAar~4yg?!~1fgO)l>A+ovTVL;N0Cg@R< zEnizxUw`{C*z!Pi)g{?a?VU7K1iJYWZCKc~e+$7z;nUFU%pbX$VAh|oMIsg*TB4?;SyBKpIVX0AC znA?~K1p_5e7fGvH@V8FNc=*x`-9p-8|5@lUz@y(cdUK54fnypr-F<@`+G@=E?1Lct zNuHZq^X+7nEHvLm8R%o^AX6o8>Uo&Viy(h79Xd*@8R=RZoUE;kcj*a^&yl(@?EW4WgiT00;dGd|yll+51^Ih= zyXQQ962@!m&xXH}u8XrhhdtxdE2!RsDlNXTjttmm(4dX{4(^f_9g;NQyz$xM+AQ zbu=yE#ou*ZvoTO*^#-svd^8J$mshLIT}vH1<^R!}^QZ3iZ2T#}95EkMUM;mOdZo~Y zTAAyd&pBwC%mB493jtE$p@C$YjNFv$>SzvPigFg^rWK}k-!82ieu3Ut+%?#~UXmD> z_=3C~$-1u#qWzvrGF*=n$93q>Y(Rj7_n-jI0)msz{ni5+5lJrmuMbA1dv5s1X&CSV zH3xj%9TH$k4%`I!|IM}Lo^L(AwSOKUR;grDK|=7u_g3SVS!TTZ{cNlB*n|Fu>QAmi zZy5~U63;=QtL3PtRL?;lzb&j87_B63xP4^|w5xh0eWRkpCN87!Yq-8H#jiBm_E^Dn z+!=_GAk<>pnFu0M+8?8LO0`l-p4_9Tq;@Yi-$?ViXJ3gXJJ@WRd4D^GDch$@F}D=0S1$r#I`~ zeSc_-B;GMgTAZ8OZ*--Y+kbIx%`$&tesFXhTmt|>8~E**XfrkDe4b|md(U-(n-M)N zaONlnC}>Fq39tsQTDtK?9QQ|FZ4Z~fL_tL?%!R21^pw2UrN>OL!H2V*h)jsz(-@E4!#}*s_FR z`6>Di8YPE!jHhk5-{HJ^S|4Eul5Q=<$Y}YqF>8N0FJ;=s&F+TeQM@ zD&X=3OX&qV5d(Y~p z+w8np3~Ys#PXX5AT@UHw{XyMJd#}qMef{r=l`1a-)OfhEQVO};Jw_TANWW&DY?JH0 zsCfDp?&4fIW1>wi0tH*Zmt-kj!!BKCZENL-8{_DbzqYbO#Kaqh*bd1SZz~=5z9$dfYnDd6h9Ve>Y0$d~`My-dE!o|)WMpe{W7;Yh1ctFJ^7iHGN>P%!iInRX z+Kb1Ro}yL$>CmNCa5W_Gunf63>$Je`SHi9P}SE%uCgjYwCI{Xbai?fzji z^vif6Ci&LX;B*b08*LU>d(mAM%8-Aqg3Vz1GT<1Eea=`M!dlz&-9Rgpm6-E6)vkxx>Z@Tf*7w(36x6v3Bi)UG6$X8spk? zt%`ivJ!!>R_pNKa*P4=EC~d#TZy;tcTbzagWy59bF%HW?i_e0AJR3 zuJ8HxWt3i=KO8L9i;k7xq-2JV(L0JzSS}9yI!Q%0=p_DS&^H`bSSsjvTGidxvS`df zZkHTIL*zQD@vPDu(V}v?UNqP5s9dQ84L1rMx}f~yT}YR=_ZYuS)VP9^BNN#%@#B$H zgv_l4@hxt?GOad?o!Ja~Hb4bUl`~9R3~?)NK=)%;gT*FjvJ&Li;2TrD%Z~|E7+0D# z!IZ;w7pk$^^z_1q3Tv&kh}ckw?I7h&HVhKT(pz-G!0@sCB|O4OIK@@~?e7uNU#4>o z_epfKjU^=ce_^}~@j1Q#o=_6(JVg;>Up=T}1ybWJ(YSR2GjPTwEZjl(O(fQ$sC<3> zt$~dc(DEWCKA}$VgBlZS#t{gw;m@D91LC?#4J`-G+^qNTJcifzc%k zE&bm4=*ERkUuYO}INlR}e1do&xGLYSS#2p{vk?==X{?%?GJ8VL`INQUU^s`8i^%)i znk95P?Q|0p@{5Vj1DW>MuTBvobNJU%ewU+5NoU{^b#Tz%J&Sz7lk<-xmh#gy$0FU}J2jz_ zORaYx=Bj%4770Gs&#Tp4Ye9XQt*ItY>`wNyZd*qqX!^~YdJERWguy<*nSVL9k(}`^ z7UN%HDmH`bLOMR$@s8F;_s5utBxeOw;$_1OBcp+xs{3HzLng@>)pnkIv>>@a}# z#45bxb4#AZv7}u<(6J>O>>Sige`loX-Vc(`6{mDJ(%FcGStk9H7zLq&NfOgMYkK=} zqx)iYyTS#qx z6du*w*jEj&BZjUk5dm3duK&Kex=wRn(xp@8u>uqaK`QI2za>E-Pudt+Af41%UtvR= z-O?ksh+}m)IdJ1v3%@7YbSQeZ#hT5lEJ$;2Lyrpp8M{uk#;(0f+-)bGOE3svyqgHJ z*Iz?xcioa}J=`tvErlV?B61)n(P22?*Q?grrW&n zT~f`~o#`0<)wma+3>C^=OVBtv62x%vf-alR0ac%iI)pQUa77c5!QXj11}V{)w&pHH z7dQu!YQZt%$NqfxQSR*6MOt@V6X@{UwPhJ_c^UdOIZ{u)AZpM&HG#2tH*2dE)V;lu z26YT|(`ag^aO&II)jqWY{P&=Eu*4n`z!-5O`*t^NeM5@Ftwq1@qVFN-0Iq_oW@|#~ z<&#^$^Bi>V*<#**QqQCa1+vTkz}hywIcQIBElN3}ei>4%4uALltQ&c?xsr|* zT)L~j^47ly0!olzrRnN?FjivOSwF#!Gt%==wtC}U1cVnLWj1zd)*HQ6>Nw1=OXtMD z*se>Mhp7LF4A`UY^$~~7%XVvDZl#wl?K~r%sD8vLH%Mm8qStD1|2vQ z4%vG_)tT5iz4(>4q4|xk&?dK@5#Nyf=#K}jpY5CNyL;=1(7!^^T=THN%8w^Y#|MsL zRuvVDljaLf!Z}xUba^9t64ihicNrV9qu$DjRQw(J-t|l6lL}-nK1Scxkfgyfz=WBI z)BWtu(p*8J3J%>}g%=iz-XM%R_RFF)xdE1Y)Yw_}_&E+8&K_g<@sPb$&3JLtZG_xX zw7gD>bJv4f*l9E};kM9Pst}W)R&JDS{ZokeA@mM`J4TFCYO$kAaUnx%5`g3S9$*F< z6B{!KAJc@+tO{aT5-XJdh)(lC%u2pbxL>Z1>{8u_jMr7uVt6!OA&2IW5{2 zP4))molQmyLl^6+Ae?JEc`rCuJ63M(W-a#VyClqJr7V=ze^VO51>%!ZrS8+pbnuRR z()J-{8^^}eRr-2`4&jfo%LR)xEEEz!H5nwb_>{HNCb2Ab=5)a1t5j8*Ar$2__2QDP z(X!px54^m?QUqI;fM(F=iL<-3zqNF@8WlJ#{P1!Dyuvxl<0mQuLRQY{RR!;!oZ-BEeWrC7KSFwV7BfVYi3p||-cjWQ<@duA2D$zERebT9h++{3vV z7G$8w`6>1vdfQ1bSk?97l>i?bEPvd1(;|vCaM3ij{P6n%w5X`YW&wj%tCm;PQ@PQ6 zY|v=;A9$>mI%rMmbK_5%-b7@}(7QoaF9-A(Mgt+4a~H}(ZF7Y(5!>tyq0Bez^ja8)K%pqJa< zgWmHY5N)be;0HVhEuLEKU)3m{;^}s#kMu*J6$Vr(XXT#!*kDcCo@p)nBUWONDabWw zbL>^^0n!AS?w*2>;gQJ{lk(tQ8(U^Sg-_H&Cc`wq92atkgZ|%wXs~g`?s>!fq zvg%+Wx}&rLZmXerVcB@be*c%{+4`Bl64;&{Ylq;wcYtuj0Kl=MTd0Z=SaoFA3-Vx5 zvYsYd5ll6FuSXcWxgfU=YW_Hi3`rVY0#aq(UHJriM^^R@SD#>_!WA}w9qHL z;kw?e?L=RK=C*3mM<9M=C99Z;Wr{~{Cc3gx+&>j*kAnP`3_1IhS|#@OOt>8Yj)TOh zioRJk({iJ34vecb8;*@DHUxr0LS<{Px)yY!Fa~iidAwx`7ou|;PF)<@_>}sa(G*nx z#%F3DbP39XWp(jv3!AQ;9QP~LI?Q517xt8GJA1vJi250}OM4LIXV(|oyEENJUAl@^ zOVPIXRKBX;)*xEY3gAaU=T~7q)&hHZU+xdeo_{Uv1Q9vQw5odhU#eTYe7YGm^-(iP z(8)Y6cke~wgV~e?-~9PVnKFa-HWKlth{oU7*W7&6y0aqe?U5crO^Ya0l5)?)V-jo9 zn{05S9>5Lh7(|Tp$+)YmWzR|||sWGXO?YvC& zlaj=e$8B+YB|JY zUZS#Jzx#%h!m> zXXTiQ@BQ;VIT$mio`~x*+*dZ z1_4^#bwb3lHd#SJaDK{=@K_H&bg7k&I5Yq|vGjWROBhyFBqri{aN}7q-HuR!KOT&y zTRW_B*UhbSuVuZzcbG1$+Up~<3g(vWq-v|avi0*Y{3Rw#EkGD9(e#^??@V(J<%}6a zmgX5oVVCk{1pIE1XdEtgO*90dA^0DZ`((a6&kt_f zwLe)vT6Nz%1z?9L0{hNi4vN*|KXKK*l6>BMgbnm9L|$};>`A20I5f7l)5y*v^bhr0 z`ePG3Vadc?Tmeaab7Z3bNd*~`5~DG;rNQGZs|-f_0_kx zSl6v(ju`3{4#m3#(-!!Bk?P2!Z=HksRywW_T0@GfXqXFhKKZm$P-}Girk%7C;J$94 z^ea8Bd)w|2>^dxl8M}`vW>1znZFLbPB0hI=!^ieF9?^5}MJMnYgEYE+-OWur(NPwC z`}OS)LQ;{|P{8@TkULtHa}A+4ooU zC$kq)$k-8ww*tr@opX*r+A)GLES>-xML9jf;tt;6@P>a+x-#OiFr<0Z?Z)ExgdE)2 z$9k{ggV^T6o8cl_oNlb@QAHLECFe3o)vQbg6_+RgCVK7e&V8)AQ{L7ZrRe#Y*&(jQ zV!^P3euBv3fvzHOsq#5|bl;y1#@Z#B%D^#1@4u)iTj{4}Ja!mq`D04-Cv z!Cjat0a8z~l(2^x(H90mBPhZ%n5IK)eM$Q}IwMK=zNl0gf~*&4+JqYkXoB>ndq5OI zl-5KUjS*<=t{S^q%TAcPZU=%{mVzakV3u+iB`1|Jmqs0_b(^F8pL#|MuriYPHe5%|rur_AwJWI{!p}!h+!A%dxBSp!pDasn0WgV{@HW zlPwi$QE%Ild;|-X$s)T>`+2~Iy%INmZVn5T*5G%tKqL}Vx; zT2ec9cv23+2xg25xMPI^fwq z5#B^#F7Z49uPPIZ?u28cLbQ!r2&D)4p~=-ciEXk|CJtSOi0%cLuyGV()F?ER#S%l&+2qgZOhx71?3XvY>YXP3Rb9 z68=`Y1y&|QR47z7rLmi#xK6H%mgz0|WqTL%)`Ny-_ zc?T4=DClu1_{Zu#6H#y1d;Z*xK@DV0%30M%<-N7_1ZTT{3YHIs@3uajn|dTu4(>J0 ztOkAFw45!rdiHa0*FB97?T(b3bm5V8f{mDgFaWQ&F) zT#_7mFW6VELW@i}7F}kZV$*3-H+os`f!NE|5}iSN_5b7P$^)7H-}txscIfi$6ges( zcah}&mO{>woI{1=zAbm9=x`)g&L#IXVUA5K9mGO5HzP4?*p_o<#_#>ve1HEYw$Jk&3j*JvM|)nBIetx{|9RE%NY@*)vCoO=+zXs* z&5iixr;;&$*r79T1mp14c@I#Bk315>?Hd>G_W@Rvvi*on`^}5 z0`(8eeFn46?#sJ|_l{Bj4YRG^`yq3T;v{4{U{S9q`;#c0pRV;9{reJj{0GX=QUcjJyLcpsy^^(P z4SAeL2r#hqfSWNku)glYV}%aAPm0?QFN4l2$IM?5Akqeq}_OZ^!J+ zlLc#OFlq^Sx@*0sJcAWdJKBmrr=%tIjgK7@@cLWK5wpz+^Rk0O z{l&KHtI!9E)ZhL~!c}{{R0*ar@+#v!`#{4A zc*9OHfrMaFTf~q22Int`n3h+RIPiXXeS%K?P!EWLMr0j$>NKk_9X600x0+tsNmOd$rC&Of1pWkQ(UrhYuJ0L33=+?fiZQyZ%JVYm z144ZmOs>Oik@LCQZ{7(Xw)eRR`R+yFyS>{GY(DFbV--MR0v=A_BWV?m$#3w}ShtMs znR}h+!5;$c8B`@2F^!d*(x`I*J0;Wx94^~94)6PVC}BAZ*by8IrqN0e7ukkP_7hn# zNOQ@q6fO+<9v|}B&Zfa!suhgo&d zD8Z&)Q941W8vdhGr)BUm`ZsoEVBlt$-Gpzb(K>T&6k2DLMN4ph@VO(Ex7JC(RqK=M zbOmHdByC}>LdUoaJ!YpwH_gEkTUVOyN=KXZLw)`y?V!Wdm9Fd z+jMy=Fg>b;*1o0XzHuf$=iB^;OLPn*(goyNZ+!BLXfK~lQ(FraJ;V8uxe=#4=s&P- z6AAS8hvu!8sun>_>zx?@6+qwPs@Q9K+#1uowbsr!(-Zo)bbIH4Se$)eX%O%bDz+sF z7gpD>7R5fu8Vq6mTg7DW!0UNQy9lEI$U9+wko@J+(XQHkB^mDKgy23~%lmNVu-xK{rlpJ8YS2sxnV$-h+wGR5*Cc$4p_SH<-Da2W z5OizwuU09=JBDxuw*YU{t!k?gpWH1*O&1D7sy=S2n)>npwfTq+O*+;d)%-4BmMXs$ zWi|zOl}~}h67ohmEsOFs(lk=L3N+US9AIh*HDO&R|O#@ZR5hyemw$~^zG~JnNl!S<9bTIjecvwM%5!=tf{VfvE)N8%UJTgw%jn`d`g}!-2{US6EgWf2qIrQ^0)N=20Wch_^qUn)(g?-y zJpXa(=1tA@A(E@d=zsr7SA;s_p|>T0-!TzWI84u?K?{GuI(1QxMUy;R@*T8Vwq8CE z31o_^t8c+;*y2{8HcyJbGU-l#eW{DGpInOC!$)jH!;D%YETyJtcu)?wVd&bymj-64 zj=syY>8T>GEul^I>oSgqTmwNBAZgqKZHZ`|l|E$wCITGq1dWiFyZPx#O1ie)L* z<@W5%Cl4MS07GbiWAMC4JldoBBpp_?Ty&J#u4}h>ZG> z@159%`OgQ)&GcJfThm80XseaFxA;=V*pGdbm`z>*`~n9-zmp$Rrmw0oOpZNn;#>}+ z3WKMT6|ooS@uq4&J`nvlFp3}@eDShC#jLAGlvwPjz+L;n7tJvJR(;?G4V3WW8=l0~ zPoe+f>wS>cAAk1K7W(hr2Sg==AY%@sN@%_qWV_=EZK~-<2OmX~6|Tpg$L5=(jO%7U z(ryHKIx>)8Q5)z5{Y$QV#ve@#&2)4Zs+{;foFs;=nio0+cEN)q|6^AuEsubs&ZR68 zkL}Yv0Kd^9SiUp=?5q7*j9!7~-WctogbUYWQEd^=YL&N2jeD^&;+oBQvwK_G&rs}c z{gWee(;M`pg$DAwp-qo#*{pl+s&fQweN_)}i(0OXn&Yq(2trpb+x&M>IQ2~GZ+-#s_ z1GD%9ToO0%PDXLP2PLwf{H|JavlUyCvT#(pB(37%5d|nAV-RR-o8&vjKMdr{KIrS9 z9oMmcih>>HUh|AKMvB5QA|*q!J0(5eIeDT=ICFk?IZ+xo1qe(rN#Pg_()YE`XnLQc&0?ON!s9yOOzW! zd>a&hL_OxUqoHIa=85t(fjVBBIUhk5cCUG(brL z@L5Ld&(EVTmgqkCVRnXXAv4^54`(X2b1p7fG_Mg%)`HCVeoDbC(ONOiypO2JnSRf=NuXQvX)ziXwW;Jpin1igsdw&7|-=!OO4NiWFMbz{iR|y zsABgVL(ZIosIz9#P{}y z5R5*5$l}b{B^~60@0>Uf&e#wRL1{D(4Y_SHCNY->WW!6xOwCOQ^|0GC#g` zf?sgVjxW@}SB)rh z6^#1eWJLFjV)5ko!pK`{t!m9@di0JL=?tw+zoAScJ_NkHAJ9HzThnv)|UzE>wvfta4VT8+DotvC*Q7O(|i~He1l_rFlRq(7!Y_o6;+N)HIPC$F)BL3 zAWsH<>M?C97@cERMFSdq4uDZFG4A*5v$dP`iak`rO!5`ycXzyZU8~^Z=I3tYZ_l=N z&MmL0|7K1o?!Gc3$aPxs5qcr2J?DKm)|JufX{?+YRbz84BeaeVApo@&ah?=y1dVz_FH?E{ z%IU$;9e#98z%4)y>X&Uxc2BSGj9TAOJoiph&^XKKo&Fg=4rZWI^S`g0EM&F$lUokX zDntz+Z*2TK?DfK9Fzycj=BM&rMLf=8g!tbw{!B24DV3G(*6R9JDwf8@jvo#O^0V@* z$EkP7921_3Fkjeq}C_xNy$$IKPMiZN)bpP>mcOqkCoF+o_=lgF{GrXd*7~ zPFHzj*MgI<@4zT0WBB&eTDrfV@vZgVxYchIC8oxFm8PaGG%~7?V7npP#`~AY4U*Pp zk}GKH)P~~jy^Sl@@vRRl7_#?-MSM&yO)}5z3ID(~*X)qJE63$fxrBWX{>iAj-)8A0 z*A-vf5B8jL0?mSXjiXFzS*Xm<1^Qy|%D2UVm9mp)4C>MA?_DOOP!8mXO^LB8cw^Vs zer_$`aw4aWTqhKI};7iHFF*v z-#q{bhaQ#v3OAH4Ui0lxV`naxf zreek-sbBi*yO1DI{N+3dfP;;`QLv=4fZTusY|l6PtW6#^o*)~)ZZ~rki{(tl0}$ic z;N<*TeS~Z)>~bvXk!xOuZX&_x(2g`x_{G(;C`qVYVUSDKQ4DbrW17x5rb}jpprl==BO)|uIjuQwLXi}v1Prqyc@8lC;}!C<&u#_%=((K9V%$VA_) zVX7o~Zs7i=L-;i&B;Dmn-RWE`nGmzGT$8_*z@yq@C3Oo*kR89QH+s=qzTK4e5pCl#vS6pDY}HqZXlCpm{(w< zX*7lRtq*PHZ7DLYBk#+%qF3_9yBs=qK3nYkdpqDQl<-G4G#E9ps=giR?<}+Q_bYoe zhP>H)yOS3_1l1DZ|1`otJrrc|POH4X=FK<@d%ztoJwAGWVlwcx^%JmctaAZ9451dd z;e`+At#_WSm#gSfP6vZ&D9S+Z{nKBPu++szwC@QsBHA3ecbmNI2fAD#qFDuNSFcc8 znALr=^GWq6qK8heqBUht#aX{B%tRMzdtqJ&G{{x=cNKiMZQm<4_Zv-3Gu_eNuT*b!=~ zS50Pj_){>Mnv;*z^^|;QW%p?%En+q^+2Gj^|G2Rvd1p5Qtpgc{=GYt`?{+V~(*KnY zeDQRX+{-Y1G1O>bs~htK=uL-g)Mib5aFE zxhXh?wY+jh(=TX>Wh}}mw~?>uT&IM4nMCS!QI9+U7hIqV{b`_h@y=hyZ-$dPe}blT z5L|4k7?(XQ(_fORXqhU);Y611h&*4s%`9>q-)%nFr8vn&s{F(V6zP8 zSq>4@httMfzx6d9t>*wrCi~wFA^pGHsh{gw?Cya>_{nvuDQsV!<%WsGL9f}urqV|o z-rioS*-pVv=u5IFN+u4+05h^Ve?oTjVc#Ad|EtEgax%$NzQJlUWOCnkkg`IF`ycHg z#*w;4V!tvJu{r!pN7QF8(Jntq#nZ-2KwWbZTNPo}Nu%~P0<4TKyE+!J4p|GMenmSy zd8XZAXs6Xgu#*Yx%UN!8sa>6Er>2HDA!{9a{qRT8>U(@?_{z{xupbiwz(tzHjM9|; z*uqa>i3u>wuXYN{>X8k;^7`E1>B2l&F86iCv8ou%Gt4GUx#!*L+cgQ$*-!s|izh1SRL*&d*vdhpbJ%9LlQYyh3f%o-^26f*N;oYd403 zYT~7_crX2nQx`8s3%CGRW&;?#RUM%)UrCxmc|EM%hBP=73YH)4JmS&BHPQJ=IR`Ay zN2)UyBdq%c@`um}55cJe=4I->=n3IJ1T1CA)M`3ZH9J#WOFng!lUh{1$5{^k_PdcI zs5B&j4*yo^K#2S}xJhSCBlHrnI$9o!K~*mPea_kke^z)atPQLH$rj{}_{WYY$)ty+ zBPAm~Q#a9X|ATh(xZfR9^4DL1uX3Ug*l}NR@X}+=;gKjUMk<2*Yn{|++KH#_6oZzG z7{g0ojkn?NWp~>u3I<*6i2YOiP0e}>7v&|JP;8qka6V00%WL|EUDel)T+jV7c7W?0 z`q0H^0hXE?uD*KNy7k~cHw?{h9%Aw|NQ=n5; z04UZ$H7_UkmF4-gw*k~?Qmz}!V3PZVK9D_D&Fk{Lu#O{B_)XwDgZKHI0pp$RiIhpwJ`Xc};Xj2vTIyAm%@>cPuhOAgOIX{2e?@ zyCEA?jDVMLGreHE;ho-uBZc2gX$aATmocS@R_W*`|G!}tee$W3s=~70W$Q{}>jTs` zgN{htnRqItPn(6bZRW-Ed(geeJ3A}X$YzmKG7(;{ADG)Ew zqn=Rkl>WM~(or@j$#*vTZp6Wml%5wg*cuKum9cy!eM--|u-5Ze0Q|-agMPt7A~)5| zH$7&r(_;n+rEE>7u8q7#6HMA_7r|avh@+T$UAgYbunQStW`e$*KQM7X$VHU!sj?0B zkNGzsSU_DM|4ZSa0anZ*UF^Q_Wc~-whFO6O%&;E>$b|-8S6=wLlHV;d`G8*JE4X5c zL(p^SKgara0sM4D313@@r&#MwIyf4O>7UdUVM&LC4T^N|;M^d?0@a_xjQ14p&VJ&^ zlC=6st|t?3UZbPDK#>UyR(@>I6@WpodLKMlyf2%E3N?dT@cl8l)BZJetAX{BIJ_8e9nxToq7 z)$3a>cyIGqt>&1L0kPYj2!$9d`n9L~{)jv*QVs<^eppL{{KSgsF1DI+wRxv17YTc; zTgl!oXZLWkW{-R?e?Qtew!b*BEWGcCNT7*aS3Rd<_nlIE!NokEW^1vuSR$hAG=cQk zyu&toclH_d^%%VTwN|$LMy@xxv^r4S4hnoATRjszhYN)3{NHNVd3bc_T2KG&`T;~V z5ZN?*bZO?PTHvW_TVw}jWEw@k=mRay1$ot{{yp0oZW;M^dlIKiZRRfyZqw8lIq4&D zDobB52i(x-;EX_)lT6IHb;s4oIGcf=vXF4A@HPzwx=n~yJ!r8lyssvdV2gr$2FP^g z5vb=(qGFjLkkLV2swU&jjI~wbGt|((8-{f~96!-`YoFze@vwJA@spz`&cpGW54m8H z*XG=UO}_f2GF@#_oo?+LkOu`lL9jDW?AU@;;IJSJ{%9=m5I0|~_2?em!~9Ney1A~g z)8M~1YLnW?rx|#C;xTn{`fDdL5n7p9NFcs$nE*(twMe1}DbkPV}ecJBxmo(|gu z^h)%qm}h4mnsW5bv$oCo??qBVmjzgitglP|vBk|KR=K^miw0ET0*|I)F8`ZhQlp9} zn!JgvH7fw)s6lQl*JStO?oN^Gs_r~*8A(%<827F~rWg0KGC(b-xG5N^+{ctGPYMxu z|3K5_nrZWnz@~6z>UTXW4jjI)ab@UTT-kE6Mcp#$-XMTVzb-4`*IEu6!B%e+i4vsj zp+XA>K7kXf*>H6v#LKC_XT zI~~7*k)aUWt!0Vo+czvyo`<4Rf}r;-y%w}an2 zr_qk*a6&D09W3Fk3hABlbW1udGHw06eRtkmV@>~D92YXSIM&6LehI0Oo~#gNGwU`V zJH4$mXi7x*vn)9`>wdexQ)Xocv;DBE z+%T=f;2X1=s&;_Otq~*q1{u+)k^AmT-NCZ_zvYs;gy<%noWUR=Bf5T@i zm@W@#impZIv9NEr=t9$O^`y~s!0I)lf-@?78E~{%q0N4MXcd<~#$h=cm1&b4q2##S z`e<3QJh5DpTy^KaQ$}2^t&pmqCK)`EYs`*m$CS99|1a{O&N@+co7ARwhdX)B&VV=r z(Ten)>4$HBx1|g_X7~RZfB?@SV8Mk&XGv_Ip0IlpcDe>F^&}#H1h*D`c=yeA%h!Qt z0&OK9Vh=h|pGz5RniB(yww{qgB*-dtYufk3)m^<&Q@RN**v1T(LY5l!n-H`Q6sV_! zN%Q^>(Q>TdhEQN-4A?%iFql?94%t;^d@XZNBEonW8mjfH*pQ^Q$yM!e;U#DUsqi zu4YSJR#-AQnXmkQL^r5C+hX_gi?PxFy=9ZUxuqiC4`71TUng!wF)nB|rza*iPO*#b zK!gdTA7ZMOc!+0vj1hoF7Ap9dp)Fd++{3TKTGStDzY-KbX&< zO4JA~%vk8fA1M@xE`L<_CEl9sW83*v`@c&qfiH*&Va`VmM z`1@@GbfNDHF7Sh#mf($oR|Vmf?79cy#D1t!{FtC&HyeFk z<-E#|V3q8DLav(>{X2UFf6VnV2f3-?--PDNyBM1EexANzE1Z$)_oyh~Fc&P3YvsA9 zht!zv@bNHXR7`#R?3V`0@y%L%OQiV*FmZxA-t{lJwP+N~I(fPxX#%@eo!+y06fK+6 zGbwly3QDmH=ul4=(Ql2}xb~GNQ+^KR$}XYR1%)Ggj~^St3j|!E;j(Ix&WsV$ujYY6 zPlkddwJ!80X1c3^>0lh5(Mm4=UToQU2CPyxcvUIjML#r>8!%FsuUCEXtJ!te*Gum8 zzrM~Z%#$j{Ne_o%uIDd$ouj;wWjdH_Yw+X?V>)8iKi?H`k|cdxu0&sQ?LOLc68eL`aJsAGWW3_`M<+Bx%GWf$$g(nZrp4Q zdd~IJH%byx8nUz1Lnkd3OS1d10|Bn2*QtcnOgHF)WxUj`RWtBvS8F3~jn`&m$wc() zn3JDuQjgaPXZmu8oR-UaHVJkvd*z2FcnSagsh4U`DH4{^T2SWZ~+J&Yp>Q+2+%5C&^R`}Gb>rgt`>-HT~Fo|h5V7E&W0#_vP%gAY2-4dTfWLcRoGqgYb z8m<}W)}g#Yt&ai6G}^v&AM<%@K?CauAV01E%RYTeaoP**0z>m$(sr&x56E$F@2gUakU z>&~2~NVi6y6o=qukuNiR=G>vWOzw$SiWxJkE{yRrkNo$(-G##Sszb8xVT(J-rm3&@ zky z*@$j(J8u?ehLH@Hd1fgB;2{p{YEdfRC^;fxQBk_7&2XYW1x*R8(??l|6~XN7s7%TavEMS(Oy{t%>LK_}P-54(V0@V(J_&?@{xwWRVt{s0*cH2fYxkd!z-Ln;o|pFaR}p$2I|U>CD~HO) z=e`1V)9#)(f1-%p0yK`-?*dnL@|=BwEiH%jZ{7rzbK2u|cQV;W*_EC=Cx1`bg5hqaOmRJRZA&z}%v>nwIw~ zOu&BmLYuj=Xi0|)WSA>eBV+sO>Ia8LQtT6<56w61k2oWsw%F9iWApa{8<|jJp;@uu zCJoSJL+4M0CUodt|L;w|(zd3pXMjdgi%MYtKT?K##gtAunTckx_*7*M8TQadt z?S+~XOD6k4(j=ED1m4Ed%3U-`N6JaoIathMBTKup(Eu1rgK2?Vub!LR(T*O{Ab-7o zLdt5`y^r_$0SCj$mBKytd}fs+)UE;S@x>_wEK#ICT~i9z9zR~Ztsam-3l|>Z*o}OP z=dT6}6ESxOtCVL9OLszxJ}CY{v8ctV%1mW14{KS=5uf|5Gw=_Gw)z@_5g3q49Dd}` z9ixY0xZiH^r?uvLC_{7B4M5Y)b<1t#b}I;Ra;7IxqIiL1VJgT3y^fXOTIW^!#YiHGjv#`bxVVe%R0Jt8}2j zHjB%(D!dpCbryDOSuiRD1(6QcRyp$P%8f5Kmj0^`v>UXzBD3MI#jwdkFT{rXN>u`= z`sqi&yH_BtJV%Ad?!1hPRGB*IBJUI0sY2vr^J-2Q@M`Pd+6`6?)2DU&F{7bLwR)+< zMl-%aXD(Vq9WDrMA|j%tIdbFHJuvYb59d?_G+HI&YrAA^!JSqiI{cL?{8Vy+Wz$(H zn~c_M0b^&NYTorX^TJW6&!P2fv$2-Yu6>X!c9mVkXtpOHw+HGLnB1u}`W)g6CqtSy5l{AQB4V{dC(Z-he;!#hRyPxD^ul=?t@o3;%T{ zq{@9+hMFhsXCk-pb~(*~t^v8FQvZ!6&K3f$rhG}wwj(T;pm_+Kd*DZxdvkB;u$Y8 zT)91vs{TSzV<}JoCe+MxBla z{sKU$2M)FsUXXE5&pN8KO)}07J!6ZWoyD&oaY0|9$eK}lqTalO&gd0m?zQRw>qn}*!zxD|djSl_m0 zSGH-LqsEJwOXsLtx^|v-0z?{A6**Q9^O42EGs2L+xe&qA8{I`^IF12ZQY-sudQ*&= zo2z}w0C9+wVc~DCl6;LGXwg{-`Uk-0hs|qYO*);d@R{}{nfsS2iXx|;a6y958A7tX zY!7PL+cdBN-NipAGk2np+ysqbh5(|&)C-e~nS#{Ni{Zv~P^Sn`kuS?RP%n6=8hD|f z8Wbhef*JcLx__|eQxMzj*1xP5)@CS{mG3<$ z;}PXp&rn#@QcCWf2&o@EPstb``tUwz3ps~3AN}$nTzo@uQXG&(M4v6Gltv1hz;2Ho zuQI6Aq!U3(0^R6$9(S{kdv!?IWIKM@dw2MK=u^W+_w0bZ^FRRt0!@w2AwRcye?H>Y z`TV`=EpR)nfDaWBf|baqBftTxaXJ_Xa9xaof~0}ck5xN|6Xq#43bg_X&`ksN5=Gt* znuFo=*ZhG0GnV&Gd+m&0Ppn_$@-~FO+@-zvCKIuZ|E*?)FC^52ATiMO z#jaae&xER<(^}u)M%A`SJVN_;p}=k-H1OVF7MW-2xnhP(g}<|l+AW(-`{L!@A1Xj2 z7oadgP&i9O!B;_z@veQRg^Dy~**%aM18F;BMfnV@DdDPK{*RHOFy4*>GrPZUOMqlS zge`K|;h{Oclh?7pl7A^+!L7D9yFtEzhO%0lsVy*?2laluRhK`r(9VcuU|hYi#)+ps zpD9y{4q*@Qk47wBTtY!H4FEtLmGq&enkAyDcKBmGT^mtKXnE%2hM$U%65%M&#WqzP zA6>lFPqzJi3wV7Hh_Opk*>=$g98_@tD@@(t&UkoYOC zVm3-yg)d!Ij3Tw@zU*?O=+-wBd^3e!q@#A`&P==d8FnRlnsq%1kQh=G=6d22gvN?z zjW$LX8+@Mx0-lP)#F;EfrH;LN@Yt~9KQ+n3AH4!xjopyJsavQ+{cAp$sSd^=LYYLYPwe@In!o=dDi!Ej!(=a*3zs&G1d=u_)=IQIej6(+ zB@o&b0a&-UI@T0Gjr+>ee1DLEbdp0oy5>z(9F71HOjV9U@w+wL4|4XPZMTK-dCtArn0ew;+_gUX0}!v0|~95HHN0jV&&`d`OGBIgDpt?<{RQOts?# zc61v>-|45Zl^m@bV1?TcU1nqwXZ=2sm`$7_098>yZrL^j2o{_$zJJO4 z=m;dvulS~=P2~ke;3xc3KaHhE5Wt8pj=;TJD>mz1W37+q>PM9^k8(e7?pda%i>bAdm7T1~JAZgMs>NsrLg3xzZ9Wu6sdyVW zLp81FD%rH!mctv`^&{h(C6VL2Z%I|RzxfaHU-ezq@Wf3$syBudw64Rdt<8dS z3$}(kQn7==Tye>TM&a-NXk*@4dssNzfI5D}mNaPP_wzs|ZE?48-GyIYHeP4Rs^q9D zQgZ&<7NXTr%S_nxPV*IYvH{({YzJKm*!|j(q$|vtmEW$Gq|FYA7Gt$M{cx4+;IWY3 z_+(J2cpxVYco-YkTkgRd`&_BH=+zg3SzvYdDKHvq(Mlmj^sRHjhyvKYGhqy81NJfM z*XzoZX1~MBA*xmJ4wHY0HDwp=+O0rLhE&JoQ|!vlCf~+HLs4akobIH|yj4o(Avung zJZ7pzE<&SqhL6U*#LH328$mGSG>V(2u4?YcG}ym%ShspBEiy0jxCgh9DnVn1jNcW_ zW3t8{1`hNW%<`+y@~3`|aT%xbuv1j)vAc!E+fTCgi>YKGR$i>dQEmjsLl+4u16{%# zR>*cQR|$(p8!U2dTpyvw5`O9?ik0T19<@N5Nf|oi;`^kyqAjdxLRe4SnL1Bg2V+IE zVnrT=WcUd2J|yC$^Z#tY21_r+ah$RjjwRl zPVL$6urz;knc7=?bmZdh^oj9_gT~5S8TlRx&1~CLRfnubsgfs|=-qgzFB!-qIUov! zWG(eBD+|8az;0e*F`>Ij;*YeItbxSV&aiRR~hodz6qWZmY<>W&8LXbY! zCXL+Yy{|}TINPW_H&^ii9b7=3-(LmCIvOPE~GXdg*u&DfNIa5 zgVe@=U&{TI6qr{`9j(aqd^z~_KYE@3g4_AaGjSA&$hBypQEArda!lUt;+-*pnE&F? zyfL#HJC;pIG2=?XhQ0v0&(jQ>v?;X!f5OO>BF&7*)E|N8ij_)IF1ab(aL`2vxZH$^ z8o7DIDI=s28|wuVMnVZr`!}sr!ZLTH;)(33r#kLI<^>a(ymdB^;Ec7dhwTJ z_+YX2&;2SptB)Fvva5Fqak{7gowFcf>E=|dPXQ|j=iqp&>NM=Yjm-xgbmePkO>fxP zBSQz|H$SX)>yNLOcOxXKLh%{Ap=zzWv;k#l#a@Z9>+9uhtLIkl6NGywF_*Zt#i{;~wgF{9 z+(Nn!wBHeGD5bc;n(o{HBMu-(+);tdc;lzCq;LIhCBYA|!{BHd-3Sz#fMPTJDzEP3 z-jR0grSUrd6_(WbXF6Qqc5lPgh-Vq2M%KdgU~c1hX87~{-{Ff>KtzQ~A8Wk=E=m&= zsI~(&1qiQS=LxhO!(M{2Sg6-*tRg{t$-cUvhv|BucgoSvm+L1`I@Y#*iwg1diBo>Q z*Yc@v-ehMP3v&xC8A}2#V>pzrNc_C##jp-v&{&o7UsC`Y&4LdfF`9vzNFkn3K^Y#= zgc##dasr@+Bb%A=*Rp0^qnXB0jhTenWJnYfKUo*zX*2d$PR+>RdszGy^(UTA^!f1eH zlisL}a-Y{icxzwCtJQySIccmmlk&nJ1K6L~Pc1B8(c! zQc<( zO07{rd(u23gT}s^Wt#nZO31HUIIDR-I>iYWFtho9lg#b4D+YaLCyr5nR{5iHF<+ia zEUaBL(pp#z2CYH6ntx++%DNpUMv?-=NQ1wVDQ#_C+Y1+oUAuVNFE!uK6>u@ovPijk zSR)>kq}Orj(N#e;psc(B4M8}Cm_g}y-27o%NLK%;0kZ%J0TyXCWv6F$XimbQY5EOi^(cMCeSSkZbJ+udS?aMtfnt-q8a_^|UB8K_v( zd3#bMpXr`Zg1({hCk3lsm>5KaD+&;q{~VUNJy2vg^b6Zvj)Rq*^XWgJwvS)fH0^kk z|CQp*b+_yB-<^&4oxpzV*!Dcxm&~>^@Fn{lh|n>8^qnZ&LC6@^6T5G+jh9H)C-7sb zZMU~0h?AU^*@?A18Y-U72`W(}(fY`w7ZTb*8kFc&jj#($w=9$FV z=duk$#Q*$m0tIGZ>PfY*kOw0eXH|=BEQ_^`9^GpyslR^*f>v1w&odMSP+#|^XZ&4{(X+K6j{<^u;*P?7o{qb*~LI=1_DS;-(Vd%bt0%QgM+KQ{>3)({9RdL*T@v@gi5oW zmdB0jWj^Psn|7TBV_ZL;1(R;z0>2sCa{W_^li&)bLhW0c;wLy8My2v)Lt3}*b=pr! zsO6vZf3`DMc>EjpIHnju6|1XN;;(8En51#W&x={7yzC%(pg&@87`Wo-+O z6NNSc-_o}UrhU8}?a04clY3W*B`DM|po)Zo?&Iz)asg^*^{%E$8c_ExznZZt-UrrN z0k@Ek`a1Mz+(xvfy!>#c{|?HMn>H9Iyj#ai(xZ9*UJG*Wntr_B(4@2lw3z%pe=})y z|6au4tDI;XE0rT{IF%GJBGlmJd{!TR`%HkH>fz$$T5TgCPqvw+NG9iXCgaT`MtZ+r z-4m=Z`{z$$+^rpji$#xwoFtuN-D*Hw8S6R@+`NN4ob#ZO0%yq{D(5!4Un?1RGYg-H;r*`A()53Zkmch|*@E_BSatHnO7lHs0a zuPnj!CX0iQF8RSl@&YyUbe)8DYAIf@Pn)PA+AkOSXPMCdJI2P^K)32DYZY@G&mRUl zviqLl>!zVin{dlDGZ;fP)sb%3HjrGJZvj@B6CQrg6nUxCX9f&3xAy6V-|Db-tol-{ z23FpKskL#gl^ccIbM2~0kjFk^VACphJilNl)AeajFfE6f>3Z$1<^v)XEOJmh7E7<7 zlnEA>_7;U6{&{?&*8j?m!-Kh@t7gsI_0%(mWvQM*9qeUWlSE#f z9Lph{ulPPnH|91*gzTa}Y$?1TPv5?G#!-%1oAp3-600x{2jhN^p1od)3ZOk3HH`;D zaOJyUX@*-(mHq3;&@t@y4!Y+8?{pe9(Y=U}<9NZ8+Rkabr^+vLwC38E2o(dHQvGH< zaZfS15a58o2Qpt8G$4{IIyxl=iJ!Mdh5eoCoD$eN%2YqKyn}*0uR=yVkn*boEPdzg z9=q@7X;0Qw&S)58hSyykNLyw3iNc&O)Ekk@nv8l&!3LxrY`78r!7N7D*qpTaWhwPH zN-k8zCkeN8$+QVnhQ~l}vizrM^^Iv|!82Xq3sot9Q7DE1&<5<~eX#d8T&jE=v)xfY@TW(ILK zf0u5E8BJl1B4$)>7Wb>m_x2iPNV7D3{;hWI045B8pXJar{B{v*@2h3iTTI^ydY3ng z-vjYi9A|YdQ$*l7t|q&GL9!!r?}U?zhJBR$Al7o@SG5qh+N$E-&$SfSN9Q9ztsHpR zCA>M<558E@H{rTwv(b0o+you<3c5&4d5TP7hTS`jiP!z#17teBnd%0Ln2ol9iPjGv zy~r;Q-x(#GW)Mqp^A(sP7%Fx6Moo_Re}{+AKW=Njzb$nJ5tBEJ>UgEr@Y+E31{vO% z%DK%$&0ixFUR%tJcjB#5(tYTwm?J6oE}7hi&Q$2}DdUqwLigW+fhg?_(s7nBLxV=UQLY#~F*4PLCgN->U`; zgxy|L+A!^UI-nZa@l3@aDETB)+PEJ%?v2K{ z)zNJ4O76QnG$R&~+h%U^_9tWGQ)}RTb@2Xa}9qx?Sa4}f;6qw zyO5b~@}Qz};ERVv$<9kNH~-D|8`K8IE@lx3gXb`&rX*hVx2(S}W{2 zIG5hw{jzr3j=CVD&PJ9@j&f?()+o^=A$srPweBt6tztwOWz}&13cEuPCMvcZ3Y4HN zBz)O_1umT~y}HIwx#=e;U^Vm109rg=c-LikW?s7j#y9l%=J2<9cl}G4*IYQHuzDFpBTuJx>oz5j`x>c+)cjSJYW<2EZ77;b9@%1=GH8=uP(6fbJw_3 zNumn~E+8)ckErX8r~3Qe`@GM2jpyt68mG971U#MO*^)~BG#&x#vZYMnqu*`a zMHnz*gBQH7YZWRJ<2GKthD_SzDOl;O>FB^xr587@m!k~Kf&up4(^9{al>uMl#LhOa zD$^u%sXOvDAu_1Hb-MP&Q|4$MzBPq@;SP7EHhGerZ2IeZ#KYKsgKu_|N>3`hjiZ*l zg?-Yuoa#kW9*<*s3Fh|Jx*CTg`H1oQ*sSxH4)K4NxC(!W)E@e>Q2Ebz4%5@AtA#@4 z5w+MBQ`$ywnJ)GvBBZ;1y={+UsJxR5H)_iYI%%j&vh-dyuW`$kBs~Op9fkTkftetlS5X1loE zdXpfaQ53~`X#WTsA8k(Jn#UsG|I9~dPGFbodb30v!KCq)mTb@xR| zfu!Z6W7o-eny-Dy*W>+rI|B^?4XKfK>l8cZb5nz*uI2Bcg_)k9moe|b75ME0*XTgy zxF1DovW&f4f?I!_i(`G2@~dpDrzGx#*jb7r6C^&-e+AL)^E$opLYFE?3u`T3OH_ zMRrORq?GkhoR+TVhtBcGXq0R@?1}DOk(87ub=bW5@upaBA-sKNo`c;R7ERA{iw@S5 zEk)5xrHO$(Rj2_7{R3=JAuTP~;`pS5bhd!+Tl~nXyT_V!I)sj)y(H35i$2eXSL}~+ zO^xste@~Ny-V6Q-=-fC{*5#5-Z*=*?Zf+0R1MBl-8*2b66f1YO*7L`DDCrJ?FW*~M zM|DhlzRdEOEf<8{b0Q@FTdWLv*D$f=F)VXFud`!BSGHF}$+(rzwtJniX3XSgi#fm0 zD@4#u^ETH#9e`RP7QhpJEy*ci<7LF9FR`0lICNVTjjnzj)?J9a<^ zXnV5C0;aPxx-neoe&oU{Cetols7OS(uD#&WWad9M4jR)tjGgatUN2i*ZX8WYt{GG! zb?J>%C@CGCUD&E3-trSmV8VG-LD9Gx*<5c;t-9wJ?`TF z*C?c1j23T)U2pN0thM(BEbYbM^)pDb-*~x4R`xEfYjnb7&I7D3$S%eZ+wR2g&biFX zfxbZBUO!F_D@E?c7|y&DEDMDmzhvU>V_{%l?8+R5bCs9FESx7Ku#KZA9U0~+?( zVJsq6kXh=~;V#j)?hf%6g}_1H7#5bO6p!7avje94J;80Rn?EVFQErNv?udK zj!eE=tm}O1%jE2VT7I19^HMUIPLclh<)e-y+*RwPtYV$-W?skOp*M}LvgiM|X`NF! z#$ScIJL}6-Z`_c4BaE7?12e)Pq=)Ba=yiCb{%k{?w z*?P4vL`BS;suHRn*um2HaSfEU$ROC%Za!&n0FlS2-07d@H8e@tKWxhC^^7JT4Wihi z+;4YQC~mysY{+wQb))JUU4#VB_R_lX~2zfk56Q`gfc7?>6}9}_jgWRb#g=Wv9^k5 z8A`Fm(argA9xbZYMZjq=OoT91^sRAn<=}&br|Ns>`Gwh&@wZQQ1$~M!Wh&ZU{hxIb*Oaj(#cxr{XIfRO@+naWg)h zvd`~j$t#G(8~1;j7nnOeUY*{4etNO?Ud4qoaMNs7P^%4D|L+tqCX9$%-c`qMaWN*z zSIWRpHYmnd4MvRqlm81PIxwXW#`dPlj{5ih$mqA`?>bJvM>@a2u{c`N+Pe+;@IzTE zvgLOL;mC?>&qwC|DX&Iww;N;dE)BK5;~OM#ZZgZYx95>;!NqFk`v&Lb0XG-$4nqQg zh%ENKVoVsa4GY@wGcG<>Irw};a|QYTpa36Z?g*Ft?oLrqT>t7ZVb!Zz@-WJaH)>Aw9yJ)R zG4%gHnL>+@X0SvVyy-D=1RrO?)WFGKs8hWxkT7GuP*?HeP*MbJ<=D8do)1%437h^E z%|0>utBI@?tRdgl+8S?WEeu`pWPCov@wV=t!&oz@{(CJ3?Rlj_`P;#P2|VZh%tTH| zcli%f5X}O+{CBRdOq!G=TP-aWnGlgjMr&tb+hfjt@_kV$o1?1>%lQ^>#}j}v5VZXz zbWkdOY8%&>Ly(aG)WuLErqilg1k7gQS$kF88G-U9^%?gLc|p#AwP?diicx&acv1&z zIo_JHoe~ixN&wg8K(N7ev%frvdm+Cm^U}&z1z(J)RtJl?LtGR28TAtBMVsYYcu>9D zPn34Khg#VFr=#O$J!wnXgK*ob)$AyM{jSS@&C3s}15%Ae)PD&nZ7gB}Vw?$hpS!0`>AbE1Vs);nxE*pejc$Y@{%Kk z4@Gd`p`QOn3vV>5JuPj#qu=wkq81d(-zjiQClrda_PZJXI)05tMJ6FQ;6WZ=fTrh? z5cWUk$qIsz`{h9!1KSBHldD6;J<=>kSck@klAoOTQ z9!D>c8XN>L*ct0NFq0bq+LyTABBBT`;_}xhdIL94T)}fNwT~j5I8IQ0A@+@*c3nKJ z<*XvUvDo+`nN)#x35}gvq3U=G_|?X@<|XXqJ*CL^(IDD`xSpInlW1Wkwd?kG;j1ld zJ2A#b?AD6ci7u{m>qWsmoQr6)%1lWC3x%VcPpnlUS;Xg$!B+H*l4+IP^!?yXU>XwO zLkx#*naeTiR;)bp)AR|KMOrl*#BB%(5QwM9hq-GX68(A{c|v78M(tI4OO8_~v0?|g z0!DU{Wqbk+iX_qauhXi!RQ#^So;gd)4$+3n6j{z{8N=NppALfo(v!0(!6>O`A)0bL zoYo0Xj0$q70BZoz023*}L#m}(VYt}LZXO&8R(9pv8W-e9^O>uD+%Z}_g^^u1^xf!) z0clJ?j!>dw)fGj>B04UhEVoSIcXo`w+mn<|p|Iw`pz#>+b6_ z=OoT+NDvzib=`LZM};gr{Q!Y*Ruc|4#ykNa7rO z$$xE{8@bnb;`@K#d=6uSgTD6Sq=zTGaL~uVP`&N#H2EpAZtDGEe zo#h^%9#gBLA2r^8a{Qmbb9NGvQ`Tb+u{Y_Dw4jU@(Z#rSvg7W$SQ0yKLN*G!aJcgI z_c4Z(k1)??mMl0d(HLE2wT(zLoV-lmyp1_bHQXep{cjawV)mO!j=#=`4ium-P*n{e zYH)@7#PwD0Z;ckTK$Z-LirsQo-yJlUieEqIw5;g~DdBTjR3l@6+G@Nte=>3`_nXdW z%oB<))3Sr0ne|WrSrPR?(%r>F6yt?#*yvO`h&BXzt<)T3=oCE{#lYK-w((q*f<)?J zv51k8!ZaRN+q%jrkma2J$(~E3yipk?2{sRODwI{Ru^ZHQ`Q@(Bs;2zUp8PdF^H!ro z`ja2#pi(sN0L*>|>|;cJCPIGb)=$(sw;TEE!8i z>)qfKK7bm0OQW9?5&OeR(lx2MNI#^gYQYFt`Gc!NPDCwNFZ+Je`Qquz^DHuQKsmbJKB#&hKo)YTU5k=* zO2)^q$8Hxk0_^GN^&0++`zblZ@ht9y^dRJ}_3~NP#*40$Wk*u+8*eVv(^dVrl$IrG zIp4G_yAx@oTJ`fp;K9Ch!21#H4d3qFPpUkt*uK>%OLlP66}4i(g?9^2XM#-F4>SU` zq_KUxLU~hLrat>e3{XsGuuN~&a0sh>K2JQINA*$01Iq?Xg=SmVW{lpn_h$8100Ds7 zD+A_$HJim&B|TcedQsJIVi#0tLhO&OiFu*rHsZTi}RG*i?%=AIuJ+?au0bX0Y0#qbhgYFj#^dDtzO>>9g1 zy}<3(-HDsu7dIv6)tmbNC`J=K>2h;Mb?v6rWgU-o?YGIq5+ohJ<4*P^LB|Zfxj6p)Sc>|9 zYFJ)MlPqlPtZZ-N>}^3NqhCUdNY9Y=J{I_1m&xLng?gD6ExM&u!2+k!9YM@Afzsg` z9x*BqaNh<~TP_BFKaY$xlg|B1Lrk=scw;0kKu}6VL-o4=H+H^{@{ot$#WYPf2~5t; z>xp1K{ZOa9cf9SDu?T1^Sc$D;X3UiF__wW9MwqF`t?g+Im@5I$0_+!xl-A#~CCBb9 zQqYTBEKdcU&rssKIz*!=jE|nJD)4Xmrp$e@U6{+nTO%B_M-;HX3Pn064%YgN@(Mx2 zB9zo=m0OLc@Ebj8;n_|Q5GOv+Pr*`7QzMpt@`g27ZiwESZt^hGz@67+VgQE6 zM-c%4P~cl3g9DG^eo(b`;Mwu~wd%ZQxqRK>($4+Dm&B`S`m`6c{`u?usf3~L6etY1 z7@TCn?(F^s@r%D(YevZ?KDp~1eYx0 zL5|R>+I#LwQxvt8_Pa(Sdv;5G@~OsXcN5Xkxx<$&`O_=MI{hPQ64dW2cSw3d_(wIG zSh3I$&ivZdZAo|gUP>Eqh=fQ7^Yd$6ja$~PE`_+*3!IEw zBzUcY35txtpH3>!{_CB(J1SFgQEBkjMtd0)X_7O&##P(k5)4dAYfto5bwT=Uxn;t* zB&E@$>SN%Bnq>SDB!wcPP3GN&2+Ql+6kG;&ROGyBI~df=Q|nv0q&-K6v*mseqHQI% zJp(@T2US%@j3MVn;z%W2Ue;}u02&{lWM_}es@`~dq}KGV5{tWt$9I$lQrir8c6t5m^o_p_?}Gbl^kV+Fk>S< z0Kb0U>D2FAn>_DUkGY@wc+}k!glrdsy^BRUr`rIbexbS}8fg(~u5zEP`z=KEyvKOJ z2sG5{rxPRjMDOFLV8kZwSPYw$Wz^+d2*v{RU%$qg@=kVQ!B>z)q_LH82?!*+%r?2cx9;jQ@PYhc?#t z4-@r#`ob6^Ii`!ZBxfhRq5PE|r2~;ZSVSdJS8BhrW>>X!yY)5+0Qv}l*ct4=@NuG) z4N>8}8o`9$G=c?_U#o$GU{Siu3G^0g2G)9BP5|?FjYeElW*ibe7YcMu26=Pf|z859)%E+Q@~hOg(D&LqbZwrg-v%@NAUbg7YiRO6@>_8~HV&l0jOSG2vf2jBx^;D; zomF*wU>JQAw$|6oW0Ssf`wHm3KR{MllNmpek|Lst0!cJxdk`N!{mJE*fGZoCvtpA6 z+SCEi*wooA_vo$~m0n4TYn6(YO5`jUn)y(0=!OGU6RA#XShCSc$-ygW1>qYT;VO%7 zYsqKhC0TF2<|*_cCT5rq)!m*qAU~w4+AUew)ZEnvBpX>R==)0}(?vuXzb3Xm&d6uA zMKPa)x*8fSs-Ga$sm_d)`|fl4|E;p2#mXvRiO}AM2pIq%>k*T7Nv{gIpU^4eZWamZ zZaVWFTeOalU_55DlQK$s(DNSdBCzS;9Kkh6L-@t{#vA(ynKyI1S}B9IH=ex~7}n#2 z0NVhi!xkTDzxMJ-%+jfJ=m#YSOWmP@p!8K(%CBfE*Tv5z$g^gW*u&bE&{$Vof^}|6 zRC&jq;_D2}j%l*84sdsa8>|$D#QEJZ9g1$@J}(j0WQ%FkFg?eW?oDCDG;9zzZ#!ou z;0Tm;9o!4#YMdPtbhqMw=J#h_n!C?6ow)4OAs+xPwv%IAb6WS)+z$qKI6!Bw9?eQ{ z6F6PmQ|gf7!T;#+;G7p5QqAw8EczNGe0@CYa>Dro$(|qpcmffh@gO`OeVWg^aO|Ik z{Y&+9?3PYgJalkU6d;+)NGw!k*5Q8MPx!-(QY*sV`ra}94;4cw@CdIE2)|@ZTCFt~ zMLhe>)?lE=4ywO|jAoX}bGaJd%wf*W??iP8S1P{|SxrAT_l*~qboy-oeaC@ipt}0wpSs~hW^*w9Syp}D*?3DTA zlE#Cb^_Iu?0{T-g)R3zmNWVVrnPr4LS?6=RJ46t<)I}Hm*=4BuYLw`F@Cg7DCnOq7 zXdn{l(z_w>{G3cX2V`LgPjnN2O_uth|%!g62*MXS{ zw&Kam65;n8@GQ~Z{2wqB_aA~>C5SQt04I~lQo|~H9nR*d68crvx1~+tT63Ce!UWQZ zO#7XJJ^vL+TceR<+G(iV$p`Z(yW63+ciwW`2RsMNBO~(0?`4}#QYzn?e8*e6?p>e7 zaA!E8$h{80L-71Gq^ouGul6IkP=`_S$4xX|v_QILORZpGxBf=usjSZjg#Em`d_Xph zK^Vf)bu1&&2gdKzU#D24tTS3}>rU(iw^#6=;%IZ$cQyWbGE%K!CV>r_dQ;lUt+wrE ztYhg&c^EWf>rMvru)o(VIA75kVA22md=;RwK(d2kq2bETUNlu%)4Bd{pYOHqTNOQN z4BCKdywaZ@qqhdh`npMa^D=|uOGi9g;0O)%5R0;$_N079yvnaD}QqRfs4`D&D!QAon4tVk2i^|Mrrsr5>n@ zpml_Wl1jc2eaT|*5+{y!MVlsn_MX!C)Mg~d{sStSvi%hq8{XpeUfO9nekz$*+KKM}wN?%-LF>!Sf-JEKAa2n*QA%1GM zNMl8G)WwdQR=M-6Vqy|&@Zx_Z5)z;5GrdBULp1qXH&)XiiW%fd+naK>ho-%jmHeD- zBYI4Kn;G1~fsYGx1pZ;K+%9LSK4YziHINoit57&6k!{pnF2+Cj^FqJQ@;0v|?>SSU zvhqLHV4@A+;$IaJ`P__yBGor0OZ|#8Tu?(sM{KE4=FV3(8>U8DbA;nuOhM7S3t1@; zDWn$~`*``~=UamXsPSLm4sZ|`(ECWIdclim+cb=1m$J@03w7a^h-rapYC$=`SVCdQ zy(L%C=n?E4C|pnVw48LelurFDfbdbV6;vtGj?_P@B@}sAOLR9!Eo$f(jC~sqOkr99 zci%#xIrAP3b**dfgC$ce1^@1B<4qT_ZAYJ%kw;n1#A?z|QpX!nO;HUW!MR@084s11 z#2+v?L?L`tMVIDca}Z39#1R-|?J|MDE5b|<9AoSktKDXG$O#6pQ7&WU!|Rv-j#%fs ziD{epXEh$=$jk-fOX?X7zI{~4jqu=`dE(+=aFhv4EZvKiR2*56Z^71sfF&>XrIzd` zjN2#t881+P1#x26*hy2-a}ul06dR_z-o)qRx;>B%UNTfwSQKVLs88iv!IaRe4%ZDX z)K}U?{1OT}O}%mqR{DwAE2DN8UTXm#k|n3Ka?xVjtPG1GvgL&m=R$nGHH51Ayt({! zxmrW|cQskyoizBc3#fvsT%0YP`}jn^l&de8vQ8$ky7JnDO`Ao73WCmAm!$)!xg3IX5| z(jhEZ0Qs_juBft|qbPx>dFRfGm7Y{K7j3LB5q0qR3k2XUgBUv@UG=2D8Izw9H=oWC zGb&a{Kl)fDk}mSI%2QEH{Q4N`@(?w+bol7SqC2hGp;TEJA=ipFUG<(ic7;|0D@iVB z+YeF{3(y|-deyh-LUiAJv^Jqat48e7Hui%u+p%Ymcy-0Ch%sAIW7X1+Cx@~jV2fl1 zITp9+mG%OzwM#{_)w2#k?R;$z9+8BFD%j^Tcntb&g zTL;k@Q+D*uj-w!ilYrYu_j^&iH0Dgq-s)Mt^{3Cu9ZXSziVOK{NAg@rbUV&nVXPFnJcuKV;fAkqZBBNuhC7-u+DOR=tbHb6=`6FoX0} zHXslZdx5Y^?=hqLRFV+3QbKL$(b>)M!BGk-6p9Dv<2@>OMw^soq0sA;i=T>Nb&5~YZHx?hP)keD zI?6s~dYvD)i+nc|?QxTR-^c64|G@4TJADG-Ca2SLtCPR#mw7~@sW|P@Tb+$i4+lOibL6oG7^q;su4Q__nS(46zD`0 zL-{|h9zg!Vd+MY+A7Vz!!34E*lXhKSMFf+B(#-ZFqBA-5F_RMQyX2cvud~;Z&safs zVQ?qW)FMqKP>5}A_4Xw)76qZhU8C*lYWw+Ctt7I|oWnfe7)}6#qhzA*Z_C8=%DD2> zGno)^RfW1bMG1`1VKYSm$C2D&|EH}5Kf0_&%rwk8w%xmBFc%sLKVo+icJCO>*DQMf zd7s6poxA#^<3kNSKf2h&7o%s|t#ko*gaRz*DqhHUmq%Xi`J9(^ru=Cp$c&NeDt6Z| z-h)lwvRu3=t5YcoNNXA*yy_a^3{>Uq%=haHz2Jzo_LW#E<)qQi^IhEuboXkxGy-xxF1;GFmES-s#d89eqX+Gti zq0y|7)apdYQEU4!K1%K%0hLBe0&^1I%vq3iduEC(U!dy77&owD83iL01?wj&#h^p2u zIg1vBBFq`Tl;24@Py8z348axTE(738Dmjy@|1$QP3^$d{YaHdDHSc_JW#@L~eW_=c zwe$)BX3J=3t3nt#;uH{e3Oa-QWSwGmnlz$6yasw( z7&pI40Hk_<4S%EFCVw=vs&B|&@i|g_#cj4c6tv`!8H@h3ucN;T6{R}lcZU_Zx?-oK z=N=pu+5z&UXMt5~$z)imN9-9f+WlH%tB%y+CVUc45;H>WPJf+VJ7FiL!0t9SWzpJ>F8Le5m{p>iMDWkXTr>iME|!fA?J-W zyQrM{|8mVzKSDI-J(Kj_We(<`f6f$kBxJ#BRBlI|gz{Jl+*cjpv3<^Id~!vR3iuO; zaG-tvgCXbjRaxa}Wredk37tm7l7g*jG7SN$?pN|OF*+gPtSUH~$A&?|3xGm^YORG{ z7YS@-Z?~`u?XE@l6Au2?2QEYiXw~6C`VUIECK`3eAbahHG*@DdKowT+&Yk}CRbTJe za*h-RTM)mWf7!LGqH-UUCaW0GJ>5BXi}q(|uPe;*Ht^ISkXQ&?(s%yTO{=U@%>-_t zSQBxul-~tG3>oRQD^#i!Vao_AY6(%M+g<*LXiJ9W_i`E52th)fF^Nl7r8dF8@FVlb zAlt0t=uroclCUnD<~{PV9#v0><+2a>+r37ApcUOrZ^)8;MW7o-r=7KhC6O||hdQ8MPa-5pmdP~d?gKR{Y@mH^uP~Pc?w)og- zg50?wpF0)ML9-$kV^}*mIVyT%wq{*zB0lHcJB%OyHfDdPLOQN?ws5AHuMMpu{#)Gw z(lxQNgzIg=wYB{bSc)|{z|lstq8oX*aA%Z@r>3-fV+7Y^>5mZndi}9g-G+w>qO6uY zh_xl6Ht%6MqHQwMWx+D1H|M%mV-!o1QM-PHOz)LU2L?#B>Umb`cla}V@B zlz|$d?&cjk^TE!u+W)pV9Lhj2D}##6n(qwD7X;DT*FXZYzw_!{Z%G3lS1clxM+-)!892rpG3R+p=H5%o$*&3kWNTftqzn+uQkNi z-*0*>x%oMMiagj4l%H-!KU!E1@vo^H#C%=L?d4Sp?D4e%_|mLol-+^!=mbP~i({IyTj{QocTKm~7G1 z2~A~o6QikrAfpDT#khM*+wF5kXlTR>8J@4`>F(u5OZBvztYJg1rN+)_Z5dV<&dGF; zgE8xpvYNV>$EBlN868GJQOPL^U42K0Zie)I4W$-;FdZ5c#?5IVEufsgpvQZ(FJpFa z^NdG$1Fd@F7}`Jm@iRF!0S6}Q-53*a(dkydZnZmU$IY@I=45h#kar4NW0BWm2}m$eu^LtxqBJOUhh zXHyN0?kjIJmPSAJ&u0mgwj=Urtko=$$!f@=jXh0&yg2atmiN@QTT#o#0J*>wsy(Xa zf%Ttwv|XtBrOL-bCyEB4VKJQz#SQBq#Ll?e&dQ{Y+bicI1Nz!BkNQuKauYYo#_@=< z>pZsU0-SJ{!|vYoABs8nq?i&uUy;t5Re9MQ4ND43Ec<`PW2xb1dRd^_!)g=$aECSC z*6ILk_hE>Q*XX>NwYYUX(1;Mqx0E6M+tch2#);I2>Q10)$5FnM8wLHM3D)Kb2&QE< z0HaQ)KR-s_BfRbVVJmPv#|N}ULtO@9>}kmnm$a>BVyr9HecvO`3dWD1C|iF*Zavfu z&M_(?$F@@V_?cX#&Y)-z;8nj`C&oxF>k%B_1J){wbPuy?q; z=kRnXwV_!(7ORv``G;B>@8^DfJ4d#^X1(}{IUz*O)kq^Czs_RuUZ5=FMGh$0Q|ymp zA>xEf|0ZZBH+KU23xNTT+~o89K8t@*+Ad1MMF3u2W#AWhE^5%;fO$6GRjx$wG2s=p zTmJ|xR95!(9fp6OXD|A7-V4mXo((FOczxBEmwG3~K{X<19zKpNq~wqun8NTfX-1m1 z_1x(M08Rm^=pZjRH{M<5CM0to#Xp#P$!=<|d!Lw-33|L0kU$aIuZ-5flhzGEoC+?^ z0(Y)kIr|nIc?3cHNvh6v7pE#=Q`=B5aUEB~=M-lM5COP!JB3)( zD~vyJ*K!%Rg!^?7_xJOx&^^>~CA&*s;qwksKN`mwmn5bvx9 zPv1|=x^A5lTBZf+##Sbt=Jo6}9CjZ_I(S^WxR>M*^qT+Vpit?xE|NogYY~)qu z?5KvW)id>9x3CMK@UG=v{VbmFOGWaJF=u)EkR1KzxhV8BXv)6})9*d+TT~l&OmfP< zarO?3Be@|p>}3|OkWZK9ojLoe-R~okQ-4pTucGfEbh+(huP}OXenMfd=VPwmlV@)q z2f5f|pj6s#L(4L}??#H*#WEv}s@*bD=GbYQz%TV&{#WTyDuFdxQ;%`Ut2h){X zJq3TC@_HGi!1ix&>XUfCZ7?T=Ey!%?7T2^;e+I^9sF(@@7W40r3-*djm4A=I-pEoP%q37A*smFgx>h2u_ z=<_%z7A4&7?)q}Ojr0eZ9F*Tv>@~_~OXFcIC>4SGV6Vs&k!);o+K9i5_BX&0w~Nd6 zZ1fiKMO#>Vf$Bv|F&JHvr#AH0)e%&CW<3aB6K45(8`>b5D-80rWqT~^?Kdmja!BRX zkGMA0N3Vu)F(h?~rwgHfa%C<1T8B>t(7CN11AY_iKuvxleoW(doSDeT)!8DM+m;h9 zs!q^nT|^8Q6&jmx@i(hLdmRgY##eGJxPcoaZyWj3&ydTwly6~J!V_xVR8yXLp z#@T0RqQ+?V#anE1_OIf#ZD)>w-#Zkl)X6prq%dv*mHeuITRw>0enZ7EC)J-^?;zKoJ|@}pZbT! zSPs<(n!l1J@>b4h$PjPfJWdhQvW%7)o8xU{}9=@luC9%!*Y5zKZY`eA!`ZB@( zH!Z<)FQl`6>{d&EHMyb5WYYYh{!mbcZn+d??x_5&;-l%lqD!k?(AawT&AL>)@fD%3 z^xuvLj)|BpJQoH!k9yQeu*R_R9pJc3aAta*U zBAYGYVx`Y#1_?j{Au%4hMawO1cdOgLIw|VIJ?3%!qa&mx#GIz)6nbzwV-d4n`9+mk z8hXIWizVdYZc0W`~l=HCsJ`J8-6Xp|oE-NG91>#2oF4 z<3m($MJEo)g_I#<&BMoOG`^pP3TJP|y7HZT5JbsZcw#+oIy&dhqw-0=HIX10L58H3 z=`5A|1D1~x0)wg5$!8k=-X*TkpvH9hne{PR#4ZE&ic##TA>oSv0MGT z(UMcw!wNR{AH|0Pq$d;xnLFzbGC3rd@^HJ^>sd&-x#r36X1d^5&<2tNvs%1CA3qdb z+~0bnaI9nHt8z56)>AHxH@K`D-&C_ckYtKERDx!`U5V5SDkyJB*!F!58XxB?+mMR~ zR^Wi?7;?-p%(C_uOZVjrNfv81=a5pb-$3Znos?h+ZPRXg2R3D-iEv7a^pn^!8Jbzi z-#_*%qU@!sqFlUd#_#JMZquf>-PcK}vKM?w zF!8m^aiMwqniK7i0Ewe4{aC`)zB8Sl{A<*?Z3ubETNDj?=udvGKp6?a7Ox z0#A}=#Iqd+=PryIf{Di6=&_HAvG+L*|C27iw~PGOlsXIZ0vF!%6RK89I~Hz+v>mGF zb9-1J7vT<-Qmj)sK~TV2S<}cE1&OjhQhWNuOwFP&=DefI$J2XnZI!|V0xm73EpoFg zHyAr#LuXZuy}6!R7eb?CTLS3=Yzn{3N5}i=z5smhEx{@`+}t&A^MgzXF-a4Ww6dt* zo*tARTtAf0#JZ{BS*P2-dG=ECo>c@nrHcq@&-wApgvEbFvlun|D$t=OCP(&5S_8vC za%|h5MhW^Rc9q2PL?;04BWs0YHoburKBJ5j^V*6ih)OiCsFgANY~UG7&i)!kAm%dr z5BwrnmtPp40wtf5G0n$gR-4tDQTtPz2g?Qx4%FUaE+e+1#a6IBiU=C7rZnIg9`cbS zj3iQIv5)y}Hg0k*^4)OFkO%bxkTxVXT^5{uweVMOm?)2QOG%GE{Opp*!PMIFo&C_0 z(Tsd>KiS)VCv}^%o{k<0z~Dz)C-{N>%OF@~XQBc~K-&Vrmw10!u*IXh_T(Dtvexjs zo$$nF?kG(e@X^445zLP(v<=2^M@}Ex*1BSgWVzW~Wa_>8;n-<13hYkXyP2mkK3!jnRzMd}TJedr;`Mq=Mi})eXDkH%K#GCI9uI4l9vq<&dg;veQ?D zr6&&+n7c`(Av?5UJE&>!RWF_fJhSv=EtUMfo@~uwIh>&9WYdp7u58`E_rgv|7-l>$ z!-(Al?8#@}!hC*~qr>xRF_nUoB8wakY}h}x`$|O+Nx*cg3sx)N#8)d#D|?SI%lLjl zZms@FJ_%tN`Qox}`&-L7)#GD-uBc}jwMA9?@e%HTQHF+c3;Ett} zO#-!Cq3prXqf+EL2;`0{7N~IQNhPeFZ^J7UmMX)P{!!#YrHR+>8%pGE2y>WO z@1wxCSBK+1a0&ig@!nzGLBHK?_c;Ssk=pF>So9_vey6!?^9-!NbN0uSd4-#|DB&ER z)&*X@1T$%XJZ-0sygs#XekQ;pL59nOabZ1-)+*-)~G9yyZ}WcIwa z)(z4CsvWb8Zze-&Jp>~67PAQ>wcL?ED!lZGgcPx*k?dQ(FVh?m`Z7pt*fCn-y8uU!Q*j!K^eKV~aVS5exWzvyyTrvf@wjLk_N0x|5V-~n#;ONy z2TfG@(!x@l+98+qVGsBw;D7l@BYCiH%k*}ik0B;^Z+3ZRQWEZPfJPk%IRC5v=*-*m zC>wjEP8De`6ilE+Q<`lh9|0eu%qaOkw%Tx1g0`i;#38&-zbyEK?e)6Swi59?CMcgn zdz`#qY~U3WZ))l^?zOkd6)485GD8$805!V%J`sL$Ka*a_?j_puJf3GPWTD#&zH!#l zuH-)@*gZpCq9pZp`Kxg-#cEsZ$^ALpA(9jJ{W8f6=cT=o;~dUj|5ZZ+S!Z|+LfH$v zsKNbN0^7t7lx@CYS!V&+R~QZruAHK<4Ya&-;UH;+yZbiQ^*Xe9H#bgEz!$$~q3v!= z-|3DLyVI8i>NPJwb@X6?9(7hcm#^|hw{9R_J^(llc*VC!#ZmK&EGg|aP2Q|K%5q$g zs2H?h2yvs%Bjfdm3-OQdq*4}bvSKklu=jkE(2B%SgDwAz+id4&ZGn5w>By%qK$4MO z5?1N#)A6gi?D!x%!o}V`41Ty_+>630Df@%~gz_Kdgsi(v(pj{J(MA$R-MEEt*0j*S zUa#>@vJww_lDKUVQ`WCT^z2#z_isc+*b0xOUlmy>m%4wX6m%&Kf82B_&NYs^ZC<{d zM|k7xSIrIwF8kl$P*!ZTtp7xk;LnCZMH>a1@tLbhg)Yb7XE2Wr1M4#Icl%9$A5qh3w2q{^tU;w>{jh5$;JRTrQmY&;0S@(RwqJ0SJMuis#aYT2Mg6 zP-gg5_R9K=o+gxE-qvKa>(tctOgQi!^gbs7*!c1V6>3bFchz&lVXfzHHr^x$aOi^` zjmsYU137(FZ&7hUA|7h|EEw*YirX+9vUw@Q3NieBRMtLO)A+6;^3jogcu2f%%r07* zR_bPX#MfMeR}<;K(R6`}ynEL7U@{C{x`oU;o#npl-vYWWfe@&+%z6>|AZsutx}bma zA7|ejvzDz)4z+euWwIA=T6Vn69h99jX@81C`c)fu$;i1QU7fZk@p&vf(B(bHS+=nY zXS6|eq*aa|hPsHs$rrN&PEOy?IP~#sq}qT`0e=H%MjHGqCV>a z8bwor$-r-&D~v$c==+C@U}Yf9GuQxukJI3$N`TlB{Kkf`yN@zmGf z-u55L3_bIq=oluGCH=C73Z+#*Za{{@ zq&o`PHEa_ED$yP88+=voOearfYIcBEMHaYfDEDCt#NU3bJ>lRns0MePJ z96$T8d&XPC1eli$nmNoC`-1Rx6xJ<#{+%i1zQ)T!ANSk;_>NX!1gPnob@1+N83nxzmauv-o8&R5Z;P4%4GUHe!lOpic%1JsgWlqIXPqNkvK!=Pp zw=S(YTboqc`GSUTMm=!ePk3PqifEcH?Vr6Nd9e@kxPgUKW{p;@*^Me6sPov*z$H&&`*&q} zhWYH4pmU~!&iQ7{$j`suhMGy)&SG<#7i-8%eEeW12&eTGWAj6!;=6^?he-bEuAHT5 zT_E7|Q9WBS8@s~A3d@>dv?WZDBfk*irBe(taE{w&tQnw{`bGP?`HPeGeq0|jmlPZR z@f|p=!;ObK`-}HW6b_+!JmR`B(G;k-ThM{*%XXT4m)-hUf zjlQm-CaX1CwOU>+O1RflZ9;PY0}#^dE)PXX)vYJ&EvL5^zOJ;96jx9vMWy-2?PHPI zWTEOUn}g|ZQ-gb<-Tuf#8f|el4&Zr<8E)juXOm?xt1H*z@{OeVfx?x=@f;nzOi@Q3Of9P z(3I6D!i)AsPLmz_y6^cq2NVvE)oSQL%Ic>l$7D1@)=uB!Rx!|Z#LT&fBzy_O4 zbW4{tA?57!XVIaU=4lo)CS{j^}F{ffrkuBC22 z3nGCm*}0jchWZ*vkiU=p8rvH+rE6!MaS|}xk=4%uoH_=R$|5Ye+X!#%>{xzAuWDN^ ziN3)FLu;(rqtnFrZFLlv#Usx)*9M4^>lno!qM)sp03p|5G z+nlStFg`?R(g3^oM(LphY5l#wHmYp7Zbq(rXKN=}s_!}ZfWKH))~{;J87(k8mTOzy z<@6C*oX7gX01FIMx}G)l8xj9B<~p70a(L4-96qi;Z0aOu{!@uv)6rqMs^^@92tu$I zM*!#EW4HE1HgoRw;%HUFim0F^Nf19~(45U0MMU>tyu|U6pXc>7VBuM3Bb=~zATv^u zp;pSwWMz6K)T>=oV06W~rLrt`J@tDod6&RH;t~SOg*WZ`~dM%)o+9lzE*|X5CQq=p2~5wd_?-^vhU)PTuMN zc)IdHDAzB1yDi$gNJ6+JA&ioJEm=nhMHt*HF~&N!?6)Gx&LDf1!DP$6(~T@6#Eflh zg|RQ$cYg0T#_!*z`F!vDp7)&RJm)!Q6kwT1rOKvM=@^o{Y}+hex3nG66z*Onm^?;# zuH?LtjEbS;$(`;b0p1uUy9Y##>C&07rbr@xKzjSx9ZtB>o9lIU{3q0$3-NS4ckYAz zmUXs%bO+AsuJ(6NaP!5pdk`rNT#-Gg=0zT{+u;{S*`PmLZHCDf1B?qeaIrSo;p%0U zv@4}Nj0Pc0C8sI{xt=L~zkcb_jP3ZcqE=Ir`VLd(G0%xH{xMyNna&z#N`y*u$sdI$ zid1Qp4o^mFe_}{`_;`qxvcFcDL#WOui7LJ40*pmge3?dhz)RnkdQC!Z#3|3roSCj( zUc#CUl3Ua{VopX%WPv9!=+5B#9*@MZA(7FhOIIIq+Uv=x43R+R%h&%5Lu5WbDc`)n z_XjxR@}GryKI?4}*LddR&z}~bgwv}_sH4m{u2~0nQf?s;m}KN{#+7$G53|njj~!P_ z(!NbQz6cm?6;`79N{QZiFBSHu?QZY!@r5F;B_fBuN^*W(1IIhoMS6kF$1I2%MlH*a z^SHZ0Y$9}P=DsKp9!VEtZn;)kZ{Y;0KDk9Sny}d zw197oc1m-^+@lT6lAjcqz|KYxV_z;x*nFO78GSr)=1dGzqy%@e%ML?T&AtNRmNeb~ zLs%pgt{U2K*f)=<%QxtuMf%Bs$sV4IFc$_e?Ig&?vKBWQPw37tP z^_H_Jx`puu_~}LAz&P^nu?(_n!0(AL|4=0wj7HT)9t)?Ft-DpG0#~asF|meE4^cCzL!m+n3g}{4edz%dq74bQ?x)X}-et{Jy{UR{uz?(S|vik6q0B6Hga( z8aB&zJZ0rGeY|hpAD%myhh3$}=l`Jpdrt@bq0kAz=OTVG7k-cnUG*pXu7?7^$y!ky zbtW>7*ZB+c!^8ymH4vbjo34if3`~P&(!9mTc+JTpU}P*UD0Dky{xs~F=IFo6$PHS& zZ~w0c?GNESuiNZ0Q0vua{{KnTnO4yuw9}q)7=z{LF0bN#99hukHhfU&Y3v>T0K8qyI5{?)U2&&6Jp z=NRZ}zP>H3%NW=2O)*Lb=H*#Z81)_V889{xkX7{RV1C-(T;Oo6cBvb2{aPv#kNBM0 zaEwe?aA4pR6aK`cW1^*~rs}&r81VHZFZ|kLnR#0rx8_%+5Y(0YIA<@}*vnhFhh{A^ zAHoao+kd_O=#=?Tvi_qjrFo-!({j4nAl;zrYdAB=tsB$MRbX^6 zKbjD9cHWI0=v>fjczEzU`P|PPx*C&`_m<18W}iwaNrV3n+)(Fxx}G1i4&-s>o6~7g zYKqM9{)Io8-5mR=*60_Ml=V&ji zS5fWYX+Z`o8G$sIDU?>9_wq7k8X{P<*>63;l;`IOJL}M_gqiuH?l1ArrRhKyQKvj- zHs3g;@|ADsyO5jwt@CT9sOvd(6!!z{bMd)r9b8>_+q88t>~Z-&3IWIQnOi3x1S9y$ zuKKUPH0wz+R~blW+nXKS`SAbm#4LEL-A(8CHI0zTWjf3cz$!!s_pGMxCemz4aGI&T zd7&LLQlzcYUw`*7sB9JQEL88Td9Ve4eDRcXS|@i9P>ld8{~Z(VTGu{vzPEMI|FPco z==Gy5t6Ev;eS+?#_bcAhZdv}LZU@KhFf!y?mvNtH+G3F%C%$(3BDBCBpV1#eTc)La zU&i-7=Er$Vv;-wKMEzFrFS`X@kiJ{vTHa~CB7$r$mjm)-@cR9!TFZIu=JoICnnXBa zqMn}q(P5KmUp%4@k5OOReyADnh#)&m4@LHYE8~LOif2^9{J9M#4hUxcT&iQB91=#f z;YI&q;2gb+6-wc}+##3Lx6ZRAoeSk$l{ODy!VH|N4Qeb(3xsQL3eb6A*On{?!dsi) z({&xpOrPBFCoeV0C~5$|8&NrbABGi$e^2cW#Y^bhE@G~E++Og5S5S8PK2M$I4Ym^+ z2>53VO;2%-kCk773HS30^)7BO?}Kn*-Zf3aKat7L_?xxpNUG|Y(@3`~ zg=+k+#A{EdyKz#SWIjeu=K2D=X7XH~LmZc!*M$D=UtP(xyQcMB)n`kwQTphl_SktFhmt2YkMDd1w(D>sX1&U|?(*t} z>O{^{wpI$%4>?y6RK4?b@u~V7Efs@=Q^B1VB3l_E04NBm*?AgbdTUXA)KFTj%RJcB z=iNoM40N< zP=2)?qF#*ic9RE^gxtBBXfv(zjq<3xX6(d*t`}dI7Ku<*SYXi9g=0iR&?v5ENBB~} zC_eu2?ew1ONWYJA;NGeO$CR8WyfCTD+t8S-*DkfD_uf|WLL=l~Cto2pJMwWArHyy@ zTA0*3GHn!NM@A+8r0l!KxXHn;RT-u}@nEXbcBA0t)NIqF&Y-yxw8H}9f}@kYLJ#== zos1CM{GkMA zVdpw;L5YKxB24!sbGwM>e4GGs*ezY5Gfwj1T4qdLK+GBVq*_oc&s^^6yDnX z-EUF==Meqkj=2H6)(ZpZ$q0!9j{Bjsogpza&spv#23}2*qF~)$0PE(t&78fZ`&#TD zeW6v|g&%8aKXS(_oV`5_Y!-^Qt|R0W0z4kVRwsK`!;6bkceRISm%Ti;Q&^Z;GogDt zB#AEY@mBM@%J!OHG%Yk$X<~h+`=_8GfwHV28noNkulkYNhTTn6wVKr8R)eLJF%&`< zWWobIH$RJTMTd4yyfE=-lJT`-*tknCj_+up9F%dhIk6)@!elq5(bmLcEvP6Tc!wo0 zh%#5U4lbf~+}fkl=?8O3UcOhj-mljTob5Ef-#mIK6!=?)<)Gh`Tgp2kn~-!ak>$ujhj%W)fj7d&B!_PLH*k=j28 zI7`2S=B(g%G+&b!Tvh2F7uA4rRw!&7U1&4+f>YNmq{0$EY5Kw=it`~-1P4481e8@q zN;9{*wwZXQoz>bo$~wLNb+(Rb-BX!a-ja3wOFw4iojxJFaN}mN(9H|@Ak@`%rt;1A zbZKmHap$o7u$Na%OU{%4sm&J*Urt0z?HLxc*=KY~7FTA zD<2;fts8q|!YN%oyGuzq^Xw8WB{0c^wZ8MeOL`#b5R7mc`YtGyYi>*b~F`NvXeqY`T(n<@c{j&z|jK7qRKT z4LD-R)qkAqy_0Yb(X+{(m<~q_N6!|6TsKIG292xG ziLuDk9(U)GreDKV)~R)9A3_SUJWMwtF#1VbhiKzylr4Yp-x~5kP>K3`goRn zR4%h*t-d*>-(>52dhN0Gw?Dac@7(awb6q#s7-rx*errDbe70vYbCbEl;@#WOsTy#N ze`QDBm^N^a=!x5qu^D?2DG%cX*+ef>MX^j*dizCEq=e0j#tf%dP>#`ivZA^mBSfEW z?Qs{XcI%V9uzS%^WW!%V`?y$EJN+@9yR1VW*Zedkx5{G5)QTdFHR|EmpvmXqR1n)AsiE1$X;U8R!8! z>%V2L4IL-QfF^ncpG*Z#RA<#TEiP-k{M}RE*RW13y~>9r@(<3Q2RZ^kyLghSKP$yeJui33 z)Bm1jJLrsVm!={qeKut3nw+ZGRD!`?8b_zubUNA6<601fG1?NU`^)j~n3v~Ql0RH1 zV^r;l)f1e50O?SmEfNv<6@ClHG~sxUCm(r`!YXOux>m^AfK~#^ufxximEtTPgtoi1 zGOcax4wwO(V|%bw?8daNOwY@PWRqKA^c;B-G{15Ss+t2LS|dK@w=#Wh*wSZ_RXJbndDqOhv<=7z?aqirXvaJ|Ki8BKy&ov$|!DtN}F{Os5ry zjf&C3Tb=?mFhniN*ckZ_a(B{&7SC&^sVk%p?^75cu*}}~ES%*s>7%ztikvX!i`WpE zK%Hi?wx)^EJyH1h?`JS>*|58R>Hl>VI@{y0+3ojq+x3$AdQ1D>O&KRS68-sue|>~p z3>SD9IQP2L?yIt?bx$8_-Ilp-}Xhr;oLS#WH2xMG~^$`;N#_F8Ir8@h^ zCV>N1hyIa4B{4x;;%)3MI}L&35PZcYoi-|*{}%~Vy$@aCwMV$E3{hq+h1}2 z2Ig~XI-b;aWLd5XoA6yLP^FQ^DSZzwxEce*Qcw;0HDbocyDhj-m-(0PtPo)S04K;$ zQJjxUd)|xwyp^xc<5f7PC2KJt_9t}k55Q9UHrNf`Y_Zb&=)Q%y^Lfufy!M#vD^SkP z5q5TY8GcVcqJfa>cuz*6My1G!Qipy8{go1)$9o_8#I&t_;(Wi7PcMOng|r@`-Zr+0 z9r?hSWYUy;g%|kEx>v1!h`a{Dw;Q7>2Bc4+l3pS;nV3`vF}Nzo*43U%5vuty%oBfG z^2EgUxySYw>V@mghpIH^i;I-+b)DxC`6z~%E}qIPAQWCGIV>;%e^XOh%&O_iTzD|j z8{4wJ+kG`t!q@5k1Z~Ufki8FTV3cpzh1j2gXcITq;-o+tTKpThb_K49lP-P#H*3dWfdx|&Ib^6*9=a$eQp$dn!< zWf=H`CI@%qZDe^%9eJMv$+4?DZJ|TVs`HXXmNi~Lkq3zEH2<}RR~H4y*6_&6^$oOA znfdfYG5;|jkJ%wGc@)XdF!B~)4M0AS?|X>`1zMZ=NrwVeTz@y z!E6PCiuUE!jr9F&&iyQe3(b037LW+;6?)@hoUm(Wm z9Q6RxbdpT)Y}~O9lrcRwNj;mNElHvqgM#hdUujs??6_~qO5 zkG!|9o%VCMDE`H;~J?Cy!RHF=Ng8>%VH5fFkqxzM9IzI+#qG zah}I@9ASsG&gx*(!u^>?8Wpz~M04X%E416*`XAtKVH@VC2^lDWf-Q;0&MxSB!xmm~ z^CX%cWNkxj5usqwg-$n}J@@N`Uap3@C^QL-g-b=My?C@-NHsgvrlI_Vuxl~t(QMfw zw~;0cEK6{!=*xQ^IIWgb2x-$Gb4I)fM%5$o2osXAzUwlKg;`@X2 z@5;<@_=1Yv(YEm#XlJ&m)d;=S3$?CGYx6xsc*W+q&$M+vt&nokaYQZ$jBGFj6t*7H-k)y!?M<2Ycvtuao;il~ z&=cro_Yxg)ds6?3$`UBK@kE`g_?e7O+8?M5L{}PxZ3EV?kTgGEkhuR2@m2=p)GpZqR(RmJucx1=_@zNQ_fs0)#DiSK4 z5t8^f+Piv3J2P5hj;WpM#97ZFS=|gk8cMmiSLy_vg<>kF1Ot1b=lVJ`!l=eS>O*5W z8G#4gVI|h%TbhotgWsT2USi-JejII7ly$FS_|y>yT-@-x#eXAMdG2X7jx<$FhMd^tJ1 z-dtSlN0TSmv8osWN-UHx+y5Z$|3?oMZpg*K8KsIL{m!f7qyFjC<~ZnCno*jYYC@kB%AnyEBr zTs2l#NUnS|GS`4E!v3rIP`y;;mD|%V3Cqfpno5z(1wt?0P&Wwen{134B(tdKOZ&5- zG4%U(^W*YHJpFmFy9C zlhWIDG2Bn1F~{Lm?5N+leOdm{wjGW+Lm2$Tnzvd5R}$7Q{jT53PK~LpPZ77iUz9=Ge7Z1d{vat-fBjSA9z~^s z(OBuAv4V|7779to7S{=JPcNtAnK!E27^szGbb;V=^CH@0pBHJ$Zl>+QArm(J8Ak?R zaU1Wex1^k0PfS=3N>MmO#fit*>wF16VM(L~OrsbdMt;wrP+auuZ)JjHUh!@KD(z z{RihG`)62_&mRC|u124U@7LqsYMoQ%_0Av9*W1IeLwIco zOlo=v^N=%M{SjBn+wv{R!UO!GW?T&G@}|H~pp2^&e9n^?8-wc+YhC!)jZ#ql~wyKbKcj zF=YysE1xZ7J$lCUC+Wh15uS_CNTgAz^xEk=K?PfTGGmM{W9+f7;9NJ~^h+LDrM`h? zYLFryS+=vKFFE7U=fu_^22NXGY!*ILMc28J~MZofpg|G8IiW| z#e=TI3i4@hmysxhW~yzv&Ocppw(UNvG~{DY2);lj^h}qqa0+=ShtGt29ED$r(o|o? zM=MuG3i{);nVb9_fHM^Z&eY>J9HW_%Hfl-#wk9Aq79-4#L1 zy{qAMIaS*$gZcI!RR&#I@O~i)kv~Q{>FaG_hiudNUlH&pq`D;}F;_k_9`a*=YntJO z2aTp`z8}gFzA}X87B;L>oM{C&8LV=m6@I=j?V7OUs=d3Gca;wnGwIZs=%Need>VF9 z*7|dwG<1$u4*>JnsvnKfw(XFZBXUrgA6(&4TJZLJoNsktf~+ZL1~vqeKDA_hbH>X= zmWn3FP)ep?i?Ri1e|+^D(DQc5wdPd#+4^9mo;mX(B!tM;Fob`c`fJH_B?_I zLnr?S`LyD=z--<=TSrgHeF^D6U!jWrzR=LO%v={xrrYz>h+#;Fn$hQ04vrWjg5ha- z|t#zHldiUy&3wO%~_Q z8>+#T$#QDIXHhnS5x|7}Hs7GtFbo)y`m69HQZp;+xEYx1~*H3 zy3;*lKK#y|T)<3)h&F~a-QHNQ5RZH=^ElH{9NtxcX`!*wkjgGemKcj?f1ue@ZQtv= zul*gMl0lF)89t2t{PI>UM<*SfG=E9)$3cH$#yt)j0u^po>Hy8hq*FBwF5K}u8r&HQ zw`8aid&k2Y%l0jwq~q+cV`vrE^q&8SLacl%_*}v-nZ-ZhSC_AVd2ZLaDGv%r&epoc zhy5t-|5!Aj#KYjXRR?}Zii#egvR&z^>wEE4XzAwYAYXP@vk%lvtkm{RM5Q2nyPTki z6@SxtbZsjyXv~<qTITYdIYlTTp?|t~(>RR?I;kiWY2_t7?M(470C^LMjM^6W(fNXqnGg9&IA<0j4bM$&Xs5 zK43HYE7#*3sk__C3&$*njfLqOS%kaeMI%7017gCh;*zpdd2xZ*)QpJAGJ=>N)y-`K zhs_joK8+;RI4~YjLp!a$cjXi{a4_(~SLrAB<*i-~N{H5WJt+Zl6-vDhcvv==IZh@D zdqGcSBz=JZ)kmR=5e)uzkW_Sf%u7W=Qf<_;R~e#%vfTxMZ&8`C1a!9uJ-60V(#PV8 z(AwW8Aec-Kn@xI%xueF<#!9yIPb%&YTF9op@0uqkuBgINOHFX+2K9y3u0<0m?Xbee zbk@8~N>sH^obkJ@h}s|Fjiy0E=`UCpr{trlt8-UWNhH%|HSGD8+D$Vm!1Hu6+&@HW z^ME2OWlz?wVTjYgkr~PTgXnz=Cn|($yy;AOXOj4SElB^zy#=R)-hfMFv>#Nx#;PO^ z-?KGdZ(c1RD`oE>k)}git(mC}?pL^+<5t2>rP7e&TxT|B{l`-ffMq+0sQ#4Wr#$}! zRdo+_jihP1Vr3eanQ-LVww0vw=9G2BMpvFY#QG*^jEzKVtC;-%)Aw{pug>&2V(|t~Y1;Y=q?m?R`Z;zMr<@}<49a9|FdkkjH#ID5dYsH<24zyv z(LnXH)o)3f-bwnZ%o=K{u8^KKNQnzAPLG&t{w{3TnEWJYi&Zurs=Pv>e4D{JyJEv` z^ko)zR^>c7k2mI_bBP=H}B&jPEA+O}6k>l4iM4uP2TN_b-BX z){!vl^a{d+Co8O35kkxkBX#+^ivhd&t&!J5FZF}sGZ)ll%~ozdYUBO&BGEHxOLJMu z-Q3{PAtbyW^Kf&>{U9u|X(tpDs($YWsM+kZmd`blt&2H$U#LpE|?>1x69EZx*(yjcUON;|_jyO40cZG`1 zzeS32hu4*;zFB0^S!p`(8)i1*{5UrHrg(6{O=@|nO&23}J_Dzm+2W%lm1;3r^GkD= zC3NCKB$V52(S-JIf3--v>B!Blx+B?jyLIvrL4cC=$d;!yzPovP=GM&T;(rK+jH1eU zbJM3Dhx{WCDwHBKE`LZ%fr*@DHdUts{XOkII*Nm?hGnEdTWG%9MbGv*haNoni9YC| zrs$g*bFL8#i`k^~6OUs>5XQEkyTg;zW8`zQBVajvaP$WjD{$8z6SYRE&V$Dce9a@Y zh^KfJbopaWJxdZC)@k=r55(u>T7$-T3MDzPtYWD3YOc*J?UA=YsaHAQRfvWX$ryF1 zDAh~Obmn9Xci#aW9~2UR*URct5)QN3O>&5yYZ>VrC+(U8Y~M#pl4xw>C&TgnJ@0)b zGJF26nfveE&%%XfnkT>0BL(AIJSvyJS+9**`TYOQ40iB$TR$&rCDZrxtqUF{n`GO_ z=E%+wm6K&on>J^b^glgrBcFwYU5YoIIahLN2^P}ciSMl26zz`k;M~s8p!H`{FD(~m z%v6-vQ8frzZA`1gbExW6y1KSdzQ~ivI?%d7@f8qNTI&3d-#SL-+agMHEmQjaSM&d% zvaF3)sAt(~KxpwJScj#M)qKC|PYC>##9Y@GVIOhhVInb{90>(hcFKEW`t;r#2DQIBv4$mt23V*(Nf>Vo9w0QHQE*Zlr1#^O0Gy z*u}X>kl1p5q=;%kroNbsZn6@}rWUUQHEeziS}!ZRzbd&=ygvHr473xhU?-IR390?5c97IE;$WYWK8t`|a`HNg zCll;qKbpRs<(^N$B3SUl{NsfbBNRDs$_>vpDi;6l|ASfFIRg?oK$oe_qWbu}^5i$A zdjSUo#Im~M>6qh(zJy4=xtAfGQoFGe!>M|4`{%(*+ru55!39#A*m0ilV4KY;JD9P47VD?X2vnozFjxFktw zxHEB;y!@WC*TKW?>~+5G(sUHA2l*qE5vQ#qe@ zBD!90Y}jq#V^`9!=7zd6|9?qi*MPNeh3Rzh_*S>Jh-x3Xqby^~L#oWOO6NdVaH3#Y z84gLN!Hfzdy1;~PK9kKc3tLV5%F4WT*1MdNV78iX4h_yl`RLQL;)k=Jry}om_#7(P zRK4`|_@;wfve~_5KhoftdhR5A`KF7x>V}d|zD%maJjj@6@K(~!+&+RiRkzuYT3;1T z-L-kdPcqkLYM^?H-XBVF<5!X2o%F1R#m=6JVSr9 z*F8Pp+POqg(qysSPaS!K8e_I((rK6^=+Ka{sX8Uyd&H(5u51YIL zi-;iRF7i%(SSE;fNcy%0P%b)bE&Nv8M5c$K$optlvk`cRob=TLc{1dy3`fC7gs{li z*{tEVyC3wgX-kwJgM_6(rsiD$Ge&W@z1p|&8-D4tV5v2YSa`O?WI;Y(qxcSycZOnk zLx!U8^a&n*>;@t7g>-YM<x`jll-iys3E-+`c_siYC6lot+f<4*S3AtZ>T7uWwhycne{pv;@r>MR~@ zBbhVnF;b2a20$AUJ3&flbFMYb%psP(^A?@A%ddfEt*zqu7ou=WmldPdwxTO~sP)gA zXlPu7%8()G)o?mil9)%M8JePF2&q5pK~LSzRf{~wol|ii-eIT6$Y*idsz)&c)DLkS znSa`lq|>)$j21Wmg-Z!<8w{L{Q-O`4vtPeA&v5*pKR#=j77-&!sU!nt{9H&kd}{pk zw4||>5N=F~eaM*Vtf~MGb4hyXVl5!2l-aU+6?2u19qgJs<>6iro0sKiULP(L* zWr=>Dlb_MyjD{&FPeWhK7C=<-3s!muGr6Kx;r53;E(^SHqC<)_L8x)YZMJV_JyJ)X zq610BurwPOs7MITu=4LA?I=o2P{67cxMV9K>cDXsQ5<7q2T6_&PQcEg`&GU%OK_PpYp=jJG^U>hhT@`<?w{e+35is4qWzQ5i#IC;5k0My_jmJ<|5xst1X~cW@65 zKx;|3;DQG!l(ZOCy+Xe(H!0u93qdHDp{AUxSPvI}80qnZ*$@xu0n5j0|GfhpbwkFX zx4m*w)OdtBwMR?38OZ6^Xre$)_5l!UU<(@%T8aj+wcFl%og}9jaPZy~+&I5q8kf}cW@hE?LCWq#hb)hQk7M9Rk!L1gwi7iwSYSWz zbT_xFq;L7APIH@|i5kaB$~x;&m1m(&P=A|l!}G-$%j_k6vw>)*#_g*duuY-2O!&W0?8Xy_o%O&rdi?Bxte64s#m8i-4@!iEwzrq-X%d} z&C=WR!$66}$|wmiGY8 z=>6W2?}eDMK=f>2Z;sYrSJ)MfNR3*NgI&Buxl~`sc?E5C0l_*=`CJc4%YHwIRJHz2U?k}&Hh%D>vb1_xO)Yc z0~TW+hQVp8K3YQvGVhW?TEtM{=Uo3jgnooh_;3rx_}cS(vVv~1jCzc|5% zE9xh;G&dkR1~;@*omF?^o+%5DIEuHjgTEPI2@y%r_`g?6ZdYzpffI#ti?8`auN}q> z;zbF5m4U0OOkDr}6Ae+7>y6UkSJJ>Q-UOqdhC7IX84z{B<|X~hX87`2w2?vRvWQ=o zS*EahK6Q~-3~^)84K^|h&x5T)<OHczK*=O{eW4<+qHs1xF3V<@JoZRSA<63kS1{yVl?ksqt$H4D{wUL3lVv~tTQ zCeoP$dJS4U$1W^YE(k;H3^@7~jTdZIN)ox{U`k{#tC~GJ#S@yINKq&3xYN~izc&A~ zDWJi$YcKdbX}Me^(MX>PGslFzI(HZDo#nUJavLuXEdNQkO8H|-PY)1Mg{#-+)9P;K z)+pKc0}}l_nc#BJJ;e{>Oe61Pj1=V9o`&=?LnF^dXgJv=x{iI$TEb+7=I zP4-VrOx~pQqH%jw@l&L*|jivQjV~Aj{CxpoQq(8N;R(99C^Rm^!NoNdcC2EgMNH5`&%w`>;QO6 zDAkYE8%wq-Bs;^aAH#5{vK&D))rwtw;v2q(a61>|$N1ENUc#dx26XAQjUg&p_gbZd zOM2EVk9h5kUgz0zWdSW2fi)z;EkRZ9`I(qKfSxxrPJViony7z?Ap45j1;LXBej%sl z&YZp8MvmC)wuZC)LP5W4DhyzpSto6nZdf%RS!>6Hu(JfV@(Zz1LDg^WhaSZKLJm>Z zU#3fbG1=)sX<%~;2lrK|Yyo!MQ!VFMQ_t?78XYFBX*}1uQ~OjO!}zagK?DrtYxQvw zO!vp`uKXJrw^zAUW`?s#uyHq28LybrL-C7rX_aPVeBtd{S+OwM=?KheP6U zQR^r`>$fh9i@{fuyc-G3h8!d+EEHl7_qJ9WTJ;b4ts0Wal`t@{cVx)MpEDN3>*h7g z!op>4B!>}i-l;ItU`x4)>pUFR0M^RTL&Va*7M1!lrt7=V+dWKj9hlwo5={EDP-C5Z z{OODo9Jzl#RNqb$Mu_|X1}jm}^4_P)ou_Pi$%(a_;Ss_HlW957SVEPdZnuqW?1$=j zoS9s0vZVi&)yfn=pK<}S#@QOGAqJx0^zS#q8k{1dZn{UrqG4QAubw}<&JaBTZ(|MZ z_Gsyim;G^+ooWu5^A{$ zu)tOMT%CD*xG!PnZg2m!qGBi^U&aGw>4452AH9v=O49vH$b&API1wYBmcMc&O_+af zRSBoVr+kj!y{TZN1QVZShxX(=yHb^Pd}Xd0brV8xcW`5saTocd3#BC3MN7IhRfha1 z%W!%027C!I`X$$o$1o{EP}agOpXwG_30ycr&1(ktbPMI3{_T$|kw*lbsTF*tm=-lS zTwE3r9s~5d6m_xbC*>J@>eE5l*5Q#5fgT+ds^4fLh7pl`=(tY7c4B`Czji^&zYsNd zmoq|Q;f{^cU6bYc>%IO{n;&{KPe5RLImY=?-CnaFP8c!YQc_++==gHTP*~YwxF^Fz zvhOO2gdB0eLdXCqO!A9vQg4+vt+Fdee^RD6&SI~V0kA~v+Z()3#qy{{)ay{9P?3EG0R5J-wr;+5<)*8FQM+U_u|}AAJveD&|V)jHg8JfBGX} zqN>mFmZxa4%BX3#x$ zoI-K1=#V0#JPt5Q7)np(pB2g0l?JP=V57_CB3pOSaTrKmQ1(9Am_V<4uf@IVIY-$D z&M*B~QMcIre#*q4gTLQmr}zZ_?aPa)Qs0Y`2u-l&wF%*LHbl!qlHq57>MOXgwe|Gv zP!f|yXk>iLyD(~)o9}xMnzQsys!7g7l-@mW|Cq?sC zz$9CTK6qY}Q8J2Bis0{6n6AmuoQ+c}>)y8A`Ty;R-rMT#B4eUwlQaV*wyT646C+pF z8NqK8!><{9bDVj(8Gh#VP#gLW=djh5tP3N5m|svl5#tOB_s?F%Mf^OK=GfYT6j}9L zqfVUgB!y>lYuer>Yvt=b+s>-dHIX~ok?=h36qN6-ykjZZi-mVqT6F-7XQf1jw35^l zm+szk3+8|4Ey948Fb_PwsAofsM=n1=j;DWLHkT_FJ3sls=?@8yU zY31JoUQY^;_evTHXYc{FaQ>8mjHYl?=ExME5_yjCLZD(giO*zp2Hriq!Yjw+QA-_% zhpuWfR2j+6m9#6|;uTjv384vaM=!F!$Co#+X#2Nn#|GHMo9M87C^u4e?S+C2 zA4u?JJ#*?qtle~skz(5+0RzwCP&E$)MnRCd0xT6MjU>fWr9}zJFKsswowRM%v$3pd zD>T9`q?q$dHAkMhHdQ{cc51R~&xo{=u>o3}F_b+U>kLM;zkn^B=F{>VFW7JP&2bvs zOVWYrLX?MRGOtga+u*>Cb%kO~U>oD!b%rPkjbp6&T9Q$mc6+Df4eWS$g!V#{4$<>~ z()0m_WF71-6q@OZdb=mBqVVLNA1V&8=K@DTXzZHKjxgED<4q2cndH86)bK9`it{Dg zmQ_kNEC%hFXQd%oEyN0Mab?ybc7!uBB&{Un_nsUbbV4$(vnOn<&eCqo)mhK|lJxzK zQ9gRfnU3b8h*p%go-HgmW3amUl)Xa>ZKn@ZMU?pkAUQa}cWQ8(Q24^oJV9%)ypAVG zi6Rf_(%Feh*3~F=5??dw*8#tJU~;G)5;4X_hB%%0)2)^$+2e*$Cp`!;$PyvZD$U1>yA^}#0F*&{c`u;5*iu;nVW%Su8S zOt6h*YL%1HZIAxe)Pk=1+e|BI>G_gG*Ji0jz|KMhmauExa+=ocyOA=FEG$dfu63&z zMf(bDE+l(-K{xTjJWrWacCQWiA;&$j$y<=vq^a9;BYP-z{V)B(sH9VCzNrwuA@;M- z7UTujxQ0hw^6B6sT_2%WrLPIWXb#<1C$I*s&eysUPEiiOg4`c9LUm2Zeuz&o+`pDt z116r7bP}665CITC1|~iKGC$Q zvxuqok#JkdP2tRd&$w81;-~2KuYei>LmR?W?G(D_=9 z9V}iAn0MtAPPjnb{!By7RA1Wpiap_74PdL|>;{$0f1IKji z9}&RkP&}2RlR`kb1@VR1!OLe|Mq7PTd_ka)Kq*eNXQrOmNO2GAev#?oEvz9v++LnA z{FS;1dVmgEsbN-gx1El4>rfofNz|d{^@%PD0Z&$APrM>lF*D*G;_jAw^YoI6v!If+ zE*U@~^{ube0TUwUQI>GOc9Ir~!I3(c&(|K=N~k`mbh^X2h&2OT4Hy+f1M$oR;~r_} zms>hx=_P-+Z*&9?di!U~wZ1&+#kiF9`H8b{(dJ3&Mp*3BbV;P?*-u}X**#s^xOO-p zYZ+BiLoX3>KkvDf&`BeO;;H> z-IcYYqeF3JSodUtsV3DgTMR8Kx}V2fF87{JCLt9(3hO6v&@2@wR*LIB&C?iA{4_Zo z-e*9HmOTa%`Nm^x!J`n#PRt$(a)?+;leAB@D75ucTjX!btNRc^cgFNI%PEf zOeBEz1(h8G-#4&geyu^whD0%hH(vqWcUJy4qz@9n#W5$aqbn_ z){KtJ0u0TOsZap*iOowt(br>K^N33_s5}FYlJ%6PYeTA3RJ8$5oTyzf(%s-59I>xg-2x&?`@jB;T&6zHJjgr1> z=&Z_eU+)bxg%SiFJ7*ep-o-`TLWWwH9`Xzjpa3*+7MvjXEKxP-8^`33?N(+bVIk%J zr>?;&nQBUKoIUp6LRtpx-Y+r!%pK_>@7a*yL(dauOqOmAxyfrK9k;H!lRDND@y4?` z_o#(MJ-O=}qOskaWDzn{wXXf&VajzeMF4m8x^%{Z9=lf_OH8ppbH$K8Kpjx^Pu<5r zEtVB|<*$t&a2BVXmNxl(#H2qJk|Y9166zCPiP@mre&&>HwBG*iWiddK3HwU_8gUoC zar!B&0w0oe`GWel@B{~_p8yVSO3BqyQC z!`{XnGm@H+NWI=GS67wkrOlA)I_n|~7!$_iuB_T4GIAt!9nYcm@^i?Wtw(0TsY##J zJ87GsTos~dCTSPEyI;KOaMtfp;&@YXGqa_uKIqY2e{IW4BZwI(hMLiFmy>X{dQe)|mY`~JJn zGuOk}`|Q2eyWX|dyQ+pi7Z;QMz}?R@A^-0hQ~?Jq9Bd-XJrR26&P68+bb@mfBVg-_ zK;L4I=<1=WbVR?Id(%_W6kR#5d8b92;@La(rxf}EZLE%ikB)4bAa8u3>hJSs4>iH*u3zAu{GBn_M11 zJ~ekhpw)?O9vYB8tQ~R1n}uXMJ0xNujT-soC&N0dm0$jsb0Z(9D z0~Pr{y!@GdR~LKLPRn82MMu8wOI@vgyvvE6xIV!HbDLri}7;L}6k#KyXT&YV0hUeR4ppo2_{ zcP=85S#-kdEL7;R@_0$#n{vM>J6blg(qctI@caT|k=Y8~x0mFz3gxY!O^pk*s$Yb= zic`?KLN&OA3Nl`&UhlqG3-|rQAe}VFaZgdU2jx`*7mn`-&tK!&iBQ_;elcm<`t{|h zfov69h|`CzsA9^t6?Q3l>yyXz#VNG@X0UhO%*h(6GqSd=wD-pw>U$T$P8>Eb?|`>g zNAf4lUQ-?$)&R|fw6Rc)Pp3Xx5xt%3?Tt&_Gb`fI?XE@2U3NfFuV0ZJ<&7;f=#ew{ zBu-O(P>a&F;8#Bjfc9_RmQ0+To`KM}Yn6!ETYTO#w>~?>oYkkKzxg^Ja^FybNc$Q_ zD@0;DlgD$bMYu0z!oVmNq8y=j2bEn6h{@mWKqN`Gon;H>sKN6ox10LpoB)1a`euY` z+_>g$5?LS~(Zql9L(E_5e*&6rcb@kdSTx%`01Q1X@)fH~G=;}0vfPz??6vouBX0kv zMg)d<7( z)V@<=%`;@39%9oOuuOei58yv4Y2DBDBW?jpZG+A;O7S@lq4C1yBpB#dUw)@m%s)hf zXYbkg$Dxq+v;)YBMQKshcz#?bs~rRrw-9;roAUyhP@r8o~1+@d8^HOKSJ(>wx({%~{EzC1C;dY@z#_p)VZ1sEGkw23Al zc*gNC+k;4k<->aKYo3Txeab@S?jz<)ICJD%XEX`*|G1DcMp_F)->8Mq1RQ>qsg??B ztk=VSnjb0Hijt1&MLSZ6b6o6la)1&^knm)X7dpW9@7}nE*rrK}{Sr~@NwuS1?wU;G zPc_fKsRmx=S&H?@_U^&gb)pO>X|-yNZJ9`#`rotts~HU^A9CPYC{OI2;0~6uwLerm zFT1x>J?i5J=jOxGG&$%&(@-FTO|62(9!*brx3}y~LGbVIrPpDz#zsQhO(&WN~g{Gxhvb8S`rFDe(39W%CjIc0XM_^_0&2&xnHCp|;biI*bZN5qRR-W>gqW zndw?9x{IZ|ob~ied`nW(q;ayOi`dFe(nQn0(&LE~%uZ~8s6U}Lu2=b)N~`<4uv;JE zmEpD?T>`x4m@7ZN(gkVqLgpgIouc?8iQjkS)h_JX+A0}8nM~gLK#;Bj-#F%P-A}CK zc4GAfEA-4BgNbhEX@0E~2i1ldE`3ASApIgT)Z==!7YKRRA|ONnWM0BR!Mk}hS|$GI zg*#Ano#Q#}_pd%sYu3Q;ueNMza@?F?NlN%8Ld_CB(}u#GAOKi$)#j4CU|kT6r1D+{ zF!xVr^jc=9ez_P0r}o=Prd7G3m!{4f_eLRk?Zav4S1N*XoWegRJ@+tJm1R3^8qD&e z6EbAFm;HQ6y4@~jMUfH(wQs)#x(l3DH7cx8B~qq1dQ^%(h|zz77~P57qB}YGxS$?Dxxsbd0lq7sXYsom<#KOJklu)P&1m{e+qdL0hG1Mx3 zKU8U2RiBaFW}&y|1^iRKywTu_8Kw-`sR$jogor{Dr%4}ALhYOM0rf$%one@2kN30^!~}j3%!(TP zX(|?|BL`p{5F8_LpL+bcII;cj%_%n7492P+##7UlGd1JNtHgF-s2l;N7kl#;$HU{R zI$Pzp(h8y+0Q!Ndx7?P-+~H%re@r^Gnle+4P8Z7tDr2fER1>rnUsq>E|~=c38&Rh_Sy`smp5a0^N4Y~hQKLh=Pq zR=ko8l!k`x+gR#|ZYWh~_EYJ_;X+6m_y8DD_64!dxkB{A@qx(jHOPM+ACEX6?`BZD z=gHFOIV)Pi(wz1=_3%%5dFIk-q`ATZ(B*nCht!fLYw2Q&2JP~2zdGxw?_vTHMODe^ z$%q)A@2X8)DPYM^sqJ!7aVSqKAY}UuUj}5T9Lnx?j|i1Kwe&tk!z(PH1kk1rC8O)v z5}L;|HhVRyb$sx33;iRfox51glwI*KU)JdzJ4hhr7pM={%P`&wj=Q)V zd?SV8d7^f<((q{6{2{Xv3P@-dI!?9*Z(|o}Zz76b;(r&0Dnyn|1@%y! ze1DgmpJSDbwWQR#R3Fx9Ou-W{SZ$FD(CA|u!7?CJ=k z#5h|Yb(kv=4m9FGhUDfu_#lJ070$26viB09@yf40&*O1l^Tc!CoDa5)agmDl*83m3 zX+W})a0Ew>-ZEkiZ8Blx7RfCl8KTQB_7w&kJaep3IpyuH&O zvkPi4QLWCZk*V<|g@R=E;Exgb1lzy+GMJ>rZtVfT)-bd3RfUk}M!N1i#b()K8K+uM z!-c9ag|K|VR{*?XGQYlN!{ z5h6$1L$&JOuXnLBR~BmVAvyP<@=HJy`FOqRy=XUD_QE#q$Bw6{w#tcv9MwfC>RrE_ z{aEK~YjE`k+@p?hxl=ji+M6(vjLUSfO>1zD*wy?c&C@b}XS>3@?8r8x?5KqP%-HIw zDA(A(joXf%WV_b#v6f`x{TY$+wmFz%BsT`SPlqT6wiB9Lb^GUOIAU2GmZV~ zImIaUzBHI`OKC7Hdw)d@1*TYioB&|+s5xAvlX^eo9akJGf3sGNohPH5obMz_UQ6Vo zG^)!eDcVjc#d{2BM?FBsQuXZnoe04%>JPBKbR3RzWu+l8$6$!3kmr4p5LxJ}kiExd z(SFN!1VlRjpik2jwG9r7Jo~drsBNtdGuD@B*#&%QP7h6?uL=cd7H&$3H@wPcb<;ZR zI5m`jx$qPo0_BjkMBYl&)JzpF1wJN5lS9pEj$r&3qy!X%SWHsO)D;ssnx`l>ppI8iS?r~v{%H{@}=uDPz+E(rQRn~?Jkm8XDU_R>Eou<8#qQe#Q#(Pzw1ZWHB zrrt%I0M`9SWd`!i9kRcVl(ANVy&0|Z9jxh;PM}`k*mRk_S{^`}7KyxwRy8UulCu?l zy%bV?S{eDG8}^C3C|-gjvp6woCT0*A2k#eUQ_pQxSZCg)qNa*-aX-Hr7P zP>n@^$@^`+-ZP4OF@J(sLca%Op2OVurSqjAyoca=?;*2u4_V0<)}+(SBBSc)GY~X8 zy2~fS5)22t%e28znt;ckSTlU(LB|mHO4M;Gb zLmX7h*RC_WIXfme|HG1afGoE;r8kxp&8hBr-0G2v;ulaX->QIg6Mup;w(N7^{x{#u zN7=s-OjhoXNCN*ycmC~v+8cuJWqhtIKZI@z<*PbvX16s^q3e`f8f2$P|A%{bcQc;= zD%{r%}(pnc1E3caz%7#a&X4( z=qhyKKqn!4`V1!Ov6D;XYpX3hq&-K`y#Zz8!Jk>KV*@oAgW@a!uEy(nMwr#(yF)48VFPg)uMU}RwMUL;%v|->NSnP)`I2=l_a=YgePZyz zymomyO~_k(s{;zHWGG*f`)%^oBKW{%*qMgzrvxjGv#Zibokf=&66xs=2Bo`?S=#>bDaA)9M47h7d#1 zg%0_M*4|7Gv87mFsOC~U_jHGFymqc)Pz+Ax@7pd%5F@c;=w(YU$WQ_ac(Z9PzU)tt zC3bcg-1J|y;r-p?dYJuph;86&5~77k+*D^`TQ-^9@=I#*m2g5%yRNW>L21#n-$f8# zdRex8&TjAC@<9Tjyk+|)2F2vW5?nkd0{^7JBPaPL!hS8Ab!TK>30SRW#O)fF^j@d{w>lvz#SXZ8(O3+D=9t$>u z*dMR@F!^yHEyJ=zqG#!nlLl#fLXkMv_C$lm6M2hTRAosNg#b2R0?N{OE40ky`w?~i z`s=Dx*7>wqi*365IPoB4I(;qAr3MG2-!h}}8M!zU*kx!q z#rpK@5PIDXHxF{Ye^Nnk`s5*ht9#V_oGuzkHIBzD3{C=Co?_znXKOm z8Xzk>3KY=yJc3=XrRI9OKjNjrZYi(YBoV?o>U&5F4^UbCeB|o1xU689c~#WFuprdK z3>|_RmHn4QPs{uIuqX3y<~|^tqrQ&vb37U@=6xSmeyA@<5NVhTLNxVyr>C{=4_0wb z8)+B-TQJ#;c@R@2{Y!^Je0;{fWW00MI9nd??X-FTB~`Y;h@9+S>B2d$b6Xl|g2fdq-5QM?I_B$o35rG$sF_I(W&BP%2rOXQi2kvW-aIVpAKito~g@uiSYa z6qZ~Z7lE3jM%^C7`2Kq3OHXb+ukGVL!i)Ijl0={+<^m8J<>@1#Y8k!AgvAE4&z6m6qs<#JN3U`~vR8hRSwGDucI&mhWk&9J!Yg8DfB2mhX|0Ly`Oy zAXK0gT*Xis>*`&0DCaEMI4E7-#6sw=3M5VAhBug{7tC*{4ShEfi*v|_McF;i-=Yi! z8ka=|*O8c(x;TazbpM|RWjQ<%r7idhuh3u6w2i1d*H(EiF10kgLCFF!r*?04L?KbgND7!uC1Rz0yY~x|3 zPjmL=K3DQTPS@ypBnUgcBmt|n(7T!Jda${=K$I@AbE1plqSs==gfRX+ox-oQg#H_* zyYNu!lJyFczyNB*D)ywdJx$J_^fNt&Z?bMgM6qIls4ot>^)#a-NCAUS($NE7xI)p~ z9--Xv>X^>Igf{_$a;$FO8+)uPq?*<<9^Oo`^d1sZ5UfY+BtD>4#=z%Q*&UO+QwY%v zKcb%lOd|2amRiJM=#_YyA9q%K1lI&q2~r|i4Af#)ys(P1-)%q9q?;5}UnJ+s1quxb^S-SRoHWFs=p=!e*vau3Pm(7v;@sHa)e=QCiBR7i=psx95KNc zuaIDVO=h3hNOr7G#Z}QxUQk1dJkJ);*_$W)JA;-+9krOi^9Hd#N}X+@c0l_;s)mp# zlY%YqI_ZQuR?qx!Ee)yY7Orgn+9=vBGMxutW^yle&j(0pviD9?Ma8rj@S@KzHr zs{}aJJZ2RdcicOxWRm+!5?R-L7~Z_Ix*u|tAVzCK#9JE0w5nm8OKsIoRz6$-qM5&! z5E|2|aL=dkkn#Svd?73#AUwEUY2CuG_4^f^8HW&YvZj@A#bOEx+T0Y?zPOcKl= zM@^k~QaLE<(W4zHHWRia!Q;droQO6<7*p;uo(WfIEpHz1vd9sIdU_yBDMl-juqZF+ zA?qW^*i_o+DjQ7OO5ohm{D^vb7Qbaw7;V4Vy)g8=Ou9d+TRhhOW&%Wr|?;?BWNC^xp2RBl?xHBBz+2j#{_dP<}mMR2yK?{z) zhzWB0^WEP3hynF*} zJgE*z9T70fjOi#p{w*B$oCa%s5&O3UV5cWE)Gd-8O4M_af%Tihc8#>zdc2%WiVP6b z-HfD*k^e!z$G?+mve8{EIjo|y1I8{MJaTf`Oc1;_;LMc%kL3&>ii6AL-kF(ekdRS_ zg{EEg#P)+cf#E&wX}74jUZ^1cDFj0p4rNGid6gpRiho@k6(hdl3F)j22ngYUh;`eq zU73qpf`@pMY2LFJrNp>dJdR;$gOkuomH0S$7W1<{^ygW%5=xxe zZ@B5h<{Jwhn>R>2GNm(`T_8@zK&0J)d`*T#Nv7vhcQjAIz}xF0!4tosKlo=wQ|Jf{ z|CpgXl!+J1nB+#cWRyLuC%C{}0NLaZui4p3YlyBNvIZA8Nhe9-f-Vw&@fbmxwR^)M&sGhXD3)ZU9BWm_! ztArf^{BwyxQFT~dPaXO|QeWvJemsU87=Qa`K;syQ!u8zyqzfxDFG8=;Fpq-I4V7;I z!Dz!>DqKjzNYa+0!cdb7oBOZuv~shz+v0V~5b6Pgi`u=zdn4dSpNq`B?Rkjh<&H1y zhA5Y+NlLYLM}{bS%=28{uPAXGv;6Ux#S*|7)5)mmvuNgZ_fcymO+E_gC(AlX^0b4& zdlpiUq?3|Mh=+RFVwN&NbVwNBS%-#2=XIg*j){i)(dGC8j^_pdNr8$bP~m0`dSyCflXA6NFg!WZHoZ$Ucf$!MkI%Q$XS>w&A+H;#Nsc>k%mocXhl@y9rz$b)M!!^d#g?Mar?k`1QG&&|np=M}^Stz2N8vX9?m#6KS z!C>S3f;Ieq?d5L4D{Irw!*_OunQ%hp8*CLaI2{9YMZ}R`r&{m{+hhX{&U!B|Taom- z)SZ5|Okg_*HD|wo^t44<5S_5>{!vuS%+ap7ai`w0*6EUuwt1GHx}&TIhVb@LwVDpj za5`p4FmjeOI(^oDHV91Z&(EESz4O~IOfVRgs&xo*fG-KO(GTDH z5y{ui{q1>y>Mwxir$T-Mg3EhPhW@TH+54ES?{4nKyAz36icHxJ>8L>JRnQ@@iz1@! z@66%EAFismJhanYID#nLW5IhX?>}ENR8WeRcRlSAi#Z(rKBm{rABO|cTyVB#^VcUD zs_bUq>Ga*wV{!jlv}J|b;S4%JQKj3G>z^l@WVW!Oa+~)`-==Z~43!9_vJ=HCV;0eP zSDv&gen>HoW+WB&3-64Ua8@dW+Kec%YhM=*YOFDSWnJFexl~ zxbea?lgmwj^!GZlrv4;9IxBT`bl+Ssae&s_*ezr8$m#zt`7B&*pI2G-QxBJ1cYS*K zG;?~kin5OAofFb}Lx1a62nvR))0t{%?4w}yG&N+)p9W+c=V|~D5j9JTb+)~~_j_x{ z^5Kj~dp6dG?agqw*4YCc=3>Z0s7yAA^RnlVKK;n>!b=bCD((Ah8{N75bkBB!iRx_4#~ zk^zoAB$wbvzr9SiSt@uIyliZ1iH|2@dJb7@qGZCm_G1Pf)UM7{876vt7_SutZBhBD z60zTOJLvf5Mb5J(eiYQa2vHi8u%+^Xe_ATEpG>X9dD|`v1$Z^>{5&D?5yc3XyYwsG zbw26$YrZ`{(MH<+RjE24m+?qo_u?@D8sDsur=ZpvJW`%RJ8|4Rj>!{wL#8#gW?9nt zz7)mFI`Z9GunZY}T(CJ?vJ}qfY3$skaB+C-?pK4flUBlQHYYbj&ji(Rp1K9}a+&L0 zNWi_+t&KjG0~VbeH8Sbt8Zhai4A6Uvi4Vc0G_9%z>=H)7xfOKSdmP0EpX zY|rvJ^QV%yY;6%4LxslDTg+BZ=vo{Pk)vw@iIViuTL?x|bhkTGH9%{@=F+gC@9J=8 zbW=h6v#~Ho7wcAcDeG#OyXWu)0Q7_AkKXh5^}4-FK)dKHMbC<|$Hu)NzvHoA$xjeL z>=|kF(b@Mc5+N>p6|SM)!8rCYw9-@JmfII%5RZ_rOU6~78S6pF+1apBE8;*mEh3bd zTAPRZ_ibi=if|v*#hO3doA5Jg4zkO)9z9{Z>-QXE(g*!3 zHT%@K_E>^r3?2xqTlOy5^x8jXurxpiyj}0$a5Js&Z>Ya8SIU&NG&E^E7*zKg;W0eq@OMKLsgds5 z1|6Zq`S0-<;dgs2hDL4|37Vc*y@MTz{JWoiy|lbh&tk>eoMsF&1l~vL0z*%9FzS*# zFI;0@sq9DV;(=~?vD?MyBIAkIGdbg=@-oW%&tkj%!6fy`)h9!r ztJWMBRsqLO?6ogiV$)*^I-@AM0})tT$_gs|_&lMmQmH6!iY1loOMpVY-)##-)I5r# zL#z_1rZh_(8uvF;%)`!L$-u&}dRPs|x&3F&bY2tl1Fq4g>!Cu4h9-mWiK$!C^VXjx z+6dfpa>$u`xLlRhshCboO-s+J+tIH4uYr}{^UDpo9ENVfLrY@JW>4rUQA?U#eLk8B zTVYbg0xX>p<-Ox^QL6etV*eirek8fWtLOY&^50mZTz#w@dwCWW&|$bk&QymkUtcoj zs?2Z?S@!jy!x#Nu4bQTsb9gt3wSG@VrG55IkdrP|HhC1fgF^8Jx{vb={&z=%{aJcx zW1&`-_U*=(S}rsUJUuH#j><>b%il{7B5Y)2^@gv0uyWpN-DY56o_W1=Ims9LH?h#a zVRmbIvf8JN%hn>R$Mt2rlh-ObV}g(NXemzaJy_r_w9%!jy%*5m8R$DhQ~ZnRW`K7p zk?tNV&RS|`3rsN9(mG5Z=}YGH=_{66=n2nwbSEmqNBIW&WAAr>_IXmlY)-^vIW?lg z9BU-A(t}d#Z+R)53ZCZF7I<;&B3%CQ+SBZZ4u5$&z5p*>bcPqN;j^hfhrefmzVkx6 z$wMha#H**$`c>n(UKw30%f*=m^AZcIbK|Ubbp05pQ>WQTBLCu+s#czix-DP*Iq*hr z&ROId6g^ony%KBOxT-dnmL16F9qjMjuLJ{+xhta^gI$#nfN|YIOFc|0bYw@as@JUk zx2|3E752W4#Nu^n3!2HI{|v_z`KZAguus-Usw<0{>_Ihx&7|m;E|X}rrNvV^m-R;%fMTl_w?kZxHM3M}u<|CmA1cM_IM)aUQ&mv1|F zj^$#^wgSE-W4g|y=O5)a&;~x!EA1=Py1&MAHZhutK3NN<*3ey(KkEU>>zaeBz@oby znU>lqrASrm_$H2nH{6?!I0hV%tvt^_BM#PU?NWy4ds2dIXt2cKVJf9%#*Jbf1Aq0n zLa(n?%Mw1Sq^^}FyVkTLQz9}KzmU;vn_Of7wA6tC1IMgA6Ace0jhhOHHgm;QoI!mx zoOmOT@oqd9+_k%DUX#Fot;&TJp5RYaKhyzqHhEIPXkJ8ONl*rCd%B{3r|(8tC#a3Ij3dNvS3d9c(S+i`A`RWk20bdN~8%PqQA zC9*#oZE3Bf*$I^xAvL=JS8+wERI%_t$ynK)B~^=Iti_U)8GL<|`0xS7T?09CV+a8Sb-c)a+@h5AoOje}t zonE!y`%PHlW(<3VG_wt~xlKl()(2$IvE7wwN;@w_7oVmU37FaHtI5F~bSi9#>ds*)!(hFR~ z;jgs1QzUYtxkM75^fY$1T$zMJNb)VA za8IVykNIs)lbX&UQm|yw>%$_`E~!H@k9Jtkf97hig|=S(IkY|%WftXN(N4ehufdiQ z5*irj>t3`G`iOR*h!tG!Mr)ULA3lQYX?YrbqP%$blPIz9q*?d_TEf?RHawJ66gK-J z!n?89l*`e8O`8%6t@Vz%?h-dymZ5w@vbul`l|a={xZ6rk6ZT=#|`*TQm7@Zoc>)crnYTe3$fke&^JF9kS5E$4UVw zOw;L;G5?3t2B&Pbq0$1q;hx#>p{1baUa(9^SX15_r}hMN2u2Ij9eT&tp3jAwb1rc_ zA=sNqvuaU01B<9TQCXo1LoRgg2U@{-@Z3shrw*)>uhEWaiAhszm!RI*g{Sp{Xq zQl-kX4U|h^U9aY^B@fFO zk>^q3hH#fZ-?Zw^1$CQk_ej3cENm%LdoBu;Mgxqc7*om7*y&`j!)|jwZ>;n)=`-Nj zcjYnFz+Y6UCao~Ccg96xhAEOuFTkXqq>^BQWaijwvt?Zw6qj8Yq=s8&N(^5aT+VPn zp4oM=VP_FPMKz;`fxi4c)_nr#9-$TPInk=cU?B7LhWPnfi5KO%QErEL)d#_}*dKLv z-S#b0oTWVvAE_NMcDC6+M3aV|{o&x%qzlGIp1Eg% z=q51&yTwK(7wD;1Q> zx{p;ZYs*l=5$q(@x=?uj@BSB?a8)f=t|#~wVbn!UcEt79m`hYU!JDvlX$lisz)1oa z`)6=Plf9RgEuGdPF*eFH{e60b^N&l=H3i?KD~Ek#b#0SQl$|0${;hc(T6yLymIBOL zpNW3y`=1wn4~SCosNTlDa1|11B^ozOI zIN9`a0@$O;r*GTW)Gp9I6L<%Gc|Xy~mUmrML`wA=8{yJ3$V>Dc|2FSrZ%_z8-<#>hViDPJjL5C5(=Cu$bK>VoVv;M|Zzg{&TD-y>sl zue;E*xG@g*pgG1e3hdnUkFB%`%YSqNgWNA!XM!GyZhzYYxAXNM((79hwudcOnei}x4Ss;$YA=9_$FFG8FR3dkNJ(&! zxE9Pi;!GuGsLM-{87HPB_cIqyJ=);~*6jP@;~5&0mk;v-P=!?v*)a^hkCo*lld8M@ zflXodc1CIXhHb>tN$p$u$OU6V6#3+{->-GcOMOI?1HYYC%KC#{>F1{p`+DT<$Y)c^ zXrjUZHOPSc1eQ82pH)IpEa;KLiuMLSN3H=(j^|r4_x(qJOXdJf9-s_}!=q^AdZ^ ziktq;+6W32tSY314pZ~mP;s(1vtzYAqY<=Ed=NTkN7Ifm&uqGS%s8U4ty~c*8G)v#`wtI;~)5=0~Pcrwxn>=YunLhSc0F4!22#srDLK~kPGHFr(pN^IRi;wokN z;lfjb`}lq<25Iurf2>K7Zq68MYzgZRuRgY_zsz&5rIau~{IdM5hp#Swgx?7?$Ac9~ zyS?;R6?XQ^?rv4a=ycWQc}ej=2l5v0f3X=V){7UqIB z>=rm!2?m_0z4sl*a}?|NCS8I+KAEt@5T7P7*%d=J&l<_N&3PF|PYw2j{7$Vf{Z!Jx zkd(`E@JG;lQ96pJ;zx6Fm{HO;eXIG(w~Xdy zv_+3c_z+~Dq90cHg}y<_>5th$XXq(7LmP=^>@uv&#iYa1QVh^112wgV5+kzFv-ijI z7wSybGI&O(q^)s?5O5qF+PKNgUGf|iaZ)y&DGw(u@nL^Jhv@Ymc}ylSGTzBi8An{j zo8-izVhZLcHUbg}OimnTBeDzf$Pqekled;cGHjLSZI0-Gp69VU5v=aU&d!zoHFWzD z1+=<^_5e zOq&bst`gYYO*XQzmP03jL)NK6vJC?V0MZGgVct+_PD!sqLR@lJ zRH*Q~V@T(N)!6BmI}4xby&`7>RRPN^ zFBNg#y1HsETqS>(f5I7e>W{ByIov1(6&zK!hA#W@XzPkFBT)HTyRS0NO@{aX71STd z%W$<*cVhP%8yO62%KBVR?SFJevK<~76|>>YvuKANgg)z4)=9AE&(=z;v$Qp&sZJdZA4dRE2LS|)ddW*a)e!WoT3p^uwP+ALY{wuU zgS&s2G_G#^pA>O3m122M#Q_z%f_eJ*wQx)h5%Rc$OuZYSi|*)hsd$&1;>_Oc%rXM# z6TY)6eD=CnFgf}oOJ6;ySd{_K)&Ewxp`BZPJfm+FPF%K~E76Z?ipC7JPwRP1F94>U z0?ae!p~tsOZ#BpYl6OIzi7I$_WT;G1n>S8&GbfD;vp2^oV=s4n>;3g z?_G_`kM#q;+;Ckv(5g)NGg!uZsAOz*lXo|8*||qWZZX+;EN&L^Q^Q~I ztTmt3OWfJ{EZZM=P(1radVL3gE&csBY3nprh-p5IN^`O4qXrE7H-C+3uGu(-9whPos&za4#HtDpMMUyjuBkv@ zk4rGk_rw+?9inzII69Ki5`L(GRO&)wXF+a@|FnSWhCtJDf2A=zBc_J{)^Jbg$ZzDg zwmp}z8T`oQ`vIFid*wwxP+4Rd0AXz{6>C)StjU5oPa64>Gh}9m!f~I=97;2bV&|^> zkW0?krvYj;H1t)UdIaJ=w3dclMU!slZEpL?x{Hp!rcuM3R%Fd|v=ttOEd z=mo>CdovZ!)r*`hNgo=?_z{KLR+d_`^C7&_&GCS||1|i`>ue5hTeW{hL}wGd2cH-K zTf2J0iIxZLP2m)Am$#y!&L?2F(Jh(+kFJLmaIMBGUjWVsV!x`F$*;qudKhs(KL=Kxq7V?Pyo<_- zTJK4dXH{L;hw2n*=q){(-t{GVR%PsK;95#;cFnjP`NhB=)F7adUeSxKA$1OER2#cV zuR@OE2J7%ad6-k1vTyBa932$L6V>BR9;z5Wij-CM7zW)Mzyc^uWz^u$=tjgZHY-pn z9tj^*szyYHy(?_nz~D?(ni1`@Ad9OJ-@qn-cu_f*X096r>RR`j$Sz`SPJP$FY&rn2rg^<^^MjfZ^J z@<9nl&wYkzuTW_zCbc+U(wByfQ!u8PwRkA*uKN=^$F+EmN4|AA|IfT?_cAs7AtH(N zI*puHqBXTF$48_@FV51U^)_TRMciOVSqCnuo~ZUNM>eUu7#rX2Z>A8hv%iRO z^$}X({61yCaGpGS&+98>rohqH)nRB3?aYMpWm_fmRelEjcSaKO(iWtO%kn{443_D4 zOKCyMiH&T#!NDz)Rl@dzGg?lPZY8`q9R|Vq#1@ljhLzIm9o5FmJx?_!O!-l`UCvan zojQuxBcA$vlfZUpe-5`1<=@kWj9LT&x{GZc-9i&*AQVM{>@L*S2~U4Cgp%KWiriD} z@vHGB1pj=~+rPOw@#i1%W^qb6f)zARVt$FkH7yZ)nLH^`;ePQgTFUYesB8{IG$FLQ zT7IvY$6lX{$Pf_Z0)tSR{kI?9BU6}dfQ z88=2B3xy>Ns27rQd=S&WCs9tXz_6%puvkof*s@@q@(#DgnQA2CMF->vuiX~(r#dI} z%0lfEXuu@UZe}}0PK7efrmcuq=I++neFI^?96(7t8(9b?rc_U(>xNh+S{C8qsE1pd z%NtGvMctvqi495H4Yf(Os#T)c{rm0mp`YYwu;c)B{VNHur=G1%HA*8^h}4!V&V8LZ z#ziRzkZ-SHE$OQr8j9yt3%a8%4e#*3I`Up-hKxardy^Ou)dIErW&L*#wTfHt+*zXHc%kYqwH(JD~PY6zqSk!C)1E^-|&VEtBk z>*H$fGWailyi^j_m>XyBfvm}t~{XD0+NV4!kwJx3g-@0qSN_9=SBgB=V%*#MDga{2H`r7x8`uF?F;3X6z_&7I9TGsY2-O0s3+&D7^Nt zzM&?*&cbY(xOPVul&+dfFd@lPI6WD6bDJte(o1-=D*i%1P+gxi^~SaK8mqb~6rD%= z)JM|mG4&`RyBy;5m(HeBM_1jB#63vj+uF8!wu^Rspkui60Z}LQXd_TCtxL*ehILos z@#=@Nk`DA-LZ*{9WG;tp&_^sL(SFR3WAUY3a`{8vvp{bHg#ZwS8w9TR?}c7=eSg$m@inZbr};7#t_c1`vgUu2n(UkKEOft&BW5hf z_`oW30@TL=4ebXp5oHeen?pwI54ECOr+4SdVGJ{n4bto$64<{mQ>=d0yN%{T)xCmu zQ1>sybBi6R7?wq9-E*^4Xo)b<(YzP%hG46ugk5aWZ?%(E1K|Zfpm6)ic%iTh_)ob9 zzq7V9gwHV(;EBtc*)Ol4*B#9G1<;;a#v{!t*RgyT380u>OZxKncck)`2~#e4&IxSE zp)?IhD2(K~S%}gUyb%y}uKYkfSF>FV)9r5x4%AvRhwL2sAu3pZToa#?+<3wD8X}n< zB{}aVMjvMeG#c1GIIl#Tqf!$ie>wDnYG@kzIKPo=Ys<{k-ugCd`@vuY(JR!J2H zp@fEj^b^|HKhZa_z%S+rAuXztTb$jqG3^${g@RRb#e|N57cgJRVe z0aCd?t`1mT^zuOy+W^{T=>Yp)?rFr4@#{P$6$odr(SLPCw_GY z2_iCym2udx{ST#fytLg(9PC89ohTD8gliqr-9RuZx@6UX51hCEWmRJDHD2!f4vX@C zjxvc5+8G50UtW`ay8X?LD7;QTRwyaS7Qo!1pmaLWs!A_KlZ5B~q2B`+dRT+q zT+5N3wbhVU*6%yX8x>Q~4ISu94Vy{wl|rSZ;^^`G!P0xbf{$6j@+5JbqUEZk(N|<> zf*QV4&>uRs?zi+B6O*x?|0+?cwHlW`7XVKS&kv9p`f8QMa#Aa5Re-^_u6=>G__+0fx7 z1hVLhQU^Jy$*ZlDw@_BGv9sL5^^qKBNmEo0Py6T%mn!g(;Z5|~1Thg6@_ zW!fkg); z9JHnxuqKe~a3m69nxUYNYz<26Xk?60dUx$4spVnT_%7EVd*!%UZ6MyP8)#B%Zh$Z`i`|a+PJHGk###M5=zX^KZ6-1 zZ>Omgxz3C{AG;dbhA043)$*TjOkaj3G^Ekg0Tk=Z7f(qvkW(Vo2Bd z^!>YKdP08CuUe;5A;U}i4|sOqVbF~gxp`FN#Qw22TyOTUfZ62N>hX5+CKrN#fC`(7pGe zc|$fzI*h>Pr#JXpD@Xc$@nBspkrl|elp<|^TqK1Z_3~6Q*c+g_5MvdDZZnrN5uvqU zC~F}^PINKF;{n)FOF5;+Bm{yLerwq#R-15Ph8)du)&J}E$4~qpQ(qky)%Uz_qayM~ z6r_cf4yC09>6ESoRJvsWS6VRu$)#2rgr!5e!K9Xu6iI286j(r5;&<-K=llBoi*UX7 zoH=uzndg}qV_HkHGiU$FrU1cses9!w^?3{S84s5R0a2{^6eQ&Yugi>9|8(u(21QZY z9b}m5-8SnZa8j!0ZQV@G)E`9kD$C?&-?a`lxqJFLy!37l$WsHttzkF)TFMjCm0tKS z4$l+CNY5+PLiKc;PEWyNM>DJhM#{Ily>$t?F(f2&ziqlnp|bpf{WxFn>7Ji4I#ElF zOT{3IO|t)D!W^h({<;XZGsstrCoFraSANW7-yLVhY2s~60-tt?(lOOVMAD*3;ZUdDR+MU6B|2`lQ|L>Z@k2dTJ0#k$!!(W8_(q78~O6)Rxqsvyx3O`{pM)&kr^ z6N}lLAqrXu(5xV5&aN(pDUWKcnOW+v26JUVLuvpI*5#-I)AUjBS-$2aV4dO)Lkr#n z1JqljLkXk1e?4_3a}+u3?R+*HeeCW+N3r$&4bsX|o1;t(53Y!;F1L#y=zz$>NPo(u zI9;~C;c|U6bBztG%Wz0C_AZUVS!;&7|EkoQ(G0H3!5a_eL$(Iv*)I*Vw{Zu0Ug5>G zDbV?hO5T=ua~E=>1t5nA5*{{>i&tX!)C8w=B)Rsh$1I_)P7pK0TTmlR<*A5ik5~M5 zY4v?@Ap*ead-0C}0Y@=6(`|b33gk>7+E7|L638&5&1OP2(emc!N!)<52kc|%)w(ne zCFQiOfgDbt$b=T#(r?xOLxM)ln>XydL%%15{*O?d0%|KGU1go@UIt1Vl5M<%8vE`(Dk$P zV+qmSkG~fAA)wrw{jwi4c?R0H3NCpu(r{8RVI**v^6)BXr2;YQABs|D76z3HdfUR6 z*Q50LT3dq^4c`17=g{EIQn7Eb_1QkU@UZ(NXZ(CdmbGD>pGh-RNhtBXvcb%W5DKTU z(2*j~7hmBrddv$-jQ~-@jDv^Cr!C_D+fu|F3J(SETne`%;WI3!=uK5APcQLk*hU2h z(9)STe+9=l>>}89!ypQKH$$Jn{`!hS)+WzOkA%^4AUe#Xm^<@4zdkdJt7Q<~cIux! zubP#nQ_kS0wQ^tj4a(JJS8(Foe+-@Eu-gzZ1N@qoDZ``Yo%+~fLe(|kJCPKXMMfMC zvhqZjnxy4<8<+W`S^hLHyBewDDRl^Sh4`E;~T{vjH*tmVRSzxu+`aW%e zw-UTc;Rbpcs2pi`&gpeoF1h8O|4)hMMq$qBSi11VKWKzjz*s3Rc~zZLB!*kEd-MTK3@TjC4*5rR}*3Ga<%^v#mpk=KZ`)v~hG_pJ(O?eOLuays5|{ zgC`k#QRYm&u$~V$9{kgW0E+OgKdVwi0b8&3P()$LiTjSWmYG{}sBKg6id$oeCwP41 z+w+7Fdgb$9kv58wXv~8w(`-4<@W@{MP%XKX52s_fq07Yw5OwQ^{w)bQ0%AHFixa|t zz9h;ZYRT$9eriqY;9i<>H(~rd#{}+5XBpqeQ#3l}Lw&K;zIRV@N)SvvoH z>$^Ao79CRkJw_k9ReTIvWkZ*0FPfI{n9y3fLu4#KDt7Xm?0LHn6n_uVtcymQgJBFn zEAlduBKv-A8qKR8i49GEiI^L(j}WQ%_L3;G!@<}o_6JpAPt?DGE`8yPihNQyxI_1n z(Ct=?rpq)$U&KpWG6%`GaU)wet09`k@H?xOq+o+u~!{I<=H^L)TflpSuA zmjeVgs5GvEFt9970IdVSjfCN*D*UX%Ve)hxjidQXgK-$bco3n)Z=GVWU7J)CU1OZs z;ep(ks7$S1+Pu3^&TX}Au8R=jM3UE4qiL8U1e!pCjK0*Y{|C70=Nq7LXlAY=hWi{u z3wmbbm{X6udf#GX0e|yIBmoHNBOl5C)YF%eT-|PB zoJHljhD!`kzMC6rv>~FTQHzeogC-c&youryrHoiCXQoW|cTibDB%1&rgR4hzuH05M z;_8v(^NSNta6cCap`5{{C!Y=Go_}maark9xmx3zN8>H31c6eKQ@lA^{dg6P+iZL;( zSwZ>S3)wLz9$E^}ZMK;u!dzx|a%u;Oe1nOA7J*ZZk%N);l_H5@v5n+@FOKUhXtMq8 z4fJM`aoVDD?Tn*b$y(eM$U>x#4`_T35siwHKg_Rv;MYqGC^8NU{tEgX-yr=dzL+g3 z22X7Y-xMsjBL*1ID*<(xL1Fhnw0f`aUz%sC?K4tBzoV+ zvm^|qBg*!32}BU+tUnpDd3W}Y@Ex5yj-|G_6ugwhMn-JFVQ+F%wTuAnHHD8(f8KrND8FxaugsHCXFiCo+68VYdsU-7Pu+#d;v`qh7RD@(= zzQ|K>fEn7XzpYN~P@nRHSGJFiwu5e=krWK$)p8H>ZVQ330Xnx!>B(TE7-Tm;66fO+ z8yVd^GpDX^!xkssjHG}nI!K{vPteqxv6>W3WLCsOoZ^EfN;gU2qbf%crW-+l zGqYIHP6sISpYb-eQLoB~{&zIavCF{eTm~aX^Ad6_eJ)VxV3@y}k>2nWy} z>>R8vCx2c3nckH2?UWxX@;k=2@4xdoqSOi*@8_4FrmEu(8YBR24$8v?}5hC6V0wdy~=n&}$)k1gWf&j(_Ai%4Yj)_)0F@Lml}b zBJc>gcl7Ql&hBA{?7qYD#ly+K>wJ!PK_c3hdu}`LSwzeG>uV`lKOi>~|3TGj4H``j~TEux3(!t7KZXwz@9NeCmg$Bq8 zFr{CDlX^Tnqpz~dxY33r@9*q@F4#gJ&en!CaBBTz5gTf{I8KMW0xk3Ih7PJk&q3Sf zw&Y6lf-7k1@#OIvwOUvGH&GM>FAF-$2|NE=*8l_f@L*-F9#Xyt9a4g5RTQO+o0g0@`R2G~JRcgPL*r!CZS$!|yw_n=Yydy zuwSdU2V%>ge12dbDNoDC+0M!ESkDqh30XLA3lYPYnaacxx(FGA1 zidM__6P{IsZS8_mVh|fzs4e79+KIB{TaDSZ;OQYB3^>8C=h63zTl-G`ab9BgDfA)6 zP7nB;Mdf}ReJ>S!#!cy!w&todOI4jbZ}iQYa8tXdt0^%ke6l(SPVMa_clUUTGCc)D z3uOKhY`WUY)KU2ASu_cGqa|w)a zyxGgojK(->WJrxv_~eC4dcqw5;sp3Y!EvEuqwP1GF3b~_VY-vW!3HrIMv`bZpx?@j zR%|ghFk7Na9z7Vt0GIsehfzG{`1#1MO{bGH1vp3h4=jrY15kf39=X4a_-$sBfIt8r;D{>XK2>=&CS3bVy9D^`sPNv8mpg-5jT& zadkEUgQDNP!CG{r9EyJ5s1A;$xq)PfO?g&P4F@AoAnwo$urtZ3&BkHEbZ;Q2({Ob! zCHPf(K=|Fn(%SzcE5-D0d}#K=sb8+vu?3nY7_iny@_;X#$h%BIcQvjlIs3Aht4AYz z4f+ms{fndzCFQvT2Kz-1537kuI2Vu>-vLm9r!!9RF*dROee`C%;{VFR(q43sz22>~ zNuHxuTtz`Dp}Xs^4BW7bQF8Iom40eX#@j?G5k$}pQc-w^-vSM3U*nIB7JEj9 z`W87x!VTcFzWBk=ZjK8cNEXgmKTf+nlOG+O&^eg!ZV3$I;IGoVyhSH^J&y3F-vgT+FVw_NT<(4FR%zh?nU#FH@e`C7X?o}S zCO7D_ewN24gUwCGo5W7QYPCD>&KJ*bh{`NUxu-ec5+!XqreeQkM)UI2{R7CXnhQcm zLxG8F#!DJSaP&rOX=n|&EIQ}7sjLptOJ>B=uGWnpNi--N)UOg}?PA8huUqW+1V1zA z`sN+WveN>(TfW1j{EhuXOn1uh%`8#cZ^7kUu9eNhC&JVr&|#9@u`lnvu=j20oeNp6 z0v~@S!UK{q{Z*hpe!Aha6Q5M5CRdSbxkoJtsm2c}2z4>PZ|-5~Wug&@=v z7}vg3RM?&RR~q0@+>LWFh}lnWFUfKT#{xTigOoG!)?g-?F(1BKh};^e5U zv@q|lFQg%FbAu>;9Z`)KanG@AkEJ)3UK+yYdHneOj~0ZA%iI&@+>|1#JtWo;JjOp2 z_B@$^=p3-`#YQ`s>}HARMY8Ul3H)MRYoE6%6h=a-E>D55T#WHs=Ht|M3s$!G0`L5( zPn>fD1tuk7sGt`Sej)rG%Q$Gm{78OT=;>;*v%w*b?vN0teEpCxYSjwIPsOt-I1F z&dz?9DX1f`Jo}MlfBgTRQ)1L6!zUWgF4B^0J6HTtoau;$m6`Kr+nhEatA#+t3*Mk( z23B_I7r%E!?@1IXgHmoy@XwJKb9yBH32$DT>DI2wv}knte-tQ)xc5cu@*4Wc1`58u zN8&*W7)sZeR=*qls+Om6f!C!f!W6X40-v|~hQ-3;(cT|3s*uGT*vv!d?t&ESpuVy~ zN;PaJl&;uC&!c(x_Fk!bS?WY(G?a?~mVH#~zDLtfurJ5`jG_;MT0KTmtSa=Rl#91# zzE!uve;Nz2Y5-YU0G^0NjK6|~o+Ublu(wVp=!ozhg?sQYoiLh_OF^P0s03Y{AT1%8 z7xAyq(9ZvPrbx&J0b>?#YO1K>_g+|xmkdID694=+?j9z5bi|y|H5qsJ?O zN1w`D$jc+Cu~Gm0zmTN}X?TP^9_veNBE?)yR{P*xB0W*he{HVs+Nf=Xbs^P# z(?bX1^>`Irk6TK<>z8u9&lHBsi^_73(}8v(P=x@tjXhnJMUXC`g_{XA874<8pD=CW zlBYYD__X(BcR-D}k>ajGN90`tXQGN8u<1!M{scb*5fZ;KxTjt6yGY0OAsT}6iKw=! zc4jKPPkCCaqh&9y|589vrVFu}tLu(bgBw+m$9?ZHugRHIa3@0aB2cUJoTr`$&{P<$ zYO&*qn1SJe&dWf58ZW2ltBVUPpuJZl1(cd>jN3N%e=@-k?N_l!-bx3i4k3uE22xCbTf4i~{;~XC zx#Actx-nANa+N;;~F~C7WjA=2A--SL+V+iVeWB`7DE7RiR z3=7IdudxMmiFo&hlxSa41#!9?+M>)|okE#v^{{Y%3DDLEDu?N-epmlGG#-mrNHu|R z65l1IYnM`6A^s>P$DN)+M)R`cgyk+>F9QfHKh5ccD@R^`#`46kyZvE8T4YCsOas!u z!gFSzoB4!Pt^X7}J)nb(Ij(OPj*x`vtA>l^U}b|rsdA&m#jg^Pab-3(oJ=Xif{&Uh zowb@9q=~y-G@4>`VycW7pOc&j5Wlqvc#QwT-%Il?bRb$)Ww8;cH0(zkCdJYdYKLqPw4#d;mh*Ae z52lY^kDAHYAy1W_#-<9v?SxSw(i z7}(B*7;t>Z(8@x5QkT{{&f5b|@5MF*IHNt8;5qkBQX)|8B4JQ$q`Jm%QtP&$i-WgA z63f@!`NmuZFocDuHgyY0NZMlLcAax!)dbiF$pkA1K>&xEPG9kUj?=yf% z0M#fvMKcm8%zu0LN7I^qwTxVWeyA1A@W)Xd4?AS=&};N;xY z7s-t8wi6%V{@GG@23jD3<~v_ZPB6Dp!+Apo#yZ<)$=6`Dz6kZ@(IaOTFVl;Sw{MS)Wlh+rv4mJz zI>5@7aHPzXYqkD$;laiD_<+%GfP-=C8Y(l$+S#Ig9in>7~9->Cnipk)yC(C8DGWDk4;(rdmX06%0(~ ztXE-Yc3jjJpxzLc#RsMOqy<&I>L~SH4$%+du+T=Y+PeQ0I7R}gnle&wBzRHGI}?m2 zhD;k(9kie><{wmleRR0+XNa>awvrQW64CP;S}HgFixM0yW%vv*6oOZv_fl-*fPOsW zh@k?lEOB`fP2E{^!Q}`Xkz457SB0UzC;~r;;Oe4eQ zA4O@;ME<1<@6olrKP-24Bm*IQ2o|jL27_5dSj6WYr}z!sGh+Q%FWbBZ&z1l2jRts2 z#|T63fx6xS8toMAe~@T|i;qWH|L2oHk&Q-w7FR2&{A&Sz zn27njEkN#O4xhsH-hSZ7(qZM@xie!dr4Ce)5aHNI8=`9Fau87HyfcybY^j@@tykc} z7bxR-?}FKMc1%nJiIn2T8-X(yUV;yGddj&=?_uR~&LFl_s?NiSDrsFLljuc7L6br4 zG)@OrOWzoveT4o#Na~%IuHX2vyFweMB42U%%Q6tjNvtFOpVQK-cl>ti^%FHr2Q;x>jogFskjJWfJH}X?63oV2Mb4+2?IAui zN|fP!B^L7Fd0DoY#A)r>@_4glgmIJa{U!d<>1DQVIc6!vzu}fE{B!iUQ4~?Hzc#f? z+1uSW6!705g-W3F~TsDikm%fwuQ8e4lY5S36d_re`(&rp7;PjQKkij%bU|ZwSA? zDA%1N)Wlw6;J%ocW+AEdt=LnjEy#8%BJ;{u&lW8-8=tdAob-x zAa+Hb!Pk|zpluuBVuTeIoF-A6{Fxqpm#c_+m5sP$5N`3NYX8PHr@3FS zkCY4*IpNs4&-T@BDrdCT3@oNK|E+1QojdaAg-%MuyoY8eb)AL!<07WAwO@pR3(%nh z!u{2v%b)X%9KOmd5OUtT(+_SDA~29MYdoNs^lmw`8|iiqec|)&fbCR@9no5VC`8io^E^w} z5+Q_d4%WduP}jDBBS{M2{fe?}sTsPYGp7t7?+iQpJ9+!I$Q88N`H#f3T)!Pkg- z5Ht6wky-&3A=NG3ztTIymAp$c-mH)*J2F;1)7&cFkKK{~Agad-d0CJ?gP1sP#uD|e zQ^(Vj?$3|RZG~t#i{CY(h;brW?GGkX>(_sG0t4tun^OkpwEd=&*bHq0iD?TV^OTu> zIVldqNIm*|hA0u|Mn&RBLZqW2&`{c7_{-Xc-zrBIrrE~6B4&!@!Q5=h_TFt;Ge12d zl6x8sx;;q7?nM@#(b>R8*_-Yrg+twaAnku>vC+-%iqWcSefo1!n@{<`WgIkZYuNSf z&2_S0lS=QZm2t|hg-f&3P+>y(lMKc<=?tLOIbzJCy#S#&E#UU&fC{RdUX>0ro30e6 zrz60|#{CbWln!-o_#;H45TThcjmFMa9VnqTH6o!_Fx;=&sHO^LWXCqW*ZeQ-Q~ZU8 zRm3|NJS*(o53y%sokBea<608krdNrf1|V*f7d&Wplo5(|r5|%c0QD)u+5TDs<+_9h zI-l$R+C-TGref(BA0!^Pe%xbG9<`^hJe`58&an$OK|=lCv#`DD{(l-Q`Tf)m=*$@ z_Nq6v-then&IhVK)7Nt-+**HwMiV0_wN)+`=QU45o>pCv9V#)V?K0vknVNm)Wk=eq zfA<%N$Bf|5pnP%~qNG$ftxrk{c6SIBdaujl5;U)`Q%^QoeV9ZNn~<5cDHO!!guj&t za-&6wzUVFMfYv^hi_xy9E0`te=-c0kO_sX#Vqw}Fmy3;tsezd?(k#?C*mo-$?t34L z#SD$QpLjDVL+OUn+a~d0h24ewGdiasOZQ$rd#EEmV)XR%PBw-8{HHkPhzA?~c|XSK z60$Bi;F9$)u_mWurHBHLQN8DI8bOzF{)%rI13VqdH`9P%8mf0x!|E;+BA<`VmDDYR z2}Sd1iA7*^{0u(}p-fKIY#*kQ0uNM83WN7tI+2P%IGpd$bmM)5yg0j~RU)q4jXX^L zUzKvTY%?XMJjA5-dm|oU4BYHm5e~_M|Yl7&^Mp zj}$Oab{u;Bs{db=;<^H$t2MGj0!@7Ib28g1^fQo&uHPBE%&ea=Za051QfP$#@G5kF z41%R{OfCJy(6Q_1^TgA=U5O=6Tvsk02T!Rdo?swtWlT_LrHm}sc-2R*sF*BFxaz04 z2_tgtk@=UkgKpm$y);JG+xFlW_-isK7j8*4zl4elz?Qb?#as+mc7l@XQ1y0+-LJ@1 z5o@j1L|M&On`_xx#H?C@QYWY!2JM z2LZ|-!IH6wmF_0;QTebqc81Uvc{ZFY*6$AFiUDD{K^W41^W#If-j%hKJrR+05##;i z#2RolfPz#QTAQ3}s{56@s(o8eQur6^qnp~GGX#R8c6fl&K9@E=Nrjjdvyh@buJef^k4|>5}vbLBeVxR(l;%nhSEqJXM?uAZ-QGae~+aSbV_HKSzoigdLrHgy3 zuiLCwvra6(8Yb_t9uTDRV2kI@-OWjiWL$Uz<&J=bCsF*`lf%|5kA2+MWJhmV%Fm>h zrepX9NCHS=Hd(~4)sdvdPBan0ZL<{AKg0S4l7?Me02j%-3+uP>E6@flRPTPUl;a!W zTGN))(G=?WF1*xV>6co5Ntb{cEE#A7O)I&S zkm0dQ<{snds9h!#=&tcMAm~=(vDop-7we^j3uJ7P=sCiOF224cm-zyR;l;ivoPXNX zhx4aZ6yHXVMA;RnFH;bV0ka{ypB$xz{i(p+IBg%UXhhmqlx*AUptL!+NlyN>4h$a{ zQnu(TH`wXU73niUj1vC>9);cMMUNGRuk5bB{-d`Eesut-8CRJ6P=tfzXS1Vr5t7Qs zU(W{OYnjnAaklbP$CCIK^8-R<2*KP>apI9ijZ@k!zXQrF)0E?_?a$ni{At?AudOE3$Dl6k$Vt^D%jUZ|-aU;uPDX=0t z6t8Qa`T#$7MRQk4o^FzR^g9$3oBRQ%G6?&+#@A_y%5F~8V@BDlX-)W0DiuXUd zfDU+mKdQ-QR%c7YWUD0a=Ho_Hi{z~>F)^tlIPi&=`q+JA;@SHdxXAQ}ayBMhYyPX_ zO^Y3~`UCrW;UU$PK5DBvLm@WWETw`^Mr=i8j18b!^DRG6{54;7k=MwiE_z)fiHA&+ zwAXWLgqhr<4vZ6^RC3U`;J|5W>(hVP63jZd*!S}#Tx2^qK-XbIS|v#Gp#^9nl3Lf$ zdlYeZHHzc{jj)v}ep_n1 z_DyLwAJaIh=rdkR6?Z0|OY=P+h`$2&<*2(9=h`-;$fdH;vzp!&*`ahdQEQJ8^!JTQ zrJmK%;Z6*2kIUpG|I&!y3fB5yQHxT5KdoHjFKM&3-q(4Sb^U8vY^xm@4gX)(0$Ht7 zuP)Bt{dF@l<#E}0zh5Y9@n1A*m3_Y65XdP5@xHgvnNu(Q1V(;5RhM#deOOG^w=D>Y zy1_`|ddUbxJDTjH=U zS#LtWi2>|JU{=h*8U?u?;r4mGx{>I+1{cq#-FsFTg2`)7~CEofPrpK%fe1Il$9IRv#UhBeQ-;UsE&ZnQ*BN&z= z;3E7Bo~;KmvS3HI=kD{>|JbVX;&8^z;B&lrft$RUr8OH(&@l17ATi>*n=XB8-J+$v z(h5L*E&8Ng8Fq>EwIBG;zpnlnZ9Kx!7u+(bIs5N=VRYKu{_{aYdORZk@}w#0-pm=D zX3%8)9L^bNOG#U;rZ-qK-3!V3O1ppAm{P}j0oiEsng|T7pRBN6r0}NWU~8vnGO7p( zTCCq{dY{WCj_@0dW_IbC ze$QFrs?d%Q0DKX9L>CEZ-`wN35{6=WNBI(yq72c4?EWq<0=4KRMA|%h><~?(n-5V} zsZ8$mT}#{9XyheYBj_J&fNbT-RT;Qool-y0LB9vO(SYqHtt|}5iVu&TOqp}LI>}6a zrB4*G*F2d8v{G+RFJZbCY(0_fZi>~_^UVg(IT0FAOX`Uj9G@(GnuK=a-DOQ5KMs4Z z0Y=x|@>7&e6fdhAlO-MM|TNZ}qt#f!axx z*3WjWV5c7nI5&L=N(h_Z^!bbl0fPokvG&i0N*?H32*(AP)CTxJ0I&KA{|4@zb}u_; zWenEZ6u+My;zWtn)k#&a1>Rfz+Id}YKm%=}UnkJMQnuOvG~rC*yqA}qR{0p>mpNOvS$FaT>tK^1=Ia0?-ptdni{Tf6a3A|;<_Uf@u=*eBg@c2Hlf`i7l5 z?^eoX@@C;7+WnKOCD`<1h5M+=V~vOLDjy`D0Rrx9${Oe^6O3ICni}{u*-!KDg@ghE zXlvs(Yzf=CGu^9Txa=aSo`z|553iARtNqXP$v@S??O2-Bdl&Tk~syULSo)>e5Pu2FLV zTlbU8cCLBxfKWB{mXv5*e&@?l5}`wT{_|4T!wAo2GvHGpmcV{Cu$ifZtks9#bg!qz zU~gtUBYyVag^HA42pL_+uU}h6tU^B?d^y>_3#U2D=@=NNw?0c@AR@~ z`(Bo5TKo5Z2Gk04!C0f~w_{%~snS>M)%(`tgLM&HVh$R6AibVL3U*GoZcK{HQ@!_4 z0;n#Dc4)oo&9gWuP|OVfLVF=Mv8u2gJ8n5T8P#{Y2HLp63e0YZ`M{1MA!iRQfGvO!O*F*v46htb0k##rBf=FF=@8@q{(C^ zL6_pxq40Lsq*laMy(bg8f7j2}4(NSW#rVbM6!}QW8g&fZ>Tj`uGKsj&;6 zdB>a;W3pf_dq<)23*pPXNjeu7LV<$(}tHDb= zw75E3#y*7nY4=0xq1W<7=;Q$;)VpF)la}(!(RWSH+njDeNK63+wKxl`2$(jaeW%AH zE&1+yhp`65`E9?R5R zHn@RiUBteFuVBabw!)m7Tfs1-i+vA;oyGh;JVpH~n?imDI4^?n43e_@w+iZ)2j@h~ zMkl0Zk-WrPB*SWCnrQ=3HnT{W?|wkAKJUsXT|*l_n=(2Lq)(r2`LUoC=K6-72M_h< z)d}66khl>Kk;aQ2cV^4{YZ_MdSihU>4c_v5a|;OZR^4M3Bo=(N7^~kvVG4MO4U2Hi znVWMvzefDE9xM{QDL6n>$KOibj##DZSE(1DW768N(BwD(z78o{9nu#kb?g_mC9PSE znp&6iFY-QIk`+1&fd@I@YGmA;4EOEAg$LF0FPJndCVhGc`@$ZPf_)1gxr20%u1ffE z6np!DSVGWJQ#yz}#K#$G3*{|L>=q{W2q))4$l~(yR=KuJOz)=FHYi9R07I=-WG$9@ z{)lFATY3X+BV?Bq7Hd^W`04U}2NLI{fQgHpZp3)Sux89TfNt*@_n@02i+?MFF<4;Z z)7Jrjxx@-S>sHL1mSp3I6^8u|uj8c%$)5E(bLcddfEiAg)5Ka@n8(7L?)3n;Dk8OKtsW_qIR_CL*w2^^dx@`ZBCF}pXYa@{*`%6 znCok^62$`I^{rLG@i?vgm7;j}xxli{;YGp-#j@fN0QwK2nxfQ9Uy@11B2qrMXT|h~ z$(aLp~_IY0JphQEGh>aNAB zJ60bQzx#*3<5uI;zazchBO)T=?ZjxlG&_cD;I~|#1Dgu~nG&Cxo@IG6gc3sgLS)qkww#WHH| z@+W7@xa+fH|E=_7X5|Oj%XiFOW;wk3qLMl*k}rQW`41aZP-?{h9d#I*e==)^!rwMG zIYuFlj(M;fq%7fI9L&J~RlJgf_sQ6ka>U61^MVX8@%VA#^#Wga9vPhR(hdZ|t!4Qn z`q4O&(KffAx{u)i?EyDs`g7W~&)PEGg0y+!<^Cnw_ZXQnsVxcSama_4^ortQxx+}V z2XH;8J9nMr8KXo4OAixG!svO^HL4E(`B>z$w3=FZ`N5IhIzXj?VWgl~(!952)+9kxbZy?5`^f!a? z+sCFuig0uVF(JT9xEnKIuY0z=*1)gE;7BgThtIwDmBR(q=hHW1)lCn}t~RAdyuBfH z0maVe7CwcHq$&o)Mbx|{^y>%yDMW0eTH>8^C1Y+ zVcQa7XuJQna4r7qV2TCSDr_QCkye3x_pw0hb8+a7YiR<3t;ORqW-jO z{YLHi^spxjI)1&k>=%r8#sQo6RHlO!>>!jkbK@109->%Kr&Lbc$Z-ObGoTnp%NVbB=u5l8?(U7 zv%AUyF%F0(mbLbfFpU%|4wr<1CMh1_JI6cc9)dGT4Ou8!ab@uY%UvTJgZE!oJKU%1q_^X82U!d!6Bc4V>HLHB(Dr~89_JCRwP3x zp4BgP!hE28rpKlk=#L>Y7(D=ZV`Y&+%72nN2LLVNwK@;%V50fk#`4Bhq5G`?ZY5je zL-Ei6U%99W@cTn{r#6$qq!=F6$#H=>)O>dzGYvQys51tWti-^gy5V%MTc5>>H!z>@4 z?GH3*?Mg2tS&oG>?+pFdp?_w~*{o$^!cJDW@2Ju?7%?VcU>Z+E!aePTtgY^FTROqf zM3OYT$MSDnytu!#)L!Eg_LU4CaGj8>?a79}oEg&ZD@EVKAdQ{dx?u(Qf{N#*$23qHs7b0FIfg%v`__igkoT2ha9zc#Bc z%z)2a0+87klqWX_C0j}RRaV?#$RvO+7?fGmI$9>A zF||CIJ@-3y=Q9MZHf_I5-l6+75b-K*Iy*^R)-_qPXTa zKrlu8SA(N(rO_L`w+M$xtr7Q%+dmcVJsRza{P>*cFr#geIZc7D%(9up1~_mNY{OwTQfA?YH(acmyZvMsM> z*5~E6L`g%AbL{*joE#^0PG6RGTM3M|PYM{g?=?js6`W&?nO*m)_-{v~*%d-u_$n6k z4#*a7X5>gz%8K*ql7$ocsH#8#A`~xHN$s%N9#)9^;?t3O%A88HG*98u4~A%d~~1aWgpzht7UZx7LsKjs>G6Kp6C>S*5yK zFMWXBIN$GTtUn$!l=$ZtM-MP-e+^DKOXmGi%MqAhPc_=}i?;EXB=1~!ktddiCZZ&; zs-_=3-WrryuA(*7SE3|!z&uhHO?pUd_ZP2Gedn~>``Gwc`_Qf@M)gASwCtYHU!y{4DvQAD3?_(b7xW&+G z4kutrkj@>R{b>mMGnb#yo7Py3d|bU3KhgPZEpq;%`Sg*AmYIVIpYNS|BiNru>{4XE z`)mYbhOcpkeD@Qhzg$7OdQtL`htgAAiiX6IicPh8=o2N%=O1I{^XHp|E;i2zCaF6L{mmK6=4p9$b#iWXanw zXIK1v8hkQ#a8hOTwy;!4_}$gl?lsx#v7^u$8a~Ap+1{M?#kN<*uh+4>B$2Q$POOq@ zi|U#Sc{nYBy#42q-&DT+40c~re7vV@CzReJ;nS-WAwvy13x!D)HSU%DHL%dsc^O`5= z>V6*j9v`cP+cc-x1hm)Ve$s0Zld9sZUG_LOQC69ZYfU~LKAr#D?$vu$;tOimT56N- zEXSlG))GSXw5FHcTo&8^fbIgHSms-9y^>NTr%7#TkP zqxF%|vyUz^fS>v-->dQn{|s~w7Fxcm@RnmOi%;hzB8tE|uiSAa^&U2oNI;~NIlj!2 z;qd%|*~#^gJjWOmvsRS$=zC{^he)Dtm&zn(>(gJ2)*QobPIJ-rGgUK2>c$lz?Z_KC z&IfnDq=hu_$I~YnFrA4!w&J6#srXe-u=?FnV_Tw=NNq{yz55r*k=5yZj`41tU=2Pn zv?PIZJiI*AY}seMPT(a;GX4zT(Rx;ZC(jhp@hd5GXfE?v2C5lzn=T-YqjWUSF|K5R z&$_3#I$pGQ`)7AkAYzPfFZwv2?xLL}g1Flx>&QNgSFp^zT{vgZ8m2bSr?biheg*iS zT5xtC|C73w%<}VZkPmaxv&N?~*scfRmczA=T1yA2|Npy}qK*{Ftx~CE zirjCf6tPe$3mcV?ySdG66h$4GT<5NGOPI)IHs%(}Trzhv?>U;+ zUhn7S@pwER&$n{8{IP@lmw(LAwc52H<=Lrki2waFPV!ig+ zK4_uzuf}1H^d6rcyA>!j$3bX1X0Te0i~l(UE*+``vbuN?!4`u83oAPX3uCsrh}sm1tYAoy}!Vc34Z<^|%SPNL$f8zVGH6|ICn1sU!Yp7B5bM zDe^K<9H>g^oBb8KB$4uSO(AGNlN{?ZqyHtw>F2VD{h}v;rIMMb`^u zD?hL?bLUX*)N*diw`*#p@|$@a@%ei&FuXT24N4(orE(mE2fgwcsZ>w2dn}b*8T~ zf~m`U{NuS39N&bIpAXr-w*2Ppt&o={x$#a3xsdJ(3d^%yu$36MKrfQh-mP}i{V<%8 zT$_sc>_}Uc<^}v zr==Y;#T5(#q5m9Es8{5dXcnwawhvKnUb5j-EuET z$rSbZ0-x6CXWN(pfb*+GuhQw8(QDczEb7e4)h|ZEhN87gM)eclu%AJ0iJ&VcG&kE&G?oY9F%;@61 z)_Ozbeb;Pm-Fl>?g!ZH`iCq{6DH6|rMBc7FcG4yBs{NBZJ zo3WW`cBa=h%noYxj7}W@*QP>@kRQ)mFn$n@gpjIr_ccRZqoQIBWOWfqqepu984GWw zoS)1AAdiZN7lwK$EkFRHZl8X`{>!tlg6pXa%bv5+|95-Kb!QmbrOt23Ar6vaTiH01 z;Nl+o+CTik<8Z1>y2v;`r_8P+Cm4H?D~}7(9g2=6xp}f{uOHP_44c&AZFK(6(qh@h z{Je1wwQt65+ z_vk|J8M)ZVc)*2|=}*Z*<(g z??ZLo$%gvj%s9LAb{DMVOh@w7A5RNki8!ts3s2Jlr(`5er7P3R^pIBhKU-0VHx@BS z@*32|1a`xgy)f`1L4&DDL9Bv9#!3+3yEy=>&BNfftdDnINXj^=j*zTnnPf={#RD!t z_c{8$IM^1xYZ2ApE}>GG056+_NKJoO?CVKZVQNcW(ss<|_kNZ5Y;Q_)`tgJ;TwN%M z@b~Frvl`iMvaxh9lYBHzl3d&Z|M$OPeVq??$l<+b7#`%n1g&&0(=(%c_?cv>q32z3 zU+=IRX;7jT{9Ed4(T!Z@QmWu!q-5=Q-MLHtw@}n=ZX*P{m{44l>i*r+!1|L4*6=rk z5rHrLxy4ym;|U65cgNx9zoS|+-dEqYdBnl9X`jdK{*?ka zYgbn&R(8S6?wa}-dl}V1|681hr1L)bc5(C)Mk2^Y6zP@OC7|PTYiMO&50ogYD!N}H z-(qkIS4GGJy3V8Sj3_FaNI;L9I?|9*cFe5MG>w0pCH1j$k904EKPc`nFSd6(03u{j zh=^S8Id{x{Dc-rq$-T83wRR3U`oAJyeCU-+2EVm=m@(mIX`h1SHqD_o3UPV4<`@&S zF1nB%*W$`|uSoe(Pn77}tqO_7hi&60h0V8o(_j7$-7ccidY`*>V+M+KdkfTxopqoC zdu?9mdq?`mrD&RxS$qn6AvVU_0QD+75hK`zubC#Iu_k)j$VdYLk z_2D>@B!};KJtBEZiB`Ze;fq~rUB7i^cjo`FQiHK@>F1kCR(guxKxAzdF#2sQaV=cX zalCZkB)EUS7w1H74ArAXVqRPO zt@^=R;1r(G<*AIq51u*Ra!i4W_~zw9qon%=#arFVV=3ax8ZI1WgSd8SloR@rdyxV4 zM-ydme^>bRdR#~I)T+uKwv0UKTf#dCP(=%nflz?zA#mc;HpUu z<)Sfi!SV#?1Ik8a;XaHWn(lBW62Qr({;*jkE5=B-TQ^pZWYKYk$ms$%z0^@`zbm9l zD_d`9*Wi%|a|}&z++GPc-$>Lad~1(6k@H%}Q?*Hv z0+pR~K4ShCF}wKY$XkSE-7bnxf>|LzqHJYGZ`I$d<3`JjsCCn4l%?la_3fuGK(Tbr zNO#;ko|ABWix{~Gf3{Jf`37vqN5lPaPufMVeu|T#8)89yXWvO1lMjW9O86$6*=)X= zd|L5y53`1I_?jb&(Vv%&&*gTBKE5EzzDyu1>_ami&8DM{>^CCLERoMKCE5O{FL&N9_t%m*X={p_&m5G1caMXj|d(VWace zR=4EG;30A@=MoH`2M}Nvw%VEJB;sgpZ}H$NS8*EvO>9<_eXKo@>JYqKmxWaEhZ5hP zdSWQdC)IV8*J~?w36?b4QIea1q79Ei&b9fA0$9?PBDc0jT;%5GRdjmFZ=&pNMh_jP z7Z~?qOFSBxUVUCR_xPcNYz5LIiw+FGv8KWoULaS-YN;zJK;p|@Xbm3oyTmt0$SFvxjAjoraosZ zP}y%wqBAzZ%Sofd#W3sSh3j>TVjQW-ry;&HbEz&xX7>rFFR@-Tp;rFHPrEj*MGR?h zf+zb9o+d#zRM6ws7K3?lGgDQIbHz=}dDPDQgdV$4MJnMzs;szzu43QYQN{6-gSWRj z6HEEU_)OGH+wu=`B~PPfndp|rp`Nm_w0TXzWzWm~bLKnoS0Bmf7%z6jwP%{12D%8K z_wYDR+EsDKvT(w*3WQvAJ{>eTc=IqXc~I;;UmVsa@&4iB8u6M%uIiGngVDdktf-*K zUuF(3+)C<+@K{(Tj$(b6-2sb?_5k#ViJ|54x{aSMr5^b?0pMDhG=S7A2~-}HB}&wo z=0EOhLB*W?Qr>gJtED~xev&-y|C(wz^6xGaaX@$Y?&5cL1XM8~Gfe^&-ls)2=q@A` z9#>TfoeoVAYnk@s2%gb^aJ~IzLjE;$tTfsj`E zEngW}R*|S{9=bRhWvb}N?|&V&5^3sKCBbI?fG~{<*jt>rpV>m|l&xJWc1~SB1d8mC ztZuhA;B_la7UxOd-q*Cq`Km_qwjeGAu1xPc{_*dXV^i`LKqr7r`3#%dbQE)gqT1B2Pr?-W zVmi3#IX@AmxG59$x?JvdtN;4gP148mU=%d*`npsV}JU9)1fK-tHkn94H zc}Lu;cqD4=GQ(UD-DDbS62lREP2>D_N8;eiY)vq`P~xGmiJyUo28#uT{HGOGQsyXA zHHePEB$HpjS&qfRJBGeW$mC0e;LvP(QgO@Yx_(jYq~IOuH~58ZOl?j_-*Ng`w$d`= z8vG{YzwH`TD6(g?i&4TohNJt6S#YHYbfgdgAG&V?)zw}~=wbE01@H=MasDto9P>ZgRh8;`m(NDx zqD;ROOV@KJzNb%%nqR#rM=%fF5F3iXu1+o(7wMvHj*EVhfg+hIRO_uSAon6xe66?g zAX!tSfZ_bVlNJiq4%8hTeY{xB@<*F+DKVC8$LwzNH4=D647bCh#KqQUOz^s%@or+Jw@8z2^=ELp zsFsmI(zC@2i`L`vS-QGP%x#uME!basgJ7VMwK17-bpjFToZ9re4WcAuKe*&X9@#9X zI8Imkd`EW0BmuYeROy96&cukhL4M=EuK-|LseIVdj(2yw?2}-$zWk7|UFueVB0Vb+ zfOWgP6HaxNExIP7O=XJj5hjP5m;zjO^8J-l(^v);uh;K{66+ zlvEddet%i4BtQ>gxq9rLhd?bXBlTl7IYiFr8WLj2Jmt*6dU z%04VQweo0tf;5=I5ExHuaFaZpzPJ)z$6H1be16FCIGHllw9mYkJv6l8yVmJrN*z+} zSU$?~)r6u=1=Fv;>ay5%jkK~vHBZXn))biU^$6Y)^o*4z$C<3?t}wTB>DWcKUQ&4a zTlH{^iLzL2$Q9U@a$D$@luo9q2a@SLJ-T8lEF~PeEx$nAon$nNDq5t2&BPHfEd>jdM>)U^K-R^9uSB=6DWwm#Js0e#ZPu+6Kni>$O^@#Z^TN zTk#lx^k^^PKeW<2CRs&2*Zj9reig1(p}knkGOf4o9DSv7XKZ3it}mVE$%?P2;e19B zhebNaCj}^VT-la=3hmQUF$C6v-oCTHwPXf9mvl^LYSpCL5?aK-b(Y@g58LdI&Jp;1 ztAD@y$H~@xu=(yh=dPr7&OoZbU=%5GN< z*k50Ve{?tc)j}u;==T1z{g3MXmU!-t1WethxJQoUr-MDRzz&zACm1;j)y;NQp z4!)pTc~n8x`3awpT-+XETNj{BOsHiVcUPLV6Rnf~BI2<)*+TankDv>OW((84ksYmG z1_K7(QB0#2TW#YaEx=7;%2U0Ke@U5i3#L!y*ag=o6~ek@p|Isg8rdJ3!2OCG^rG)-puQHuW3ZIecBiMGIxQy_wV=DV)`8h)g~OcvAp4|7&xzqnwa)kDh+Mks?y87TupX+{*UGO6?$Chzb?_|bx4JE(wLA7Wg6t!^u z4(b(U+h7YAwu1ksF}U zKmtiC;L#Miy(j==knrQWA>fZpbm$v;`gQP8Eht;XPmW*qD0?5=%<~5EvWHX#wWUP0 zhhJ}0wR{Rzcj7LI@2Fyaw$;x0-bcF6755A(_lmHXLfEH1QaCQ~vf^=msfe%7&F?s~ zX^GuF#|#h0%hM4BhF`+z zN`3!P9}*e6+V&@~d^gmJYyb{1Xj_z*a-BgjWxNLI(SJHy*y3)`tVK(tID#U%CuS;6tD7KO%a}z3|O1oiyL&$^7 z<|A%H^3DpiH4#Ohhm@C2o|FX|9y>-!KB~;dCrG+a)%TU{DPbWN^9*f;?J(uX@Zx$jqdfI_lTif@uWe%hNMT>)Jgt`TaT4Dd|CMV-qQIhS;1%^Gg!(%UiC{(*2b49P z9lWP^cdXPwqop!Y#@_;=t6sIQ#bj@e&KH+WzN%_jK9p8xcypGS!sl4LfnJ={vkv6+ zeTRvVtt4iVA1m1S+`I`#%_!-mlIa|Q$t2iQXfF=m=V&iZz6Cx<*Mrb z&9>wYwA>VB^(bpXn%g+d5Lv?*)9s(hcH$WQT;&v#i0n|<%G|YdGK=Iz#n1^#+bwC} zzXBV%9wWtm#X~o@xKl$5gQUbo|Bbk-yIQ)0$_e>hWxg(N75>J!QbT4sKj)6Iml#1) zPc>qv63%tEa~H)UQV%nk#z4Gu2c9s-u=Sge zonW=9s$9^PJei2(&O>Oi$hMS zrEis1^JjC|P?M>q+l?VIxt!B9yw3UVsv5awUkD$_aMqvlx(fJ6doU1~no?Gd;HuLQ zibk`RdP!K*29-c}6$$bzq#Aj~m#5Zi1+qr-zE+X*mP<$S*Ht5kwouvON3MiWzORNg z5neg{RH6TfHH1dsCgtY+qtQuY_q-JP&S*(bn}mX^%=4pONZdR z=H_$$!bU|{Jzdh@{6yQ z#e$Zati;vtw6SNBvb=*!u2ZWE_6 z3?^tpJ1%E^KAY^&CmufsW-De-SX<3;*!kf(;ZgokN|Iz?Wnky=r#tsSc$jXz>z##{@0+=6WjPs%&*RsMiF!DROIu1M>G|L5 z#z%V2qf*PBS2`OHkEGx!vhzqtu1{}a|8ah3a z_^;KK-(NUGMj4J)t82|4iw2+bZEu8B1Td z?#CMT-Hhx1i*AV(?f5PYIaucDIT{+@P8~Pd42SjyeDvw09A6M3;rztN#%C%c5>!rp`XCO>MQD zpTjj>zol3!c`vB$$&`Hiq6uoA5*VO#W5tBZd^_b*Z8eHpB!Eu~I2l$kG#|_j-QjC7 zxlf`vCpJ>gC0`mpEO%iaIAB1rt=hGTYS($*BR8Lwt^Hf|CYj1`Ne~3Jb}B_@KMcjq zXB@UOWVQFclTX=Ej zkQAfw=0%h2fQvx+Ox=xN>SYv6Q}`V`Bp^i|bp$5kg;~XL8k!}S@GPD`%^ILT>N}5@ zg(QSU{w7-LSGBThG!0_Cl{8esF`)GrU&-Q^pFg2P5-DTF&b(SNvW%rU`5kf-oFsD~ zNta<)pFU9#Ug^xKRS$`_Eiq8tx7Bz&gQyJYh0JXSoqyGES0ZCP3f>4QNm>0;ij!kx z=|@NFI*ik20d|IL1+icPO|~$t%p}#Tdbjinvs*U($l3O$>Yk;6cZwzhn}wH!lI@=j zhVv?Yx@le+Hgab#bV}!+*S<~fKkMt4dh5Yo$`X^VqEEKydNmqdI;jnfvq-Fp)U*e~ zlX{JBGSy@=96Q6lja{43C+83?gAOIOPlI30znJv64Ow8GDR&tGypmgkxTI+&(g;~L zeIW7U%sK^O$B1tYTan-`AUH6bVq(^Exq?6q$@A~$Hgw8WS^T_?8p8? zt>R$uLB@;j!z&TNv%ZVSh7*D5zXBQh?M_kwz^oE0$^eslmz!d!BG$=DLXGQ5!pY(N z@~%#7MO4_NUq4Q3b&q$HDnE9gj3K64ziRU2*6_&Uym zt1oNGNf5$A;*1J0A8hjHX4#!>Rr;`i3nhrh7XCFF|IjU9i&h45Pm8{G}yli;~iDnf-V$D-$Pj^0JheT?_v$ z0>f;UBvPiKKB<(<`gNo$Q3TV=za0rN-xip<gErhIIL8Kq)qpk3cq$1OA>MAYgEuVwq%b2 z(azp)ZG>2COaz6h2~w8uSFhS;D`E&Us4NG7rKuxRuas_lODIr)&I-(p88;oIo7nso%2I*%zU_xG|2k z=(_Wl1oWbOt6tv5sfT@|>2K*5=P=UY(F5dUyyqa#1@MB+*o;8!jBQEIT^e}ID&`mB z?``Xvg?;H*JLz!C4()n{Z7G&H-&Oy;2-Vk$7u-+(udZ=R^Ki}4h>Ll(_DW*X;9p?K z(HDgQn-w{nY0_?Se*7i%LnOqq>a+b4meeGV`9wf8Hn@ z=@@<$|EN=IIAJFnVk-N=`QEr<)29M1_jT7+mYb4{2PZ_)Gwq}N;>Ax2?{T2Hvh@#Cs z8IsiVUdCy=HV(ie&okdeVQX`@sHP4C3ND~Ph=fG#Asdq-qknq2En68rB1&>YU`zWaEoPlXk zF+B}2hl=64!ViV*&j*78xidbTfl<4@t#Tji*WVTpCs%$HepoCTb-f8n(3UGz;3C|V zGWoeo6XI(?lUe#b!-ZXj@oAc}4OvDVnRGvsvSb_7+y^zWhX;(u#1}60t|m||YjX*h z!o6+w1f}r1wMlNx2);BrV%uj&k`TW{S2xg?k2rm8Ua{Hn(J$OxABggn>h_0Crp!Jn z-gM&&^^J#1xqSCHr{Y5Z;l#FguZd=ja@p&ObJSY{YbTou-7W5E^QWOZOi#yAH#m1A zbS49udKrBk(UzZ|kN)FstLxeS#fova1cPCoFw2Nak|JuZJn^xe+fokIM|v4PK9-m! zkuP2WQP*Dwbk;Q3XejOkP>BoNq=0lIEg?^LY6>xC+xNC;h&!AIXcC=&CMr^^TNp-{ zzf|XsD$Vqq`1q$_Hve=u=te?BYa=3> zprHpk?M#f`mD!tbpb`Q_?*tHw(Gd&PZ!or)%j#Zgt$4~;b9OHpTO&y)RK)yf_P8`B zkY|&}Uzew31;|BGD_(7pP~3C(@$At&fnQ6b1!nI7i2%5UkJxH=$U2-xwEE^!tra+u zk`ONIZiIpEVs1IXW%XQ~`Ye5>7zbSJ0>DpE_`C?S}|eRwuLu7nJINk z2Zez>#2_t4dD0dbdeo=%lQF!*O5+By)$D0|;vpZu{l-lJCov2x>>txW&~^n#JCOw2LtkY0-~A|?`EgfdHr~xxP6rxa zgDHl_A6qX2_>KRmS&@~Oehu}VxOH3CnDFRN9@q0pIA&-l`h1(po9Vg zDB41G;p;+M<9mZ86Gr-dXOKm752trH_GGhkT7E=PlrNK;uO0btY(DxPA*mm!z}wNO zOG;u-iPjeqH+U|4Bp{FGUMzE7li3E9b|BnqDY^WdlBeZb(Wt*Nfmv+t<#D7D5D+j7 z9pwM|(3?d|AHR7O&=uxiXQs{Pl>JH$z~q~@2Z_~~A6>Yz--RkNnMAe+n2wX965V5NCB zg;k5fRs$QGVwejxbU;<6QUbZb!?!qUuOFn#^>=rTye3N4#HQH>!pIy*&p`P44T;ky z$`A?2r+!;T9R39zr9{l`GIW3faf)rP=v@oulk>1@W}ZUdVmIN6VO+zV{J((`{v)qa zTPQ_PE$@D2ZxMDfU-q)vQ>|e*K}piJ()F&!R`&R;jGgS9jpGI_#L9& z@KuyHTeouSr{yK)D_IOS-wwyWy#M^X5eaC+8~I?NXi_ON(dEz#MzLK{;%$P?HZ1Pj zt85^*+?(0fv*n}^Di;L_~yB!wINK zG7RTauwo~ZE=(V9IA#(v^Xo(Ew{}PE#m{7Ky)7Gq*Oa_LyEjI(_F{TBA{lwZT>8G^ z(V#6ZXoT%aXrh@9%}V*IE_-cTsoEDOEY9oA-Lgbn>WH;NZqIrqo50kwqD=@lB!Ku8 zvMtHUu6Yi1wd25c9Q&Y?O1J`6uH-7tps1bshLtM^kxS+wIq6Uo*U!@!thry#=YM0G zEuhV!{xGZcg*y{x38M>Q#|}LA9Zn(r_Upr7Y{7)PNm8lGJPlQ0coY0!^m#{)b-?v;0<6uBw+NdWV?^K)R#Li^udqel3q~EXZ-#nx1=^OA81m|wP zPGZaTqEVFiDo`QWh;;qE;bYNj7FKa~UQQdvvqrf$ufS|%KigZdealmOWv7DRfk%a% zE|4z7s9N1sXWp$*n92I*gCI}C*2b2RnvrI_W{udVJ38}sKfOMkVXV8b429>YFw$s! z58MXEp@8_vZGF;{v2*m=t|PKw&n;U-O|61v(Vx^#u>NQ3!U|RLyqaNapODq&TW3uM zbF)5?hnbIWu}z=g>n(E_eAc2*C{9M-$9YA3-D};l?-=3)h5AQB~l^LC0}L_6F5mB@B7d71eY&b!QW&q@z#zgn6KAm zbAt6oHY2JYzVx@p^@8RKHaNGvnZ02^_i1t;WTlj;F_r&Uo@V=&s(>>{qL!Ei;W3%) zq;FuU!8&#_QrC#Gc(BfAm%i-AmL+HzaxLDx?To4B8m(KHxBZ}?LB~|;FC=`LOzB{o z{@Wcui8JibyVqR*+~{Iua;6#bJVbO%_B)QNstGl(@DC0&eu-ds`N9ux7SsZ-I@FgO z&>oDQfmuu-WeC_1x9G4Mp$V27D(lvVk?R0(ne7gr&y0Q0Y4~(0=__wGv||YEdk%G? zJfiFa^#rU-Fz-amb~(LmX&-WwZ230XavI`DPeH&1K8}Y|FQ~z4k>293-~RMrAtM^k zRN~A;@pmS{n8;xCHa+{cp~#cOmN1v;j`gn@E-Tb$KSRLOE+%LvJ}l|6l}kQ%fMuG` zgWP|#F%_U(|7Fz!0NqQ&pSVB$W|Xcni7Ov8txw&LuUMY{v5sB31BptlrSU+$)aqDBfHt@?=Xowq^A=cas1_Mx@<&r@I{@94 zpa~U<>g!?1JR^GFTuL+Uo+jMx7>XbVeS_xtCgtZgTrgAr`TTgYY57V}#OaEJ~_SPfd${A~6#FlbqGnY)&u~BNWHvOLR|WCIKMr_;)8*&y0h`H$^n;Ku(-KAtx^x}C$+iF@A_#OM_R2a zetOJzKBxc5jyqCT>vWU(2GVH79LFVKIY|zSV<7*b&A~qLhszC-gCN)0tFD{(Qgy`V z%)1ii4#E(^f-O0ObDD0K9+zDz4Rfe?$}1s(XIoR^^fI(1cK;M8RLS?QZW{_akb0T& zwv2pz9JJ0K=UM`$12qPdRLnOXw8c%eUpnz=4 zP!_wq8cGLn1zPF(xT-9_V2m5&Sbp|DC#8Utrttd}pS~ophVnsDl=!ak+rQbCLvl3< z)!+)y<9~yx^ZRR`DPAz|yBfG2i?u*5pq#8#x2BheM9N)jQY=UY;X5M zCITx~h(GaKFmj`VLUuvqQu@?IT{SJaCD`g*Tj7Tc!%*DH#G5(C&jd&_29tkvmbcin z4cyjeV?1v%1$49;x|;*C5(u3)w$CO+1hQvs4sgq=zLDR6R4TB$!iD|DN*NYPEy$h5 z{l#&GY`k4Q12V=%k`j(P@=)4`NxsO3o_@2$|FQmJ-(^Ult67zNS5>%I-JASiwm783 zfilJOjvSGX)RtoJ_%gxD(L{=Ct-zs#r}1^4zn?JWKLnK`P8cB^Hi+y?Yzz7<9m`%! zrSQKEReVajsq#OK?ah4^Ywv+2K)!k8?!J^ILA z-ENT=F7*ojzLk$7VxK^mbBTw9?(`95C?K3zZn`D(koUGCk|+x26=qsEus?nc7xr`< zkA_dCDd_dREc43~7A?XA@NPLzWr6+k!7p7NBJ#DI=tI z&WiY;b)|WC0tn3ek=W)+uf@_9Gp(R0%7l@(sn6bF&qM5OsOi72uN>=ZpzL`Sfy}(? zaqrF#*E+}3uY&&neyi=>Mv0iqsP>JT+1tLlPo0+ef3w%Dg-!dN3Lco(M@G#{Hd&FA z(HyI@M(x|d_hg_?tB;R2qJ8Zk2_`5 zu|h};m2FD=#9IFg4O4R3OFY}({v~|4dxHmh13HZpA;*wopPWc z3IO=ruI5`ehi>EHC_b!nIDk}XlktVv+Dt%w^3<}y)>eSW zCXswgFhO(Hez^|JDf+=)Ait{VZtrBxK1%ZNyDb;|6_yAlefJ3Ow7^-Xd2^`#0>&{i z6+*@;d6*QHw%AG3ZY>|J4>IGY)Sa&oq&twfpb5hGVd}~mN3SXf{z5ryR(rJ}=9Q-8 zX24kIP4zln)@CGz%3fAz0pgpqRoC3(n^IKNvyDgwrfLNP-g!_yhU=#V38gU6jVEjS zK)$l&f{I@BWo$wF3Vp_21`92g)dSO^t#cU+bzXbb zoGufNkl8=#6a#Ed7Qg~W32m_tN@Cow1c~c(9tb)RQNs6VlJ4&K!`u-|_5!TW0o}L-sQRrcEIY-T|lgf71H6`rYf^ zNN+yd$@_v@0Bp}O}f1Cm(6PitA?1sKrf!EP=qSsI>&GrT+#aEX_&Oas-i9GDJhnaQN&Y9T+L@6yny9NNf!0Q*?5 zdudn+a`5sxa@d*ENLJX566|++VlI! z;{4(}?V%sBp>83C>1h8vCfiVirlYe=P{8?k@JS_eNEMUC7Fuog!|bH36c+9)nl?Ds zYR&jhkV@Y)dgNp@4YwL&8>e!tH# z3EyJD0_2ex7vbG8NUbtHB{B$GP_hw`T7mV+f}RIMeIIVZn12bAEvxqrm~X6>WnE@3 zjI=rE@mZvVsH7fVcB*55S8=+*fF-CkeBmcDw65WA@m!CusnGtHwY(*Ffa`iH!ILHt zXQ4Xduez=%w@*?aWYYq+4;c_gB#NqRii9z)l24*Bo9q=rU_I!~l3b8a?d`mSG&HGA z?}>*mF0!#uXW<8l>>Ks0R|a)LJMG`YHy0i1!Gw0X(Dhi+$qg?>v7~yP6{)p#krA*U z^~v$AapmYP7sf~c;*+kNPDJ@&Ukr5*Y|=7rV&)Xxp@5^gWlc@1yawPb^WH%c;#ty! zC24+0$Teoio`cSNO44@JudB`mJ&t0CPIKoJpPVU--~4(pgWt_ZbjR}Mw8voFeaT7OXGyB4i91Izt+G+X@PeQ$ys1g2z$bCmHfd2vgcaI94-aNWksJN?bK zQx7-;LsZ7Ma-$WRC_hE1U?}T2@T0n=rlR|CCblIDm!`LYMms^P;$$mWqU_<-ea21I zwo>sOmXBIuR#(7Y{##K#J%PY6VPhEyS*Zr=PT8uB%#hEZ`t*Mf4N5O9zI+gG`nKtQ zp78$ei23A)Fn4>*zyNq51;2Wn>)dz#c|a`nf8_ZB#%~Kx&kl znr@#J9uPcT!QvO)@``=(0j`}#3Z^25D6z@KO+Uk;%7oouJV$Ho_u=Q{aM{_c;|hHN zuWk%S1EU?dEt%Gu+~0CIC*2z_$KW1qYU0Xg7EyLOk-+sw1f$wH2f-w+$HC8;+)sAR zWAlhvw*`v>y5)Q4f|CiWgiX9~<2;ts*HL2x;IKS;=%lp+j4p@6XbOE4&6n5h*4)e? z+_LK0v>Dy$#Z~au=5uiJd~mXwG`g6gQfy!bR39-MQr#|S(&V^l^~S9Ep*v;b_1u4I zeDs`(8ofp8C-+E~i_U|)!w$Nq2fXUB^B}gI3|1(Am-HR2T!xO=r+es_x7>Z&C@q&>RZ>dJYs@*dbyoZ_gi;o#&A2x9o98XblyD$pUkhKEtoJF2mbwV zMYCL>Yz><|eXRB8o>PBrgG*E#{&V-hIQfFrZL@?7!wV98hUMoZz)f}^t?d|gJ4v}x zK#U(H1iP*+cgUp3oR++A7yTQX&Ci=N({vX1WtUn!NM3Xwpi8P_ZBJf zgR7|;@~*DkfRpv$<-$3e>RSZSjv3;td@ihZ%{dY+M!G9n#NqGv_^!TPEXY}JD;vQw>=Bur z2fR|OLfm!8@8x>98*G;XWam0WZja#*0y}?%$~PJhoan7m?781Cma4T@GcjYHMmv3d z;EVO3!NY0q0VTDJi_U4OghdX|g-0A9S$FU)3)DWUJQ+1$#l+Mk_zW-cu|xl%9Wr*U z=IZh2wjZ=zF=~srt0s^i4IJ-F;jODWMB*j|2G1O-b365U?`s68V<26&|IITjs_W6F zlt`Da9v+p`Cd&!dXX1bl?90-1twZE~LeR=2N&zTmJhfJP@nL=PBc z&r?5KepZMQz3)^cYx&O$!MB5ceeyL;t(-{~r(7}g^95vt#U;_BDKWcyAC4EPXkcCX zboR`9IB!nxuQGb!0!o`>Ohq-O<+QdQy7}nY#ZoD`cp%-!%YPzv8;nb*Ng7FwEuKm< zPR*00d=)$hgXf!%=AA;{L>FY!EK8{zO=UJO*WNd%Xv06}$24ad=s?AtySmL_7;pFy zOW?d6{4G=vBhObT!1R>Yfcdh=Dc6|%HuewgO+k1CU;d(UgVo4rsV>9GAvr)Fa{ zRzwTD26O&F_?S~^J}1x*u?dktsn!()TVlL9l88}p3HthCww5rwSf7zRKY#hB77m?#L-Ybf?em``rfj}*^p&VBUDSD(4>IdUNbcxUF;iSF_-ABA7jP9SW}t>V{`VKp*UQ z6lc;kEPvxAQn}=Zv6hSz(R5k&6+0Gl3sv?x|LyQTUHrQG?{uzYN9bK5l+QKYb6+|I zYq=B|GK(wU<}aL&Q^O2V=ED}X!^^&dYsA}R>Etwx$YUP8CYt&H#0D&%pmPTojJu+p z1sT$HhB(9946>Hp0jogYn>vqyCIX$q%ek3~ex-3=iYHdGqx6-am66Y0^A4UN_hcYq zhZnf+!>>6BV)88!x<3YZpdM!4UPxrd4a+m5f;j6bTrAH$CAm(5eIiD|@eZRL|H_73 zD_eMj=@U%f`^rVGV8;sIm7_1F-VSP{_GJ(?0~2&QcUXVCdFc&VwOYZ6z-@8qg3?vz zgaRwC#fju+xm`^ncFHBLLi5Kh!-4Wy4)iC3VfnTEbEclL{&lIN-_awAHV&}mkS{9> zzui^DcDxOJlT*DqA6PzE76a@>2;qlZITJ*#Fxfg0yb5!6lj*(0IZ#R+^7~XN-C-Da zr$zH&>J)A^-pk9jW*JZYp?ZlB;tDX4z2`nY>}qy|$i>-Qjr`WXBqS?ReGhPb1s7ii zu0Fv)d+dcZ(%y%ibzU-;KNwK17lrNu*$gU@9Ul!RYdKbIvh(lu8~wAVh=?o~64 zYdC~72!g}=5F#H{it+%ktVY%gcXWk(X+J#NG1Mcy)ii7buXJSNZ8rrkE1h`2o7f=y zw-<@4!rW@&EVy%ihr&_KaGwWl!Xb83DbmeeChbj2UFIDyh1iS_Q{U@d+ta4$<9}4$ zYLbs8cl@U-pmMM@jei%E!R4vc-ab}R#Vu6S*st~?tb1_(SE={! zOU1d;sL#4AXGimBxHJFzAagRY{Jze*s_9)z(ogYmy}J5g)4ROp~~A% zgPQiEC`^ijT)S_f$xrd(l_Y6N^Q{7$w=j}-1#da>kJ#Psb3%Bwzn@4vmxiTCIf zm!+TGJ@fr}K69z@&M0!8g>ju9Jmh;QHOmgo5I>NHG*3EtJ2O-1aR3S`j6I*P_7!D# zNbNkJOcVZll7B|EIp!;wWC~BQJ$$7_3_Vr&z4`w!_1%GNuiyW-db>Bbv}RRRYu4V} zR!dQIp$Mvk5-V1UqDxg7i>K;(ezbV$b{%S*?elC0r&&zA|_ zUEZ}GMZcQ8$DT6IR6>C)1~2j5l{RzeWC2C&Ih$<%qDJB_C{sZ6={`6Q)3TBDiw76; zHq>%#5kjd#Z*Pp=5j_YFoKc*Y7_w9SEamI*_EzM1J>RqSwc%9n$(Qzz(5>PSb_V~; zvfunq7Q^yH+Do;<%_BUV=GD7@IHn*Scbii>p=hG3i^<1VXMr8Ry=H7|X`%u%FK1S_^(XTIx0aK zE4ZjjBZ8BI0|uCVdkbmem4Br;>yYT0Gaq2 zs$YNFd6A>gaW1Ju3jYZ^dF4q8k(BJ67WL3WRGC==n^)-Y%LJryr48mVpMl(x?(5y2 z=E|qDk{P80Sjo2_x0PCkxSr!c#730sY0HNLAR`LBpj!5GEIg6d@mAs-Z94~}R>71H$l{x-344z> zZvveUoZ`Aat3fG4KO4zq`{}y8x@+wN)-ahbAa_6^sZjY8sm6$XC=aKSVACJ!QPXwv zC8*KVou_h3o<{U1mc+7f8!0-*_K5%!1_w7F5Q;mR#T-QP)P>SbML`Ouu3%7#d0m-+33o@9=W-IFU2vTrllt$!K;PWcHl z_H6Wqs~WU_&M2>(koFJ-2>%FU}$@Lj8LGk~Xm|4nk7aP~pKET~3G?TAi+% zjpDktg$1w~;cH-NRd!1FKL|KcoElZ+7>E5E;)pYpx-5F;oE zV+Du9hT5EFk9s11U-mnOww5A@S-vUGdDLt?_ad|jO~mUC)>JP#WLU}iyX+r6y_^Xf zgu)kyYZ3ZrKFkNFoB^aQt$1cPK?;YKEG#)jdOKzOef#Hn!-BQqC+Q$co{H9RHmZT@ z+L-zh90&mc(L8{e@$6qk7e&^%$qV}=sSqb1@uWh5O|K~G_YnqEk$r?tNjon-@-c*W zIY>h@NlRMmg^@}i*)58ESibXaFm2KX^zmX_9^UnM0>$X@FD5fj1Z>O|MxywRA5w)t zZt*#1+q}$-nTY|(p{Tu3Pi^M+Gwgy%VE3W+%QhF+jomHo)-~}EI zP`mgY^rEq}L$DJdwJAL|s)C51@k?1}i)vUvDHx&;f zgAWJuIr{bquuN3OG@5xZxf2Up#lLD-JkMyAzbQRIMFgH9G56-G{`{bTh>J^%C-)0! z`>b-uWV*xxbKbur?-URObDps$=53cxA8mG17a1$>ktCL_JnGNvMz1%673(ze))40r z{X?`{u@bY)9dIRmsVGN{3focy0a-4GyqQoy#TcouQD+PJ3#4l|E8-JZmECRn^_Hf` zN{#wTz_NaB>0OW&XCq5{rVZtsD{kFYNOPnzFndg}m`d zl|cL*KxhQDfgpk~w9tn6Iw5Iw{svJ!ajGTIn`dY8jcV_1Utq4n`hC2N8dbM~gvP}P zFhN!-$6)9j)7+_w3-d>J0dzC`+K#IgQ^?MfYf$CewKRUEu;OWTU?)9*E38!=${BuWgb}5oah72WrPCr8AQcAPAWAsik-2lLk-fIj8%oO-UZD3)~Y%2mNMo z#ZNyF@?B$oq=ByFk7CjrIVvRMIU$WnoKJC6yqxH_yu$5e%<`==98Xij=^No{fv*x~ z-?V-Mp>n4g22>b!=OY6DN@Rx^)Se>P8yyQ#YtWL$M6%Q!0AFOb5Z1ZGju%FW*E$Z{ znk%@S^4y;l%D|mQeLn{bDD{y~^5V#W*p2=Vu;T*gV~tr3-d1LGjj5dc6(!%SOG6c4 ziWalRLnD(N)(?aV;O2sGOP8Y-6~q8G+vew+@_241{7H z#H^7%Rmz_mTp_rTY|6I_T>5+`qkp7Xb7sR;|8=#gQW3I|RvXeJ-v;lufvf*_@~yH{Jj5|NTG$(?$Wp223S#<1n>%)&`cxr;ru00_V1A#| z!0KWjokU#&{Z4zSrllrlyuI>TH|5Wz-90)`GhceJv(V`V|6dltowPH!SUDA5#P!;u z;nTbI35v6TW;{A%I7)M`OI=|i+FL;HB1g8eyCG9$%OGr~1(9ljR4)q6PtupJ zxqXm_J;qBnc@D=wrC?PrdmDBsUEbDe+wbFP{m6qQ0&yI#u`)sTJmyqo|^taqgE}b~n1m$9idil-=>4TB}7z+>|1*)F=CHly-juieD zVhZ6yO4VUANO3&I(eJXp%8ZfcUQZcUD}qAgr#o@n!#iM|S8KImwM;(n-@en)0Ki;! zE-AgGW+!ZMG|fdA`J1Wc1MD)Ch8TbxkN#y$KiHoxf_U zQLOn1AwNT({Q_3dv#R^`2iC4g1fu1pL~V)+S6e8)EpZi>^E;8gRkb=CsO<@uqKhReo?EI@FO5{&0rkj+s@MT>)e5TgCvnTW;~^ zs}1Ihk=g;!=4n>T1LZxIax-5Z9pKt~)GpyMgR%h2v@>8lIrug5B!U`>FhmUWCG4KZ z3je6!3@wG;XVlO>GqHSQWB%)!q8k%s;BRw_s%A_-I20e{f}oC(56&203-0A}iyFfZzFU+mnE^$Fp|eq5albOc z@Y|HeDvy~JgXo5KlQ%Mu5Yh22;L?=;ec5g=SPtKuPD8F!bs32Ltn-DWkn)pe)yzAT z+CS^Xhk>dg0#YmXZTZ^eiyHg2t-Pxw_LayaFfcOA=V6z*yp7z51kzNe={A0Qv!Ux% zP43ww9Z=h{g2?MMR#I2_+qC_q?c_k1B|=KTaK*OoBgB>d&9)XYusq*Schoj26>@ck zXkU;q`ld&xs{E`gDEvzy=093?k}y* z_&7pVGbl4k);|Ync|DqnG2J@SP#X>(s$S4u`d3j9xRe19ht`+Sk~Y>qmPGBf>3L#* z19hx9(OY#$4+m-v;z^jnnaWWK#}41>j{l>n&hB%iF^fqX(3kypCAHeT^0mcDFQqeZ0dQuO z&PE%HNcnsj`jgr4y}hfhKlIGA7hrNDe!HQ1ZyN;8Z#lm*a2P+DkM3$i@vT2?pF-GW^A6|Sw7BmKtCN?sex z1S~itO&%7VIC-rgGe6#XtJJ|&g8}wzgDHtKL|j9i(BBvCM)M6vW=hr;VSUup7Ji?8 zQ3Z5K+Jr2cbf^CzHIfY6|ZPddpn+HZ!q2B`1R~UWC~bO@cf%JYC)B-hF5J)O>F}EdGO>C z;K{MiUB#9kVvnPwTDO|b<&R=cLV2MtF%R*5EvgVtrUi^ThfJ6a6gsJMqCz2(2n2=2 ziF^8*#vJDT3vc0mmym1v7dBL`@oy-DVTZEKAiAzOy|?%39u!?g{eG_Tbe#6RwGT{~ z0F`!3fhX4Mp>*obww$||{f=_5ci`gljWJ5g*-RIp*nz0WsDbsk2UW#pJ!5s|9Nud8 ztJ3*f4ioOPnR0>jqf{k4oV$H$P)Q0U1C=>9V+u+f!8pcK1wnWI`gyd2Yaedwn_aVD zmvP_Ael{^^OHKp++56$LNkSf6M5*({%-J5fh0vqrF9DPPTqPq`gOByur0CaF61<75 zfq{L1n85d-#z+dBp$WV`y7+Zynd8X4^>@zgm+HWb5z+m{@f+OZ_gBAAu8_mj#`4|+ zo(Omyp}k;x71(}c+jt+kOrS<~gb2X|QOlNvv{17@a|$nYos9?BQ{j`Leh;Z`*= z@!l^=!HQ+ucl%Jeo$y->tQcWrQdom*#M}GS`98S33z3h!T3aSMK7pbmq+6D@-p{CL zNU*+r>@ho{X-<<9BZ7>t32is(#nn~U#XiKs+aGz!Jhl>$;fwX1mEp2<OBQiqc6@%_ca z9CeD;yaTiEKH-{ppNzllFSU{!zd^{_WFX^5x!TEI7P2%msR-F{JcVM1H0z$>}3 zUGy(tbr*#wlrcLl4ZreaKZMY=TFGG8$Ii2&kWj-Y?87wh5AN8XK$@d8&YjYfmM_=c zbT?LEWt^0j-onU%TcQ?bS5J!fj6IFt`M4b0n)ZdEin|k|41W;iEW9ZzkMJ1*8!lG7 zGM>5ldEyAx;aopFf$=)sj!|hml3VsXXhVbrVwRh|F_XY<>~+4Ff3V_l?k?Q?CuSM&S@ifkTTX_*6*D;g6C~) z`R4wD28R>qfd~FUDN5>OVjt`!S3uS4td`})93@c33fCF99z?mqbw@0wfR&$BYW#p5 zruZX(XDz)?B19Uni@!C7(b5jtgwOw&Fm0MV zpcGNGkz(rbaW6oMU|lWz^5TYm=Drp$14XOTGwQZ4;w;N)5XoXea_xLmzH%aUevZv8 z;q_JjyX{b=+GZbUSzql2_ z3jx_Lm@wD|CkHpP^cR;!0tUPZdxfgE>yfS6oD&>L?a9AHuLpgr45K~yZ?&{|mBEd| zwlD1s>L_3Bvq&SnPAsCw82pu6kT3b$^23&A_-1s1XB>W)m`dA-i*;$};A}=s$y};q zD*D3^>M%worRtT)JB#hq4;APc%O{jCz@P-EQBXhZ6j?cI^6M3xc@!9>S%{Amr9XyF zsjzZ!RwU04rJ>#jP?*@$DOUNWX@{^V!heZWx&=+d@z{xsj3@!S4>wT1gN}P9={!!& zktQNqm)}9EqaskNx!+YXEAMQ39exnZMZFA22;D3IPJ7yI*S>39c_&!nmq8o4JcWjA zJqFHGuV7L^trIR=0~5t^>$}XRljxrzx%HPn)(qRjz4R}CT@7fBI%43+1Fm^sRQr9O zqkj%r+p4RkX`&ikbk0q5ZC1@f#1w!iO9ue3Ax3k(=v|x&Sa)otED}cTF5nd11N}MBb`?-gx-T zt^$tbn=38YVmfRJl7U7q-{6)kT0S94bW-+U7n34{KvpKO8GpW6HsA#vo ze$l~XUq9T~EzvZImvxmgq71g(#aBH$orW57yZw;8Dw^$|T2NT5#bs&xJGpCUpTbJR zwhl9$Ub$@@{H(%>6A@s{-ft&D-!!m}hW6eeKmd0}KWBMn6GA)KE>RwJGW*hOr@ zLjVrW-D0xc>{w5YL(*@n9=O93lj>U?#eZ>sxjnzjT67md<@vM*;*4f1%r7}q@*@kW!-C7P*X zAusDe>l?3XK#HI~XhLjsml%2s_(wc=X}tAl`Go-JQG@D?fw8Tv)VF0Vq<7>^`Lf3A zq}V;F2K;01WxoRGh<59U? z1iE|}vaksZ<#=~fk;{R9BJuiPOc0^6sCu}mOK2Cg;I1C=q_G=!pKqA^H0ztppi(-b z?a-~qtIxKM%pzmbvv#+nJfA}ft^IPx?Y^!UnqCmhYevE)x$fK%or#R#Ha=r01Ri!JrcdK5HNUc5%I~oNy85Hi z<40BStx0Wf?-ie3WY3>n811ResrGn#f{{M5u945om7bvu7?V9HhM*4nuE7p+Z8tB? zmFt+md%ahlJ&&6Nknv!X-9r;j=>AL(VSN?Fe>fdwseu^?On18-a@WSeRegdlCi&BX zZ2O?I-%qa)g=0_-Ip{nk!IQI?Fobh)8SvG83MlMAzUeHH1Hl<~sasuX^b)DR0=cL| zB1!+gA-sbyaFjN9i4O-_X;k6OBWpC6CF6jA_uLB3=-qnXkQ3682)`O&UvdPd*& zQwCZ$fRnQ{^bxW1v5KELKaUw?>VIdfOkPk=@3c zzy6JZ8Gz~~w{Q;p#-$sSA6>q-r*0sF@*9o+Ni}jvdVPi#+072I!k71pW>%+VAFA-? zDo}`nz#zcdXbt@bA7r_-3OGj-a^0xoe|0bvwb|gjknNf&&T$M7;=Qb ze)HOFD9d@OzlFjfhJ3FptZeMix7cdUJbY537X0R`H;~rvkgY9>IGMa$+;>2XM|6X) z98^~ZN*U}f{b~2(y6#sqP$hU;G35+FY6+{$8@0d)+%cTC?5BALld}-9Ih~cQ!>!*{ zGQ~&Wp%XYzgaR@WoLM017%zRZJ9)xfTPmn=!T>*wMaIxuQJ@l8=GOPQ?0n4(;kt~7 z`mpzSaVi-Z0;&RscA{UmYsZuED6=}eUZxohrodRUg_MlsdnzK7LUr|bUZay5Itzjp z9AL>ktCU_4?3AB9!{p{PcrvKJf) z>+?QO99!Dd8u_+7YWE1x(lC%r;f3+)a>g9pK-IcqT0zr!=9l?32t5;1Ax>r;^&RsV6tPtYfp(yZ|Ay|dnq@5WmK z=dta#&D9yCyfmf}IZ6Ir{R~w*lQZqol!$O?$gP@B?%p*ABlusbMm zT4IS4kN;-WbNmfx$mo-m;@Pu*FH+H8FJ~kGo*2pkEFT|lgXuOGc78oxc_(X(Ca0qd zG&ymTpALN4xr83SQkNXVPgmew1U+cnPxGB=bQn}!z4@bnpxIw-ZEMKCTWU@>v$eUa z@L5P>RNyWk)g@kP)6b`H`^LBY#+yGPjxTetmb~F)kV;_0-vvEYxl^|9@(;WBW9w(R zsHA>*V!^JXj7e0DsE`rUY$I1p8^a}^0>&?mYOtGiuU-tPt1XiCpe>P>-HmYO^PY{P zuUb(jNJb`#p$9j${^cF}y;=1A=J3M!yi?P!7auB7lU-kW_%^tPCN|c`I-FaJ%tH-J z27xi`6f{VzMCzEsXa{>dF6r-q9fU?t?);!%Al(Pto(=<8pT~yEi3X9SBGOJX} za)c;tWE6@|jFNwFB{aaE5E_K%*4ZsFsx^gzhH8)fv*pr_eH!q5EVoNCINwh*Zm_YZz}*3E_c6%Y1vm7P5GWA$OH3 zvqccuf}%V3ZQzs7Yws-MEVu1lCg#OY2m{Fk9J|N@_r6|SSykynlxc#qe5@)e^=s{$ zD>a4=Pv63Ru0TNVkQ-1eczmvsI@&$_$5?jF@C;81I>k2^p?c7I@GP)`>gC0$*a4J&t?pz0N<6?H8NKes3WCE`X0>#^56y|;DFDl|Af^x9oSu7AQ4 zB({)mWAk*HN4KKXy>B^-D+2DaU+UjuI%yq*wrnTY+pf90USPne-0~$)K6pPBUSVM6 ze6gelb({ZSa*UTes?+OJYXs}t#9e5WSEyV^;ff^PD6BPi@NKoUFnSh`%`(YDB#Z5> zEmye{C$2T>a)3JAT)swHiY~wX?*#irkiZ>dK^%EaAGYY})vL(FooYT+lz)3FWdIBo zVIVO|$YyQM9ly<`|4g^&|0#PmIg3qh*Z>#$a1O(ncBTTJ~Ut?1hV-F#^V!?Ac+n=4%_|n*KLN0-7Kuh_!CBAM8ZaHP;KCyBONZ1x2N0j=z z8>;+iwzXip+wMdzSOFpUFEG=k6nwkAF7E!_!lRYFXa475Tq>ISkV+1);C*$UFxwe< z3Noz&0>yXo*?vsEX+vbvqg#rY^U%*s>av_T2_^N&9=?^=`sw1nbLWm-=0NV{i*tZo z_;{<)dQ#F48+p1<5{sm~0VUkQ)Qf{(Pf#XHMA%RcWHH~L~P_)%6$P=w~gmv}5S zC!!Y&eP`ZzT))QfL%F!Sat6Ipd>_Hd;f@zBm^;e9N6E!$C;j06r+eegG~ClCq4+rL zIfwoY24DfTKlSg9r(9z$T^f82H3_z#TXr8YuTU2wQ+Fh|FLGeCuJFg~am0~upMtX2 zU_vx#!?1BkV2UGm{=Q8pm3i~Zd#y;Bhw-PHdKIMmIP1QSyM~xGVBkuNO&N?Yiy^|A zci*{cSV+~eANz$(6PP**^$~O&7OfkXqZ&H+lqKQiOCYX`p)gAP*jyalG~6XRP4eVh zDyS!=O7{fDq-Nx7{Exf;eoNCT`I3@$2ij09GIebOUuLqO3y7_XOxX_fkl>K^}-$y?9dM-)mzZ2>Z+4Dj>`)r$hu}#^_xf3uiMrIvoEGfzr3-iAdJV1H? z8*%9aybI$*ns`ODj*0pW?{ulrH(#WF+^bm~2Hqp{+t@01@Z$k+(@d8XVlSRidFg}v z&gxHaosZDDPIs8nkF=??+yu(>pPR^dKe)*Z>quLYbOo9SpW9+8mfUt76o_2xP*<f#128GG60k> zPRrR1UhhbVa_P^|^1g@i0n7%ZF<3h^V9DR6bZ6rOvfMUt`OLlRiZnjuP$hv~YgJ?c z97lduC!C5KM!a{ro)%yDq?FSHObU-blywkh5UCxvLe-D)KCt&;@)S9h&AEr?50Fx*7?uxmy-vo@TxeHt!S_(V<{4xi zs1*Dve*UU7zT$i=yQs6k4xUcJ+t=iXL+SujFn|zXY_4VU)FZ9dcBRQzgU4b64C3KO zb3yMUi@@CCX6*DI(F@ip1L^|^wd6`jYSbKa2{8ZdRzr7|G33L#ca_$TC4Bf(lcNSA z`H81#ViuWUHoW&UgJSTRH8fuP7d)A3Lj6ri6M!-a;Fg|T zRws^!EF$?6CYLE-01LRe=c6}_-g|aDP3bem<3wR?q{0XNU`!r4l>Y(+>L&4vgo^Y{{ZkCd32a0 z6a*0>wobSQ!aQ!)udL(JXs)*^p+wpb>|rpMN@Nxyw%J+aj<0h!7!v0^Qmk*(S1epK zsh!UGVd0XZCh1+?NbI@MS4mm!)(0`m3v7rXr|fY?>ri$Rd!4%&{Pl>yKO-@G3;$(> z24XacN?nVuY6mR>vw%`+2I<>v9(jIH4!n~YIa(_kOxqH!y%7kR+ug|H_zuFBZ zN4H`#a-{B^ax}eIDqTt#JPrLgXxIfIQiR^@#RAL#&-D2kdP7?)7~lzXs1Lp+Mg06haoMG0oQGe(srf_3-OW7bu|ti40}e z*Q;Uq^K7H#hV}uS!HSq8Foh4=E;nwT$G-w)sV%MedPcPAuZ7BV=!l_E45jY%74VYSCa9fQ&GIXg78 zh;+);I4@k%F^E{>G8>jSB1-ZaYsp@U$|>1=dm@SfM!~JnB~Q8hys!r?Uaa}AbXuKZX!f|N_=lfziOO4Z5euMU=ji-d|!?f?Ov;~SMbp)1L z&!Kvqp{4>kd{tWO2=m3UmCh3vZ=@76uWq1n-DPiH2K*&>mEHNgs7s(^CML}{5m$hU zhoTmmtN5d=v!?4&BW(O~8#prGf>TJd{)rNku#oDQ^?wxZ<5&kf#R zdq0Jzoz;nYi@MPh==kJXpKhKZ*K$|>g6Qnpkx+0U5Y*&gHZn=CKc&!8N$sF6!{OR4z=ox}zZj;?`GBuP!7(TU;mv<) zLvT!}enjE|GG5)eL66gN9~@?W-$g;Ee(Y&^rj0AuNeP#oW8Pr!9TMFLy}WP{teHz8 z7apqh<(h}vC6Ez9usnj}DO1ql?UCw&H_WpJLlD6F<-Z_|jP66V=xUwpai=?`QDn;3 zTS-uv8ExQf^cvP%R47crS|@>dWr5_)UeK6+Ed^g!zS+_RyCzxqhdK_d)I~4X#xhGl zkBxV#XYey89Zr*`3|jdO(V2D74GYYuhxyTX-eZa9!$!-JOgd9kI zQUymg2Kvhtq3Lc$xjAcV2uT?s1d@zzbA{!f_h$a}<3)>jv9a-^&P8(LtIbEC6y^l<<=DK%B zC7m64$dlS1qs36=z!>+GkuS7W#6u&Vf>wFqjowLwO*{v&t<(=+<}oZmrCf1$M3l^Y zToRNWDF~xLsI+)x_fNCUXC(Z+&nR%PA}iC|I@_#9mT65c@4SHs-+CLiyL@LN$ zIlxjUV2$fPqPf3)<>U>^D7_ImUS#K&T3JJJJ`y^iXbVLekI07a<4x;}+T2@(U!oN(JXBRoL?i zW$!Wcg04JweZ-`Nu!HM)W(H390WVG!!*l&klk!&*oV~3^oCThk)l=hODAuDKbT86P zV;0-60p`6h#*KctDB8Pu9=Ar0v`>83vk(J5gTpnZ3XXP}H?*H+4_VPH`W! zq$Mqmg?WPusy~!uft72Nxh8$O@wDk7c9Tzk)B)PJ1XcG2_XUl4$om4R?X8H^pFcA1NMpjU1B~SbZ18p_B2Eok3CjSisk#WPd$*u&=mu_s4I*^ilS zuro?cKv~<~NAt06PH}D`*U3>NH=29vwFyMYNkqKcPxP%!SZe+ zk9ACf<_LyGrw8KSJV|F|Em(R7Mz#Sl0w@GQjmX>V;scGQSFtCM()X~P0IM@d?wK*U z`zfN4xcEONvmyGSR{b$oic}#q?{*MIthl2ovgnjAvzX&54vGqE2l+;1{-bWaZ(Tu; zOBt<$H;)$ApI>(@tJYGx41o$Tbt66fUljYzjW75!@7y!g9i=0ovsw(=KIe3dr=6~x ztB`2FpW@Rt_j%@KFpvXiDwq!+eZ0KplER*N@#3y_CD$MSxS? z014cZ0Isi-43S3!JlnVHU#KZ+U~YI2%+vHCIS&*|%GdO9Vzrc%t;E#ffK1=XOl0vB z`J>QC2(X%c!j-=i7WR9P*0o&lC)%#|x&3rGCb|Wh-=?!1hQdc(k1XF_Jd8hZg~Rk% zQbOiEMtRWGYtT{=IS{lgXf6F5eKp7y%wqvgugHRBr#0si)uY-KnVwJh29c!6tCS|w zOdjJNXyumn7iTH5$!pVFLI!8eY@u<23^fIaOF1VUxSsaAyP51^`dVX66wazg>v#VV z^q!@GW5F!0E2KwiguOCDlCgB4pDS!8fyXz#QQy%_4V7^ZqwpDub6(gy>q0&|d=jxg zhnqNwP4<0=4;SM(@bZu=V0Jf=rkNTuH#k!*9dgWi1(^QlIofoZ-E!7Wl1I(lSKaI~ zo?}K$>OO^DvL}+X^lH$9QV5$0_JTV9BY2Jw6^Je?=|6 zbzH(!ql>z`(Xnf;)qUljb2h+3G$2JXB2UyeE{&aRWhZXtQr3FIzv@7X$*?%ArexS^ zxs0n-9G}v=WAZ#`NxrsZlmY)r8rg03P3ZltHU34^r43GcUo0e7*nWSJw<5J1v?xsM zt3ED@Qpqr`okpLH71+~N3yXDCGQ7lM3#(gIOw;-q;j5FBZutL(g$8(^3Tp!!5yVn(Ymv z_otxc|McGbwP7SS!TF~bgYNL=(Myyuzgy8xsz>{s~zz%^d!lZOAm3NEB;N z*LcUt5}B$Za_RQ3^$@>&F~4GA$coPHr~NsbZy>{N)U7N-Hho_F=d6zp!GhVQR5?5a zw3h*|wb^j)ENmegm8D#9vKI`<-&16~4;-h-20Ys`!-g(ZA9YAoJeLOzK8gLp{(!jY zJ(w>3ClewiV?kziLu)T6avxgZ>T>d780Dl)M&#Jc_^2M6DN=RAag@1e^51rAj0^+p zS0;u{6Zck&7Z>YhcCwR-G8ZEGTA%~ZQtZacW_rjsRPDsqYTILABn(4*4%^_U`@V(T zNIoP-9sPa$%f=bTYz3DD>A{e!nL|ut3Vk<-<9!unFbcob-ZC@VW0y3a{uy2KE2|Xm zOEVc(C~*U(38?ph-LJS0KJ_BPwKZgBhD3JtHcv{0Kr)cD$ld%C0{rvmHG3u~e(>YN zjqSd*=YD}35C9Vo4@$a7;f_5|{wT~zUlnStcmhLj+)u}ikLK=JIn4fm7cB8hmwNa4 zP%iQRZ+Ff{Zau)$&c7)0zPT&ZpbUd)(|584UUs!b10x93`L#Uplim<;-u!NAAh@tmdVquENQrR=2yOaE|Vgy`D9k|nt5uhlH0>$z}$hu zVk9F=hpXbe$rpZ@A3(Vtsfa2qVo)}WeqkTJ4tCwi`_~O)?8^;?P^|hG+#WnG_ey6m}SCXnPH!jno^`12z2DZMRPDb4omN{Cw_RvHLIW6CbKtvPZg$DgJOLel&O}SLx#y@6Zl4 z`2*e}O0Ks3M-*R$fJLj#|BkIZDU{8r{717gx#w!bgc9MKpIW9K9~WK{iiMP;qLd^RNm9y78)L%xOLN`KbuXb_>jc`t zMX^Vugt9KN9ebt_KO4}Y1g1n(WOi9RtooEYHwQdlk4GL2o>#5OYI{etaLzgd%{v*s zjBYO>`eRW*hHQd5g^xq=&thQn>p*kD{KM|$qm9cIj=USXHAGvmjOTyc+OBQeDpDWg z{}xeC4^j+%)AAOW@S#av&qfvhxznwD#Ge&6OtFccXEuBv^eKBL;MO*U(O+oothrO$ z=0sXfgB8j*{$2eDx6aoJwI2R}fuVcAZjUwF;LRvw58m0(@W;92hDvU^jAHoAhjV8f zy$)bBH>1RE4NqEfm~V3R@xhsbMUb4uO|j>JxPU9XYxkhgQOZZr%A3_q&$9whRXpRM zCh4I%Qj7#6w+jAj{4j2x9a>}zI*A5N0Yh@caGb57!M|Jf&lv+l7=(HJU*mmTj20Y7 zT1~;G+VpaL!@*tx{x__L&#WUo{RPc=>B55JT8ttyw0zHi=a4h3+YelfaZ+tzJ?+5P zS#SBvQZr1;DXGaepoSB7PLR&?nN@z5I3er6nU0#Cc+_E`9NoxhUV5PoZ1?t~^h2OD z=Qt^qR{}+Dh&NAa;EzDB?Yk*>4LC)5nL9|rkXsta3};=Nh-?nTrI_P=A7Ll)DsQYX z4bn3I+lk^;{QvY;)|mT!d6M#b)XPV!*&H?q^}K?ZnMX}$A8{#~k)?NU_>@-z&JL*3 zO;NfNeWvD>)ii%)tg55wME_F#a?h+hnD&7ShK5xDWS~!MGAM`Fe>SB^Zt9lxPRGNy8F1ur#iU*CqBd& zMUYn`Z)<-EFBN<0uCW{XVq-D^ur{F>pQF2Pd<^;Ok;10fAdj1*m^gl9-c3}I(vq(7 z=#BgfN{+TE)%Sv;=KMuUxDn@gOEkdBa{m?^&NYT>X_ZrCpU<0WKrjqQ5qYL)@>;U5 zp^7>0o*wx3vA*YJ%E^`j(fcC(13xE|RS z^$(Qm0F<_JLbI?J6?(O&*a>X>`KT=#x942C97kR~KHyjPT1FL&DsA2@$!o_$Lp-BTWCfiv*%K+c#7B*(cbUCCa|>^zi2;dK z>9N%C$abyxAkC)FH4j{##HexRhvW)Phbz6McPWJRdzv#(hB}jtosR@vhyStY=Q9Hz zhq{`{^SSZyO@&cKZ9nP{P#pj&MDFPJVpx}zUw;87tVd<=#M|Y6)M%lNpmPzFc9fxL z2lLHD%HS{B6a|d-c|;z0iQjQFHhExq5orEFpkkt5LT~MqfL~llO@Rcn! zRCuSA`H1Ly$lhP&PAsLqTZuc>*=mm)MS|+(z*_17yq>_! z1+`)D+qlLnaZ4x_$k$kx8aUSM4y14w13!+JHW8XgI8&H``VRolx_6AriTd9i>aTP; zaDF1;8cAlGfl{!!;J?eKJ@M1|;3Xz@~SN z%?+BO`_Pp&n}ZszW)F(WC(6o9Llr#C~(F{%=VVz8j!ZaUbL zq`pbYS1_KHky}csCSh`zLdo$YstLQ#iM31BG_A^nC(tl}s&yuezO!afzJn0GeyyJz zHoDhj0GWw-qoc+rOlTR8R~(*^K&Raqr>pN`J;ataEg||Q8^G($5V|K<=;h>r$VE^H zg6U9;Hc$59e8(O+{|R`sVuVN9YxkU(+`KE;x#u2p@3U-9cOt^Vlcx2&QuXS4g)Ag? z?NFdMf{OiPwCdnE|Cph_f}QGqU`Wo+QhLx^oim1|Fsi<{X);-F*8~C@K26{Tfc1cr zEBtscn7Xmpy#LLWssTaIrjDAOpNOxmX;^cyJ6k)p@cR|Gb-DvsEGP>1&}3`@cVb(V zc$GfnS%*YN%8=YNd-k#_zb3-!jg`h<>ha+#x1cffe$m=M>(Dn%KCp3jXZCmXoS-UA z%&@F;=oH(gmBVu|2kKy^ZvPOTVnxgjfqlSZv`3IHlJu!?~ zv{PAW5q=f}lheAl&54zlSO9RetmH>0bhz4np8+J|4!CK$Oc$;&kUUcZc$iWLvHJF# zRqrTTPujbbEIpS<3oLalGhhxapn>7k!J77WsI97;|GL3SlP@5f;AC_y%|~ZsavE{$ zGSA*Ts4d(+%>A-^7bm*uml+eUY^WkIO-?nK)hk3isXwJZC#rjKRyF>ZSHJiq!T&jy1VVk0S{f83~dWSwtRc(olRLoVi352 zPE29*!UL15{y+6ZJ|1hka;!y5t%S1~eV_q4y05ewuo+?>)Z(?ZwMfNpx}T=(okMp^ zXG8sjdy}Hug07miF$Iq_X154GPwrKGQT%Y^5f)qJ7NwJptx_A@#*%v@p+G29m!WrL z2RfoUa#fgptmZTQTTdd}$LSH^Iu59<;#HZ|I6*zXe34cl!Edn}iz5JZYg?En z^0`(PwfJEEA5+&I$maIHZ^!K(w^drZt<_Sr_9$)_wTq$%X=_$$#3n{3)mEq?YTnkW zmDGq8qqkI$qGl@g2qhx5H^1{H>HYrxl|*vRd(LM*&+~x-31+^G`_g<(ch9muhw+>g zOF%%s&8Ntojw+G!F4+lWDTp9a{EE$S2|ddngAh$`TT#EsWK+Wlfl z+W{whMY#$g9^)zK;+S$s^gbm!3=LQ`(N}&NH2SoN+zSB|CaB0j%e+2viUH?6;+-_T zO>HN28JzDd5&j zSj{CfrgMOD=XMW16*1ou7(X&7`cO~AJg)3Qm6hwSQ~(fWs#PTFR`O~2ci?;cj9dJ4 zs9>NVbN$`=%}q$aFX|RbeB~N~CAn-YFbNv=`H4w&m#&M}X^;9WSx!}LV0`pu)HXcv z!6%SCA%zO)p~8VmG>l$=N=TvJ3N+@(-Tfb2sOdhPQzE~SO*l*eu)$qkt55kg2;&A?Dt@DrC#Hc|Pitv-llmpajSlY4p6JsU0SKgr z^5o{7(oK5nl1eusb)DAcL4GZ{(jUh1)F{t)XJMAB&!Una^77j(PyKe%y*yd5)z3!S zZ*`8)UJz3HI5{nEGW12%N6*W_*s}dHfUm{-jagG!9&Kv&hotz&8AKt5X5W&^=?5OZ5ra0lbqY>7cV7SH$$vYJRaASkmxta8~~ z$Jfa4n(}Ym+Mhh}Wr^SQdKAqQgMCxIKH}mkK%@xuN>ca#z(nQBkKELle);Fz+MSU( zd5*+&3Ru-XX~3O0i#+t4zhHO1@W0`U*oS?}c5`>=Y#5cD7&@D{o@^m9`B-{Or~8J*_oHji>?21>j5tC6(@!UAO(G35nT2fxG8* z>HG7c4J)2L=5`uc>9Oiz;dyfcMQ5A@o*T4QeuUeWeVzHs^K`{EWIu*$qfb?12UK-{ z+9fBYh{&o&_l`T;hRc24M&zsOg{ zFGXW^Rq|0F?Y*B_DOB8IB_Pt@Ofxjd6qK9jV^Gei-(D)@fH~$5VwD{{_Yt1n{wR2sqJu79(v$Lg<~yQ- z*enrwSAXN+-y4rc%aIdE<-yo_N1R2mTIR;U zRCYc;s6Lon)?!%`#P9B2F2w)6vIu9IKjUjE%A`L&A@L0zw`p9G57J+zlXS~n?{u%f zU)BkD*sqnDCJKV7S|BdeQ%#UATBdq>>T|dx4x@WYS0=r=in>7Ytp(-)_-5Dr71`5X?z!lHCjqr{Go&1*J=Vp z@gM0Pg#;~&86&DqZXPeHj6eS-XJ7#tU3$7>@w~n3<{#HP8t(jUO!@6l%m%v*<KK>iTu;*m#DJsQSJGz#*6K zlYctt+7bUL^r!0->F%20h|?J08GQ$#Uiz+{+aCvfOuMWhcE)b=zv9>O6>e(-!01NE z`4DU0DU~ivnPz-Q!0q7g6NH)D5F36!tZ7PVs-=J*BT;HYjD#-aq5Kaf(#5M7 zM#5)&vHWcZtGCSLys+CBMl?cSRFJi2)Z_TZ0}2m#8m_LpR|@+B5Q@O}<)Oj@Qp;28 zi@v=B#NRr&K*L+-(dyv~_KfjIvnL#WK(4s|MQQ#G-BN;I0&u)N-C}&F;vR{X zdiR1zvG9rR^kc?GL6_1rSK-pjg01Sh8ctTxb!pr~eJ)wiIK;awA*a#awMZ{6EtaNf zrDe=SGJ;&j>V!!pTE~&`GKuG%!=*k%Y@P%wkhC0BTmdpNVlL_J$0u#)UGBi(SRi8t zVZZYk%Y#Zb{BD!nOWQ8i-7ZW0K8?feKpIH~5d>f0C3dR#Y6WdA$`55U)xU)w>$!t_ zrvdLZmfHOxMiKw5fRkY0Q z;!%OCCj56erAbDEyb=Zvlwb{b zs&76?w0*m!BG=47S|2y{S<&brgJ@JTm5`Hq>^pUJi@MS<1h&w;Zn^BVfFU0?7l zhNNfgEIU)ecbmmFTN)oxpQB@avpJ<6-;!p;ZW2gclKF9h)eT1M4s=PR|G|*aQv?Qo zVNi(1M|DTTmVXfCvI{@}5adN`k3&X(XtqXlxS^gEk}n}*Z2PSiy5qnsAAKN+9sCI} zLt4T`tr<@VOH|kZ{kcgRH2wngOBbIm@)9Xryr_o3b+d0>h4T;LCl?EB0Q{9nh6x@5 z^zl3DLYP6d=@4TxtCpb_`|UjU4IzmF;9ojT7;T>lLEpI`LA5Cg!m zuTqJ2mj6cw$ab?^qJQ4i8L#teRw%GXLbAXmF^w5`~6~q7{V-fKby57@bm#zdN!&P{%WhDl>YeGMBng5CW8XFtvH1^ z_cr1=HMCl&iO(SBaTN-k4xr;1xpJRb6|u!$X^pTCx#JD@^red~8$SQc+@W{);Pv2& z*q}E;(Gp+4fN!lJTDoJbKD{OI=wUWKE<$il-B$0RGFOh;dnSMcsM@A6 zqKZ#{t&Zd``$^1L_nHvbO_pRrRGIsCBaudE*5MGG0(bj^>aX1F9V{jXo=@v_)4W2- z4wfPwU`SS|7H}O&DkRmy!`8eP%r`hCES{~LWD~Ri>6;q{$}&3(H9%5ZjCg+{|Mf9u zmhYIKDg{`oDb^Z!#i*a#5fSna+YsjVY-I;pRzq5jcTg0<2Ky0V>&$yeiCK7b$WKj( z9sRyp-YaMw344WX(A?0l8}?i{^FN8MS8H{*(TGOIKz`pY&^jH0+mieu^Anx7{c1*=Y` z^#AkaC}|FBoq0umjY$cA3r7pN&TNqTZ5oZfYQ1xlnz8oOvuCzTA%BxwVIlLes1bj- zx%m4>P+x$grOdqfsD9o$=H;i5&1TmxuoUx9o)1ijZHMcwKEC=wr>VY7Zko*NG09Z% z3dUkb&uNV;ml_<&Z;9h!3yjbv9K8AHZ_3g->|Dn21ti&CtROojp-o&LxpS?aKU_Ui zMYH7HHRWvUkZ6rI_mRzwt$?tw8$zeO7-bptO4q)%uCm*9Q&BU1FO z^j$6hL2%F@-6@4w5W87Jo;s^!4e2t2PQ&;wH@=RK!G_fVdv-KrUYw`x^Ro>f#X0Ls zL=kKD{k`?-Ul3nk;V0fX>6vVRQoGqNoyF{q2IiyF*@qT^jAsJJwkm@-M(W&#QEdsUlr_@0)v@C$sPZ}kWkH^#|E-!=!{L9Z%NY2D^soPy-# z=l`(%Z0}uGy!f#dn@lqYn7xyplb~qm-S%s1&y!ChadPaa=0JqMs{x~m2i#iWBEXFy zOy`&sbsewWl$tyYQNSgUdPZ$KON&i(!Yq-*V-vS>Ef0WXI3DBsC( zXE6_sg4_CS$hbrqtuf&n^>O01Ll|URfRt|+kadcD8REOFruIkU(N4L!NmJTVW~VGO zWl%vNy2q82>%4kOWo8JPd{lG?e`)a8qPu}RixA$FI100WpMNOmp-fC{0$2B`ZR>0R zh@yh^u!!Lb#O$NI_p2@x9IBS;HPM<` z{6)rK)&t1rf%IG@PtfS8LTSq7dc3ykRl-$Iw(O&yGH9gduV1zx@0hHLSfSY%H5I6i zFR;a-6e_`RmvIICR+mPGB$l*|5 z^wXxw-O)k^ebm_huK&0YvstsZ~L4E1P`#!`2Hf@`aj%tg_d!**KFe&0I47 zCIApG-K-UubqF5)VXP6zkrRfcFG_%PZ>bKM)^0^RXHOZKTMZE!=s4us{IjqP&K|{)L@aBu{njoEB&G zR21T0y77tdZsYjE^tCC8@tbW7&S<7K9H8F2No^^j3kda+H?aI|=5-yx+U@`X2~c$Z z_T56)+NbwmKB>J?{}$=G(I(#x`8G(f&?3)z*s4XV>gWNJxZv%Cz=6k5S8Dc8sg?R! z^v5BznWpNp6Z26soyf}^gU)j|dM{=^zbdfJCW-LRs=KTQ-}sH18{s7;SRDM*cF^Mr zlBM%lFGYOQ+io}47mdoeT@iKQrEQRoJQP*~X?~QW?keaI8x%k5Dk>aoy|V_X{&JM@ z)trcxbg!cFld>wwH@b`Tvn(}{rSapvd=uwU+&0f!{hZm0`!3&WYB~T9 zkS4$jyzl1~!AAxQ3cCI$!(Wi=-0SZoq|0!st4Zfm?bt>M059eLx$`M$>Y)I|McXTlpR^i z2nH7(bU=4vyeB>&9!*=vuW4BPw}br>9Y%xaF@MTc@aR0(j?`uk&QKlEUms!&mlsL1 zt)TN&o1WQQKhHY&oY@HDwf%bUkM1ZKad zJ>-wgdmCpy0I?|nNBp9V<+;fyg>F)zk&_g~ciLMU3YuRJc~EWlsQDdz@Pi-r+AmAW z^nWz*e+zh!6W`&M_Pp1x|qENS`C1= z4Q}qrNpwP7(=EBnSC!%C5!OOk53MNx{_-pO>) zgz_QEt#sSQN{bSNKp8?^P7sJvrM1Y_XV!T#aM${6ouY#{*H3|3m7^4YSzbs$>x`4g z8!JS2K`s;Izkq`I!p$vxHf`8oYZ;yun~pqUvQyGNhh1~|wj*@9Q}#z8DT{%zF8+|}e?i~R&SkIwlP z`yCkU{*!~sYkc=%9_O7lXwa`s{RX<8TYGFJ9A!@YnoOYX6>jIk&qzNe#(@O_H2VH= zE~)c9WD%i(O9E*owlk3Eg&+{UAmJl3b;_R||I@{#Y$B`bu8`D9pf5mkgUi|$gnfSM zy?pF}ky`US;0_^N1Guiit354(lRWR=bascmK0anz+h)KT519+@|8fVF?52@+PjX%; z`%`{(6L?hff5<)|iO;w*RzghvyPnBaVEiZg+HHC3hbIS^cmN6c7FnW z9TQ~WkvHc}R&lE6c){|whvzf2Oy_?*{?f>ejpYEI802RYL!SHj&*T@c zCv;|3BFsFwnNIVb>&nNR-jI+ngv4O^)2Z9Od~V-y?PQ4l#cLR8x- zmk+lM0|-^X#Y7Adeh{n@<^E}Y&5jFY1x#H$Nhp>6t$o{vcK&4+zXb#^e)X=a-VNGi zYRRNPFpjwmgNk0anZ|1;a|W0l4sk~6({lWGWc4a)oangr_LsNGd+lbzY#Oy3YM*lf zOi+A-SoLC$_TpSXYU&-=H3==KxVHnQGRyJ!IM*sMu6aT&z1aNQ0~;1ETuz%$UiEI> zAjVI+{yIEJ6IN>NbOp+bKp#XO&{M2$k~Aw3MaYQ{+)zyb{IygVT}|zl#Hd?h@}x^U zIGBkS_&bJ!xOVH>+KB4T%$<BHDn7et4a@WmtzX8q6d{y)b?)%-54bA%)c$&%ge}> zf$AjC1d6?C*zKIUqx#p*Bm`E)MKK=TKOzQl>Cg6iFf)(gy$!M79jfs9yP-)mAa_{w zP)6Tcan_Zd*q%|Hm3VH?tqvx-zG8PZ6vT<14^MPrCbyptp7{q7i;4pVnc8P%eD^5KApl@bTeUFr*Z89CtD!|7_vtsQv%N4Q8~Jj zhA+H|C3Y?_J&071f@_=Wriuz<3aw+cw=m1!LrL7J1PvAR?Opn+)#u8K-<|K>b8~P8 zm-pAOvBmNSWGDzr_Ug$3z6~bnT$-1|%yO%}$4{n`0ZaWt{lGlkbyge$=4)6u^0*36K!hU^;#LV|A7wm=O%oLJsU4h@tt}Hzw!?c%;wn7UuJT`nS;h zfwC%I%JRk1$sJD^cD0owqv4J3qq6f@{R`_en3%UQ!$f(5a@bW_6HPX+1E}Yj(_T%# zm8^=f(K)_#Af`my`Grqc0vmhYTdi5~S)`BFXQZ9r@og!{m`4o1bQX{}K@XQ#k!DQ% zO0N+dO3;YVr#({aCg`y_%xERT%J z+dXO$*9!)|Fe{g)-SzZYm5{{j^@Xd(v*jxRqqxLRU+1))$+5lw^K$vF|6@`GO_!H6 zGhdeIcaTY1Vqy%W5ob0v6;mrhad;YXS=B)ferf)S&fI(lSsWXDY5tCuy1D3yR;`23xHu zY`Y$`X}{F74op11c4RJ?buKJgMn`!{TH99h+XumISdfhEqlZ3E_x{3yL0#&t0#j?tHCI@2t2PrxU2tG>5eB*k zos9u==@K+suSLt0S|DTJxwTgHBJo$*m6{aG&UQy}RL_2pa=W6MyD#&c$UHu3s*X+) z!tVXbYE!Hjbp@VnSHfHCQ z3agfr)2nI~5bhfkOtyOmZG5M3 zuI_`WEoG58nGRTML2ul8XTLQQkVg7LiV8+bCOo7?bmGbso=ty@2@3J-Z(0Y!_}dpj z%{oq6%|AZtaQjw$ccOt@a5V&Dv4R8IM_lz~-Em)5kI^6W7&Q)#-`ge2fJSuzI$ZwQ zCkphf2kvqXJrK6^rIxAZM1$fVmivww97*B!!!nW1o3kICD`Te!0y%_5^h zqE|`8OW-7+#aJztR}URP2E6YSnLaRAA5(PNIeHh90Fr^I7im7{mSoA(DZ_ujomH+> z#B6a%&EiFO$xANm6ZGd`VJLcioXf&rrKk7oQN%}IS=bC1apz`6E=bg)Whto&^v#_! zZ_Y?B|8X*~ngFD|kn8bhTBw#Q0`2RxGxb5{Kgxj+3$Q|EL2iRK@D1TsdPXNt>GqkD z<;laW+6S06{?NeFU%WcnW^<$Tm=@u>%Sb)JQWWYe%1eNd*7f-e+<6gcFu>COfhZpR zB;)wO{ohhS^XAUI3ZWt3R2>6Hs^~eP5FZPY!Y@06i<^O!o0jv*6jfZwE>GJ&03qv- zSdIMH%QeD3c+<%%m6cb2n*VBDDYN?l+?lxDsl`-hvc~VBFS$&7(SJxpRKKZQd(A2Tgu?yn7X>ssz)6RG{LboK=dR9d|xhjtD zHSymqiPbTzIJ>x1w)tf?Cup{DW%3`1niCcwT~%?jH|yG;dhlKYG`FfJq&nEl?5;(} zpXM)mC=$L*;3_FEqW5X@;@XH}^Gk%MKs({pH8@fnF>2OXKQSj6;?b^$OJC@k zcR2$2)S$gmxlJP2#8tYYT1gX&oHH3n#bgjgD?^ z&T=z?w>A+0@Gm-{3YuyA`97+cnMH%6(zH?Ewi}m_ z@-A+_iIYoH&pGW#A2z$gWie(CydlxQOeHWkt1MW`rO`GS-D=x z@Sbm9CNk~GX@IXLaPc+hWCvF)Uhc%NS5*};y)F~i*t2I`u`?&*KST;gXS|md!=?2e zn7IWsq-{EG09BE^KhNu1x6f(wi2)^NTKJ}c(onS4_DNRt@{m|`b;_hx4}|Hvd>00(&XPD}O}bNF)0hz_n17+mN1oR0dOqy(bY(3! z8O)w$b_o%D5v%oU)!ohoJnlE@8V186O9kp|3pM z)2)Vj>Qd>~))owP(N5`pr8&OHn0b~U4uWv5x03I-OwInF){O_daS_a+Sm)P-YW^6e*k>F6vMIdtz zrD(?O-U!0Ri$DYB*SAn8V4xy7p>AitSG-^}bs+qpSC9B9Q519(DuO^c!WV3gvZVS; zr9U623A96VSaJYcgd`GFZiPmT(9C`P1-C&$e)%pm{*LAul6XCt@BX`G=6p6ND5J$4!L7o4xhrae-AyVYPsM0;)W{wigfYv=Q3s((xhZ zx$;{6p4GPC9IvE92z>pe>kr9G7ur%6#0l()3;NOk=&tUTo4=zO_Z4TJQaHBo`$krQ zEcB9wfYr(JLN`ZBK1)sx8Xj}}#Z-F?j&vr~EpI#B;48hN#+drLs;)=D6yl+EbHloi zV&dX1bk0QD8GE?%H#2=On6$N3ZBj!$Irg8x2J;COt-= z*fqdixw;g`z3P@%bxLd#n#!{w=E)7DvW!fFq&EJjJ1Vu|el_im)HkbNRcE|6VzSK~nNq11|Jox1+5={$ zgE6V^d&%wP`;tR!QUR$zQEL28sfn~4-?ytJd2cn!D*b^pM!Xt!zD>OcKN!V|_Y)aA zLXdY|u#gyUhFZ$Ii~8PBTes)u0Ehz`JFDLtMo^~xOroh+lys9LNx=1hS_uX!-#&%OZK}~< z@X>oXmM_DlX2;)u{9J`AcH3%-Ec#DyaftjSyJ4tFZ#Aw*BoCR7@jfVwN&~^;UN4|B znLBjS2 zq~s%WrY_j+LrRPF?l)(H7qW3+YO>(XhDTF@BAkyJXrcBRFlBfZk1I0+1Zh%ort6wZ zoVv{5)Q>{0@7)is?qGEa^n;c_fvSSOC$GNdq$G-uRDgl6~Xf~P1b`;Sbqo)Ue55L=b_WRxa%}nI1cr&AI%q{y)lz@gd z(8d4>z{qOFijxjS79pjl0BFh(uZy{52R_I2SLQeMXMbjuJ>-opdebpp!ai~=xx0YK z9Cg(b+zI$yM&QM(DS+1WXe2?C9Yn+BqOIIWDf@y?z4|CpM3q|hs=qv5zJIKt#r}%G#k`?H6=Hh*oJ2l7f%yZO)Ni*1 zO8=+4bzcE~kg4CfS1&XqNjKQ=@h$15-F|fG*UeFZ*#Mvu=X2pgs^-7GHs*WHas_9Z zfRLv(xy}hMH3A3>q$hQ+w?E&^;d}8qk-Gt`M&IgAsa=~Ak#poe!F*M5EFow)TDB#A zTIG_4`#uk#yvS@+T0eP}bWM2>j50DgKub!GtNrTRu~u=I6+*R8ieo)nCq5WO3zb}x zRy=`HW`sS^b!qQezemCw1(rccQVZxi3%}BJZN=lqmj_=+a3e)*wWW5s9J#uAsOtC- zG%OHIVqW@Z$~35LhPUYNnNzi%aD{`H`bmI7?cO0#rgsDrS8Y_v(=Og*da|bCe00Y^ z+XytwMFwo7XGZnP=($;~1kDFrP4E!byeLpoqL{TcW@MC%H6}>|t3uXSHF?*B*q-Voo#Q88$I#caYgnGyK#XR?6f!!h%WfW2RDiwfTa%>at}vJ^Gi zZSU19DT0t@B@e{aBdWq9UeKp&2EM-xfO;c0H%=`kf) z6hIA5)nRgs3KjGXM*NarxM>;czBl@AmyAa7_wuYRe;k37F$DhoGd#_;$73XPy|oPf zU&Ena!sH&s=bS)c`Ys;9(wPc;8W{b_(lT$1O!+!H)&??t<_yenod%TszhlqtyIh)J zc4(5mgr{*utqecmYNw*p93*35=bK-#M_LrCor>9hb*D!b^L;V6u`V&w(BP8`%9w*Du&p`4qB5VD7=c z_tavOS^Wq7BD}HzcX-L#EwM0%j2A3QMdEmvA`zLrCNVtVe!dAxlkGvp>I)F|#V6U_ zY~oS$x61`H3ZR=Gi+?cQjBK~fi|zgS*ubDj%YKX5I0bE_t{%eKPMiYWe5FZ(jU1UT zS4KyUgu72G&ioB2(hBUr?SGi%71pwGHvXDz_sPrc6TK*d+Ep{L4CG>*wYAvGh> zMYS`dUdJnnqW;wl)?lC%z2!`LcG*CZv4?yf99$M3``}VovgEV@B|1N#PJ^L_SLSjt ziu}Ox)rEPPjZF;@o{(Za_$J#zk3T1;cJA}#cTW4|a*MWg9QdEzQj$%`XXRt9Sw5BO zHHx6PI|M{nZKWIF7B>dn$9^RH^`|=hos1U&eSkuvroa2)2Ll*QnnL7zLEB7R&pUj^ zFu-GV$~_SayLG`cWE*e-uYdlhiPE0ON9>pQrz@e&<_xoKga{3Kc+$PJ$|09<+>ftq z=4{ANd`IyqvsdWNqknAJ#P+^RD7qGreVQVFuCRp5q)j`cj7n0lUzPTU1+_{_z3@5w zGB2Our0A8(m0QY5Lv6}GCT`n8c&v9-G3r06F|#x2H=I_@ZlS)yvy9cNd{>+USkUUw zJXv`Ib@^2DyvX-{N|!r$-mE-?)Qa-bxM7+TIl(pft;xA6dW-iB(4Kq;o4hy{W$dGXGMn8il$OG4E4_SQ5!o z^>|itVcwS9s-x?gm)o`RA;&Kk(3573{RBvHgQpnIN!0C(u{FUEv}=(xs+hzH zCh=zNh}Kob%_cI|7#z?tPreh(z|JN~OZk^#&36l+iV1&u8h=ue#{VB{!)Lj$saUr05=qp&D=5W{BT9FHcg-!W8AVK|v2KYJ+ z+DD%g%S4|=wf0s332?%Ya+|HP!=>C^e1l;@v6SJ|<@IMRZD0$FNmTHwiZE;5!sgL} z!xd^r8WWObLS_zS5MfZOJ7;vxd437iD)rWVldm6n{Z%k?!5I9zpw&G+Kv?vb(g*9J z8-!#ft0IB+iX>dasfCmIZh8Z2q}yOkufUq#nkHdfCmTi*_|V>TZq;q-)^i0T8esFG)aK&VUI80zT6nK^oicvK@;@?~>4!-`@X@oQlMH?FE@J%O1_(y;9*fBg=roRqGVnAo zrio##DTk_YhaxU{UC)Q1o+Fkos$w31CFfBByOXyzk%P#vj%q!}V#3K}sql*QggR z(Ai^dJlGmshJjuoariULkvFKQJeaK*!d^rQ{WL zfbjC_Xt@-oXCWR)c7aoSJJG(NZ{_1y(zCT6SmGIFMr@xq$nBV~=)R*7%tq%I<@gC0FZ;ylwR<;81C3P#I&*q>@h#cehzY19bmG0dFTEztOriceNO0Lnw z)rpLUEx21uqr?fWKSwA6HC&eC*vw z+clp5#j&c|srur$$i{|oK>R|2Ge5lrvWs0M+xG5_vw;DE9X>$c+ICA(U!7hAMm{@X z4(2plDMxEpJxQ6ksmhbuHE3}j3A%CMH)kohajN5RLZIdq(rP=OUU{?mMMzg3D6gY^ zCOBc^IaNJs-DJ7^rhI>tu`ss%V`%d(94i^({x6866JD8id_TYs{ZaIdn>&PX9ja^%$U1W8{UCp>jR!WW(H zI`G9&7V@)}&hsUq&aYD9Zj`#%sR7yTK1t{o;ycH`p8v8LRJDZ$=g^3sY@CR(dg+cx zp;#x{BYXXC=$k-JzD#eZJ#(M0f9T!gX?mWdNQWZmqJcM`%-Xl?ySRoL0I@uHt{Do_ zZ_f5@y-p$P-Y7MkU-ZtrUIW|-^Xo@W3@>^9n0M3O$jOf{%UgyEYL_RS1rqf)yrHi> znY(Yfzm3Si%7Tu=B``TTWa&>>i<7UiggZg)Eq8pi4`9g}@xIl9e8f8VsfRp z7b%JNC%tZ}^7^=a9u*VUI{Qr49`)Mti1iG9KTDFn-J+Yi_Havf?0XK7j0pK=zZ;X= zhUI$umE4T?rAzQm;P$6j0V*DJVb?$O$4jG4+9V(E_s9kb*&Qv}vJHdcbv0o7w`G9- z>X$ZbW$3rHl>n7vjRXM8YFLqB=*Iw7HcvlY|aNPX>N&P^XTjuSA}bfUnUOXF5%V*=GQ??Pu4 z-x){Wye;`7VF30v<8W+Tb1LVuvy9ev@{=LRlIXhh_&ClaBeslD?YaznrwTTs|7oKzAEO4*Puptz7-`2HMz~0NacRd+8Op<+NwIH^B5!=!pD4TuX1)U|LT(Zw+mE5gC0N0$XotQzm3S2?8TuC zLKf)UHRkB`w5m8uBKS8h@SdpDExfm9>en;Bex&tFenj~j^64Z;SZ(ttNYc%lFE9f@ zOJ|Y~o~!$76kBh53>RH{IF)+RMaa(IJNiHOk4p9?| z!}OPj^vj%LzL?#Ne(gBfezKJ8%667GVofoYlJ~X~`UlWs%0QHG7{Iig)8N42Z0G}w zEbFPxT+L6Ty)Hi2W$$DqI;l0&ai8g+<0u}}VHS*t)bRG1@L*}exV&Di3fY?!kYveI*Uq=RE@)}nm362BrUdq z(KX#|hosW*=mjG@V$p0dr2%wxAp27CaDAm`i8>@HuVQb(`02u*T50~BZDB}ey7aBe zOT{`5QDd!IGcO>jJBYTRTcWJ7Akvi@l91$BepHI}y^>av_%nV38rD$k10G*_Ttc7F zIq8=kxa5|lTqRe8%kk+9zz$?b;agK-h-%{5gw zZ?TM9uY!=PyI>ET{9#2XcHpzp#MiQ$IWFf|iP!NQzKzzm^Ba*%p!dUCfm;q=-i_Ll z$bj=6KOe5+dC6_8?XArAaBnatD*a4rX?rRPMGxS*jXKu!$1De4?Wlod>VQ|6gHeYj zxW`hi4I!@+MhgaAEjk!Jcm8s@k-ix_{$T7_a3uzP#*+t%;GnajP+EOFue;aXaMQQe z7GtIzu)3BK!Zr(;HS^l%d)7S^JnHWGP(4&4D}saAH$uibk1y|11FffAefpz;sz!$W zQq5GL64MPvn<(EIFq!h60p$eO2Hw!@25$-6!$F}$_MPw$-#f@F7B~ohZpRE#!SUd{ zePpTUfr1I+Ms|Lgl&@6pTWnK zW1rH-@dgKHI?q`9klSo@^GAWr6c*pBLAOd(Q2~=#K`9~K^hg{sw)5e-x5kHNhQICs zZ(nAd2d^CvliOU{a_#Ys{5#omP$OK1B1sS>^3rnTP|NTf6_LF0b2 zY=ti&b20%lo7Uu4ZNzqvT&eV_wfr7of3qaK&t5fKr_U_=CgT`V()%F@k(~Z})gQWy z2@3bsI^KMnA3rS$4|f2lDAo-g>ohJRgE*?)wxNsB`$R?AwRdCXj;aoo<s z&zb4ShFeYsm&z09dIFr1b@TC?gI1!51XN^_TWh-h$}RR|MttP(%|TH3GR(5ZBl{(s zm(udP`Vra8tM8o653?ldxL8R<<^c^IkX!?&*Sl9NU-}H=AJn%`3eQGMR+65zs0P_i zs{;)xC^tD2L4HG$_@=0-jg2eG6=konkRCpmE%Y7LmgzRQta|{8MZt40)6LJQu1h1B z-)bT>SyKS@f_bk>ES;BE!E9ZbxFh`UKHT~D&o)pJhRmRKuV8H7b_j^JAh}1gSGpT2 zHFD7(qi;}li=Di?&P*u>M%UDNj>v{5isOSq8;dTeXktgs5)o}@`s0z&f)vk?mhFETm zFIedGxxf3Ikr|huFtxJb#QjXwa{a<4Z1X^Z6esfClDFJb(n_}XSmdfW?s%d92~Tu& zbrUH6NPAj*24}<4InZNfx(2CsZvMG%9RYCr>cQ~w{awb0+D3j1Y=6Qw-hLF1T8Iaa z8wyDNiL*p+sSPVv4<{c9DJC1!fW`FaG}gt9sjl_izb%RV8@kKRlK7-ds*kb3qJ`C& zCFH%t^!%@u(p9XtS6CN~6;+hU?<2`9eb@RpdnrUJYhJ^apJTr3feqUTudM}^B)%-i z7JEpeO8J%`=aPcR&d24o`n2Zq(BKtr-|h56k2D{sa_d_89UgU?*S3NYOWLn26u(5F@jsQ> zmMutr^C7u(UvN_5oFQ^Mr0a>DJL`B>e@LaT74b2Um+L=bBE*OR5`&9W&{JjB$(lsI zy*FzaJ_WGe;j7Xv7l^sP>qtZ5FV}l-)zqqWG{B3JDbuTgt+Bi+b587tqJqDxB+fFx zE@KTFiBERvVOe9VT70Kve-ReH+?T+P=dBpo84fk#@V0?2@4A}cpNo_&P|E>jPr7q9 zwctQ<>`RwgU#B|OJ?6n>EYb42AdnVhfb;F~onxl>GRZ70YMWa?L?~Pz6j?#)9Y?XW z(xo3L^6bNkskOdHMulksMAG&E(($|`T?#P?L;2yHttxn zMOpOIY{FeeeOolrgmHGPIJcWV|FJzs-QTDj6<9v4wOC-G4A-Wfxx&g(xU*G=MAaJ{fV61m+V#xJ&K?|e3(Wa>N`dKL3=@B^Ud!&wR4D9cI$`hJjP8o2B${+O z#vMP18GDy4QT!b+&X`8Ig8rA>{>%qc^zm86nVZb344U<8>Rn57yb{y3!0Uo7iZxBY zVQu~)50)rQ*6*{7Rmfynxc=aK@cE?MDw^4`-d641jvRiUFyofa2%LH;%DfL1w&;We zU=8N?P~gF?it53W_6tToY4vIn)6XfOY71^JwaJq(e6C+ZN-FF8B#}}G)25EGs(@{& zy;TU2j9$eJK=x+(Tsp5>=_}Qwd8(GHcaSeVH>i|L4WNFQ4>+i3!UtbwN;yEs@xD!k zS!)F{45=($cSS1I7i?E@NzYUAI-Z(dN zqUS*kJqI{68lFM3HM`(wy}I_^I$v&2-m9r4OJ_CkZrp8S&-LM@OD;#h2rX*O)bOHh zoEMUrfzwIyRH$S6jr9~9n#6u=@>}|UHwaaj$J)?NYUWi%zp!D368Rw7yLi$iG${4l z<}+Q{@zn@18g5OZKKZ%IOI6l_X@B*YE};T8V*o&m^+fk!B&x?#g;hZs3NAy>#50#r z>8zjywOOs8y0bwl>?p%E6^9VoJaf5{cMk2Gi<4N%#3+U!#Z0H{I8@93A6ZA8eAC}F-U*_zeCP4(Gcy427o z()+{|(R!|*OQGiI?-Pou7J|d&LdII%9&mYeDXidr;xZON3x*l|xZ*pp`DuS)l77ft zAa#k^I{HhOim7yYu~W8utBAP8)@nrKg)PH3ppF3uJ5zOpn)VJyphYbNxwc``F{0C~ z{6CGpy$1TkO#!0X$=@qRC6PD9|4~OvzYXg3t`6w3WglT$3<#Rxzq0K;wthzw-p*?h z@{>oeZnj6Z^7{T@Sc5VPG?MofJo`E7orW1bP`@IA6+3ws24}zg2jk(^5wuXfuR>SX7zg2()h z33KPcMS($5*0&ZYFb3Yx+aox`2j8El@yw&k%*+=$!5qOEW-{XMYRlW~S{if)tKbf7 zgQQ^Eh||gqv-XJW%J1ag>S5OIbX~lc|6RpCUrqUKU9Gn6t4NPWP?7fgs&wRXYn<$of9ODd(LDP};``kSHc%BvSfAC` zdOr~Z37~<>GC~HI8^1q!6@Jq(>EXJ7@8SN|7i_oM^1=0&Nn1~cBM|^4p?b;7wA!uV zfs|k%f(g<#)l@^7nBt9(`jPD(xVK_mIN{&M2Uz`S(_=Fs-#VsB&d$7(M{w9i#dUP< zyZl2J+M!k8Mtz^7dKJ_9K^_lcmTqdhBca-?>{#AqGmM;mTgz-(MPVBgeFlm`u6t!9 zjUyJ7znvAJr7Oh(?*Nr>>v?_mRS@uVH-9f9`^RIwfg74GOSFQml7f8sgx_%z#z8eo zyQx@y9U+Y0bAqr*n)1`-^@A#5&eV{0-QJG~obeZjo*q-Rp!}8(o(nU@gw7 z_ij3*Z`lRrx+|yki%$|A_kTfTptM z?cct>yR3cH6&Go%h=>$d5EVmUZ6HKIiXb7tDj*P=1W2T>U8F=>B1lmoK%_}YAOwho z9wAa=5+F#G5+XHpzLUcH{VVa_d(O-}^UO1I?w##k{uAm2Ur;)vO8>RLY-)iv)HQn$ zXgAuRUs(A!uiCc^Qf1vL1IP@P65apiI{phvPQ!-Uq3}J(s+EM`j!YzgCJT^=4iuo? zMJp5foa8+hzXz<}aj?H7{bc}r9SKx%CvUJy$t0)!%M}wvS0sJ31gpS{Q8qe7v#0I_ z-(sr?)4PZ-HRWl(w(2-VGDH{Uaqz(!Gn*xrgF%;aO->!g@g#qj7;`lW<2Y~eH0OJw zW?E90GP3&tznr~{w=~B`cni%6ux*J{O?#@{Y#%Z)fZ93yefg>I({UkV1vqv+fkQ!T z3=M3f`8LH}FBAPb1{QJNX=qfP0`2HdQp7*Tb{i%?`x6CDmI9$q%i6Cg=T_%!MO&oe zOeRYmq+n{7C8r`^LDYv}A6cf7U#(SRnA6kPL%AlclIs;mX@r#CjUm*)uAlrMcbkBW9=b%lBcI$D)J z0*%gpPW0~VZ~xgK0janV9?|<9Xv0QGLK zmk>S&XupZOgnbowZt288rSLTy?&bFH>x$&my>B&cp+s0w%**3)cLsYU;45(BHhUW zyq!bHgXA)J%?!*b9#iY0JvSzJG~z!VLNh{*sLG_yP){{x4c!`I^71DS7Rmhg02W!b zWH@Fl5Cs+={(tz^yui*@TW0>=WZA_0-1d3!YGDfpgZuO@I1=TPWz;0&bQX4;fO4?a z2RK-s@m{&=0kTJJw597h(I#ZoE~@RYm=aa_$$MlC4pN%mXd=N|MBU4s-e2yvgvHRi z&?}mi@@A}FwZX6#+`LL>7#^rrj>JN?9sq~GkA0eTYxMv*a}<( zQuW?-x}vP(3pbP*ks+$y^0#UVf|#R|MzI+Rt?ss+mK}^;1rIKwLk_^L;M|OxIAcIM zrDDmh?*Ow_c z&PG0O^GN0{fU|BP;)13(oO(_zY{#-%u^*QR_<&Hojo!a3LqE@Pw&5=EjHN@o?&rbx(zrlX*^7!KqU&KIVxeu6jib6vw8Bs6pQ^P%LqPuz|g!%Th z|02wf3Q~8*s#xnu3q8kygXQ|jeIWS0Ik7xB)>aS}yTM=l^@2hkc#X7>n%lnJ+pO?N zoBHEe4|AyNmOn2z%%eq<19*zO+Z`FDiSN|5LIYWhu%6|`Zm+n?%Is45%YNJZx2+or z?R|14>qK;4blw)ja&Y6V?iGOxiiEzSir=ex zhV6YBWJ)1ywhhd91*||E)41&z($y=Bv*?%$mZ`tA(!&jH&h5fBw@J;5$ z4x;7CCrl))7&9>(zj#AdSr|sM+cXREU|++Y8IkIj@jO$jt3D-Qx`0{*PFTdO6}bn# zc%L>Qyo>rTh>r}}@Cf+7}SvzutxIC`|B;Yrd@>Smq_<+6O=Y@nhIF z4J9kDOPle%v%Sau^ujia;2(UA`Py(l1ip5z+RasnP36)3@m3Cp4HmqJe2Q8VQ0#KZ;mxq?jKc{fOXmLBf7c4+A}X zWwp3g_tD+jW8;F@m6Ob(1E4JL4FuWx&YCn2-)%Yx_>vs2aC=4Kq~33iuwqu&(W$m- z=k$7EJA_&YK7Z>*Ey-y=xCAef&*5ZJ-v|x97);bm=u3y0(?g-xk;X4s-c4Lbf*b;L)Iq z;bpPg4tUR936H(C>?Ng8fIl; zHD1WcoMi?0gHl7bqRbk9rTAO5kJ3%;;Yp)8_C2XdcPV^VZaeD9{;)nX)Imr!jCFvcI{B3PPTmYLkC zm{qz3>qfu{^-@J%W0hIw87YO|2}ImMUaQ=?#-Cw~lavc%UHne`4Rrr`J9+S5XwSb# z6f^OkTLT9e_@ z$Y@_Y-OgXQq$Z`1$g|YYVec+&;KOT5&^y1LdsCrUp#Sxrlq=O5<{cbh(DXcWuaUn( zuWRSGg|n9hcb&L1S2f^M?;n($drL56(fL8~-+Wl-K8nH3W)YvUAXSc9YDI@x3XYW= zPWwA`d(J=tI_Znj!&s9Lk_}{e>|~eryVyJZ=Y?DSGSoC9E~1qA=Go+R18w_3 zc*>UD&1fQyJ(Ov&^MH4mmQ8IYHgiI0VBs9M6>C&WJ*;UyJ?vJ~!)DA_s4(_)|Zx!Wg-r=%L#OYuspLpL(z%_*T zz$6uH=zzBn!hKS}dybATnD=D*pRi^q4Tv`+*bwqO=Er0vTLtnazL&3w z%qG$G3s+;u`i5VMOiXZ<(rSI(vj8hy{hfA-z%CB;r<6DdZOq!`;^BLyIh|hEJ?iP% z3fx7s?DXr9=XL&vs|QwMS96Qo2&Tv7bz@^w=ybyfcPcE^g#584rhaHJa8%XBW}`55!Fe?QC6%X~VAmxxpy zQuW)I0iAH@pnT&|^iET9LwrV8Pn&aWLCz&>@il8~-Zz5Ji1SGEj5iIXDR)oz8Ig=` ze-LlcDJRy{iwUexkmAXY>6+rb&kkw~rv|qYX`a~9BbX?z;@cA|5dWaTyu3i|>cic&*FfR4r^q zJfBu=d@e#(r(sFEVy7pcCTk%!!qT>D)wFHj?Y9rP*Rx8dT0+)}w(Ne^4z2@#<3uFz za?5*Zd-Ic=_-7?|q(65e+7&C6cbCSJw5yEE`f4J?_8d`MsELD_cW0Eh6tn06(+F^6 z$KEv)jr7t!YF8;qwO0*1wa8Sk!JZa((?O z9z5z7`x<<`ma5gc*piCCESPiJHZQ$uQlL+h<1o!zFN9WY!P=6kjZVa*9`kbS7wJBJ zl2K~Nyozh&rauG4b7Xorb#k@LHvQr1HPD{I}z8EmB;WWVs4Ep|N+nNsA+XU1_l!XCg6Ky25^T`oFuZ0!|$ z338G9sl9EO32)3-vgW3NIj{KW`N`H+GSZdD9xU5*ZMF}1*L?QEQ$y(ph0&VSCI^6t zu7SYU*!Sfd7jI1AB0lZsq5~w46&6t*Vq_3u0FLcJIK7TsUVYn-uw6`#AfAOTa_Z~v zSjTgl#*G+dRc?D%PY6P&VN8qCmZ;0}b6&)Nt6YRQj#mU2DqB8W3ng&TCoK<&v%+cK zWiAhCn@@Kl%~uy#EfwQj9uA-E5yNyqsLFMGM}62%)yBNyWr4UiBR;oPaX{jV* zOp3MSlAbn;@S}-oNzK!u)Wd@x|9J7&ee=n43y3*MHf9H00s!6B$^AW{-EA{=jmoyz zd6bq=+SAKi{FF~4623i_WTjKAIMe!(kBsNV_V$Oej_nv0d-J(B@{RgMV*5rk((8`Bx$lJ$=2f5%lKtbmI*2Ce@iRw;?wtO}uw3%1(FNal9w_;j9wJo&nVC4% zn}K_9tl9xcA0YbDnCUyTjt&*2cBi!Ksc)FYc+IQIHwkz87fo0#p#?Xu5O)6}w7epM z%c7%!f&y|`07!3PeK`G#N-B^aix5BE_k;lRUy|z{@n?ei-C`Az=67MwyOvJAAM~vq z{x6;kl~IqVU5iibm^N&l?jorBPcDy0ye#d*E*Aqu#rByn%pH+>oEjmciMin;#e`U=hHN3zdPnf18VIl4iNcdVFig)A%KYDw(S+lA#py0IJBU+kiGOUsHG z7kkzsj<=pV&()Bm1E^xm3NQOsTo+bfwjWbyw|_(uv$eZiQWK}_Q7pfyuNEg+VqE1d z{aVuNCnz3UGh>N!4{zzOQU?gNrDdM~l*WeO(sjjv4ORSv{xiYzCxv0&AB8kUxAJ`} z1_n7f;IG0Y1XZM+<*en)i?@3rbk*LCdL2X6YnE#GK~yO!b9l#4nM)&9qU6$zi> zjTy+=>E2k#jwO)EBkQQp&Vc^&7AfFbIeDl%n%cg+7KZ&^JV{9cg6Rox-HLL%J;myo z!|jPxBTq*_9eMhWM}ZvT(YG0h5oZs48V^fO zqt<7TTC*i|!hgI_ED5fI(w8;jU;+o!+5%3w!3N|rHe5$o}YJ# zL`5p<2j5;cc68>he~=s1%47JS0y~UG#IVhwFbkgm-R)|g5=81?TIQ_;n#Nw!ob^r6 z+0fU#1x$3zl+>Bd_(w`BBp(pFfnE17B1~BbwOKc5sd4tme{N$P&m!oX)|Hfq7f4)7 zN@-P9aP^X!`Kq9)l`U9U7xORPQdKx%A-U%?15<`TKa?zImbeNoM4sB>Nm!}3ok>4! zD9JRVrNL4q?YHaps7_~m*CAEXCyT0_)hWiPlS1Dfn(hhI~ z{%?^S7g0zO`G4DB=B;g{jeheEbgz3ue(Eqo^!op+r8IUhIngFu5hv`X&5=ol(V?ceDPIOT500?5Kb z#PK(_##d0+w8U9q0a3!`!JSKHDNnxiwY8q{>71?=tGyonRqd!{c33!N6)wr2 z4AL^iLB`KTJ&LbE8g*n?`?~(`FS8T}UB{Mv4?o{c-DX^80gHmXmdk*y#Z|$;-9%-F z|5~_Dc_7-*b$<%>ATw`{BDQIQAB8!>zsdGY7Ogx5{OHK&Gv0lBi`)sNW$s=U;lNPL zCdR^%@i1Phps_vJ5~X)x%F2s|TY!LPFtGv;B<)JAmJY*2Q(%&UHpHinRS5O$=`+bC z1ZF+UK6XEeX?@iR$?TzRiV?fTy~Y%l5MW->8N-Fr6I zSa6t=q%G&TRu+=_hnCIIY+sF?8CKJP{S1_F_(r)#|5x4V&5H;*t(Q8%jt+P7wiJqBd9F^He=O zSo7M%#R;&HLc-4*^CUh(xa6 zu%lnAxZZ%|k(H$dJ@}zXEKFSg8V7v_K1m%;Y7`R&XqX167=5H#S@1@eh%h&7*(_o^ zm^koFry=(s>9=m>H}wX{K{Js7hy^_JmPCK>MS2bbW{8Wmn99 zoT;cP1+2Ood3m{dQiojj_@re->}7GqCcNFAhoa7Lyn$5AB`+^hX4}Pl~s& z9D=5*?L4FOs>SRzMBx#Lvpr|XNf!F#R>+l|Z@ZMlhMe!!q+QHy()*7;3@IDIR>C%; zPu<$3_m2^zqN;|o=Hh6t{U)xYu0xVJgRG%V@4X{KKC#!M6Et?J$^v~u1VyvC!SOe* z9!WA{7bEE5gZ|^mGKlBADX`x`@AznbIx}&VMSX%1BH+G?)gBC$_T;6|f+4kloC-`` zy;6QIzk8oL{B=D0d+*rgpIK98Ad3JXDjhKM_1sN)i0eB+?`aHUCJJoLDgx#ai6`p=9{_YxVao+rWI64T*KUsxWtP+L9y#_;lTWh z(sMFWG^T=@4FQ{fa|%>zih$fkh4*J zq431H=k;Gj=>6FKcE))L+YLuRp7*AWEtH>zX_kU`7K%=!rMBWNGBkb0bE|4%5`n8g zG?2vYY^JAFiJpp#cb1%6^P!*9+h)I>dMlwsEm*#MW4L*2;Hdl@;4s2g!RTL_8Kb8Y z=@{}v!a2$o*2-O((Iu#U-5Wr08>&~##s1r}o=|WLK?t&J(J^dP-5^X`NUE&0Gkx{} z_{wZaV9-J3*qNR`e zEr`2}xnjF8bI+*yzgL)li*w;^8to>wCh=WVph2hrijGRUe9LRI7_Vl^f4Y3zZQ8B) zGsCng#c|xREJ`d}u$Y!=qld%p&lOG=?_04BHq-t1Bse`BU*h%pspJAu3DiH$0L2houj&^8pGb~CZ3tyF6?k$uvI{T8J{+&g=4e7bSPgWI$ zF#QD|?F_{&J=R%dr796uzZ^>rB+@_WzxMgb50g0b(d1e z$$=6@B4Z1U(^V2!K%=B4+izn;HN5*xyrnISSCzG4>yEVbYD`|7yvV{iP0A`8fx5Yf zKGxLie6PumErD#Mp+gI(x(723@Db>p z@e^04jPmRF#VR9j`cB&B1?$K6&MfQQZj$klElpC4ZBOzQ+kPbITHw~gj!NjXxwoAo z*6lyL7mUFR0z?}kXT57gDM^VTZ=tsFSgoo8h_YxW#I31Xr5IzT%M*W;p3d0~VpC(8JhgM#~OJRiR=jj;0NiOI@b9$23EnTZIfU{H2_q2&25Q zvHdCMiq$%+*)nXm`c@5d_UM`a8P~>U>*)yoY0Bx9o!qTTsN*I>AVfuin&X4!4@=Xr zsZHD?n~R!>~DvOiSXR@UES3d;a>Ab_M^>{m2u*z3ffu2k&ly# z_R=-bIcwr1(n^^_K-gG5yt>i5rhzA6W{j#g^J^74tlYky_aQd;*X)^t{AtfNL%OW` zZRJhLMffx{)eE)Gvm&85)e~A+g z%>jmnZ8rvrPTKQw7dtT4xQzi@hK{5xt-8$e**a{oI`ugKxv3@vd45I*p=BH1l=PL$ z$&M#gQPExT;^Z?H7JsN4&Vm!aM$bX)Mx`b4u&)K#zCClsJc8e*X97~V$YS=x2|K3e zKjzlXszXp=M^6y#G$d7C3+I)Jj6%L*B{Q;=^&;zYYEbmI(~vjJpCmpFSlkk2QP)0q zt!xA|Z-nf4$+Kcr?z*tN!E7&eNX8C35vH&U`<1&eJ&g#E6gN6R1KK%koKRNcb z{LThff7j+Rji|q2vD+ecO6b1#LI@4}V*)*=V6aW&b~T^fF3}h|y4vM#84v`Oy?O4* zJ{f0#3;KXBnW}K!DnuwN2sMFuYRgn4b&Cs{MIm2L8WB` zNpIXLZpkrO%z0m8e@f5usm^wz>TQWbefJ!k7^+VP<&cQ-E`fT2?;}9cLrzNy@Db;0 z}qtKoHwsAMMczk*u9H3nmJyq)3l=^6?y1@ z3snjv_ub@`6*rxro^4dV*m$rY@(Q!b(G&O==)>K01LrWPD2D)rlk^}?SI8|Lpce^V z!I7oRB#4?+gXaU)cOT#j9eoY3j_Bi3STctjKRl`**gxHjHn-kYNQuz&+|D%}O&9FRABKqu zgU0%c%C()OkgLYJX>Ey(M99O5{|hg&G?1_&dxgj~G~YL4&Pa9BONm8?rC9Mu+1{sUk?_i~YZ{%1lzij2gOUiAIhcP8}w{(PIglPtQn%TJU zc5uzuGay#%^!9zEPQ$xJZ9FRrAlr(R25HOr7553>#uTu4E60hjtE%!6 zm>KXSLN{&*7<-!bO;mq$6Jmw%mURYPi<}c<*=~N)#6(B;g+JV=gR7u-Bb4Z6>MzqB zQAgkv4>7Wh;_`a{b2{jF*y_$1mBPQO#oWMt6<&#O3V`DL8d6rw{~8Q0zmy|^8)+In z=o!rZNIx`bw5jJ)YmZ@r_5*Pis@ou(EIP3S>1qmFR&p*j)IW2yby)1Qb$}QaXBOlB z8b==5GnJ4>5!Gq9%=qs8x>ny#>IHXx`L25oQ+Pr0NEuVPYjlgPIlq%o$wt9xy5)y? zDPur371DY8k$&UH+*`64cnJ-{=}sTnf^Fmnz4+QiS(PCxH{gcv2@BsXc(RJj+}&R7 z+iO5~-D9xlMV(4_2 zWX-ssJH!27RjQo=BUkbS7T@L-CbxwpKLc%aQ6C1E3~jomzdK@h@zV-lT#vS>?Allx zehRu1X&^1NYk3ESIyK~{%w*In9TJx;(i^au8QSw9C0zPe`dvpQ`qk45mR57d$Xx}S z>%{R@WXA7i4bOBJF7b^15HlkU*mS~#FQ8&X{fBr34gL zWRJI;;ib}mUsClm#Qcw}{vlz9vTX&mm&cs<+U&a6eNEUAO2~EMjShP9zLJ!LooJCm z+dYOhJuj)MI&my+@N6x1OxVv5Hm~V3Qq;Rc-qYG~gZrkhG>g>*y`~@g)@1yddu;Cr z@dz(S*in4qTgpK#0lm6oGJvNIaZkVEAd(1w%;(Go}MoV(FjlsN7Y^*Joqk*sHP z_RRFtGOu4Yn{Gi}ma^ZdE>uimLnGHlBzkzuIKedPUh}OW?F$QBQ6r|^78XPE#b!N; z3!KZ_eKP`nRvfh@eeOmb@k%8|-2JU}N zQw`25Ct?%iacM&)ZZcW<5%Z4(7E%a-Uj6M0YNT_T!*Ug;BGIxEoRnTOiNO}ytOwEE z6M**%^FOX&&=%=;v@Wx)deC^ZoTTI@u2AgB1AMgSt%vg37nY_~vJV!mepH&QI`3?4 zUM~Se*0u=3X??efL1aN+qX=~^m(@rRN|*n^3>sLdhCQpO^DZ_^8n$w*Lx4J6eGo?w zH-Dx>g0MXa=NUF${O1dh9_|lD@QS>|(Izd(A-3pi^$Vl7Knq92nM=6oJa+eATbphL zU~Z3!^m&;$UUo@%NR`J}+;c;JalTXzjsG^PJ{JDcSpJ*1aYUXxGuiZhwge$}oZ+M5 z*LxC*kt}ZEUWnHB#DSApgV*mSrYH4eGB!O_!IkP<`h^?6#oma9m9$kRBVU=vS7?{2 zeVbV>7cp2*Rv}>wft_!3HhNKGFvRjB z-}N%Os-vq0Os9WkO&J55D@`A{ShQLybBoBWsYtceASHm*+hCO8vKZr11HiR+i@BEG zFFI=GyF$7?8e-vt`Ok9yB11^$AUElMpe+rW7e$a%tHl~bs#O+RYJ5X}u~M;BY4skA-W zrO9yx5?KB{`Iy%25~VppMHBqm0sZ@mfkLE0TaHpgLi5tN8&kr2LQWolI@V{5Dcs&W zlX<1P@SwffYE4&%WLiaW;DyP}eVmz_#) z%L;m{#FE_&?^I-_-u)InUxE>8Ng|PNxnj)tmzrmtnM4iqw(AO$$jp!lv3g3@FNDer z+0oWiOf-otaju$#F(c zGWLpVuDp$a&$Ewhb_cwbh9obUf1plps0{mf0|XHPPBxMl<2z{kiBtj#TR2h$KvM%4 z;`Kkp+UMD2lm5X&Ae$u~L+S2@BZ+7A(jOK`rCyT-N~ciX`{*UuN4C~tTcE~dB%tYO zs-XkBSf)Q$8)q?14NaGzPyUgCc9pWjc<^2=It|*$M;gg$L$>1M-7_?ZH&Yr zR=~K|rCd=nQLG}zsnw6M{UcbfedJX+SAsng+HW;2Ufx?6&cpQOO}R@-$&;G2QTK4s z7|KehE&e$xH=STMY1ZCe5W*ZHC>gZSH@()AI1hf{)}`jZd;iLd^3h1Bm4l>*Q~+e7 zDc>f)4z?!td)M!&e2EXWf(ec0>o?viYC#GaKk{>X&J>B6PmPL9^N3Y@f?LkqE1cy% zasHSH4J%*Kg^bg`FY^pH6G%5@#rT(A%a14TI0ZL+UkMPV2O+6Vqo%t&Uru{=X7eZbS8kE@9mGVcV3^byfb^RTw+h`6UvL-qOn*Ljb5}K+RAknXD6CNY z5I%G*J@YPtbafAHp}dxE3Is3~?Z%UKrgW1UhrE#YpMKTEZf^|=_^z9MjEqdu#9@1Lxg%npYO_JF zPQ|p%JcK8&q*Uo$p2_^XyL+AzXbjFT3b(g1j9<>tl2XO#E}i-6GUOnd1u3w1BfrG% z8oT1dxL~@DpRxc`7{b{o!>MvvL1i~L@wq$Q?3u)y%K2W*lqZ&U<;#0)Yn(O%u-uDm zub&gBmSJ5qF^J%)U_c zM+k2Dkfh40G@@BfbZ|1tQ&LmQ-iU<53CBe>ope~U4Br2kty&m4p0RaqF$riS!kVK5 zOu>;Y(sjPu1O2mXrgakjTBHiQ;9n%DA@Kt zBlbR7Hz{zj)-C8PH~}^tiyqkZyR>^?gbKK^4AWIfaqC z8|oT3`v8n8Hk?@Y5tOn}a@eOLEnwF&r)@DVyj5EMZdFMyIPu^i^G>=z-Hv@DboeAo z+TyjBU?Qo+!3oB*JKHxCx6lZe!>0~ta|Zq2KPu@hV*ZRs=OXIgo$$>NxS|t}Dr~^O zarflya|D-Y^s44WkX`nkBHUwkTd<$7LjHI;=l76D?Q#<>iA4wb?EuC_oh~e^jdA%~ z>i_y&ThOPpx@VKRpRxiZ-L3Ek@^)DRi?64*4?})EBJu9EGcOpq=HD8_UxqUGi@O1C z?=Rop6*2E;dq>>Zl9BVR!&ZGJ;_5vhnS(NjN|n``8NHyPiEv3`7%`|Gq&lcg-N<}O zboca{U@HOXLL?lA{Flq?8)F8*DYa}q=;J6P(JZ5ij)#ThmyhLZba6{Cb6!P` zA;1ZRl$G3I%HU;(<(F-5Ia8}ttvvynBEqpqj=}?QIFtYE9e;eOD+ve=!uhS$oeK%- zQ_3%6mv`wEdNEZ3S8b82a&+ffzdKj?OUJca59CwFPdB)F>&1~poes|GO10-$d{FaJ zJX*K4kR1vpd_{|WSqQqKa~=h}edtpXp@Nfrp35^S_!4}$bo7e}QoGl0_PfYQ+iEz& zeU&}iTnw#Fx4wv$^H0MMXg^P(N?IIb)#=_T_o(stc8^x*rc<5{3@fLPCNhFN6z!Ex zF^jtWB%+pghbfmg9ybR~Uwol@u6f}i2I$!$sl|JF-RF#=BLC@c(3uLoFQOs}CB1@= zFj$(873IR}8qQ8ea(v0>@K4le#N{m12Soafh9}~j!AZY3Nj}1OiuJ)8xs+D{y;|6f zCcE|f^XI+hHSkKYrNRk!p{UaW6cnB^cF(sJG@s-3y56j;(Kg3ij5vhnu$1em9h}n6 zGmfUnZ?7bHLr4$zrJMO1l`+nnOwCqF5Qme%JML-Um^R(7GT@)C5uMTFZ7i^?(2 z|1&nJ-xs2+VlaGK$=QPTSkf%@W<2BGns27r=1F>%w7SNbYFOB~Fna*jx@WMJhKj)# zXLdJWXYWY-_Oz6=tb#%D>?}(6wMEfVdR=(T3Z>jl0y^I7vRA_!EC(`tF?O#d2tMLT z9B#-P)q($V{pEDx?Vokx&h%mm#K{Bq3-rq^;>gLl@T8EPJk2o~cREHa=h$UhbU99| z*hl`7^uNk+>7WK~s%F)15#E<$z1u*sg;G#&Gb$-7!PIRfuJ)YAWsRkS%d4u33|v7T zu9;BWLmm=I<`MlD@_DT zcbG8yU%Wa8Fv=~L9Xx+cY_d7^T!Ezg25h6yw5K;PV}z$;zdB|PTWro=dV`MrjA>{-+=YoY)tOb8WwM0qdV!7=zLMq&NOpBis4h6d+>T2!9 zXEX=ScCSSK`u+c}t~%US*4y02i-VxLnF5|H>LCCZqDDo{*`|ChhZQPfhC%@1gWI^EX}ChY}~Q z2k(R!n|Cem;r8s&2FXKs@__?%%_Jst{ls%gHX++;=!C=$Obn^tEh|zOwpUpoenyvz zx7HCB!^umF>@3(avt}NX`^YL;;3rnl*CKeoiqpO~NvPEn*v+$ktg)uhB8Dn!3)3(? zreJZ7nl#$iYp@xUu3)@%PC5g}fyRk3sL0x3pb&CaSZDwqUv>13lb78xBmd5fmcX^R zT%shC7WA9Kt$ewny!rh`QD*?23WwFa0fC!evI(QwYr{!x67j?nD8ZFVjKduZ zjc$T;xp#Krd3^5zuup5S;GJiW{zpd=ht;0Mq&ZZ8!nFOsW>r}4N%Z5~4XM8S=ueHt z%6hlMW)qMO4o!@IhFz9}EH61GPhf>&D|%?Z!WsyhJ;IT1G8X|}khQuDz(t6z%Ae5@ zD`$O%0mT90T=(_%qG^+Bj52*)cKp?QMi(Unr!+kt>0Mm@g+-8g;`VSIy0Fal+$5*o zA-6D}*q?{eb7vyeHe)@ct*Eo?GxLjo5nT&OW<6dk_Fc9rTM&rnWuh43hAgl-W z+Q#02D+iq;LO7_=DaaMgAP*oQTD>HhcDP=?uY#dkt!w-ld{WbwwqO z3-};JF{2~2e^k#V^pvDTTyo=@fA}V743&?=&A%ur_&TTyv@nqc!)XWTu~R+<-%JBG zn;o-&+M@$FPs`LzOjf_ApY$NJrSak#5w-=t*XP?;ilA86!^o_8f5T}p2e27HHT1IY z)}xkZE%pGg7p(_ehdp<>bPuJu?Nl}96r$)>7*ZxmLVy6C&EIJ=zM}SyQr2WO*SuB7 z?>reIfpf+Ls4*_@nza4FQDywL5!ak1`hw@mL6FdS6 zP8yi!K%WjiPCYZW!!W_B&xn3oadKn&x@)FiKvW7BH*lal7u&R~1GozmG` z0UD^N$Ctrik{PH8A(>Da_}T9Yw#)RDr{9-tJ0vH`+Si$e8m)Ks>TMwn&_k;HqJu&+ z6xlD!Jo0S!OXAnHLp!O8kNxwQP-YG7moEF(N&#$I3C$FJa=DTneJ zs>Kq`TAQ`Q$JnRv&=MtgGwgUh>wr)J0UJGQplksSa0))#$5r71!y!3yfgjaa`i~|0 zrNRC2y#lsz&04Cmq<_rAUJcyZ5(V>BG}(Q5dFLKo*G&a^#rdDW$i*6)nw66L-$S7K zrXNU_(>b8n5luhyuwW8|QU5UG%bVxIQ!j7e$Q7krO+O4HLJQy8Fox04$>@acP)qqr z%jz~MipQSLd=ubwX;dn^Y9=E&1zD zLkjyPVt_fIDJH)tv-q$PJ89+)&qVYjk4F<^lml0-nSTx?1*t{x1 znC-jzbz*4qJt@{65T6+z{HejEp-8X&eCF3tc)IO!O5Ze7I~1hXjSRKC5X0TPZcIU6 z8;N4lOEUcsaZ{1t4@>^`-(&mYD~HD@izl*7VChKH-N%Y6YwwM%rR$IpU)#Tvud(Ry3`S1rmsL$@%vAfomp^Cb;(E9>Ph!4coHl2W81@x zXZ+L!>DNg&Uc&@8ztJ?Xa5hLRmPUk5w3C+C!wBOR!~BTXW^9DQfDSKm1ymU(;CKa+>TU-Vfv>{##aT~ z4<(xCMrl6jXFJq9vUWV=rO>?mx1~{FCwhZfR&%a{-&W_Nv>IVD@{B+yeai-C5&u+z zXY{wjBkXr?lS9k)^yJ^PWn!M zUpV^UPHJ|YnT_o0BR`JC3q4Eg@Y^@!6({Z3!8cZITga!myU|rueYroBD52Bf3EzV4 z!Wt@7G`?4NBWVyrE-~A3qucN&fW!05@7UE)zK>mOdaA=hm1*5{R`Kw3AQnTZPzRnB3p}eA zQjw(tKH}Scf42MNbNc)rTe>VbVQHDu2=%pN<#~!vjW`&~QAL>dllW~XdSpgBN}l|i z_~4IhBl5HT7g%wf7JEp&8^7j}9)?}*e;w=mY-lkd;D(vhMYD<`z|;4n_0M>LuP(6j z1qFjcUpqdSEMzs*ibC%)h=^Jk4ZMF4SB)RLs^5v+deuwUIe2YgrcP+wHzR5~j)<&Z z%El?mFl;>RA4`;RE~BXk$R*F^<-tzS=Ics!_NI4~6v&@cgz6OQ6rpR!FplCi8+r?f zu$S_LfqT(bnQm+aXHUK5f%5=SEI4a|fY&vhb5C+)&k+`@R=i%1ZWC^wT7{g$^4<-| z{)n={g0>|1y(%RAie{J{E#ch8%al`zD?9t4jd2aMJxJd}f?~GA+hHqgX1^G$R%q{H3`4W0%3qV7x}dw#a`kgBm}U}#{A zdoi3UC}POn{S)lX&)m*wnS|0pyXt}i%0+DX_604+CknorccZ@GkJuPR{p@>8mrDx6*?K=8Z0)PerH%s;p%D)V2iL znZK*>Y{@xV@Y9v;ihB|t#aF6azXn+y4Kzr?O7)C z$GczaHY}kmp?fs{Xn36q^a!>57;oMD)S~p>wKKl=*tZ3v@i7&ptV@3j-AQNin)D z5C}7{pXYgZcW~OXJ}W*M47YAX|0_T2R3pr7`#WQe$_SC&dBq3y$C0>E?+JkYC7EMe zH8aVlh;1*boD_2!Wi7Fkn!<_YP_#|(&6t1-$6rl!$jzFX^?0&|>CYJKYs|{c=V+tGX zt)MjvaPDv3kC2mzE4?;$g363ofrqBKUj2`({~(`W+eyo}IK|QLQ_YV}kn7hH_tPly zY-zhj*JZQu(B6kievy0Ut6}8(|6a1)o(?&B|NgVR=5I65iz*GLT-z?j1>ly8DK#D? z@{i|T8q@Q7+E8V}@CL8lPzfB9Nvwaxc(tREJqbg3NLSv*pSvj{Cu?PcP4SgwAy0Ka zo?dMa&vCncPNU`ES^tMZ zrmHMNA{T-jUxUf5$*1Ev@{H!J)`h=p9)8oe7T8Z$b1eID?xf-rI3_ zI_I3`7|xkl@JOlGmDO5z-~8G&ivisZW~INfjoGo9EfM7pC)e&B1EKW(>Fqnk;m0g4 z-rgHMWI^;d{39~pZ4v_f+<3SnHt3oKA}<1g56t<0E$Kgxd=^U#l+)ekH6(cqb<>s3t{YDZAt};Xywh$c z4l<5w<{q2Qn(+uXc>Hga{)yGT${2g4+$0_E?>jH)mWzfU?!(6P1EmRzHO19cv440P zdF<-($4843mOk&sxdmc}&P!~PcCI4EE^%TS$Sn1X&$9nY@x$e4*|_iE zUltmc($1_5mxtE83rH=gt>0V9prcX?UVjBmzQ(7yq3myJCRr8k->kPQ6Vo}yQWyB$G zYufHw5Jgd3rAS$t)C8rsz^e2rMGy#N6_DObqy+3pmo9yQ1f)iK2c>tUcaRd0E`(mc za|6ELzsZkF&OLKxo_Xe(Iqlf0%OM7=E$z5jZKe$CG|5m~_uf+01!s^`Kw+nFsQPUg z?LOt0dT)Tic;-yJ&IIU&1dan7I&F0LgsNWiPC*KXuU6@Q$#r2ZX$)1#b*(`&qE73E z*GCz*cO=yK-~+}K+EUBEDDQ5-7Iu_D%4Es0tjB z)bd~ss#@vD*vJ?&)l88V`g~Aey-G*n)jzz%(yDNW83giv!C1RAa$mR zJhW3c*_D<#w;o5{G#7v!vQ$5yWVLW9Oac}`TKz9?6Z(17i`56|W}}X_a_%&zE3efJ zf8mf$B&&=;)+!l4@)ALazt?pE-b4Qz!Ms1J;C)jSmKWa;^g?B7=mExwl!Zl=(JL*p zMKx1BS~4I1g3XfP;IeA4lE~lII|n%<2~74PQ+2NhQ;=2&Svk|Hou{3fEw@78#Z>~4 zo8aHNNpUtpT_Q*&`fjsmA{@JK7>Ttv?AZ%_mLkEnTw(`rjOdO3p{aQ%Ym~WxjxSz4 zCaB}#w8=ZMY`k0AsTt3OE%A=OI7_VnS zdQQ(Bf6%+7dj#FSe_z&j?mlWU;jukOe=t{>-5{D)L2Du9e5#Zlw-)HydU<{MNB8lf zE~cVe(m5r+Fm*Ftj`e}8F9&!x9j}3X3k=lWhkt3wv`_BVSR06gW8*%;y`4bzvvMv< zwh%eq7#BHP^W6J*HJkxJcIcPWZ!GF&S2ourXi?JRgu9<{oPb_%+Ts|%Y1^u+tU@$| zIK`{QaF-x&vIAe_;B~yWX(ogTK-mIG^jC0G*gVgTJ1LG!(Y2k6a)#=-u?7-k)#AG0 zI)OEJq=2c(zR3HlDk@UzmF+WmmUIccA6441{`N*<(C}J3S(k4hkIHkbB>8U0N5an~ zw<<{`E>0gou(4=&76%h z<1NhF9rc6^&ijO(4l<8axRAFa7PH5qhuuT*48%=>!|D85SzVUA-6wKbE+b9zc6Kke zP0g|Wm5=(ubFkb@60I7fcH(cG` z!aEfnB|kHzYIC4Cc8JkVVQ^#A)kLrRQAwx6`PtoMKD8JbqqY0bLZF3M>z(b<|Ftko zLF!Mgw6HG~ZTlLma{xEc04|_k#6|MVFZG2Dx4-XD^FR8r*60?$C|3)Ri(XtLLSA) zs_s=zh9$Oj8b>cr=p4^BgVpZ!nr8pdR8!aG;hAX(apcE5EqU4MNelA-PG;nWSYE;3 zc7o}5rPBv~&Vm;t0BrYgJ8F6ZC-`$FPFY1?*~SrV`QzjpqPIj@$%YT|u<)_6lp7cz zFxYh!z6d*F7aACz6GJG!BOaab4vDUNhIbpC+=69~448@~MPz4ho%n=2ZztM#9f!=2 z>zixx3q3m~a6XA&e@i5vb-mahRu!|`)DG;=jTT%q zvNc;9+A^&^H0pr<7Vp>lrYyu>jnaXA+#rx+`gFx}sqH?v*zidmr!>0xUP<$n3>j}r z`QM(3$&(qL`_2jxuxh~Pgz*#8PpG3?d_u|(&qj5(`v}Q(KdBy-&kE<48I?9@DFz#y5p7t2=xMnW~mk|Gk zdro|6l`~cTGeo#O1*5XgU>oSh;0QVG=efJT=6dg}ICJ%SDtt`xL;0(J@ZnEMt{c$& z>ZBKQg}=|5zZ=$=F0b&-k$!p~XbA&8fFGdTN6D@fs1TdKBap)rXB2zA@B-VZqja*^ zBWCt4h~8}!$jR;gGrZt}TOS>V7BodjQyv^#!d{ZhAa(nADQqU*GKj7?!14K}W5*ou zd<@w@g#3_vWR_h>(el}9@nE2ha^T+S+l*?Eu3qp;wszfnV4tAG3gY6YbkE^Z8E>yc z?YAot?60`otKV;nL@nOC08To5Ogj9-D(CWpo>bpJR%+kX^ybA| zstg0bxed5Pc)z4w`OhM9oBQdR-(eE74t*Symmw?GJtSA;BT`((OZDV8~fZ2W|Q>GyrjO{0BRg2 zGT=Xr@&m9PVAvrqiQ=~)JZ+`h<#^rYcXFDGlQ9cyXNRQKUT%xVUs{`qGWaK`>kPo+ z_q28ekHhBe;0`ZB#E(CR5;C28N5vOrs8%Dk&3ZtPr-6ceG4O5(RrRi{bLtl`ZrKj5 zwI^8?*wDwzTDr=z!?Fq~az|%=?=t&VdTZclBvBE?$Cd6Blda=$0>tO~E7T1WVhO=c zq zOqv)Hz68_zKBIZb;nUQ81t*>KQWeJ&j1g(KVD0GsPpENcuwt>o$o);IKOI6y#GRv5 zHGSXblQFh+PBx_z#ciwCdwyW82$4LZC+^s+ELlc1e^z7#zaclwQ+(T^(D=r0z?q+u zEW;I1rKhf^tzbHQQx1n8R|8mVvtb;}DS zs)0S=DR?YAhtmOnx%aEyf~j#Iy@zj>&+7aYXw~t67gnc}N@1PW7=Evja!pIKKeWn7 zEb3eX*cuvec!WB8aVqQ)8H1HUjp5JZtKRf?Y6^fu5131JiB9Iu-gzgp@)_r^ZYbIO zn2OkJAiettz-WzC^+I|~0bXAW$DH&qa6feFQ>qs0Y3!LBT2o<|YeKy5H#?+9)C~mW z@_~*KKs5vRX|^6+ru~3LeneO|F{Eea_mLOaRT)d$v)dGBxW2#2^xMYuHdV$xyuiv@ zsIjjaxCH(<3Pqyh&8B8tz=tCYFe0N_l zo-c8>v~8&~VA4>FnA4sTu8cI##zcI{k^pl**N@eEa9ETJqp%CpXimN=)|-a0C##*VkWLJVHwLC@z%qk;g?@i!DQ@n?^d1+c~;HDA65qnyIxM2~w8wL`}(+B_R(v3h{f?oNN_m_Qce8%jo zpdQDw&O?T$h+0sbm;}1ZHatpbm8yku&CMp}i8v1o&|eBoygf!5NF`aL1~O z{raUiw*KO!@)-Efm|`)Dss|menc0Ke=|2Dfd;{H)xV5OOsMr%+!Qg-iRl&6pgOA36 zM4jE`#(rwf)wk!gcp5vlzddr$6JIQ0GHe0Cu+?}Ad0=bp@vLr?7Hi5FPZ zCfCSSr7)`i;uJqhuHa>>)@1Vh`&%-mFBB>pJhAy*g7e=x3QQG~N811~O9{G5P2p3a zEUBAnTWM^}xp5yPrQ5TCIB$mo5+&}=YOYY$cnvi1|3eTZC^s(&zjrR6%6Z`|NYUb#xNIOSOfbv}cq@BSdt``kv%TQa2! z&y`t3(8fXBUFvz{tQ;nH59a%}5gSGwSbporu8TWpoqH2nW^q1>5bJ+aM_Katl_dBT&KGW^F^fgYt)!rutS)d$I4xC6O5Rf!U7FhUctx*dnU@Dp-WxhiBO zOIMJZmGq0K{TXg}qbZ<{=~efh=_#4BCRJ?&4fqMU<6}zVCKTiGoEn!2`C2)D6oppY zecSgb&Szal)|a4&JdoPS?vTCE@xz!BpLNU@mxH%(tVcXMkunjo8$hkk^;9XwL3}dNBT#@IS2-H)& zBONkR-zY&sS^V7T{z8WCG4gD4OD%b9`w0jV8`gORxuUor7|5e)$y;Mg^9jN)ZYw{! zLwj+Je+50r=d}G}tIu%{#X{{g#0TXeu=E~sy(+ENJ4$kK-tyjf-`2JGUf6xjG#{VP zm*4NS@>HW-rWM&;islL5QGfz_77YM4N~7k8XvJ+2n|w^v&`T+(DP*YHCsaIzO0qE= z_FVhK%>I_wWjQ|g_?p$m(*a3U4ADPjyX5dgZ!bbVd(W-R0j}1*oY*RotVnT8^3CN- z^vzQB^LnMnKP)a6r+s=bFS<%fTyNQP9TKgEDMyZ2pL5ez69&C;@)7PnR^~=Pd-F(B z1plLZdro&=W3y^b(kkd-g4PwX2mrKri5K7=+MK*&lwQXnu6M^ZTRKl$<=X&!{A4k{ zb!gYFoF<5^UL|q5F}p-7Z@Q;qw-6gDUH2?@F|#%2Nv71taV0a>f?Z zO(UH=76GN*=gc!EA$_ z!NkVZ)H%zf;aNzxq?@eGQ2~TV$_V7}R*|R|9WQ5a??F;YJb zEwca8aq_mXjc$y0U&S(8&cA`lZ5fs|Kq;%V5P2S1bl#o{vII zbuW%JGzt4xEgBG~Pv|a(hjIO$N;|gkW9H))SzAEZ1|mSR3yWu&?Z|t{yfD{to`Ol9m*_BzB|>EkP|Y_Zqi$BX zfU>b3<|St0auU3XAuS8m7W1+dSy#VMOi@+lK_1*EH6UuaYBd~ErOp*~6Ii#)pU|N- z^#K!Mgd_*&_+h?^sf3udUECg|52zTZKSFz5-0>strejyu zKbGaaNd>`$oV`u_RZT~?>;WTVYWUTZvZQz0uI=LT+nF4R23_Y9s*8p$_*t``w1u?A z{@i!}z}&w{yiP}^(xny#tuW~~nL+V`PaZAarGng(4scH(C>s9pbLCxZ9tAi1bct?9 zU>mg7Gf`%t{vA@XQy3M|2`<*Xw{ceuPccMwdcOH0KI~&H5&Isu8jj|_vClh@NrkB_ zfh+*=wccBcLr?!z(6;=Q(l>*HU#V{>_5CD+=m60gv?e!wa)yQXWYI$Y6vj){-xtK63Rq#fD!r%|M z)0--D_sqpt?edh&any5c%g^6>IQ)185n1oHz7;IrvzxSN{Xxh4W)B*E(iF5s20gIP zhUHE}vuX(M!*JnMG0J3vp#A}V8&IfK9FuybY)O1N=5K%av2tOP5|fvT@Ae^w9Q2a9 z{ZQrxF2~!=o8Q-aV4~eCyBnm6?=csmirRe$=DZ%cERT4bKZF}657}i>g8@=X3u?G6 ztC8@)NEZ%<6uevC%Ssc7>}g%8?vFn(tCWacWDT42&(u2LgG;|g!{)3vN#b@;hg_#{ z6;?k_7U*Q#q2-AB#dR+)6#X6Al)2V4H#khua3RPPF5gieab~8oSKbha+D^an*Aq+X z3)RBwtcMOnhrId-Rt*&)v$DG7THJ?Mt(mgf6*iN6TZMF-hpq!J1;MaxEe#f-+UZZJ z9SJg4v_8<;_S_Zh#NA2nDX9~n4>HE44z%_ma~f$#AH&mol0V?si_8d4t@v&w*j#)V zvWiDZg)*dfzBr=xqgoi6hcQ8tU+x)eOj{-{)X(|5E|eHM?%-WGyc={r2o7ZZ+wfS) zI8KY-EAbuz%s=S73y9EW-Ef+ESxVk{`-A7HiTgWMuU!)vL3JPe=>tN~o$7Nxr;~@G zOdl6@n7>jT)|AR!xF`qq<>W8Flwv)VB%jYS@p>nr*c0~E$+%C%Fa1|B>BYCz!hPHp zDcn%y98mp}RELZ`P!3YHjN9F1n$`vFo3iBGiNd>;G|%7|@r>Z_TVc|%JC&ylxXt?Q z;J~0Bi{n~ahs>URZ+rvEfgR1ADSTvkM=V|*W8;ERB zRPF5s`}Z@p^|8k5mNeB>KPuPijUnZEf5}9$NGyg4l@wvcyby{rXjYI3&e@C>b;Cz$A#B$ zv`X9sLwSgN_J*0SXXQYNL^b-Zhp@g;YfXhvf5;y#Bpuv&q^4p#Me$yy5S4QEMu<6o zb$NL9P+t0N2pizmEvhKU9lAnuzAzPe6)&FKzNp`=)tW2!{OCjl*7xICd&}Wr;o)Gp zw6LMoEiE0u!K~Jql2P-dx8^DYt0YD_TO$XQ!OxD}0&`isTl};pEmwhyQaX3gRKLO%^pmdOUTwd~I-aqnUZ`0&%(wLQ^ zuj;Z9iMBf*)h}J0x}?OPWBQ0r$+1ie8rT43@TsQX6H&?)>Q|^^o7wceS5FiB)OSY* z;zsfY_6%x`zcpSD3<-^52Dd1+_w@*XGr6vCX4{r)5=(?7dAZ zat=jRN;MZ&<##MRGZDbFNSV8Z>cOL$mCDGRUUq$Ue#*twZBc)tKpzanCtw@!UBtLDx6=-ePhK4!6WB})ZxTsrRU$Fj-%S=~ihtusOhJ!3u)vBJ7-MTY2 zVgGvB$I!xZb){tfwq_v#ed2lmFZ}3!B>(o$A5r_loTDK@#BAmaM35_ydg>sixs>0L0&M)y$0MP+$d8NKbykj#lsmn${0f>=E9YHtxAO^H8JOh#aRVrYwwGJnsBKxoIs zfm8qhvG&A2oO?Pp?+0l~45x-v@uPQK{@61(WpfH*y}bf`8&W&xh7#_N!Gh2ld8=EV zbiX&k=+~TXCbbaJZoYhs7;Yk#yJIfpM28oNI(-4hu75dnxpTa^SM9CR7TQCu5`T5` zJTn-tPU6>l5_XB1jQTsgb@G-8>O?qtB;wY_<|$t$yd2@}r8B zwB7^vI@C`~nZG_LobL8^oo916&{CdMShg7!sP=*dw~A3_x<&u;i+NWR)Z-@~d4f6j zuT%qJ)b%Sb0^KYJg$j8E{|Br*x3qF@lHuCI8<+HW2(EE7{2Qw|wF- zo!j=F$)T~0>qG@+TF2DG_GSmw%@CnqV>Wn7sqd1ZVj67NnTAE3tFI^W;q5~DrB-oZ zB};(rR-NAZR=i`uYkIf)wXhjFvH$dsRHubMH|2J{s0f~%!BgUB zddOMNtSg~pplLCWm$RaY0%dnKd%d&jp2#KU?YDDJDs#g*^hbO2yE0{WY+PW=2@WXtHCiNv&n z4=ecARaE`y^U~JlbfZn`F>}UTVapV64U~9}f5FowxJfvJW1ncHSHo@!>+)-7^}=wj z|857NF}IH$F!8<;f|TTnU5 zJDA^H14$x43R3vWj$51X`ns8x^h)f~MN$OV^5m>uv$lxSlANmg&&pw*nYnZcYzrvE zgL=|aRI#w-c7U+tGyaA#4>Bt(giJxq?g87I#8)&y;bG#|Qy}m4!PwaK5D-s5Af%4c zU>S=xa_hZmEZ<%m7MHMd>Bc^KX^$L81G36Nm2_U3>+ov+^2(ao4GG=LHEWf;#kT1< z!goz5PlDuLn_#vcZ^WmMrkedjdlYYxJ9^m{z_5Er6S1{X9RZ(vCT3`(#xBzQ__mFB zo576cAulAE0T6*G9bHxOQ-`NeAp2~;gQTar_te^g5vy#G?$t(6HH0G0u(`Yi<&D-{ zc=)3)hxKeZ7KTZnHSixz^y}9CZ|n%^tu#VogT4nDiIXM0g$bd}zXmEq=oYtFH`DQy zLZ<}x)&@ujHf8O^5M9WH^IE#NPn6;a?yZOTkvS4Fcb?17#L;y(5vp{7+uc*sE zJ21D(k?g6StmhTg$e_1c!4^XUeKeV;e$A^o%7m|At=Vg4Q;Hz+EL*YjVKma?{7ImZ zLufTF%dtM)r(d@0mx$!E1+ai5`RR0!y@<2BB0b&M-x5OzN_KQOp}e=u7KRBMqA-Ju zRShnIQ(?t!#eB3lPsfwQdDoO`5vhDIj7Vu=Y1L4P-XJg^=F%C%d%a2;bIidoxX4{G z!5yBNT&IXy?AH$efNzU`E=qVhQJN(&N~b5jIa&fWVh5OCpl+{xa=#oI`AV#hxcB$S zLWv72m_`o;VUOfwnIXiU<|pS5ZkU|;S2tS>o-E9rx*^2eYyPLfA6|!xu`esJJ4UnD zJiwU-?muyeSDt=M1sZFClOKsrGozTOJfED5uuX zMLAf_zu@Ixa=aQ=Q=i&p#i<7+YoL~3rYGwwNhbDwN6Sz^Degjb!tAH_P@*2#l7`UG zV2SwtZaQdLLXw}+O!3-II%@%tCw~pn0b}?%zs1h#!6-8v2m;9{^>MpTRlo_z5qc6* zxRt{1c?3RSn#N4Sp*;9Dc&kAfoEjc-D;EPl%m}vRLC?5qPfPTe*FMLsI9VbWA-8mI zcm_gV&3;t4YjUmWe`k}yM>b-h;49n(YDxEI*HBCPe?8EZ%soyU%Tu+N0g)am6($^s zco>&p|3ruc-g={0N??Wz6X@&IQB3~@`>XsARCG#8*Dx5x3M&ruHGy*=%$+#fdJc)q z+Fc33sVju-Kx6VC(U!|g2HXRUEA5Y@3l^LAuN1IqhYv#jCasM1&|mnrqsbgyl>`J=X6NNlPHVLekVNVdB>_XdGU{zcn63l1?M$wTXg}H74MKTxU5|9m z?T5{!8N>5Cw7chdBD1wa{-f8`lt(S@Jq}6bMPfL%=(bs@1y>_H=2oU&o6&&Zxixwz zOuQYpb#7^6aIdhSqv|V1dT_&l>Zd&@HRIIh>?TUJ|zHUu)-!Qv+lQ#ZCPkXLG?>VqCT zm6hG_LW#hlh@GW&VJB)VkG*WhR_|h6#=1>sHsMd&7w5Lyn};QE@a-v3K?aHwr|nhR z>D@#Y_^s@?NNf(vYUDE=;1ft`&%q_GAAkWLC0n5*VuIy4g;K}0aC*Hh{~s_v_fWTb zyg$xc;_N-!-qRn@RutE(@f$09>~UZ%OPV;J$zLw_PMI?xvKAhhp1J_c0@X+t<}fN< z$y$DTRmZ*Hr1vC!m>0Lk(N71vb@2A+i8x#1Jhc70hDMfwpD{1ChRW7wy3g1a#ia1u zV}-b!kq5xc5wC`I&g3fAF)Lpf9lR-J8?^|uh)_|GAf3Z!TwhwBsG<^+Y`lq;d5`vg z0bQ~{GR%Y_yM>nL%0bf7?+dcZIcWO{@ipo&y~&gJvWlus#hbKO6JAeW*GpjAx`KO( zYMIBfgF9SEz`4`uI}jwUzW5R0)zy8+KwyRHd_UY}fJJ*d!8tE?Sb zFiMXBfzKKQJ~uCKt+Y)7qn`dKHfX(y(VpZZz|Djcy%A5YbA$#huP+?v(>0&ieLTZN zFV3W0Hf@Yd&#<)bpMSrW9He~Yz#3aZH>BoR!QkLTSlaE=mj{t z#E!+Q#~o9#hFP;kj1gNEy|B620n5`U>7*x19$Q=c(P{o&!XvDqn)1cgKwe1913YRh z>L$B$S{nPcY}db0I5H)z+gy#H;Pf>}&E6s%_~!Tu^O&sjW^Rb(tEDLb8l3PQ^g7`m z_Yh-GN_&sZvoOE&CGa>ecN5n{m-vNkq0yislDb1UID<1}OI>HQs6y54fXiP5 z=-B|soh?az`&``hLpr*8{v~YeE~RX4h>xy%EoEo_pFEK6&W4Cu>^SP#)0~0b`IaWe zk>=K5T%?^-0O5^nz}l6V=il7ozPaNVdT7xhBPStEd+9V)e@@EHG?Taq>r-NpI#|@h z{PbTm``o6dX=J;;#gK;IH;^3ER>p61yMm(yUYx&RMc8!oo zJw8WWjtbg%05;KE6Y}kS7_KN&^X{2PeuPI?IG7t7?e${$#uz|#2oPLU{c1m!mao^# zujN}WE1(2sje~KW7jXioP$U*{Gc)xZIzfMRHUER)M?ErlbL-S#{kJi(+tNKqlYUrDp{0;}gU>pi_c zd+@&Ey=z*oYg#4ItCJ){zR9lH5*mhMEmA>jTV(wm(-SD&_qW=TRN1cb3kZ7_y#XY) zw@NEVd1OsXuEM*fcMO3>HlOhVe4rx-lH9uq<7u?+5A$DaW}9ujqRAAUntwni^qV_K zxD2>^k4Ud<2b%67<=O5KMdf~^2_)GC0XpVb(fF6DVbD8a{_@}(``$0AZdKT*3)U2A z8bb<>;jgC41+4K(Eg9C*dcv0w{}v5@hom4-XqWW2TX2s-q*;uq$xAZgcFGU`_aAwx z(|LM2(a3^qwJP1T{g}D$L7ZEBC#iEnAn-_B%}-Kxn;uQLNMx}8w>zVAqVk&cvs+O5 z8}~k$R$eJ|-7s|~DNa|`H>`wrD09J&DfCP4yYkT;p_?DN1F&z3Ms?tCWsxUZkP3>- z!wiW_u`2P`=eOy=6@nzDl~1-1<#LtlPltu|y(or{Q`hX)!W$Li&1W4ShXV->QFGF; zKx$aL2IZC!T3o1Dktxu=sC)fHnkCE^UmY=vtQq2EvcS9uS{<`eKlLj_{x1nKEvSVU zQ;o@fVgA2kPehhYw{s7Tu?nO&%3ov997 z{K|oticcAy(-tg_DVsBN%(7eE7yq@x1cB5onCed7V%&ed$G>(In>;;pvxt0vVK`Dm zKDXCn!E~*%?%&=P6?tZ1>UlJ!VX^(iZJWg0UoOd_ruIq|jukIe98DizSSjLBG#UiN z{SwIIjfNuc2o1vuYgP<8)22(z1=b)DvMVrZJZK+!9<^8D5Ua3hwq(9)0!CPZQI7tV zINw=$E#!hbqe0+onB3hiUhRdKq@II2MS@*%IOih$GXZ4JnuA&NC?yZz4t7|7B{Htx zQZMf}ebm@#^7c{@%)wG* z`Ah%BmEHeBuj8yUUFm;6RHszk5W#V@YM(G{0{gY~TV3tu4=KFd3$ldfqZ-EUHJ|Xu zy;3eN?OSoV?5f{9aJ%nQso!iun6*MyF}}Yrcl~qSyVytc=S(~wpoC=}mYD6dYbw>}7~&|Ik!N=%iz2q%(6 zd$GYSm<7$l+&?uXy^&Xg;f1AnG>;N~OH$kAzo;8xT6b&z>g@e&IW^3te<*s2181j) z)4(`1sV!|LtD%DY?it=wPr!5@n2OPlc;jE&IO!ny%n|*T8=Lo)+#mDl$5?tm4B@C4x zFs=Q2TvV8>R#XYP8X>Wl)f75`t5wN>YCGlNF;(|q@%8U#O}GnBL5zW?tnd0n^@4kC z<$d47;7D9?w&JhThu=bJJTulk9yQMj`DwIL#R&8tkYw8*FrRxK^A!<#RjD(dohAJ| zu8$}mD$u_G`NkBFlJ(MsX^w|cr4QadQD!KI5r0H2P(uD4vx!=S+t@q75~NnbE#o!r!=1lFj)jg@?ci&3h zJdWrE6XMMhaT~VCh~i*xo*dd!ro|6RVnX-{w3jYdUDsbP5yk zABGZDAop_GQFD=O{-n)iCL`vC)i`B%V4#7E6F$r-$URxIqp(SwAxP>TP$v|rdJ7(^)f>jkxJx2Ydzd`PwC8w~ zByUh3BJv0&CSMW1<(4qmL%s-Eqm%{;-{FMnQcVu&AUhJ|#ri z=eYe%ZfGlMyjAG&CpyM48|n-L&0ITn3xbQm9;}`7raERKU>8W-7>xL}-KQ|2C|E#f zy{i%ooP&}+gW22F>0xV+_Q(v2a>mU(il9e0zi#~u9&ripu}I%t#feA&fPHHW!k@9A z;X3_V=DWslUaeT4k1+YaQo0|Fz}qjK$usK_2|s(2ed|rhlj@=T2D;m|`}t4Er@Yh_ zgl0IGN}Eb&^g*d>+WkEs=wS$eV+F2N>l5SpFSte7>lADo{B}7kJW5ZTdsZ}iM&s)H ztX>ISE`lp{#GJOv6@}}Df1iVG{XwTVMs1%Q=@JnP<46P9Ei|J74NAu_U*b%gWn&f! z4{F;d%Lf0;x&11;m5ET|Fgj!{)rIXeH2CXiBzvAiOb43j1=k=3)HcIN7zY$t?zngg zXY;az3rhIm!^$6a-0lNW9gkJh30Fw}a!XTCD_EM4=dxMB_OPQasE?sSsBGXmsnQPh zL)N~EvHvSrWJxuPiqgUQHjfQ&2KoTQuh3deb50nw6liPg=w-iop=++}J4Jgo1(5`UERUeTkpJpdIRK&@Djk zEe_E4`Ouh_GBi60Ii4ur03OpL>+@=NQZ#t%=Wp|LwR{WAB|6#jewpO~eQCQin#uvI zh#pVcli*d96<_TYxT+u4jGej}Jer#`W&*|RNFnfejSkh+r}re`i}vgn8I$j<87Z2x za6)(+WE<%32g z5qfZ;<;HcRoR_V{ycAmGUZ{9rXghoAjr~c%^ERnF0R7Ld8|9wYnZU zcKNobZyMVys*)Z42^cO1pv*8;W^>V}R6cmUIgc$Et!x<83p*dRnU`_}xmPTxDEl|# z{gU(Hfy^Qzm60Tp)TYlMCLmUmT>BwsNXuWT6s8vdAfu-QswlfnQOon!f+er=C!PH< zFF!1V9n)+7DS!-W{h($)uewkmHn&PlDflj#Dnhs1x;d+hYgqo zY+CN%`WHh+Pq`OS{(wiJ2b(=ahSB2K*H6gnYc4(aIr{gf5!f6=L|#zeW>UXSi*$B7 zJH%Y**wb#R#xK2+%3q&gUsEW?YG6q6psn}Vj)wo5xzgg5v>#Bzl5nF>SOKdj3W-!# zwJP&7M=(J>d0&o^MQ_xCR24tZN9;<9g9Mx5$NFFD=qK$ltWvs?_N{F7mx!)A?gx`j z;VjKpL`A@r+>qQOB$$6dXh>d)1%uVkdyW!ueqbR7iHxD9&2~E->Y?jspS@9w^@kD5 zndZ}8Uox>XAw?jvL*+`~^<|=~nm(?tfkS%<$7nz_&YJXhfMok4D7&>GfF2xknB+1nRA_35~r9!n$`# zuIoV-x((U6Stq5b%XlCb&>wi`kQZNt4SRX3(HgiTQXx)LU!!K-ckOeDZiu60(C*<< zic8*ZrvC2~+5*p+q%nQuUWa@?(EqFh+~0fhUYh)k|yNcn!mK z*(i6k<73(%m6hPi0#d93l2bZ(cZ%}mt_oTAxXL^>tL^$JpejALJh5E5^bYB$Zy-*W z@T>2Mel{{g@$}^_@F)ck%S&lCuI1S(gV_pR#>?irIh?tBepGy%DZNRnmt43x#vY6B z=7yDlbk&^tz42z^l6Q^KJbBEl!o%p>Z^D_RxziLOCJ8hM9?j{BD>lx(fOL=@qJo1nM%oyJ;(uUC=WKi2PoXCmKSj#=!qrhNrr z@IT>|H`!l&=AtZ1cm8`W9Q%Gl^kh86Zh;UW=-2|n+3$+qk2T1k9!;;yvY9GVJB`2D zKomegno!nOH3)x|4m9yYX&8@r0S)W zx~y;S6QwLWY+Klc#irlv+3nI_Rlh_-+$)3C!DOA2{(YNvpj1ni=@3{?(ZVOGhoZTA zqIP<|cj`qlI1K?gV3vcdZ=}v*c=q>u(ReD9XXW@c41}_cPo&HaK-WRGEUJzBvxFj( z%co1}&1v)0BJyBvz+P?!=_9|UVZonvH+QksW1yNf@Ln^p7AVAZ0CAO#z{-xm{0k0( zih(-z>?Ksso(?3P0AGVCJWHMUwZ4+VMOULKhK261PEaoRSN?WM!SU{6r;Yg`3JY9~ zOnl$QzR{_daLG9!T8ZTrv;`NxFkm!?ZjB_F{~TyTncYv==3i^Va&+B@;nzo#9t9Wx zAl8<&Y-URxx#hjFEoc4_LZu>P-d=qlgPd&XAO8Gz=}~B;an#lk8fH&vDi4;;0oRcw z_ezD29ELt^O4xDNyD(YM+7Z}!LZKK~aVrgW+%*$Uiu|=(&=88g0$XK+GENYJbo4Zm zi!8Kxjbb7QLideEp7#k~IQ``jc8IJSQTm2C1Kq6Vy7T0iLvW!DskaNCd@c>Qrn)~X zYEAq%f{yU%A5w=p^#1xm3o}M#6rFQON9)yR6y1|${M&=UXN@S(8&%px8$njOml4Ys zPc)PbQq5Vi^a!an&s1~(fI9$~hTUYhyoW7|iDK{gRq_NTIy-1@O=ffv>_HI3h=MA9 zZNbW|G==W7Ha32dS9|q;WzIRC=sf$5yFQCx+ythGhu5<7A8gd+(4dUp-urF7Am5;Y zbE!FIxqpt-XD(D%&%FSZZQp?56xFK7(dRvEYIf>`(aO z8BDViVYSuXYB7@Vv_UWQ^yESwX{M%7HfUD^Hlo<}=oFjuNx#~i;+ImK7EWG#%&l6E zSDys)$e|G~^yl}UdDO=hyD^#0Yq_o3EUZ;dkB6I|j7;NE8f*!5eO%@^k{D%p&xa+B z?W$f&u9f?-gpS^Cri@3aSAu#heckIlW)hR%n4F$^>$?_FLxS<7FVbcVR6mEbVAlqk z=0g^V*CtTj94fp@44`&Gay4Z)*p)ok-aasH`wnacVN>&*;@?%*qE1Yan&!!kx~4auAUi}%v2 zYi815d^L4a4+R|>6H8h*=-=cA=qNi24mmFDjghxJ)|di88-$Ij)w{bU7Knh_>*&uh z`SERwTkni3p&|)1R&1tb>^-9#!KM|P9y;=NHTbjwcgpsH{l@yoG{&)YAk~uAdP7wL=YNHk#tUQkxob>PX{lB9&=FuNsL1KMT zCX&cXV{hZhlJx}Q;_9YC%dpGFk4VbZtu{q52!`EFK8xJ*I?OoFp77qhIY5QHBuS68 zXLZo*(Mi4^y1!|afx>r|Fj^^64!jtf9_WcSe;#e}RC~8QNVH;9ay;yJ{#S+O(&-=fr%VsvxwtKs zGp7F=qUMlz3BqC=umnVm_hAgvD@12^j($!=WM*kw6u@ZEkGaA+ChV+!quM}ZHh0+3 z0gBs;v_HMr?C zz1YJ^>KyY{FP5XWdv&;P0<+gkpMu(5JHQAEG*Ldl9$u#D0|hKsb3!lO5aPG@y2cSZN=t<7RoUTh#LV24})Fy>%wJ!BLOecip~ zUTs{}AU{ANerYiaE zO{K!B?VlCSl@{vE`=JT(;aPzJr;VwxDE^}No?`0ryR%21p9fe}4~?Ktwd#KO%wQxj zOOw)ZdL_cfwjN4S!H}j{(EKLiL|A7Vo=xgyQJ!q1yf2RCWKD=R)_N#_#NKV327dJ`hs zKZUCOe(5pce}pRHvNxxO8hmE+5$-yd!dQua2~g6YUn{TpP@&BW3hG4N>r;X|i;V4I zHVr3QNt@0oCME3B2Lq*a!)9KYa$UR>0m$-zXaSMJq!d1$XXa;87OF|7?Awj#W}Xj| ztb}qaXpq#AN7QN z&1#60VxE)y1PPPCV~g6Ym2U*9>i2ty`u6kJNU4WP#GV?`$U!AeahT6BxJJ5JK2B4Q zL!Zjql0dp&L~$%`tb1mhyaUIMJgjNY@d@-Akca<%$S z8q!g%zs5VU%?wCspwiaJc(rN4=*y#+#1Q_WstjSC^jv}o;>CGrqy&gpBSz`U%Y)cA zpVirU=jweeR&a@0oTos>26Pw?Q`Dc^QR#p3AP{Gt21h)g-K0C!`9G$&o0lDK-1N3I z=%OhPk+1ljW^CnfhV-|Uc?I^ZOX>B<F}tC>A1Ctk zqI);l1)no(rHjOQAR-vcH6V2@h;h*8O0+}MYR#h_8%~dYf7*ADx?*;Nzn!|?WKZD2 zZ*w=j$=;$rYQ>0VO4X*q7pPdqohZ9AcT&}ETW7qP4u60a$#qgHb#^T)Qe}Ydn z9IfKfSQZf;l=oP}BU2USrZ}$^NG3`HTIXO zp!4WoFu$o&N#>nY^D43dM41Zhws===&pOfRXP0oEB9x(ql46D8R40BSWx0%q!Pb(XQ4(g zKIWtFv-;4nJFmG-bC;hg%Oz=Ui2Xia?RK5}k=7_BqM{S?IJ{0m&f{%u>hY^h99?yu zqsEPlTh27ehN=|X`pMulAIlfCpj_vXfuACXPe8ASa#&C-md+qAG%buNUEUSL z`MaYH!*`ISfjx{?EVa?-RC>R3DD3@4pkLQ`Ol0bl^=5+uoK^_vfOl%dNQ#djS;~c| zbV+o8&!6sE)btCeqXh*(TBb)pw5l#c4sF2(z&dT{zA7oKj0&Ev^c>3Bs zMPsPonoxsGiu3X_t3^j@8@_W@by?A@dg*VQ>$Kc%Es!9w7dJ}G-0IP}ifxqP_2~FL z^S9X@ZHWzni<__Q^sYqbKchZ=a+p1tN0$eVrp0^0v++W-jNUOp{91azW0o3wjUr*9Yj&SjQ?KhB+$^KuF)y>$>lr^xA}5!wUh58OMhT}*wfOg z=;vM#PB?8x-w>EQKMl~!&IJKM^nF+DD}En%7*+g#5}&NMjPKqgLm9pQU|!m_XR0)e zq^i2ZSz9U_mCQ>=B0~-`9CJE4+7=v0Dk<4~QoH1lHkX(%Do7n6zW=nQo3XHgZB75Y zyKMjFj?Nlicj*i(%8s+}`jfE%wElneUW_Wi$2rxv4F1z8Vqt-RN@HDeFewZr(P|Et zTKRkOZ6hQjo;Jq-oAESuh^=fl707Cl3M2xdZ>adHP%~b|u>YlG>npcH6jFwi%7D9- zG=#kb^|fq0df%Snn0Ddww zdGyrk#3LSSKyY0F(oKb1@90AVIz`iXzMsOawo`75yPHOS?{wB)%d7!>G%dk1=Yx+@ z>`xib_D+_PQ%R%ioLc>51QSjJ&0_mFz4FqiG1p~X0@?}5SxZ>lnfqvT(X_$h2V|l^ zroS#&TlbOqB^R`H4NR=0HJG+bQ0tnrksFtS!aItzw0L~eE}lGgP=9ttP^vtWC7wew zNkw76(=U|0;-IBxV9(b6M6>GF2X|TTn&f0QgNrzHj=Y55rq|}yzQqr6nBAAl=I3xC z55FC&s{c1d6VLj!*k9%KHAtraHH~cPjSFCQN&js1f^+WE653jj)*WwoEUGoRdDQqd zcRZ}&p{;hWWn)wF`^G@p8_9bxv$B{rPA?sL58fwPTj8Kv4U7jWS21_7-FhZ3KX50q zqQ;dYE7Lp9WIM(O12I8o5DlTyC|i+sOKPNtsuUBCrapa~jqO3%F$x!^Vo2QMru!l= zW;;fYz4~Kc-B%ukdzn1nJZR1Mak_(Rx*SZ?grr}CgWb>DJc>g(V58R*w6{bJ$!;3h z()|>+Q+RvFQ1ShE<@$cqWJ@D{)y9LH0`%!r5s{qL940v(517;&o~4=1m%+oLR%t2D zIk0Egr|RDGPimbK7l0=V+rg#K{M(l;@kYU-$N&?h<#qpuAZHDau^9j{X>GR^E;}2KL+fHs(M>UO34F3Dn?cyb zH12{y4d7*FO_2y5yrJ6LC%P^RyoGDrV-GL!Vvjlj-Q==Z@FT(W+ge;UdaCC@<8Z`< z10H+m^X|5_m|StPnUD87{>fN2E5icD86| zkNxR>K_6!y%(&8cl*@~Lhxq*YRPI`LjHh13(1cvqFm)5((;u-j>;Gm9uDq{lFOkGR zTWYsn@8WpBRe0n#t80D?9ocbRUp)nDX@|@5QN~ln$!)pPQPy7nl^)T2a{$HGCz||V zDsT8z8S>+B%mW4oC=){fmkL(pP7^C{j_t2Lu!nNT<&kse3S0`FoAR>c*&Pk{0z-xZ9(=hL??Jl;GV`%+GK*Q%+-4AD%h>n_|9(4pqy z7Y4dNCkuTpVE1Z<=l|h3*ROd7vhesXVm#ukh3WKSI2)2y%&PcszVt&&_2V<5P4Qjq$&XEq?D2-W`dYM&>>yB zwX7Z=@o8MAu)l2Pg+6;^sb;xZ#(w2$lW#c;kvy-8!p`0CC68r9=-5TC6a3WpWfm4( zMM12vGrO6pv3!bAc%V}4zq=csL^V6@9)rSC4Fspdm38&_EJs~$p0S%T|3MufoZxK4 z&Bm6*uxcjh>xQy9?hN#q?yx|Xe+8k0(TQ5d!}})+YgUt-#XV_FcW&=Qp5fCb<)gV? zB=)@{)!l(AiG=00yGr~NntepY2HZalYph^S>s=Q>bkz|FBvHl@lZdwfio7Wr(ytB>KnV8cii>g z^-s3JGp6c<@yjlAd~7a;Payk}uHsmo^70tdy(Y$f;dbwTlwya2%(E-VJev@!*#lNT z#@$n8WlKGXHh>=TXcIY@o3S>1kTT@-=0HUc{BQi+18km43zvd4#Yg}oJVB48AE1`b zrjQ1f9@6t_>Ho_Yvdn9J8^m{3OGpaqZhweOY-MfAQHg0=eksoS$M(*?fXaBQ>%f!6 z9db&-l?40Gb=y8j*IQYNP8SK2JZR)*L0#auk@tHDUEy@60j;w6fXs3*q{h1!w6(Qf z7dX`^*0(8JVeDB`n}#CO4xYn;Ixm4=*Em$qezFfI$$3>c%n-twkNmsvJp+)TlKHt$){k$iQ#OC_`7n3DV2~6=c

>T0dj({yUoR+lRs+2&?t@GB{EMl=EGStsEvp+RUhiw?gT!8eW~A1GF1(`~ zq|r&s%d%*Wfi&Q3^3GHLfd>XxU^08byMwWf+lE@B?z{@&m**Ci?pUr26vu`>yPm)b z(SdDhpuYPZy;w7cg83j5Ea7^zUph0aR8zn|exDH=3zhC`O6`AZ{?tXIc<9Ull4M!_ zn5+>@tWKY?kgp)M$M^kyey}Sid|TbW6H>-Bm#CJ{iif0m4=|re#dH?|PDKeNd4&HS zT2B=^z?`+-I@(;dsFqeUzB|P)8-DCttn1Iml|C#H&QE;uI8@TZ7!GO(g@?8&dVD-T zH|Ph12CSjNp07okAKV53Dh=EpO%ODp|hnXi)<>h9@-Hwu3XRYmR=dGdX!ISh|^ zXDTH=lEnhFUTBi({7t0x9`mFt>ax4%G&s!6)uF0WP)S)Eib>5*xX|S)7x+LRL{mx-TV5d1!dxUfF_3K&62&izrCc0eYuz*f}a<>B&cB0MgfY!NG$S0jx*Cc=-uJpdCX)9$Iw zOP9UFwXvdttN21M9Z+8lCY~sIq-J-$4s!ZXVvrkp2&FnoTFo$owlJKg6P8r)9xJW| zckev&fT>(Ox2*rqgn;k%)xT<9JH5SEBL9x(H{uxnQK*}*c2Uy4HG!>$8}y`cz4R8i&CiY_jK6L}*984>c*`iO(1pSITy4PY2?ZG#LvWo&ScE^Y9D7j{i=y zTi1MGy+wyEFgYk>mDyg8VxQ%nFK>@@7u|Tv!LAyN(mX&KGTZdSKT?o7l;9%LFZ#F~ zx3@Hq%z_9u#Zcz zeNooZGa?WBuDu!yGR$KpFh^ZTR$kc{0CknnXaqdw5)a?T@QrUR>S`KJK~zp^_IjGw zWfaXc^G%o@Zi#i64A9#cYD=Ed9i{^GLW_rLFQQO(R?jaow_PLNpHLIUe)As$GL_F+ znufK*N|J5;`W|?Po9RjS?7m8D{v$ve+|Gv7x%GtUk-{}6`a&gIXEn5|YOE{QntLZr zo1c3n=Tg+|4<-V1mw;Nm($69Ax5=_DrF66ssnH?Ef)5Lp#QD=QD^|h3Vs6kZ72xAd z)MeFg&XyHIQjZXJt^FJwexId*H2A6b`F#=i?Ta6r?ms+6?#GyPBqVkD6}v`v21brO zx|&cAm2g4s1nAn^Vn*x+e40o}&RprFv7Tun+W&tgfbnIO#D#|!*Xwgn+v&p{-gnBu z**5>Di9b|2wV8DEj*8+b>}qcQGrK6FW2AoQg)avb_SwDhCp}Abt*ONptw}XM?HkYW z&{6~+K>6>;-f!tWl>z%#vO6Qv=hl7NcV<7u%Y&g=v!GG`-tS9I+O6w0%b#+PCx@Db zt|@0g>j~Pj_U=vR=k}kw=^}MuX7pd&8`jv8`vN%(fXn@`4OM=cZ)XxtzUGdNrReq!vKuw zr2(&8*YkS@)@tRVAb61X4q;xV^zhaJ_gDKT*{2g%sh--Vc)eK8| zrk~aYQ?O#6HM?6pXl+ZiQnS(0=`7a{``Bh>wp^|~2!Q7#Us}v8v9n#XsaK7=7*t_$ zZNC!7HSPlV{pfnpf|_7a5+?zjN7TC?%mwm(y6;&{;t@3EFc3R=AN!v0c}xyV<#*xS%@;&5)h8-L9GrBO znE;s8us7`gj`g`UO8wOI+JjO^tc{6`qt2H%vebFaHyiNv8HX1AZ zrdPecLuxvGvOpX&rs@@N$LG@in#7%4OV4PjkE@APoUXs@h6>ail9>=05q<+rUr3w5 z%(S}JpvIpylmxwUG%PJtugZ;}2hwxkrKiqa1Jl7VX;8XC6KP$>`Y7HNcrGFwp|7n zQR#!qW0>ca>|6M-UFOirVcH5j0+iX9^Y$fVSf#}m=hwNMsO361a%y%%gi$Uc|8xbv z@S{qXfBBP`lCrj0M%)%)aWkrT8F+;51{hjY&4k_IoGUboRafs^h&;$Y=WU;$_8U5# zD{Hb_LSJqi^$NE+U~D})U4(E8K@noiJhME}$EUf#;1L{9-jV(3sDEc|b?=MC^z*DV z8R8cUk{M8Oe15KJI8@V({L?Crp+bkPfosg$W;}*-S~=op=|Q2)wC`3gUMPnlXHq-W zIJZ_zC81p+R+FXx31~+^)+b2?Oj_D%M@?uavGWjXU7!;SHJp2KS>5Bk11DR9jkS-* zFM-6+QR5Bc(gP?Gzq>UrB8XG%ogqJD;94W(=KT4CkIga~V--P^52xHOk6U|o;y|YL z!sa(ICC{pxoPM>7?vE)3Xtb@27#Ilxb(%@(5a+g=YTS^l!isxc=V8)ptm8LM%1zZL z+bMzVt%ew1KIIwvGr_W1^6bFo6IIjcFHY-%5^-N3F;j3@PHKN>j|gc);IbIBWkm7g z%Slb1&{(p4Vegcy>1_kAFM6Z6@LX&$45MYg4aZ%a(9MNH0Bb`-jV71kf%0@B$p%Go zj#W9@zUU($whWa)@If=Mq-Erd21Z?GB01W(_IelaP@xsHPoqYYvqjY==d5hchhfHY zcoe|sU79<0dIn?@`g+fW*G+4ACmqkBbuT<`e72x&b$d`l)odVXvs{_ir+yuZFG@I6 zXG~#7-+Q`coIy&j=YvJbeibI!clQC5m?F}2^4Dy+GFC$~n5ekZb*(5zvrMgK;I{WC z1W<6j3ZkhSbyu@(?#mj_eORf}Nz4oZhc_5k(@W%BPv;|_3l?Q2X0da?tEOiXg{Y~g zpyVMa{Q&j*M-eL?V~6iMHEi5O)sMVw^Wif85VS%p%*lsiaRL>dd|;?gzayiv_g} z+nYR?N`*(|L*Vs7^+Xy#YvwaKz6^DXT=JOFp|y+m56HFf00qz1<++0m-35On>BE31 zlcEw+$ZBtcJpwuz;2=DeaDivG>;yG6t*Kp1abz5WNX^A}^yLqKdo6u({}2;fbR_I` zmy+IL5W*!efp*e8?Mewlz8@Sc=#4sOMb#k8->0g`G~OC4Yqg}Hqo$3ioQjv};1%op zv>`csGgRj-Ehf_dboipt%rm_+BTa)OcpHyMGH+ zUAK1cs6TOl$5&QwsIDlIqn)WclNxezqh^jKp)CECqL6ne>&*?<-``_F+0{wfrM*9KCc}$YF^aRhSSXW+|LgA zReK}sgG0@VN4tF330SZVd(@7q(OHLReY1<|r^ZOmC{2~fTkm>O&8!4;32ltrlS`xM z?F}YJsVcK8mdcE^%o5qxdQU$YyJDsSIIl*hMBwnE`5AO;?}w$lE>np3+oVF6D&zhN zQQ`i+0;HIix7+lR*T6 zPY7l6!u?gRzJ7aVU8S7LDg8h_q*m2ti?#ShluUm={#C5!MqeZY4l}*owwwVqEOsjUTv8*E%dtfhw;J4w>c_B_K>PYO(%j)n5!S6F z#am$geZSk_0LVe)%P)Bey9;h$%H~1}t-~*-nEqYwm6+>xlF0vrZ3B19Q_wGW^(&X{ z4S}Ko{3_rU!51q3SwM{I4w~>pFry|VwDX+xm9%`~%u5NrfJ0dg@%y zw!&J&r(k4c;ATE{oeJ0_nMPjn;y02 zO15<+lF+T2mOc+FC_`C8`EZi+w?Ku$ja~kiLju9$o0tZ`W$xVobDH{fLJ*C5qEzX0 zyjpq2kL*EED21yAD%jn0I#fN$H{A`zF!H%)BEh*2R=uKV^9Zn&=fD<-yo+fu?=MN) zv9jv#AU`p&EyaAPn5Y3?uYBA1mtgL7qWJ(ZuNG6Nye5kgFbPabmp-qiqDo*ALU4Mcq!G&3_$$3#fL<$KqWnm|3&k8OSWhp!VBjiJQ|ZvyS?<>~-2ti#UKYpc8LeBYJ}o|+%wp_$ zXmeq#{rPbhkE2aDV6jL3t(1>R)BCp7;9lFehy>$uZyQnY^#p9E!lLs`SbZr2c|To~&`aSvhhsWaIKB+RKjtTVfG^BEYI& zvk7Cl!5d}vMjRR*xY`0bNVj+5KBrvs7VI@`Iy`Bs-C6-ch&vne`Tqs1;r*9VvD$dX zyitO60m-&i1lHy(sM(o*`hG+XX0>%A16#VqxQ47ipy_Z*H z!t-$jL5v{JW{Fwxe%`2$Ql8$jf;XRY!L*wwTk*A|=3paOsYEuy zW0oWl6U<7ocURQFFiFg2=Y7k~3(-zWp~g`n8uQAgtd^Ba6@GFK&<#$W6g0urw#Uw1 z+S3de4{b1{twI7*@$kAbJHJ?px@@RrwiwFS&65d$E~>m6;PJQE2mZ=`exrcB@Whoy zqG4(cH0ko!<`j^Be>=oB?c+nwjwMa4c8$$~V(%3)5Jjt02pww;i>}4_vn-}w4?7o~ zIFKyF)v3IE1kvm3+ipiuI#k#gx5jW*P$sKaJD8*P^-A3 zNpL_-I_^T~I!DEGr zt+8OfW)|H#;Gz&)FL7y>bW;e_64wwo;k{|MN{wv1z`$%w?(6$V!gJvJ(nb^^ zhNQA}l{JfE@*Y?#cr<-NS@z1h^2O)cT-MPVP1U{k1WWDcPp?^gh|>GUWL}0Vq>{Q- zSP4hocWqjF?CgH(p!XEpxujLKdwTiq#ys!*VCSrD!62RGF097JV_=Quyc)C)M9M<9>~CR6uy_qSD9s%c*e!{%5%)U*pk&KM^uwH%X_6?25c8#4D#B-E@D(j zugnLaw%06d=TXEOTOmr0F>My@ZBKhd!z%LAJRJ?9U75n10W{AZ&X&bg9QQrH<+`?s zM2=5&k6CZ*I>1-?^6+&&f{i*|!`=6+cb&&_v}Uemt}|9W^?l=k;V83WtGC|@LnEo$ z7BYu`+38lwH<-Z}Cq>5iD2AUTb6!_#87}AbADQV1n$4Kq+RFSgd7s>idxrP!Ql3tz zePmKE!eM1T?ZLmOz%CaI-3AJr0E=7f0ax8ba~l0mSesO4&|KHr-%&A10t`$i*yh+n z**<4Z`g*X8%B6>$Dn@L~i@${RQL)bU!bkUB%c*U={Gjjd?Tra|Dg?wVyLM0a{Uyl$ zu5kPW`Yhb%dO5)*q6MtW3K)YRtZ0DNts+jLXLY`jtXEP(8VeM@7ruZY^2tTxe4ZB_ zx&S2$c0?cGMMi-xNb?ndPbv7hLs5}KZ1wtT`byo{&TaKl8}*CfG$)oHuVXb)yKBfq?6$v4{XfDp;w*CwR|H%w+7*C z3+Z_3`{Q$~-DdqHDslCz1u-RC=~4F1m9qdXA?Gw*%a>BKOh-w@AwO`_ zpOH=-Jd&vx%rN9PYflQ2&I*bP4O+k^qPg5OLfe3LwIf(zNpXj0|A4vsUZXF|62uB| z082fr@R}XY?f)nw#Hqcix?OEy&KnLFeoW& z_o}%fdk(rk=%N;q_%SMq{Z^Wn79QNi4m1Mov{j*ZZ_0STWjl~C3-N7-WCwC+e z+qo26;h096CyGNm>^4ShZ)N^NWtb(=dul_6{XxB}k7VKgg^D-WkqH^iXPBplZ7!Z*ozJ3KJUpW0R zS(T!haqJMD|!`bKB~8dveX<$)^g&owo$D*f57# z#Dt?LOLW2F18On}Zl|kSv)XhN$b>vX&IL5GY;}=8ENx?Jr$ZbGA5KAEEbHyso1kLC zO_d^o&uVMf9JT1+o6P*w9GuEGv^u|*{M6a6Vw|62qUL32MBntY&p;6uEPjU`{`%{j z3I~Ix99FJABgLq;u8bDlJdP>#Mya>#&&n~Id#X-cIG2wkdNr1j9Zko z!L0%h9>@}tHm&pZon)ehI^mO5(8hrtBg8a+h=s|@SyNa%6+-pkx0XE&r*~c85;kFD z?%l4ILMoAsKR=z0JMu4pZva@GbREu`t3w(F^G|#E9@8Y(yPnQPZ{1YdUa{0h8@@UB z+i;fjt?7b9qZmTQ83>7m`uHbQle7^P$;)}xf zyX20F;-89cEj0{lp~|NX&SJ4*{3)k)qE#asBdGEg4m?AZf}JMO8E?+#Uu7pGE)TE2 zC9n+YcYWUcO*0$t#MTj$+3(jt@m9){lx+Cui&@slI^HO9Yt#jV=Ne&b^Sj(j`KZXp z<%C*~2}0FeAz+mES9eIm31*3l&^o7wRWODP@gIN{fI%~_o*O$9OrG}rN|0xY71aMW6jy4Sm!L<<48brlByHBLq7ZH`M^>qpl=oV6yKd$tRSfg6&;4*&BumP$ z4ZyGmcJkF8L7Qi_gLALzc{EG3y{u+^Sc|NN?fsk+8Z|x7s*6bJK(WmdbAJ`=FImt| z>=;;k!HK+wB~_IA(*8i(cteO{_OXz=CCx=YNqOw_q<-y)kPK(j!W7gKQkM}k+x66ilnz8N3<;)n*ewc8mkqWizb`d2ar+H| z0h;B75m*-{mfDuB>%%Nf2w(ykv|oUa5PlCsZS|=6IYO_mLoasQ?vB7lfE+8Ifl4D! z<2&S7>4dDIKFBv8ESK`R%dpolgrmxnjx&n5f7Ck%d5)8z1Cqiw693=n)Iu3wF{$Zi z73&rYj}jWf?(FDCw7VI$WU9^Q{XFnpz2mr())*fN-N(^%ej;3EvHG^*IU#S1lp0S# z>N2$F5)x$h^-Z2`Nv>G(wNZwjueG>&uvV$$Ef7J-t5sDF;Uhxs1Td$-TSsFkYj0pM`#GeKOSg^ESD2%vt@ ziSHKgZE|~#w+?nMQU2H^5}{qG@YzNo`o#(j(}P!@YF0?_$J z_(!wV)k=lYm$?IXBt-?vD0b;TKIV_7F(*KN4h8(2F>7j#wT)QH4t(7s%Kqli)-8A5 z-#c2&N56yC*2;)5+0yM^2)MqO$xz?5U(51U2&L8qvWv&MVQsOYVFmq4jK)w&BJ|?c zexz(um2);Kw$kcz>MMs%rKgU+H}mxt8b!~MZj(DwSGTCjJeNL`Gz0kcWp`h>O`+C+dzQGSU zCy}d`c*QE_BTxf5ZPy|Z!Bf;Vm$4a}jSSz07zp^j1&_Yu2Y=*a53K40&XK#ZLtCD_@XXKer!~Z zBwK|}C)+K14m8?>U{m;IqsVQf=vI^d-PyF_vp>AQQ-bnwdIxVyd;{52R=jW%F-DvZ zz9&T&E_1glwF|U@eiY&>w!OCvOGuiKBFg5BiLtfEezyGMMK49|jD}Vs2|Hbg7hECh zYX@g+?|1?E;ryO~!70COsRK{MiBz0@kO2C1jSr8=q_e}&@xA?N>Lv&4y8(E}pH%Zj z#~3dyMNP5(4RU}Lv%@0hm~ivDIWYD)dD7n{&8`f{sL?#Yr6{@KR*MvJNI1b~WwEef zEh7*P=Cti^EtxEAz7{5Fm3-r6o-{ZJwE>W@px_Hz$V!cq4?K;VnCjPIA}NvQKuh>> z$LQ>`Y!oK^q@?HboNocag=gg|VGNhS*W`^(P)*_5DsH$@(`6jpP7 zu)kI4Dt{X>D%b7Bv7SF3XC8@Y1Q&#wmV&96du`?AX+aH*o7q$QfrINKDpF6R(_20i z%b61W>(jQ`x82ixGZ`$z9ZKeNW>*Bo+g8NwlVXpI88-`b#Cmd+Q3Kt)5ydjCfuXcL zF0SM*-Fz(go!dw47NyU?`i2pP@l}IMk;#pgu7xxc9 z;YfY9wWje~jzBFDgd|3DfE)Q@5m$W*OQ4|xA?^Ic)~CxY6DW)r?7+1 zdUj8zJ1)A}>N6$I7pW4S^!nv@si46r3LZBeIBRdu;F&%a{jrq^z*#{T@lBS`%r;nT z+00-$?gg^raJIyXUj0&qdvw{(@YIp5@C;hOG|4y8Au{Nl=3C0IcZ8>!77OTf`eB9? z%@Y;}M19uX+q7~O{Xc;~UPJlHpZ$SEEX{>@8%61!w-WT^)>Pqm7K?0|f9>5|r*9|FFiUPC2LP-mazJxgemxLRG&+tE9goCPfhMf@VQh+ z-tu&uH_O3JhOf7|~p zTKdFm!<2rn-dbz8>2&wyXp7rCY$=-qlyz&cy{2*IQ;S00DZh> z?L8mImKCZ|hDN<7qr@OZ&0cWd@oMf-reCwHdi5DD)A$+MKINI^R#5Jbgn8f5fA!h_ zX=^}xLt=&PALNF8^>UOoeu`k)tDK;hzr;qfmWB+u$)^}ol14vFoo&{(&9%CfX9@p}Z;%Is&)#l*U_Lu0 zSqw&TDQ$Hzp~qRDA6s|v?S!O%Xo!lWpNZZ4N8Pr1gi9J`sDX9M$3Vwr+^~o>CV2z9 zu=D;oIZS7|Ilk=RM8r6P`G4)z)k}D;&ITp9;Lro#GRd5Y&CeOQwv%8hNJEiOd{eio zm0jPD=lCx|Ip1e5{Lg_8tQF2?^`PM|4`~OR!*7vNN0YYWMeZMfGNXjWwcqbqw}{J@ z>Su=>A&#i&30uU~g86frszk$qX{vKxnJ^VUpu4k`h<*KTk*A+K|rjMGrb@{fIPky-qdHW1$-U9mO{^py@yy+mJRC z5@k(Pc$Y_RWp>;5@4&VYF*pKj@z-CT@qQ|Kmz!!{9G?d9k(c0i@Dt@^k5yN!_c~vyK3delUVSX1xk}j>3I+VEDvZ(6LWv(K}YHDkw<+fVl zRjW)Rwt?hRNv@he8p&<7Y@(qc?;b=yf(WN=&$GlVmci;6kN8e*;A|_`w8vAGKYj$^ zH;0r^+{5}WB7}A;Ibb`1Do@bt5QOIiQG!`2GSW$+CY}q&W@Y2bAHofyD)fStg~WKre^L5`_QRSv;>B5HntmxcwvAww6(+s% zpsw5q=0NlzD6MuR*eve4#B|n3<8nDrZ&G$sOsCWNzpd_qRvRc-2c&{rcbWi3j;AXw zG3A-SdfB~$IDHL)-=SDbwHJ610UrGGzb~QoO3G4FQOM1c^Dy_gkj2{E_i<6_?Cb7M z`_?5-fXyM((jIx=P9I5O$@U2nSNt{DGIZ;&R=}xmsJf?}1=0Opq>LmjPcVyI-!0=r zuX(meGffqI2&YB%&|Q09N_m8I#)opgXYY>n2(K&LJLR=4-Ab!SIDweoDA+ka5M_}e za;fEV)I=VHxD@<>wvf3K^Ws0SNxX*7kZ{Gkg&fdjlsG zwM|#vy8u#3UjP*_SsJroA?9|z2j25@Mi#rrDR{g%?uZf>s%9xaNArwA2w~}Gui7Ut za{>TYDUeUP1Urcpj5uAVt0y2#L7lz5y=fV1bi&@F`4`{b8@?$$XUGy!fUU(gD`OYV zI?g^&9E*!-_ZaXt6;gbJHt_b+ z2%q0?9^)jdIERg};;Wq==rbDErxix0;@=%O+%(_b(z#e3xvjuuja^3HU2fTl#JI$b zkzze)ECjHhGGISaqe+TJ>DPGl+j8i6CWGd;Rz}g}QW6W|VyY04uOVbQ(XS7CF;v^a z3O6%}4#IqK0@}G8(AjVoQ!qwqSRq$67jaLaW#1HcVHMElJ5PsCSxu+C-b5od(f`3_ zVyW~Qbsp99a@=hK6w5x6sy*K8>HoeiSls`tD^VfhbnTFY*mXmsIe0bzau*BaRh_17 zq=e*sj;TKQ1hK7eHmwsH>VrFhOztl;E9BxoHF5E|c``A2<3qvUR5ful@wqfZ^TweZN9R@sNgK?_L`Rv~Ol8sT2}&b)8}>}K zHfytj(^f_yp~)eboeZY@R>D8HT1WNeYqA5w+xe70(}N#(b(KZd`iD1`kWiI_|3bEK z4^yzbwNawyOD*+6+Gu(#gBhn_e}Y)zNCF{@o!eh?F|Ac~ru?DTp8%v*4jJW_a&&Wj zlD>Uln)%4fohyaphz0BTyz$aoLAd>BiYtMTfg-zg8NbWo<;V?mrz6L>&_FLR-6njd zsIFHzwYQEx+5*GTh5Ca!Cj7MT*?Nz)xI;adyE_xBCywtE(nf$VjQjA?jqSV78(fXl z6MjGCRXC}fb})3EKt$eIex^7id9pUMO{9y1Z;vUAnhlvbM3ZzTB1Gx%9{>8-X;knz zohU|B>VeOf$LRLRlOG}*23TusG8y`ZG+GL3Xc>Dzb0ZP16NkU$EavozASucG&npZ2 z?KA%m;$D+Y!Ni|a-c|zAIJDDacJD!GTjNSWTLr!;Z%SAw90l_pl9(FpWQwIDS z3KWh2a&#wR{`W**^U|pPd#wcq^Y4FH2#?JNJ9rhV91V0d4r9MZLrx7D7{};S#S1;5 zdG*)`i@rel5v!92iDCO4ylA}xv$URJFfk>1WgnDJ>h z7R^xo5Je`FbcGV^`vdp2;Q`xW4+_<2YIab#0!sTq;741c3xaEsgVZ`Te)%@(Zxyf% zx^#uRWZ<*5fKYh5f@)7osf7r0glSPxPs_pMiDd7F{L~w3A$Ka9Rc)MAf)+`pxWC|@ zx%GW`NfO7+b>*bzf7U`q~NZe(3g z@a04K^GuFE3A-!Q(e;0LKg{J}ZC(0#+ieyK393D!5y<3!SDCW-`oGUw_z!m+Se)#o zOswZtRI@~JlT`&@#XFWtF{um7MhAps42i;O{W06+C|oZKe^>8WA|>{u$18Gi3zS@$ z@`jk7qDrswfju5t-GOLjm$FBEDSO){3$5M&L`Qjh9o4MNmufpDMcz=?7fO+xI~~d1 ze}VRxeS^;%(5gJ&OoGL6E%CpqUFq+r`NJe45fk=;+H@=2UoGw^z)O3_qJY*V_mG^X zgTCFbOCA;~0&#vklAQ8z^8)rI12AX+@Ln2F1d|zrD6WXIxPZ0RKSd#4epnBLB$AbitbL`5N{fg+Zkgr-)Fr!n2hqt#@H+pW%9)#TSLY&R z=Hi$HFlpnGM*xG>%?1(yB~798Nc*6DhaP}rQ*pU6VrY=I9n3x`*E)xVfLJ{6=DS^O zWSLMa6YQ-)J%!?s{K*RM8~qCEzO5#LR^VsCisOKW=7e$1Xx^=(<#fso{u9UzIo1{% zaG;EIDa+7OcU;9&&01}AtR|e-D0&^g2dGh^f^8904TfU=?<*<%PpzC3a`>t*UJ0vU zKlKNi|1e{zRxFBMPuqU7)wa0#uzH^d>U%17QacSxm`;Z6fPqP)@21@EW|bKPR2H^7Pyw zG@IpvNzMpJ*(wxxFgMW~H)Ek`N+8!WL1j`hkbf6c1wt=x8rZPJKxHW$JesNTe7S+0 zk|w}0I+%hUg&lNlb9HEZR-&*=*W}&{)}6BwLp6XnMX8EMG3G$%7d0Nh*NSdEMz1y|ZpQhWI?E!NwWnPngmO zD_ks>b#aW{WBefI6sNwXuxALtlY@F*?ahP@?FCb_>(f2L|De{g;}rJ30eyH2gU$*f z8v%Rc1w!+9JqIf!8`-Is`I6i(2YvSL&<;qqlVIkhn?chNz3=T>f%p{@j>+e@$O#v@|(mf;hn}F#WM5%mjU&{gtv*M`sc_pjOZ-s|;zJ)e)q<9WQepbJ<6UA?Tbi#YbJMOi)JL1U!c z0l2#vfUUqq1Xz)AYAro~Pb+9EH6u}AR*El9X>yq* zsLSqRio1tj#nj7+(@xF!Wau$cvhw8GLs>UD*<-$@-e9_g2EfRJ@_~tuTkoPQbG;>36*Y*NdLD-ZnGP}YQxmG`TMq{<}JZe#v0-pyrpgw-4bm?JXYX+ARVb`@yVME;JSFry0@MqG|cgte4A#HVlmxW)e2WhTl;lsO$> zf&sq!77Wxrt>zu0?596&SuYYZj1I$2@w z(ljj$W+MIVxn2)YBgS}e(bA+1j6yIhDF!LW51cF7XiP6g5=J62NMD7nMaBk>fsmK7uqqz>7vmz-F?gSuYuQ%ZBB={^+Gp9uhv zG{j~ZOVE6hA>4JbFsEWZZi@;KM7r?KH(EdK7RJkeQYfFG=53-%X-Eg&xvUWv?yHiP zTe_*SSqR0mDGLIIkXm&7sTQk33{|LMb)}l)yoK_$h1Llqw;B^@;Cy&GAuR0kkARBd z$D*_9!p2u$D0-VM+J{MMp5qV%kQ{c4u9!={6&4kDloHG5$?2x&%E5f=S>6Zud#hfh z9H`4c8>^$s-N4<3T2CWt1OW&g3*lGNu^IZTd}a7j$9Xa8TTv|I~9bzq{K_Eyf1AdxiE3 zHmlvV0uY>Q#&Kp0DXlOu{pr=f&gB{=D}na&B84;Wg0o{FMHQ9NCfEQ!Q*_fa-{szv z3pcQWL~#ISN~uGHJY1y1ts`v&SWZw`Bdl)BmTn*llIVkAW5W79Go=jEZEn0*OxKKA zhQ<9kemn2;e;5e>U_-+1vnNWo_4@aLNg!MjDz%0c?H10U<%kr>UiA+jjP>EG6ts4# zCZG+xbvF~nlETgWKc$xLL5-NXWKO3k=Ttb&mnNfJ<8SO&AFNx06u%@K!J8@r>l!K; zJqU01FzF&4g*$gk;YkyHTb^kZyW#=KQ2f2rz5IT8kNd)etmNna4)@aRXR8#elVH-H zVr?Kj1k@4(175Lob(s0GHmj0CIxDPRDi!^UQULA@a4suk`sNM(4FLMtM*mI?7OCJ>rrO!FYb2=-t~A?G#ud2#p#g`)a&BDY z5p#@RffCk=@xd@gR{r}~bJd!t|J*EH1(r^y%pB~)9vW4h{f8PE&VB6B_Ba~x{lKTm zNQEvRKFQKdvm>;Cgu;svgn-df&>&JgPGQ2IVkiqVUA2cN@cdKBs{Zl|H2}??0_$h? zVw|E~pE@JAZXY`Ng%$JWPLYZ@ck0irvCHzYC15H8-nS^i(`7 zpSy(4d7`TspZpG{xs^W1-9;piQj?R@yGY~wQ$?xBO^SlciU;2_R-mxEdB{A1|Ky=q4j^6kWSiD9cbPC$129C&!dV;yb!i3eejQCpwMQSbx1Trslh>M<4aSx407h+Nm zTR7EUNp8lua8lA7-_UIwTk51>XdVYHw1(@UH8^>^tbvxr0LvboMo=YsGw;*N5zMh3 z$I0r2E$5nR>96yu;&(!OpIP%Li~0r+Mrv}szgSJ&^!IYdie0y zIv3hWmj6#ilbGmn@xA(O7iqi0VW*d0CnCo^cXJY-=CHle=)|^}^(nW8C=wlXIZzl% z0$M|qmwoHJtEI#zpCw<{$&}korWg+I)x6HZzFhM&b=Qd>z0<3BS#7zD?{h?Mb$50A zU8l`hwOljWS)Ud;I83ZwlTNx7aQo_1DT}KU-?eg@@1Mnd3X(A`u)E#*<}f9AoL+Gp z3LG8Cgj#}T&s6CQo{r^R67fOToOAecwhk_kQDE!AE==`1LwcK!)2(nV?S^nc z{z6xes8s)blg-Bhg{DEPJ40G?hdRWM^iz;2Tx?==Mqc zYQBAk_piw}s@(~_W_gL|bs4qWFaYB~tH8Sa&*SUXjO%)j56h_QP@GZH95%6N?Cw8vzP~i8{;bHq z@L%>xUwdG#LDj1c7F{)cye_m49)(p z#=u7HBq~hwW}QT|+CZTepvxSB;%>r1#T-mkbx%wys79A?261yU3!on{`FqUO<2o&d z+fJ54KnZHaR=#;SypZI@l%(n%G8Ew^oAvN&=Ff*ym(7hT^D5#h9GV-WXaSm3$L!Hf z-519caj2jtcUX!h2DD8_%SVU#SNSJy0V`770A9GJSmTS)JbpCC&7-6{7uLNYpZgZj z=En;bi(|{R7ntGg4K2HhcGaF}U~sNY1nn<+1BOg`ipTJhgPf?B+CT%pZ zfe->ek5Iqx@xxD}->JmGqpfZ~*^i4u2sD3r5IWUfv)RGOR#LKz84|9lrTuzK6t-Sx zf01{1De|pOq>gSM&*{AZ*nu((ieSBeT`z~P@_?D@n+2%mYk{J66)I~T1}IG-iS)d@ z<>F0j36M%MUfA_&#t(h#V7>{Nxdp44**Z@BQ4^4acOpV`J*ih#UY3Fy5HhpgXb_>E zQ0sa7;O}5b&RMEzU^B zVnouhOkr!e1=&8K=~hh-TX^ZM|fvWAwJG#ZZ%}(k~gU(#+oUyPu;5 zo(Iqaehsu(2rJax>9=J_19+9n$xw`}c@BTN|5$kbUTt3n76pXG7e&(pQGIv} zOw)JW=d}^RhbQD7n8DRwJ^BYK0NznXr-t3>v3iU=YE@HV2M+)JA=LcSJ9VxI1Y&L-Aq$*nQU>BOx~&99{RXe_p(bh{^Ax*-dpkRrq&2tpdhKeU^oTV<$tKL=2#{4=41EjQ z*J+Q|kM#Y(@enGtZ5bI!;^fKOr8{>*F#+`A7X-tP(&l?YsYZt%)&BhG+^~+KfEx|C z(4(E|b-wtX*S|!kB!r-HH!Zhew20G;EcH>^ujwJta>cpfn#1|2x^xvMRc@*pXvmp# zh<}~D6Y&e(T*L{6*F$y{G;OMbQ}|eI*WyB2qesH^16%(OgRV-G{1$@B`qJ4GDcAJy zpUdGFx;A;iqHk}?Ec=CaY3?oPqSkEV&E+J;E7vxg!3 z1F>G9Xipkq@j7f)y0Y0(R`Dh_;N^)Fxx9s#xu~ftmFQ*6v_^gdWrtB;;kwQ&Y>q>&XuQm1a@ck%oo<10k z#*lky0ZFf~dv`A^mbJct6xU^K>7!Ek^NgR5ucP;=dKo`s^r3$kO|GkIIa~V@(~MJ_ zq}cg&6i%t(-xi0_nf;5aeej2izNYa%=MaUI*FV71{x*4#OnAo@cu;Zpp=0#bF;70b zFRlU^0$>^g`Wf!@9CQdUesy7_lxkeeFWS#g1DYGG4aioES*2$>j5Qwf{Pvl1g0H7W zptCmqy>8iCyMl>j$xf(7Jy>~bf2cL?NZN>!1(@3c*obY<8jpgwM9px{NQaTuArt-6 z+{ZBGNhYj`W9~lcb$WTzk!NN?bvbfNSMMt6D^ahSASs*1(Y6Y|4ll4|M^>$xQ2F(S z-a{1=^HFHjvOV>GOeC8n>+(oNbPlrcS50ferI>=_p8B80H+yRe==2JUwdr0kVw}_B zU9-j`Z~Dehbtkp9`Nc&&fy|?&m(gzRXE&0JGlVaG$=EQeK*EpeK3#g>@^%^L?*HZY zN!i1Ul2d7S#@@yw4gC)g^?tr6;B>WAohX%h9?0UN;6i?}a(_o(bZJ;sM@? zKhnk+C3h2#hjk!>}jQTfy5b?h-N1;1CrDps)kRM3rf+gK0e)uz{@papr8V# zlO{ROn*eKXdGF8UHo9_xEuRX^yH1i4NH{U6syaZuwUxy$u_Ti1>yQzz#B{@K3Qn0f z{VxOg_*=>nJB=8Q{9TS&c1RL%AL+vcs{O}>F*6LMzO+k&QTOuy7CWF*Cpmg`NByOa zJ!7D`8(>0gc%cHiL_IWMc7qRRPlL+8)>g)?Q(D&YzTXf*|^-R zrVt_7h0B#{Ru0G0AN?FIw>-~fC9of90q~f!b()VliZy9&v)g5wvB`jN<|8HseQ9aBrV*4?L(JKy6oYnA3E!9YkxOvP2tmu2<{&aP4 zI3zWyP;fWwWYf6ub^mcThNFuL0_93ZYI0nj9W6BGLnVF-qKN1QrFG5ydQkRct-AfF z=LUqz>}T29kehmcE*zA(xL-?u8Wv|4Y!`I0U^!#VDPJJJj@u^y+zm}%Hnlh(*J1Ee z-r%ZZ^qXOWMRGHIi=r^o2i(C`ii`l0^}pOyv}ZpR&vur7W4$X>hy}fvYwMlDDy~0r+95Ot=1#|1 zu*C`;tgS>%Kddu@yAG_msi6O)wND%WErm+x`JyR4T+pIAJdBMHKY?QVsBNFh>`W(1 z4ZTx^=R5D1%yv}Ewg}oG6aat8bm%4~)A*evGv1HPMqBab@JKGYe$f;%9)|qXWX%VF zL_zm7%>e!VgqeFuKUb|{_>VRf3GkfA@*5i`1Fsn=-DYVJ6-);h|7hn(O$<>Ab?tulF<_ck?@Q*SR9wZo=i9 zKkE*L*JqB#+mJakWI7u7#K?xn(_-Ss{ey28$ui4#PODASY{Hp^2B&!J@5~t1TdpCpMc$_|~oBIx@^e=T>09YMv5|=ZES-mcnC^ zr#+KgVi6U*KCArh0^h}Gk26XXi`;AF^`uteiQk8Xf7$LpE!Z7KcnQYPE?s%Tyu3$c zP1rsDyDh)Pn1wwKlT#Htf|e?Kxu>5_&kXs#Lufs*_*W1nv&L|rvJ^!%VOBjs8$PO{Igxx2#P!DCIR5U)g^ zayMP#1SkV01v?pqeeNS+1oCag?W78J>{VGiQ;^l zO;@%d*By&pd<#ZhRnTV?^ylLxa@+$AuT;bt$Km#>+@pf47e|S9ZyNP^Wm+BuSSJto z$5kBm1T7k;`}e4lK~v zf*LA+S2sgs=eO9+q`4#jbl(RrJS84Z$MS?qNj#gn66{oV4t-@w9QTKmv*EZZpcvT5orh8h;k?J1cMXzq0?F}9MHO8#9(c7VUQD&uUY1#RuZafHL>^ov4BoZi zKyZNy+Y8)iJ(lzDIn!{cfor$0=apCk4tCzt=hO=N_1_uKo{;MgBj_ zm7QKp!ly5~?D;#Hta;rBp4uGj|G@lD(nL6)Ucpi03nCcK8d*D5kyhQVEo+z_J2WaU zc->m1b^bh5jjVBP!(yCr`p=d&h&A4>{U^R^6mNUHRehm6q10iuThsB($_4m`h)uJAycBHEZI+Q!Kafaic+|yhuvVBZy zd)cGzM0ef{7){Wj_-n9}=8xwy)Sk2bG*4|BOBh_~GcnC;)?DV{gsGbtPPp`e% z7v+!5vIV6uz8K1x%|GIyQ-KUK(xMA(g}vYNV}EyUI0;*~d8V>3{&LUuo=JTf4CdsW zSl?6p;c)a`)DK`53FznK;Mg{OR|Juyn8-0Xxh_gd3G9xJu@G6Bt>KvKRkYynJ}BeY zhT$!>7OG{bSG*66$hp;-)6?FvwT(uF%x@AFMi80s)JpB%(BgXA8X7MOSdBIIR6%@O z?c5z0yFF$(q9un`n8zIbUAlM>LPj7&EpEq-=00}ltrv;AgnhF4yn)4S?LiT|hl)px zZ!_;*HWXVv1|iJ*%VV&(+gI9xXsiolv*dR|_+eKZ5-(Y|D8MoNouFj8*1{2t9uYUz z4nMQ$;%wal5pCk*U#-}YApxDMwz`R-~IwU5^4wG>yrmt$l`y;Njn9=e3cmb}YX zFkd*@%H*lJ8#ylP0xy8|OL$hh*gx9GfQq^i+rD7BORT?I{=4}jFAvx(US{p_6gX>=SHFpX`vluetY|KP-K&Z(5~ zR;g&ZX3Fo$tC^f`iWG#@QQJ8-j`jdw>2=zHQX^|By?SG-`~H$Ot2Ofh z)L}+-(M@i}B#v`YlEnE|P6iCu8o|zZn;$ zbQYMmmWRG(vqr2@uPAU`$^;^5tXW&mw*8;rw>GAhW9OdXYi5F{o!jRECrqg2cb<{Wq4P!`gmJYrPB}ByP zU~_W~wA9^HYkXJ}7gIW6n>GzeBVxm_Mw1NFHsk(1My0qtDg&U?9O@rvDOvI=hdG^w z7jm4rWEd-RVPs=x*=`yBYS+ufs~=mAFkC;$Q&ES{ZU72gR^OsPm#IU7eKs9WI5+o= ztoeEq@7$49f@@rtdPme@tnw1YGb&=_0Fr8i{`yGKPA2~4B^vjJmfx(9V_T`aU**{T zpW7JXFMRh|9kJBvAD;B?-f@~pNjXNeJ3q|(&_?PB%kD9;)2Zp0x8q03ukA#;OJE`Q z#zXB5Cr{8UBd{9RAb$)CUi@XBU9MglUy4ptF;gcL*&r>p@k|7@Iv2 zdCELj(;Jl7JpwV+aqiq0ldRG^_gf zThij30CWv54>}}{qbO2K$93J0HzNcrEThW(zqtHZ6yO1zL0!bX*s^w%O5VM+?^`- zLQVB!UB6ZYAN`EM-`=bzf~)D)!fH#XJ+%97+hPU8Gt) zF>)(yJc-rUtIUn<3l4Z_?SAMrK@5Bhsk6Vq?_1>jo^la%F`+m-s88@f(e1*Ouv0lp z!5x|N%cNK*#QK@d)72%~+a!iD>}@7h7?s`>K@HBKcsUgH=2scjs0l^A+D{#RlvP$Xod}m6De*8YLksy$DQTB<%#mkeMTD6;Fi%T`v zHyv_zd9q)!&F2hW^^sI7>g)!k@hyNsY&;~*`-ui67pLZj{e#sL-of3X`bfCf+Cwpw z0C%+Rfv~^2)W2n@7#^kl@?YzQeRPZKVux)0suSxJ4|P2ZtO#8%1@BgGv4ndR-44Qo z&TNnI0c7?AMVwONVvpDZ|o|GR3zTq1d_4xQjV*| zW38lHzSzxB>NMl(ePx8#)PK@AHmsd_S-#ZSbCa#*m0JzXv8juZKr!+^Wgm>V2^+vJFA}e4qlkdt4a=goEgNT5wa3{uH{(2` z{E3@*t$nS_3Z`Kn%V#rA<+o{dt{XPE{ST#0SRAzxdIgm&g&FW={!$I&T_TOk?K+R@ zR6cJ|Z4S}}BRNGgg7QvlE#*|1W~=AKV+&#@+$MTK0TzxTQfy8;)fF~0sWooa^C0y| z{gqANPB{;tNI|Br?p3D8FRi){C7tavaUy^Dd$COdgL$13(4f# zONIa090U$eC6s=P9yOHC$Lv_{`B0Vdn=g0wn2%Z&^Jv*vLDa}E@`_eph0U?0t`}T} z@EWhaP^jNMc=WRhOGt)1lZU^(fkrL5(Iv+&w3(-4^K42~a5uC!SQ9|P5HcQ?P9sx4 zLR)4_$ER!V-cb}^Zw-TTKn3T}rd)M+ELD$SBpWE02vm;7Ynwe%oMZOwMqQ_3l#ALB zcu4Z?CbHbKOJ)E1LdlS040+1gHdtccA0 zn>#PXXt!fCS}3B&99Lt{n1=FNXmzXGb(!}5kC~q0Q+yz$xFU|(d+FRG-?kIZf7gtEN7w?j;^I~tzjljT_`1tt&|x9ZMmu*!=hB@lWGq+Nr!a@5=XNi;t-%HvlxCT9`n*-uBZ~PUo#3 z_%y%Laj5K7_5X49k3lePRKf?`uEtVeRjg?Iu~4R#z^0Phad#N6Akh}Av`(Gmym4)t z3&2Xh)7nieUZspQ6~>*kj#oy>`gh!a8EU(J4H8$kejgyG*OB-llqwx&+i!%$h`;ut zt{wJSg^kHPCDcPJzwu*u5wi_e!-0V)z7Q%efCY8y)({a;T)W?}qUJm+pYS+i!FhpS z1%02hL*@I5n$jLG5#Nc>qct6Jx=r|>?Op}VJEKl(XUYFYuy-LqwBLonE)#4$ivq&T zLtKkQc9nBbC7^2-PV$2iZom93kVV}Wy^i>-s*mM9BlML;%8BuhUA7Nm=peP_wI>{6 z&dja!|FTv0=uJ5uPWpM*Z#hl-eC<$GMuF{A%jJjP!KZQ1?xNu(rzDE&OFI1z7FXxx z1Mou(`4{2<+e+`Pg6(`oDde5ulBrt>9v?o<2@l6XM0LoVrv*ku)lRM!>PahL?&VJ< z=KZJs2`ITq44$j=)G%FNr%ttU;M67V2_61XgMN0$M)httOt&_#m-hr!)fdMS(N$Xb z%ja94ylhchfX&y>uN=(-$Bdedv?S-3xIh#@0TUMasTI^(h(D@X>yB! zY<;f>giJE-EKR%}pZ%X#n{w46{_>{<$Ds^A&6EUg8Yx&#|C-*eyd`J!oo8bs&&Ops zWT-&@1+_d<`)<2&H~DW>8sRDT&p;=tv%Qqj1{wWIU6ZmmkFLyq$BhU+`}&OLNw#c1 z<=7N8n^N9~SJA|8K<^-VjyRTGGFLn6HS2I%Pp+;I$HBea?apqH!b=}}sEd~#JX`O3 zGs02`+4Fd|b?>-%HgePbu-%H8bPY5L_q)Ipq3@gO2vuhMZ`qLRODJZ~03FhHDj^M< zBNrhT#wRQWmg?yhRe&4OUX7F!tu_`E{;ClK;i|BnTPz>f3@Y$JuY

lj{ENU`S6y1vH#HjgH2vc`%qF<9mwvz7qYCZFP=Wegf{ynUvHXXl?b$R=l zE39$Q+IRqdc5IKk8v6cz;KZpJ{$Jz5R#mBjrr6b{yK@1rL4xCPV{sqd+nq|1%506y z{6XUGCU`#lC{EJ)DXrI3DWtoB(yMAqu39p2&q{v%XP!?(*JPcE~pYErWs-wUuC^874>YG!n_cf`~u$4rZI+|s0kj}bz>A!(}B3oCM%i}?Ww zBZ_$Wn)m1Fx9}vjyKcIQM0Qpkoa(~MWRTWH1uwREnVVT|!Q;T<9(us*wtGEK&uo9U zp27FZe*+J2z{UFNU?~&`Bzz??sb4UW(xT~&*pU%;mSC5t%&i9@C z2lE7;{`t%wiWsD1?1}Qk7GFj{Ksi0f^BCbt!Nsu6SZE<^IkH@BDr3H`-KJGESJ^p{ zHuc?BF_{SbePA(9Qc<>lx&d3ml%*Tt2z4& zE!}f#2tlfftb?gE1sP!lUIG!eq7;9Tu5> zrl!r+9MR9O+?DXHB=2%5gbPY@P;7k%MFj4sD}3ufy6!d0em`f+wTx+bqm7kO(6L=y zM#?*7Yah$XW?U3?%#G>~YMU75<}HEqmqvYjqob>AwldX5tgG18{5Z*IeZ%*1q@k6e zs6#1=`t_Z~-z=$`@?I)WI3{Ol=Mo>fdQ)F~Fg$Lgg@OzB8Kc3DA8;(&`p}0|ZN}PJ zey1A2mbzD4+f$CV$Q=9^(37#t-n;I6v3jKZr57(xXe zHm3rH%yBi-#)m1os*dYkp6^wi;QRl>KFi->erR@r+FLL7iFPa6{v(^OfSiib-gk2s z#2~qHuKYnW&o2+b+)5oII64O|eL!AMBh-5qYp>pahC`YTEHlqTH8t*yS|u+#6kC?` zOPOBxRM=cOT#iv$yIcj@$w=gDPQk^{4JXFUAJLfK?6sBT)g|j6Ck3h^Nu_x1N#KyB zBHDennOfZ-U5~z79hUn1@s~fYtBRPWkMxnxadM*Bz{%S;j)s!$_zFGQnVlcW?Q)yX z-rX_N?b#Ap_pC(J(z+1fycNPhaFHB5#$2l95J%7uSq{d2b6orAwq^7^#=^K7JzsN1 zb3@^|O_CpRt$b;@!%7v~Uo!USzXLh~rlCcsCBah@_6}qG%a*1l`E57Dm6;`(GBEjf zA}EKLVuh6Ob08`UU|p{ga)JS#nYdZql1lt<$o_ zKV)awTd$@x|BOep+Gut9RbWqgZ)Au$nsf_r0BMQwb7sasIx9EqmslJD>mRGWW zUIfu`n$}zo!XrmH6A(+=o!ZnZD;rRGZX=7Vg9cIM0qx!ywkGV)!LJ^5M_}`&CqX;) zWz?V05fBvKCAvuU_~QJw63LA$<;UG-vrg=Im3{!Y5Wm0$4Rch@`-q0&)QZEE@4w<- zU(^t~VoSbIp9eD1PsU_~OJ~Cc85NgWyTeg!ju)48N%PaC z9T~ww#6P-DIQ-=IgxiO4A%Dc5sEi-5%3~kXlUrgx3Rd-Zv57m@Nj|Y##+L|Jx*n;6 zeH0(M8~HC`$&6WNDSK*7<~hM|MtWY&;rY2^FRHFOlnqyxe~r;J+p%eFz>Cp_bOh;4 zGoCsjDuUJ7(v1ekotsQs`JDBl|^V4E_(#^{wh60}$aWZNYFFnE0iSsW$%~ z`J8Qj|7PhQRLCVM!AY&!-GlV+sO$Vc0K82B@D?`Tmwvc{@rWztc3KHrdZK=_D68d~ zwIC!@M1x}c`*+l1{_mKBP>$#-!g{ZejFZL zg|(Iie(>9YL*O7l?Rfo`6EY+iwJ}0H))y`c`B=ykj+MRyoR!jhe+Md=hP)Q({KS2^ z%4RIjQA^BwS^k8Fc-0im}_GEPp4h3K5cuhmEv{eE?Vv;M<5zDnoFqHp27-N3Wvv#f z;UciFs3#UZ?4^`aIw&@lC;u@B+&~mh*a2DK-{vg`kI4y7fkpIo?os*63j~IP5Gp<7 zJv&n5ssVq0zhH4i*TZ&aVMH_5EdSl7$+sZ$MaNo*h(&zgP60R1j=uJc2|ZXMSR2}k zA={&hveegqf-5x5qM;8+MHgz!`!aHD4-u>{J=;A5oMCsEPEz2CtVpEu5g!%fUS^&h zzX8)aU1JAsPYy2odbbl_g8|fOWXK^A-gX~}wjF(h3og2QYqk}5kTzFWU>bY9))PjD zgRCU_mrkcMo~#<)R0m3yxCjKZOh_XVS5^(iRMc!KA60KptF|6~wtKfF1oIH_&x}j4 z_e}&xvilSnmI)>|^a}Y*xl7x#gfhDQR;4=gentAFlDC7AAZBh=?3$bdsNzPiEW3fLCYQPg${MXRa2#ivS){ozJcA_ zmrb8$zNTq4g6YyrbCEXB5orI~raOFXZZZp<#~ThB1T{D)4D=bf>Y=Km^3`4+rI+65 zl|IDh`6UatctxN>+;VK@4QxUuD)+rKg8CxtADL^m1?3ZoJWN-DMl2t?z{|c8vv_ga zp@Svh9m@R=R?cB3Y*4fRfFE}-wtabj|ART=1(6`WG`8C7?(`8;HN96u15xnbUHnv+>!@aRVUVfmB+{fm@N6abxlYMpSi`K; zcJ)&*66#BL4f(j+ZqiKAgv+|@4?H$0XV*=?y=v-q=ey5LO*{2kUiVA0fBw&|N2U)~ z;I}(9PDw!nXV~Ik{pxJnmv^HMl@0}FTTF=d&Ig@o4<3f**zS?vje-fi4=>8kvX;dqPd@xt&FK?|@_39MbAtX7)`S-t28ZC93mMLX9zxcWF6Rs()s~8t@Mq?}E1mc;3cQR_ z{Do^45PC z45|rQlop7JIPQP^b*tvYch0grcPNEV|E-Er+6~DmkV?IG@Os$%H1ordYiHzx{1=3d zpD>Jjb8G&XuXna6cWdu7nj9GLe@A|p?-gdwQuQB@{u9qR=l>M+28Mk61)F+Nj&5Nm zryBV+kY1(XZL^;MTBJ1O=TIv3pc5gO79Zy_r}<@Z8qkG%ZB8OZS*RiBYf=-ZcJ2M3nV>YY#HS(9GSPYmmu zi$DF8ONQvpFtKb8PASm?_H@_T>!_by=^&XAqezYOU_>4)Te0B((f)yon zsR?;c`DKybvqSb6kuGjSrhhrPKk)q95;w&{QcqcsY?%mDHfFflM!BC<(7&U^gvSJu zvT`h$YOF~KSj*&Bi=!|s{wP3Z%{<&TFWss(k=E4zu>c%Ana&Fio_ zJ0XO$9x!w$Ef+SXN=v=>aCYt&`=@{R_0nkkDZJjWp#u&&9Hyg^wQlT0gyF8Y%?!x! zGsD8qxf!q6$^J+-M`%yyk3_F|Ne%tw)8Q%SDpAlI$3rQMY{BLnf0Nr=FpT{Wm>FDr zPY47So}w({wW#FutA##Ivlpix2ooLw92Z^8Gmt9?9m=GdBfx!C=E%RfJFHZa76m_k ztL2%PdQ8c0>gQF8PRPe_$*FUg6kIpBxb~Sqd}m4P9U^;?icfRHS@xeS4|P$ zhoAfc0^lI6y{$!YYP`=5#?Dz;JiPzs!o3o~edo~WzHafz2l-FKvO26<4De zhI#(0o>S6~&;WD_Y--|*v)^)Jj_V&<+iMhZ4tmf#MOUkOahhl6O|f&3PdM`0E*;#Q zijw%x5uR5V+T3)|B1T=h_=A=5KCWN9;Y8LUloNa5mlyVQOl0M&$}itH*LL}la-8#S z80*}ffVQr#kZzg!L}A408h%*oTyJRr$DA#{+qy-fmh05}Bb_+0Co=5IjQpY5`kQhB zu%4O9jO{TD zC~j3z85xXf&r(9yyZ!L?5(nQeZS~JW*NPh&=YyQ7MGYDoS|iz{^B!Hl52EsWAi@fm zvzdy9f$^6)_t_Uc?{Y@`-6v8u0oN6CEW{61?hhfnBH1ynLhl$@5AAa(%|1Wqw%6{e z+JX?8`C}q=TwFkXEM<%;fG5cCDGr@9a}gg9&= zdyAhE{J4P0c|HvhP}IFVM9BP9T_K1MY=2(7Y@V#*d0RE7K)CS*xH-ACy3lh*TE)Hp zZK!a+w>9iJBUkjOc$ZoiDe#Mr=wsN(Pj90zAXnTJMCo^XujyH`dSW}(ZYtKg#iw^) zZW*+axy0+^A~OUY+G;6DNo38~hGHX~h*(!8A0)#A)E54U|Ni0y1f`#c-v_2>7g`aP zR|0<1ww}G0p=YV~wdTS5aJ+YD(%eJ>-oa4{qPkb*TjWC*vq)-Wn!g*lD0TIBinCej zUKrcG+EnP-?l2_?xQcHzsU)aHZto<~F!ZI0NmHawevgBcqPN~3hkZ_i7VX@dq-N#m zE*}rmfU|Qxp(SiuQc2AIWZd4z>#&xC^wrdFvR1GFgDXx!Usw@^$e`ZO#6slCZv#4%M$Bj((<;PdpVx)d;&eM*0|g)eL4a$ndO{EP z7p$>rkR2qefOyy^OxdTGF$OdDMS3UOa0N~Ajy&Mb=FheT(ENSrrsjcN9``?YXAF<^ zXMkc5@IVKkOI_H0>$>U)eZ?!{iecZk|9rF?6);0y9*Z11HKVvoabcxs7E~6U@*wXn zx~)E{)0LH6Ow3?M3-&-luEt zqQ&ur_pvnJTY{yakQ}@(a=_4#WxUJ^Twk_m?3)Zv9&ih=^G^D1>;CYZShkMLSm}%v zT$E#g-_-s-|Eq!D?{P@~&d+NN*9!%}ZQHjm0#qPTGWK!1-yd_VM=y_A8P!yWfR1&y z<385UBs4^TqmY~;9fR(AMM&@IKLpcQg^efY*(_~?)TJCJ9e~#ELxdEplsFc6A{P3e z=WAKG~-%9g#2o4HL7d`U@ zTrzw+bV3azbK@dpYqc7Vdkfkxx`R0K?MwGA7qce|{E7>QJHO(i{je$cQ~jO28ZMny zP_-06!`rj!pA?J3r48)XAIbSAvi`I>vTs%{?PY!M2Ub$pN8q3G=bbG55rci22UjY8 z9r$Z7UFN)w#1Tl+T|@&oMqwpRf1=K;?Db{5UwYr)k-nD6cRRqL1t~x4256TkaOq5y z7SZy9RqYf1N7Q!*!nt){zc)8cBoPrU39e2sLJ)n@5IsnU9xZy0-fp7Ti5`NvT12#9 zFzO_F7oE|28BFv(zVi(Eeg8&`InOy~@3q%jdp{A~V=~Hk5kej~xsP4`j^|wB#fSY5 z|66j5?f1W5!D|{1m=z7}2X|?7t?K9G^x79Srz}2r+l$mReuw|a?22C2xoI%J0lzl$ zoj!JKk$fawnYep*?9AOVWS>iS=F86}R$WfmF$D_Ix(UM%DaoD;^-EhiyT_7>np2lA zi>IX7sM4D=xrFmZ*tM?RR&OiapKW*n-rfztI-k4cTINq3XGX;mn}2<9ao0%|Uq`$a zy9s6f!>h2tR=*M+fw8!3g;r|j(%8c<))>6^NA};3__cmy)+oG=P$e7Lk5kZGI(P`z|AeJP`0+y@PIV*)T8k~ZfAwOEJQ}$LiT|t75p=KL82)u8lXI5$QpMN z%sXkQmu5p{Qmggh-*;<8!8N4*ye6o@O|<}!9X5S!aaddD7zygl=fm)>pzh!hGK5?P1rG!B_xZ=^(bm!n7 zUkep~$u&wrx$k{j36@*K^j=A4>wqqe(})J(9H8RQsVkc++HIdQA#qS(?xkl-^23%3 z6T`_Jf9nXb*VNO-Z0&WGkU*O!lA^|L;HSnrR_bYxR3L4Ybs?(n{u(wBI;B>7rTNEN z7G6AEjyh4gDT@1+9Jew(Nqjp>UV!6}))_YWVWF>@mvP|kW90{eD^E+YRX0J>EQiwD=LjQ?t==!wo;kvcJ|wO@o;qW)1&e)Fv( zk}qL=P-%B&pYxRF(cTjIG;!mvaU;O;NR8d@^S-v;JhyV`v)x~o*$rd85~?=*Gu3iF zS}r_qQm=mH;3I2qAbgR|arjo|YL}~R$bYrrLnM_>t@6?L%uK&gG<3?Y{f)lbJ|{LR z!e(3dFP&JAAQI@v#sXoJ{1*v5KJDc-gCqM+`4nVQ&7q{;$wFilXa!!F#^4i9gzb9k zFCvH24hoNkcrbo_o{=(G>sTt((!HIRTHrkWYZ+4XVt=M(cGGdi!}toP`L_+ifZL&R zs=ETi{ghf8_ED^UTHnB&x4%x(8v3t+#B|$5*k=m;@!=WgN=MIOy|hlrIg=ZA0-hgd zdk=1nW6I*g!1JZw2fL^EyC42{v(!RG_ASlAk4d5d3g7dSwQhn$=PNa4_QRw(u5Q`% zkbWVsF7Tl{?Y!Kcyt48x=i~<&zV?~_!6XPrU}nx%AXh0I8|Yfr4}S>*2~Rv?as#CQ z!>5a4A8dyCfT6rEoC2-GMM0G^foQK78t~9&mQFE>G_?Xe<7=4*=q*tG&rZ}t2uu^Q zB%l)-T4DcJe2z(NttTPqwF!Yf+LO~(6mGo<0Bb#XU7?T)d5$Od)MYKiFYkIw?HkZ8 z!U#vVVdu=Vq5_fkYb8pSj?P<^!AtpKR&O}%fHo~;!DIb`k{2oa{8H(0MT);V?Y9-W z1B<~S7MJ*8g8q@&wDDW!4uv(NHtoCZH{kurwdpkTE&sN?ZpnmkkDFM^j!aar`BS*s z{Yt)Qm+-00ltlwaui=}Ef>x)@?58MCK>n z#OE>l2=K?J$S^_hr~|Ndtuh7y&!hWyVdVDZ=?z8dilAii1a4ok={66RSBLa2N$-Em z+;D1Ck9i%N?7*q2{6%Efmd@DqNK(d>1Dr`^XjP{7PDsji`cgAxuO9caF4b7p*LdGY zj1c&0-$VoB{S7BEv>D>ks_Ef-C29x8?)yuz><=Xj4z%T*&qJ)1XChw*c*y_bEpIO8 z+RU~q5YF1-o&yO6u#(8P?Vv}?14$%#+OlY)T{C301e!Cx?l12LldQSQ8tOoGm>~4q#^c zBXKatW&n2cmgtg9#`)KERKU>(Ox<>qMx^VT!C zLbY_lqHQwEHv5t}l+3T`9E4Vk<}R$tIE0zExMqUoEv`-SOEpH(k34jJo|mWpx(X@_ z+UI)POAeSd4q4!Xep)nM_&C^P5k24=H_X3uF<0TrV`byTOC+I-4Qi4Hgm^KzIW=@% zN>0K4t5r!(G4G!XJ0E}e&X9s1&S17|aT2hCkekw6PhsSNZ9@}mDcl>$q<_n{SFBNC zYrKu1Gg#oMJt+C6Y|v$SS}`7@y0~nFVgB?Ls%Gam%-fSE*IWj#N9mx)bR=_0*iA0D8(garyb_bm9QEvmj zuR+9YCREl#cOy<_NiPF%oHcgf;LuHE_e#@fN0vK{*9~;t;qOjJY2w&?K;$bv;QL}x z_s7a<>LOwSt#~32)H2GGo~en^6Ek~bnUnTCxr~>Cp*BrCc_8*nqy|#GoHFpu_fbo0avWUx7V4^k)0o-1kY)@W*=4tFAj8b zcq|p10B%`X+B5Cmd7b@4McLN-euEO zNs9}z%!2PW-BBem%E9|=JYUt>nGvf5k0gnbbq&FQ{GPejC&dWyrr;gcnjiYu@oRQ; zqH0IIs`3>aPety@t$1p?WM9#)5Fm{$^uB3^(4%p?{A0LFs+(Z~Mjd>^|URX$fk}N|?)PVpzdN=bmVKza-cnWSR!Ht>Xm1 zZJ;98bE z^F24e9@Ib_*RWUkYSsn2pC+Oo)~>?T?ArO6ysDPPIswfG`iK9D7y12e;$fZJ^ZlnZ z9#6G53%4rnt*ab+dXI+Y@t-mPcXSjy#dR=-6+TT3x<=K}@flK6O8_{%*PVl~l zq(^1CGQCkz{)XU6^0jB?r#-W{xAlG1HbMI!pUyOj>~;zBS*UJDs;SgYG;)kIE<6H) z3MEmqLcT?X+;rlpc7CF=uq%S{D!`LJ+V~SlZKQ$+SR7qKDheJ#)e`u+!LMS1q?)(H z2zupa(>wR+5?YUVN{cpB0wF2xuXsBNr??rRQz&R4sp3e)WE z9g#Wq%)3TL-4k4!!+S~QDnjCL2(n#-X{Q->JZuORvxcsy2Pl#Mx@?b2O($#K8W+5- zHAn{C&9)z9PI-ORGh$BV7nTC0WOW0&hEzNRi8P{Q#|q#*;0EQN{!LHeFJZYgGBE={ z3^%waD`OxWF&J(>R@|(5{h|hR7z!^s>A2ZmSsoA87c4NUenG1Mn4&Xo@%Z<`RQK8wzeaoTm?h-i~SOVb+t3 z{nEh()wRhOwRm4mmzy)ka4I3xt#qF+vY(Q4%g{8f&OxFc+AiOlzVdSGcJWc!9NYU( zPuD!UV+W!HC}*#grunIJ37cZr-!~eEVq{hX#T~-~?r?4NAlN28JB;V5nS6o(Y8^oJ^z92L{DbM4j@;W~qF&Fygao8`2_DtJ! zUN_1+At>T5Q?gRQkU~S3tj1P(1^I-iewxHAwFUk7dmV7>;pJ7PtYr+T7zF`kC>?^| z=JU9-&>Og-hi-BV9W6Y##;p@q1V=pg(R)ly$r{%(K0vq9_19YE=FMo+HPv4p^rT}C zFP`3K?ET-#6AzEHg@D+p{wT+%v-qm`q#qmTw^0 z+x?o`Ft4*4&CdC3GBz;i)_Q$c8OhUMc~Fz2O_Y2#%y(>e0QyYUMp*Fk_l3hz@{JsB zvFr|~snMFIVmv!qg_&MMe&u5x%=#cV9Z+k~im#3*S6Ffj@Vg_8qIhk^ca&q`nJ*ZrF`#*XICiGJ=1#eV``@t(E2<4(opf^$?GGmtkGJqDGPZno%?Iu za|x6%Tx6J#T{pwbSkDIIwM{JqJ*LKdM! zT+aQnbMgSL7BE8_7;@8Vuv>6_%9ckXlw77l2@JwH+gh2=`ZH=LNuMLR&mYjFUt?c{N!`agOo z5b%?UN4!?WY{r6&|1|Pp{|&jx=M&WRqQX=o%F;@x;NbH-FJZlN6WZ6jNe3Azk`C}T zh%Z(m0d~nd@=v;?C*S{9`Myn4Wx6#NHH7?VXRlIb6$t1UC`4EI|CF4oE*$?-A07tx zIsgD12lDH+-Ip=X3w{Sa5b{~c&wEg1OP2={ncY4rRauHe#Ah9?wUa;k#AZZenf`1O zr*b*E;R{=(_|VtT+IDj}BB`y{YUAW5mF|{5dS{}&lmXF#aj}4_!2gx`%`NWyqlpdk zmj7@L&b}e?CsTCHHn^tCGRdCS(P)b3D`9*hag&c#wpQIsRU5_p<0)G|A+8iRKoKn42}>?w zhl7R7ywN*;@GsTf?JbUS^T$}*ayQvwV(|+w@|`%)58zObEcJSlI@oahigfzmY6?hy z(V#526G!UfUCm6}U@h^=-+RecGafWf-*`uDCvtLhz<$2P!~HB73@^OA>=R7F%Hv&s z{^`Ag<&iP#EYSP~GUDIyJ8;Z+VZ=0-48KoMpGT-E=A!pIPW&K@L$$sz_~K=Ta%`!ZZo$Zb-se<+l$>kwERhqs z2lqAMzYh4B*rscLB}Xw8-q3Z9P-QYWLv#V#u6w^-guUf*`>|L}LxS=tj=N^rT^DF% z+WQt}imZm8tlGSKTlxNpvikaXAdy167~kS1Y-UTgCnQ!1EZvZ#@Rp(I)%N%0m$?cu zJ*e;UZ4E;;>&yfC=U18rY0%(n3&A~w?;4FN6+B3Irp$z`2+^l%siDkIPft4!9;7;c zs*aJ&>$-r5RudoFLTjnQ@PfUnggP2frcmfxmhcqzBDl!-9a2V6>+4anLSNi&+11LL7&o!vJ+xVALF3Q9(rb)Rx&d1f$M8jN?D^SCFs z`12o@RgY!b0ETg@sigf)>OE5WhVLNerBx4gp6~3jXb}ddyek9Oi=} z5y@SQkNNuGC-;)xXL%+(Did>%BfZN50k{h~SSj6nq=>eI(l9|ZyyG+G;wCQa#|%87 z?Fx)jMFTtQ8DqS#v1_=nVamBcp$Ws0>kHWp6NdJBUQ98Gd@g zc@Dv&zV~$euu(TYq=|gY7w2bGOio`0wH-laKpnw-&(8g= zqZi5U00~;Wx^<%8>!)L)lezGtMc^-WvY}q(g z)TsmGS0Bs;+6C~iNLmlwVK7hI7L^>gn>Z3XSYVs9^SXK|evSx!?!^-lr)$!)tSL~J z<29s$4U_>%J+A88m!ye%ajjJAYe{%22!h3BPBI?tz#Fi|*L>gW3WbDOV9y%)Ff&Xa z<_PdlY+F`1S&iE6KFcy7(fUN;l+eKLExyaj55UD5$3)Suo*%_5b$sDA#G4Admv2d~NL1%l z5fGD9m5?qwLy^{=#+H~b(mKj4*1N(1HkJhD=`~MCUlN+)<>C7;>q@z!CFm{y2*}gb zW!W%KK+`X^(Z~9|`lk76tszu;U@>9h(jI0!KA z1p_CH;%(0u8%^N`LR6d@o7o!shH&-Dr{B30VC2nf8D?~|K4$sZbSayn*4zXbw%bO7jekB4LXnQ^escf9mR&X?XX+lujSXgCGa zDEmo$%=lcVbXYU%>VxanGsB1=x+};);dH<|umOS}`;+w;H~0%~Va4puATN+;TOYie zQs;YiFYSW}2iwQTmSqJ*R~f+EnkLjXj128pKZcBQ;$`^yBbFiuvS^xWBsFA=tLZgsf0+SQb?9_n~Bv3uF<-UXO?8t85# z;h6jriikZ|2WZiOlY<34=1#MTbTC9sYq`|}e$#Ib}qX=&{&iOVRQ zB8Bjo%s{gEE_oPz{0Q3~MxIrvFykyz%)H+EZ2*^RFlFhK^;kGi=k(!!%ry&yH&7*n z&)}x&CT=i{TUV}|c!Pz4FKegEAIu&a=o-t!>@-?>W5Su6xYYJCCu^x-LWzE_0iQ8# zab1HQ>$_P*l=@8cOTUNXQMIIHmeK&g&Ypl4nAti=trr_O zIF`988$Sdgp@-{atcI0wm`1jFiJxNCGK4GdAvL4ox3#XeisAJe`sRfuZ<9`%`~%_V z^s#&An&4_k)Y+{H-@%P-Dt4~yNK)RdGmb8s3#%^``dMBgc>_Q_9>DhN9I!{Lbp1h9by> zvN~DxTlAhjX2J$H+5;FX2sEL(#|M*>^J=$gI|By_qE-@pvbg2T@{q4n^bkbE-mQ0A zH=Nfe+4ULGTlAT3)ADax@r=#I>Dp`iHKEIGRZbidS&jBofLYK0@Bq+B!4*j_ITXKo z(+u{SyQds^g`3`4sDAxb;?G9HxR>)cYxu?1nRS()h|DkT1Jx6%#TxykbR)7PH;(Rk zxH?UYac9*FJfla zB0rA>n!@Yt)pC1rGKh!Se2|_4+&9n4Kh0WNCC@fmf1qz_(tKbe`>^pT^E2X!Xv2O) z)bf2nn^zA^D2B68`k2t)3kM@CfSJq_i*`+e4It3R*_Ty&L#sf(zU9=$xZJ5Y6P={b zz0bm(wNLjyQsOQHW%ZDKN!F^rAX%PZe3J}T$olclE23`!d`aoUx&wDu$!28HQ$v2g z07iAvwvxYCCmqB?-h(T$Q)a$O=wYMVn933SN@XwNo!kh1MO$UMCDVJrk)d&&7GNSS$xZz^NbkB5d70;BHST3Dz1SN&&)2Kb9V&BQP<4jVm;Y zQrg`XYXN7eW@WNSWIa>y!cn;p5z0>VZ7E1=xo^+ue{#TGbZjarda;w9R^O>p3zywB zD{A6P$X)jkMm9VlcAFB<*9=uQ`#RlqSc`w{Yf{k)x|{F`_OmU_oB7*rTJcT^iB&=) zUIFe6w)Vd^utgogu!$*VL8#O0^o$z0`b@b=Pgow;Y*DaRulzckT~wogPIT3@rP-NV zvvxm0&=a0d+;%~P+yv)*6n1QdUrD`d8KPJo)V3cu|C48(SWEv+z56);iJ(Ci5@kh? zoEP^Q=SK}Ja&IC zulGxr(yq|O_`D??4C9>3s9a~_@JAKmB)(-jLSBIBAVx}wy{-bh=0AnEC|flYulxUGwKmixYGNC9I|3qHI5G?uc#d8^ELW~w7nvW+UCSS!vY~NGa2}1;3k1hEVjz{M)ZRz zZYJ>%0}vphmmIQS(z*b;WZin1^FwR$}YSG|pZvIJVdUNB4!sL6%KnyemQi+BW zl%%XYere>CMMRkgd1vLbt?v|06#KtDi~DMOcQzzDkP|Vphg3eahytJypv=+xVon-^ zk@WC2CP+JncBO6(-#0g0em7CyuSIw$JVmF zmWKKis;%BDo984lzb^_ZcU@&3%Ts!_Dzf_YZ`8+U=4vs9+Y4ENj<8=atw zJS?zV@n&$uXPJqGnn^@;Uj%}lMG>tCaK<~D^|TQ{Qe^=bMMmi1Jr0#~Bl@3K7wp~`xG zq+(}jOoDJ@5~&}cu2?^};@Z<0ne%5^#$0mTbW|^p^?AMFfflQR8F>s7#}7}57$aXy zeWUwo$$Z*>1)yI0XEA@0zZ&f+YPM4*zYFH3LUPVZ>^Qaq5e6M z0Z@v%6rUL)FDaI>@?sQd-fhRD;d4&*!pfni2==p;RIs~Gx8bK*6}D-MDqU=*n+R|f zL!uh0WgM@UG^2-`LPFg$QpweNI^Ls818Pb5`n6f{da+~Cv0XFH&(Iw!1yGAiXYDA} z5B_9nXPv&1lu3eG;!j-U0XN&$egUOR6)=_%Gz>fTZCmHK2%sfT*=TlU(YcIvMcuWn zHQx7^ATvyK-JEjprE2T5fHA%U+le2_l!|z+uR`7U>DNeSUh5HXv_X8!?r3(~@DkuB zoU6~+W?WZ^j7vjNg96UDZBg6;7p8H0ZT6YVE;N%O#+*+ z@pnCyN~eEqcH5=!oXZaX8W+D10v{+e@1QId{Q7nm>GhVrqoilyn|c#}G7048#am6%Nbh#YO#}Rq za01RtZo1{ux5G@rFr^$MPuxKtIdRFw6v#kZNs4((c zVWeUzzOtZ1N4PW4G`^gCBnfFQpQUU!d^DW`!Wr^b!)go+c+cR zJ$T0-y2*ZoER)a!^q7uh+b=}*pihEKO#gwjC0B{ygPdg7wEoIv@BCG2ysY>;|Ln1` zd-JfXbD&%r8L229OJ697guB!JJ|YAJYcSJd%UN~6RnGl70_X%QE;&CPxq9<^f6ev$ zyROxOmUlNgSII(0r^5|Npci!-&-t|YkG_*r>cGrKvFSzsYgq-b7_!~ufAQI_bp8J5 z3cuL#3c~9iW>Sby>I5N2S>hF}(2S}xOGpimI^L$)(Yk|ZH4%q!iF_b>#5Q>!cQ35h zWF{BP@c_LPz{kv0{yc%j(-*F{-T z?_Wb1%~IYHVLL98B2O@ok9UY+r*v)9Hh4MpzC`D5!IT&ihe*Rrps73pO&%L5fn@sE z*zK>U{vavix_1AJKeDp%-un(KL%q9oXMvf<6vHy>zz0+&@crLXa85fSls)UnQAA%M z#AGLhJo&;{_CmqT{wF?}S1AR&HKo9t0NqG|5AsMj=1b$4Bb~n~t}y?sjN8ZZ1l(u) zg05%LBqZ;tAJ8TqnTSre0jncO^()GEr?4UrJXSghH|6Gu!}4jmX#5Ie-7M0(3$ZE> z!FoJ3q)3L@C)Vel{HE68NW?#Hht%RBuxFm?F^gPPBM7SacLpDo+`a{`tl9woJAfwg zC-}Zh2@Pc_LTO?Btr`Zn4R9L~0ss7z{<4@8AJG*J&a34;x#z?4P45HuG%P$__JK_- z6S}34{?H+DPj1$sQTHzDxfjvn3SgY0wiHQ% zeJQ?WW~1f){`fyD5LXY;E}!$tV)jB6e3vehBiL3;smi7auLjP@gkeHJ)rn}UX5p(Z zCUr@#mr5d}PoJh0W>m$4_Txq}P2jJr8T^+ZxaJq@ym(F6UgsKg8h{|F;koaaPDZTG zvMgmyN$5r-f=H}1Vztf8LntwdQqeEPXiE>d-nVXSqI!zM z`rG%dx0kBuTP>gSK7=9K+|Q3))6r2Gv{fw2+avrXl>Gg&_&>{FoEL?Y168fyO~iL| zpJj@l4hsrk=m+GNu}*;nS5)lh&O|MIk@&`KU4n+eJMH8`3CPP z(PxDm*J#T$9^1O(vMO51w0U;*h6%aS3l0*YjSap#dieg-T>(WfMFX-seFn!+MS_5& z<;@=^s(?sK$#0cQoc}dOWY%|m7(6|$r=-_GZBL0JDRopfZWfDKBbv-XTn8b@3hpB< zcimquxH+;%npEOXI8jrn#GnFOdS)FF?2vN{Hpx#(JxZYPwUP1!I4>D6m%_3>!A%`Q zCWeyZwzK}g!IDWYK;^wCj;znJC&6(7WGsI1R5qm@uLVZ|jKt)$Ic5}7MQ&O)F zt9o@G*Ew-7nNv?Ef>`;ut?IFHhh3X1Ww0FWIufM*yqojq-VSOce6J|PC2$P%R_)4K zPcq1k6g4u0{5g=zF(f#~M0f0Q@f#~*tC_aXwDPyMvY{g9O8bWv6sQCH*Bo5H;l$-w zNXeRiY+5-@5F}F(nq(YWd);udx!%w- z*l8ONyrp+uVfAbGyY>-p51D%gZB|{+3OqNDiEfi5Yo?02qw&PmR^&hN6%6sy56>~&&*Yw%IC{2l)SW;Q;e zfohocP*ja0l3W+#4?r?|n->1``D5vX`_ma78qMIqIfLVg_fLZ<%SANdQ*D~e7LNpw zRm+TkA%*;E*5eW?yZe;LX@__!Q8XY`+7Fcr&dKy-Zx(S04YT@I{?r7`nZqL$p%QI$ zi0JUlA$Mt)AmP|H6_pQdSv&|{awl`ztYBfqS=n_BIbdXjmZD9s`%E{{wMu*&qF%WAX zH=@PU@&S3NuCOjMvn8oPrYj9GjE=XF8pyU1J+)mgNoK?)-~kL!wD* z0&!YqbKyj378rX97b*xe?XEN*No!qEV3IPr8LqICHeVuoB83PQPp?MsI&mwlO zIgeI8c?){Rq&w3=A1Pb<+|RjQDi4xh7>i6DT0XHgGD%vWTP`f-^Xtm=`oqIr!CXA zTu*CYmY|QNY2p)bc7gt2WMae7&BzvMxct4*q&Odh50lD>g0W z(lC#{5|Biont{g`)ZT5P)eoOdxV`&RAKlKW)kpoCf9UiHtH!J_ydLyrKia#I*sKF+ z>$s_DGS=zgHm`oB3`{ITHp5Th5@i;05w2~^kh6^qm<+sWzb2^p&=yBtJewSoxA0X* zA9CBV*$s=skUE=4vD;9(zXl`@n!@awH`^xp!-e^?=YnlBJ9)e4PXwqZXbaQI18b!0C|uhTe;OcACbKe$TZ&mGrDCOaE7^TLQKJgK^mGQ8X{{$6 z@XU(t`++B#_x{scXMlX7pm7)>AlvoC8?n2mi=hAGpUj%|ConBEBkPio`rC&|bof`{ zLBK5K1g&(vhgmUfZ`aG&>u$}x<%@qqAudh@sIB7eFduoPio6aap_4ABm}Twy-_sxg zYBvrtE9NH`Hs)vTgSR38TS4PYB%A7u{fK4E@`%69EhR6yxUB&RxCsZvv$0d$=24@@ z-i7C7amfyd;JGjo`!A%=5Ty!}R?n>bg`!`jak-w^hB2!dySHtX;k5fQ5yh-f>(0;2 zE+Fo{`f?~^As|VYUX`_O3lRV1iaTh94{gcs1=tPq8AL`a--5aq>b_mBQKR1UprugN zj0WM^y#I!-J&%=)C?uG&CFH}2SDSHxqsvk0BPfIkO;@yS8#Qk3j>{kQ% z-)Ef5UXO^rUW~QevuXD|+COVr+UhE>=j|~Sn1lE93|ci$w$j$_Up+%OYIR5%?76Ak zl{0>BIB@S(F0)8)BK1=D*DXPI2k_E0q{Ooc0kPLIr$~pN8jNb_6dPk#44U8R=nkr` zF#Y%-4jBI-J0_Mt6ppcwOx5<%c#J-Yb(xN26@=L(oEp4Lb_hpUD&6rr%I;XABzDQi zTajl1MfdGDo}|bvQ|#IeCx~35WYuDj%-v-k=i>R)mfmRPrZiJU4J+(9!*V=r@_k-8 zzLn0^&lD~!JA&R!B5|#GMM~FguU}m)H19$W+N;ACL`Yzb;q=-2owa)CNo+6%`9t}i z{0iZow~cUlyK9DmoJCF?L)vBG^Wucek zlVz22wA|JJ{$d2Qotlyy%Qfr-Vkbz{ky0{hhCi)Dd)1@t;@I$`z7Aq4T@U`h^WKtp>VU12DT`d&mfBs zCHByRF*M^l$?^C<8DCp6b+6K>hj(mOPNEc%2go?zF7KGVYf!$w0^>2MHP){kw9}<2 z)I~EL_0MBm=A}+P5ybl<&diG11HePSadled#pfx{(w?IVM3DS8Q|sJbCtwk@)fdE^ zCW^3atNH75uT%^*^+C@Diu_AQ(ipSVR&g7`CY2l96#w!ehQCKue1B2DDx6H?k$&h` zK_Viqh555p+8H}I7uZMico(#}@K!^Jr%Qy|z&kL;n6$S|-NZ^K$zs<+ja33@8PUi}q+Q)Ljw>3L#XSob;~ zQ!v-W5`O{WuX#S-a7y(=B(w8wIVD!JKL5tRU(iyu0D23Hfz%YYnx3}S%eMmD5`YSA zOjAv*y zMF$kwF7W+{J3eFCmQF2%qWf_%0vqMDmv@~JN@t7oc>fiL+chuf8csd&OCO}kqyUrk zpe~ov72tw&39Ry{|mS z^0-(;sZ*SmhC{@RBRD6-#a1#e*RJS1sPMd7VT+8RTSnMrKdF{SKq` z30kDaN$HydcoyJRAK1}LCRw_F8swl|fFpy2mPdu_HZ7X^$9X{zg?f6h2bbw3JxzWF z9(QI@NW4dlm}B}$pvEO2HR9?#_UuO0B+Z+$+gP}(%Ta$Eq^*S(bo+6kmx_ z8yD=HEO8I&=D>IlZ~z&8)&*`lYF0K-Rz?_EBsUKB%Mz!9KtBo&Bx~|iXONfZ81m52 z7%q2N{RWK*0G&*gQ>l1Ca^{i}60MVz8VJ(mA_nUMEiZn(Kzs7QizfTO$cwM=N#@$` zi=OmZ18T#f%LP$fPyJ>ohoNU|uDcSv8Vu@SdabfM%#!Pok+S?`DVnslvDnE6Ob3IM z=mFs8YNjHiU(2Bvz>{*Co{<{rWoh*b)w5$en{;QOnkSEgyi_!py)2A@ll`sSfD|y> zKx1h#Wu$^XCfGDh+X?6I-K*eQJ4J(~^PoSQdEo8yh%{t9*TgreMM#ltpPUY<=*r(4 zznwWsG;n`Ud-mxcCGCpxt9Ox?Ja$Gd~W&Z10fo4y--R>@h zYu7(#l|C?Tc29W8o4$%Kj#{PE_RyENv4N6jV< zGqC3L?2pBs$6L|LujiRuyxr%Xh@Du{OjrkCp=v?%1W1Q`!A860*mLdv#>nqSJ{~uM z1&Lj)lsZ<4gd>Mv2_TMsT2ZngbZ>PDlJ8F!(YJu8zWxD|(dfjpA2Tu~Iw(5;cpeDf zeDQ7bVqEQH9!TcSZ#)jN9(V50+MRl*nxlG3h=*JeTHiK?fK@h}BCX6E*;E{Pas6ho zQ0K4czFzjeWYv?gPun+S+B4_5Y&L`eUE{~+sr~Sk3R8*I?4g5a;rhI9c&SSmntnx) zFFJ7!^1(uXF)gkBFxu3tZFb({Rk&$}FFLO3viQd^bvw>%j!4`qxY#NK>}T}9TPPs<5<7uO;Pp~-n^=N@A@f0lbypcMX#p6U`p135KAYdlpG_ZbOs%3nW3=- zM53l27&W>SJV#4#&k;FmZegwyy7Fs$vwDT&zHPvD44n-@N><}O=mXd$)*=1&(|f=KgxsuN>ob2Z zd^J!|cK8|-o3J5L4+EH6Kj5IjwYw~@+2O?^zOu41m-2dSO8}*)1q6OBmt_Z@Sk)4N zY4&##3H8AxfL?+co5tO;){ad%aDScZd~bc0HQg3ilU~tk3%W&3N0zEZ!BUu)4T+-k zbyzj17Moa&zPFo^t>;TN6&CA*NdrU#BkBQwVpvp}p-Rz8wP+)&`eLDZ)S2N!6tmVB zyK>^j+B4`4C^R4u7CUCakmE29qrA)n}zu6Z8w6Rr}VDL zkITMa?&!>lFOFgXw1AXI=m>4=#?| zQ}tYDHr1)`M`*{>r>@F;wX^wFPV{`6@Juo-NYB$MCdQGV-4itE5v?L;I#iC=|2q5k zHi9qrIyb)bOaO$A`e8{Qs(4mcM=5TCcB0=A=JTqk-+LL%zzVtfc6y`&kZUpGiN^o& zFp5lnR7eW!6nQIOIKw-W6B>0^xj=fe_G55i&ffwC{*-OVc3IlyR?60 zvlk9}yoiQh+`&)49(VoA=okoj4k~Ka`sS$Jl-~9^<2o4!t*ukrzj7G7oi}7?9>rfg zm_NV}g4w}>x#NLGMlZd_u=@^v1rBr#+4B;twcyZQ1s_>vygDe(YYj6x?%F1_Qr#{G zZ$$!g>)yA`+wU8nHy6{E*C$R$@aXsMPxRI*|8L@Rjr=da7TBr+@!Zyeb895F2HK-X zs1sgpK4H1#WMGFsYkx&K`2gza4h5>K>wIaW{7COL&)fQc7HWI4X(_4M63f}dMB?Yy z6SfH+4RMvbgGl{?E(_knYR1t&@b%Dd^NLSPIP=!|CGsg}HxX5%%Jp1vD#(o1G3hYZ zRluoNf}0uX9~g4y0FD!yAwvQ?ew(vu zh7SXlQ)QL1O{9KXw5-CMWv|YI=B{&wX9M{vQ7 z3;!WjLj{p(hrHz`G`|FEAPpKKb->W+XSz1I-Uy?D#7F%SoL&RayQUykz#74O(+Nr1 zcGi!^)8#O%zh%6*^ZFn-jCUbrX}uA6kGVk0+YiyiADPm9v7L`F8u0}zyd=07`2jFm zk$65O>Rpxv9_z}p+UO6b9do26ejEpu;6306Vnd@MB*yAeWNgJgSAxQkak(^bBe~*! zi$8wZfQe3M&75p!|ZSp}aHy zQAV8#x43y}jCo;txvbWjlNRKB6+`QAQc#)pEyJ-#m8D`#J{OIi+%KXhUu;F6oQScWKY$OI}Ft0o(VtZd|LhJbU;`wP5o~NxB0(y&OWP- z{^QO)S(d9;1Uc6jOA8$D1^`ZO2v7iCKh|E@`)#nv%tx@s=uWA#nMua}k(fq+FXE$o zwb+jR;_KUy<1d`8WCfzb{_Ltd8iR@1J@SlYetuyPdb=n91fW|Ky_L90b*N^_0u3Dj ztlv)Q%S%3y_Ww}6F9@dOQ7vJ83+C1yJ#^#)?*f`qwTTa=aG90-T&1Bq3xYks>X)mf>*1Rd}>p8+~^UHH1HR(>qf9cQFObc8-t?qLd(YBS2ZhS)%GhewgjTXP;Y3JE}>erh%Ts;jC14v@bstb+I`_Y%Q1@ zP$}#4l=_G>cV-0ApIUlrMei`CCyk}}wXF_)i+jMhz(x5H>VtV`M-tjv620%KkS(u# z3geq?`4>9pv>d#*63Tn^QLmWO{}sCJPg>J>A8b;`_@Lryx?3&#fNXn&W8^yb+*wm8 z_ARFV#)u?bc|CHVH_wgN1V@NLR9>7IrUP*BEtlNvpuXe>l$0OgcBW*_C!k4LPj9S< z{A2#;;K{&EPxL>_)T2(HmW+*odU_wQ00ES$&Q<~$W!HTx-6E`fg!@Mq2WBEo)?@IL?X!P z4u~VFJJmWGoZkw~5<_U9#sx^Y9GPzf6pq#G%2He$JIZB?@&&VEEBY!>Ab-sDmJUOs zt|AscN3Mk_nG;#NxA?AtgW!zK@y{X0MrQK)EUwLiThAe<)YZQMnKKyb)#eA@jZnNn z{o&-c{H$BgADV203N+!ENA8uMrz7LXdh9=F`vvTD5c08>-{m*hCk(O~DAsOYEx#1M zf4PDbtuURMy+pr2(>IhC`L)D$0aPVKz*c%Io}^cchR!(mBfmU@%D6uLv{{cnR-D)Y z{C7OPNi9p>$EQi5k~Ti_;ZDk6JR4;7Zqw3KhY1PEO0VV6@i+za)kIZdV#6M}d7nYO zQeiTN&O?_W47@EO96{`Q0@n1g={VW7=+rUgpxx zUG(n7crb|$c!x^!3iL5wnnvrKCAb9}QF#;yx-6)*0y=!w)_dEQ`-aySMi}t>KJf0t z={)hD{UBtXAEVVt!Fcn?pBqGvmdhaim|}MZU$^M5`tzw!%!2p1Ze2g-(CX=s{nuSA z?9EyQR9OO!b8fIeqt{Thv(bw7vvFLNXb4n0Kz=ywYJJT7hEu|;`Hm@Ji)Uj_+M#<8 zQy_-6iqs$Ukr8lH_9G5n6I{n>FcT=T>vl}+dN$pc!W2~Z?|x7r6L7jW=%66l>{bcx{Z!iKo+Ak59 ziy1ZuQ5sH#Cy)3=p#c*>%rzsRC(YXn8b<*9&cnzkmqW*D@RElMo_pqtyavX$0GdPN zXmr5Y8|ZWb3`Ot!0B?JMC>HBO z6}H@Gs&l1gB}PR&Z?p7Rr6go4(rg;jX`l^WrEB#YOR!SKsjF74f#^XLdP>DiYHPUa z$8G=r-~ka~6(89wEeY8+w=lY_QP?JfPuI<Ee|!w5YOsX27woRAXD|#Z|jpZ|}-)f;hU7SbhWd7wd2y z*$-rex*orlwzE;RXMNpe+E#{0OP*T{w|Qx=*ZsFNvX+|>5qZ-KdeIiN&ehViXL}y$ zyF+V1W8DGtwC+}-x(&x-u;sWJ6=?g)04aOSN_{JzWr`k$syf>^Fg&tQq^UD}uK;?x z3Dg$0!{`l^)0UcjSZ+ydDHIyYt~ESlF%E6 zY|CSqzPsLq)19?~@M}QB_`ujqlU(3c-TQvoudvd0B@}*oe+}YOUjMoPhL}Tb9>cv+ z3cqIEOwRp|R!hntM_Mc?VDs_My`wB;&-x9Vfz`rF-{l!&@!`tr<@GYbX)lSSEOhQ^ z?}+#Ig7j`cou`AC%y?9i1PqKN0av=Z>T+t_#S+)l@Kl)I&W#67mc*9J^YP>QhG-An zC7gnE)@vmN$Q2IG`D)3;Z>8WYQLX{ov6*S-c0^A3X)WSWpv^nA=wQS-R-u2Z#SXOp z3>6$js!&@J76|7L{yBQ|^6#&d&Nra|3#nZrS%ur*05jYC;^W>E7Hg!;WkmlVcnty( zF?(@vQ|zRma3g%(3kfvR6@m2gr^5@ly-b0*0kX!)PuK@O)4@&LM1J2Rj$FA2(OmIh> z>Hzl%J?r5>ZPUfq-+m_z%uBm_?%izW2Y~B>Pr{a^)zu(NVQrE$m#Z0E@AZmF|~!5#mMyl`2xTs^(EX?7X@lu#tH~BWQdznr_5xEMCys%l=2|v+3*4QWN-pDx#(Q zUi`=Br;`mlgw&1Df0oMrJ!p2RH%UkDmG%F9O|F5m@v)Y)Yk&e0V&0qG z+D!3S@Y)DH$U2ps7xEVBM22cxsYbCaXAihZX=|jz6DQl`_(FJ#j(TU z#!_sgkY~l2+1Yr6rYeksVF~hrpNyd8pI3pD0&r5vGmixtTVp8~33c#I;#Zs*6dyn& zHVOC6kXh*FXR6BI&IB}vI6$3&;Fzlxo3Wj*6kez|$H%h3NUv%{xO%tj7FfB$t?e+w z+?R)san{#XLcn5x^Rtf@p8YWEO31s6|IB)9BPM4pwO(i%T!m?coX8bk*Tb01J7m{I z@u&kr?rX1NJ-{7sdiw46ZnmGL4jd!4~2;n*jK$(fM?VVvc zvSa8o?CrKLI&C4fvbeKVtRcv}K{pJ0^WW*w^0%#i-%z5~oJv4v7zr^*ur8#V9+%p& zRr0v6$>5_$RYvRXBk(&8&DZd|Rs`>#lK`_c55W3xYsquLA+A&F z9}9HbZv&seeLUb3>^7fHeCUVm$%svjx%9uBof)_9@(UoqE0u=kWBhQ5{gxCm$L2b> zMIA~ghwdeufH$%ZX$FF|OI&9Q2qkPcpAnV~lTQ!PyE-d7NcVKpp6>@fA6m1Zj|$(p zz6C3*yEs9q%uQNeDf|S{r$DO75;01PfW6i8`Ln!U^bBlJfRwizyT8wy{??<3O5IRtj9NV0I)_|%3m}?~>-{?&_a3i0 zaN29&m@vl?bF|r?Wb`5LirK(G__dAwz~M(OJ*wz|>4t5Z{O+>j9>Y9YRu|DqLZ4v# zRmp2Gmj8VitzhY)FYu})f8o_TStgTkZvh2DI6xCT%W*QhN-e}s%5^1WCG^x;>;nR~ zXQ=+4)~hcDjaL2v>E9687MTdI-9Vmq%)tgU_b(t5r4c-a;IDgJ3I5hh&o}*2PI6Gd z11PBy)Vgkn<*3=Jox!h0b8P!-g5dfPOb?B1d%&)*k=EpEZwxI>{lf0PdCo&mG%rU~ zC647G0G*^2QPHOD@uPhfT}FlEb3 z6%IpnwX<2G)4s2KH$_}triXF5iIIk=LK()%=fAnME zwHmB{>z{c#JYUUfQW}nB1+XR8qW_^+$XHx{Z5!!c`uma66I-wPUO=Of);gXR z>g$Jz1q+eKJFG2wWJ4K2kCL)FIcz8z1ysTHh3piuA=S|@j;>J2O5`cLHvJHdank7A z25Z9%W%QU%nhEV5kcYGl%)F}l9k3~Wq2DEN2&S+3_lbpcsmDQFT#U94rnORlBpo`E z)?lzvi!7Z==fy393u%=aV@S(N@-i^35I=BgSb;}Iug7BkNvLIdX!RGA7&R|`Ntlyw zJ)F>zkuC*E(Z)Wf!hAO($m%@ zp=WC07&{XJ+fS9l9lVHY^qHkUId-nnN(^kMSVSl`R2J_Tc}#4;+Dc`=D3bL|27$ixM|vReZ)5vY@4dMwmj7M1nRA6jfd z5&uzq1)EjeXJW^)E>}wXPuYQ}pb-`N3&a?Z zLDZW#y5Yth$z45fQgQR>Z#$I*=g(_B5Y#k8c&!|DtC;vdLSS+yT~{SZevHv{MI@_0 zR9EvlH@Yk%{*br+(dC#|?%gk7osyw@`6v>Z1|naGc!qs5t+piumg&FNEUEO>c2V{V z#JXMcRR7ayQicOqqX%6<=uXsP%HbIy%!{SAkqfb`7dnfd!!MAvI0U1AFmxOr z@J;~R0IFke2MgYUQiGX=Ur?pFGE@ILp!#0<208a1AM0+0Uj)OY$9F;mtFvZ*hOtD0 zowyUa?bmzI**1o&{s#-@BYFIY>JUG!#DBdPp3ev(Oq4zrL?|oEc~{+O`M8k?LXt3h zptuKOua7JGe6QSWS$#WWc>Kvs&GZdWuYF$u=wN>XclEt#{jT$(3K1Qg7Ls_w5G?2X z%YO&zys=efNCCB|vDY4~mfhoH@df?ybdsO)ha5Y%^q}g7juWfKZ)yhn#Ef9HB0#8T zabeV5&$_40V&ivN+I*yv;&sT(0VG=Si{zYfNJvFzeIDMccVoKib%qWUNJ=mLf|5N9 zpMUimg6b|4_5P2tX^!g&Q^o5v>VJ9|LE+9Gv7Y*Nb8cEY9r&pR&`Z2wv+d zXPy;4aOuyrFE>SOu31(%GX7yfGvD2p{%QT8*8e%AV_0t1KA8U3R~;7Ja0ZRyVa@* zcdG4%Z{9VZ1;uX&a_LFfyJWt$j%E7nHIJTqu%ZG`Am{sE(ABr!%_VLIPverN z()7wkz`g=*@(P$%kg+ahTylCM+n#&Fu$0279o%A#Na~nyZDrOD)L-jEw#dI$yaM34 z!V6n|Z{}H?91TsV@B|ovLAR9m6XPYZAtMJP1YDm~?D0M$eA=Z0iOCYIHGJP7Xq`1lh#w~m|IQfK$WsI}VB|nnxB7+Ai#cJVKgm#-oaa zp}cO(S(C-hi(z|FO9EkTYj|pWek`}M?N?Nas;^>c$llDDlEI`v8*OBHF3ySKR>! zX~_n>bBe34Z~|X?SRy`mWycY}j;bZ8X?sZT1?C^>o_n_Rxv^%7@t{#S{V1C~hCeWD zCpcn!;0R!Q&E6QPll<$BNCruj{_1jPl1QljD9}uZ5Fj#8J!EY*a@es}&WR5zHS7`) zhb60r4fI*RM9FaOHK=As&KLQR*5S7UHir4LPqe!5)^A#cqQzvAE=)CvD>`7B`vicQ zD+1rDA>2aisTGvRMsezZ`85QrKMhtNRLh|1X(P$+=Erp)YcmN3fa!T3O*K1nQY(jy zDVOS*k3j9|ayvwP9Mcy?orfLVm-#lLh~}U<^+Wg{;?{UDr+S7DodcfV)XL$^k7YJ8 zh?e*hkf%5VTO?vf7J?}=--ed%(sW!C`CUFN&Rb z|H2lZ)M+30d2TvWCk@OrLd7Nr*70aLVi zxXF?AFpG;%zOe^w)jLL)C+0UYDhV`mt;UK>K&3BmdGn_&y&Cy@uetIW1A>k+4dBbZ>9 zx(X=&H-K3vU(pr#RprZ*U90vjihO#zl%h^_y8elYW%8x&=Q`yVy1tHG+2B(h&rx+q zbN$#p>i>+qSK}qP!%!Z-CaOlvZzAmy&SbkU(&+D8KY4Mpqjo^F=x_e=nD^|KSb=J=Kq)V2gXP&pkJ%YA34LK%$?{ z{|1}D!O`sXfBT0eq^I4vCZ zp^ZWF#`s(8vxH3EmIjveKf0&N3hHlUQx(QGsq9VTpC`rYGmZzA(lYstt_lD(J$h=! zbf!moWaFdYzzJWg_N4T}7q_4&dbf2$1SbyRi;P{|qb|9^n`#E*P7$qB&wf<7$xVY^ zBhczLr?q*86Zgi(TSE(*I55kuAd=3&)ixkHF8YsRYfGJl^k%i*MiMz5_5{{2#HChK zSgmmvK3*$bp)3=Y<1wl9m&`=5IJd{5!S>EMv(}qwKFSI)hxVWtogE9mrnlWy3JK&z8>;;ml-M8jExQUv6Y9*F zw~M|3a$0u4QBb1EAvSO~Qb~q!$`ByBC$SW=u z90KFxO@ZGZnH7IuytQW7w#RDjd)1XzO@$}nQF0Jp_iD|2u2>c!JS>_QiS8NCDtnF1 zLEG$yG47GeFaxTJhoB}J?&^j&hs~erUu4fdw;ws}))-fbH$V4>3uyfZ0}H>ycKWOf z`A5f+`f{{9*DAuqm_TZ_+O4HLXa1PQtUr7IcgI*c$4iRsnJ={Umft+1`wf+(%qbl@ z`WPglfE*hi@^n^iNOlStHRl5H>QAW68M0BcGT z0QSP$Te)thBH9@o@KcrgdH~A)1_Yr2ZjN-#KcHFWxrIfKb2E{8`4P+fw>);Kd+)&y z28-zEN0}$U{;7jLMPYFmZ0R3qKZ7pC{$X08e^X!Ob2dn@xkgV3c7#-yCMivh`TAe- zzPFrmY`?=y(?Qs8U?W9ENJ@VS2ux1fY@HO*x+bM-i}|ru0P#3*nd0$aPK)@W+CTlT z7!a&*5wb$|<4*Y3yNniJw?{q%{r(5L)w%cF`c$R(0d z1*mu2kIX(v=X(Et{hyB}6iPeHyn}q=BmK;A30aXQk0RON5dY18p#E)*e^`a4_?C%sJQ2^R* z0C?6TH@$U;y_?O2v~8M_xz0UO%^J?XN=&ZEe|0XBRvbO4Ds>v9#88LyZz!2ANox1e z-C;u&euiI#8R}t%;Uy} zZUFEyeCbwve#vHfA#D|-3RdrOWd(amhJCZ+&EyP{*tH-zWn?+HkFDR(e^S@q6KswF z#p#ziD4mq&ej(`b@{gmRh5TvfZ$Mx#cy})w(K;z>_OBeC%6R2kZ%jP5R79Wj&bL@-|0Z?$d2bKk_=bwWSdo> zkBTnZNZ>DbxVQ_*e*d`f9&Fo#a+}Q0B-`NWpVWh5s(!7^JC@=r`>(8PKv{Kk_nXF-$o@nZ}9>k4z*#qAUV-DX-&UUIgCr4~ki^ZV{M zwf-RkKHp5*5?Ekm1+)f1fA?|S^Bjwr^o>~Ww#dHja~ac)`h1x_*pSDzEHiBRP&ya* z{se+`r3O?ppviA4>*olwo=ZKipt-KOYkIGCnC5{q6LrI0E9U z>N>}hEfI2iTS7OrCcHOQ02k6hEzcZ`-(V1&aj5KpxBCKEt^rLTwgaAtSvwV}{iU%@ zCj_bZ3|R?NVX$t5+m3odWiYRMt$yzQQN{E$Ayp=qO!yI)>^qPQD6g%Bm)@xe?2So6 zVjl|)N_^Y|b^ishVhM_IWUdS-@iCCj@n@3-4qA#uT-2N zRP>!A==Kj&^KO*5u=zUShN<@rP&B0De*nV_jJQa{SDlpcIT@X|)T2K^)TJa5y8=!PXsbA1X|u)abetHfw3m8&o6;rt6r8dlC?qIn61{d zIpT{v+Z8Mfl5uW-@g={okFUqyPJP(#5Ljxt!)kk^>46$pVMIJBo~&9U#u%SV#ZGRX z7aRINvYH1Wpu#Qkp)m*06obfhY~j`scq^+)#Ov21p|!40zNv&t*5f%NhjbAE>n^ z+19$|vQteXZ!dyFO*8yq7s_~m3R^WqghDfp+_U^0CNq?wzh3#eFzaZ1FsTy|mO!s? zjy*4C{k3!5>#qEp_S#iU2)1?&>=j&tc(g&G6&?~;Hl$Ef0I>RJ2P+6dv9OIn^1Ejr z_lWp^vmJSv8L7D?uDYK}O1z1#Lr(7M6AdQ4>AeTKPXN>XZ>Y?XfUslWAJk;P9W^g; z3HKH&ZQ<{x<|Z2(LhLgII0^U(2yXTSbr-`T9a-M@YYTo7b8iCa-?D>=lz)?PrzWaB z&Wk&&j7IG=pE(k+DdN))Q9+u^9#2Rs`xxW!9Ptjt7=aQBXlS(DA-2jLqo4lS3o_+iCrqXTL}^E2lqCEfi#UA3CU78(Bj1x=7KQY}mpuJw7nQ z;X*iNV#E1a=&hlZJ;iA{q@|Zc?MJA9i%vEkIFL~E!pKGVp# zdJON=N(6pR{}29B+FPJR{e|}BiXLkqrlc)yHH_hP34%p7} zxi2ak3c97PAm}lxinv=9YTkJam(02n=@ArCOL^Cl=~wX&+YW4te&0qRSbpGghlm|zpVoHAnyONM9&vKCREQW40|m{irBK3Pw4k+ zq~PBYNX4~v(9!>N`>c5D3T%dC?~b-y&=HO9nzH-WiMD}O;nKZ#D6;P3_ggOxURfCk zLob8i2Am!|hN4Z=&6uwviWwTglAWKGp1w?_#RxLNGTwZ@ITaQAO0pYt^v5Xu?aa_;0jc*VZu07>%Sk&95L zbFbGi?$gjrHBK>@s?na4StH=sH{JTusP>`hZTy>d@15stR7=&ZPaPa{Wuyj63uk-h z+F&x3C`{}o?B6TIZ&!>pK1^YSy8Hn72@qq&o`#ZCqk+3YDIIrNHUPNzfL$>S;B5Not_uBR7jE1HdA#~(yZYh}R16O^+t<=m; zu^CrVw(k92U|IdWD%dXrF5nf#DFgSOdEB7B(vjo_fB#%YpTWL+lA?DATeJ)$58-e9 zrCuY2j;X=-AyZXK{(LurlU1~uS{sF4a@HeL-+GnG)+B|3nd((VVQMb5Gy8@L zIxO2#Ae%zU73RL$TW+TggTI?P_f@&a+amYp#vQJhz36Ee>0goh*QB1wZ`48lG1T9ep3I&9m2K9N3SV*wv4EkimY&A`Dq$63PDlF&`)H`#Rb| zmn)CRD&&}PPT8qnXjMxtnJ;r0129MaP#{jQDS1}1nbnJ7BDCW6dbjkRQwI(vCTO~7SGO?hF0W>qm9TpixUUTSdO+r@>lmF-w=^U7nhte+ zZE($>qQNs{ncm3sl?*|O+Ja$&|G;P(K?0?jcm&`?^k^c3p7hO?y@8LmS|=fwS9}al zjCo@%52*$d%?{zJK2vbD5*hVkzK#Wf22-}eTC?(Q5jCJc0oRJ|(PsJ2So{%S#3K1Z z;)&AFi^4zbJ9X#$im89~Nz+hteXvODl^I)WW^)c0(d7QZYKQy%ya}s0h01b?rM>0& z+9;P+W#$Z+sHaSrAXaH6Sl?w%5sPr}?u24e5jnE<6z|Vw+I&8zk$i^ag0W9c4lU|s zx)bz3IN1wBnTXKKsE$RUHTA^gD!uO*5w`MojlEgg)pF+Ed%&Hjz|cyRDUnKFOT=VB zFDHEtFxf&*dF!inI#g}woqyPivA$WfHoZ}nvGeP+_!3fhDagCB<|<^g$tEIhFAdeh z@7p$>Tu835ac?KXZOA{H2S5=YJhCNXZ0;^d$n=^{}@+=nZte?OQ zs)}05yq7xJ7y+u6K*^IR*J?lMhal%mkGXvC+rUj0>_KVKy=4_yk^v)f+UsRX@2P(l zqqaZH=cey#{N~@O*}*!4^Ywp_0K^Y0h`w8@++EZ;n(;-U3jBgA8(!nD_leLmZ>;Y& z0zHu#%87`imdMY7)Ywz_KL?K=i?U<0Unk6}6h7%&SG`oix*6$pVOrDFmpt2ZZbN2J z->vjEMzejOwu^~9vZ+AM8xc#t4~5>~*>GN7pY)q(iAf4J!er@tMamW6Qou!B~i++^-6yA9j~=bel0^taJe=do}|3DocCp|=-I%g8?ZzvTNlN;JTbEx{0+l(RHIZ_tE=jQfhZv_3C zJpMoPDs>i9xqdtyj4gq<)I`L5W$#1k;e$SS)-2XjbJ$t02{aHwx1AFD_f2n6Twi5v zh1IYEYX$5{Ud? z-#?uJ@vby9fIvtu?NzB{6t{--q*}LqffQK;MI4V4(*b;QpN3Xijx=pnnFhgLF$s<& z4C~79yM5eG)V9*62l>AKZs;hwweNld@Teym-W{#o{M6$4gkl4|_rO|{d{s-?R)$qL z5n?S#tGM_>KB#uzEvn?>7+D7L+oINH0NTDnVqiV$zcEIe!){dG23hfejA(?J2xn_( z?JU`@1?sZfst2uS$ywI(Kkdf6-df%;sn)K2BoMxzcd~X?B86b~_1dTU=}ND%hi5IlKQN=fTIi(eAxQVn5;{t@LUMt@ZpHOTvE~z}54Vc_fxCo&H@o`! zfjK!~u5mrt;Y`BNshJx3Qu??T*R;JCyNS5k^S4IXohR$*CRy#4geg5d=m6#ZwoWXC zos_&np3xmPmsh@dWCV&b(2w+gJKBg+^)}-ip!gbXu2_zP82Un1BP8fiT9R2)2J z9xB8pr+?)cmY^$P9%bpR$5cZb-afPe4|BH>JWL}kxXQn=j#*IUqRx-3j-xzgCRo9L z{_x7Rk(m`6J^8QeT_@W)WKhFyO^?=V>&jx7dj1&)x>qd`BZ{>~Gwd-8lzKtRyj+0x zb3}&9#maz?1%w=ErF9$#14d?ZX56|fK3=uRQ@4duD)5eaOjs{1swQLUj)DAFv1y5z zFo?kf-HvAFYZ6=l5i3`<--G{Oh^-}SjSJTuyO*S>|C(ihH%A6TUCfn=$A5 z>Fyh0bC=sUq?UfeeEi3)LsG`X{*l1`|j!$#)yk6POwktj_2dU${)t z2J6lFCj+|Lg8lU)>5}GrlY{kJV}(aKc5N%~ESq>Q^JFzV53T$yxK~<;H08-odz|#f zn|GJLG0YK)5=~QW0pmVQz4IA8zvJ3M6`}o9kQ8=*pD{_J9;y31Lp{~WSr?_Z9YBPd?oZ))n5p3uu^sfcD(Zv3I|b}}UlosA0#8w<2G z>Gr)3F^)pwYM|8!&kN0pmKk`)&GpwOfzIX&Knkjwz|kwb9ok@Dm}Dxh`QU6P$uK0s zlWk)zrz49?1b^y_>lqykx!~PaF+5o@HR^1&Ev+RX>8kZn=9 z4hcS_xU?BIJ%!Aem3I+&-P1YP$&G=)F>^V3bWC9UQ5(Mn*Hly1O1?=nihrzzZ`huV zqP@qgsLAA8(M8gsw#%E&aL z^1}bW-NH>vOX;@^^CoG>sTDVZoCD9l8JJG)eYkaUTW}3J2sX0%x7>Q|UxX#S%;td| zvN&fG2EE14$f&MB#y-BSdrH;&7%5eqA6cZZcgBs$6=u=>cjc{*yHGW@ul^g;550Pu zXxLmq*}%^HP&L2AR}X`-!2tuN4snT-1BPZttunUn({yy$osqkEa9xM`l#kwwwoWzn z1Goz~n)B6VG7`5p?=H~>gYwo($+3${yin=AH?HUF*m`mgfgC&QNcHMrIfF(#p8Q$p z7c!C`e_~`C2i^GpZ{FElL*Bz>wQfK)>F#n(v%<-hCXOxI&)^gn^NC7o)`tp(r z?nIfV_C(S6If#xG3O@{xvbe`pF-c~LWapC$?#ZLuh6r3t>MW`Hv+FS8+C;OB=5?nG zowIx+hzrK(8m2>;K*A!(zZzHF1X8HG2 z-^Y-pR+3HjkpE_7=;9no@-e6+F31l0xHQT@`5j~|O9vOLZJZkwOfA`!{T7@m#|+@) zAi;JPq&{qNBr_=!v{_545!<`R#0vWTv$f4{->^n*YkqP|R`iZ+NuD^DHc$=09bUD~ z|FXh@PFZ&BkBP(6n7PU7RJlPm5!bx!k;tW-+9!!qy$bcd@&sN!h*m1xy#3Onv(nOq zDdijv?Ih*esUWrZ%o{T=DIbln6y`Y#9S*6cVOtnh0;KAOe0tn-%+cd_e3qZJLNQzl zdoNronO9@yGUCk8zZLj_481n-BLT+yhBmLVLK-cFo)&@nBN zSX$FkVEqnVmX$>09a_euHLivH@;CDf_^K)p!vR*?1 zfXhJev;(yeSG$&fo&0{Lrl&f-80Tv|0D`U#>wBIvJ|1O*B=g{8H`^^?uZv4#hl4iP z(&68BBmBoK5vHG#EHk7WOTxz8pjfNH+RsyWXdux=Qb-c(cqy>=G?iSiM6gW1{DFVT zJ+(=eqQ^1{l=e(yRRQFhd%=5gJ;Pb&haDQ1-%u6&#eV0egzTI-@;KE4PV9xOHtQ2w zNc*RCdiijfKgGc~h8Ip5`0YOUTB7;lOrwpa-nX&OXHQa;5B3kN^0GHze35D%<^vl8 zmUO39Kn2c~d`j9B9g%!_a;MbiCEBG^`ax)f?TMwKIP&)h!ZbIcP@;!;FcplortWLb zU#WdZUwy%|*CjCn7eWl3HiD*Ai`(yVb3Ndj{1|~%CSJ4HAkE-am7W?-O1FZ&1UG}i zIm=a+S-szHYW%U6bY@^ZrONL+Bx))^73dv=A)}y0NAOf2ADXC{q9g5hb(L|$X2Nn{ zl|0;~({{rvKOqs@$f(|fcq-vj+ zpBQ)dTq6khpr7=I=MMXMkXMA;#Rp3Cv3wKP9@9!4Xg7@|A6&TnGPY8^(aeYE>&4UN z>G*ZurY6l|KiRzcd?6U{rcuxryq~8d-xt>B#b4kBjtZzsg`vRuHJG70AZmv2DoLZ$ zGRd#sg+_gzE5n@JY)b6vpV>Zc6*FPvf2*q5j~+fR432V<3M3t_(*A=BM_3|C2xIEX zjU3D>rk9(|gRjGbpv&iQ^h~d(w)mITb=OS;ys9n#=JEMX7v7kt2aR?6m`7}3->pI-cxGoz=Jt~tcR>yk5!M=`W_=k zfKnYdrW=@gFv&)Tv`;qrQ}XUk5RvV@e<6pSgW%<^C=d`gS=@aML|Lt5!z4fZt&MHX z`1<<4u{^)1yH$=!Fy-qTijjfT2EFc1e(H-43zZGs0MjdVeL0usUEr^$^R{o`8BoZT z>A+$JKL1`PH)T{isuur8qA|j@uDZ)54P7m>?9Q}t6cy!OaNWQ>y``pE`R%$@^clme zj#F1UxMc|ab|JM3HLc(4uWCZc=pagZy zKFd)EQGyJ)fC1C5yFv|jQqL{Sw|V+UhrWI^Fo{qYJ^3Y2s*bhvqExeYCok8>Hg&uC z<#~r>(7k}wdJ9zIu!XnZiNN`vuiw^KI~4h-@{IB$D}94tL#Govx+Olf?jKn&Jt@%$ z_`-$IyLs9a7y|r{NcD!hs;~_=W}aMFsUAx4GfI7HZkzHb;Fau{JqDD`xXwiF6LCNm z9Uq)n_*gUQ4Zfiz_c%W)ZG1CDPq&Y1#G7qtxHY-ENI{*FEFi|PC;ZA&dOXY?2v6rk8ZTHkyoWk`efj1G;xa8-eJ1FRn?JGLr_k?Tz zDQaTG0XLV7rt-pzzd|7x`0z^G#DLIY;(!_kTPvRk;VZa)&I)eswH#+|nNA+cm**8h zWO0GsNHpnFR84;GXTDdRoLP~*aI^qLs zYZ5Dtb;KV6F)vcD!e#hcvKmK$`mM_{uBq~`&!_|2bESSp=7MtE+mL1#@t5i`I(&Oz z%9MVah=?gi7x`-*9Mf{)Cr6Xb!N2wgFU{l}i)27?GNjq@%w5IAhY?0z%3Itz(h(&3 zo)5>xcI%F9_ZVXR%AktDE1sEd2O;(NG&;$vqTXWFHY(EwI2Ufb5$HEhANFcM(mNvg z_)_}=S=`Ur#bZ_RXMSRUXJ7in>K`6yI8C9z^6c{hD%#0bxE8)l4J_fQl z)do4nhr#!;cH4Qw)M#+kR5FHWL0QF`1;dYgymFfV3gG$Zq}jjTMRc8Yc)rM7@JZEH zn$r)(YzuLJRT(QUA1_~(^I@S(nj2F4#pbv~b2{>$suFKPDC~!%l=K&4*oEHAdh{}7 ze^wvsQ8@p&t4O94e&74HwV7A3j*IiXDckv=E2G-AbBvu2kOHohy1L}KH7X$=MPlD2 z&}}8uzb$CwznC~y@P3Q`g8Dg=PCl!PF$>W(El!h<9yYIy^v66Gt$NeRcW3QLHu`kU zvfYDkxsn;GQ)ha&{}5qwwZ@5kh)`Rr*=xIhx$inJ#e%Gne3&k-6g3&5QHI&q zU4_~~xo*kILwU?yd4%yfSo8@m%+3njU}5&ow{?Rzp9~&%G(?j2qphRpRAznG$rfJ; z*DAjU5dI9TaUoi0>tI2TLXnTif-`{$8QXAH6w7sQ9i^y`>T^LWy<>9k0Z&=b;1E>U3CE?E0hkFz!8R= z22N=8V+ZNbPaap0+d-`@!BO7Hde)rWYy5GkIBADne);m6*zw$lO=*a{V|pZRbZ#hr;-maA_5uLtfKf;Qjf7k!XTJ@Mfj^{G@mY8 z&I${;zSKtI$4X(2G8Ti*V8VTe<(l)H6U>)S$g*8~t9rm%A0OKya`eE~$ zH{G&0{ci*T-=RIsg~o9`z`7PHi6?G+A{sJZ#2NXx%tX4ni(kozfJ#6RtcCaYa~ac* z@m)5^5aZ>Vk60hyJWfaIlvXUxtZ3+fz#57e>|B!RcKukztH=m(F}~$yJ)G>C_I6Mz zEjZGUAk*d@n!9a>tAi0&)dpCW>ArNzIcVsD>pvLR>7=Of<=?gxm-lZCkrpbjmv5SF zW4nRoJ??vB?^#j5PRva`3{%`_?4cug$kpnOU8qfT)a_}T5$m#I>?AK-W294hF}9EM zsfcUD_f~Gqo2U5>e^{o+Juv^S+JY-aCwF+;AN%XjSC@Yos@Xa~=K14^JU?9j+7i83 zoqN~JUiX6frH^}Emx|fdXRzlP4`SbpZRg8E!Ds2Lwjgng?N#9-k3u|Q0L$073FCDc z++r>>sz`Db?5%>%iC0U2=Ow1zRDG7NGcW8iw_;t_b%=Q_81RQduTnPVgY;X1%tmt} z^W5hsM^>PXrhgyr(?BUa4_1rmB(w)?>9r%|IMAbV!`HxoT9fV%?j1E0?9YuwA3;Dr z4e5lHm}vT+Lg__ndTYZ+O)kWw$?}hDB{ph~2wkJ8bCT{JS&iW-H4yC3R1?~C0s7I+ zp}OX-5e?s>Y$c75^mr{Es8giwQk%4D|20`!e3*4!jG$w^?VjqdG5rRz%≪7ZBSa z_2t;$Dx}8Gy9H*lUIQy>-(xIwj*OXxG5Ls<)$LBgkSYm>wXsg(G+j@T^pf*k{heQA z`277%?d>wk`D0n_PPu>2zXn6WT+?V59b8pxu6;_`9i>p-ak-=LMcf@ZuAPaf7#Vhl zg-sP3m*d29ma{;T#FOC5*x)L<XnzYY0Pwz<|9P) z<#v=~lExB0`qKEd=2A^*Nkr^E9hh(v*_-0PcUo3+@aTJt@=W)ZKqpO;I23kr-t@Qa zmy+ckRqNz+&Ve=N6Kr+T8F9wg(7X}!YC^^v-zUARaBm#lXTerg-Lc5pkXKd0hV)dS zs6{%>mqBMFBzA?b)oDKC>(P;^MT0*B<+!C`OGN8Cn=ndHRFq=J>9(ATYo2BFZL2C= zuaM7rNQhfKm`@txY8<}L5)p(oo&Ad$b7}0kPFoE6;ijc_56N#DXDN4x_vTvzMo{B~ z#g|l{BOyYL>8&a_B%od8iv0w2aeijX*&v_p6&hj3`*r<-GnrJH*|!71sFK#zSA`iN zu!0<3^*v8^tllMSaS1+l|D@(}0F;?>vqpyybw?We(?~GC#bdR_J|up~MF33wLGCCo zYdsKV=A|79C!V)VT8k7&Q@_qXYeXShNs<^Jv1>!w2jBK*W!Lv&kDv&bplw}}LjKyX zYBrA(BU8x3d=MvTCg4|#4NJ)kxvuprhokh1``J8INsg9&i^JuI#?zX6Yl(`7wa-;} zKzk!0RM++G`5#^KF*RLRJ6tRZ^fIzY!H0RmlXQN4mwX<~bjjDqFzM6;!fj%b=b){! zze>MFTfMW{M9%oNf65bgff^H_$QpWrewz!K3_%8kkAX#$Zz_+~6z_q`N`{Mj9|m=M zhhrS7_C=w(%-LwJBeZgr zRcwcQBb2U=`4|41;@{DmHa|1M*S+4y>%PnCg62UukY6gWR-<0@lramsySA}2=mTwH zTm(zcK1y1aOQX)e3gcDO!Ocw+BFq_?4@cvI!b!VP0HEoB{_{>%#;fyPoNt01zK?rM z1^}d0dt< zRW!V2jC<++yT#aqZSSKPlP$eY@cFi}5?zb($myL91bv`f|6@UremkR{|2i;ezOvg^oCAG%SMjMzaI1rHoT1pBeTtNkHu)m9PgbG*5vCr!8ej}- zs$dY(p>l1Rxr+OryudM?xn6Of^}#jAz#1?mdEBS}KS}nkV$QmjDaLz_-H}ub@Z1HD zHitdOE%asEvm0Vu)C^~Xg~ew(?utnBqgTm$`m((_m9$^odQm!U%NII(YiXzrWknd& zd!_Fdi|d(>JfAVB>UJdHpVnVs!MjnK&f~q%rPc#Cz2Q3?-|GE1RZB(6x|OIR*w1ZL zNut=fM+!_|#2x+V|k*+a{PQ-|}AG;F6~1a#5NpTn3)&H}CY`%<^X8F6zfWovc< zFJ&t9ix^S-Z7Hd<3>!Wy!;kZ=K(6vfF~c7xQ=kWsG46Y~#|r&7bGp3JudDdQKm;i{ zX2yA@UwclRGJ>4y`Zmb=owx-_9)D0>y2D!e@|b^)5j~r zHtGR@BbMuv3YA1Eyv)V4$X1dxNm97HVZ~e*3iNMtqd3ac^FwwqE(RS1s`zp@wSlPL zyloPWU?JRkwmgY~aLGIPBBb_@fmJ-QTvd$gVgU^G!>xO(fEkm&@@kh@I0g4%{*Qac z8*Pge%B!#nJn|S)(R96?sv^XSB%{{u{=zF)SkZIHvwe*{MPVJ69_7rf0a?A zJCKT6lhSH!TO|yKI z#Be=bv`_A7^@{~zr`RcrL42QdZ!9GKkK_7d_H6vh;j)!$U`sbp?vFLicdpi?7tB*s zzJL}F?JX%Smy7D;>((ClK(lwnVoQIV8^LRJqWRruln*p3&5hC5@SbWv%#j))GMHHqkS=y-bT}MWtNIY}AoNZrU zdIus6g=`@0d(l&e6H`=iM+~poP2WxQLl~B9Zs=+Vy2vq+m*SHOi&O^qkA~0AzcoT(wes%NtoUC6 zp$R2JY+OOF)(QZVpg<(Q5IyN#5!RkCz%Z@jmEY2TED|JUysl^(W#D@5VbJ%g-k4~J zY2OiE8I`EOnETxD-j-^h`{_e+gb#Jov=T3cPsYQtG0N+aqOA{h^OWfxYak_H_dFB7 zsWMI2$EBcy1U0|#*jwgtdQ%F#bme{r-pnqK{0?@08#w|-X2yE++?iuxPMZ7ZZ*%ao zn~EZE+=9Q!(!V@lvm_!TqTT--(?yB2Rx}HFi24 zvZJL#2E8K5()C!qPaa_G3Ewd6Fpj+2ez6qnd*ZA2Dza>I#WuiDqT^re{2J@>%c2q| zKdUx99Y6lv*rYnjmo_X@NMUqqbv`zLhczk)FQ0mw?$LgTTtua@8j?!v)kFBU;W$!C zYb&|hdl#Iz<}+q1vNrV=TXgN69zpjx=aDuJo;%|7=dOMRHcLQ2aU ztGsI=i3v5k`630|O?)_=winaqr7iE?+ypfkW^jOy)IRHN=T_V*Q&SD zk`GWXMH_iZKt<zopHWl8Utc!!0&E6%M zQ$zQq4EZY5KD>tXnn6>RbA7}M{k9dKd~4!I$dZm68?TOavcyE+50v=%89@dSnQy4p z#19qUeE73Qwa-TU?k(?ohic5NLJ(0OU8Tj7vyxIkrykAHSa}WG*gWR_Y3Nwuv$~pZ zC8^bNZ@bEr+5L>}BneTofBg;uw82eQk$vIcK|kj;^5+`6TQ?`GhZ_C>!OrG0z)%ra zS;oTJfq#I&>pzErpg6dS|2W;KFl`wysDwGfWXf-gFQM|uHD0Qzv6u7^peruyGU}l9 zg{b0dK9n2ShM>TGr7idK2B(iQn=d0~}L_!nYC zg?UBjJ0dQ>1xdb^g2=DpsFd+RH&R;0pR2#RUPoC*(+~dc(5F%~ z;zLexz=R%UpK*3S591Cyn3N3hj!o6Ist)`D)q=L%1XZOSN`bsyeXC*4;MXyO{_+Wz zhbv){u3-HsFDf-AY34h-C%UY(TJIdl6(rOsR`sl=;t!X!hU;lfMQ?4|RM?lZHtuFLM5H zdDTF1;q~S8oKJn|DtiZ5M!*#|CrMtxD(|m}@Ql+Tzpp&dDf8q(M}yJ^A3gEU;tNGF zwNh4(-OL5?Q+{O_`v_VeSs({CLXNZE4aXPcodBZ*7)6y+YqUb+@s|(go?=hm=3SLW z7#{q8d>IYk_F=K(A=&z*WAF3ERZdyk_UR7Sbvd_Wq+KJL~j&mmbiBo|;!Cw4##R z)cE%smidxW66(8nKXKF0RqGn$w*%TSmIbg~q06pOHyrayS#k7uhsdkcF~C2TCXpFZ zi%0e$EI%5wr-LHkH7_?blZuQqJYPhr>Q&CN&dxzBF$wsKn(s17fKE>MS8w2j(jOpV{OycV{-xkVW1$|hxUik?4AxGClm4}jiH zOl$TfbDra{1(#y7*7{e}n|hAgK)SA?)Fz}9<#Yv9k8+7614HC|+Z2UmWZgo{$;GqV zow4la&k%`lO#h!Q5+q9o<#%=2&(5*dki+99sB8)jin}1i_3;IXttUtMWlk&SSxM?N z?xzRedIl>o78dOI$H-R;iQqCsK}Avo$sW9d z9YNP3C|J{Z@BjVG7W*uW84@lWJ5Sk_WPCu|!dG=F;+0j`pnf;yXR#Dp`b@nspNZX) z6aM%pgWjSQOzSD)aTIi3*1QE>m5?b+i_8!H!zC;Xwcb3~EsaItH%r&;^QKTe!Np4l zwi%ug)x)}ll+#~HNclwDVJj4--;)aKlyRmb+Tx>A7_Ne5EXp|fc@GF?C7aNJulks5 zKWdl<1FiR9s1ekq_mCQa>gUI(uf+n6%QtX6@4Uar+%Jys_}G@8j$WRdOcL??=DZxN z8kHW`NID@LkdF3hq>vblHoEQ)T(8|MVkO<^GuP?6r0tC9RSwbsITVRiKM0ELX5U2Z zK$C84V74es^%D-5nW{5i_oOUSRqWx{teRlsX-CxM126M#A7B6U0jLg@#G+(SVpDUX z()D?hF1=Xo_Z*0ag;@U~RDlyFv!E8az^iFH^mSR_k{Q-2USYV!!`HKjQJa3~+?ga> z%`+J*$6tDh5^Nef)5XLvQo5IG#>-eW+5xrLP$UWpFygwbV~%_}7C`&!Thu~Gcd*;g zOl?8zf!)i2BfAM%Fpr2}_nWa6E+fLi=%iRDPizO6=mh~6pOO>@YBSa^GQd1$#Zt$F z^!c7Z)tVs1ULX4+19;nwHI)w!yqmU>nx613Yl^4pHv@lR-jKVRcEemmNO-*oozS*i z+E(_{v-;Utr!_Q-Tz@;)!0wdP=2$*A&?-w3krUAS6gnT35U(7 zxeKwx2jDGKO)#Z1W$#2&WoLY-A7T@6*ThxK{@P`c0$o4%rz_76|C34}G4^G{>8dMA z%*OlQlp8SQ35GpVF@RED4bGPgANooUnBSuZiE?jd^8MKn`M!5g+#gefk;IneETV3> z`vJb$!z!n|r0rZ!~>UU@Raajhe=c)D#vHn_|3pi3{GwO zZpLymA^;7>o+$rT{|4^}B5wisEuXIdF^IY*I&ThAA4%#X5atBsvD~Z()kDS~jc+-| z^p;;*tT#x=eMRi3sJKpXdSo-j^tLov@eG|Hgz)w1_Y(M`Jb5OXkv& z5Z>In;{N}-&ONQLUSIk=O7E2O_Q#caJ$gFXnvN@)toJ>26QM=X@u=ftvdMr zMa-kD9h`8f3llwUVRt25QG^{oi6co9O}yN%shcLA1Y*=ManI9Yj}C1LI|uI0kqCy~ zJ5WCG(~Z53<()y4Wt&;eLU0|*%LHvRO8jPqa@kUOOQ_JLw_AQ0%Se8_3u_=Bm|=s| z(F00e^c0r(%^>mipH1^;<W6gHH&{eV!g6)msD+6Gr z=+i6{P&9w5At>I_CUK$dgEaQ)3LNyH(A-pEM zo3_8ma=_uocxfY0Yb0;Ujhhl?!e2P-^z=S9w#28c0^13ZpuWJ3PPNVc6z73) z&k#h*d;)G9_xlFO2}uP%KK_rGeb+v&(?*8$)WWw6g?00fNL?3CV_eVETyE|Abw3s_ zo@=hvoR0Q%GFdHMEQZ+h&cUUxJFKu6ztXEDY)rn76IQSqVRk*Md&j?J+B5gp)c4cR zZIP}&QuWQA2rK%c{f~eWM8h{7kBkgoskt{kcXX|wRn?k~EFSNTQd+k0ya8adE`EB% zebcPIFWoU?zH;P)l!RtC)PoNw8cUCvL4CnMBM7YUvTgK#`qFuL+puAk&KA`_u|_|@3;&QP zz3{9$Zm*4^Ra3kq%bpm~SJd}@d?)MLK@IsF#CGdL6`cHH8vL)76Yn_2UGjg8Ik6p! zQo1NKfQH^kz?d<$_S5G>QH-~u#iq!WxZ7Bz-|eQSV`~jDXOYlLXKDFb8M^IbfNRzy z90_hdeN+D*`)FFG4*V+Nh2$5}@ykz3iwp@oUfZMHb%|qqk4YJ6xV}RA(6Q7{U&Si@ z_jg@S^PKtTPie@)G7bhz^$Qmpxt_(J4_fFS=IMvoGcA7~f--jhkviwPg$K`YVS?mQXy!NmO~Nz&KX%F&Z^JI?g!Pj@%2DCf_bVt6V{t(7Hfw@zC{JS{(wckC#3 zwsO4Vcm~8SOVo-6V!3P8onfC@3oTLHVuX~>VPgl@yDj|XW@qdoLJ%B}Y-#T_kE4(5 zvYUgENzx7rR_z|Ey%bLcv#v8n&UIbaR3|FK9~$hn{IQHWJ*XC%{{^wg}GQSXMTdmA8X7eyEEV_O;zFxxeL=m5B_<(>k>tdgdj3vC8me zV(sNuj|peP$~n@Yr92r`hWr(l)uZ>v5ol^NWV0fn_C}kk_KDPAC%l+nq}BIAkizVU zRG!H=hIf87>ujjtL)VnX zudw23z(q+Sc;OiAu4?lnW`m>6AENV*;g+mqTQz-8`BS`jU}{|quVC{tx;q2U$f4B8 zUT$XKE^?F9m|wBH7~IV-_0+|6%ZJ{lR=fBV;mo~Z1dIR|r13?KnoF3_TP!@4;c@g5 zMG4>?khwbRO(;LsnzKIgLx?%_B&ZPV!@Hc>FSBY`VV~(UX$_cCzS}N$(u94PY1Oy^-o{>QU@tI!NFk%q@ztw1~6ijO!6j9}8kkBg;LOYyK#N zoP)UL+_NY9{fX}G3bW-clQkVObj96=q~@F7Hyz|yQ$p_Du7(syq1#+lVzN&Sp7T8_nq;;=qn-@jp=x*kGgo&1FgGh(JG`<}G=Pfx4n=Ty;8 zjamGpG1mEy-L}N#W^ZsB6cE(VPv9JM{1;&$`M9D;g0H}k5qeboiRy|=8$LMc6`<-D z%|5NP+Vq2tfZ?p+a<NPdnkB#VN~a-q{eHRgU3SbjKfI*6o{r^OGy`qMxg5iY64 zM}e&07D}+lC7$K~EIp=2GpE7Xl_`NP`gZgN%P?7a(1AGzYWHK~tV@z1g{!c4wkq$2h$kGq?+uTtvw6sBAtJ z;Wf!edFNQo%jQ4y>6S#VfP|$f!_C!9%;DkkiVtZfs4dly$aG9$j-5h3_30T$`Z}Y3gX}wDN5K_% zwTTDdr;Pf!$ccqUROK3gRt!s6BvZ$2;hkkaqT%PB9j7H_bbRoEe96R#`?Me5pEJMX z7}}zNxbz%QR5?&_hcJs0t(B?CzYWYlSO6}u_Aoej@ovcH*m%LhtE zb{N9`bLXXCti_jwyQl_Drb{RU2s#Gb{&P1k%Jw4*2~y|0^cR+2iI@1N`Zv9{-gtp6 z+TyI}(oRnP>%+YTu@C`#$c_RIPnZ;dwkr5GaQwDm(B{2LB)5Fo%|3+kYv>vL=7+#a z=E)(xGr$e1DM?@8n3K>KOU6b#K+ei|Op@LZY8U&C80Nm~6+p(w60qG3)74JI&hZed zGlresle{6$wU=W)v`Gjk8v15;zv6lruYyl zm22H{Gl8KzW1G}UC26t9Q=V^k&{}ir)c$!f(1Oc^Zf^ z-v=JZ&hHnB`(|3dNQ59147%s@hSwqg4pe!46yD&KSB8S>mTb%ay4l_LQzWq4><(byP<7u!`nN}8aB@8J{(!Z zw-GfD#Rn51J|q~7n!TCn-=`5jN(e3++3p7^k^07p*s+fOUhnZG!{%3!(_U8ei^4^T zet`@|k}bBvb@=w|t{9_`)2f`D zPTLF}43!C{-^NUJ9}2ekJkfwj1meV8TTuqbR_L)u#;(#9nL1D}Bp8lQ+d;_sp`a*! z%^S`J_@hGR>sF%rWH?J@iz{MX*dj~#^%d(3e2qWh!5A2o)E&Iug zqL$D1!^$pYza(CZvS_$pJDJ<34(77-27-YgpdQ(QL5^A|TVB4?f9?^tj>Ig8*PZdx z>g#Gx=~jyRXsl#4J3THrw7}o6sO0;^xvsohVs^%Ff|?4SRTS@Yq-3ZFCAjxL_xQqW za1(IE)iK1VQ!uU{)J^sVuEn1H*o!!bWYeE zuTsx;hJhhT$Ot4Ng3%YjxOeU&AuT`W0|Q$i z^Geb9s({$?Zn2D3+V_&LCV50!s+fn1>WSeu{oT6r%L5^A!S4LKQ zP$WI66h9!pLi5m$bKU4GLo5+Mm>z->V}MXf7F-GhByIJ<|e z46uD2uD@bA+ZwMs=n|TaM~*4-V6|BS)7tvQwB=zCJB4u{q6TT>3;8NaDON@v+}jb+ z(4(MgFZZC#tHCB2x79;~_e?EC& zrFUqJ)cSVfv_JVNt5~I1MO5@@BGfTvHFP8`8`LACa)NxkwX7&`S#kbp!)nW?^yeNF zqU5)~tJ6XIdwm{>djww7DBF|08nS3$&Q{9KofgclqMRPoi5MNF=L_nYa$FCH>7D?& z(K(lbx(2uEw)Fqz=JUve$pQ!p)miTftX=OgWR1b?E;8!aAao)X7O zL-INL+ukU1XB4Wh3(l}5NXR=KSI|xWq1MbwRnDD$xl!fOC3Ja!l;n&(^0Uvkh!J1W zB10rvd()(q;vN_4wB>5`HjqGw4RJL~fWZ3d|Hf&0v9AbGdTzXcEq1^bA5M83&eGh{ zN^Me&?6gj=NJ%S}TVVP9W8+XAb=*s6mRleV+tcLYJ+*pn4fV15Zo$ybkUc&KqLW8V zZ8?9~Ow9)q-y0P8Wq-_E@kme@0lI}AqOm+4WqE21R+3oiEddufWdDrZ^AL#+u~02h zU~Zy6wjqW03SWV0P)LW*Z~3G9f_-JBt8GR5MEEU^1V1nyl(^BK`r_YFA8(y@tgroP zcAm#k)FV!O$8~w93#G-0aymT5X~w)OyN!j zDVH=b{|kN_?^#v4oF~?CMW6XDet4kB^7#HK1nc5R4UO9y?n5<^3SH_phO&bry)a4w zmZ0P4t}J)V%5ERi^F+xFMXH|01v8*YSKq-KhQlfR(RA8-<-w_qoHH@k{Wmk&QGDsL zgm<>_{SH)4J|rBfp>PiA?w5*tGiY29pYH%w^{yvyfstJ&`cG-@h>=nm+BjD*ae?69egrVGGy#kEgt99cI6;tW@xDlyQ@Mhh-A~o+O3UR~ zazfhIH1M7g>jZ-gcn7P3n9{PMZ>mms^9WXL*c#~vse%U48KWbmqzM&V?lvwdwm*I+IW2_aGLSoAJJVIc)RERV zdU!WGWi`~4*Z3t5f@Tqk;=}@8r8+*#W%T^!Jq}`64&8L~60A39r8f)mHq>}Gu3n;b z#v|mxYQX^?-ljmQ=9g|!3hKJdZxfX05WVg7z##7BM-p;U=5`j`A^pWR@E2{k5}v0q z4{BT9B7=t=ko8?D70)qYta+ov=$(^`d83aGW9I?e5TK^x3R=OwKVg~*VJgI;$IB); z$~9u%=&=^aqCjPKX^6A!!t3^}ij>Ukj>%WU9Vy(!p00}kyFgDiuCoHoT5!*WvAyE~ zK8qE4Rm0aeNg1c$KDKE5=n)WwNasAvdT+Ck`^bMZ(?u4enoT;01t?8iBEMrLNr-Oj zUp0dVUCs@>XGz$&e}g>18JJ)En}2O?PwI?m@DBa~dosA?emOZf-haL+qM|47gLD0h zn){z(BphN|w|Wm-ZS+;MTS2nI!o^YKx@;W1^7h}-Gw%La(<>OJrRYzDf-DC#{UE%y zTqs}7x~5OH7#43zvflD7#oZoU^8jTev_Uc> z(>&8rq?$Y~>oI*Sjo~(MKvKP-Q>u5R9!dY*+GnJxHZDX{`a_qW<|j`)Z`T}YctYq{ zaCM$t85=OJ*SWdt$fN8@rN58jdZB4;U}y<+sFjh)k$f-ofLyawQ9;|(!sRoYr<_>u zm;)A|CJQ9Y-@|kW?66_KS9t`x<>EozFFY3YkTM<1&A9B7`tUVz?&(_xskwjDaLZ2+ zpWN42&ay;CqwVdTcB5uh9qKVpwXmN^Qe?FmRNWTtS+W_}Y+Izzwuqj0eAIBE zTVr{VbM;BV!Fs{+?I?9uxHU{4TjMJAWx8Kn%m=^w#)gEN@GlVwsr26EA*I&4z12uu z^yVj|r2g}#t!a;(lW2+11?*6@0`$8?TJXmg_@EloDhX#8phkMvWu1U+OeZMLo%O#G z>AyZ|j0;W6LR|Re<}0lakKTp0rZlhN6u-w`;MpGi_PI1HPMNRfUo=EY?qA7YzXju= zjGqez7TW5QtS?+NXAd{g`D8<}-&x?!P6L7GgxFWOv4jxX!0!KGVX z>aSIXFfml{b{~{??L?i?AhgKL234q+HE#D;k%xwzLIX^IEaL=^t-2=+Kv3NR=yUMq z!H5V`oU7|d=z~1yLK{fUV!#z%<}t!i?mOoJuiaEKdGUsHV%qO`r@5@Ukfv^VmaEZD&fG0VPlFE zr2d~CMt10*o$7<2*J^~~gwMdeKETPEwS0pksoiW`E%}Ar5T*CIW)9!qr--2JAGnKs zZjn*+TDbeM(MiTBb&|Vi-dC?dTprQ-MP($?zj1Y?YU5CJlu~GwBJL3UwDQeRd~Y(k z+!3i%71thSxn(H7vm3>CFc`FEgAe*nO{n^Eh_!*iXzzb5yadPAjH}3m-eEmNAY-T- zr;k=meM$Lp8&`xfJu&zza;JZRn(^cJv(xLtcZ_5%u19M||9#RxEx zt)G9M@l|W@$m7-T+j5EW%-m7Ubw;5a`h1pZS~u0*>70q-1_xeKOOYlnDbV?j+45uiO@}Hz zMs{`<_LU?U2N#-XRjeUx1ZM-w@73fHkD%Ru7u{ShS*{SnB011?)H9AG=I7~@Dwv?g zbW$2!6Lq4c+eDK=3W%`^j5i2MeP?CKz)?L|&|;JHm*NDgt#PdC_o_{P?F6EsbPFk$ zC_OR+`_J{y>NPDeUT}qPp*Dn-{h0fmq(a;q-pOvLwo23{AbO|11Hm!?f;Ij(NGh-A}2*>yCac<%xT$I`&~4c@qfU+)t;4+Stal4D|E+Fzj9FQiCyG;bxyg9j+T* z+02#=yiG-7hU%o-8=BDkj^NBCCfT8GOOL~OU%=bgzh)4K)WJWaV-;!wMO6j#Podr| zC?IdV)9R$5-%{^S7n<1SiC*HzDo2VKd3xA?gZ5$5`Wpw{HD}H`Uv;SUs8fc6;RRDQ9x1G;;v%f`t+OC(!+CIm23W4(@K;vC%maew}nhbq!fOmAq}YZ4=;% z12bnAV#By2hh7__1@Hf#6pnG)@~YKbeEPJXw<0pmSln7(!8E({H+7!f&pq-jG9#1Z zIJoKP@@Hs2s^MI=6h*{8DeRbwQ=WMC7*5duXZRC=6dA%XcFIOo^l=z!dz-_ash?ZE zYAIp0zfbKBI`-U?*PRtIv!Sxn8Io!08t=ASuEX3H&Vo!r6ScYzNIrOq94Gb&OowRl zi6zclo&PT@64-${lhM!;ZN~NqLJnWO?Sm`F)aO>?K>uA@JR;@0sM_&`$fM?E(HVs$ z#jjJR)m4gj_6j<7m9J{CGwv_1D56I>hMyRmT>4FYt$+6_Z2!m>hLW~$X^*@L^G9{& zE=L9PkluZmrHu&7!IF(jQ?Y^ctfX>EO0W;~)3p_d#-ZdHNdui=C;l?Z;D>l!X0RIgPgpu zhXm&H(;4zp6%1e>OFa^1CMV~;X?dph3a)PSp~B9j*RX!6LKo1%otWmH$DR(1CzvyZ z^Eok6+4E0;wVI%q=)4K3bw&&dj?2ka`n*0T(i5HO&y%0}MWXq%tL95VFukLT>x9IK zyCWoEXCyzzBe93HTYXWgg)|W|@gFNY^Nq{D)6XNjWapyqmU}lhujo(aryP%l zn{w3eVa*R(pI%AgX@G5bb02{;H|r4nW-^^B)!u@0xRyDNkNVvrvWKvuba|)3wPL*tVfVNxU()M}BM;6N zyj8%lmmk@3s1e!2eqBUNyB;wXt!=np@sM;Ux}F;4EcIe*r=FB<0KSq=PJJfZxQswo^VHzyC$%qTvNlpBpJEgiC zD3f}B{>>A%ah!%$?UVs#mh~pa(b=&d*_B#MY5*FrY-l`n0)A*`zvp~w?u#*Ta=|^H zy~16!Y__&AWU&d8|Lhpj|6b#{a*CY80dIBJhPaptnu;2XDh>7oz;rS9Ah*IrBQR})-IM$fsgfWd5$0(*wZ7@Md)+65d;)Vi4a0jpE1@j-z9I*eMNCF}%v0`I28wHeV z%;>@kV=uGu3m(z^n<1Y_FvhZCGBn_svpcOtxz%hTv9oyy2Eca{|P z>fE)YrDPv-2I&b$YNr-N4O1yo&5d>5qg3RAJ=(`!s?2uHc`t=M9c8NYPCB(v3hfAD z?46lPYZS~GZF%hyvWJX3;Z+kT)u2dqQi4KxGpF+`F16+$p|G4GwQKnP$+~D$+>^Cb zCv-#hGjrZ=m7QHeucuw4Mn3_b`Y_lijAQM%54%h7M_R+-(r>I;UVtexaz}ol%hDRu zuOzPPaj40XPo1RFpkn0(4Xs= z2lBbJ9^u^R-om0iX^ZVI9!ry9jMYrr?s#k@{uLoJnAKa(wmW|Pis$)R+3@nz&QZWS$VE~ohVH^iWPjF4ZBX{{= znwBgu-jpmDrZ)5rTA%qZH+OLLwxy-Z!Rywn;fHSQYd^&Be~7#uUS>Y?*a_pwu6V-x zqY?dZwoNbD{cV3-_>ZV$I`+b-SM+s<^3AVG)&~4q!=)w~)DEs|L$P7G4NakRq0y09 z1?~~Tbj3MB%f2mF6;J7s7APX1z48Vt_a39HE*#ful%hRP9ex!C zZ1-1}qV1J08bwUU9tO?D&GzN98W!BXlJ|*H{oX0yYG)bs+npbobRcxTSl}3FJO|6#?f^O6nH4) zha&_nr#-7GnWh?4<1jPkh3#1?f3~U;ubwOaGk?!J#7X`_e=ZGY)NX4+k{MMSD?Ftb zDU60J`Mr(S|Qre*ZyM>WE5lF5qY`vq)&&3eT zF5G~2C|@)&qipIJmh)%F4w(%*=>v-Yxt~*aT#KE#;WZsi*YdixW9Y(SOlkJgo8f!G z+IyZ^wfIHbOs;Xk!33?3IIY9a8mOzW+bgU8!cO*y`I3uhk3cmmR};%oL5jgW+*#VfxcDe@|2m#)6550OCXi!NZ`)< zpsJknu=fqmTMMlW(ZIk`n^pX~f4`NWDHNeC>TVv?)b`2!lI9+Zo*({|tJGL9tkG0U<_!gcK1@>%1VjSuWYX$SfhoO)^(aqQXJLd@PgR+vmkkb%o_A65Gsw?;nM zwoy(1$r(DS&N-&eO1o1O{UcB<8l|G#xlW-jWK)t{-~y@g@gxhjMmtSqNdjP>b-rf?%95R z%itf4HO2;_g&T$ajJ3+;GH;D+BI-FtnwL`VSKjHX*+AUy=*vE5&>CBS>N?Yp-!}q% zZOZma)#$p0;sFts>g(lb&-8hX*{oQe39Q*$C`6KS=yLslXfigXDF(;!ha$~F;4^>4zLMupY+CQ(}nzw02V>bN0@hESVV&M>0ULG zeSBnIspvn?S(5!8L**sQPgQ*lDFB&|>}##3j{$@N=LDw`~#RPXoA>T!PaH|PA$pr2)@0ipN2M~7o6TVEF zR$jGXi>uK*IZsN%jFY~G*8^ZO7dH;tvU7(yn0&!&g_QCGLoS1DJ?I-8Mwm}Rt7QAu zgfhraVd&%SDV2|hvu6sI3W`-88~sQ1Mtu(4wk;^qGS|Za#Y8lVG-1gsSI88mg-jbi201nys-z%|B=*!!iFtf zKf;`g^3ugkciz^W8v)z%A9Y;CUq9x1Lft;a-^S`+%*6{GCnBc^M+6#%&&*}fkPQ8_dx z1H;3DZ@-=oi<-;vNItVyuyA9Jo4tc-?l^6Cjjvl5aJI|yGKXUsV3B^x2YtsZ1hLs4 z?-O(3nCYXi&Ax^`3O_w*+$y!^@kZ+{>0j>&f$4ViajZ3q@+-uYmzkzn#Aet>+6_od zPdSTh6ok$g{6j^ix9fWJHX+&(L#wQQFQ7nwvw=@kx%Nujr11yzBPv zgEw;>)sVM{qEt=bdPN|fXF*TTPW*oK@lizu^iZhcx2VF{SsqNc^XH zwF&hiimKedK3W4fh{c zHw7yz!TX?Q#eJbcDcdhTUAXFQ;|NfZWEowi0zqzB z_bJcqrslQO3qn1tIbn}m`#Y<>2cgw0BE=qZ?1 zDERjx-itRqbMbME5eSC0sj6lU38t+j3hd4`j&bjSj*4h^5iEhAwLr7LCWJB&mBXD$ zwuj*@-@XQK2R?>KCVUcdGiPPz@@6Napg`kabmhIG^cU|sExET$IfKp%%`n1kDPXG- zat9+4f_xf!KjqWXq8>g)oQj!Y$xQ?8438{}@9uX*>akY8ak9Rss$TGJ0`uymvQg3R z^9-`u1zSbaK9uDnvMs;-T%em1S>OGXL;=BS9NYM&&v)>qw;f;j^Qm1qz)HZv%^=yj zg90V}qwVyMGa;R71$j^A$o-HD{Npzl@&D(uw$Z2eK8MTsr8NE#?NHRY9efebi5#ReUnI+Tn z=B3a2=Ui?pJX}Ps1#hpitoo5Kq*3W1yz%(t$sf+;U)6Ar9m;tj^7vh>eB+ipVNO|A z%l5}7CuZBa%1!R)41~lS8uE)t3uVrGUuBpQLh zl!utKAE~^}cWL=e;CTWZu^#rhP?PZUBs-N$*-p$OhV9NL?7aC-BxiY^NR~g7Y0~bn zJ$#n|wPNRYyBtP%m{Yy``hLE;w*P3T`0&~2aOb92?bo<$;}rVywkxZo%ZbuHUxLx$ z?dEeOH2%LXd!ZKrV(e)`!4bt_;BsC9lV%u=GcgnV7rib}th1e7S-z{lWzW>fr4l9V z90xP?It1st)eg}WCR(o|RcKzi`Ql<*f9hnJFL%3zPNxe92xl}*KL>W~w78@tN1|hk zU)b;s)~vc0T=^UEO7&cYm#lV9NPnQAE;i&X*q27)TuaWP z;9QKEZ^{kVtK41nUA7XD8)cBE?+UrcbB%s)AWpt8vcx8VNc|+WP{scUm0I-ZzV2#O zbc<)l#~WUrQFkEda6O8oT}7QB<|ogEapi!li0;iZT5qB=qWY-L=Mp3s@r4V|yNYT_ zwki)-xi>XXslhZRWKfL0Lv-PYi_Bnq6xwNhUNE|{^_AF^Gktjp+FkHRu@gigTYR#- zK@$RcBHH%by?<{y=w3ZUqJDia-Po5ezv|a_l-_%Ao9dLcp92vJO#ucLZ%}>C1e59$ zYy63r)+r%3%#1}Hd|}dCb<$l1!e1u66HBxdZ!6v$|R(ZZa26*}ydIQMkUfXUn9%wKMK)M*OJ= z3;hjY;W3pD_`&7!mELX&quD1t<7U|p%uYW8FYQa{J@V&t%s(p$yAa6mt$0x&dtcbi5de*FY`byI^bx|*)hqEsSo-`H(YS* zu^@$X9&W#SCbDv7iU9vyU;w$xW@3vEi?ALy3}I^wVXg5whz+86Q``aqRL(~)6{1EJ}luEB&I8iQRZSL9-1!k z)$Qua*}hdOVRNGii>757T`pm3h-}y{pfJCPN)#L2uZXjIsc1=mw~@>)TzU?4bYwfXAW7g5pm#X@sf&y ztN6Q;^K__JHi+ubcNdY)%uoMn7A@+Sq8O0K39Ekd+Z@03p*rlrjPg*L3cP&SFGC!- z?m!{NC^<#MZ6|zp4isk{xDmM{&@8%y{Fgw^;L>^w{!|pH7dL6WfMTDHc%4fSo59d~ z7#c(gAP^3h{Ea|vfWHhIKP=Zj*;h-JfFEGNgnVaK#gCv1jsv$QM9BF~M+Z6qUOOoQ zAt51kPE zeWBUFMdo{EB(W@5GzG2uZ$I@19?5!jrR>x8*v|dgzvWBFGsxbRK8;bR>)2Fy6&Z>c zP2h!%hq4xFvJ%iofosenW)c>|#jm5yE70Kap-y_T*Yph5u!cG&j_4FaI~Cq@FF4+a zSljg?iJE==R%D^2C^|I<9y1YYha4q@VR7~g=AsJC*`$4)JOACP0KX4D%0-7P zbSf$>a~>34hBK8C_rxL9uc3dJ*sWIQ5!Gz(5ltPXzJXn4z$ZfJ(%HwwfN5%Ez#4PC z-q1)b_(@=@y&(aV1h7~v!kVkpV$i4dZDHT=`^wQkUlihQ^LW1gtt5*hR&7!tLtCwW zdM*~FY)-z|l|F2HKgufE*@lGMy?*^ry?U*n`F=MsUg zUCgB1lEPQrI&)5fZpY|I-tk*;@8f3QeJo;4xJvQ$`w>B1bGOunpOi{6Rd^%IEJ9KSY$H#YAYVNhZiw$7bH7<;? zm!(6YW!jUnTp#MnUo8ZndtH8P(b8oXhr8{Thj!^Vr$cLpw1))p`T^C4Lx`h0s_h=A z7TdQB{5bfdl!k}Bx|yT<8Gg89bNy<-DxzGXz98CW%*V|q(2m6RCpY*f`=u z9Ge?94%oh1;IupW&{*l=I0#N{g!ICGSLM|thuiqB=^0tq-d7UVT6eHS=G*m-k}nrF z4zwMr3-n$_j;88tS471^Vr?q^&-C`vckLjp`ir{8V9Cy#Uh7k-g48g_07*9YF2cDj z(SFD?EGwxoPWH;6tW4d9Z# zHdZ5BE(zfwld*)hXz+oT)~CQ#d$$DDr787N>U7eKT;4 z!G2SIC5OC*bT@8Y^scOO$Gd({{GVyu5#(H;OG@##MAu{<1O+sJ)2m_CnuvvMy)s4I zfm;}YS$xa%8wmk8eHU?Voc@pSlzCzsee#PcNv5XjhNTo?&bL@@Fdgz@i!)T3{nR}_ zgD58SsccE>a~0g)$xVh*nVqW{5h!KcQwSzSjf_Rb`Y~txp%fvYbKt^ZEhPH)j9r|1 zFbiNObE*2qgM}3nF3kKX8Y#6SYW}>k@qc@i*s>e8$KgnDw5Ye0DS-?<_sai#I3YjS zNIuLm_$AHryZGFj+$$0s%A+qvCC%+D&U`g(%2|+eDqlwFhef+So;s&IdL*0>^XA&F z7=ubcQtgC3rexDs>-QG?wampG>7L8qF@vP^Cx;mA^fD>U=O)10Lrx3u2*5W$^gZUw zM)(o`pb_16!!t)ArVBh|I$hy+^?~hkE<|eT|BO%Q+2AiCkKMR1_oE@ejzNx))a%(2 zd3NUYS=!G8 zi9dIJB&M)@>3=(Rj4>sfa`)l#FQ3_cwLFyVn9)&^>y{3&GqckGI*g;%Z4+bi%_Lv= z{|L(*W!}R=z2&>>2iOwk-JC}b$M`mi=l?4@$-1~y?|SLEvVbX4I-$UcLVY>~fSn_# z)yM}6D4TccHHQVh0^ymrD{!42egaqkToS&v$u*8MnKPOC^~bZDFUFgpgE6%~(asUc zkuMh@HwaX6_&d02{W*S-?49yS5EKOqgsP=pxp;lI0 zOP=%cFdqFb5oT=wV89me8UBu;5$eJrU4uLunRmxVAY{>0-pF#l9DCO+S#t8gK>x}sxr=T?0Hu1WxK755;L#qq=FWs6+ zBX9$wrhpj(M&c8wExN-v+A9ah6$XPtG!9$vATh&?9o*X7N=C4swJ@(3Baf(z3!DIS z1iz({3g=X1;zDzX6Do*cw`KDqMdBq8$L9D9RpvWj%lJM}EIpHydduV(L|M()XajnE zq$NAB%d8;`0+!978&*>bdtQ*Bb?cqS)>6IMVAaV@9{yEUjH%(;cm3WTI(_|h1{r&p z`Vf`Sg_~I(8<4;i3$2&?~37`$VbUuUfZG`=e8> z@LS>SeFZmDnS!tn^ zC78*{b|y@CTSyjhlJ2fm0!`-+!e3~0jLp;T{MyKx!o|rcn20A(nL&YH_Y)`Po=?gQ z396hUNXd5lvMxh~h!4(kcyl`0zA%E=D`;O`l!k8kXQ*yrc>g>KJfsO}Pqppxzv1n_ zc5=$55ny?6f=)dnOc^ok`vR1qWs<4=T)ofN&`=&xeAYkU{kE5=`@uMk(`ysZQZ?|v znx3WkIn>j~wOoz_F;tl*c=S<25m)6bFgiB;+(S;m;JKoO;a?W>N-n3gYaX1Pqh&Y$8mC_>8JbOTF{-$4)thQKuPdMP^%>@(vWc zz0g*h`~y%aK^Y;6vUo=)d$eH|*Qdz(%x>I(rS<(;N;GBO^eTrJljBUm^H5=6HrhMH$ zhn%IWN1r66tleVQe}*p>0@d4sh3hkl>-HKmjc4_}Zuz&Q0FuWV)R!6%e>=UNPZ z1DUFr)NJ0rRECzCcObF!{p!RBs@f##zc;UhI>SFBE2bU(F;&;W*Zlaj4fxuD*xDZ2y7CB>W_mH z2r;AhnH=7~X0r_HY8d+-4nCF;uGPZ`+U;Z4<6l|H@T)D5K1})BKe3iCKs7BFP#DyI zC{>@zVR$&g)(7T1@2d^0BOw7_e_4zC~-1EmtPMnQOiI@omKD zy^yXo1D=0iAo~Da;$Pn1i?ZOlgc$c*QG!RTjPQGrxV|8CS#$VrDPQUiPT54To%mF= z4bf9m>f%uXi@~eQShF81Oca6Or~r9B-aPkBO4R)9zW1jyjbwXW&h83}1kLtOMx5hcm-SFQ-EC%XgQdF zWXvhQp3v(#Nc4&vGp|lscKBSe6=Gj{&Cs2a7Td`8Kcc;Y=G`aOywUZ|z%_@tOBAbj zd_p{NQ!`%^?Q#oJuYm-+6onb>TgtE9J2~3NkGc4(@W=o|BLuwk{~{PcwY&@8IvbQc7vm&yNtxR4*7 zUb!o)C^#!PYy4>&W=on>{gYAB#aOx)Ho4?g&{4eTVh^vTaNg3eueN{Ao()@5(%8YbOF`_+GH!$VfRDbB6vMwi6CJuRAu}I_p97?LnyZ0IE*hDra|ZK1qBH21T2xo2BGzS~g#5LUG>f9_g53cAkxC zMqv%A3_7(KaB5%Cu$@N|@`q+4Rtk@k12mhQGu`o( zuOU;79uUAx92^R|-+2(CHZc}uQS^_Y)9Sqn4Nz^rPm`uVHE4R^7Rj_SEdCVf)BY9>y|P$Jz}hPURAF2ZPl%>MG}T+Nq3&>g4rt`ENiy zDnRqW*Zqoa4Bce3%GF8p_~Il%Froe?01Dt+T&?s-rkUvN#M?9+oOI+e4aL*IrU12l z8k3dkXus$uskc1593d0^A2*=)mwpD_w{bBrv`|EFHg5IBPE4o0e4W~yas^!hQe8b~7iX4mLN4gM%$npssDSXM1gYfupw4?qa>34T--&&e~ z^3CnH>u*Cxhj*NYqI}mVxQVBztx0WaGaKF0t~xf^?##fj>w)XKo7fs`<`4X!V~8pq z?g>JT+tpVl=J<}^2$q3aTt_IsAz-^4^_A>6gva>+k8ilYm^7jPS+=U0UMYuo3Zrr64fLlF z-J@`2OQ`ziSZYDXa=xzW>b+de$;;M19m2$ zNVju+&~lfE{{ST@VU*UG|3N%WfQlHthIVJtY zuLin1(=B_Oj$Phdg_$J&K3_F$-J60G$dHJFsdAetSsnT(6uOo^_w`L3r1?OEQYs%` z@Bi8SMa@9Npz;c9Maf$h-~}KTx9ibpjSu2mVmLABO|AT;O9IuXT`ULr>&(E-jT<42 zSU=C!{CY~4a6PNLh*=!t>Ap$p}Fvw_dD<}EkyjB@1^`C0~^Z`S&xKkRWECc zR%WfJ-@1_I`sC@oHSRmHAN$M8PBG-v-s%4cUGo4^#f|70CO&b{jD4v$?}%?EwLsge zEyl4XKHKtVN4g&)G2ki1r~7)Cjq;1?xiq;2(jE4I>FQ$a=yDBb`NvTXylwy`vhlhV z+?5+_vHm3ucvFioc{r!QX?oOq4#5n4D_1=#R`jTB(i=7%?V7R(XT=VB7rpFc1Tg9H zdzao<1*h%-`ZENY%iJh2^o5M!3p93JqQcakC0Yy5s}LnS@WMwG(;EjX%m6`I9~g|J zZz#8w=4V@ORp0mx#s{U74B#@XqAd47jo_4(ZWc;MNZ~YkJJ--pWIR&)f z)d%}EfnN9lL4%G89knVbcm!b^K>g3J8RS2&6Y}`!z2v=9{?Xi!Qv|AB4st#~+(o+m z97~+=64SZqZ6of(xw4PtYMAzVi6hZhStzy$xa;d+^87j?{?;_7xXg3UEoNo^VD)a& z3zUS9Bu|4w+S~GUT+5t&aBJtzCfO*XH!t<507G1%dS*>{=B)^JV-Bkg{yDisnr-42 z9(%a*9J(8|w`2&D1C2w#t>;3nLvt~wi>b7EyFVq4F`Ws@zYZuo5A;D*WUwh!p) z<)8XUXii7vra+3r^$!S4!xA$fN$|`?s2m^&vYutNRp^m1&6R8&tmLABBPU*8)t5P# z;u=|dK<5m$=LNXOP9GQcj>;BYnrQxF*D7He>Bx&m|B`iG4TyTz9zaHg0c56dHo&M8 z_NjqJgcy5U3Mo0+8PLDU2>^CULulU9GaQ{`Eh~|-dF#iA{Uwld!rew3ul|{-5R%1} z8CKjq0ea#t@V!1$+;BhO-lpU4y|GcXzTdItGiu`n@h2 z!Omly&5o3gTy`~QcnRwCGPo@FkDNcE&ZoC|qGXv2T@ky|7}-6Zd8O!lerE-h&0>)I z+8~23=s%!0{jPajS@mEC>yaT*)`s%(Ptr}eNd~y!OXF0nzoB?vzqWLtJjd5s*jYDV z_GYF6w8Q{>-i&iBePtAp=XtQmb!N6Q*omCHI19D*;A3vcLPVVN3GlAu;a zdaSYOXWR*h~YMyhm5L56Br_pDTt=}jdM8e!i> ztv)Zc6uJOHDpB(E<~Emh9!T*Idq?(^!U%p=!F@)>zhI0Z%~_gE&T5DwxZHjXO>_9t zBO&RMW#4)|{7O$qyB1;#QZ7e(CG6{hiquUQfKN~i_zm&lx|*~wRc}V(&xCN)_X=O@ zs5{vM@l5ad)qO@}`>w~rW)!_GpNl|P*WQekF^&S;epBZ0XjW2gwUtXk+ju)^mXNf- zfF5Y4<_6+}E~9OuWO^~isN~`{<=Xj4*pVh^n7B3BR!!RVw}JR zRVRdPT~Vz#YmE|~g*g|Xl*gw`J(Tvzafw(RIrslK;U@ai20EYjZ@I62*NaC)#jj~w z>OW{tdi0)@O}C6HkDd3#YR78vDK}+2<64|V96f5$))4(^MXhdnuhli%OI4)Wo-@#` z=XjnnTKf(gqRJ*KI_TFQhUkP_z{5e@ow=Nv8c4vC;Ewl7Z zBrAJL8<4J}mXCjJtXK0|?6m#w5KeQY zXG-&}2x|>v8~s;0Nf*cF196*tf_6Oo5#f*EOQeU|TUOsRxb^b>&NuVeNw<-HCo0Gpv@WgN zMb&)*&fXjk@09r^hwo2x;EJXCn{j> z7}&kr6r9V09IPBV312GXrOv@;b%|my86-_l$llH79G!O&+tfiPnfbK1bo+n)#2=K+ z>hq-5dzBgBymfQ1cYGZFyAuClxfGCYv|KZkGdp1;Yof|yk6g~NXE|Br0Io#4eNvTa5dcSbe5lZUusfmo7S^mL$MBDQgtv^ zfLN#PiL)v6sID``>G>4jcq0v&;c?<5*=mllGhOZP@>kaj0(HohC3)Y87#VJP@(gm` zwM{GvxBkf;)TGTiMrGYkn>3B^bog6fPuxj#a6cu2quTM`v#~}y$hOKp=QFhth%&nW zgXIvCR6X=ElZll|#{1E?WU@p|UXla4<8VI)lW!Ruf4WD_A6R3+=be1CDmzfLPA8tw z--3d{By{l@dkS)!W$b(PTD=$5%xX!HcSYM@p7g(A(zFvsi0oceyD+k;RZMzxVa^QR zw@uA!+ZYKO4g^i32B?=f#**@Q&i}T#7{@lMFo5;**HDtfmw5B0z{oQ77{RTc@P&a- zCpUfD`cp{qfw`^;Ev9O+B>#D&PhiAd$O{U-4ClsvVR@``L8{YWKt1d; zT+9>`jM)~)cro~qWJV#iVa)AYeP8S4GA7LPOJwH{P1GqfNZY@IxL-#_f2kl$*3x-! zRYqfiuz9DXrh_0=9#GpDU_tqNNf3x%-wQjud0y^ygr((2DS^h>*8oES{MrO+(HN?* zC6gRn$T1JODQxuHZP5z=#=7cuf2lBx(}L_Qii$2#L7qUwZ`j;T zZ9B;L+8izf-WgcyJX^GDMs3=Y;t?kJB8%n zrLs%B#bet_lePLuk^#U5CkX(3FVCPa?M#o^k4Dbf+f7lhTpkI=b9e?;;{}snPDqsX zUsy4By*~@H=bSa!xgP_9ypR18L0%u?i2Z4IzdjTn;YF$DXelnz)wof4qm|7K)tqtX zhE^1;3&6~j=ZvpirD+U0F~{>J{+k0Mm}7FW?bCGWljl9f{N-fcaK}~x&1q&!{mtE7 zl*Y66&!>0N5J@s?mIuKwJZxCOSQb1hvkc%5vB@DD{a|txc56^vY!un+b-8`YhFt&u zc;>@;8VU&g4kmkKTv!to;G=3;)(tzafx;DFv1H++93J@+F|NBV?OtYvXDnkF)I$6w z-x18w`)=9T>oAoOhT=qkhWHK8#lR6O`0<%wRh}{wq5&ZT6~JXizjaZKa*|0eAO0>d z+8DbSH!EVtEy_dKDfMO_qb^CM_#1h8tx{X8HvUq15yB5M3cgPXOds5(n~}<_qF4^* z8W1i(79LPGo9m}o_i_IeRJ)%^U%B-W{?y^s0Wyig_K7o(h2Cnfn*>&%8-xay?AK%s zCAHE+Nb{jzNNthqpa+mOPZH2~vOO`Yyu9$@l1{1_uNyQHFms@p#52H;Fgj`DqRA16 zH4tZG$M{pdzwWnNux2dR=synxFAizJ+U|+MS8@09Z~6-^^ttg4)^iSEM6PcF6?&mC zNm4&e;}7l$Hq%M9!&M9#Ra(jtzFN$aeQCj1|GidoqXRq6o;~>*Ke)$`t-FQ z3+kp;%{p7a0$+fkKrSv}{bbgzcBo!JrSkutT38oKBaynzVlt^I20{a83lzbCGrQoozjEzMf7YJv=Gae~Hii ziX4E+dQ!5URmJLEj~}2s7aG|a0p=R^LC>7^{F-jy*-7|^iVWJise%Tu>j~w}S0{D-!U$rF|xV{i-1GbIpTaT#?XML4s^EK98lTKpz9&`!IJ z8TB+L>jG?da%L`ojusFin zX2$>4m^yshCpHt}y%X&m=lC||QnPlYl5@;6`BZa5$`;X0rft*bn^G=z2KhT#%f9TP zgGuMb{|;aNqM*SpxgyxuAx54q^s2lsYfh8htlT|8pZGz~GY5BbLfqQAdkL>r&Fm&0 zL0B;jD5Hyj+cW;S<4RsgLv&n@y9r#IR!i93)b_(wr0jAmGtMl+UKe;=@1OxePd8e^ z9m4Q2abU}B-lUz&xV~rJJa&-slBTZ{<$ZcoaqAXs(STAtm(iIkh8-urZ|59ldc^k> z>N%IR@de*(&H=|*l75#g$26z;MxjCU38WmU*8BRb^)L4oh##P3jh7QpK zeNA|e?91LZhTy=$nkhh5lY4XMk=r^hr^dWb-Tk_Jv`d7ddQ9wO^OdY)+voh0!$OWn zCsr-IXlb)u1{*{GdeJZ^n-kLdf9sX3*Cp#doP_AnNy#Sl8h6rRsd~os+EGKzH6>*i z63G!J`Fxg{=9=i?EuZi&blidq(xr*?1l|>e2}$G&2yL8Wqk-*NC?DJo;LG8cVw7MtE>6PMVt>{A_S4yT0o`k@* z@Ag(BpV?MuapAm$lmk3t1OAx6p)0?*E%8p?d0N6oLQUEp#%o=^%)^7mB8CCA*jTae zc7orLTRB#hQHX*0`d&jyER3-6)VUl5-0QT8JpqYoF@j7%eiQK|a}$@lM%*E0ZeNUb zl=WQpLNk9Fc(;klLrx?}9vG)wt zLThxXl-(-RzM$evk9I?j87>D6pSq=;WBCKMu!KZv%Jsc;`kGtGK;UffAp zccOsV6`0353?#PPEw$|=BW!j*+v4F9&eqvxTi?Q=y6!Vo5z2C}~ zQvD0z!KG}KU3W(qxoLo*;qJ%NM=myFi}K&K={JU(eJ`4Y2<9|O*;C@=F{c!hXA^?W z81r&36E_PCePy5`TgBXDbw_OG7$w*OHl9h4OS0OY(y;5HJ z#?nOu+!zg;hnv*xomgK=(f?hrk8(Qr(@mEtpd@~mwzYoYZ)1*@C!g#f8?liAIKGwT zH?DdrxJN|aj)&xI-JsyjS=DJk)`cd2UY=DidQug@Eyv~dCIwuye^==4^U=rD0odCQi|wGiK{6GJ22+viWD;cM0@pbcIW&Ut?#SYX@XI2!;?#1O9+1 z#%8VHOQEycEz%W%>QA0QAeh$9*paTQaJ8^(U{cyY-4F9X0@{tk4c&D$w;HRa=PoPR zdFLw0S=-U_2QF)m+mOLPhUhl!TRxphtaQ}oPLJd!Ty=RvH;nnq%n3f1={8dp$LjNL zHn^4tn5te0KdGq84x~#dtQ5o&-2z|#d+)?nmuj^hhj?ggrrZA?Xg8Ga5RbDnQSpEY>Y%*viz zxtYd!$n^-1|Mb4Ut=K;sx%u~iuzqwuahLywIh~0PvHnTL{fnv%m?!yuttxhI?#e-v z-JoZN@mfmES)U>0n&+zubM@)k5pnkaGGD>U58&kY5EPBeRmm5>XskTbOv+_8NQ5|q z|IzI#nrPjJGdFuw@zfa>Wgw0Ks(N_*bOn zjQe&+r~bd=zuW`!pot$}O{dXAg+%C!xrVMT3Bznd{~~31oCVJ}GTFJ3^A~O#l(++u3n0{cV#EEi zWv-XOhBbQQKQ~{n$yKgeGBv-zfVskN+I_nIZ*ItMgbYg1GMCYMb}sC<(=$(C{_56S zZ{VrWEt(d03ts4o&l*Z^J$b_?o1E$=A+i7AAMZHrmUE*yzfs)E2FS+VK}2qzRcI#i z2ZabozSq21+RO4?JV+>PJ1SE$^=Y1&U1_iQ{0*R+Yytm&wbnb@dZA=!xqn3^ZhY~Z zi=jk`6)1MhN8{t=Al79EO$71$G#FDIRhdc@25BKGv{G0Rr%fF+WGQQcwgxZ5rxuWj zQW4x*nc_!vg+t+GDNjnkxrmS-V~ zej$GPc{jnd^H7;nBasGil~9#^%NIP_OeL^&76pOwe>CkN)**K z-%8VJxH08Ext2?p9tSESAWoerCNo>&<*o$YIGbGpU!Fl?V-?G%nL}6bF>ZVof!v9- zA$5OF$J;P4BL6xK$ZJK$Ey~HF2Q@Tm{cLGNez|2O;^!!E z7}lYx9vJmu+A>UzK}3Bgs|n~oz;dN3I+yck8me^jpWi%cDEO(aB{||K+&591b;*wg z7%3VGJSw1fHW3B8u+w4b*#!FPU^U@jp}k6ejYYQz*r))HQFg5EbqjjiasZ`;KWUrk z^%)xZTnAGugKtAV%^g(ed8$pzRw} z9lek=s+evO_QlNi9CZ*XWJ4cpmH1~M@u;YWX^gZc?op9<9?@E@9??;V?JEk0rZr#} z->O&b!`LxZscZEQAJO9r*a2hi3yuKft`mcPO)I-ERx2UnQY6#M{F(W&-^I*)bVI-X zU(0sU^7C$R#uIBtg=K(pfmr8hS0HMwQIdBD0BS=6Vv?p0d`2zo$mcpc^?lNHU^QA_ zDFyc`Z%bWQ`?S*3OHc6J!&$Gtb8HBmUAjJDieXmL$^fpZ-UdNbEp?Iah+U|`P+>e) zG)ZtUaCG0@j*h=yyWTtz@lwm~o*N4YrxT5UH&p={`fX_qf}a)~MWLND~9SJxkRoP;vhRE*_>r z&+ZbvpYeL^6>cE@5p?AP%7Vdc7X&>Q$07rd4`J8`s+bK=iBiBW>Hi`#blLLqDvxEpZ55 z_uQXT2U02IBg(2nXB<>z-9=jk>^mPWWu=5lz0~Z@&GZ+(BPAb628#(I6Cg3DzANfi zp@mcY{ae5Jh{gnguidKpHSNIm_5EAB4*$3eXhQ#%5_!vV{jp`+97dV9-=`SL)xXBL zYE2wqIDhU@5{MWvh(p!ZPX95z1DX+Z&$QiJR_JFCZp8?S(xDmTF+7KXfQX8#iD&#d zfdc3eP|#p%bsvp0O%%=VTE-YVk`pBdQ=OrMIcNCwW!s_ zW#|tVJBRbh&vO4$a)1jlEB`9lC!t1}el1Eh2x+YyG66HI()Il#sQswSo*>0r#_{W) ztg>45jR_r+GtQ?VFn9=>TJS%m5>;7;%qDr6*bleYeDgv2j-t{s9o5@X2@I&go|bGH zONI+9RYJ7j4TuZTU_Z6WATqfUbm(>@) zYOq31x(vrf)|k%APub@d(>=}VPxNXgdv$2p|M%q;*_pLbCQqHG-glL?tZ@zr91}`H z62AsOURm$a$cdlzdgL|R@_rsyA9bewbQH37QzRhf_-Oq{f*+}Fp!+fF)mDplE*HSi z8VF|r{QNpMLHCF1ga0heW|(2ch&(5#00M4VtrKH4SegCOfbHLdh%%F2++^=HPYM%E zU$izB^tX0(&JJpcSfAWASv%@|Rvc$1$4+snXI^tV{JsDat-!|4AMxmLuV0={HY(Q{ zwCM#r(k!a{1>@_oflGH)n=(slV%6o_)W8x;&Uh$4`MEQlUaj@kr`T;KWmgW2gIOGFA(O_5r?j9;gnG5*J%wr0y+8*u$FIk!Et10*sv=V{*+qEr|CMcsIhcZx7_Ie0=4- z*h!+opJ@j4fhrqo25dESjq`~gy@1LAdA*H!Tyx)}U!86(9%+YK9X8J^oA`)^wK%9T zprt&R+&?A3g<(AWrlyt+eE7)+u@UMfTjSOm?gI4pmTt4==ueQ1%VPTIzO$}%(E+va zGYb53I9)*Q3-;E=ntK3rGlKjN^_a5*XNoTb*dyr(GG%=Jnp@jIxXi;pfLYP16^S`I zeEG4F7b01IuE8eMadB(-*%m7sM?c(TLWM4cOtSEPJS;A&Svl!n12f~!+x^E&=2kt1 zCjA&U|5CCWvVa(`b*%(qozt(LQ~k-|hh4&=V&W_2tqD*j7-SD6XCq#8rJh-Sr<|j( zk5k@)_0G5j<}n|*Tu@mlKNod(4L3l&A#9Va~<}jKaO)%zk=G95{d7 z%1M?xwr1lGjPNoMAA`&sXNyjgr+2g+`f=G$Y|L+zKAE+8enf7n=_h{ej19oGn?W+> zR%CwFfVR!44f>e7EX-{!eur<295=dyEgLl$s#sBQ8gz{fL}hJ!iM+X#0hJCdm8qA) zv3CCFBqUEZ;{!;L3z{vW=lcDOCSDPL(80P zR*5mK%=5WEv@!wbRX{_g>&us= zTDq2l@jC1Q;x6D60n2wQXzD*-R?UBhslV!F++>Z3vaNP;S&xK~Nmgq>@x2?2G7;Yl zIB#Pq%f}n9O8Rtr<{8KEs%oLo{B7eO%jGDSrPj#WbJjJyfye!Ym$I;T7Q(RceRYoD zqj~GAj5r&)sFo24{xt(VsZF~MK$rWV0p*^f?g}qK(sIu6#ieRa5`5!PVjQ!>1nq-< zXJffR&h%!4wZdM_@ZX^YsQxW2BFgHeq^^VpG72!GK#A4%54(E1Nc!QJE+z)X?hPP2 z@WYycWF4k%1GC!m7umUzVly1Q z`3$leXse;|WL5(RjCr@8#{UFDj_x!5_h^3;H&AR$qa|}~cZ10%1EN`9fpO!6d9%S5 zZOGg)m_U*>EYn92xd)2wTSoQC$9V=^f&&CXxEVtM8dYgk$Z%j15E$~EEr825q8=_7 zx@AB*LKdK-pWV?@=`Lt4Y;uYUat6V{W}hp5O9RPKMv>oDs}%|B3)=^RCW5R$Dh(Ep zc_1;MbImLH{y;|Hu)ONnT2Y+}$yyLro;LA1wypEqfN6-1``QpEpppm&k!<%jL}1nf z*_IHw6a|j2`8lk9wZYn(RI*``2Qqa-qbpbKYnoVnUN&;#`9g4>T*y+=bdd6KFSIr~ z%FR8Y65tDhE|vaMz2l5dCpS#-LU-xxqLk0W#T;;yc|@JFEf+yO`RSs4}iU{{0lI)yvc*ze&cPTzbOqmlVam@~wMT4b6^3vCt z=4);?kHbEOUWkw;7&vH^XItMRPo~4~ek_5w$4@@)M>X%b^?#}EeIOposK>a|q3{SU ze`qJn#pJT19S7%6{CGyO;F8jH>%-MND?0>j*%83`bzooX-98ajUp>eT>z(#t zC^>qyrL)fRK+5gExoQh*j~zEIL>OWXdxn{ZeOQV1g$Qf_*q`v&lDe*^OYfxaW$zQL zJ@N;sc6HIB0h_8T?b8R^^*CbKej(KJo%}3KtEy9Zf#X!%Yve(X5wUM`-!R$k+ zP5b)$3{La{6t@5csT$A|bdzobW^L;q1{?M>Dph^9!Smz+>R+0#&s_0upEFO@mfCq7 zhFE2!b6$Vs@r{%!V&xk#!>L=t4m@KCb~d795$-C>4GV=!2qk1U{U0~yERi+~jM1ql zkkikMax{}Lb2(4aXM^U_szUn>;2b|?5NEqhN4!KYIa#gO(aknobys-%^PY`AbA1SrG0kncZkT_7q3g2qSwF7{N&xF3`=NHSx<>Feo|#81y`X7 zQ?#8sNGx=`u~3>XIOMuh3c5C`RKODHU|$WYKGs-YW0SrxnAjK4#|56b=exf;ne>=$ z4JtQNGC9|Phw8e==u=|K=hI$-9wVtRbffc35;Wmm0U2fP$e*IseDA3&8`O0EOF57& zMj4mhzcR25zgad>U4DtSxOVm%1&b74Ai>(&!=qt zaJ~B5^{d{>lRn2Ft$BlaK?O`Og` z6K!1WLF+V`kn~l%81f^#W+sRU`L7;c8LJ^1>1Re~P!HwPcR*fJn&gzf5N+iWlF!6M zs|juc)66YJ|1cqXefWBG8mS00-C%Ki+Filr&l*@9Fs3@tX#@K#pm`f87Yrap^&c&? zdggs}HOz%_42$7BoBh%7S%~;8jnPK<;*4ofAr_W{No!7;+-yTf;O_({|63u4wZ3`% z%$qVm;=%J~oab(-l6*l&$vI7y+bYE?-x(%b+S+N@n;5y_42#B~Wc^SSRN05mFK45I z%t|`Oj1Ib}<8MVbsV9+Rv{XQp+rP^o4kyCd#MeZ3roW;%L`EH)4qMqpG5@gZmIY8S!sY5<+HA0q0PK9yafUGo3wyBYk!K@ zd|W|9>8+JyJ?1lXozPeiHV*@J`WCL*l$(jMN$h$11#jSMet`l0k!N67$Jzp!9y8hS zF!6N`O3}#|a?C9NFnSbF!>r#c%Go{EyR|@+73|J7WZ}3@+vSW+r=Gl;=v<_yC~IqiCJnk|^ynNudcl zK3!sPq^b#g_|n6HfLaB1e}5 zWf2UoT~Ki^q?vH{FCEK&I2|>y+=5qm{n||^dg~O*)sFn&E=x(4AvSSx4~Vb;%ecyr z+jV^41xa(vObZTzk*WP$)-nEy8)Ja{@70nr-fFAexu}*^p;cDqTB1 z{)s%#Z&R92&TXl#-883V^4Z?OYyUDbPUoIcDw!xXT9CKFZ^OUwkjlis!R85CAF*P?cyEOU0H;b%@oGnycTB|F(-1l zt8*#SG0hK@JS#`H`y7>7QH5gpa2j02{>9*v?x8$k2tmode$KYCBBMjXb+}l>w;tqe zEAi`HSMYtTZ_Hq!{Ez+wZGp?UZ8ZFoCw-?%&dQY^pNdEhE210#LB??LPGHEzUAgjR zLs^Zx&;8u%0K~Tl7`Mt9tJOmn>>VHVYi{AW17AjsbS+qh{& zRKJbU?~(6Xl7YiTl>AGSzzv3VZ+Hew-JC5kMqa|v$h+ZFsN)rNgPru4Z^BKpWwaRN zHLW~4`Sa$0L}rZ5??q#)GMgmT|7;z^>WUvngh zJuv2;HBdyh5 z_JB6p&MoGK42W34cZhq$0E#UjOL(_`1}~__D8uo z$H!H0({s3e`i7s@=wQYxr#(22JhF~yPRMI}y@&#$aX&UY0SCiK1BUEgSfY`WWJRD znm)(UGmCl|o2OPI5)bjzCW%GT)8qLhw2a?myCOYKK&iMJxKM_*f^kzYcqj(){*uJ( zz?yD|#*W+m{Vwy9FU&o@Egb5oo}>PQ7EC?>B(MjrDSxaIrou_hNl7A^TDJk{%Y867d3MKouxFNPUg)`jR-J(kE2W% zvXS1y;ay}f5a`W(1m2S<)XHS%73GDERlBzAh78DvO92wa0_lx=rPWD`mb?rrONv`b zxhq*l=_(8<9EJru<$rl!CgjVq(!vSM2KA4}m=_ehA;FMq(|t>Z$EgUhs7yIoY2p1E zZ<-bK3Ia6X9A&b4_zVw}=j$D*U2p8wyRx#!)dhRssN1#RJmd0&|wMO!n2wB z{AqfSlk@l3H5DYpDlg=2;38O2*M%?n6KdyKXL()nZgSU;{s|AUMn$C{%2G4g77;Bs z@>o}xRe35Mos3k6Z%I3A#7{Z@RC{QJ2okN=1ca+;;gsV8qI}jon@kjTf%HFCVt86Q zKjH{(r9sa%&|%YEY7S&!4=FFzgBO=lrX2fkdO|>Td@JDlOe`Nq?GRKmf;g_bVRJXT z1q>|t=329(9y|f`KD@n3LNVJk89}MklYT9~Azt5X)KKliSM^(>OE-hlW+*TCQlS`6 zt}!D6(<_mH*afXBe4Kq%!0&bq&o=~jv)%F8l|?(hxsjH}a;`mpbxT###UrS+z7moN zK@#vX&vo%t#$fuon&Y^Gi>l8*zDq+vU~W;ponHzK3YQtEC?qkVsT;C*1Gx+3Q$BL9RB!E^}bNTEAcDLSq5PcOe%<6=`RofFja zTuwK(N-8Yt>*a`}zeGSLwead8Ok+vFw}XiGz@Lu$*az_uL>7U=&L`|mYcyv zajY&+X=BtBFN6J8UDh*8Exn!Y>C_mb9usD?Nnf)cp4g{SoxOnTm$%d0UA8&7qQSlT zCZ*m!jF0V$C9+mJ{21#FhhM zKF-2z2{`hVwW(SWz2P75|7g6cW>(>=*fu4w;s#~LZ(F<3hZHM5oCh6T6o~RuRC>S- z^+sP=$g;YG%hFse&X9SvrUSQ3lioG!;3KQ!u%I*F1@oQ#I`G2iJ z2OlrIW!5U1Qvu$1F%X{1*zmW{S2xMcD?e9BQvZ-E%9_zeBVSU$lWkhAp(Vrg9dZY# zdcOfO3G(WfppoQH9|iqGv@S}>_x*Y=ZC1XPO5pJXL`@`qNI_|nfEOxQapU?yasr;V-5;S z(b4^yF%W12>^8IdlB3s47g8gpY|~VeK^SiAcQ%SCm|}O4=lvYQqOAH~gSO!Xst0ri z_v`+YeI*{ovM#(dv}$KQ>6amTp$u9SYbLQ4PjKZ=!dECv%j4^LK0m2t{|qHZgKmUE z0r6o&UPq)u)+bjdZdRe;jTG(Ja~Ex6iSi@3-pJ}`Tt)HP6Ng4N*PDkkkWBLn&fxy- z`hB%uQL~<}3Xpikpw{Q9SJ+{W6B&E*%?tq z=R@F#c+{H3I4W=dH1&#mEB!*owem6VwKYd!qFU4WmV*NHKN|8rL7&cXW243tqDG7sL{G&CuXa7S%1zMFT_))Cd|0+; zCYmSM_(IQ>fd*c$^U-;6x4i^;t=)o5&PZ1e*Udnl80?Vi<|l$JsP5$=&coIB0&5Wc zB{JOKM=c9L$T?$I*jHxn_w0exB1NPUBBGq4`AgCfkF4~F3TpP1vuSd`a0uYj>2!iD z2&4fIrO9b`o}Pc5Rxd2WE8wzSIw9E%#3nlwfLMr}FDE#m#97V4C@Z$gos*Y zN5cz4NkN_$4C3 z!vTcRA@33&I}VQ9^lG--8q@Qt92#{SsznL~F|{tf?3#y}_lzO+(CkXao_}Nl{;t-X z8mAaQpCeL5*ZVLB$KqbAgC2hbXHR!cEsc&e3ALMV zl_zkoWDUn4W~%AFVaGm+g2%GX{KS1naL5ig1$mXSeBYLc_aDrU%fCtw@5%USeb#C; zgJy;Np!~YjLL>?e;js2`7uJ&fcXch;j>_iO4N$xzez1y%Mimeei}gyzEo-k6%Dklb zXrzzbZkrq}(SuH)Sp^SLN%za-nplGnszSt-z8d##`$e3FzviLMp;;fhpMldV%~3HB z^}n@=GbfnO*6Y^SzpGaQVMyR{AsoTZsO&#kN91uzQLf=Kbe^R&Xa?XF;t69GrtAM# zWa*1=pl&$|4LgF9Rq>QBmA%NP<--aT*jN>T3#6x&>_`+fK40cB_bc=a1P&m5pGP~A z#V@hWreeY<)u9(A)0U846Oq3`_cqv8L<>Cfe$N$qQ~b|GQrj0FZNUFaZdR)Sd9mCN z!6Zy){|zPU*KhUh7VPAGaJ<`uN@?rW!qCe5%-RM|O1L^8e|VO|m(ocA*r2~ZpxF?l zNS%$eBHJjv1RaAk^!*XGRV_sH;B(5`OLq)druEM<8Qgo0)}nVnbF^pOuPt@(ru8wM zWkoO?Pp!~>CVaGJBrh|%ZJqNKy7kh6fCrzAwP;T1i5TijB_vK=DnH_2-U1q+a{#iT zcJgkswXdyNGPwZfL%nFV>oGRgzG~vxYQz=vx5G8~8ykB=bxm+KA7SBlE6@Q`*K`js zLdIr-+{03xax=fXGUO$`z^DdVo#H8E@f^ba8o{{i4@Q}*nl&P-+H2EM83kUwcO4y^ zypT=%>)z*4kXr+$oeC~aJW`-X$9;&wTl^H~p?Plzz2W}FDtuMe-09ub==_h2>>;rcw!Juzr*cxVZ^S9N{PfIr@$N|rJETbF+yN48Qn2LV$>M?o_FB)_pi9^ zeV+Gu&iS0rIp=fmtHu3LI;bbywD=&5GV^ozpIncSR4;!e#PdDBy+a0EB;k zA6x%oWU@_ShjNvm?S^B!FurzdeX(NHu5o8?DZ@T;Q>&7(@wfe7M$dOSg61%Zh*D-r zAPAQVA~l_Pb?9tJwQdjOC8hKDJYh(<8hkr=@f6oI$@wK^Go1*AP*oVj*@9O^_UgEP zXo;R9|KiGiKu!bw5s$wv*`(?b+gsCY50q>zJ56@Dm2V|=`;#=7VQGSeK!eago69O113wX?6b zW5UZ@E8;FeKz#31XDs6*n6VM$xjZ58l(f(NbR82<%rG+^_j_C^QHkxDc`|ZR>JES8 zA~&0FeA|Cll}1>2y~QOv0I6?)MRuc-m66C36ODH1lRNr%Kx2OfC~|oPwmZr9X{>X> zThjdHY%c*;4yv>ViZ?th33~I+BidE@bI%IN;z?b*bV@87xs{%+gMc?@8@>p$w=xA8 zFNjbAO8SkT2Si3xwbq#uNr6Bo@YqXsi77$p+(`Y>_+}DmO1jJd#shTrftG&%(x$H8 zP~jTEos{e%u-k|*CT%?pFp|=WNr>Wz>;uj}wRdQ4|2%ewJNJtRW);dU9GTQ1&;zbi zDplSep*M!2BhBgo1x5#zIIn1ts%iy66e+|6BJJ+EQmA|dHC*b*c%HJc@XKG{4aph6NOL~ z@Ezt23@!&G?9Qk~TWRxCM7Lb||4L9tn(}fBKk%`ihvW``^zZ7CivgQO>CV@Z1-=IU zl#1N&op1fkU7{q~DJDVP7lie!irlFHlu+W9_?|wQ{2)B&&HmMYNUJRtn@EQ9$sOff zAb4=)zYy&w+aaq4^Z=8u-nYarTK{K7-npu_{IypH)@EYZ$aU00j zGLL7iopJ_7T`#F{Im+LXE>1DF!Ozw*=N5tL`H6emDfGWWUXSUFPfBkXhkZH2aDT~E zxf%9Zs&{J$Gu!C9qWqy};Fp}u5_22~D5Agb{LfSlC2Z=(`y5BTydR;=jRKHVXF)^q zD@|Qda@m$FJVrzEO=(+wjyX%K3zg?qQ>C(wH1FI5YvnA`j)Nqp26SS|@te;!>fEg}Io! zJ<8#x1N+pS{`vOu6+?PqmVU~HqBC@Q0Ms0~{CYWRCBb8jO6!t>0&~#snWSrwj>|4e z+dN?c`M~Gvoju_R{GOabp)epI@N^b{y4L9F}K5+UoAX-T&gie zFC$0yqru0HY^Gp8Aiwp%oDr$EGrFSq>ap%+g(wHe1Qo zkf<2}VY3m2 zhJT0bGZ2rF{uedBO7Jr&EMrIMZSYo{TuwSPyi)>?G~CCH_0jR{I}iV7!q)AsMM04) z1kj)_{9sk?Lj>lgDsRZSLT0oj?V8CSQa{TzL zekC#~8DmbU7GTDFnKmfbq$4z8)2fB;w>cfv_Oz=-mmsbt*T)bQYgQ&df1Lb4lMdUqu!5|d4GaJoZ+AyMZN1w5ZGJWlMU-tt1 zMfky_CCY$^E_po7MgY(vz_9`G-{PAvZ0yAeixxfP^ajoMm@q`%Bm$o%bZTv=U0`j? zyART&XC_}&gGyH9QJDj?O3cg=lP^`zLq#ISsyQN*y-n=AVLjweskx!P3x2evo?Rjb zn1t?{7p+d*Az21wa>rJ~;#_6l&UB2$%?g0^A`we>1jH7%k!EZdAc)A43~HgOk5 zFE!L0Mw|W(Zp1Ye-`4J3G*G?0nlX5#*cla^0VSj$McJ74iHJ4s|9~ z9vJq69=DkZP14!%aCq=5#a|ai@cdI->d1+WNJ%^oMANZ>eUtLrdSuFCIhNAVekN=N zMN_0ag>=ah4!=if9cnXSjzmO)t{# zM6EeJG#A(RVCyg)wA+IM&-To0rI26xKHmubb*Z`Im)n!A5{25BHQdEO&gLLm=D`DV z+)^wBm7x?>KGxwOr8Bg9)5S3@adqKpqnmo1A}W$WmSsfLJzCm)&igP5gYOFSTig z6>)LY4bC?~r!HNUdrqIcR%bgeWo-C`@1nhQ}6>s##W4bwmSB#c8 z$_d!JwqKiU$#ph$%t0Q-IbZ^jM8@3%MT_qd?w;F~8Sqr*aeykple-Bm`A_1aePLP} zefhC%*+4>QnOJ=uy)qC%xnDw3^bSa_S6J*@D}XQUVlwINvDK64iD$NOax2h8V&YCP zY2iFfB7V{X+pih(|5_sL)hNEIr#3_i@7vg1Ra?4ZlwY{a@NOQrltC3oED9qFLuX@^ zhZNOR9d=`;u9#U1vR!7XxY<0NZOb{xgQ;=~n%4CQ0t^?wgXIRya|Y_(fE0D;=lQuw zBzZ1BQEvID6%F>(k1^9ah!5>0go|FzxSKZpmQhSy7TwHH*)0e!XD`u7n0@!PLfeFa zmnYXqDZKIjysKrBZ90p%fGv928b^AsOyx%cT7Y@P0zIaB2-+>|8|XR?`A?hkr2FVp z17?y*C{Xh(4%o1x#2_ zRSygCN32)y?}`C{`ei(W>REMfM2F^6mOR$>UEXlR%vdK$0S0Xqs3x2$skq`mRwF8* zQr9u1^HY!BgTFAVo3neq^l_{fm(#6}k zO+ns_sOWm&cgQpBdPH_YTfQCB6J)z=%V$>2Z}-sRHZjHbb0ppGj{U+O6ExftptfpInxG^xhV_-9gi+J7cJh3hMb@109Efyy`<{0 ztcaQ45_HuGGsQWI;yeD~24*-26ojk9>hxfOO5fupc1E5-+FNU{hy_m;SHBlS4sAzu za>x=jr$4qdI(}^jU4nGQ)#eMDQ4TVenZKgpF<0_W-_Zh(0zqvPhFQjiP0iOU@8s_- zeP66xH$`^fWt-I}U&(o3lkD0J{)f(8-u!j9?~ZzOB%iaueaK}dmkiG8 zR<@hmv$+yUo;g7xVOQ?1SL8EG;vnJ4QThK$%pFkO8v#icLT0WI1qk3)X6tYeYRNf! zUpniUhj~k&S&`OjWCSfO`%c83-ts?e2cu7tC-p<~)ACb5l9WmP0_25!K#rYK7m#WJ zQrex2&N@Mh+*v>cLhILCVPVDSE?cFf?RZSpp1S7Y1B@E(Gmt=+)dsa40 zz>YKHW>=WxH$mr*7+9cg#%Rp$xdvei$uBxQAI|{_lI>d^Tdgp0{z`IPyC)_Sg=hxl zxln4L zm#n%{((`pkO!(5jqm`px_N{`nXuW{^9FaqE*O-x@B&a0|mC`5hv@+gX7*~#Q;X$J zaz%TC6@g&{bJnPrtx+$zId6}!GI(0`lpJZsil6?-)M*9s7PkQKs8V8XF1es(6D!>F zovxz(<`-zA1rY8AtfH*70Y}ZAP9@C!ndf?*pulin&xVG9q5dPjG<5*YKp36Xw#D>K zN4&I3Hsg_@xCnGTyCXxYm7j&G6=KKQ{xNK&qxH7GcN*C99)o-)$QflrkBvWL8KEX&b%CiV6<*BX%6j;7v$aCPZQj=Xn4lPbf{O1NW4ZUWt`i2L*JKNi8$T8+ zg+^j+!#rWP?M%QX4xt{i@+FK2VP`ObOK2>0~EUM)v;Ci?h2g+ z@i*%Fs2Ct6P`abJzx2kmT}PXA?}Gu>KcTc`d(ki5jTF#*7DB}@);j}0ms43I&hBQ< zDK9Ug2{ShdG%ds0z48zvv$*LO z?}iy8RoP)SVLJgqZf@B^5dMl9CH+%&s#5$;ohXQ0V6?6B_@F_tBHF|QQ!Qq0`XRC? za~=F^iv61JU+(=A%(lx7n{J>>dE$5x?;{JV*^h2R<`1p}zGEirK)(SQ)CX5-Fs|AD zNY~j7lFXD>$#7*++L-=DX8i&H^r3X>==!vwD1*aj9D@yhCnXI=K>@v=bDTilI#QKP zU(DrTS042Nea{dv5553X(&k^Xm}PQ& zINvGLA?hAVTC{B*`(xg2^=S)cfaEn`v3hGrX>3-aH201lRp*w*hx~&c3rL?O!?Nna zQzQDe8^ftTytrmdwC(hAW8OFvc~y+X?|^7CCdlDb

(kPGL*2Ntr2G3;78LgVs+k1S+&w52K0|i(U9JOnAEJ>k@;4k{ifNUPOy9(&b(2=jUdpB=GjqLX%K(PS2k-tt%|o66Qra zrLI_e18T@H1@1T@AzAsIV9`Jn?-UFb^JEIx z5P97Oj3_;n-d>`ZdnRM=5-4H7=`C$Wj+=s^q70JIpT2ySLcW5^tpaQFe1) z7wwz97a^Od*ja@6d=MX#O|^yMWl#su6Px>DMl(xQJEM`PmL)U3<+4){f-G|8DkQ9K zvPYcZgF6_KR_`A7S}%dl+{T#n1x`nlD-mI3;kHd&$uIJ17IXBP0vh}lpAPNY0S!wQ zi)wTuobqu+*lH=0HUrxu5e7y&uDq=igD1ye9)e*$%tA~An0M-2 z2zN}_zHO$yvAUdo+I@!>b3O%nh%nz|{*NU6*g#<8n5 z?97Nyz57Du5Io38DYc)wky_rLcGqE+*;K-egf;haHr#QwbGp`k(BbwkvKXGcBmFyZa1&fj?&+_O|TW(c?CV2ef^iwZTz2R9%-@!HjXg=E11!3`R}y0xuN^M$M@9} zpkV}n>bkWsZAPjiFJ3X7Xr3_@`8W1msGU=5qC1pe%!Wpr&o`Fm45t}Re!QYKv74Um zDV9VD8T-xqh4==1tZR@>4RZ+bx+f|{x6Y=4Q?e^7f5g-}YwW%rjgZ>5m}c|mXfKbmiQRS3CsyJS)v0~;9vi**qHlmn?cMTX6(Ds>fG z`KcCH{)$;8$5NJfiIX3rVOtV9zFulFtYfXvDE_hO+yC}kAHzcL^%Zy+hFNJWEsiGd zR$Txyc2K@wh_59o{MY|V>*fRfsm4gUI6owxk0DK-aw~lk<9gc2_4-=QBk!C#WNBjdl zwSaN!30blGO!|+8D0dLw~fvp2<;;drNIslt=bn7u;+1Te1`1HUL= z1amQI^Y6PWT;1b0el|Sby1eAFGy1BV|1&35y8qA})sTsJiLghPNA>|j&jx8Cd^uK( zt`Gt?l&Z+TF!{+MFP5nI5u)%D2o-b9HkG&6$mzTFCB^Gm_n_-qV3XZp8RiAkn)qGX z1$K_<31tWgb!WEqx~Q*dCjMGKW+}3LH8!=7Fj3ED$uUemC)L$>-kp}rOfQ0At#=Mr zlpmzsP1w*uV=~n~FlUigACNSx3>0J+Dy4L=n;<_;=2ez3TaC@ZjeVoxP<b& z91~92hWF&20=0g4wMK!>*bn^1gKW6qBr11p_B2Q4^Kpt!KU6km`TCOm}< zvY!6mQM)XxJmVkQpFQd^=FC$dyApW9UNykGp_>fVYF;OZOSyAJ3B>9T7pwH>h&Xu3 zv5h%GLcL51EJ&(e0M>f&QTEol*z}*MY4+9P_wcjZFxg(sgW+Z0V+tVBqX41e*!+%jLLRC5YsmFeb-^FMj*8Q!9P_fuZh!DL@XK6yI8InY`+C>rYeG>aq(647AHnjBP?zfujF26+tw@XS%?jXkMn*(#U$?9@u+0?%`%;Qja zd`IN)R(U8$zfM|!&aoM@8yq(_a__^to*=}LO@y@yuFZk{Wud*ZKl39?WnTABy+L;o z(|z3Js<)ugd?D3J@0_CohjM@S_sBos|7v(V_7isH7IpL3=8XK90BnLx*b6$UNLdkU zXY_e~`ZjoX@EdVN=9uJ;wj>mysXgZRIv3O<9O6ImL_66|AD#|hzvnTPa=g+-u{_cq zw)HY!XVUXr8AZv`p)2@j0LYMxuN4B1e!cR#dr_c<%a|^8Zh9JSN0yNES|P0iYY7u` zH)gZz_>ohD@jAVz9>ELdt6eAEa0jfCRrRvA+)!dCxk-$OS_YYQXo`YOVLI_pc3`c2i$rJu}ehQM7$uqn)s z(ALt9a59h-NMt_!*{B13*+}%E3vE-<8GE0n!2MICk|6l#U%Dka$LYQS=SOd+e%SYW zOPO6NJ}&0^U&5U7X7yRcju=PIy;$)^n^&g`5-m(iv~=|%OorYbdc_I;Nbf6lKbN1? zC8^$y$x-kz173PG|14VitDAMJng_SsCFUloR4%jbht4U6lc*;Kwn z4J1ct)>nd4y^Z9SXZNof^Lxdn^TuMF(-Ag%#AYK^_|HzCEuhT#D9j&0#@jqfMHk=@ zEE*Aap^06$_^b_j7-sKDj%W+BF3jdFjbpmwB2>}~a9DOeRv@<8-sK-xaM7fuJCeb` z=PkCJi!dRrOITzLF7eQ!RU(EaKYM+l3=02nKZv6ey85a-xt3&O$K-$fl@M38`d^-@ zu=&|+O0{sr{1`&Qu@^oCngS+L>+K84OR1*>09oZ87s(PBpu>4lFlW{xo8JSR;ahxZ z4|>p(3-GDKV`r4DSl~-JF6N7VYb%liP}%|^ys)3>dVJB8+Ql}Tz0hZ7`WZ$`hr7pmm zFHG^*Lu&okzVa5N%(&Q@rp zy7|0?R|bl1hK$wols)(NK8K6nZmv%7?&maF664d8&edp@6H_l<2IT7BUT^iCEqJQ& z9UI?FZU_FX3I8aL#Wfn=Pbv`^%}+^xmgqp|4%AntJ9jz;nzrIPA~i$yUiO2xXjynZ z4=QyMo<57CR2u~9M^BvEC1*bnl zw+L+&!mIW)ia}dZaw&35YP5Z?NrL!gTz{;(Y4}-l?a>sWl{nQrxzO~9UfWrrY2G{) z{(8`&gFLTE4EufkoXU5hQW{2gh&5T~*>eYa`mIBbCfWV1}i3oU9qM zijiY%*y;hjM$$`kIrE*?;{ah6Yh^zu!yMxP>2Kec_$QZ$X_#az0dDiRuK3JWl-8CE@C5qAATFWDk){HzoesiY(=tYNiDZ$dC5T60>C&) zh}1fzOmIkk`-5$Iudn2+pU8wWMc?yr+znFmTP^2-+Sc64x+0I_Z0#4vBKoG*b%*T= z4f}I}9G)vAhnKpd)m{@%(^l4GC}x9ZTNBc3ceehLN(beJQdqhsZjYXX@MSmotD?~o z&|4*MA3lqE$|qu*oa5-+dF$Da(Hw=*g@G?)FHB>9Ckjo(5xl1vIGeg(phmZT>^jVG zc{5W&!-397sLBHUSPMFX?&s0jR#JDvQrW#7(<#NW>UJY!7oV?8KI<*SwECo{G8FhJ5C1e)5~^f?icLgCr9xy>eKA& zRpgdVD6`PfEmD(_&Ycu?*zOWJ2$OoV`vq1qJu$QBh4wjx)!Tj{g9`;X*-^I;d5q+Y zu~nYgk=b|Bm-X51VTKjYq?yq7AHZlQoQt5$5yH69I9=^mZ79LL+Ud2v05vY`^CPXO zj6Uh)P3&^r*s%NFEgKBNAxqBo^jY=#{U(-s?QgWJ+j;_xL&#hwoE&wZcp|}eTuQ;U zY>bMbn^sS_-QJXimFs)K8Od&8MP zS|Vvj2~p!eVrwME>?*{+9=O(>bnY1?NH9652w{K6iJRZy(w*e{&83|opnLZ%#Cv0c zI<3`QoRs?JIdn@b)n0R5NuM>W?Z}NSXf@H4z;5`dZJSZ;A*yomCTtyNv6QMmAlX9B z(QH)^oL*^a+2CvvzN~Vvh%w!Z3oq76Ff3>(Z|8Lz1BL0rJ0G1Jk@+H_VL04nYOk28JBsP#%ZIFeCrmUvX$tu zrT@Zh;D9uWHIoYR}EKHg={HJZ#M1OC9 z<|&2zPGJ1Nkg1#rg{NyHB3gp4FMAv0^k2@BU6DwI(MX|~jK(8KJ?G0F_rDVAm&eRf)9}raEc^BY+ z57hjWiAbxhE2xOjrRWK{OCTA=%*gL}+01d%X+<}AqlQ5nGI3Mu!tP4ZtL522t9{)4 zh-nj>fu&KWIhsfQTNc~s_vgU(&DZ|kc$53q!OfV5nsO>E$9;wh8X}aYynr3iJv7x} zu9RBys>a=$ue?BfTx=s^YDS1pr&=47ExyIcu_7kwa7wLwQHho#FG4_Q{h#lXWqV12X5TL-fA=dL zK^=qu-q|f$g#lEc1$Fw#JienK9rnFu%fb6TWgDWLWV8>^~n1~}VK3Km-kSx`&jZ8GhbT4?cDR6uBcX{>=?!Mne%^!+r*2~w` z^{JiW)B5*;Ek93N47%q2HI!8=L8rJ|K3VKEaEO>f(6P~j7FMWZr6?KQ$`{k|ES3@b8BA?o{SE=^zg*#j2T z4S^1&I0S-f^+va1FA1op+^Yn-V_ToX50yu=tSQJye*#In$6!lxA22?_9?a}%a2%81 z>1#!30%jUuOdbF1<^j^w?5ppOXO1}&B3T+2{6^D5R&ML0Ty>1mZW3qKDF)7Dj#v_)H(hUq;NxDh*H7~^eIxbCrv$~cr zD_eE_GV5pigomaI_g8oI-S@3hE&i02e5KOP478vK18DWm|6a<=moS#8%;?+pRkuES zxO0;{B0C+>bOM9Ovux@d_1cz-Zi@esw}R9 z;R*Pjefs6cDlpzeWw^AMkl{~i9QG$N;bQV8As_;htE&d zBP|GJC&#Kip9eF;9`NdEfv7uG599uO%eWJ~%8{dGdQf+sR<%ij5M#aAk zr*K)wM#`TR+FZL#;#BIfq3ZFQ3Sjt8z5{_@Z%T_@^jp3SI_=Ec#JBDmpUxhFUKmSt z7mZrGv3$XsC~@ag=hW#z{pSMsBnwx~RF5MGGdIBwv$Q|Qwqyk#L^@58lCPkaCO&2l zdS%8S;9G?|KnfB6dHHbRt4&_R5dAkM@tX1<+IE5&%nI^B+L5S24SHQRoWrt`(9V-q z8u8Zii6+3x?YMQGr!P0q<$l*fTS{tH8M;}}MdbkNLrPH#X_ay2TRn!L&hRJvHvH-Z`Sc;N@KhPwQwD|Bt=cf(7vz1>V`B zIzU|zK8nVKvgV@SU2=+c8=a0l_xNtFuTzJHLhdhP-O)V&OPO2(=n>VOv>pC23+GX+ zog|iP(&BTTF$B9NP`wD88DI$&+>KKNNQI|D>6atroz)wU2Q}_90aYkx(VXrg-2v|- z!bYP<7Aq3nAyt@tKvKB!nn2e+rxtr9vk6x0oNGp>n*}%*+W=#pN;p|kRGxON{ZPbl zl~ZV`SLHzHMMfZ2W+_KsM>+3;pFmxA)Oa7#E|%$p11Z$C?f|1?k%^Hd8j0&FUNEq$ zNhw=BT`|+MX(tHP@#nK%8oE!kQJ_{no}vCySQ4&W4^`yQJqcX8Y3?WnZ=Tk^fGC1g4atTfsB zR2-FL$2{~iF3p83KiuS<1%*5Si6j9VvGP&Cg3Mb-w_woLHkmJ-1HAMBdtuajZS+<$ z?y0V8Acx=p=$`>m67Vvu!n!Sju1!dPYTbS9n&q0N4&tuS0%l$h)|>CApcmRsQ+y$W z{|mPB2$BTrEHGG`$LHHT;mZ5v<%N%ag@+*QMG2FX#$HTcU5%>79q66=_xa8dUu;W{ z2x-yilHQvVyjFQ2jLGag10H7EAMu80XLSTE7PW?=sF+}eQ$M)NJxi~6OO$IeU-pC1 z=`K8+&Sl0QtK`3dPQFsrq*mdDmsc#)=}+%Ap6kFrii_NeE0kKiX8<6yF&u5RS=0H{ zhw|EeKWh702uf$h2~h>1_2C2UI6nQ3j$Ch|+KcH*n{aDTz2a^hNqis5x?W7K>`}&0 z(?Jpr@(Fx!EMbsG-13hT zUnO*@dv|vyxJg*IeI&koE=o>9V&ezx4(RcJ#LH6lui9(qDW*bMDfNp=HD1WmxsI4O zv|#V-E5l>ClQq1Hhg0T+8-ydv@A@a5d~7W1D$PGD`3yR|3EPO(-x$6Gwrk4Pf?hpk zzk#q{Ry<^TIB#RTn;z?!DR5Faov%zTZ`4n9q=LySPfR&R_1tyL!d1+_jM0tNGe&u1 zAh)w`sv}&k9G4Tu;wqTb5g!<_q?^xwsBF=1463F%UKSbvGs<11^&EZmow0jbFAL4% zGXH7IBQ6T!P{26UpVV;hKMEd%?b23YUw1BG2zXc&}y9lR+*I-c}ObHVHJhjOp}? zu=Q3#U{sU%*~mqoABAC{D8UTeoV;81-^4FK*J@`<-P>U6aC%R!;ddHQx8I34iY!Sg?A+D7tIkSU7IK2uWiyrL-{p{ZBHfKbt5aZs$$jyUL+srK zvKd8ZR)1l3O}e+ZnfZM{IY8o+2YbJnAO-WQ*{PLlIpl1WU+afx1H0hOlq=QTIZ;i(A?R*ah(dw)(U ziJ;^jz*7b@cMV`2!c)hrk?_c^bNU&(vB_{)*Uik%vMo8t9>?_RlgEEQ8j+6E)t|tS z(~e#{(0BG~UFylh5YDI?bTmT={akZCUZ<689Np%e zf5wWGZAT`?a(Q|2-%j_L8f2a8ez9z?Z5ln*{#!aOkAeSj z1DDkaWI{t(q2sgCct}uB9APPot-=1Jd)@IVM9E#=u@Zqs@t=96ra6U$`gOEI6hVdw zu#M*HAO4!pm|3gX+9H^j^o1X9ix2OWlm3Gn9e@6tcIlqq62%! zs7kR`z9jcKw3v1De_(etPkGIzW;b*3+lU;8{gSoO{uyqV-%^#t*ZSx4hUoMTMp*wP zWauZInagOeW@1q*40@5PqJMi?g^mSY<)fUw4~he4&}V{WijMz*mHO$PY)$X}%^(v) zmF7NbzdIzK6tPlP*a3hogew$ItbDk&;bibrWXhtt&$-Ej>IUk6uEQip^W#mO)TAo3 zkt>BHWld0l#yoVgN3RKtKY9N0$dpmX!@^HF%@>>X#*AVr{)K==V!a^a!>u0KCfllh zgK2ohvI3Cx*g?wPyyMSU5i_3^?;sNq)9|!UPs^cTJ`3!>Z2dDbBbMTF>fRVD%&?fR-G{n*w~GuqZDKYIHGx|Mio!`xBeYobPj zVgmE)alI~8e4U}+*9s27Oa}8o)Xr$cWu&RJBB+}kUe49w#~;~a2Ei1!Cqx!7z&fZX ziNETTn%m4HG{rMa0f^awV9%7|PFRfXT6tD2M5QQrh6<(jv&J*&SNHRro7#=}-&jE_ zogVTVLI>{E*>Q3I4&eORo9kYk77#Z6#E~kqU*mSy+WUL+XG$LYkktUQId*njpq}B- zt&_95*} zf8#!F6TkxlMiMMob8}O)FT*LYzpXQ0Sm8Y5b@7Fu(!cURP#2y#JYgty+D)|l0I8G8 zg{4mI1`pn*VXLI68zC>>_|Wx=AIP+7Z1S$&i7{On1nEKS>IC^+9_r2hDoY{ARzp{Y z8`$bjwr=-swnn{{#tpgq(62*0M!05Vxy=?et~ENzYAdDS()^Od5Zihm6L>4S>F||I zunJn$R{z@g(IAUpUTEyr=0@D_Up{|v2AZB;EJ*u+6lPIMDuyK!qpyq=NOx25}>*p(6mJVT!2H`5;8qL@V_|NY4@}Z1Vjb^&SW z5jGl($@RMjI8l@k!95^U)shO^CPpOx!cE)8?|OH+;{gWpcH7IP_vy}pQSz?-ZuJ*l zm3vILT>qs%ku>%&@De7)OYX1P4||S+h2?BH_H|&eO1#*@04+FNWO-2E#mEcv5?lKK z+iB;g_L@YaEflESM!_f2rcI&L2w$|^A@&ga?qUGk*O<^$@{^1YP9T2^w;I%pQuWa9qcOA?V11yniRt0}txIEiI_ z{XxQB47Iw-jOn<_NQ#V%Fl+OcO(is>Qwgy!3g{bU782XPgM?H?lp_lNm2%l> zJ_V6%ps3QIMf*cL%VR<>_Q6{xKm1u6Y=6ns$Vioy`|hH6G@<9~?u#?cH;Erb^vTfI z6AL8H8J3V#?Gv|#cHcCtR+&J74@vlab9G>J*uD!g&2fcHkBj}U_R+YXH@+ig3_RP^ z6r8!#j0g5Ko=Sv)AWr4#wxv&&Fpqvo-&MOh)n|gu!(hbv^#xF|^TI9CDpKg8$(M*Z zk3vxAu($^XjGyVlrH2(S@E?rn=tH87pe}~;=IWRdaHCAfFo7sq|9p(wTXtwAVfulV zS(NVvugL6!U1u5;l`W1YOuG7-EnVAq6$c?`VAWcRe3u@&99rSU#|X4~5NSXef@w!g zQ8EHKCC}Pozm?Th&obtJan|N)wfQTaZ+N9TQMP+t%Pz?XXmdI!7j0Qz+Rk^%3sr`z z;B8+6?i27$QVAzlyFd+>ttetmqZ8YG@7d6~-+>n)|2q4-C}%t99EwbgiW+c_TQ-_% zci8U_Bp{y*1J%rsuP=B6U2jALOwv6GeHo@te}UtS1F@Yqnk4=vu(Oryp`P}KU!6h) z@cFG8DJBeTwwvEd5G*WlZz(M8x{8KUd*EOvH~y-aF3fA9^YnZ-QZjt`SsTKF&=(Hu znRs1s9B)%E`(5N0t@7G5#BoB%3kN3agcA=Be0gz{^PgTH>7FRzY{jNJ@XR4Bmb}D@~yf^I}bu* zP;u9Y{YNfaAZ~@C466hwuSA(Jh~CqGcSAU&pn)L z=*{gtpUxR7Qvd#I>rLvWXlqwT>X|=xUV+Hi;HiERzIW9wK<0L1K$n9Tzj8V!Xx(C7 zoYj=x-1TqlFA6VFsQj@b(ts8$N$)Y9BX3*^&%iykU|b|M)joY?LFM1!5NST%p`PWv zXWD7@(qGh|p(PshYPg%dBY8HR*IPO%h z!~T2Fs0ijyTf9io#-;Ww9p1iYGVk#xmuIAldy%pzPb<$$!frO4-3B*r@X5cef`Zdo zV#MOb>R-bnY%BW2KPNcA>rFXDra>O#dX>XX3?K6EX09|4!r!?mnfFKw-HsL!D@w|) zdUlcmJX2$io1iJbB;EfwrmI2+SzHQB6`(ppn~iH>-BSR<<%yNO}Ah`Vp9jvdP!6V<~etVS*_+X#M2WSz=-L z`$b7e1&Vn^fjRALv7ls_Vx|=0Pkz9Vrh5yz`(JOwZ4z8zhV{aG!R=OI_ln1eQ>z}3 zm0KBBb8GqKB%maC{9WTLq zcDg;Z)MC^ssQ?``uUjw3guW9Z)p+8nC+Oi#Yu2-uoZoh8SA{IuL9kYjpCC0oR;)Z! zS7~Rg5t!D!0?1w$T_4c_(wKsUzNC*}yX@q}v=+fwe>uPVe*q4$2jUP}`eL2`F~NmL z=O_lajSNLy9KT>+461v!cuKSCZMZ(e(>=3_)BRRUF^lQoGP-xaCCWSXklu&Q-Ex8j zCNfbz4{$WO-+FV$Zk4Lnzc{M(JZ+pEs|?h9HvtAr^B}}t$)n=GWF8QmbHqO95t%p- z86jY5CTzxooQG2A&E1n#%^9{`VV^<9pII42{OYbrg>UiDP7@N%9Hiz!TKoxg7OdO} zKgh+mlK8VJkKoJ{Mj~eeW25KCJ$-WL;|!OCkl-sL9rislWu{w6ZVAsEXwk1y^|ZSD z-cLLc-Rgk?3<%rh;C+{dkOrRL($ryw0+L35?Yu#0b{8d6Vohvy@6%=TZ6*N%fR7_< z!bvpEq#QYCJJR31bo-@spZ91}bn-2a3HBX2>5ApjLyB!e$Sk~{frU@hNLO%;TI{@* z9K8F|Ly`2fSE(1c2^_0&6ay{OJNouvr_p*Ad!;+>&_uBL`h61s=Xb zT6b~cccGdy$RbpH3U3Z}mWy*0Sv@Ol^^w3@kUjfag&)*6uyqH>3W(Qr+H-m)w#%kP zH|%fTe@J-ElTy5v>m|AEz&QG)++bj!kgY||X6~2cpCq1il zx{H~!yaAhXot72q_pg$y%2}I||Kk(LrZlajaceKX1-YY?`p$9-D1dRQ$BrhH<2F9( z-|e*1#gLHuAyf-(7;NKHOZ@zp<@vsA61@@Jho-ccOcQwHK&kwnM|RXCP*%GbHSacro+gj)T|_H z2~&W(kGJE@G|6zUc$P86i|G7h+#QZ~l}C*T(%C*Z#a^h-VtT8MoY=XMx z?D5PvaK~e2@%=LGm~if(Ct%Sqy2Ek)b!+7>$zEiQ?&+6OfB&j{ z3RU!ZkbJW~Mkm!anu#5v!ImGA4cUm! z@)(lN+xB1^G<@G3xj7*J#nh~N-@R`g_6h;n6(?`G6k!e0C#|erl%M(oAwcFjdHAOP zd9yojZfOq#&D~cZ|K`0O$~uyR?_nH1F|z;dp!-2xpL1yEFVf3#AG+Ug@HdXfaLlPU zi!#*+07yF7g840Jvo(re{{!^b=Orh%ELIdN%Bj$Fb^ zaY>k+x9!yD3s$=v;XEStL{s^b#SNz}!IQ*Mzmv3}Vj8HBW}+mpL`rGeO*>~<2e@VQ zGRWkV@z&eS=A-Xx4qRxila*Z3s1J?u-Zh)(?S5>X`6OX|z{eGt=HifCOLoNE*{ym~ zYBC=#ULwTWje2oCDvXndwBVVz2fe-ErO25O#gQR>R6Y|2Swo0b25X9TpJI0^Mh)Jz z)TyDCe~vmubU{Ob4|JrV%`f1beu$NPEADB_T@lF)+SYsYh#!{YHKq?A|JzIavYu#U zR)d`d83GOvE0{W{Kikxplq*3Q{fm44IXG~T-+|2`uI@eWFWz&X)y4XAODFZ4Ph6M- zh_K%RN14TLD&D3GT+-+0)z6T$A2XU9icpJJD0rUP<-rx;e6v!^DyycLm?*vm#^OO7 zp`kO$DJlsb!kM9SZ^d=+V| zfBSr=kR_iubD;b!pZes|6|Fm+q)Tb zGf<%+?El(KGyblzz|xR!wBT;G#%wDb?Y4Bg{AaYX?`rlfrP#LFKSXHYx4KPDjZxz# zW6!q!yp@uw?Sq{5?6JPkCYDC`FK7J!sux15CimUn z&TLMN4&~`HfWXm&z+smsi$}g|XkA8z!e&K30;CIDLl};C^H?-m9}%=}sIa4ex$w;7 zj2Yl|j33I*^^}%hOxW^d+rbQ8Hgounzq0x%<;AO&Ju;5^RiG%5>9ljst&*y8CD3r> z=lX>r#d@}Pu*W+A3x+=RL@oit?)@J7@YnbikjiILyJqAIt0din0jGYiWX%&+ocQK} z-#nN47qHAQH=Vu?sjA|B_k;W$b_Q!=JJd0;-hcWLs?b-^#D>-%>v^&p@)FePa@^c% z=!=oAv=fZYyWwf-D3xv@kX6G}m#y7$xIn-cAdR=k(_;*jgOhyO2B^(M?FT(AH3KC3 z{HSm}KeMPpebuU2wjx@+c`Q`bNJR&fsvVt2!V3HJzL8eSpWhU_27uZTQ<+h{4K2Q+ zJr1>cPPAoNGcq>f(z*tc-K`rac|;PU21uQB^qM5?+~p^2v!L;Y@E0GpZ=_10-QVQ27b$4e9IvEvEy z`~rTPBz2=|yVj^HEa?%qAnxsr{7E2x-j(h1QZWrp#@hefsOi`06zp>Mt=@AQTDedw zw(~_y#j~qb#?X8j9WL!6tPnGuXpAsYR7tQs!gyj9))!LDj$z4Bo~-=4O+;Iwo6W>>D=|lBwm9pN#Y~Z znRhM0XS6*Cq*Q`@2O1fkIp(YfcD^X+9C{P(HPvl8p)$+w7(FqW3qz+JYyTmv&WzoF zppC;Eenes-yU^+O#(!=L!o}$KR?WTcP~9}mkImsOcGK*5{CF4fo5k#{eGm{rPYk21 zoe0t~@h+}r+6Oiy1KV%Eq|GtC2l2US?D^FcIr;vGsgQ^Y>3DZNMXn#j(&x+ebWrRn z{WwoWv&Dg)_}v2P?n!YmeoO39j3|}%$lp9e$>=ISW|$9$l=6Q|65p7vsI zQ&%0=Wc$5+eP4qY1qB6BLP1JOq@;!@-Jvw>m2RY^ZA2OdNKV>GjE0dG9TNtOMsm_Q zI)3*v;QRUg%h;ahu5+Jro$FlZeK#@L+eEzW7gt%)CCGQFwQrgddK1hhvu=Xu;jCLf ze*xmOYyfBwCC{3&8orZ+JFs<)IzY<5pg{s*zxS1Z;o2eR6IuJ*aw*d?R3fFZs=Ktp z35PWxSsaiXc9vnEQjH8np<2(n2HJ=|HYq>V_jl^1qSWb6^xtN_17Lvy#cwx5L;Ibb zOfss9-Jd2W8h{bIJ0v0WOrIUJ&)92ulwmGZ)IPzv4hfBDmUlGO zA8bGA_?-aj#ICIMQTV7d;Rwj7D9AY|;%&-YBIt%n8%t*0mZcF+y__%|Y?|g|4X>Nxj zgZI~R=>HxTz?r#@u*iqVzj#hlD&Jaik(6a45(xNvx^jF;`FJG16JseJd!v;Sq5G_I zxztf#j;ueu`*+BBHq6Seq1cAh++$ZLkB(K)tUTGeU31EPxL)XN`b`f!Ii^}bDPw{6 zs+zrxX|n9Z<5gX%7VK#C8iX(m3*U;npDxp}t&f->VcEGOg+Igq>1MQSo*`Dv}TBr-Ncxf(;cA)7j=Ga1#w@zl#_XZE&9=wYl^ zr<+U%_J&_=cE=skc^QmoRou((cuSqOpEjAhxsWooZ(3JMKOoy#T%^fM>p*`>vTbLy2}6F%js%D|o~%jJ|wfd@Ya{pht4 zcb|kkaNM()lVa%j05JI~(1l58GY1w#{QVKV=DOKq2b@ceSs;0lu-j7>7WH43311xV zKyD6np$xN6YDMh|jfSU~X!9xVipn0=5VC1vIWdoo2}Ne$q$7cj;i4`lrD?!JpU7Fd zQ1$BUF4Nih!j~Y8-nV%M^NV3mD_x&P6NgNRmS6LV2%h);rzv`>8ge&caf`utBT^N@&_bth@*i=0BZl^{0ag(8!C}M`hKTF3S!K4olFz%f%#!=$&M$KV;Xs|ycgdCXwv~%>TwT$UZ z31`NvjlRLXGdmD`X<{Pog4*8haj9{8lUtDR1^+I4=(as5;8>gkt(WfjjFsI8XJ@eB zwU|v(HLeSUvWdH(0QAO$mOxqMej7acd5vF6Px~X-*)?4WxqBtDM&Bi?&;URJCtca= zQ_Moy&Mn2knyvv2(8ZVJ5XBrmy+$4*XS+ zH)RAQt(XP##%@mX!B+;8?R^^%pKa+pGWV;>PqJshl{JPH#_R8?!eBggI14C@+Y(yGW$u+3go{>xbFtBcW60$q2fz zNe3AX5`TGb{>*RnWb?@S*s%M7C`r1W{8NCb&&t1j$C^etoOeY56R#z}mxn_P3E!u|0{I03LeMUyd>boO|&2&Rn_C*N>O68w(cOP7e!GeGds;tZOM2f*y4~q@} z^0z#Llc4oMiitUm=hW&~@1K{9#bf+R8HR z%}?4YVrBZ>oYy&F<1A3dZDWVUB9*m=@tK>4WUE`FV)Z8n0c<{hf@u2{qFl5IPg%mKd~mG*fpYwF~$U?)*E_WR|x8? z_kdTxML)--*qS%}jZEH)$XA*9CbZR%KLL`qmWO8hvK>yFss=&}kyqKqQ|26dU20JR zYb&T?6VY(XYOBpNU@4PKeVW^ou4wOCJLJzEWHbaIi0>iu#;1T3-n|&zQc<$~)bLa0 z0=Lyg_mSN9;MRE#K&SpgmlsP8bgs^9LMDrO_RF5wzD zFhSd;;Qf!{)JuM>ur1%3eH^E2{0b;V7Zf&fcGhAhta#E1l zE-K^t8$UoWSPdfhd6B5=wAnMhYDE2x13~z3oc_Ua^~&M?Lkgu@468fipFcl~*%e_) z*^@GgyQh!bDliNDj%#B^dhTjSrhjO! zaxb_mfA7}&RpD(PeDY08N0>@pv5^y^jnHZGn5nJ^pOpv&e_m#ZlmRVz+Yn1%R_t1d_PGM|7KM+v%53n>R+pL>QUD@m`!06+M}mW1t*a$IZ|+Hob{@JZ+`RG_;}BkwN~8?0lv7Q{ ziqq8#uE=1uwX-W)e4fd5KwtnDM31K( zuf&i@9n-qF*HlSwM-KF#r6LtXXgN5elk3+qdKEp2OwJuaMj-=r|ZFV|%v#Ac8A=KdJRNh;+A+07KzjanL*z zclwL*M291@`)=++N5wnCcPI8`DgVj$c&w!@S+$@0cR>)#Q&^~3CAtrT?kZToUQ493 z$eBGbRi zqHtc12$<;^ujJrL+GA@L5TM^-7-lfrLUeDv<1&#N`q|uqC z)8$1|{?%pR&e6cv)XlCsCbY!&*QoVqA24rRUGJ;dbn_KF)THvi0y0_Sz@|?Z^Q(S@ z@l`aAb$-9TmSjD*rUnAsn;-&V7GcT{${e^*i_aq zz8;OeruqRn@ZNiC`DL$-1CJ@#CA}052oRJ|+m5tD5H|M;2d}~bS zY|Y@^3UiY;KDX%)5cLrUv4_X#)FH?Aa`v2^1MEq->p851kpLV`XJbl==ljpQ z%^dvjP8=FjpfkNZ^>qsSHBgwZoqK-!zr0%;8Xe1S12Y)z0YXbK?3VRM`~V}j*X4ytPon|!U8eH4zyH((Hd{x9RTYuK{zP59n2 zAE(Vy){bORz0~m`Q0KIZ+Q31gozT4>8??VSp!TM$dVV;` zs+T3cA>Rq2*+6tn9_=11nl&WD>9_4d{IcHYBR21{u>B@_sI{VTU z@0BlA9sixx_UON3X+j-Cs7SQnC z8F}O0#9Yc*+C*%%L5&q4yt%9`NbqU;%+GZ0%%+Uq1}t6l@$ZNxvgKwpRv#wG^;c~a zdL0V9IQ}3$gKTcg@;#MtKxSGT!DA&Dqub|P5esy_#3J^P6AJ(Fj)d#Liul$op0HwY+@Hl^O89%jZB=QMR%wYl?#<(F7cbi+CCWKYisr|Wm z`OQd9I{>!ryeDH^bOoxzWHB` z61G0{$}u_xlfe(Yuu*+~nOIRuy|7uH`Y`9aocV8HhwhvW{LcSG` z9k_ppj@>B?4n{t?kDxOR(e5mS7!mImCWec*gE#nf@$ngSF`B>f63XHZR59kqxg8`d z^+(;ZPIs@*UZ|unQTmvF>YyJ@snmCn6edy1)~-9??$?nyJHXA2%)HKj^5a)2m3&*| zyPQ?Y;$poN(ck4?GC_eav=MS;DV3fzBNEts%Uo|{+yBvT>9?j~#cGLxhzq1-TNn{r zM)!Me8=#Ae=89L)+ZU&QNs+%74gNf9ty@nTS||gyU86dw$ztYr z)W3|rZ&oR!Q_4#~?J{Zi_NTQ6+67q`KS=zwZ4#0%0{K7ZGSm%)`+W6^JqF;mYh8a4 zURi&@vCrPS?|fMFTe1p#yoN!(+loW5|9W_v^-Ir!mvyKqpbV10cf&Gdd*E)c<)ehU zF&2f!`*3`9&nd`OL)$EN$ahPhJlib4@mhPjov<8_PD*^)tMKgObWqVga5qZzaewVt zuTHRe>}BjtU74?KN|}^&?&s1Y4PFiqzmRgK%I8KZzb1*Zcyg>%#SV35CndR^vY=F> zt?gaFa-?3)Vg0FUu~W2@l)?zK07z*rhcP-JT7t8U7u?Znmm?+(A z#ny2f&Gb@<4}l6Vz?hxog4oaQa88UVWC)Bmu5G?8v_Aq|J1BUvjXE5%Mi)@!n8~31 z9+_A3Q;-}Zl-i1=o%AmaE5CiChRW%!;DSVaH_+D3IbyH1a!va4aB-@wqo=oWch-hL z!P$||?DcjCEo8Lb3wUlFPnEjuIHrunHyOdr`5Tg}jolT(YwZp*9zOL^^)?Zua=!(N zxJbUX7YYNnleaQOD}P%~+F!>$oGf}O7xXun9zO7;fRsYlx_SFd&He+fdJ|vPa}y(=8-nQ4^;jCPg72 zv8|SMcR%Q+9Nwy2ELn3DV?~_|I-P}6*EUjw!rxS`1Pbs!`)~vZEt2Z&pvk?7l zKeQy}W4?cfL>z;F5kxHOx>H`AxskFdRadG98RNtC=&bl ztKu09znaclkivv&SOS=Sxk~-rR7vy3;*f2_b|J%h{8i#SBlL5DdwVTpdh}a@MGPwO zGIUeEP(6pZi%nIw+EREDe=nS_z?)TFUE$b+Htd*2!ZVY9N|(w#T<-}K9VR)HYjypU zM7|l&6V}L9zJ$?GYraQ2^$X-xK$GMGJ6N+*v9k2@*&Gg2OQ;EPL?1!A4*|GuDX%Vx z|6wGNwH7rPJ%xAQo!Hobooo)#!2LZXw52R#jRR|>+$N*hcsb-ri&Fz?_99O{{-atj zzjbuP>)7afOhZo~>OUv~$PUbUYW2&(wa2H6+Gd~0N7N${bsB%h8P{mKuL z6J2IxkF4x|Kl$pkMGGBXj8Lsg)VCNqeX_@9`?7hbPE9-;YUIGasao0TCskvCBHGdH zd`~$9F_BRfV`0@)op~i->X&F{?v}TuBfe4n|JQb$@nccP`ht7Lu_Wc?Y|(z z7?NEK!EDL`C5wSg6z)op1OKXP)ayO_8~Xz!ah3cqzuATlS73jx^zQbEST5T0m|JLs z0e@-?lY7AJE)|hsJpO)JpMaQo6KNleIUXTkjYz~vhzyE8%UAFA0r3N*TVO{WCm6J{ z?;i_z3#0`3ER-PceDzQA_EO#6{ap!6rLfbe?kCviCoN#NlNjK?nEsRcVF4tk&sxMB zj{tmYeK)T1Me@YQoNR(U)PfMoiyDGwer&bAth+`wo5L|ta%O5FxY5^J=y(QutPp=z zs!A-%{Fbf1l$VAGCku2pmNtXVJFh-NUzPl;A2dy1a3My`q*l=}u5%c)_glX+o%kDC zNE~o3c06&Oo+T;=8)8m{!qO7t)wLVB`}v)%47GqtQ^ zT$;=#^Ln(VJ4^rs&MqKR%&+nrZx3qC?D@@{!PKKB=p&>5Ji>op#{mz2eBAoe`N_)+uY@tSe9vXh$0 zJZ0i*DvU|zMqJ33r1zp_4mj?1R>0c>gRC^iIoR#@qLZip6aN(J%~M_?dF;LBDgTIV za~{m7Z+$T|c&`0n=DE)N#}Ek;iuilWmZ};zwU>m-OFsJFK?pemL=*g)L9Kbo`IznI ziW+a@6bq$p)>g-(B(@=~v#Wf9UtJpq+ECz~Nx6{A+I_#bAymMi7>9&r%y-_9a$0W^ z_i$S`TO@618c=O>s1YtiV>cUfJvga={ymyBP)MF2gh~i2(30|Ot;_h`2yBN}h{mx} zm?hB}l@7L9ed}8zm(@&!vc$j6dA>gvg6?EnRBo0!0(oHU6i9sL05)~&+wxnBOiU9Z zaYm;K88js0pkoAzRzi%*lz0=e* zcizjdm(nmHUBj?+8K;5lN}C?TI9yPa-L%U;D}Xk=Ulo^-V|Qz8#(RnG3a`~~0OEBC zKIPQn1%|_Z#2y z1HK1bfjlsFu#wBn6ABpb=`3-O@rrTJrA;zIk+T|b4;_^f?vDJ(o+}d!Izt%{6ZT*> zB;i^H;pC8)rwKl_s4u!aB0OxjhRu?3@hyFN0EIo3h2Vo9yDG+y%+H9Ef7HRUoZ;{} zK_u(Us2rpn6ZUG~lLS*h!I{G_IpABVUYg@WUJ(#COi;OV2`~Qf^iizm&R3hAZ-0e{ z_uf~;v-qFe+~fOcjzwJ<0VL?w54O4n9ww z>Z5tUQ{Mff^SK8Tq&5e+%!@sn-I)VI!5%%OV)cBoaHMCfdhAi|Z!)EF{lD2oZg}~S zNk3e)ew-JV(;;=}9R2(CBj>-4)Sxz>{G*)^Y7!TKo6orH9QcKppw&6k17LPic{kV) zza9pbP#NA=nb*rPS)%toj4kVdNb^9?Zjjc2*CsZC{6=g{%w0dIPc-R;c9x7QV&?Ws zYGg+&!j>Wz&S2`b#qoxu{zv3MfMqQ*&chDB-}-Zh%0~%?G~6RQ!E$rr+}sJJ(=oj` z1YvUJZSlwct8=phpEEJJz=?*A(C8mlB8FdhSWDe7P$)Q0FTeg`1AxDvt?nmnIiscA ziRF{L>rgIyu8YM0jyFlgtALRJ%8h_hw>oo`XrB9^;B8aU;gaS5SOh=)#@P`51;?6m z{U?^CdUG9~z!f!p=pUGZ8EyVz^elRqx+^;`5K6g`&-hM#w5ur=jqM3MA~WX6uYkDy zPSWK7T~C4D755`fGPHTazkrC{NwDfyQh{5GfVes*>wdz{+!Ld)-*C0buAMbI?+dNF z$rNit<+e}RjrpdJD0F2=c0;-)5i&DDbNiz z2kzn!8p)`$DOUIU&2-z2=RA{+bvEPW1!ixi0M8VC6E?>{sJ@b7vMUkf?r%LI9H2@^ zXmd|qwJ3zjhO5X*2lg0OXE0jo+9dihA^I4w`c7>c`r!xb1#JP9wI@-_kB#u$L2WE; z9L|6@8w1Lo2BgDS!o|GT3kMZ^6tFg^j|NhSXxy4O7^zsi=D5BYD#wnx$oz%UK?8ww zDKmfy!%=vdm1xiIMuxSIc(eyC*9lSye1vMupJ;_Lk)=PgKO3D4QIHGrh}SNrCIh4I zhp))IPy8@w0JY8}U5)!uoztfMcO4R^%^Q{aW4+|URk5N+iNV&C(zwg{0d93Og@ATe z(V71Pa=C)*aa4mF3e2lidkmoLz$Bp}4 zle+Yr0}U?YR@eSL{=CHhR=I4ixCVIfStp0liiF$?G=OAsp?Il`bM4bVKGXngDM4l^aAD0gD zXY2aQK>9r+-t6k%M}?GS`Vt(Py`D91m+mT)g~nghAul1Z$f3RFz(%PQ!qvTjV=>l> zE4DEQHw%PW$w_cTW}ENF-11>Nj6$Sv9NX+cBT!7saL&PG%9O&-b3KXwWD;DbrGwZf zgwb=S<>d;fuo=ycJ`~52K@P6nq^K|?lT z0YPM0jlKkByeSS#7pF6o+dpXD;C8S^=GfJQ8J7;Lolwmkl${gqidx39aO@^BKCM|Y zxXVR{qT&TrKG5=IK2xUlcBfOztxIUlkQQA;3ZE4gY4=)*jXC3Wd^J08s!(Scx^jzD z2xa(KAVrPKy(X(QVvlP59h5f`D~rG_Lmre z%siWkV;*u@9s^(=`t>AzW-PJ$oH1L>L6ihl($KX7Q&-1_sMkq3{d{Z{JOOFIbh zBe0W$gZABtp%q;$y0}X8uls_`Y^-Yo5+!Al68i~@&u6=k_h=b%-vux)^!w`%WNl`yOrOn2iyygopTtPDyym+@I<;kB9d0|rIC({V0p`Bl>?xn-n{|x$vrIB>8x9YzDZ-X z9MxH%j4KpaHq_P8-{SJde(IT^Yk`MK#pJB5jqM&AGsEWmciyR1u`KyasMgBM>76&S zAw8%>kgYboi_BN%-)#66_@?Ul@SBO#8p|^!b}s>aOg&_Eu@FJs&0e*@W;oY1@9N%q z*_Eb<9sDMg6dRP@Kox%wwltdTCQ2;mAfLGaA=Gm&fLjqWKiY`hUv#zq<}5Y!vo~2; z9i8Gbbu#rHUq#$2Tf2mG< zv=(9Yv$-7LDM4hTC5v>{OLExsQM4=hacnzCv7u_bpb{rhA=0~`C#AHrTnKVcB5_v* zl#IZgBpx-|tq*%k)$DVnHKD@K))mflainA2+E#~wlpFLkuS4A+Y$%5WvGlTAf60$G zxlYoAGUoElGfdP>Gq-N&6)H}>V#YXB(0Y>G)lf_l{_1hO#de5{laQmew9^Ei}U>AxSe6s|IgRe_3@VQAw3lw|1 z%g$wnWN>O)afWC`W|e1;_(PyFLpw*O+4+4URs8oyNH){?y57fUA^fovDxzJve86Ct z&%V#?ouud(^()Axs-yy#Ge``{!JjN*T1&_6mRWfI1^%)tMQl0&Ib=uV^l302=Rza$ zrGPzK-kUY>rHktqpb1VOF3qsP<~p}A-ZRCfW#jI8+v-l7duFf+~;%|YV33G zZ$Vbk#4S3?BfYSUcK@nNW zyJ}3ic%`^X@G2zus<>tu^Mn?#jr4&*A|>cNkea4#5@{pZ50WRiP)jLltAwH_%s z?c&mS2p=KDmE5IJhJn`JW;@cZN00ZOxq5DjT`Hs$0-Ysf&}ZdRIa;$K_YL|^I01?C zwh3g}|02;upa<<({y?mC=2`mytu+z8r%HR|tT>vKcU++Ytl*Q-K zv=BWB8o3qo>`skgC{iJa!NK3URtlc&!OF83cx>)q@@Z;z@e8y{)Bl8Kca1cJ%74iR zSrG;(U!)>q91y|bluLg)O!d0_O!vgCZsDtYw4|&)$aq%OVSKu4%vdGN3w}LP9}?&v z>|6jg1L9!~#x45HPJXsoYBHc}Eb}Ih12s8dKkjycVmZ0@2A|uXa>tFF_yl|mo82*Y zJEs+u6^bkk67@8XH8u|ic7Gha#arB+4)D6~(@;l$w5fOR&8LX9qz?PfrjOh_-srpE z7g4Q5-3=*E8U5s_$zCm*IxQ=1h>rwa;?M&!x146w4w*YiBAV*V~@0499RnwCV(y^lEiTqH%x@ z1k@RUZCxuos%@o7_hW3$NbTra^y2|AN63YRKsFJBS49`PCS-@{NX0(~BD+#!aPG)Q z@W@-XDkshlo)5$H+3Zo-|NvHet^Kdu*C|FuXK6xrX)Z&s9n~c8m z)y^gtx(>HrYCas0Z~D_cxcdGm9lgP`wm$dX%fukO5h<{c9B0D^nwgOduM^NCZBJv; zY1M`a_p!bWj>0#fG zinn)R^U`E9MiaUY>`6J{anH`u24EM3Re{Zw;#p}ukiC~AGm0egjvA3t)^wNfokpU*HlZf*!j`x zWD89tF;F8#(%7shl}cVJ2$h*EWxpNXMZX!a;5Ix)+zNG4WTV54&}%Qt=MrqoM`ETe zo6`_ubVhq@RR>Gt815dU^#@PM^!o9e{2nzXzt&YiQ9uMx@aa9vE2@Od{zb3`C?-49 zb*2~eKo3y$*Q82F#s`aePhL87IZGm)zo^OhVXu~yu^(jK%DFxmc6`?YD_PKW={sx_d@{JwQ{wi-*;nec3f%(eiibpjPGIvOFEtIrYN_V+kPagCsqcoo06= z^c;*kR2d!Ic-MWmD@&HQY>z$Q-F{GTE>vZ6h!WE98578eaffGkK_aWlgYIxBL2VX+pmu$44%+Y-D0`1OM@Y4&78`DN^(wva zf@W1~EVI73%dUMsTEI($!XwItKaQ>*T#!Dh5h=rLm&&zo2qmhH+-o>f5ak_9B33L+ z2`Eis4AS0Hr%l9Ci1;B|26UnH4KzZalr4j1!TFso---XFOcr_F@EQx$0tV_qU9)3U z84xM`Zmn}ypHM{c2fPzd%mgpHe*IB< zHW1l++xSddjSVJ7acYGCRaUfHE%yVtfTX@W0)nDR$elMj*WZ-|HyN{VQd(=`S`SD( zkFc0Gf~{`GH*PqXW?`R#vl7wz%1EgWsAdQaha2#^3-^8x5*zlDCe1+cwrVnKvNfMY zjsHmZ`qyd48q;%!o?z)9plPQLm9v?_*{VGFfw9`{-pOUPAVj&J)p6a6v3AsbHrwmx zFVpth2OE$fA!$3S)S~9XQGN%HkyT5cZed~=HwMs0*%uy1)1h*rB|4+%0*gqgf7g+b0*V`boZ8oL>Exq*Wc;k_~UQFi~3XaUIM1 zoI~pz4;u6U!QrmG^&HhuF`MhQOFG%Z`NB&jczF;ML1`dCO2X>{i;%ibiLFz-T#$j< zFsMxNZ+E^kSI%bW8fkyBvwe74K$KrxzVU}2*~@Z@R%8P%cK!JDqAh*{Nq@=+zmNK@ zv#jwYMWERi7$MEn4BiBPsA8P9cNn>uU6nuA@)z%p&#FzXiFeXXksE#YADq4|x)g9W zha)jJEKg#(<4j@iM~j?WQabX9IyOy8lWt0rB?niva#(OCY5(?`t-8mZ+l6vX2Cp>bt1dtDyXG za_onT#zFOFM)Hh*c9e2oG5HkE*HWZlXymi75db_G5N zzD;+5jf5=bJYtOKmfkM$drHYPot_gtvz=GO=>A6&)rMwfcU>_8Db%B{ehH+s6I*89 zR3j#($O}aA`|JDU{VW0@Uvwp_*VbL#QBBa}K)L17FibZgY3`dYX^4M;AtpZ{7w^z% zy%&G(OJ{(gcf)Ys+_cM^NuUu`+$0cj*JwZo)QkPT|}~ZBJMs zlPII@hbKSUEF@om9x!ty)UaOS;K#-#FE8Fcg_5oNc8Oq$s~>w(s}DcnZr-cFAa zxzf}DS5uK(8E%<_UaavSbGe;ZkvLD;AV1}e?$D20 z*-vBz#PcY%iXIdKCwZ=f9E_^&o7k7HWrefkofc|36CasCGhfochIJ7UnC0Dif%0Z5$}PwlW-Ft=d$fIW${j6EItcg(({9A2;P` z%1!Ewzt*p99sU(ZhM|Acx&}k5PAB0?)TTKMZ5#;(+xpch^H0-IhuDSU0C*7x~=a+?F_N;AY)cp=Fq=B{YK-mXnk|% z0v^~Z1QLYd(q`-o9RWT&8&C1 zP%JOctNdH5i&8wJDFKa5YPTt|cLq2uC?bDpRIp*!{(0xMWhi(5T_XFQ0^=ucsML2S zjvAv-3g5N*Lijh9y(cfyF14N6k;3agEg*;xHGrN5N? zMrNGKkz-ry*gBJ5D>nz6Co0rwq=&8Ios=8V5*^$NC?+DZJOPvXu_FbL0?hvYK zRFL-bpDCQj;gmvftp*R~&^SwySTxm*+7Nc>e+_kk>0N-QD0r0qr;58d82!Zg+XpIY zV7B~Zg9`mOiHi$}^^~(l!#>kfo%(VuNTg-#2?v)sr>yrc6n~$ zRu(C3S_@HIh_(n{1UU3Vio-E^`w2I~rZ@)vvT0$CH&xSLwVg;Mt>TIiMf0WEM8*r- z=7uiz+>cYDR>IwZEZc+C(^EK#sX{Sl8uB z;3z}0vrxdLw0?`!&(+i-7?;U+FewOIuo zFTVKf9i?Z7@f)i#P5fluIs>CY3}(BZ_EdUgf#UQ-El-83tgF@;GqF?ET#=z%9w}M_ z8!b&U@v<7rcpKcTRIlWo7q-VgCgeY*$-d@U>6&@R1@N8Hu|1o%z^X> z`OJ|T{%wPu?15pBFRU17gm63G6Toj;ns?UBWsi9X}%NFQfKXUo+D>d@Ae~}0;a#F?O2>MYr>KXc|$yZld*}x37HKXBm zPE(myzbsCbUtd7`PZGS3FQ_p6ZDLMRTQffEKxXx9*XNWeu3cFFzW{2Bt`r56~U%HN)$V-LoZzHNK;9!drTtn#=lmBYi&RtvxEaF$Gg#q$;4BUYg(jopyQsyY}R* zy$W)z%yAL(54TIqyaM(UvxlovR$lV=>xt}EQ6c0 znEyzpmVtbGr?k-p_wfNiCt;;Xv!sdION5y0cHv~anPYRh{_=zBcD0-^amoCjPA%wW zG@)TCqA|IfXMPUPe@AurKQ9F**OsAV=U;RdWOabVYBpSY-ZEcx5}sLPZz@XYoip_U zVmHy?l0eL(ayM-dYn6ZsrWtYpxgI?&<7AedMU+Z_?oCQz?$sn5XjA&b7jBFdX zpP6arL~5Vw*wt>CI#2Q{(EEbjbsCt4x{Pm4|7ustmO+*ea=RMEtksi+?)6u7XY%oB zGk!ll5qg13D6TjgDwerZ*)sdpY(OB&J?`0&y%z8NlEK>;Zt#3ZOmgumgM5uhIfbLo z#CR!m&6d;5ql($w&$|pU?TvOzRN)KyGyd5 zME9RC2H)`?0 z%y2aGna%hn#c9`c|4u%=7kiS(Cy`^%kO%N{*d-1`VxBjp{d1cU8TpGVVp+N^Co8v|z6D^rZhWjWGE!=9Gf@P7cGe_(MYF(`@EC!w?E*hvUc zo-@CfIr3&V?BiSCsZ_`fxd5)bLjjQg&|>}?-jr!OwEHZ$n6P$egaNTdYz%VX$oFc?H|dGcz@$QUcbz!*6Sd#Z9(^m4>Or#8L7b* zeo+Aw@z6d4YC~dgf*X_$bc2&6^`~;XF0KH9Wl~r` z0oOFWMaaNU2&5!B<%?Ddt27^)@#?hnQ6;YL${3;8e>xVf2AMIH-g>N(w=$VvLT0C>3n>l?Grh4nPsoOz;Nl$wrgo9ULCt zGxxPCjGR~!KK-+OZIamX^yLIT68G_P`=fZcwT!^C_^Ny-6heh9*(0Bx{~Pu&^LDsg zHlq^21};mFmAD?TMAEV1oM%}ghZbe>Ki6~kV@uQ%UhgykFHBC5lJmB-*_(A;CFOye z;o*v>EXd?0rG80D#&nLRDIS#F?)a1cUW_Tx6et&6>wIT4K1?pTk}ZW&hQ~0R7r`2J z-E(qA#AC`(>s`u5&(?_TkRQuBHj7$Vv~)Hzag z%;g^zvB=47|-@fz`<{0erGj)SoJFiOmf3Wmiz#E1WWhaWlBLLbr;fbdx~mNSp+ z-1?cGyE1C?CF;QEd>rew&JRYGV>7&YMJe%m&YVcpGnVLzmAauO3#-Y9Mh6+6;>*p7 zvUg%0ja_n!hokVHPPNd4oQJivOVwuN*>p@lSxb&&YYlb3W?q8#@^2-dNyZ5clQJbGd|Cy-~Y>J}IcLK5ra{n+*?J&5hBN)nk z(F>{UF5Lv7>kAei+KqSxnK@!TQkE^|*5t0ZMsyq86P)?CC^2sdz5_tm^2^DOYVAX- z5)Tr;+!qo+4OY@N%NF#4{7TrF&j=51S({y(5*oYb_WopM8CIoDf-q-wgL>9^y%$PA zsk-nk=sRg8hlx}~*aQd$n${<;D^)6Q0{5%@@-_px8KQpnmBa&EJ)x#d-GTJW56Hx6 zKB){$q4joO1}{iq=u~G#qgWylY7rKxH6t8X6;th>HlFTQ zs8ULi9|lUiQip`-e6P76qXkXgqYtL}dVBrF@zy8fIwpksuy0EPu zYoVCfLLWI*2JhU}>GpAjUaVp7j=JN}-4Zw1je>+xhS5_>eT4;)t=l&bGpKxx};Y; zm6<8SJ6vxKS4sKJ5~ERfhh>073t^7@;t z_N$g@aH#+{R8XcaA)t_SEOb`LogKO|1nd2EwF8Sd3nMf~4YTf_f_6lgb=+v-17w+{ zbF-qyzg=9el|wy~6S3d__t~?539&6Y+-Vc7boxR18lp@AN^$^ybdd3Hd>CJ(Q26NI zu$9hgoDRVt?3Zb*`voWHXZyy|haS<9g;TgOJM3YbyWM@;f;J6Z?nVLN<$5QOWUITx z>C9hrxlbC6|YgQh4lsJp154ZHfrHvo*Hgi+ZWHmQaled$*u_u1cGH-b^ zH0fcBU{L5U>oZkukkxa^7Hry7&h8-wtjp{I9cJk9X_UM{*PHJEN0EsMo ztn_n`3HfcEvS%^8s?xse_oB{&Q)t3^ae`A{gpKo~>RykaEnmU~7o&4|$*AE?$UtW) z&h2xYZkdtqoj9M7Ror8e!9IXj0q60Z)@e*Fv-PPMVdWWj?$&2)>F$R+cJKw=+pAz6ryDywbY7#}B&{kd zBepJ$qu+Bu=UNo7caBA^Sqw=w;Y$0BuEP;Ck;!IO32P14cFlY#)en(@RQ%Y`#UGW- zk=ty0Hg84k!7qG)Vf|W~wtJ?t`-_~9TgNZ9$eJ~STT*iqM<)?F*3D?jljqb?rl>O6 zC1ToM&5&Gx_Ze^fX=sSh-ajk)D`jO$gjB2`vjQz9b6F-qV`|ntyuV?tdY%k8u!zZ*Fw35y<~XoeYcV@lYwZ8wKem2 z>Ixe!jG1X)hV#`M5z<&PpXgP0{-X?jx*2;@-gF z93Eq3?UmFWawqR0uB5fu#`l5(#fVO*~~!V6-*_8 z1FEJG(&7qw%mkM~o-yWE#T}6y4~Ld`QO&#_Ju>5Arz5o-dD`-OSW1mf) zp4mLr`P?^}Ob>pHO?$h6Ry16G07FYuw~(x8iN#469zY3;PAQ6n*1Mb|4xIN_*9=Nq(8ncr|e z8^UOI(N#m{M{4ZNGI6mVjTOHQ~OuAxjF`t4(vcNH&$IYILK2(1Si#~DV* z>sy_oY3i-xDck1r;S(aH+2|hK)cY>};3*=Cs*|IIhVys8*>?iR%HrGn=2z(WPmL6c zj+1r87!!vC;fw*w<&aop<~Iq@_AJY*+A5Q8skOe$sE6z|Q&&XJorH+WF6q5;GaJAh zf}Q4jHlMePT#}3BU{SxGPl|Ps5$VHGNXES-1}-hfNrV&^t@uZ=<)x-FR+Kma@@M*J z#na2rSU4BTsCfF^+Y`$=4c#8P;s8?=p6lN7hX2vc5O-k}B?hhsNy;&dVvQZ|tDZ}5 zs25L`rkb4{@oq0FEN03^mCZDiup71A4C#^cbs>NQgn0!K7x>G$M>_jtGWtU@bu>A` zD)Ace5!j=!u-^!4(B#3~c)7LI#|VXF1?~iGl56dV%k*zhh*Po<6N&1~#F{5+8GWY~ ztjnTa-k^!+UN3lx@uY>P&vsD^b*4cd5tjv4J2RN|4V} z*Xw^;zsdkl16^_-OY`5 zx+Hz~OttBcihanNx!lN)X1b*LD;CStTOwoJd%ZLVzuG44Z1Dq zIkwL5r{@VJm2)IbzzM61&ds`HYdMKV^R4LWz791O#Y88j&7{+8WwmPbeeOy%&bDWD zbpf+_ke7^4I-NIngO6^c?_3vo`NPueyJ`Ld{p-`h?XE+R5a*hYr1dd4Wc2-B;?^am z!#!;&{1%s>ExJD#$5t>)p;{8;$_a)jtmG>I85V9S#mS*M%gjSQHmjBtkra*V?(0=p zA3(N1>&3pHWzPgI#N?8(pWD$o4G9b6EFl~@!j%luCPFcamsXKPPM^#R(DRd;-pV>+LXuy26$3-B-ce ztoA#(fI732HrU&jc8RZX&wT5Ro~dYkcCB1yNDP(9i^oJKFl_l`>4ws5b_Fe;!jlo3 z2^Z*z)o@E0&Ymo1PoW{&rK+78I;*eeAcMI5M^2dO1%K5y#JOyq13WEGp()*X*&&P(siYkOf2P*U)dQaz}?W}4&5R{`)sr>R&{8_{8 zD?%z+cw`D(2)#S|MyY&8n$NV3)yh<7=7Pw3;MzVmMkuPHONh&2J?eiNuO%Od{wT2I ziTVR_GW_Z4BBbm@be^}Z2uPpWeKxs%6+)#VKG6mZCa+bI6V7Anb9bcoTl18Xv{v5p zW^vbme?EQ#ZwHc|-D^awuw+n0{kc`@4gU<8Lz-%nDIQ&$RNBgjzI!*>|8#r_TM~dk zfg3QdTVWO$dg5?S%`Glg1M|nV)u1q(c(ql=%VS1h=C=Fw((Tlnd(I71-^~OPogd%y zyhyKa^qt6|6EyCrEvuS|-x1U6mD~l-j<~U}fOGwByq{q6-NP1K3=4t;2dG0N8LRWvLhdG^Qr)cx=;rSX@Q`}UE6fT4Owf1( zL}r0s{i8n}9E_JmWh4`-^5A~b*Kgm2!jwA_2Bbgt`X$!%u`2{3WE45-(C=69+8?)> zL|%!Y``!MuXYPTIkMRXyho&}YXE~R3qN9=WDCtS%ncM$X(AFgpdvS4#T;H0F@~TC` z#A~j53|C^-!JK&jm%a{3Q@x3f%v#qlDT@%#lZLcW@Dzp(1+icgwpAW9z0fP4oSs=6 zfTBs+i{E=mq%a4yZzY9>pQC8~gvn|5ax-IVlh!~O`Ko)8Fc_BAP*1E(OlS#B0INwS-u7S5j6D9bx2wr0=X zm#6*fEcRtOw8vHDMyB?h2a)JONp^1;o{Z7WbI{iY;H@q(?de$Nj$9IrA&qBqJg7Cc z1fBug$V6emJb?aobAr?ROx-UE`X7l!$g$K;M4g1VnBXU<`OCJ=s$dgGBf9_X3H zU1qtfhWJb^f#28R&}RA)S68|79@paC7Gu4SgFv zzJ>#p-;FzVR9S3fr=Pxr*la2Xm$tOA_NYuE5=P#h4u3xCN| ztso&3DsI*3`OnTuLT!i)KqKSN-wPBvwhwT3()s&vbs4s%Rz4I{pj_?1A9^6Mon|7p z%}siiT+xRL#m?ehe}z%@;bKm95cHM20upuV+L#J3TY)B#g8^RF|KaGeS}b6VGR6l# z#m*;-!1A0_H0d6tTcCACxkOn`7*?e#+! zBvG*YSAGgVnMIl{!z(iBV)xKz%yCKB|^GNrAE7-lm4?ff94k<>a{ ze65!zyt$3Pt9So+{0rnx*79#@_Id2LGhq@!?FVPkdG?>p{EoJ-Nq(UwTn5n9us{D6 zRkpa>B8^)B=b>VkM(DE>X6u#M>0W?^?-7FwE8s-7PjamTmFn~}{!+(9W_l5AJT4nb z&cCHyUYEW4mW4TFJ@~TP9R7nV*U1U>+vAXf+D>bJnYvO!dQREN_)}p+1c&E#23jJ1 zjcoOjDvxp4$i_?<{8@&qw^)y^Tuz>?Ac@WH28U|Dx$QYK!oQReA-!9*B8_H9hju2K zUVXyy2n4#&o$$;b&y-ejmx!f|Mg9nvMrg}GU~wp8Gv`(r;^&^?gB{6XDd%$Hq%ZG( zXTXij{iLIsIocvS4(n7+)I_hCfMuRbtDV@2QA$i#b;)Wj^$C78d~eT?SUWHyipPdx z3E*GuKHbW!W$Ha&O|#5EZ|`vKk~@1L&)@r1a9@te<47vbkuf#@u4a~n7)j81jL-`!(COiF$2hRBpaXQ%65!Nh&`M+xc{EmH>)NevKA$9ygAg&M9{YC)biFV&ngX6QMf3 zvQ^Or+ziU?9emC~##P(Is9pXG-tTz7I-_zo}QxIkY|vs>-4pOb-hZ63Jm-X91bA#=u>Va&~JO{ zFfp{0FkKab$OJmfjyIjKhF;{IXU^qCWq0CmVRESbqnbWYrV8x)>2!I`VrrIq;|uOO zJY3zSowYX@te@3YO!_aWZs*!g$c|SDPB^m3@oV~N=~}Ln-dE%$X1^-Ca3WT#D1*de zrRwH|+|U_!kRjktFS1hpMnZUm95)nB)7(i}b7%BNZ{N)mnv=Z(ZFBJNHcf`4&H5QB zT&i(XjgZ|+lvaWJ=piNy-nwB5_izj*{5Sw68i5LM9zG! z(T?e`#klHMCB$?x)C*(y`b)!O_J2Y4#Vh~m#tXzfr*?JmBv&K;-ChpaOVFA(fY%Tq zZIu|#nN*_AEP5lC&kPBz(96zi;vwKth1=zcUkBuGyE&Mk1AqLR1S&EXDy72%DymqMNpe)1CZMbBih ziO)HG{R``ksR=WNr2Fpm?R!X9$GmIV7JL{!i}-tECj;V(usbk~wH-0<#CRp1xZp$y z#^Gw+?Ugpi5z*}~;DZ!I;6`!l)4io!h4 z^6^~$!N{MyYwGJg%U!Z4*~3!(O(Uirv&AE5&1X7y-w;VxO;(6_enoiu{>sl z3}E7hIwzN@R&#*LpKqqY!QBe(M0>s+9(VtNA-}u6!a8J33my^~yWcnJl8 z?nrRTd@k$oygm)8MeH+b*>CaqkaJO@UF<|Gi&tmcaj~W%uUzB0RkTp~ViaTG?Z0<< z#Ut2;uAmJm;LDT}w{WD^JVN1GFD`^54qNch^8dIId{5Nx8w^zaTxMI_c(GludyfJN zQy{QA)x)LgoJW@VnD3OWF+Tq-!|<=y7S|%5-u?IWkMnHO#}kLCIh+-)I?fE3Gjw}p z7W9XGJ`(u_U29}sxwyJ8L6K&ki*pw91$IhBW0x(pVxR%%0nOS}qsp;}>z7wHjxiID zDZP^NQ^*HNfyFD;%7;)o^#sM!6A@Z$dwMZdQTtK!EU;ycoo~gbW5b)OmMI$PCX2-9 z?m-9N0n%Rw)PzNpY8}}+^jX*hs&X%5<5my^yqdOX(bydqDk3XG`yhu*4NC;IMlwy? z$9?f(vS94me7EnTZxazj^r+Yj@Q{h!vt5&O(Am!du^v3^aO#S8Toh}6kXI=Qf|4P#a@kjuz34aZxFRUg|=Zrd)Ai_!DpbWDnKefF{te6Zz$ z#Ocm%nIbh?m$*Aj_tJZT1xp%}N2q9QmvJ2~iaNVeqtt4~dEisrl8cxL(_7-<+U5{o z`-IPL48d`1f%m=N>2`aPQkT($7|^2#%x*&7UTiOnxc9?-RG)do_WM{WRbN~2$6{S| zX6^aJ9ADmR867^&&@2j3~E(dL|^1&nIuKpQR}SWegAMdUI@H_9!3z7lEmXP5>F53Tt@35`nV8@jLuRV?w^E4@O0D* znTEpOZQ-m*(I4M zu|j6zZkay*5jh6Eby!>i=!xP_H`{QYU-^(B)vEkoedvmX0j1;!o*C_7N-6!^e_PLt zf#@iJu+0&a0f6YkM0&3X3GBBfbpgat1XN!Te+3@ zp8irkDK6Ap+#Il*KT{9`RlWS_t7%t8bCS7fk*?qLapa4E|3Qf10EJL(Gqy;bP-l1OXt)>|!r|$Kv*)9c zxK_oTHt0Z*uT_uHGqCZ;#n-9s1hK}=F>eP$K{_E|lXULVwS3=8MPwp{)CT2~NE(Aq z6rgk(aPUbf`L|{>x){yOjv{!-I|6pbEnbQ#O%7uV!6q$KwFo}VKFcxv!T;U~@8a41 zh5TWUk{;$WmnuaO+1noRWqq?J__rLHsI1_sr*Ls8BI$uuWa4q_$c-e%JX*ZZ(-M`{ z-G7ap`ccl?sCLt%u=jsJ*yzuSx>fN6QSg$UTA^nyB8X}hR?QsIlf@B0R6!li))1zc$TiJ`tkWwh)=Z(c8LQH^|+ zvX_oecPPZZL7aMRMCguKud}+mGZnX4u#8Vkq$%h6#|x0+*ih_=5epF3ALpS4FWcQP zEmZepHUOvlA6Z`Ax}d^h4Q~v3v90$6D_0Q+MGY(QwCp~%i&DW+Svu@|^zCqweR?op zh_V;1d+?#UPFPL##gn!t-B(U%{-*inz}7@#9^1%R71rh`!x98oCuDboAhHqgI5vm$ zR-Kw<-HZ;VqSo7bmVDe$1fm}TKvVSV3Dz@AbCG`Q5!*mQOzvICQSt-Jp0%#qN**|? zRO5`!E>_Kk=Y^Jv)qei#fQIW$o@||zDe;*o7g@l(+x~O{dy1`>Y1&FNEP)CmhIeMe+6Sq(4FVNSP}HHhdh+JkR&WC@ z5=e!Iwe{!|+_`;KX(~>OaV6O59CsD(K?@B$F$<_LkOaSVHeEf@FArZ5b-?iF(t6}D+)Eb zoUb7&GfDb|2h(5inZNgZ=s9cN@5M1DktzN*nb!ZJ^|qp59Pgsm#xNoun;SLZPS>J@ zi!Y6mKQ6S;cHRrs>+NPK+E%~$VU80s-JZh@Pjvm)>IzojiOTeEWN^4uXGF8Jp# zMD9R!qwfJ>rv;OU|*&R+x=@#JDT>0bG{B!J7ziKJdM2dEf_To9V zS9p$XZ@s5*;3*9sO83OD&B1S>MTflo-vOEVjObfmbE9ex=U_|^MalVYJt z1)Xh7(PDtr<))Y?ml-@sZG>I8dJCZhZt3Zvo>F6N7;{hf)(?7w50WbFfGP|$Btk^) zCI6B52{zihb{7;{7>uJP)w^MRGmJVz6hQzzhZ&Qfl&i+=y;L~4+jJt7VUSB)B)ze>Nb;LL+kuBm0nO_Bw!Zzqt`D=LKAZ5eX@7ynN{cpb%y90nsBm zD8&&sQi$n^XY9~n>(FM1LeHggs5o7~bKyhOgn1#>Z!=&jPcfq#9q7CPOG`W^1{w0A zV?kbx#YP*tF6lodBFR*he>14>;0?!LnqbE4WG_Ut4zI_V2NK&k&{OP65m?VJhF7Y^ zB`fz-rw+)(!|@AwdO#S^S%P?~{c~{JCYxA-k*5oYw4mY<#kGBDv+M1q6oCo=mo2tZ z^e?#d0G=0hnk+~2O!V|wT+Ov`?npZ3;gqvswvOE`_{p@;ueRREmqQ(~Y>QEL#_S1T z{Oj2T_(R-Fu~itdcJ)NTFwfPj&9vqd#zlEp6co{sfo2smPqKjS9t20wj;qLi)M{?E zsu?H~I=cu)CFs%4X}EtY*n0mM`Uz-mLyXXgO#k6((60BJpWQJs8-4cD&UG8Ki!Xuh zzr7bnTXvq~#GtrP1S&3k>|&8N6a+`S+%?`3T|D)k!GhZ06(cab`HHxj5-pdiwbelC zo=wX{sStQ6_8v+Fhqx=QW*b)Mee1Zs>R9W02G0S84d+_&ZBzWloVyuG=k9!?-{*sM znOjQB>!iEif3+w~)9>CKGW|HP)aPBH|3T{h+12Myn?+*8ewW?U5oYT9I6b9a;j?kV z`qeP(%9g~7Uk6f*zm`;(JYSYL=P8+V7+Hz*L>48(UXS|6AD_Lcm26seU!-YvT>?!^ z10Q1U)YW9mrzJADCAXZN126J)exIald%`DSQYLP7Gfjz>`RdX{&2c%1bI%CD!;WQj zv_H_aif6=IFrMJ zypTJTv!!l%#H-K(PTm)^g%^u1WUs{ZuDbI=PXS%wBtr;=oY=35hR2T88N^I}Psv>E zC&VVcrM-7|KXTqKZ+8Siakjwc@)Y7z-oyF>;GAFA=PWXHVo|9hSv0OK((+KTxsr41 zvJvZt(YynLCdK-dTLkP>IU-XxJ4%yjEEDpS9L}ijP@YxtkE1$0cArc31TF;VaHm@b6s{xO7S8C z{2^Shn+GA3e;P`4wWA)M(!HEv8{YStQ2gDC6fzvb?YmWS?~iXhy8|a5c-OK^_hpa; zOxj<}zIgDKw9a0W5bAr$(jzAOJ)9*fYw3%_gHqHI#RrEgYeUv}*r|@pG>CG+RqC$JrU%PUvwcb(mw5jw&@55mQTo^X9OQ#cI){Qa73b0&aCE=vfk@Gku zY2C_tZ2+Tdi`I%Ov?0A=<>lDv80R!q!`W(vtl6Ncl;ajy^2_ZCi@Ri4#@qRTh+tqj z1TLPH>AY4V@vIwpYbI8vHoyhb8GGB zI;hVeY}tLvY4Id6){9|;s!~#H*y>P`o~z5;a)1qVR!NGE8nw=9%up)5>i$->!~|bk>_a}KbZtWZ%lTy zA(cyZ#}i{_!$gsT7O#1e`*obVN24#EVa9n=Ip}ADY04rK<#0=ao>3@Q< z^Cx%bWr?g{z)=WWDoWwQ(m z>Q*0ep2X3WU{-0yx*kM)bliD19pD}!n<~=4opfqIdcHP3>XpmyCa0i)VU6M~ezgDc zlklbROjud)(!0?~f9P9kfK{S#{8iC7puiB6n#8hvM=bK}6AIKv-^xXS7gtjVQk?Bw zj}&37-me_KQ5pEvuPzXzY|xM(^d{l@R@GIFL7?gNqob%f?xj|ItR|0gqgV6ib>5eq zS&zZs_5twz@QUrY$tcO_Ml|5EfKr*raMm^S++)r1)9E8go(xOk0sVll0_mf*-a5!P z|3Vv3hpT8OBI7dEN0A*S(>p{&VK5N{c3`AqKTT{>5vI6pvV1a5%%S55_45;N)w&$X zs>)2>Z(zi0+l-1w%TLbXig;HUqq!<3i`RBt4{qrS(ma?+lFh7hm7ffK5#Rc0Kv`Wd z<7*DyJ8TiQ^eyi*9x;|gH<&-34|XGu*$yOxq}I+F9d*!!4@LgiC}%Em3` zMoMRebx`GRy51SADWwMS=^uts{<}+S>EJ*FQ3S zZX^2`+R{e)wXd7|aZy<`If`OBgY?Qeh_%P)5J5SRi04xTu0z>brT46b>0>!JKhh;M@>Xxz^gZ4cZmJ1T^+@Zc(Cwv0A@-|r zv9DBoWmgYRExx@zx|Xu>G^vu7(6eqWTGFWMq=B_haJkVeh?MzZh3-jlbhp0NGK0cU|@!yf2Wm;m@F zDN=)fUxP)DqI*@U=l1L;rD?-_>~q7Z89sUpn?CJ`vo?KoGZV)Z&xhhNo2}bmM2_B5 zBa72~+^5z3ao`ruEhdT*La&>Ew6sUYhf=LlEg;8>DQ75RR(*y; zOseWlPXF8Ygnmull6cu|@_FsL)y0N`SCJ2{IL1YE$RaDFdJf)$e(-t=b4KIIj?cnP zkP4DxSK6?A+lRKt*?W)+hB24(7indE%baa5kffNs;(}$k@&m+?9~}c&ZTd$~BvH5D zEXqyaOF(|)Rp_`5C4_IGvTtA)P@*UA9(MGm9FZOAG`uV#z0GN`!R6h$ymWaxp~!)b z-4^drYe^>J(-gNAoo`T7GZeJDjzktQ%X{kx^9M;jpArlVt6mU5RxU8e4ajd~cGDce z{H`L5oe6M8g2gG5g0Uz)N?#u;F_bYZn?<>-STyUDB^@9S;-y06KV)(oyJ-qv%QDFs z|6>-5jStB(p*H zHMzgUB(PSJH(ZDOYJ6hlR5O((GkFz{n7-x0?t0yFUI1A|T#%?vUM$@byosM(z5{}bYnUW*euhIit-lNX(i z(z-}M2k~@oFueF%W9#Xu2u@J-_u(5qzojpkoh?v2dI_prS} z7ZF@k)my^IzKY8Ix5fqyDRrjI^lG($?FZN`}=z2M?YKxa&9YAZ4 zWa>NUHx}IGN*XKVX)L4hpd_t3{_J3EgUc*Ur|OV&b(l_rbE3j?PZboY?Se5G-c7R( zeQSOrTZmH7tjJE4);UUq`5FeZ+s_+JcH&)l`C3*G3ppEDZW;gKGzT{(v3SX9VP03c zibF%h{w3mwi=%J88H{r+Wb-K`L0~U(9@;EAVZ1{8s6AxO|Ia!ef9X0*iymL84jOxi zcP_gs9yww2S$Q%VR?rDfFkelHH{B`;w72a&2oI1B7j&{NEX#es%IPt6#6{iL6q4 z8*%*|WjswWkXs=AfZp*GcPLTGf;^1Z5N*7?`>Qf9G80srJx>)!cig5qA4NMN7)MfC zqmB`200XX{r#3`%Ph!M+X~O!+IH`a@CutbOGhUBsdYh#2t66g({WHA; z;0I+b(e};KBOH^YMMI%nSqk!x!?kF#n_pGlJf^Z{;Y28=98B6+; z6N$jwxF7CPY51t4#(zf6u$uaIrH+De)Q8IU+I+ohF$$8i-va4}^tOo(8~!Y~S2i{9 z_YrdosIjWzR(LNqn^Vy;QRYJW`AyhnK4s)!H(&y{^Yf*Z@sph5t~*4Vt14gy9l?OE zMOO|N=I1t36L+On{(NG&=yJv}cQ&~J`NbRLrgo%1hXAQKP-`iii z4b$JuL(T?EjM#=3$%ZSPM!|z1OQ6Zo?FUBxY$N)em`OdB9uIP2^+e97l>G!G#Kl;L z7Ge{Bg@IlZ03-?ulOzaRh~c&zTxW_V_MP;8?(FnIqK{~(TW4>du91v4qMw!ok8J!<##S0L`HnY_Aw=kt$U`9zVQhw}p5zxDOjH(OXG=<$vl z1{`-)w7@X#S-3DEVZGQvDPAc({=~(;Mpla+mc9x5E)~D>>F9#_rvZC)oK_uT5HmPrf4;jq{`)%%OvJXJ^A%HC}MQsAP@+JR=6i z+Lyup%&xbtHGeDu&CEdcWA#2o2WG6+C$BptOcwhyP9vrvVHv(9MN(+7T0V73@2U}7P!#hJyVn8d&UwI93P%#Z@7VGOj z?SFa1_rmIBeL-d!*wa#B*B=TKKNklS_T7_0wr7~+O(*=xE)||S%F`mFhzLdn$8NtT z1}@Kl;QWu)=jZ29<)sB9MpgZ-*0pnYY@pe>kCIZG$+t;0?mrn+xGl5KP6a6 zecVkv8G)CED^uMrxx+}8$7RZnqxL85VF;{)L-G_v&Xh!KsxbDvEwrnQk5u$w>XY3c z{u_zla-Phc4Z|b%^_B@RkxdnLaW8Yrb4Tk(Cur#M5-{R?i z$m$oH#oFdvpoVXdOppMXx;7H!#_fN&VD^-{)TffFsLzE-wFCe3^i^!3ziAisW1`ux z#s|yepcD|m7__1?dl|-IRSc7%94;2KfSLda3|~Evz@U253y8m8xx4*%=1&j&Pa!15 zZJ!5{-unD1`HHGPD*!=u84zS!;Rq@-QrKyQOQtE;+Zx*kG^=0&BZk4#;ePn1os$nO z3`XS%(8M_6EnzQ%3A96{L%@B%Z!T|zo=$uWqG&a|x6P?VP-XFM318Go0|`RRA||(q5!UY)v}th)A}obQvjG)?f4#1E6>YC?N>{K4PF0 zJa1c)U!GZ)Gf4{2wQ4w4%Xv#0{W@Cjr5$17VObh_15YiY; zQDz@|KeSKLhY+R<;#qr6QN--iL#x@;=1r`2C_;66sn_sCOmdGo)m?2n3=*hMHy~O7EP%Loln$fda7GLHeYKF^Kie7E zYx*011LGUb)>isRlRf=;sp~JbHxmV7YpzD>f z60(G+76o`i{}Cyp{gBTmcJ?@f%L|Yt8y18Tf*sEw&t_^%!%s^-&Ik?)HcfCQ$Z|mVYjzvFNTSfR!dkeePaG{JRXaWdPi3Z zwy6CNPTO(w-9IX3;?#heU9^VGq?s1BB2%t$%nPDL{*qZIs|t>V%eKgB>|1%J!jZf_KkJKXjiz2$y(Sr2vi|K&%E>QAA16jOPWr2kV&BXkexkKMz20vE2IAZv4UMc3{H~*NSH|>yE097>>xjBSe?PD9y zFI*N)A;!aGG1EHD$@Povzm*;C^Adk(ePpJ#)1Gm>1Zm#*NmHqoVITU(zN_r0Ry(sC zi_-e^)m#9k!1dhzlT%NX|DEGhNBFj4Y*+yD(mjS2qp=`Pt%33Kh#Xz|3pB#xWy9K+k%cCE57`XlyqU{SX?K(3d{Qhw5 z-(MtX*DMo#o0wu(51!S@1yk=wKoZ2gi)oZ6HX4HmAkpCT5MD~6k>xQJ0y_>J9(m1S zAGq+`g%-FEiA0WRBk?pT6*Wan<*KHh5HBkH5Qn&Q_HuHW1x3cwWf6Mni&G3)1kDG$ zl5u<~!}WfT?~A2ek4|%e>|aaLhB$h2LO|I>?&zkNMpViMa|Is#(gPW)ws$=C!S$rp zbo|gTyK#q4l#}ROc>@{pld&MurEU|~Zc?E^vP!-B6aC-f&wpY{dv?}x{qP)p2k)Zd zg_HTo$FJ)?+2Q_P?Jiiq08*HiEpsETCtU62lccUkzE|;V%Hg9%C-&X-c=I!DpS=1v z5EubTj7W!}qeYvpH4~$RWRt%b0|aLOS(Z|(`!b)h?H2KRc3A~PXD{ju1N@T81vFYb z-GOSm^tsD%1G4pho?{#BGxJkIK}Z<2K_dDteD{+CMEyYG3p;IAr+r-cMX*n8tm58A zo#QPs5RoObA+WbOUH1w*^!En6>fNxWkQ>J*Fk*aMjS+EY-r&yRQC#)InV2EIDh?m+ z$A_$0Wzl05V1TbYu%{9B+(4r-XT4kQ<>nzBYj)k@YVoAhZcH-7YY=L z)}0;JetVJB(qIkUAxa?Jb*Ot^Q|m1DgOCcRKNy#*3xIT`>aGw+?8axdUl~fn{rh=A ze#xP30g$e-Ar5ssz76!_h4hWvW^e1g7onI?2cvyPi{@U)+{mIJUIDfBL}*!Co_OD9 zYRT)$URQN6pqw?_1?B(E85gi&g?hzZoz>G?WSEZ`|8*25rR3z#X>C)ky2HaD3Dp5O zGQMFFF1Ou~cs50DH|pw@g&tX>?7T$SvV50&Vh%wSX^>q!vt28yrq|7N!&0>{gYb(7 zl-yxwYe{1g(3j}A(ENc-UW`MBIhFfM(`J*f&2Y*QB9~jh+hwuQHO?mKPP%O@;I>d_ z|AAzzRo*-6o{(%xyOLSgTxHljvXg*)@GE{MYAl#K?F!kT$(uL;z(}BBFUm{bs^GhA zdzGN{<>W%mN~;;$02ydgHC{^K(_1f(rP{ZO!s9nE25$nMa_l}!Y{77Z_zX6|ZS&_i z!$~XGiWTOXn-sj31!Hgr%ThXGBRUQxUG0N);;-jiuNfyZj;{gaosHK6OhK83ZKzVP z9C^BQA@7x3G#@9)nq|$$&e2&i zl=tLE)_?qyyS2QhB04%?RRcpmLrq}r$wkH0=s1wOVbvdrsvE&Ha&v~O%zxJqNc|fX zaB#%Jy}uER45d_%i9QG`=};DOga{zlAuyyye@a7D#8sJ7Q8IHF=WcDfR)PDZ?+g6q zh27V1(hQ6EezwvKe?|c8pmd{N9Fb@Csrc2?yZ@+DpYTh))0sA6DVhsqnb;XofMD@= zaI>dZD#!LN4-tK%*6+N256C?n9TR5n7pSLQ^ z)H7mL4HiY8srHJkvX}UYLe^|6#!nQZ$UwfG_^m;=c02rVEruM!c!1%GV1{#n0 z(RRV`AtnUnWafEuSlU>3AMBfcE)}n~pum%QH$i?@d%!Trxm;C5ZugPJd)4fVfzS86 zrxx=EeG;q3j)sr~p0-k2dGfv0Nd4y90?sKK%WWs|x z?$W@F!I$n&-{$afQ;Z{8^vkm2u&Gvn552D@l~ieVq-hUxwR;)fJu7e`D}?zAQ2hS5 zb5S*trP&DjFlqnK8%$lNljO)!IzGe>a9Pfy5<%gLnlUNvHWyXPFDs>EZF79;5b#Uf zjD)ay|5(nGcjGgQ(6BKeQ!{|44`^e))hl=_W0xND)xX&(K?6_>sb{f z;XMGOX&p6T%WapsW0pipDt9h0rM2}td_8dHS-B%_=8*YbZ@|T~_>am(%9Ik~fM6 z0c1;s96MhOCgr{`2#bXsdjnhl4{(e-Q2EbXGhzOVT+6FEn;fW85-@u_3jIx0-e3&+ z5j0kMGsJAwlWl>Cq-F(df!n5oO3W*CtVR@8C93i%C5r@z^`FHb02Y79?#O|{+4Cg! zta<F~k^&?YpNrOl_}!;|a=TMwoMHs9A7E}V|I$@-}v->IXMSHb2p~C zqOYnJKZab!E)2FIs`}&mU;HnbnBYH?`_&75w*4UUt6kJFU;Ha5Ou()PAbEK=ug0Ka z<7SNu&}M_tPp#hl%}rDt%(^6pO_W>ZvIjksA8Iz-3TXm4Mu6H3Vv7+}i@&TscJEii za|(H!3%9`8;v+1*bOe=1y!}xeYFrnseu={7Z zav^Uc(xU6qRC0ha#;%})@qDE_$XxBtKIQaI=c4Dst@mC@>e`utXzKPt4n>&IP4S@3 zf<+%BEqWYN6$jF`e^pI!*`zJAR8u4|eR$@q<1i_vW%C~IX&O()V>a9y*T52ASx%jA zSxgyAz31(Gp3xhWq<}C6jCeB}@-f<1xMOZhaCCD>JMI<0Q-CURP!+n__4Vgt_MGFg zwanX>aXK#~5RcUlS@Eva)AP6B`p|Ra1 zRvE+l!up(FY4$#1bPiI4c*J;p&6YXxYEs@rv zU+v}9pbq$mn;vtjifsrROtGjenOnjmS|CEUv3%?K8%3uJp6+2m!)0#-FqeStgUhP; zOM7tdy@D8mJ?E;eSJtAcmoclsFb9~V3qTvFv~ARiIletH>~OpwP78SDBa9f%mCEgK z)vy0c*u`}yMnH*74Q@T9Fjz1?eV1`6g{^Pa8w{;4UXH-S5m40gyda^uD0-Dvrd(>V2#!?0+`!FVKv6)DZZfw=716jcod(J5mBYbG!>%6#YxV!2- z@m+lMf85ap4s+OM<7_I%$hAUg{lqh?Ip2nT2ukaKbVNYMvT?=k0(jj9gk;<{p(RIp zG^oA`iEe6-&U=FvdYs-_F0ptF@=VX5?ru0+t9p}iNICC$6XO&f4xBFx?HUdRg*r!l*Rq;@Ew#fY6q#`*!c@1bJJMxkk_pOD#2{XS-)&>2v zqX|cI|D%yAkEfP5v(8j7eml&{RiAeSf+W`hXXeO|V$TW#=LF!ItL+dtz1AD5MlU6xXmUH-N&4r#{MV2i-i41hSMBB?QPEZ>b!N& zQ2tr7CPvXfU@uP{M;fc5!g%~Oiia>HK*7wxA3oL|9O&7)_i`6I%+u=kX>eN@w^{C( zXryLlH}T)B zHo!AU^;(0G+wyJOaxJYlU!Rb@!jepEh3O>s1lM(NFgH$=;^IHF@}!rcg)VNToO@_m zCu5+sxM33a)Pp#&Pn(tnE)QaU6m36^Ww+{^zoxM*!uV!epJns@eUjWBeBo0AHo9xzOa_#@`+IPzS#(KEm$V~C>#fB} z6e@H5{*0Z5{Y5FjchW3&@RV#D`4didNTjo*~6iVPx9LoMRMdzZ=+wi9+mdjryQG2q-m%HaPIb=`qb|Np;T zJ{sRrDH)ZOUG`QfcPlkZ|yIGP7&`qazdRL~Nh0 zT3%1Hq^xWkGI5p()qUxK1uH$>p6Y*uWl&=yt%)K11UQ0=NEFRXO{*!_c#I0*= z+_L$Yy%g;_GECDh-wp*!2?2?LGZIs_IT)FLt%_^10f^xT62}`dQk=^{C3H6ey{S*7 zkmuPr1<`%^tNfByBeC246^@5G~egw_M}+B!WI6~xajW* z@OqZL4Rp!mV0{v0zwLudE)N)^y5C+N#Q*8a_eFO;devI{*a$8#_qiJwVKyIM7Di2m zx8Ct;Wk^?oVVIB%PoI0-3H!`*>ZisCi~Q)4qmKwjInI2CM~U}N_-y-nj^uih1E#HD z`GX|ghQf}OdLp=~QhKaG+`6kVG2Y%HMeL=tykU85A9S`f0^m|f@8|5hYGEi68lq`+ z6=)RH^5EmC#yR}%>tTM_p_BcdWuR5z>`koHZ%{?P`bS7_#q^Iwd=F^Pe=_#o6rbxN zcGk_{B_q*8X}otmZx)O5w9d0}bCyMjGzqth{l$9+@h`M>DDunGujVXV2;aihadDeyFzjzr1C?VIMUQ9oZu%;DE%DfG;1UCDR8El0 zf@G8Vd>>IoUFM;XY^}Ao4y%_+a54toGW$L*nBg4eWAs!~MsCd4Zf2QIF4pSp(FEy^ zP&Z{2(VtBC&|`^m`uSAJ@$I(I)+Hp`BgL0#cjM<>7&GF&G>K!yzw2Ew_o??>ay&H zKF|AatO>4&HQ=iSY8E)I|ID6C$XmSK{Km#GxD}nKrc#*nI0(!#%g5oZlR9rcj=9D` znWCIST4RHrC|;QH4(ZBpojiJrxIGIKToJ`9D?c2$igb|jsV#)a1pglBuqIp{?<%e2 zjUaDDb9)qe=5pd<&1fJ5+?u^nmFxMWcJTQMIYQcXHg@#3)V>`Brb}qS zHnY&{Gsi$mgA*wtSg4pMjCs=xiH=}WOluq!ooM+@l_iCUU+!yl;sal2Uk@S* zWLUIa%Kie%g9-#7ngDhV4AnYpJ8R}LksJ#t8V#g(Z?!d`*>_y*m=b0^x~-El?rj)S z)C-)ET7~Cx>!@k@8H=wJMwEX-1nrsoEJ5tP&w4~ts?$EBg17u(M~{nYDEd{e)qXs| zU*;y3r#^|HTmi5%9Aj@Cbh7K;agzNZoaQV#V;I+1~+Tqqbl+sw?82l>qD2 zJkK07@J6Roqqx3mjV1pRc5)yEndAtB6J7c9``o5Xy3AOsrI{>M>pUn#={Z{NriGwo z%Lg88(Fc&O^kjyrZ|QQV_1gPg5?Vp3l9XR$O=nP&$R~jspy5^RXdmT(e-?V`NY^*j zr^-E#43WO|8Ma<0!jdJB@*>TYj6&h+J?b z0k~%aa!_fXQdm8{tEGRIbn^Q-aMHxP)ai#VAfmZ9E^^?0mIu5{W~7=CRqQ|u5K+`H z|P^ zMlDO;g}YN6Taa^w{@kOV8;S&LM%5+DB*uZQ1LsQCvcoV953P35c^`Hou*M6&qeGA_ z8gvAV$tIWQjl`{B`m`z;jwL?r{?0=XE@3YxFTPFkM#&YIv~)7S>u2Orx79QMjAwnj zcfz2Xoo+3joCQ-^V7d-ca1*=8i%g}#Eo9;IgI^DTovwk8K0)WyGWYRCbHv)8R0`3V zqh2vsXBx|W6`d-(BNe<4#-{bwugT}0Uy#^r9@kEf8KYm%$M5`pw*3&z3!NLj;?~of z0b2AN=cIEnk=-{X#>bAX9D`JkY@g(-yB^WfTLxT9J$+sEayt^H zmmPQB;sGinsC(ZtHBpSr+g94bFi4Cq%zXj2WvN<+Wbb<_gYitpc0Hg48Q9G}7{qS} znf%cvF4!Y`P%o!5p)fjZ(!Vgrd`%`#z23hiuqMITXX`X{75bkWc>#Q(wexc&@(kb4 zQa6#oJWZ1AE7&nGV<)*Kna)mHy^`3U1mAcQZ*@G#;ZAc^ue(iozWNqNMW>L5ZIjje zuQ(`Wc<`Q6yG#1lmk9pC$ADaK6L2*x-{w1`w6e&4RpHFLm{PoT6mFUF1Na$La-n~Q zb^g%+Nx#iYGmhm-Ih<@}!`(msO_)~!&*$(6Nffm+t=K1+*Xdrp%a{U2mi@6>i?nFF zvDOYSFEpLE$-L%rdkpI__H}%}o ziREESSGKX$K51pACWbDE3Nbw5!_Fv)B^`Us{=bT$iDwgJpki2vp`$S_3VMf{86v{U z-4$oEs}B58E7ww|%8Ll)m+aHgYHdj;OhRmb6~O9Yjs!RTMqGM8I`PNsVUOTjKCJlL z`rE1)7uJ9L!^LeP9@O@2V`BGVjXT_J^t6O*PF&y zZ6IjUaeN?pKsoQTSomWQqJYg%ixZ)xM0H(9_o7K3q$WJM_!{8fBc;gsGuq|gGY2A5 z%{%00K8Lr7BR^SN4Me84nl;KMy~LFN03w459!|6*-1U4K2W)lsoB;I-WVR?EamyEu zMs%+(GfasfFKmjRV;C)Ln%jj0N&t>`nBU0NTk?s0G>#0VzJ+i z2AZ}eg{#KxZ&130dR9TEVbicg3CtEe9C_iNry0WUIh>RwaWGH2KayaCf$|st%4qF# z2&bpMi{2U9%5jfXRyflsqDHk$IUkjf6aTqC>UTfWbt71QL3Gn}c1yw>;^}8ToB3&M zmHKA1lSs4@a`~^AVMjmM-B7UG+ZyV-yrwo=xQ|V)PKmZw|ChTVQl#ci0Tu0ptEPOR zc1ipz8QXU4Z^DD`miRfdxfg&_60$)drbW>S83pBks;ycs!N)$ZF9E8qnMTZ#Ek23U zS|_HMf|Uw{7o##Ueh4C8+aDILl<({)mK|-#^+yC%z2i3(Y8ir9Wca32CL9o`p!(Xk z3}Xj~xVYbouV`axTk4!WABJv!40seNWV$QbF+)-G!`* zg_33i<}{hhQ58Uj0hkJS>kgSXwD^uVi>p@i-_cvh;urhti|WeZE0Wh^idQ|M2l?Xw zqK(z$6fFO(jDHv@(p+jV!2FM05qjCVRsibE?$RBtOvW$U+ZVU+1Au$s-B zF>mwn>R4_l303ECNvV(s!kfHCy8Z)(a9}@(aqjumuq@m)C3hf(&-hX25!2liql4<# zt_vTMwrmhirf20v5y9jUPEGe$}I|63>GV$@L{~GpTixHf}o%b2rH= zZZ8ASt3Z@|2U1l>x*QMxZn-|{0$Xo^xva0%l_%Il7aiv{K3OA&K?#q@avZ(+MA$$y z9{9g=i8^5zMY9_&y6z$jzaPwgbQEI+?lLI9(K;pCD23^Hm~^2M;T^6lmhj6e^TAP- z15ISfd{q*`5wC1389Jk?8+Bp4Aogy(4{`uDW&@0(+@PveTs}~d-1agH-Gi=tPnn>1 z>@9to!@v9LSC~q$;x#=UT*Gp~rj3$}^^DBgZuhQG6lJH26RNEhThi>cTe~xZH1yG% zgJYBb8aR)MtmUlb*w!k>J3xXwGzAvP(EDi+bx*F`*4t|};#lf|l6_#ej3~BsA0HDf zIBxF~8~mT=cV^M|1||Osb_OAam~C@=$qDBl9`f0v|X zB4m@Jh9@I7PwRHP>K1CeQVHw1Abj8_Mc?FHP5w`P?c2R^%!MSdK?7^8Xt9)*mWoZv zp>X{xkHoj7#XUx19v|QQ#9wO!EJT3Zn@FIqFz+awDROqUje1wm|L0a)?AgZ-z)2+v z^rE)GNAUr}=9x6C+&NJl9aJvTRjNYIfuqbAT;G6A2@T-YnER}&FILX4s~Ug+i@l)w zv*0FnWhbjxt-U&KQDA5hj5{EDdJQ#j+N^1hW>yOb=dZTg0QuM3 zjE2o5s|oeojhEq;Dxne*K2GjfHr}$Nr|%$5$%FN5<5cVKRgc5(TMtOW&_Hb_x(+Qj z=V+Xq{PTJ*;mQ9s`y7b`r-u*+-yAoS^bU6XE@E8U*CyuWjmQmv-#}pP-9K9IRnJ*I zV?N&4)%Tl=gwmfsvTvp;+2+{UW@S<$x|DVI>dYrOiQ#M45t>MzR!;0C_%+tAsBsAQ zz)YPjJ|BgaJYlJ+c`f6OY&v!c4rYCvT7XQ$^3N8A{oOP+_HxO&u-Io;q2j zS~MEerkA+Se7DKmFjsK%Ejw3UyK$#kSdF&b8jQqHgrjpx)LYhLYO-|AA_^QtFk>xa zAm>F~FW07P>K47R)mX*0FqFs_f;>PYgZ%T?nu_u&&h)Q-GF9lR-56kiELM^o&8%xd zLh^6SH*b#9wD-HXahBG_I z)AntFYYzW)M}-URo2+c7nQB{dd6emyC(T46G^A4a`%L0&xervfoR)76o9+huM}oYR zFKDcNSoM|^2T#Hy5Y{^E)%k{0__c8M&w0z&Ea2FDO*fToJH0g~s`_BeGwbSF|FSQk z^S~W+s`KAbjD{^DNqJ;zVcGWO2Ta%uIJBlfY2s>qZI3}tO%TJ3C@5C~tW7K6wDTF! zvUBZ3JL|l1X{n~*X$c^XfNy1H+geYIiFU1YZ&{z`2#OLE33R*?y%f+u(=bbO7GHG8Mj4z=F{p1vgx8^3={{G`~^?#CG>#zy{G|#Yqa;9lf(OvdlsfI?gr15<+sTq%Sj-F0DY@ugVdQaG`3}1f5lc;8pL5>%ayUo zn5}#U8(yc5h7sfUOOW-WZQdIk-Lk1HuSb2#o-~o5QE{W??~;mTZod$>PVp`^u62*< zKiDGMWS(V;s9=}I?+CZ`S=fx-*^Yue9RRjuj_&B+ycn$Eq@8$i9S~|1H3dPRClqMs zmp%EddxsA)Ba{tO<;5*bY}XX?{&HSKjF-Jx=8RrO%sv@bTl1|taL{Xbv|5|=9FY+@ zsmL2+shdk#LO}a_998#5jn|j#6w|ZfZe(bh!CZ|k`-jMc^DmAWvNRbihoZ*}Nyia$5llGMPZ+9J$S@DgHm#W}+gxRhV zsg03c52=kxI6Dc%8_8Hc!WkL8Zs!3aI-EESq|;4sx4dETk2%o7bq7|8VUj_M1yMcH zY+@>f3?`k=G_yQ#GfyOZl|aZANupOp8Oi2{F9x$#pAG(sH&B!hw;#yQov%`DCS_Ks z_`lP0>s9c`=&m?@Knv5vJ71Nde3&5QQ@f z%zmz|gCZvR0i781jO?wL0s=he4DA58LPwxEvhlm>ji&0_o0xVGDx3wi2InGKb2QlKDu5H`}VV^>!n+tJlvDolzd& z?r+@Bqdv@*VLv&*zOu7OagVY}N+9%HV_`dZzUYQ7)S_OxzcPXunOnLMxfpQs8PLf8|Vz*Hj;IDTH9LlH4) zY}W6z%)b;E!JA}u;RMse|2gLC=wqHM7OYwjLb^XLZV|jb91PhT=Kf`p476oL6^#qS z{+Q8EDXRN2fOO8_iJ*-r>EN1wq5Tuq0CopPHgB>!>)q`+a@|neGh5tlt|Tq=g6W_- zViJzAUMl}XMY|L250+Rm3>rIb+AV~P_TB_HFhBvBG-J`$!EKkn8 zhEDa9sDY!{%Q7Q_H7VynKNfgkpGAQr$(`$rE&e-`#_nw0(nh)_1X!D>=d`Z*zC+`n zH^E}=iHe=*+!zxLa`MIY0a&wlWWnO)_9titJH`t|(9d6q9&bV<#H5BkAkKaHZt8b; zm-@>Pm7Q*5O#4~GqxQ(=8+7d5mlUHXN%E^F1ipc40MddtJlC%SLVL8?6j zYhpjdbtRv^l~izD);NEzBlvS}THuvOx=+W-K#p?QIAiD2J@>tw1q|y)a%aKeU_=EN z8^Nt#%(Ocm9s~B4bLwZKU;NfqG3Js`$67u~yEpQ)!0)ctbu264x0?4}xXQ*=j-!LT z9AQ>*(+@iCa1}ex=$*K8hgMA1w$G_ zd?sg_I6)MgtkTMzntAfCU$s&cl`SrYftr3`%f#7mGv^B*@MYxpH0gUU5LRZeS0%h!GB4I~!9MSN|-q>Csr^ zm60Xt^L9%-YO~!ZzyaKr>N&rIH)Tv+Qo+|e9*!fq?4RS#dryb6<0UF0(k7VA61Tx0 z1^;u~%)1x7^8fujac#5d>(QF$zRZHXKMRgS5fYWM{9snd5cdu186Nn*BE*wVs4v~$hR+*K4PqaID_hIeDw7loH`@nbA zY30P} z@RRA>FmqVxgSWxi$ymx{Xcw3=+6Z=`eq)b5-a2(K8PP6{iM}*?z8117ma69R)*G!7 zVH|a$@`4d`^1wOQbvs{cNe|o8pY&Asgcemu^83ay>vyXnLOc3Fuh^X?3 z+MBeB*4=B*=N=`zi%9bQL-V?qmb?R7ekw(pO6wW3L2 z69pIBLMa`iV@k81N3En%`;M7?g>82`SMy?(7o60Fa!LXt&7_jp;Pd|lV0Ya`ReZwy zIBFT+cu>R!EZ&c(kQ6R=+f3|93y*)Tf@u>>2YIcCwfm+%Bl!U5u10m=UAGTLxCEh{ zPt~jjkn|Q;?A0cz6=78>ytHvlGa5M~gp}cSd&Xb;CRq()en7(Sg4D`?#WDt%W%uzF z531AyouNjKx(Qr&6D1r!4aQ^2qv`3NKF(34+F|dWQ1M_+EC^6MP{3p>VKI$n&)LH& z9{$|IbqD)WeVOB|aZ3&SLE5C9gy!1vnibc>2W#ilTo@9sK}|khRP$reB{2uJ%k*J0<;n z0<(EWd0y*Gy=g3%d0~=!89D+W&#afnx(K?+PRN9O&8-bsxF`?cAM_3zzTomsJ3ika zW|wyuUO`#j$_<+2n$^;&lTs9?SyZtXZo5&fkBLJid=-^lGVXaN2j*W?3~Vw6mnQ`i$^^s@N>3e>yT znjCm16kQ0!N59KqhNy~W#Q(vRfpF7gjNW4_je_q|uY|_wblam{nTSa+!o13Fw0cdR z>wMpZxtI1dV!;xJ6ie=r#?=i&MxCIlfERc>dL+GVOB_~B(HzF-5T^j_ zF0R@8G%AWe{xy_YZ(Psz6G2|~W*n(#bbn1|JeGr!=(*D!Kgx%)Yb{1QC$s8P$!1PR zJ5n7;tjHaaHLE+pJd$>A(e`(pM@A!L1B8iQ6hH`a zo(m!yp4#!$UTnYaOvTSqF$qEeDk$wG{Y<AjvkRk@j3rGv=kSCf{T^(ttOctIB`|)j2JS z5w?=zIP4#RA3a~LfdgCEzExDdG!t#@?phJ?fbOCblY?XPG(^9Ydtp6Y>^br%no~=u3$F z<$*CG*xgRc0-K{dPhB;ifMet63Xpcbkleg>yf@X|!T7XY=KwTZZ;wa$J}oKMkG*fQ zW^_e#N16t4u=hQefMW+r&8Dhll3|a~mK|iUlY)uKY#gOIg>=XID+rng&2HaFl1~dgCw!CBg@*4S@Db*&RI;F-IH=k{J*(xqWv_4R8 zxGtl+n#lsMDF&m_pP%YuT3(D33EqLOJewHK<2V`I%?7(B|5gj3{8 zq`|jKDPrkm&sm1f;UZF>>p@nUujntiB6~Uzu}30cj(29>oJY2$d!e5YGNm1@ zQ}cF>MQ>++_bUEId+$T}BaKu-R)@bzYEK&a2M2)|nt$xCJK4>#CAfHG3+Mk{cxg03 zh6qj)$U=%&F!nA@sAY#AL4b4;zN8S;;%0huAJ5z>dZOHszA|(Rd=JXIpWSnMWhP%c zT9d&CyPZtIR~`fxxUzV>?~nlC`nz3lDeuhw76_~Z16R^4QAp;The7s55|EHV7R;0e5KNHA8Z$golyxRV+l4r=f*n>$@k{Iz>%jVvK znh;}}%7nI0h(}X}t}s7*xW5Z@i9X45T)jz2BF3@T={h;iV{7(*3Ob_hoJiJ)*ukF0 z)?lo>>3L4%(zMuNN~~pOzOPW)>=wh(GowRg+);bV^4CtLcGR*F72I;iwU59~V)L2E zdOLb2gge1BX5at5<~MG_Q=sQ_e9dqmI~JdXktbd{AbQHl;x zM)!U_8idaAB4*m%Ad|MCh&JxvKbpwoD=W!bRL&OqCTC7Zoy1O}uhk0U57jom5Z@10Zzy0>X*-TZCr7NrT3Y!GGT}A!A^cq>Z`O z>?R(g8K0B;)M+V{F!5j)^!dXP$ZtNk9_~D7b6u3mlo~{hX7r+`bM{w!%!_v>*g3Ai zEp>9+2-ktz0bm=pO9Cqa|4FizU?t|68v4oAF+qgo?zgkOp_d3?988A{X9N9%O{;mF z@CS0M(0QG`F8Iez^g#YZ2@lWo0l5xB%uGvEg0=Z#2qUf5Ah|__ve+B2>{Fv^>=~k% zY;J`b*x>?|`)6RCqUtCiC*I+1MrZOB%h6ksQ1# z9m=Rnc#0FeKjpLG)TOX<6nOlgCJ;eVvA%v+{M_dh>J5%xs2p9`fd=Zk=qH=AP2bkv zk*S*#eUeCVtuVy5z7J|6G4tH`ME9?JXZvPKWI@=EK)s37X=Q)uhzBPb z=WRdikD5&vyojP~HOtK@=1SQsD_r!eZ{i)|?^r!{o{ z`6ftM7Wf$*B2ydQ5`(+C45ei18)`aeX4Y)i+MqyYxUK{Sl+UQ+COTI#I-3^~+3&;P zG95gcq^MC*z0;POVdJi`sAR?g@Te7MZo;e{=Tjx;yTT_jD$@?2%@{Ta>oBs;l9@W`RQR09 zwtAW}Ek*CW{LtT77Qb)^X}c@-j}wF?p-fC%f9JF{PeP*(^9+&YH!hIU8=)Hy_SzguA0hKD{XNY#_=(=<{1&Rfy_z;=DLE=QEx(@w=hay+2~oXz(+Kw zs%QFQ`jB@SR36!NO>5YxbzjrPSB-b0>P*jU7TmxNZ>Nsy+NMV>D{9IyO)d3F?eE68M^Q}XCX zxwzoLBp$LiND0IJT}J+ITKtmij;E&$Q#;`p(^RJ&y{%W+WeI#az8Ddl zVSLKs?Je#5P<0bHC${-)+qsnq)Pvl5-;*EX?-L&EYMDLTM>jk6QAcU5vNOy|Eo57i zWE{1&0{stSmEUBj7yp#W8?wA-xU+|Sxw|gP0#q)T*zhwx5!)(8927{JqIgt#beFbb zxVEX4EoCl04&9iaPS*apMu)rya(;<5vCXD?pKI*fN5fajDd#n0^;65{Q%^m=HMuA) zH6xU6*A_&PFd~Y-StAW&c|X-J6=;7op7QAKPanKJr!}Jkz1`pnSrUI)V1WbURT8n5 z#_J-ai@$+&@rP$8ENPcYk6q`4u{LPBEeZ|FkkMdMo^NY&J^E1gSj;pTKIXLS98woz1O8yz1AC}#oJbTKe>KV z3@%Lz?B?=fDtdh068Ii)-7ci~JTw;F9mR%;dcptr2Gc8H9(qz@?A$$0jamgFUi5@B zST@K>&)}DDzg^4Mw7DPh1rekw`|t~&FL3nvjjl;W%QsPwRV%?El3HHk-!7ecTV`ow z@YQWEx-`cqQ$wRK00sRo7;~vyhq@^=^F$KNl zz~fiUZ#3)RdeN%zn8#fVx7)puwB@Q$iq6A(gV@GPztrX|RG<{Z%V0ExNgZbtTuJTz z(M5^ex7Fp3_|A{Ce!AhpFnwCt>sB@Qeu73OE2qR2X%}e|BJ?f4F40yz5CwlUu0^8R7uYkW6uIiF= zqTdRAwY%z}HUi5EallgPP_)G}ZSBs~#@Cl@RuDg)BO9caE;Mt2{E@nrzug90%zeq2ktRh5X?rai>+3>V|o(4aqJfeM=kum zIvn8{dNE_l3lReZfx|d>^hS8}Xd6XVE<8ID_Vq7(898_>7Dw#|ZR1uSxV5 zL-Bkt_G(|EOkmJ*GJf&xP*c=8b2E?-;-K6rPrBto3`eYIq3lD(tpT z+q>wJlK=&V zRBF%EjDKLRvvfPw$^A)&B($IM@Ndv>v@#VNoD9Pj0C}E*`Lu&CNv4-7%l=2Nt=CxJ zEi0v#O}Y-Ygh$5C;{{=zUU@-3(04Zfzc-V3o~^)m_Uc@-Ao@TqP}v*$VCOKl+x=mX z<9OV{ZC>;D@}LVkdUh$h-CEjIbNhVxPxLzmC~bvK%L6Uyb)8q(Nr2Hh90|f!Z&<4T zDLuN07P_K{S&CHC0JT39s>_zcj_Q`>ZNaMAV`As5UfMB0MJzyZSsi_7em&TFxhqlR z$>E6Om(dbnOp%J%Wg0GxJkCJNWbW=HCK%*!1RnVYJ|a8#e4Xy=MMfw(1a)6YjeS=E zT1H&_06VtGzLR6`bEKt7%g2{6UaJjuF(|n?xutoJhTiG!*UP?@_uCc1j6 zdn0E$E}3D4*#@3V44O@~mq`+0S~=T^H3lH|1ow)@`w@Q#O05(zRew6~d5kGjTgs>( zgjtxh8MN?`#(9g-JJDVA;WH%?kba zDtSD2@w!>5>KOiZ7#ly>aAM1QQ7)u1Iua)2j4Ur@Q?O z{{8=FtY%cSM6dl+79DNQ!RFRC24-Zp02@F4DAgh&ncqvkLggg1cpcYJEjx|*+9oq5 zIOa!rYX$3ovDh^|=Qf=4{hsVqPFMLl=DW9-yOrrwe-$RLGb6h? z1(_$#EBzaH+!0it1G;bta4GcL#$_;K-+K z7N~$j86ulex}22vRktuiX;vnoR@?V`*u&P%nu=vR%gcI2pmY~Pt-#dics!V6DlYET ze9dovxdd)&Gef<7QKIJSfxy7&?*BzL;z|~m)pDCaA@gB=hml^S4m>ImZfNXWdDraIUx~+wEnom zLceMeuQG>dSJ>b5$N^mRzAhQI#HNLd`uj@XHVyYH>T_9y(OAEAdTncl(WlqJXaXY* zpJ`;C_qL(QexWF!52PYCU0(*Pb?14@#7<^3?KHZ+1ao#KR3&$e+ha$3^T1=^t#5;%k;OGq`K#o=DFQDd)gKAgV2FKzYz{)v0682^VVkI zvDZN@Nt!_`vh6i{&Bfr@FKI9QqIGf%=2DF^>ET%ZEG=4y`t{3ymL!Y3dws7+bNY8Z z$W_mkzH9mo#%nuCrxuw61B)D6ew1;y)yV1hg{cew{~89A%^&~hJsJ9gb>%T0yB%S{ zSL`UTuS6}^-VH6^meYxte62T`E^&dv#yW3KIXW&y?B)G^o#nTy%Zu1@QoMcyf7JLg zrv?mb5W0xl9r)CPZe5vc!HZaV_{%|8NWetlGOn@WTun}h1@3Ys*0!QAzJB50K|F_b zyh7XVAN(LRIq(5M)(@i)(9klfJ&uYpuqrAv#EUk^+Yar}KwYCiNB|Za{8!I!hrP`2 zU$_nQp*6t!x44qp6)|;5x?XJkH<5JO*nu6W_yyd3kikOAvCSxSWi6B5^D-jg_^3&) zXJAbaMD#`9A*7|+1{0P)Fa|dIvL-@v8SG*r(e@B~jj*i4AB*R@3;hi;Fp=<}FK%tV z9F#P1b3A`sPA~f9_;M!OYot>z;fw+r_*D~6Sczwm@xQ$5~ftX(U?*7@?~J?gZcmV z2|Id?IX#gzBGqbxE&N3-eET~)`W&N{q}hOONw;=WL`k;&fUKnWN8HM*QIZt?S<$87 zMym)XaFYM1jRj_s^S&9{-|+ab%s^kbzYuhjSZ|$lR9mV&Ts2Mkgjbt7$>%xKT|t(vkXT244X(-#8;5>#Uf_ z4=02+{B$*V@x}uRUChSg&2ud!R8#J-rv|Lf!^`MpIuxJ9$D+;4#z<a2F znp!{`S}sr%$h(%pEFNd9A2+W3I6xVoMO3G6G@gC*EA)ipbu0Vp@`WFGJ6_aG*vysR zhGHAwi=TZ>a9y8McX$Y2!QCR1_`StgWC!xsZ<<;asjs5~&!#fQ>*1Q*X8>zBWLX6? zIJjkgWM^wC3`LhZ3qlTu3UEishh@{{>O{|ZN?fP~w2Wtvh?PcPG#758j}7-tiCXy*YoiWd718R?0km><053RVRCND~;yF z(R$ohGVTZo4`6RhRQqfnIK}u2&_utSKeU8XmL^mFcfkn`g;E0z;xmZNh1ci|-BxML zeFgbbLxqQYgj-;?R_m)}TdA~Sq^|W!T7HK^~ zPq94{ynwJt-Q;Ia8ssw^!oUSQ*Ee=Z07dl)$H^?(i2?1Mdw~fUgvAgNs`~O?XQt zrjx7}-1YS8j0Ln8zILL7i1UZnrdDn|FBPb9c-E)!H+eR(GUb--S0Z_vxt zbNmI*t$A(7$=+rXK9tkNGdYc)qLuLO-H@$O@|O~JtKpVKY zeU=pWmVY7k@A@#*1_w2*DgHCqteu1u*<537l?=tVvf`1nx(nyKK8GcMlD5VqUJ~l76=rM&_(%~*^F2yHCdtEt{bUxIad;VNlyk;o2<}H}DJ1YB_n|3gp-;9Gh z;L{r1jL;yCW;TdBE*C13r!sy^xm`Jk;p{J1XpWU}qUTwfQ5Hnrk|`Gap%s>n`xl}S zoHyp4>SuaSt<6&3b$*2;31+NEdR1c&3W@Y~fA>Bj-w$2A7atO>-D*@g$&$yHA)R^P z7opDa+q4N~Gd3*zY{wc1zvLeSYV3 zXM0PN)sXBerGg~91Fgf?in=CoW^90in@TA%7%wVGcIn%1)0j>1e#UN?UE+m%xEwbF zhfpQPY;mrv#}-aEIWla;b%fymx0r94tpz6zgq~OZs&hCNue~VZbY1Yvr0H36gM_1z zGoW!;nz|`k4Y$*w?4fw`QEmEWBp6YDAvHqj{Q%5qR;9{B2*4@~e-_1z3XfuYHv zf}{A(MSXM$d@zIK4fJ^yIBU+H8LwTDituXI8HPGDU>Flrkx*@$JrP{&U?vZ_f4&on zweSw(j5$W`bsCRG^=R|n8pFaYW6HK{qLSgIo0r1lU4YCQ55O-S^X zGDR_|+%DY7#q|14 zVVQs9{0*G7jJ=Iz{|Kx2!2eIMM|y^YR=7T25iqO^Bo}h8r8pGrE1+N>N|SfkSdLt) z=1oKLM5tfMYk;O8arSW(t3l(s2c3)M3msIR9nh~{`Mic@60KJohFAgd>*pbAwFAtM zZLTXXG-iJ4mZpkDvw~m6*oz(o9YA1+bm;;y17FeVprE}aI;nRFOX}n9?3(`wSBFuV zdGXP^fa{;MXszoIvI+xPLIn@9g#n!d$9!k3+}6eBu(l^O&k0s5I`QGvz1!=bTg!cb z`y$1yX?KPOSIvgzHzZReQG`d6Qqw|df28-vozN7^l`MAq;Go;(g*jluJ26FF{=L@ngLXq{4^;ikFozCIT=F{s1(hVHy&pN(q@MFq>U8$}?Z@Wof z^9b+xmK=vLjZRv$sGs{W`;C&GF#=g5y&Ai~lXnf@pKf)Q3N7p$4Z7FjV=C41N(>0i z-}vaK-`hKduui>SsVNx@NWG~%wGV8j9`Rg@!G#@V#AI~-=0Ed5W6`)0Oh!O8jR(yA zc6aHRzWI+-T~=?S!e6Tw!7ZJ8#{p->F}i42r*O7z^;A;}VE%)Bj({tkih$K(J6*4< z2#mo{kd+!W@a{J*8sY}J;NYgQO6(DyB|Y)gJLZ=hKnTJW1U3riMbJ)~ z+1^XO~v!%3#zZml&g`Hz$KcZo?Bf@MOtH9gh>lc{Sf)_PJOq z>z+6A{6xAEXpRQ{FTMl`6t$B0g{fENW(qG^Y?E$S+Q4cgSUgTbCc-0mhxEM5db#RZ zK0cV62v?#4MJhihQ#fH;6!E<6HP-l3m1+ZgRmF6+;apCpD(lG^+j{QsIGCFT2uZ74 zOQ>2{b#%%-r=>tz>MMC=tl*><=ri8MW9O{D->Uo*0S`VP($86v*_yAm=uY&Ki%*C> zs<}Q4sAe708M-1ZEySy()g~IF=qbe9`1>9>wb8~0F7Fs3#D*20LKt@#-;?+phYOUT zQ{gUj_A1Gge)?zBg?5HQGJ=$WZHuep*Aw=?XIYfH$Mbd!g!?Ax= zStPuIggRJxvahH8kL)368`Azg<3G=rt+J{Htp=Gq-Qy&`lgE-k+S4iJ|CsvffF|4T zecKlmc@Y%>0hN*(N=jRFx3mZdqm)t779!FkMk6th7NqkP5f~GZjU1&ix@03q{qASr z=llB?hwORo`s;rY3oALfwaeA=$cui&#P=6P4POBtO|%8Q52`EZ2+Fg>A&c#$ zkb1evU5E;}+|FgBCeZ&x@`B1#k}7hlNX^124JQWqG;U~SOI=O7o7Gk_A-hNm_8akr z2*fY0^s}W6n_D&_d3B>0?8<|yHwo1uaY&Tt{lEh6>lyzMYL1{byYyE-X?eFG1-Py* z&+%qFP%Zh_EoO8^?7akvCWg`SAvhKW*zich8A-->9$x&pDw2{K&V?3zl7M=+a;XTc zP?lN^I@yc-8QaJ=s0qK-|I!EAP=G{vD8L-6SY1_w!T+Uo1F@7$;gW`{A%CzPvI)Oenf!jLNB|;ucB<9H)`j{!nEuP ze+owach(Y;S1VgoGSw8)qn2h~Uw&lj{@ySi`uHleO16JnjUuO|q^gvQ4qMp&C}{M1 z9U3e8r{~LBJd%ArF1^PBye02JaUw#VU-_DRtB=~yEqN0NA%X`92aHr=U_9WW(4>LmCUV#TW=dyEO^>Ivux~lw#tWGW=Ay2`@4hk5~&X!Q00{YM^ zqQw|CAL{vR|5KAw1z!SL|3k2@v9Bat)L8|szm9K$lbZDiC|-QP%4=@w_W&*6f|I() z02BZ1;1BmG6c{E5IH+SQus`zO-bSnQ^f6MQo231Jg>aFQoH#=1hD*U^U$(4)mn7u8ZBK zVe#~8clQ^=)|tST;11k^G;tnp7R6Vda)|ziRrDmb`>0Tg3o^AMC z+l-C`FZmTTw#8E2G^9{Y+OrI~TOnZ6@~r6m%Lp)oR^39ASoZE~TzU#C!AOoyYg7m9 zBE0Qi6BWAp_R1h*j%<{S&g?x-|4bv6I|=KfBwknQog5D`%T_uTr=uyRXQ#&;IO`L2 zdZ3118>Tey(O12FLVLm9eT!CFunz1n@FJB3O&x`woym)6Q&kLClW5*Z(7lDcrl)Z7 zy49D(!->TuAJ(=@!mqClcnF!AQ}N;_fi zqIhbp)2#W;h?^ozWRo{5_EOGy;(w-FsL0y+Vj)CDY|M55)K&1Z8|)@^#e`0f9NaNr z$Lmu$VNn2yFxZ-FjQrleI8d*26V2QzQwc;dWu%DN-7;U7_6ZCzC_*pZCeebw57`|8 zZg5n6iZp^(#e#sz=E(aM)zP(bLEc&IgbE0u7nW*iUU86<#UND|Ke__ zZ1IbAa;s@(d*gT)HsNb=9ra9nwdY>t`wdy%&H}d%oIuY&3iO4{L;$`aUvtH6wc;b! z^c7jW(^vn6T^($=NYwo_6*RY-+lJ07m~hoK@7XC+RGD+6hfc&K`t%6-5&Wrxw7WZ@ zu7apaY$OH)hAX3*W@4z>C(v~@QrcVc`z8Y76MvXdnZay~| zRVC%$-8Ejzz>W$m0(*s)#~{61U55f$LJ)JTfwa_djdA#+FL-do{eY@Pht&mM>4gTs zBzTd8XS*jw2bIHLG^L$&yk@kqozBC%`B8uD&?%RJhHZ;lYm(6dZ&Rx7uW>Zy^2FU3 zF>_6fb`0Bp$0g=1b{&1XY$K}My|S}eyEufe^5--Wd$t7-B#jWpVUOXD2@b&ZXTfbZZpA)i_Ur5+CPv6aR2Zmiv`k_Xnwyv(%CSG;U^)qc9sw91~ zX4sNNN8&c?{f;b`6KXGuTg>8bVR075pY5Av&-9mHMcvdIh-0|uZ#MDS0QWDv5^6<^ zs#li=dygr|tP%byv=`VPQPVhK{AtGimCj)&P1Z+U`Lu zsxJ#6MWL6m&8t(&gC<#IdEbGFX$|z2=V&4a*TS{?;~x2gx6ogI4Yfg2x3lA`JNenZ zXBG0kpt?TC;ECUi^0-509zPd}?1zTlD_gwxB#8c|sq^+MZ>zb_nOl_w68xz8+Y9Bq z0nIM{ep^E(DAopvc}+pBfd-)uyspI@IC=*7iX263CQ(q2M*BPXaL!!%M^mFalC11n zjl^hUqdYGK|1#>=*S_U!vil9gb|MXyo%MF<9z$|jlY2d(7p)z8u25@R6!eDwqX>OS zYOTJV!g2E_vvy3e3M`QXugZ{suDPHH!Z@_4U{BU~jTJpLNAaGS3FJ_A!&2#G(q<#PM&B*Cfxf;7Pby*Hkriar`=B_NMZD3jTpO79SB=3?C z*BA@L>vE3HT<7FlexMo?KHN*O3C#kOZy1ayjQCRg?UQXRmr@uWbc9^-HU=@h=x3&} z?3A`RWvN3PCB|8&E!`P-awuC!X4=>c_XEcMWCnHqWiD|kbi1w?a@D7MG?NXjzZAFL zd&fRwPr{t6DzrQL>@e^(j1IXPjJ?@*dq*qxIQ1DJQktm8*>4&FFMekUjWbXD{-rygXsYk!9|o(6g^F9`6M zvC*B>Cw6Q zqP^+mT}iutva(yU4XjOCLG}mXd8WFluWLFk~bZ87&AWZHmJ*@0SeiHE@#Piur2|fZ`uH&?lBthpf_nmREu8 zymZa}1HViE=veau7d6brU9HaB|E84$Eg5}yEC`>I#51q@xj9o=$zZXP@=}QQiMKx$ zqWderY_$gbTW2&1U4PpObVS^!d2IvTm>jPlISh9t-?mSyJ{6a)V7Ht7iXX%~ZMo09zZ8$6M#A`@UAJ2;*+-)7iCA@O3K z0GCMCCzCt?>8Z~FnaW!I({m=%lQYUb5i7IpHVQ<57ViEkpYdDr?mhxv6q0RJ%sH#% zHbN1b9f@!UTax|_d;gT+E>}7ARduDB)%bIJ*~go;fIR^CEX=H2R;a7GpNYz5&sp|a$sU0;yPdHA#%;gSOcA0-JBdiWw{b#TQ5n(Xn7o)2!J^TQpTH}as z_KjSi;;qfQFvk|#?G!iTN4ep%roi2R1wPW9^7UETmYhphBYR0~ILQj~)fuovxo8O> zHzebSRB`i12JjG?CR1k1mBx53enGMsAEPTkO&Oj9cP;~T6BA1y_Aw`zz%T7xbJt*| z(#mz6=cFyRopdMRWKQj`DHaISXFMg$mk6&}sYrd&O0N-#x&@DTRDT!fR4}K{YbIO% ziIQT|#g`gKWZ9l@3;BAVFrXiV1sVGdDS%L;q0O z8p|x(^U+IDQR;3-6eUAPW(T_oSVce=*GEnao?qe%9VY0CJrU z!aoi~*|Ejj92elfjxYFAAlJf0^=jnv&I55%Vj4B`a{V1L$3G7CS~kstXnp&}%Vs!P ze>JK$srBA@EgyW-MIOl+rd}$JCq!c#tc+AII!HbsF~HnnTOr*cQ1qwK)`@+?4OShk zNqYk(z*v2O0SBC$Nn1y%<}BDqC88y2sNw!}&4#&077}Yw!^u5mnFrMH;6}lJyfGi` zE_wLT^EbXjY_oIT@_G=qyhuRMRM_uJD>13R1294N`B8ICN{zno&m z3)J99kD%^6H387k0NNAoz_3Rtcky&-wZsp~@GiZK>rY?M*2xDN5zEg0zT0*#@@4S# zL`BWMm+SxT?;LlEoW_Q_hA^HNt=BW(2p}Di*=2z?ZLxn4$_sushUF6V-ZNRU;;Z@Z z%}9FFNrdEmm}I)xOPj^wF5|TJi3TgLHR(%fr*NJhGBk}n|E z>D5L&ek!*UI3Ws;ZfQYQs|IVZ`&m0}glK~&;Z?Pe?yX#opVqq7m#;#1IAt>%hDw-j zt9<;2!O_3}Q(}Eh%GFEe?dTmx4&I;2FM@eqxwpuU<9XvDD$Y9*2=)WNt7*de&(=(F zcocEk|JVwk05>%af;2fO{f+-`XS9`>xu4>?sIRzF0}YXj4sfB_q`Zxh}I(+_4(*Xbh2PQpjE4Z-Jt?Mk2tEQ#oq=iE2p z@9w<%s%)$ppd0+f_fk6i>EI3T7vP4k?N&s~e(6fM|NYm4dc`$p=dj{Q1bnB0-q|l! z_fd>6YT6{RL8^-z-^N!*^HGOvB~W#-bKDs?)S#*wZnPpL)_=65dggRW+t6PXVP4 z5b5|gDxy8DcyALyPfx6@FBg z$?GGwBjMpVu@6O`66%}Q>tkc0w#?4eiW;A8>06zh05iUV4}&B2C8seCzEh>~+bv?K zQWR*wF^0v{#-P9mM)xkYg~BPtE10r?a?27(8w&O2qJ1qm1J5;Om1do>e~$9ypSw4t zvsp?-=pj&uNvdd*6AQ?Fob!wX-hONrI96^jj&O6{8`IVH$vG_Cqzu~U2dD-KkQ3%} z=E6Mx%~6ayvCNCa|JPMw|G8a)&X#uH-KKw(ek7#rozE31$eO`c$a#Fx2u{U0;IQbC zj2N+5uK+FlP& z6PqgTQIqv@OONg~NHcBJC| z_nV-A|EfF4ENxiw@sN^AElBrnT?(SD+d5q{&F)Dqbx>+g+VQ&8g9M8m4*3JL8ZfSQ zbj)mAj&mV5#R+ar(Ik}x186Gk+&Fr{&pydO(Ig(NgUb%brda#PZk?*JX~RJa)FGhz zDX`f^il5NlR)vh7=KXW2MApCBPki3uXcd#L1SVV&Wy>Q#`#WTq;Q;I|_xl%D>Ih8T z((#gw=9p}oJB|C`31`H~|3Cf|=`QEfx8B%>nyw=p`9t9f~l ztE9bzwk+$Tm6v>UsNs+@Tf?v~|Jwi~eo}#g0Ta%{-{Kk)00P987Uk0i8aTvjTBLyz7d(kT&a|9IyeHHW+O&#K; znw@D`XXJPF=*vwVCH9eozF;#DaiDa3Wk+9XDq2nnJ)T#k$Uhh@TAs8I2IF}tc`FQQ za*N(Y+YR7ILEw(o8mPF3psc%n6U}aTPa5Vb>hBdWNaBnPxso*#We{t_^tsKl`jC1g8$0pg4=m4{#J9=Kz)K66+U#iYVN%S__Y~?0t zMd_4}bA}R?IO9hcGr-2Q_~s97v4SW8*|XED6|QumiHJFyy{PFt`~Y}gTryXDiuuYu zWQizH6H|_Kx2BR4AP#<&w_4x5>r71TfaeJN?@3b=*x%`d?qY%3%vwr^PRIXqa zAIprP&CPP8jL+)In9qYJ)GvnUY)4N{9a<2%=Ju(p#0z8Mpx;8ZXXnz6XMJMKhBMN- zS|0wq?Bsu-Q9KZott=NjOw4}e)9kM9)7-|<^UsoQ=e}RUl19nb)^lqi?+=d?h;0H80w<`3W4Mw|)wkksnF8!J=JZt3rn^ zE>@UUO{?1xc--xipxacft0cU-?FXgH|HQh&!hIh-FjNZws&DP+seVPIxVCw2h{iWn za*<(n$5u(sGa|I|ef>~>M@ zq4UEZr9mS4wJx3zTngvC#B+sS_0>Cfg#|gmPkM?NP^&$JVy(%h%fs6lBYC*-gWs^j zu0)#l7ZF{CyjmcJUt$G~4I(F!ZnwyGizahd`Bcxw*gEpjLbH2{s&alofY-&rWPWuX8x*SJ~Tgr=D=<39MI+9{C$ zp#>MmaxcRtWb4iP-_RpDO}be;yB(L($o3lVC2#az)ix{8E zpFw^Q?TzDI?9i11n!TqG&^R3c9hJbgMO*j(J}_Y={7#MUyDWD3;fgAbDK|Y!tE~*- zo$hlveJvB66aQd$a9!$DK%|!H;!b3*M!N?0LV9 z+?nyu8{fQvACrk?+W&@A#FZwWz3ZmD9KUpKTDZ@pIYaZ}#s|V_y8}s5Yv8PO9U$S`S0(ROlQ)tzT z^=20XM}I(3d=|tv8b@JsD5z(XGft+4?=g8NmitZYxP@}Fep&;qIrR}Y(4xJJ1a8EB75uEzC*AjMq1*fO=8_#? zedJ~58M(pe55KRJX7_jooACENgTJsa^@xWbXJ1|D)*W#PYkQhXH_WDg-1OtJJ^DCP#?`&2e6 z=vhOyqbK`28MJMjShOjUKxkHg?;j8D8j7oLv8oQ zW=V`kD7+zUM>SLE>L38QyW=RUru=9-@x^;7&BVv1m7^)n6+kc#B{!ifAbAV_-L1g! z=N!?GgyX5Qr-Py{Knxzb1*&_BzSm@VYXBn&3M91oe9l_jUbQ_|YG+eU$mW-i>oU>V z(os=7VfXdOWpvLWJqzZ;6jg`jQb%Sm{Ny>5y%eEA$-qwAQ-CYtYObvA&v=VpMm|hs z7_ND%=gsiBYMy!BlRH;=z-B(aA+BkPFy9p_3DkIvaiL#P{HWt)5HyQO{<#s zC)J}>MgTr-$$FOOcd0U)L8V?m15fi`*0h31Q&*$>1s#&Y+x=_#t?rLSTu!?2!KIq| zRuUc{gq~sd4XMy#hb__8IgT-Ss-0AbOPAJ~{orlicXH@2wl~~sFWt@7)VytCyZDxD z1)>al+BFwEbgFZoPFsPJVc3Y3i zTG!5$`Xql`}-9u&g0W^ zJvm}FBff*yNemWnaa?qHEOFl)l%|s&ZpI!oP+N5h9+^kWP zj}}DI;fMAKD#xxbbwe0!RCaKx5cNNNN~q=P@`f{|Ui4XY=T0AumAbO^7LmD6yJ0_x zwR@YeH?=XDoKI7GeBiCpS%u2kD@e*l0y>v`gC9_{+PkoEM;7#YO1tm&D&o7=Cg9Jg zUT6+)nWK_4CcM-|p=ugH+A+8G&^gPFC0AptDl!rjtN?@Cxco|%*U7c&YMnjr0@L3+ z(${y2g>vinX#b7|D=n>|m{mc@fdx1Gyy`(=HBC9@(R_|)ZhM#Q&tDe0ui>V5sV>8& zkZjr;;<+^260uqEJH89;wp>PwsdR+4Se5UVGSTmekW>Il##w4kRAn(2z3t*#mMk+5 zXATUJ@S&ciC&8p_Jjl_Howp;ot>B#6TyGYT{ZaXJ0=uqJy4-eUAuF}e5w>CA|9!*8 z7}1P;Ic33Aek8%N+RE!qGrSH*kdsw*L=v(L028VUm;x4sU8~ zO3=79m2@9g9c%@DXHI9QB3iU|WtDeR-kHm~aw1av>w0SY9O8y>H7EgXR$N1^IA+PU zad%~8bCo&!;W2GS0GzA>ZP0`z%V3^#>gSNuI0vJygbqEFFi=U2H@(0{m=T)9k$$iH zx`w|+(ymwRYw*B2h``^L3*7^R{>J3A@=w%SM?{IAGv`U?v~NGM(&@VB55hIid<5mf zMfR%2fNJ%Ti(cCPhk3A|2>2aD2-z`=T3x|3ow2^O!x#M_CSDZH`i*bUKO{@cBX+LS zY7qu!>Sq3_9*VhC=>V#;prR>)=w7c6OJ(>T8oab51wRM`^2c&TlyiH^dlbpM%W5R2GsvdhC=S8u02&tY>$?OfrY+50A89**GF|TnzBEV)cma^;^>byvwXb&&3i%Kq}x@7 z6JOlX)vZM@N0YZACLI9bO)Yd7?!6uvikNSVHx^9~9j0$mdNt5(_oW!5?7mSs?K#9T z-5V7)6bX;Z>;`co>RLyy@87IsCl^XPZ?IoNhVT>g_W}*rul;y>%b5(SEmJSPU-n|% zOpCo0vl7w7a*FzBS5QH4F|L>hVn_fQR9s!Sl>C5OfokYMd)i47#hVM(?DxtnD!~t- zDX`Ij=N`_1*_*Pt&TD6sch!jiY1si>xXClWwngsR!KckyJfJw{-ZLR+vq?bR0-T_} z0R8#SZdht!)5M4m;CuiR15Se3iU0Z#{)vX~tUmfjJXTPNg9d`|XM*tJfst!tNB`W{ zJUb`kIm~HsFLUpgIM@2yqYqq$YyLh`^6122)k$ui2^-CdN&5y%4kT(n?hW1VI6C0Q zXj$57g)30*k6j_soYH+tMZJKPb5yi+@cF@@uBJpj#t-#`oF$Sr8=}$dXv$M8d`Zot zcs{8@T~uhp8%&jea0^bC?aG?BZu5%!v6=O9sO>lgb-Lz{6w!JKPVSwN#fl%O9Ar({ zt}Gx~eMA%aCpSiYt~*j=h4|iPb9K?T(%439>TwTl-F95ckp{q)11NT0b7=Cz4Gu4Q z+rWz53M}#qGNQ|}bp9XUJ)!!bb3pcuESYP9f=FNfrnN9GYV5APhKg?vGx_)3)NK|a ze=eSN%d99h2n7G-}~-(=)x%F}q94t0%EUGUK5QzE#*eruJ%TZl6MhDs5Whz(8; z=&M!WD>uy(O4Y5?)oo|nV+XWmn5gz61ODoyP3|LO9|iH~wwLbIr>F$tgw9Wyc}lY` z*%w+?g7My}#z064fe`1=Wk-%hW_ad>y^6~b=d07y{5xzqY)|`M0<3W#<+XV#r|lh# zeT!OK3&ZQ1p5*{q4uzSivgs-UoJje8-DIHUp2T#H+Z&ei^(-RpP{7hj_ z0~781En8&E9dtoc8M#V#`D~b`r)U!&m%pcOKT1ICpcGa4p-G$)fOS-%O=hMNi{7&| zb!A5*Qjx2TCw}LJ90gJ!=$&s%tY)#HIC+>EGX7;r6@VjDI{H8F2go6l2Se?T>D5Z) z&FFCJ1iuZ8cK=E$X+Q-2<>gFIJFqOL#jco=q`O>8C$8;-r=dPC=Pcyz zTBRAEM3N>vf0~-Nzj9=OzfeBgS!2W9z-?3!eaB}X5LOykBx_Y&$ej7`=tQ21&Z!v# zZtf;^RrO*mswo^w)gLoVY!tN`Q)&ps_R=H zM$Ek_Vr;`2D&6?|#6MJkQpv^Q={R+B%txR=tH9wqHL8dM*?{;r+>O*EQ)6uy%^-o5 zz(aok)XCf{J*p;;@}yt&Y=8JH`xn_dO9LoqR2_fAIFNQRlheO&E|_bqAJ`t0_YJL0 zYFXHLsWQ|KlvVQ=XXT@>*SL|XTzv#+LfbPzNNBX)p%JHYfIaU-0ou4KTLG`&rfe4V6P@rKPeRB0(FfmL!NHOFbqlvmve%wU9hH?=#dx5msU)hI2m&6coa))qVzL-U@eKoVbZSx# zv{}R*7;W`LL%&BwCzkX#a!AJn_pBl^))d-St}Ru%{w7g9XOHI4_dij!q+=hJ-j3b+ zf?W2Yx-QB2s~#(cx=&T=bjOv8tSNu%&Ym74fQg$^{L0$aM(@ANsz;=;kO$76T7xn% zFiGm)Fz@(^B-=T1qFaFOkXpH7MC9>*vj=MaxQq~5*5ug7?OvF0{$5zI|K?;=uomE) zPuGNPOFqABR`E0mUzwD(1!CmhVXzTFm~{98vg&=>bGD*X3?%|Oru)zCFYKp>`ebC1xT7U&>2)*l>zN`6X1wVWo@Vh>|lp?V-rPN%^^ z#e7yY$CL8_|21g4;R9#VZp!k7-_`#z{b9wmDq9{JP@hn5);@7%C(m|Ae=7&9764YG zw+c#)C+_I6EQWDTWn=Tyauf%Lyy$FOY3qQTVaWgOuAeqf)6AH{Y1zxUFVspupR3d z3$=76e?EYfo_jULyT?^V`yH10d>WUy`Sn4pq9(t-CCRN>7e})cN&adP^V6UVzpgdl z>`^=Z+_hIFbq2q4^g6W;Z+>FL=fe0e5o?xk*%Db0(w{ znh4K2Y>i_me-YUhZW$BWTUahhdv)d(udgN$_U*$lP>oMtCaX+YuUxPVjjN6`2R)Ne z{$3tPdQ>5mOynpNdkn_*KtKcBD(uJRFv2ASJoNrm_CM@D0rZ3@Nuebz3nC{8FCvA! zXd=03iaF)~m0HL?;ZMqx?5w>aSoe#N(J%2F`aE!5C>fK2H>z4?=deBhI9G|h#)5(* zLrn{dXVDKrIvWt$i3UUgFzv@TQMEuK|(yj{D?hU>8ks7>i9Zt^6r_HeT$s{$)DA{ne+Hwj_ajVIK0$G~2VMH- zH45J&sM6?Zdc-K-=-|@V5){3Sacfo1AhHiJ?YaiVbXjjVY~3(Ovus^22{ zOsfM`9uMkqsQ^3M%$EnxH024T8>2oFi*4KlsfF`}@*U-lqbplwH$D4FE?pqA1@%V2 zp6X7#w_0I%Y>9ELja3Vrw?Xe-7(J-LuXO`{F-&zf9k$G`%_u5-M&SU?)&ZUrxG^mG*Jy%R;=xyA?mk;X(E_23`>hE34yHU6CCD zQM68_j?%mVS$Wy3o^rFNGwiJFseSF=0!S|1#(P&v`+^@Xn5V5QKW!WF08AVNj-h{J zhsA%6>}*39xJrr9gr09#19#~LklWb8`xr-sie-B)POImZw8~bde!SdgN>vV|2ocM; zDWu_)fim$99*-3cpj)E=MdJ3UJRM71w03xv>>HxIZkLX9qukElS|bn%IP5AgXY|Pr zo)f@+SpKTzFq^z@|B!PxZXlEM3>v)H+9urqXS_%RwNxYVYXQD#F{tMPl6TKGA~xbK zNBJpi!f+1`9KqQ@Kdrc*D`T}f@EC>Eh|BebP3x(?cfp)FP=xtaK2CmZ?qh&4Z?R^A z4SKS`N|h);2BH-hGI;;j_|Mi`VqOEt9h)u#bhX%&y)p zp4E!w8yOUi4xpgX2EB2*76~`mV#M_-8=nqRl6_cY594^_d{_?h0i_`Z&l!LDo%od( zb4nJAy`%fwthV&Rv*>&r$5Q+h#d)wSYp%g+{YToz0w&tjfl8H$7d#CnsSH(j{f+-Q za0Sxa(ed=gG;#C0Jl9k>_-S2gFOxOAd+L7wx1X7{an5`HvdUJ+`Cgf8TMvKR5kem% zdq(@#Lc+WCdV5|}>a9P2%r3rHQ;Hq^I$QczS{J%H-jCbukbPegk-8++^%xJ12IBn; zNzDxdQxTG5N`uM)o@X*r1GGzI~);X+^T3tQ%AI_~!WHLrXBhgIcu<-wm4en~f=Y-npPy_7<_z z&WeIc$P%C@7CSoc<#EyT46@aHiQk9eVk^L%#o&DYfFe$8TE&>%eaF&7g4^Oc*|NK(tNz!i83ERhZw@*&y3 zHdTUd0|@}S6uHodrgkFT$R+Loo z5%#GkoJ9>zP>2G6hIMZ1s>f!d+(??1QTe_U*kj<{>~v?fo`x+&&a1=qY3@>(^C9Yi z-CDR_BGdduWt&gKG@CctmiK09%=-azbiJhlwWk5PZ38`|Lo@!H^L?v9>*2FU>4^Sb z9}-z1=LYKZIWo_4L}vV*A{e9%RbA$9#)HW?4}ne|QjT}mW3Qulj8l5XctFD`!@he~ z8bK){bQLAr^>K}QMZYX^(%wxr?5Ej47kS6)2wEH{>X$ zswx#8=a6nmgmR(U`Su_~f93_kGZwF^o4j4G_a(t+n?7X?H?`;8`MzdLhvfF=Q0zz5 z3jpyD=nAC!Q&+pR5tdA`;vZz1k$wl{m!LBaOYge*c(!?HX%KXygWgLZ1>;uERm><5 zmf%f$_w?xaq6NE?KUuqv8d+FDWRdlK(V-iupLCvgH`&7XTEAwv-kb*4e&k_Q>V0D_ zXKBWQhNXyEf|YPHIiGSES}iKfuUC^y}iS}De3!^{~Z=j@{N^;#X;rKj~_`Ks9S)kR81|9 z4Cm!2-q*W{`OjXrEmeI~;N-25{b#i!>A~ef{m$Hs2^j2SPVLu!7F;HGfM!^yevl63 z+3ko0x-2D7W~*+@7pp0cG#ij)xME$`rXMyv(*MfqHF~(-P7awYtOf0 z(pA-5Gq!h|3LHJWv?34k6wj2Ubk(YFxa&()i?v;*GZe=f*hJXU; z1DdZR(79#dXWX`YfEcQHHS$5ALZtz;jRk|s!cQ0Gz|~#@h>`dk-cb z?_D!BPukWlN_s8gxT=8D7F^(^mIeSsh)@F+=c<=uTBd2e_YR_F+v;wGj*C;)ke6;o z*`_;G1uIqx0G+ThM)I?#TpD3#l5$WvFS^J`3=3j}N_B-u19 zLFX|C4|enp`}oEcgU|c5_9)Tm7tLqP=Q9;Qpfu_fvF&F?~T4DNQwZ*pCVKtbLa^|+y;|GgAn_5 zRf@3%UpD}glMp_*WOz#tcdORwHrEGnA?U2^^66>r<XHshk#Z(0Q#C%(z*_8cDpKft3u5MUmIHR=|ii zbqg2~!5Pq>mTNb(p^pZ6GB~1~7eP#dUvOvmQuXuSEF0uKntoOEgsp>#s`JEyf=`!eC~ri$fyDrlLR|j&(Q1zqedz>=a#`sI8U8mn3wQtMBl7E?^b0mBR_ka< zbs(DpM=+H$RsWQ`ylTciTmRLpa!o&Ty39dlCOx(8W+6AOx}-Hx9;mfiJ=WIOzR&j0 zOA3`SpzqY^_r3HCAs0P4C>7^|>ScSd^4FNp_x=^*gJ}`x2R7Tin7gT=3!ILcxOem= zWl@tO&Wp8WeZ7_?udx@XB1$(VWWD`oB7>8zNm+$4ho9UfbC5KPaWKwZ_3&IWL25Y4 zjK^g1?S~k-aY5p>xwR=v$uVSv;uqMe!6nqk^3fQ?rwDid%)$((Hnod6FdsCY)ST6&FD9O= zFe5cbM$$~v+<5|`I7Iq>YgwL9jM?Ll&KLOyW4@LHiw7R)1Q_il@RbOEdDr=FChtjh zxy4-_0^u>x-usctfKt!aR-_jvFZfzs5<3n+^6t@Uu;oilS&bkt$dJk&kOsr-CU$MK zce{0+2ScDD_fEh>5QD~AVy2}#*&6wV#Ttf?I-R-|0&(LMp@Ouq^zj{37nAk|`XW}Q zMY*a^JY#3&(m#GHq1+#(R>e*P;Wd{`8bSIf+@T+lO6MU{JIB-lkbw&bh{Iu1^*>6x zZ?^7SPIf5g5~^6|1ViEh>c{P-Fv>oFe^$o7K;E1^+$vX`ec=66)5)a!KeJztTYKyF z`L>-wiA;ljxmH=wv)tO&lw;B>@jIkq6zsLwx9+Oqsrp!?>Vo~dUDf-Rfz`4y^g+5X z2A6>m00nCDf|&N+h~o^4_C>7DzzEAlL<>pkl47?yU-X}?Z=^ynP}9Os?X5PQcpq^G zk&w6DQU9bSbh)hk?^ApQ!vBD^)oino)f;m0;r|_9zu^Qu9e;qcXsHD%G6~z`@w5Plbe()DUNI%VJw~!0KZV^W=zrptrL4g>op_681_^RpVSq(VS7Q$BkBajGiCg3P$XhCY zl6mzoQK<2l1-OOC^?S2Kwrv*{yY96*s;S&ux$5DrY;q-wsbEsrJ5!|Z*|~jsZ`CqK zc4xx{w)`{uc!B7PXc_`W{U!v-z|oNl`RLxGUHjUdVK@(T_iBeXOl{!HA@G!+3S^#( ziTh6~h3Tr2h}xFlpaTVS9Z6u?gY0|jc)foeWwdfWPM827GK+m_)@Z=?ob5uSXs!YB zY}m?Qa`L-dd%q%swD><`MV1Ev}lS>v5*XFK8?Q5k>y%yr=;{keY=|lsiEC_7 zngfj`rK%gAb*VL+E$?9N&Rw(vX$crO4i+VKoo-Moq_1&@eMSg;l4+P)`S`B_z*=Owh@!GTwwtA^W_>`hHn7Aio}|jn7wc(#>0OZH8wy ze<^*F+4R4Mh?vSUdlUl35WXa-m#p4r2dpH-{nh!YuKyAqot_*1?&ekgm(9Zh+oZ?P2bTc zWRB1+eC~kEu=pIbg{$rtv#!8|t+`RDE08<_r9v93k-(Ecqen4dG5pMaIzCYgT(990tv_NmLGg@HqR4yY{bTbZJtAqaav9p89OO;VF-A%1GmGlqpBd}r3}*s_6sSs&@1+a8A5DzJ*}#JW@79XlxA$>HFD0QGYH;t9n5gP8E;t76rsw*ziz z!_Hmkd^8^`)GM8KOcW}*M}jdouTD4N0yHs>6nioPcDsV=f-e$r76wuaHz%${-qqBo z$l@~oE%$n#_$r<-H>i#LGU6pDm}QN^#|dk}(5*+e|G$6yCSoGHxn;}mEeX<<5_EOG zJFBpYf&F6gE?V(IQ#xuURZVf_uc8eV2%C1J%lnk~CtH*5W*4{T{$*$M?M%SGeCF3P zU(qDQ?WSq_!dL$#fPGM858JJvrpA+}2 zRl1iMW=B=m23`zcU}V#+IiajHOVL$(Zu+Ed?EqEP_2pQy^inWSg15L24y13oU(xS= zm*R`0HK#}8)H?prKwWd@a&KUWhHI$n|Ygi(f+=z83Q~*#gRKIUSt{rvqU{ z9q5!F^17*gR`&z$r7K~23n!W4ka`;PbiXHJBJlK&4u#yS-M=_4(U1C!sJ86Obx=Un z)YRywn7&&lMjLx%l+(;M)_`jB6&$G5&WXg8`#eU0LAew#5N#Iwg4)whquxC2OeZkc z{4DV9LG2Q(Syk@4(sf@`V&2P5X)cKyQ_~`p3u^zs`CUbEJY~v=Zc4AO05fkPnB~3r z=}ztC;VI^x*X}W3TGu)wfHI&%c>?H*hZP@V;6I`<2+%iVCsGEeH)u#N<1XfO>S|YA zp1Mj8Mocje{oHwm7ARDqQDcCt+9GoGyYDD3ycZRnIybsf+|U4Krv$#hzB5|^R|J_C zSCjspVp8&o)vWJ57`G3aBBRfX!;$>qiH(*WABkcMz1N_S7fgWn>#RC*ghtOFR&8^> zDb$_P2nHp|zW@*ZCkB;bw4=GD=#wpQL4t%6$B2pxK~{*e1(kKOl4t z!AJa(ih&8;WHB6CN~(3XXkKsTQu}{QeR&|1?f3rM+n&l>LQ+~J$uilKt+zr5g@_sB zP1zeV))`wHW#3KKsgT4F#%QcXLSxCkQ?@b2KE}TM?q`h8_xEQb<9Y7;KIdHLI@dY( zf?z|lGuXwRm@AWmQn_Z+^9+J(kh2*lR>JiG062(Xw_$zH!U%5aO2u*WYiO%i>w&V1 zb3r!*Y>v}DW(d-6 zMG>q}H>ZO9L_|2#=x}5Esky%x=n>uGFE8Es3(!>KX&tHv7?b%HLw>8|RCt6_SVBJ5 z@|^}FA4w*!SjJV@|52TJD6kCdbO z-xqn7)lsMd&tbfL-Yb67HWrL%jL90%D||sHDkj&GPSI`arZjghM#nrvfR9C;x~qgX z`QF4F4W=K?$sEopwRC@Amsp4?QTmnYA3tB zG(1JV7`D6Pb;nML{s{@tWOq80x9mza@nvSXr75-$)VMFhDEzWZYF6CPkf7lIK|Y24;%}Fn zNnB}pL|&?)`G3S(3!M+qyX2i_`Q18pkY9qPEuEM5I>fWq_=eJ$D&Ahxz}`O}CkUcx zjPR>h{awBn><*}Y8GI45(aGHdy50Umw(lp4i6OBeuN!VGWOXo2$AR-K0j*{oH^%4r z(!|S}fBqbD<`GbQuH^}0=^LEuzY?yT8ADn%Js+F{HiJ$0Ou}s4xp~VW){?{bmf3pO zYOG#^$H4#Fo$lEu*i_kSGJ10Xz`kY7STQ=% zR)(Lvbf_2%@tbl)J_;L5X+~0a*){y40@(gU@+vsJj!2hJPJ9KH(hlYxtuFBzK9y5) zXLu(QaKh@@!(2rVC6q1y1PP8Vq+~h8gFo@>k`a? zlJCYz_c=}Jn7iTTprw|PS6^e9^E=YPeF~$`yxIbxk}VER9te%yFQ528qJ{J z1Edab$|>@^F6Z03ZRgH3oWGZzRxrsvwhq{*t?0Ym(h0USDh7e0LzM?WP|@-q7}N2O zA1wKB@^@;7LAIF330fW#c)O)m90>zbC$#Fd`6^FH6c2nZ4y&>BMR|3!H~Vx<-A&d9 zdV2>(p4;kZn#;2fT$k2xr)*YS9>e~sa_sE;MnmfHk44?lH6Ik=RQWbXpB|8^@Lha2 z2rc{SbHrsyLEf8Xou=#M=9wAv+?3O&dGS|kt)P<+#6(blCa@ze}SBHm27=trq zH63~s&BulorKtzft+WOrrr=nOQ` zxF!F-c|?tPH`WTjh{^sV3K_9w&PM)SY+#I7(Hg_$Tq!-?g~ZPf*|7kyV~xeOH$|;^ zwSE;x4~t}9<;03{(>p!5p8#WS+(Ev5M50xuD)x70k{NZGNVGxdmcROQGD3Sw z9#$07go|6s;~M(Pd$?9pVqyiOWd+1`{~;TILBFI(3#Ks>nt{7qMb}pwd4kEM!C(S! z??6fC!_+ndBf$@6D)CQBDy7k;Od0*hv?~DIj*cM0wHxGNw6u7nXq6T|Cf5m-na*+& z4cz2tFGe%zL~OIKsrLYDpU}q#O2&>R6#i3{{*Sy!dnW$H&^xdV!dJ{zUiS4${}d6_ zd9~qe*wB*FpppIf1Q3;tf+8%JVys5UDK(V#?yw_1*}~^4KY|Kg3eD%Fr*5x5jd2B5KGMYh0kx31*etl$cF=IL~l< zJp5g&cWy3|q0r&^@(qUUvBm)iI-!M3myel5_mxlAJ#FufcNE_*{r>C9@T@8{#?JEx z)u(X&0X4iDg&gB@bJmNKw8;@t#^MG)ehY~tR2d&N1S)a*ow#39b={{Rm&wP z>F}9B^b!<}r-di_3ucNiSV0^H>(-r+Jj-&g9JN(KqzA^PqJ-&OzIRE&)%S^ZcUOWF zDX;n67De5=tEzk|rp$Bt-xm+rS59@(!K{&KPOnR~nm6b#OsEw1gKC%^tcO0De(GWE zaBKQ8Z@r(pCUtU(NQkBsSyAp0P>5TE;+*A5rKdepSt4$s@mp4P*xTzLy4sK}V8X-w z;2&VSFIct4)$$qW<~@=O6sM0s`i45nm$NuOv)smg#CBCn>zOquR7}*2`0VouSbq)s zm0Q%xp)2SWWAMrPUFnZU(LEE;^qsoO*OL7@;*#xpkZKR(+b{IewSzJWK&B9j2{{f8U{CZFSB z`_Nqfv`L1tc@7Wot+U{Yk%CLexfG$Yx1%CA9oA&3IKYaYb?^4*%XiN+@)OTpSx1Pq zwYCTzQ3dJLf5t&j*D~? z#|ss7-ESqzN%TFxDJ-3Lf+}-SgXZc0ny%x?EDWx;(RC~8yGzal{)TJPLRnw;Og@){ z59iMFy8O8Js{FQtnYB{*{dvTrE&JzQ*H6Ylj}W_qyw-pZk?~O$Jnw+yadZQZ%ardN zU)JoAXnQJ9Etqv$r-4`^41w2YVDbiZ*ptzw7wNs0ze7Kk$>IYh54B z`n0p|nGE2QKxaBQWf{N~9|%L_wFJ$49gnr7^_fDB_&Qkk$k-L7Z{5!&_-g!AWuMLG zqub}H|Fz~rQ6>BeswDZdVpP5z<#T@|Hvj8D+b%|zWjKeDc0H;}9vldk^vW3s4TT@@ksw_7F zg7ghC5Hy$Ig^o{F8xIPU3$aqKJw zVkr$5!jnHOw{+F&NxvFnHC=$^`&3GR_3cUi%%AUI8UmY{yH9?4cl4@#lG9lL(Rh!h zhrmIFsoUcgN35}^d7yzcz2F#zy(_EA4~(0M8uuGy6+ExJOSV!Q0n3xkj|SyM;`f(r z+T@pMjco=qpo7SxD*_teNPcc(B%v%guW&5>bZyf)WIq>}P7kuLwE6wTCDks3{neTs zrb)U=My3TqK|uqbImj*QAU60Mz-wGFg5lpWspy&^IoKQ!hWoH{gG%oC6K*lBDN+p%AY0XtssY~3BU;cCUdQP+=ALYO`5Yo>ABVL!Bgvy1Q zT=bzD6~;!ngiI+M+_V0M7d)%LH$V}4QhL%iZ^QJv&k1bagex~#E_xn^tltIn{L8*y zXiQA|VfC@+9o7WY#_K35XK}sXgI(3ndcQ1fEi{+J0m;H~m^2z-CSKH$c4p;O6;-6n zd%`3HQ8p3!GLBBWe?s!^1$m7>$ZzEYBB&)wW-1Ss7%HH>5rqtO2;jpw zkMr2BU{HZde>`>sZkj@8r-RE4_cOnV=YvwYS!UcL?>18eItH8PJ+*Euuu_(Nq1(i>unl;) zRLIU}LN7^3O2?M(Q@WQkC^dNQ5E<ge(}8)@uI5QlqZ%TS19`5ApVk&X zCcX;tD1QqDG>-GS3H~+~Kd@5b<$SiIPlA)nIdF&Sp^x`OzRA7!T}x%1Z#B{wtRIA6 zC%y;ER&5kq!;3e!mZ-(`AQU%DSsAzPu!XQy>nb7RHR<;gR}qu{nq56*h*%yRS3Owv z1phOVL%vf=nr#r8|C`+M;n{hsERhAoeq$~H;|Je=eQar$!nBvUfm@RuksrPZTcx7) zHuZ%4CeGnPjuVq_Wa+i%UFCT?Sl;gU-L{2kr}K(pnjbT6 z@1g{c?mn8X^YB|TZ%9-dr~OO&@x}z89RWPWAklW-6N$aKX}$=M(^HIs{IGt}gN{oI zgA`sTlk|8YS%=HxXn))>HmgC`e6t%tTs~@mSb-Jmdd3^;@g-V#ca?&Kn^H1TFf_wrLc z9&Hvu~ij=1Ts3 z=j|A0yFN+)g1lW4AS)N8-W9W`*rdFUP*-cQAzL&R)u)uO;=IVi#vtYM&Bs&6X*)W= zRmGROrTAVuJz+MyLgxwZkR*-I1g#Z{`IGabRZw4u&08%sQ*KL*g>A}wz{Pe3|olRpLNd= zI$fros{oz@xvQvV;#b-4NU1LmL<-L4 zMu-s#e}F8Wwb;bS;*jQ!Al!6gbP?cSwmwszmTR^O_Q-wO=@-U;j(xLs#wmD!Q71Dq&#rBoRe$rZAOP0nyU z4or;^0OzS28NkPQ)7v2ucMNahAbz0>Dn;)IX!$T1^JZ4DblJ_@3*r*1OU~ki1d&%T z-bY}lxC?{vIwQuvxcv%0-ZzK-Ke;7)VAn?CpX&^rUp&TCmM$$UZSs|C+ese|ljO}}-L*MQy zVO>SA9mF6;E6*io^cX=%rB6P|A>iW&R&ELXNPexW#zN5ZYq}@7=10{#jxDUBqqv-Z z_i><)!9~2{jmu$xd;tR+*OPU>Y23r#6QR#$!y_WbQ4qZV1-FDblKE)Z3rj0?r^GCr z_%+*|(TxCdflXCJVF&&}2>7Lq@JowMgR9Tjhw2oJJelIem48)4w9?uF&Uyn+Kv|U* zqsdeQ-#fmsu8N`2x_tF}UOxSKp@$=og+@Mrm{b}|>ttdYhbwSbO+~%CC)r4`2!OIz zLH)dh4|)d^KA-xxbctn-TU+QT;XSEMb`rI2p|c*rM0mJ4PdgCT+8aO%-}v-Fx70d< z3IWn7BHht01TpNz_gui{WwUyU?9opUy#(H)NTBx!;47w5JBhhAan|fNX(^Cq2AK0# z+H|A{ldcx18Gt1Ln*olE_S;k(($-Zb<09=5=4-6PJ%|bdF~oqvQS9sYBIcD;U>9!#E(jWPPbK;V_1%idGvSJNP6A8X6N z|I19mpNPHOOpa$TMMx{Y=Zb)Ow4TGeBAaL2>krZI*=F?RtlfX2Tv2vA0eJ{eNPUMB zDI@>j{!@7oZP(+Yb^H0y6+&tiq^qW?tneDpGWyJm5$UL*B28n2hU$EK5 z5X|EICJ&p#iYsr5w%%amEd$o>8N@iJ{&*Hvv-3R*MREQu0kAeWb+0<)Vam6MV09spD}B~%7lygGFI58le7JG?w z`;pfNe52%8!q|2~X ze?)hgd&KihH4WO|;^2C`)94T5r41~;AEZpqG{MWX_fnC@wH36sNJvs zl9{$rm~9DcARo+T1Jrtic5O0my^FSeWU?lqourfgh;^=p>>Gp19{!LYTc5>9-tG((7;AVjPUX4Z2VqtZxw{hm4&NvW}Vmd)^@9ekAk$W(%Ni zdP;7q6yDYC7zjD!jp+Oi6j+b2(L}D17oXY+YK<z#zZ(jJ3zfQ z{zorc-0%)%eC^W+_QG}~WGeZOY8cj-9!feYno?ilq5NViuNYPEXyBOMbf-6ZUEkVT z-~f_~tzz1T;(t`H$|5@&W_^TsbO@6`rzi(=ZgNKIbL3p$XziTw8|IUQnZ0KptWo+7 zeQ$K0&5ih@mgHW2|7Z{V?yljj)E8s>6LmhsG}JYKY7q8>g6-IxnA{LIwLo%JiR_R zBLxrKky2>>*~3(rkoc`3~))qqPA)`fXVroY+4*He$+KYJi?@J*Dt-;*2-@X zHMjWkyDj4bu`JuB;-TN2I7}05UP=PS`WxT}Mku6u6SCo3yagdB)2&ZVm*wNZ57g_l zwe2?pU8TanyD2!-R7t@sInWzY|8PC9dvik^sA{6ZsDP8v1NBN}pZf~gBU-u3Rm{d@ z$7s@r_mbXPVbK+qix35?T(7O#XQK+&WP^9wY^UK>&M}Wy%(MDb^#Nq@BQFwZ0J4$C zFos3#eomXirW{WQ*)ZOWCx0lew?E1p$xD~#?E^#gk^%TAyFQXZy?iiuH}75DpGdK+ zWF}Yw5MjYH_YCGl`2wD}uD^Pg-S0b$u(?pfVa~q~* znIHD(<3TC#(=n`i4PZswM)rM7)IgklyxzhjruL^yYi{qxMmOVqVGgyeC9&szYoqkG z=WXm}RK$eFhZvUFG)0xKj5B!z@>qbq^m1VY)AOKOdZp$e6CdG%0m(1HF=8|}V7H`c zZ6tmu3?P|DnJr6f)`mqmbXa9XQOqm0gNk4tRZYHJL0ptOLpatvAtrS@qMZJgjGImf zX>8$uI7#Q^aP2QtA)d2R7c5XUz8$fhcZSo%$2Hk!W>RZ7sug$tG(OHO@oAQQAeW=& zZ7`CHl@^W;6;MZb2RCR~7Xi>y%>~?-Mtd@@`F%(ssm!MQK(oO7TH7zctAgU-Kc2{L z-bizf1AYJc?}mUP7l@2f3imbtl-HK-P1G)wIEFA3C&S<`DXVN88?AcD_R;3(GyEsz z;u}z;jbybnShZnNZ5XDY zq``tt#=kzw%+Y7fabtPsdmNdhy1-O=ZtfyG(&L+eY_uBfvz+F-jlWcihvl&5uQa9< zeU_AhG&HjMrA}a3!NmGshm`0ix8nGYx*pP-etTR^^6eJuma$ha=Mkrhvj3)Np>_NH zHnG}0Tc}X{Mn|2x%QNiaXZ*n@dEOs@Y#5+xr*0_^Ml<|ZvZSD15}1T21KW$njE3bD zIoMnfG~!ehd6)~`lu{2yG_LehK32QiKeBQ96~!v)fOJIaDTZdNg^jhgiuD2{o`!SJK{o^|yWmSH)M5nu6Q!?kWa8n7^~34dI2C)oV5nb* zm84sq_mvy(>Nd}UgZ_Px{Pls9me7oy56uDG;)pALtDgo^?^z!J<$2U{11V6je)j$0! z#*d#*@#j2NPi4zQBG$WZ>AskcREl&bU%Rh=HZ3hXO7f{-F{vO6c}I?gzQj9}Wf}Oh zDK_eQKW#(9$6W1xjC~vy10x9({st;)2x5^CU~J4#WTn`n8v~96%E$U?*CI9!7Uzwz zF7sU8Z6CSHq9q=K`uWxGL67&I(z8c8IltGaXwfGA4+NjT#0%G13f7}(VkK#(Mbn1a zb`lHRx-%}8Icd^Ua#5LudO&D|sA{P&3(>+2j<45{ZFEWZU%m&o5DP%U*7^BfSPH(k zrOCJBu#I+K9?a`)h1}m;kW#!OBxmJxtNv6Jr+dKf)KdGn`!%szlELC*Y)=LfO|wthRu03OZ_@M?^Z&osRUT9; zN8T@N51!#_&Z~*2#iS8gPE8vfcAzHB)!wPbbCTA+WBYYlM6kn;FpEF)4)xyrW!xf` zB}A$=WRqA>h}Lg{_f!V|%Is86jfc=iKuhdMOwUEjEA+Z=IUPHjm_X(SGWc55ckO-{ z{DEiXzKg3PpGw)}g19!WSKXANao3_$o34KK1gmlncEAL{ugGM|?gB#nvh!2Zo7u{; z;D&jYYl}@&D7>qAI)m)JnUHf|=4vvjD47BZSb0mm>LPo82$z$@hOs^yq25`{u4g6Z z;C72Q@xg2mMq%#DD1#dm^v{(!hq_+K9k@REe+P{)66t8%T_02;weHRjkSxoJMpgvB z&TAAS@e835nuqUup~24CKuuvr zPE8t>Qeq;qx8VtinH``m#Ns4I@?7L`C%Meqp9@=GUrkJBjLicC?%s_CWf}95UqvW- zngwO$A3}A%_%s-f3JND>B?n)qNuRkfEG&C0{^T$B6+cepg!Tn5gPlM{01y@l(TI7x z8Q*Z?dP44x!~{M8gemQR;F7|#o`08*yZ+Ai)l-|AaWm2`ETb4CS~7g)>`YdiRc8~d zk2?a`J4HT=>sIBbRq%yo$_Pq2A6<|!@;!%TFMBq8F^_!T*{^{QbskQ4#b0E>zA4t% zj7uBz3|+nFI|}$f23SO>7~T{iD=C6|0<`-!TqklD7}3irdIyg-F8lWwN^DHXng6_LcZBwfSXf< zrW$X^!`g{jZ7PCND}N_eLj&pl0ww9XZ?GMu@J%`^wcOYPx?uG;>$Pt?E!}TAE-EcL z-_p!OYy_7QZtO-Ffp%;kTcX|iq~@o7pFNpV;nkaeLF22t_ zMFy;!hdlnnw{(mxV#eun;}2jXx9hg5y$in+cvpu^<%f=Y6nYqES&?)P_Z>_d-uw1s zf63F9(uEyKqqDi!dH?N6tg?KjEq!YIN@=e#NE^0%IQe~AXwVOloOUat3Zaa!v>Osb zPa)n_yo0ouPbL(UdT#_{Ai;PY<;q!Hns!M|oK&9s$ef;E)Ct>5vl($+rrX=|>i03H zKXz~7Nplzj2UjiCh+(M|sIWyT2>2tW(kML=fWf(gLLAF&KxfTMV74zu*ag-mAqI-?-yw?hr3Bz(+V39Q`O}~EMAkT(;EPx2)|CzP&<$!0k7+Q|7y-OTz*NAf<%w`@d{%SG{icTj`AQ9e zuY_ZD*ycdjbmc^7*qQatk95WK6CNSdWgwbGVe@g4Y*w1r!-8TYn+kw8NCfZ|2|E z5XJhY^Sba?S_})F$j=>mZIt@QJXm-uHB>sZ7ARzJ9~2;QDjC{U4@EMc&@UOq%9jcP@bUzk)(N zYrxSi?;8H~3Z=(XTI3FSpcBU0>VTGZQqr~9XSTfl-Nq-rY`v$}Y1^eN@=_m*9vnSH zR!T@nYWKM56fw%sO;)3ufj`G$N#K;^0rAy(-u>RW9zNeDziy%U#Y5ll$8l8cQ+K!C zZiI`rBbE79JgCZOb1a;-$iX?D=WT>-oW%w26lTqD-t_T4HsYVR1+PlW%*P5I;11Al z*=R+GOG>W{!pko*SdaqvCf!4YTIu_p1l;kI^njB?$=gRiX=C$Hu{f->&*-zC!&LN1=fO`^e1u#E@*a@nG zblS1A(Qj_v=g4a7LJWM+OZ}4gomcs=A?dZx0XFU}-OxAp#l7VIp^q+zydYE^=+j+h zVZws0&k!rUsMN6d==Pa(FY_UbBr@)uCz}c?S}G1Ha}>NXLdvgtZy*3VBZ1oOnuNGJ zf7Pg)mUxyMrRqxQl|pq8oVGBCzWW;ug(1G9zwP=@pa|QT*KDm%oz}UoZYvxsZ_ch( zwWp0cq`3G_$SR^N3>Y7LS-4$$*g>%CJjzMO_3f)f^pQXqx=1_t-R`XdG(2b0rNB3) zq0nF@@07iJ1Dea)Sby6PWaIB$4SQ{+vFt%pWr)=9)MR$_Y}cqMOpxGuyR_v2xh0wpMy_(kai+V3k(mp4B zZ2uM;1UJUtTXB|L?UNn{$_y48M6h==q9sO3>#5JdR0Q`fWSbRwnj;~?kusjI)#C5e zbSuEGy&!gnS6=qI?jClaMtb(IDmR{As~3LEeTYNlfNM({%H+egN%R$|P}PFIe7-P3 z_UAC)qrlYKVzc0dcx(fOnscQLB8LGhXIGAC^4%Ri`>&8byn#U%R5ZW%d#-zVd*%D` zz|ZH$$xajS#=)&4<|syV=`!E^Xq#uFt@-w`RweH!`apXrQ)JR)^WtL&^b-AQf$HAV?J{#HP zI__Tv#`?xT^SU6qc`y1*dX%#3;_ZFDjAra8BDCCu#rh5F!WXj#N?vy4zu(B_{8pa2 z9MHBJhKImX*Sb7x{Yh%?8$_@3cl~^g0`0sVTPz#hb?5S90Y~N;OOfB2*?9*qe}?QyfC%iDssk zE;6khi$QS0VfbF{Ah!;nQn?lQZPsQm)z)XtziZ5Wa%k%YjN<0s5`yTA@}8PJTeLvh z&}YZtdrp8n69kLj*wLr1Tz7Y1PC*o~b)dN*7_riadXy0Q`2#^EzHNkBKkc|xI1mO3 zTI5Uk9zy>G-^P6fqq`p}vqsSY;;P5>CcgN5YGN7u=T4hPITWLGY!0luKVt|(kQ}|}9>zRL`%|K^ zX;M6QhULmZ(XdNf(JZaHPd)K=$#nNzvy~N8V`n)nxsrvFG2=CHMJ`A9x)`*tpzhP- zKUy3jQ>mRJZcORy&F#H55x7j89}Isb59|3lCD&|L+V4d^N!R}2*jBLnFhrFcIhu~@ zpz|w+O+4spMEn_#%7>BRzlg}d=VPEA*8UxPEMc1>KQULON^CwFKC zm>NICSL-a9dUfF{)~vGyRB>u?8qI;f+`jLYHVPAs{qW!P-O(UlSWz;NT%7`Gf@?YP zXO&76YN}^G)$p#?s=#(W!h`wYFfd0jiOgo{BX3HqiaPzRn%tNYu^!YhsTX^Z$nA-- z|L>F;q>Kds(0#S?#g$X@Yu=>?C-(XH>$N{Dn|Tfm;A6cLmz%x7;|8_3&FGyUVPWkv zX?qc#RZ_xROaTb%W{n*v-`|RkVHb+JZ+`q!flC*74jOD&NxPZiGY5%vp-F@HU8az| zQix}8X;R1~rNKER!`7kZx*YjP!6j?0t(qN>Yut%amnf`ontYv^O?WmNQBN?2x=z4J z>&Z3`K~tMrMrbBcZ=kV!fIIDBR<8&Y1#MF4dRO!+9@==#76jt8-4A(5kN~UCdNt!0 zk#hVP4&lvR+`G-_0i=#ttH^u&3A86BY6&GaZfRjKc$)!FVpr_Pw0Q#to3r#Dg3Ox=}E_Qxo*ie)# z{c1buCXDPamSmhmDXym~8E7g~Ut6&D8a(yM3CuFlTeIc$>4C<6b`U{E;i9=zANy?nnGnpJtva}U;MVpRCmufaWu}O9^YE}V zk-OBUpoItF<_Nkqj`lF#Gp%HN{fC4@f_)nFp4@_2Z8?03*q~Z+i;sL;a<@BPCB6)D zJ~+#361mDSr{(B~BOAm~v#ZJaO+Ol|ti`$MCy%fTYdt{EO2B+9)G|KNH6AY+0{cBe z@hsWKT;dju+70iG;69egv)i@l3;56c{6Q{jop%L-uq#tGC5q|;rvk@`RnUv6sXQ?D z&)n^&JK*9xl1>-$=j1uH;gYm)lpZ;xJTXKXP-8dnc5?0y%*SAb?jcP#cQHiyFpq?{@dhf%k-%$yOz* zPil;QHPQl&9BxC(yU@*>QdTRl0P_Jcw&?^rmQ%2KyOG8 zb%lu4W+4^(7H6c4eZ`^rTm6$Fgp@13Tw5#&3f{7OT?PH+h6K?#zVk^Gk8q277i;~_ zgCh(^Tk{?(#h;Kb9*{g*+QSxUkx)75C0>*(olLz%Csuu@;}BVlbEZ)`-z#9$E{%E9 zmr%eyCuU^1qVXUBnqEgSr051-fK*CKi!DqWje)dcTjF<|#~-WY25#H2$)Z*pl@tLf z7?{-y=qk$@di}n$_YKsdUe6fJ#eV|!$F#-2^uM`sP z^53JJmNAb8);9p_?N0uzoe`$KT3`bssM`O>PF3ZAaBoAfNnb@ill=(^8082(TVPc- z*PtERG637%WD6rmS#w4GUGY0Y&o=p*2gaSZjeAr~&iHE!8TLqMcYs?syZM9SiI0Uw zt1fUOGc3PtuX?BhXGTz049WJLnx*Ox+PQ0;#gv=^c|*Cy`4!|@$9AZ$XNeD|Nb|c5 zF>d3ThV}jU^uhILfFU3$o0}!!@$c*PC&Ce7o3l)dhSeX|Dc4K!=j`1k!oK>bB5Dm%suZ_>LZ&ld2x0ZGYb zJ25&WeBugx#Ze-!{Y&eDs(c+ghzk^I!4ER(Zuj=bGCya7>0wamT(AGq`WCwZvh1Dc zjM95o?^y(W`k>*044I&Q4V{3q7c_eyT#Ee5@?CoEv^lJRht0M3@bz9waxPub&(~Fw zcOF~a{z>StU#OU(zaBRXloWu68m%N~C@#30$>SdXa zul+Z1<$`nWr;nMj$lS?F(9NC2ahPgO$> z#Pbn#!+bW}tNzq)t!GEao4#y{=ljgpNZcp$4{uMgMGB|al5y1P^XXpp&>hlH6?XCl zP8o*Xv>BdJxZV^0Y0=@VI8+VK3jbx&wssXQcENRNT0UY^L4`PU5R&ooU0j`y5lkFb%1Sw zI_RFm2Yf3_YUcP>*}iCAx9&}cqIX+!#}_KVBS70G%_VL3r~Z_Za*_IlZj~r|yy3-` zr~GchAS#&;z)r@zHaL&TUAYvtR&maImPLV4qHFy$Zc?V*OD7$EPCbH<85giwn6~>P z^VNK2WW|>sd$sSf=77r9sC7$Cs=cOEB8eAh5ez_#Es7 zz!yoNeBq<~U~%b&M)ms{yx~XCs0>Q1d4jn0cgz|Gohy1{<*!r~;(wL1Qc!!5=C?I( zaTQ1Gm#obL+6*Y099uD#vW_2Q%#Rm|7QjzD)Kbnq*468DkxGk1#+*zFJ#sx#`b-ZztIY^Q4cqW9CQ zAZp)*?RO{y{^kN9zN=PN8bxuzsIqhDg*-6sp|ok0hjUHf7#dkC#4bgWa=w>%^*DIt z36MZ?2bI8R)<~C13W|gK-lUmMw5f!LCe#$V`|} z1O>I0oC`I$R=k(gd(`#|EUd-ogimcq>cFS~T$G$PD1b?r7#vh6* zuM}O3M2`5jz1-7n0J-$oGl^Dp4VuGer6(*91luz|O({zS zj9M0yIhsECYT)y#*|+s$)e+nk!1k(C#89%SDtGm21%= zey{>G1|XjJdN0<8JSU9}2dUS;HMw}PJ06cF?`!1TBA?vm{!Cd+>6qj-PaNF3h2;Zyz2I}zqinbV)jt- zmns92M7z3p;*};OM;=hwfRZ5Sde41mWSbO3dUWgV2)?y}ae1q}e@d|UUi{)@EjF=1 zxIP>*_ys_XJ7>;&o2fX8Iah?G$6qMOcHH*CM^CygO^wiU_2S};jJDo2DCypcEqzXr z0j7LH;&d7&b6yeKzaD+0irWzW4ZZ^3qWq5cq8^E_Ol#Y7(5+vZ6X&;ysjdY9js5OEx<|TNHks&!@^|WZL5J=EL=OF zZ$+G;?8?X}lf`sqBje@WgC0k;*)8x@c3n(Klk?fee6`WvMz~1Qa*C#O6ZX<0 z7NvB5fT_DU$3{iE7aQ+E-`$Hb?C039|LT2g)9(!81{3?(X#D5nLW3>n2gm_^J&nm7 zsA$V`srH`wR;z7nQ9>y2y8H@}upBIYMXWgX<2+rJ*H-!U_C6>$Wx9BE-C8Ue?Gre6 z9+&^7i?z7mJx4nT&G=(qsnn?TKr4BObwlgc_zhe-)v-(5>f>MfCTWbwjZ}OSlXA4n zgF|aSJJOkj%G2A8wWBoB`p^P!>}}sU26ZMZx2^mAb~*Lo#tfku_zK43X%)!X1B`ge zd6dwcmM>~XP5IQO;Wj0?q_>*dwh4kQByM|>DKm}mS{5;P`0_j0F8xs_uI=Gm`u-`l zCO0(AcJ9f$x9>&amomm)zzaKv_XljLxz6D7vYMBV7#`JI=be-SYARNUr{-z-4sy9# zKY?Uz3?OSu&(oqdFx=@M`|q31+ysBq9BM5ko1~>#bq~$aIRz;i5=aPOX8eIw$FExp>c9*5-X_G{H_JwiFy)HrP%dXQ zXPwgdJ7nUui}F;<{0HA`f%m(h&QgDH&_^~$>T|lSGg@nfI?tun=DMjb$9ZgyAHpkb zsWG58OjD697H^g^8rM*$MvxM4N7%0py6N&WTS?_vzTRODnXFLX8&1(b4$Hk&lVh8I zH%O&a!uqY8o~wZAwvo$u$kYiYnf5;p%tY4~gZ5h%w&~i3lQZ)meTTQqWwQf)!fd4c z4a@}NO?zli{oDBi18|HIZqdIF7(j+*bVc%*wcI8wDjh!gq1Nfkw1s6Xix7rnY$$#= z+P$TmJ-xwYVH`a|gjdIg-;_?uKytlY;j9znTh6T#g7GBF?AkVKUAc)5gKI5T zLaysb&{oZgn-5`~pA*KvDN0pz&4jKzYklRva&0_mvkZhR;MAn_svnVwE0#AE&mGir;C2B-5{rwe<`!4bI~gu!5%k(<jb3 zBEu_}&6X=>o9}RA*!dPmOqEPWr_tVnX27Udo0;B)=FHT*8jx!-!yxsMNjk|{VUxcEYeEbqv9|#Ux z-%5nOVv>1f^mxkB(;xk96B?ZF4gp9Ap}t7Gz?u5018Y8iuN(x$B&ghLxqv7W^&C(J zlciaWrQe%(e%F31ajW3{^xRmaYc_Xxmu%)8t{d!~=nxNiuB|0JF?+mLZ&~}_M9M!I zs`i#_HytW{i}ROiAU=EXD(mY&%H?F0zIV)W#oi)?kPHYffKak-bN=(n+Wl_ATE>}Q zsUpYTEbQLDMUYKK6Fym<-T5?#G*9$R%H#Z{#T@^bG%<9X2!wS-5? zDOHec7>K*O=3e&oGaVEEppZPE;0nYm`CtVD97-CfI!Koo;7Xyl9LW#Ewx*PC&gp;K z%F3<51h+<#Q2HVsbk?&xYmzHqPgg(I3u4z7v)-aaGgYO-+ChD_1;jVeeOFOSb88#M z$#G5D_L|0%j_R2#Jy1h(ODv_fxNX7l-v=|dtiWI%o%H|M4_3tW+El(@8=H8Ko`16N z^7b*R{#ugC^Rk&#*skjI19-o6|323n65e&%CEvLp?AsV}E6?dF+@_D0>lnr2LaB&U zxfbb}xW$v;>N2Qx)KA5XGCttzwk=J4h@7X_F72c0d_g+Bs5BN7(DvR+zGHgTOKv=z z*=)_T&oyEAu=eun~BYa|bAwm`M<3kB@Mn z&xi?4UWEpL0O3|c+_2owN$)IyAi806hp&`MM;^q(tiD8aJM+`#v~>Jr#9w&C__pWC zV1^9p*woEKH${3-YgiG+GNH=4jxxn!Rh^V@rHXHR>RNlUT(3U+4o>Nxaiu z*uNNQw*Sbko2`$veuakBfPRxCGUs%x8t5v$r-M#l6{sv76A+n!J3dB_Q9|t)^!2D8e{EKMn}Tl( zR1_G8**4?@G5-mpVwR^>Ac z8$IrzEC&0c~`)_V{PxUhy)?=d^sa$Rv)s4gaVkNj?E~DY|M{jURpa=pw@hn){AC2sIC{_ zd$fZlF3KyH2rl1P;p-Z`zUvNXmHZ0k@N~AFHXvvUPOFysl&Az2xf0wYn^JN9{FB>S zX3Wi&owxp7|Nf=Dm0&z~a9e7M*+tvY4PP|Q9AGILpw>`r?9(O0Z%J*9h>cY1-;}jm z4K;qo$YP)l-SSrE(lV-&nk^49$Wo!Q9PRo!^8c^{9`#7--jC+P*yxk>9-p?4m_SnV zP8;W2L9Ud&Hm-E*oQoI`X8^Ap{yo_CbblFQjxq9Yt`Y*3MEVCRY=L@C63DIbnCrV^ z_(UHQeQ8|dwfos8{&o_1%qYC)lRo2pPZY9*-CUvYEiG(Pw@taO)cYDh3pvlU%?HgJEHeg+H-a!t$xDV$TvfK_QSD|EC}2p# z>dg|HQR9~1b1F)b|Lejyq{j7^w{6Dsb-h`!WtX)=P6$ij!2A;h;@6H{Qi#`;q*>z; zYXTdi^dRMZtr-$5D z&`P_BF6c~`R_hSzNw#r*eY#%A>x}WQV4dL5?T(U|B%yYO#{`v*&{dXer`@`w$eOs3 z-D}H>>-6uNn;TZbHb56dkB5hIi8+R23T@@i=JVTaQL zZZcAAPtL`OQVp(tg7A>kbWPf3OXRRvz@n@*CNM-7@&l0QZk|6)b%0cosbs*C8V4YV zr(gxfQ43dsLn2yHTzb_nb0$Yz#Z7HlIb8~-@a`p-!3U?^ViR~VC8T|Y&om3eZm_4b zf%Y-Y#A|6Gi^>8gyJynAS7pQX;VcaiS_n+0yZu!y{^Ckh;qx$p+37Oi_${-MggTMWjL{iE_OuWEWZ8 z5Xru7C0QZcHCsYtb2D$|O;)(pwMzC4xyH3+yKc5?kKglk@Adiq{&n%Xuje@9aUSP! za+*OOpbMC)qFx+v)v_$RDYkHZP7h>%y=6x5P@}*pnC2Dc9&Pj?KGA=y^=7WoWX|?t z-2q`!qv~E0j+~@jbe(K(Xr*for8ERdQ1jGJby_r8DfMA8>-Qy00ig{Z`yZJ^iD~oM zUZI4c1Z5D0m8#dL%4XmYnW%8FmLWccx2&-~Q1bJi5GBy)nGSj2=KD;y`*v*;Q{N#_ zj(s$*JTKq7rz`@^_q+#!w@S0?dBrmv4L4?ue-}Kvkn_$nk`nB>%xL>g%Ou8x?^Mrv z;#1gNi|N-&}_gn+HU!T29;IBiBS>7mJEH-a%%eE-f0te#So`JQOQ8) z-zNaZ=#14Y$GjA15CiW85Hp{ex2F2k7%`KZM>xMuC4V__kQ&;q?A$pQ1MN?@(&#Do zV`=S=y3Mw~W?Gr(8rb^BEiFKJDx}R8o6bEwh91}d`-1k%&qwnDLL*Pgw+QMUax<-% z`pr=%7a1h(rk3@Q*C`9Ae1f2RU5j*zow=w`Z~Q`Q)V`okNQcWi-1_keJco>|c&wSA zz)Jij9*s+JcIot!)bH^VL#$I>Ofg=b8wviRI+xy!0wfSV;fppN9BvB?Im8e5I&h>Xx;vl zPZW562w;FWWD)J+fA_4|9Og~Uc$XC{xcDCex;sG1&6HA@5tP@;+8V>2KA_*{M(e2k z%VTd*`N&{4ShUv__xsbIofAhEI=XD`oQASj(c(w=)65w8O+?0X7m;Jx!deEs#{oXr z&lxu}w&PHAb}HZ!`|zjwIef)Z${DM075CH-XnTa}Q7alhy0%NNTIou&d)@2ciUOuET zhk%^N_Gzm9L5t?#KLHsYCY#7+a@n}JASt!s9%WBmREb+j$*#bg5P3aT5*ElKCC_vs zKhTqS0n)A3W$*N#ZahEEUD`;^Tn$<)n}MXEUH}Xg*o;D>PPGuD{f_ zb(f+>%p}IimR~_55UNiNPUcuS#4F3kPbPr(l;A;cW)dA+kC=sc z=L0s{9ahi#O90VWlC{}f28Ol%B9wrE(V4`~qe>&Ma~_i);c;BE-k=8uFi?5w1)8u| zcOmIU$0eyYK#{4QL7(hQsB}z8rpkr2+r!#NT2)Tfv3^f*-(3X}S+R zplP=RB`-$IQK9h!`xilHc*yhQ0;+d`q_7Zh=bVQ|!(w}{YCK-scNU{7u^1G)_v;Ci z1FS=w#^6_iKCK@QGq_IFNh-6IG5-&W0XVOWo*EakM9vsA>NXK-=o&AApl|ndF|)Ta z>ddUk90oxO-2NW)Z5O-c7!@04@j)6N-D?|H$l88CWWY(n)PkmbR=!M(Pp;_eKtH%L zMzvn78dEh9lpDmi$4wVF z#njA7Mv_j`0OE7|ovd$K+<%bEJi&pn*uO^FI-*t~ikdk2XxG7a^(&RUs45IjV#k?X z)U?_ho?R9PFdYacLX3TLhx=`;3 zMgOZ+SkPGmqRz+0+0`JR=$R-p*IsZ7YirT!vDTrnJV!nljkBX|@2>JumM5Y6WZD-3 zZvc8j!xGY+B4UM+Ls6#x7>{6bvyE(?(0u$1NW~`oCuZ zCnq7yNwTSaEN9a!IUz|35Z;^&Lf|u)kFKi0QyYy@{|2|>#ab4g>sinwJ)z=EMDLxl z(XE(J<1^cqyU3c|(d`#YW%@&7z0&p4Rm`Q=fF=?a<_)G;%+F!1wQ-^aWdl%w1!$N4 zzbTGvz>P z$8N^H=;XAoXzEfzBc6>p**>UZ92ydP4QO+jc^7F~R(U=Bfm%PhE?O50r6m(bN|s7` zRnF-ey#G@3?6UJnHf7e%z+Twe(ta<=No30??_2q|VMu zPmHZxs?1F2+y`1>XkoHgb1)d{(K+oD*~?KP;G1JXiIR4=I6 z>{NJl8ZDJiLPErl5ZXH2b4O9qw9Nj+r>%xFE07n2a@UAxcEaasKIbi*28m33egt(0 z4H_Xp=jiK6S8l_4dyD=v9j)Aq+roKfrkYi8#|HKRhiv|zW)spg-Pl9nt zVnR&9LI&SQg~}IP-Cdu?TS_VP2sJ8lF-T}e`A>Y!h68SJzL2QiQjinOehT_$OLw;&@uStZCo4IH@0LV`Ab)wjp4aIMF?RvxNncxJz&6})(44jAW?5YqP*jgaN2VP9gAQR)qDWd-7-d@eeoNy*3lr`# zaEFf`E$;fcTUHg~9bFD1PlOs5q}Sk!rL@EjXmNRR4`dZ+g?$m_qi!|R2;(#XK^xBi z!g??1JXM;OVRSN=;AD^_gQFudDnk7_@ybE6n0pYVg_cZBKhI7{Dp178pqTEz_@PR& zTK~@A@buNU-EY(l9^`LYtf!HuMmnvrL!Jfyv3)t1R?8dry2of};@7MloiOaO&z|s+ zV%%hTCjK_-1GU43L9n&I2Td1gIHv1bA6Lr_)mW+ZbiJJgHtSMRr=(IkiLEadvnX%a zL&!`iG0*Lv%`mPSE0sVeCO*;B$k0ym_f7Fb&0wGVmD8MB(o<7){oC;ej7p3kkkVJ@|g zxM_H4MA}9tMQ6O-aI&7p2v{Ct4 zv3xu}UBGpTEw-yFv_->R5lv&5f{Q<2e^Y2)#jP{5IxRx=wr;6_0BbPpPzEw7s>CHjCba-6r#X;oWWN zt9{#N%_^rctJM?iI}u6)ylNFhh1QGPP772R_gXzQ_M9}(n5St%019+pN$_9nA^tp@WlIs_yqZMH@}t^Mos`mQ(ePCM^4Z&%)(LdLzwA;+8E`)9d197K`sz@zw$ zgSN-(ZajMGl3H)QB~aV!xRuPRKv`VaoOOQ0AamY40AI4rx`x4tF}{A=Z$XJYS&JN| z$}wz;IQ5RWI%KfK7(_#F`?FGpV^_1xOzWxj8_DxpX78u-)Y_b8I(^&c6PZ%)AY~n2 z2RXFmoMoZN(+dN!wI5`JO6)WZH#RTP%sNm`_z1j`LGMbYlly`t^jJv64a}I-$908P z85H_e4x$UO8W~7NAz9`~J|ThKviW9t1R-4Urgg7Y?gNHCX4~pmpAzrZtdz#je1;IS zAeg9e-!JYOv1~5CdL4NRE}Be+;5ntdiJB>~^2d!Ck;n9n`)yu75;CmbVKzMnT=F5X zru+g(;>#3^E@G_v`?6Q{?z}=FyB(jKI^+n8eD_mUi}?f>7!Ndr)CLgAVnClT>tNpY zR#=CBKETp!zXM&TX%O#479YS`8s)A^47mNMkw)JJcA5^#J;D{^%qm5fO>+WmA-DIo z&!UaBPoST4ds(QZ)rkSe6%^eI_RgG)x@MLhX&q40h+69TCZ)EmL;fT_;;fhvoT5JV zIg?3Lx%#BxY@Vv4>*7B36@w2`HqUYT_WmCNzN!~p`IDKeLcfPVH_(mMa9S;4`P97X zNiIeHSz3ez7;ivVOxIiN!R)G6jK<9A0)P<$OhmojG(ACiVKcGmgtx(sXROqh19l^) z0_vfwM6TY|H<sM&tq|>*r0f7NZbo3*Lgc zK6MbpREfz}-5l08i#vv#KfAzpTYaiEqFtVJv@0A;e3p`s5|t6vNn|<=&9A(s@p*C#D}+HK0aG{FPA&hDJp4dYk&ST&e(ZF z8j3#v4UD`lh@Y^za8}ZwbnOknhZn8gQbPy$Aeq2#u`P;6lZ`B|hWB|zIV8?nj$gsh zg==YhvhpBj`AEYCKfS$#pd}G(AEjxbXRht@K{QX7s{ci3a((~{HjzdN3v(TskJhO4 zIO0!|L&-4WEHeHudc&7Ul$QqCJRt9g z`W(08Hx#hHyOU476;|f5_kVjZCOXl1bJ`{P;)S0SoSN1x!)KY!t%bWs2={0}Aghi& z_=1JF!#W4%a+HOoup8}(K;Lm0|7bnOM09~tLf3#80F{0~KD=s~#>*y`zIH1txe9sq zuSz;A0$Meo7AF4sPp2Cg-(adx_^I=7Dol+lwUK|ZP%pqx7A5n6p1ZM^J(A>nE7QpL zT&anJ0ma4{rel1=^EeTUuX>V_Zt1+3!@-pg#gJ7!~b33uFicAfJ& zh><|SDb31VyIU-$a1yEBcq#wp z@&AdSMNI-tQ1^n)g(KHk7}nTvtMyBZG?9doP)NClR(iN|64(_Wfri!$nA8f|Kof%h znm7IF9>}hqu#oxIa*WQd5<~QU+IVsEn6FIJ-J_QG)N$W348u%!y-3g$b1A<&JH@Ot zI#kzkXji?4^V<{gVEN2}&bBCxwlf7Iq74xE#s|7Mz8T`rr?6g7zG%)}@b>w zpyEm7tJeBk>lP;t-SDYoDUvl{dPplHg4RA8HGhtT2<0}Zlj`^2k5?a!+C_##!5SnH z`mVoX+^2KtHCmW)fb*Mq}^K|K_W}{&>Dip;+a7gsvAeqnUY0|$2pV(z2F)E&%S^0sbE~$6XBg2 z>{i>I&l4Qudg~~YSz<&K}c5U_oq*x5B-B5${cRK zTk9AQy}MzD!+O8qsDolsSxjf6q4^Nb0B3bMXEDy3{lFleJ0})h0aT_K(fmxi`OM8m zo#4UMs$|2+ymgk`YmC^J3%I9=U#iA~1{(%aEsU&W{6`r`&>XnPoh`1?)GsGO-6RcA zphFf2!f>?%4GRgs=zZnt>=qS%q{DaDI93-#2N-7znX^(^)0XtYmzDdV%z<@+AU&%a z#+8g8DHS_1kWa@ zMW!1PmmZ^?cL>Qr-qbuhieV0;ZFCKEKDE`R7D~&Y-%{z(y8{^5J|dGO%vH!^3TsTt zqLYtTSez+QEWP9Aw;U5!pCQm$fC)}3pRc(EWuCsilpmql=ic*U?l{|4U%8&1d=^ta z<0ea+#G(b(F<3HCJljU2?tBsy%$dfT#!}B)aNSv zZyCO~{A}=t&Qvf8l@^~Td@p+`NbEH|*?MUrpW4|)+e>ivu|QT2BP>)YvADYd=>e$F zc~26^kToT)c+_O0sfBb~?kqMT*Il&UD<#2Z<#@e?uy;00DX~14FB#P8d znjgyd{Zm2P>%>=DkOhPq z!?-T!6nFpA`)ns-5!Me0r_%H6mg_RN^>e6&E8p0rm04+&0+$}?O5%Qx+Omkqfs9BR ztpK{r6H`lj(z(cse!;Je`p15){g!sK?us`9yp^KZrNQ;tqmCA7er^pZnUuBQS>|F&b55ftUZcQT4JesuPKDZx5+(c?B zb#Mp^oO&@(i9S{jW}-r+pTgg$li)(K({r zUX6?ZkVHRdS1K#pexdE`WBV)JEC^_gfUwIK=m)NW&az9){~+?KoFik<+U3wZlfH2u z&>sO}~Qe;1@e-A3^jpCwpTIOBhl6(SFwUfQ3l=^i1?!@%Vx>a0&bNK(|aQ4ym+RdlLBn4 z?d6Q6qUpOFIjgO_K=&Mgw4iMiyZyqk=;OJ_x%lGfRxeZ68T2balbeAE;hQffC=aZo z3gHWl!a|#8PrRgSFGrQ#%PG0&p2JNV`RXwgqzq*9X=Hv%i&D>5mL7KZar5WzS~5b7 zYSQ#UWC~)GD8TQt(i;uw9aqd3k$I-GecdpVK3xHv^*%oB;?UnIyj&M@$*F3737xd! zIrN4rHegl=lLm5VQse)AmS$_bJ;e|Kz0YLdursb0{Evk4Fg#n#Y}Nj>l7gpg7SAr^ z6T2Z@pb)z_uPD;LPK28A=-aV!!9u>0vUDw-`o(EHc=uc_+VrvfVm>URYhi`SMic)4 zS7ftT)h0uJS=Cn4RL}DCx0@28xoRJygdPRB*Meib&qaFNU>hC(<3vN}hLhc9#|#^wR2r3Y_$C~l6-ji>_31Ne8I!W0_B z0=iWEJ^n#|vKx`JfWJ70&R%KlT))O(xHf^JHy_nOrg4RoRCa^$`%R?rpk?YLr(DcX zYo_L};{`EjdRH8v3lAj4%6Zy*O({)06tV2EI5B&6_axEy4IxA~x8Et^ z>RN?pCavzIcySImn>{U>9>xJJE1M%|9m}m-OSu0S!7ZfNT=LbF9JN!$w*ZO4Lv`b* znfWCDjGLKDH*oO=zkJ@OV_P|Gpd=U|J8_7^uukHS4qoYmmK4|WN&p4Zf{H@G1uQSY z1>NzsTIL50?KE=?{cu`5c$nl}Cx^(rS%j|6>_nBE~Okxbr}I#)F8 zuWF+ldFdPQia3qLB)A4N z*(PppTv0O?f|G)G-L(iHMJ2G8+Zx^33548r;Xz3B>vE25H4C(xxf z4AX!I6Z2iVHO3jbcu$$WKZa?)Cdxe0aLsW&-LxKA(EqT6s><$=w0K&~1{5V-BhOy2 ze8d%_40<>T)%NGe{jFXGZK=<{-3vC)THHtX(}hOj6|$8oRx{$#_bT8DO6T6r1mI}N zMpQ{MDwqG`n^SUHUSSm*ee#aGO`*TMab}Obsy;2{bERTJ>3kSW2pqYXL3tb9_F*Fs)eV3|bhLDey7RqG)44_;9?z%>r&2XB1BOxsf$I2SJ(j~^`a=pI zT*lwA62$2=nsW3dqv2^mRMFUdD)p9UEgj?}6y%#QH?Nd*u9#_hAA&9nXbsgD7!Mt_ zQ7m*~n)J1w*(uxb9KR}SQ;<)9AUcO-Kb?k4wYy34gOe;Od z14Aivv92bo8f5%szxKJ&6XveWGv`L&9@!-&gN%_VhHkP?#A{X2=eB1acS?j;{7a(;E0Vv|l0U~WL8kxZY$>FsymwgxvNN>XHH}5rOUU^9X@K?`QYmvb|9tB8J|3L09G1 z>XIvM7r-;f--M_!ye#SET$KiY`@Iz;4)uL=2Uzmh(a5qK@^$iOvCE_5@&1_9HclUoyA0-zJ4zG_d9DZeQyK25l1r93f0V zh0bt;&=}mr1AQl;8z&CrBTe4d{w?K_A{yu7++4>Zs)~L+1TWk9V{m;d)yL5Hn>Eg6D?+`bJtTszxU-Y%i%UdOC9gY5J30GLX6H9 z0l^&1sSGZHEiDIyqR^^7rPQn~=W-Iq|M0XR^yWXg6CH+*Yev6j|EE@8nxJjA^dDQa z%#^SU+3BMZ9sL0(rh5*TG69cH{fhCW`AqPmwYhR7qGMm@+jE>&*6Z(TXtgkG%p(Ia z_;x!wL6&fD%5RnLMXV`E8yH`_JSay$t)yf~PBZ~Xf@)kkpSrH-1`3{sF9RL5@jfM7 zYS?XKIXGpjiSUlT>c?~Xlr;Q$a!CG@GoYudK2@yfq)=z(@!o$iE;k!jg)VBf6dOT$ zh%|0})1NA*i>U&{xZkZ|RIG_8)QAl2h$PT+bS#@{9x$#D-PNz`9C{6Yc--ftT$%Ba z-Y;3|x#m+hT&idaEtI)N>lCL*pfu?eaZ814$iS2!Wuydsv-NAgGV<1?j2X~wC#ChX=%PyS#jmet zlN&piwGoCxjjnU_9$CJ>6?`Yd~~Co?R@nr@xMq zJgfk4J1bAUY-R5K;Uu6#8d38a_Cm0%6Dt@2b{1$*CiWQK@GX*|!tYoh&UNIuZT{oN z%s_9Qj_2J&Yr%vDF)n4YG}SE-)@Hd^Ws4aWGh^quvj2EwzjSJkls2|Kr%S8x2Q2Mb z3d`I7lY8JIYV&iuAyCE8=)$0z%0&bu6Z1lCRow znYKQx&8Gt(yrGW_SUd#IZ({#$n!UaKGv44kqw}w`Koz%o!Qt8+N<{xv<1D_P`}1+! zj8L3n;Fy6s=4J7~wY|QF?^$x-ZcvCnbRyjyzg6k(%%Hc9=~&oE51#y)Toc5l_R8W| zVKaU=>t5j2!WQU{T>= zPXt>sQ=YR;Yjmrm)pbHF%1odom^zz;4J55;@E<97yZ!FgV(R}C@zNd`+VG%c;&tP$ zFn`dDi(R=^mUOI+NLxN&AZ+}BU_j4li67=dWZ|I$DZ1Z$E*2?zy!O*%^fViaNA=b} zUtpRabQaqH^JKr5{XJ)|IwAHUSlw;><&p7;(XY=GSw7Z-u#q26OFIn3mqR2QswK3=)jk;*(%hCgvI@7FcK++Ye=vY;?L^m)pXr_!O3umZx`rr2%@a z7aX9bHgEoNGEbGgT^c7E{x$pX#fYCYjFvLyup!g>ZW#^>M@8Tg?9X);(T+K=5$@D1 zA{%p$ZY@@_ztO0dy@^|3xPewGmP9Rga^G6!+T= zoDTAQj{v&&4ZZi$eH5r;o;r8cy6Z3RczS9y<8H)kOv-j!S+{z+_uk2}O1j3;sWuoz zpWzG~=k#eoEwMFRqDP~IxykQqLAxe-BREIq0F~uZ|Hd&r$Rt6!Y<#v6#|_b6+q(IJ zCoP6u890F<#oH98XFgtK%$2o5;K4>S4%Y}cTzpj79BJWz1u(6Qp7(JfxU{fM=SuFW zZh5wx*)YOC3ZfR!F9-O2$%+@21l9E0ORP_iM(hhNAQ+z+6g)sLB0~mox$8otKp6g} z%{pH~frB0+ZUvL~#M8bj;ptA; z1>Q&E{0ej7m}D0#+Qcc2PV*}qZi&ArO9FRV3>3YJRvSS?m8b3alPp zhwkgC^Pv6457H%4%4_|P>$E326KSvqppuF%_y3Cg62gD`eQ5H|=M%PH6=cQ^es;w& z>9-Y94rK~b@^PH=7b2gu3gk)7ia*(I5P1sj8t9HSeJUP2IkHHWj3gCZIQFCR=VbEV zNr}{@-*(GJWo@AL(Mugm4MZof6paN&z*l!zu@_fUIJ+Tgfa1z+Sir=BYUswm=_MWz z`zfw02%?6y475%q5}4V)wXWVB-1h+dlT09U=VG?~^x03Wr^U%`yqmhzu+f!S$BR}y zVsG0#VbUWQ*COdn-BlR+U$?a4vhnN7d)et9SH{io)teKtj4r$8C_BsYXGh??%DYs+ zB};-{ZEeg^?qX8q)pjA6Emq1*5;1elv-|i%{oW8-c>2 zu*lKVy=W{5=2J@{RH6&5yC**S$arHbzw}U@8>rChL|F75O4`VJISwap?A+{GwU2sO zbl1?h*I{0rT`SG{9ICHtqIgod%rIs+sYP+X7B;AJ0MHqd+yN0iJ_jc>eX~N23*gg9 zrHXfTW2={B@KfFUc}Tw^JR(ML2lNXKz)-#T89)PYBfeTLV8Sd(-$cz7YJOX5BeOIH z>$KR0kLH0x$=_DkKWnTKtfwB|I8nddqG)&ZYj4Vzxd&^VISnI#wg}dM-Fl@;JgvM# zh$~Us57p0R*(g6W91lym-@E*Hr7Gv!ng{3?Fmzn0cfp@EsyJ>r6n$gu@N#;DbSj>Y zFFLMs{^YE{Zn7>G6LT|F)r^2lr;j( zDmo1*y^I2}pS8D@`zHfBO4aLPSNt*X97--{FlefL;CN!xUT$FQ;ftqKTSP1L6@q`6 zm8N*GVg49B9)9z%Gup_`zu|}=vq&YFeBjEJThiJIE@b;2L0Ib48+T(_>QaFmD;Ue$>g zdaQkX(*3OgNf8~hKQh1t4}CbJB2`iUdgUYRR-W>Zy~wwfg7vG-BAdd+;1o3wmnlKG zw}=ve$$f9jp122uc#0;Cy=ET!cAmD9DbV@-DP;WnEPoa4K12Z#sg^Oh91UCUY3371 zHMZWnMMm2ByZ`81KksB@zgTm!w~VgQW$M}7BRRm-LKgp+QN@otof2qGPppS9G4uT& za0)NOdvnZD3uGo3DARNxT_C}q)wAC0snDI%_1_lIrxdG&o>oR;j%bbaAZIvwEpt2 z{4j;=@`2!E)8%nB9^FBLBbtyA0y}E(VOfsXdQ0Og3ow4}o-7^8Mpb)%??ZFfczzh@ zyCV}&_SEoyk4JPx>1&)=?5jz~$$qd}z5v|L2jJvp1Wn572GgxxNLV!A4z8d3rENTL z$%}h}{_1f~?n`{>WgEAVgppGV=es5{ZvkmJ$nNJJ9`JCVD{v);ay z&_-wXSF}a`tmczOTqBGs8K)~g1M_;p%EaKd@H|5THbb?6Q#I#>($?Lg z3MeZmz8!-D%0=!&8y7iwn%LKkEc`nLAtC#c`}L-5JnN{V9@+1BPB&kU)eAaurUCWy z2FUJ^}NLf_1cn!{HW7Z zZWYF8a~Q5!I!RnsC3AM0rB=V204J;lOmYgJSnv!@_2k-lQ04JtL@RXV;ff2i$ebm= zzAFZhG}=wu%iXz`jZTfsTXdv)hU9} zf0fZ5s*~Pvo#vNaId($=?B`$Qxwe+a&Dh2B+X@r;GPmy8gji9#-h?GwiX6^!0~U<{ z#RXg?!mW}{51BB_2@Ffd4x2XOKTTGn6puo=40MnyM;&{~o$)^|o)E&5FjM*QHf56o zondF1b{d|jxfpt9;b?|TxyLTPAUT0l_xA#wS5IAT-I1>-g^54z8I;7yME-$0_ zD9|yh4|NU%#|&HYj#Y{HkUwMjd0p7)mGD36$-=-yMFIaaz%nK;Q7LL&<&mqu=+w8jF;O z#8Q?o<@h@`44-D%*ckl(ZfkfaCWHgyvpmeJXrL5I^HV(2pO8g+u}VWyj_aLSQ2kWV z1y;=5Rq-zF0M3Glp4+1$jx@$__l{3O@t|_gMW58T4;96~{qMW;jKz9)%8JicPR|`J zp)cPUJenuLPU0*F{OZqS03U&gvTHtqCIu-A=K9J&v4yrm^YA5>>Fp-G7yzEZTINq<4c*6=`g$&e=t&Krp@v^hv^mndqrCEfX4SPJJ>-Zmz0JV zk0q!}Z(0q|vNKykO+V)Gn<>u)jTuYrq#Sd56bYubQj)8 zvCv>c*VWOgT!;_E8Af8GVJr0;1Jv`#lgLp=iJ%&zH;_{Vznb^F6H+h=10>{fc_3_ROtDhjCzo$$zk1xe zbx7&vTOCuIziuXgjc=6+A)NXfw4U+dxs25&P^v4MjOq)m4S?nAtXhc*#8WS2s`Z4? zk`Hh%x?PnTRPB=m(c!Yqnvy5^$&frhZJ*!KQqzQFM(YR3_-31+2+SHO%z+U>WjGB$qt zP`s`;RmWbvAPo#yqn%5KFTW0MO6-mNOFroldM*%OaqKCu&%pDTdZp-&IT6|)+_Rf+ zkG7n>hb?u3j74)IziqY99MpyPGhl|QBIx{BEf-t)sHi{3r}B}W2`#+?zedTN-y-Dh z8T*l0&hxgySJh19DUryfhc`)~oo2a?z^`dT!HO1mdY3se|ROy~BtB>ND-#BjEL zFA3shS*z8hneJ6(`)0071ke@=ZE*auP;0?;TzY(32vP&C$P0OG@cc(J#^y-bXIuRm z>Uyzd>j%v-px7QzKEZ2JUF$>HWXl$2Vz)Zxn zzoPP{ntxOtkTaoz>(hu_ll^KCC)6zR{5nB-DW&BJOR!X}faUEtt9z10x^H(|V zH+8(oqg$!X+Wofnl$g^Y1a`A*(f|f{V(7}oFCN|riTYY3cvTQ$Nwmh7%FHP_TitxG zBo~I^L*DHjI|OCY&{9)&*0%_WrQcF>m7bB^d8D+AQ`G{&c?2#ez{}yT$6ca{jxKhe zaM+GvP;h|b>Q}|EhoFIw7GKx|`Pn7PpaUW+Tz#DV6BJ(3*Ni|J_j4@sHjLN^Sl)st z$&)Zn+n{gKMqL-qE=1{#I%2VP`=Pid2)DSt_%t~1tkwYq$>pS*o2rM?Hyt&uh@*ef z&Rw=8KEYP)5KQo*uFP;%GF6ykTji?&eGf`xBeJn&vUv$}sqcGV&$UT73D(NnNzmNJ z#5%h1&}RE-nzi)2iU^(|IJ!JheYmQQ6dwBDAq&FA*$Pp;2xB~EQzXA^r4PnAK7cHI z6?V=(Izr8)Qj6rHtE6jSggfbp0c}E12Bq(hZn68LDW13En=^$`wQGom@I6}MV24s~ z_sZX%fm#wKja^bY`~q}vd)rC+hR?Djw^E#gq8N8~V$8t4#C)&ZH!ipYEPhjh`r1?W zSwqQK2yoxk2f^NLobb0f!=z=Nc~Hi;)QBq`bmP4Sh>*w*D|^q%%Zq2b+{*^-jxQ~G zKtmH~yS=gFtGI%oMHl4(lMDWtYL0?u7S84PtNMFX@1A7RGG-~>ZS3uLzP;WpGX*K% zu@4fyNBssy9*U^i0s;p1NzNH%KCGYGgq<>rlw>IeJ*1p4Zn(C?whYzkgZWs zx%lhiPh^V(3pYYP84_)PY?qc@9R)k4pD(nz#a0e@TWtMr`wrbF-IZ{pe$38zXqVR; zF4TiRzn9e!&jW60PUYPdWZ*5+fh4^yL+bg&EKuFpWPiyKN*J{bc70xLIAt_te?S^J z{*wy`VMDKfIA|vJdP<^y9T>i;=j3KApa}kAfAOz+(~FB=9&IK-Ge|+<69ibTWc#&Z zpF8ebTecFytFO`|Q~d9hckPL&37DzWO}uu_gfQd7%46OCD_pO<8QsYBW`hx8v7)rO zvmB0MGJU1xX9~+|*&P*)#9E+)aWrRXOwc}7Y4k1D?kMyCwtT}0c;xc{&bpH2RILnhg&@AGCm#HEK0x^%1OoBilJ2v`A^OjV6k z|2&upI;*n5dr>f53Ro|j8BU9sJ#$0wt@~NIVgnUP*P&D9vJZRBcF*r0Q}(F`%R1{4 zlHz!JdRPO5!4a!AJsV1JAyUn$E~SI>OEbJ5!Ejnd1#S+nQ9lrW#9tY`WczXT;BnKf z!07jL0y@=@i;`-p=k;jp5})+Q=lU=M0(OT-_yp!9^;_Kr=YDSyN_CD>7{=gu)^n@^Z|501hda#l0{2UgP)t;_rXY=e73M(~T zulRibOx;CKN6Xgwv8uJXn83et28^9OIe&_xuVE>8_F=Y4E-1?bBc^|%j6-qgr#bxV z72t+?@t1$zey>dX4rVX$B(0^pQKL8YVR6gmZMPi>2e4Q;;pnBNyDK1dwZRg{2DaSbfO!0)js@LrG<2cSCWl zI!=;bPBoYlcVqsAE503UmURg@1n*(ujABo?xuMMCBaHsqu!Ii7lu-#6%x~6 zNHsFlnuan-dX+!U`eN|CZA5uq-%AIEli?*PfHyvf?Y*IF;BouqlE+6?@)h)A*O&i2-fA)y)8le0><54t-6Z<0jJIZTU z$sW6D@IV@g799Uo;xI2ktOZJGEZs8+@JbIH5%cFHOU0FB{zq7u7C+z+Nt`9`Vv}VF zcf92J6p~*x@=x5Bn3tST9tL-p3NUSq@|OGA965#3833%6O$LF~*Zx#NR2iA80t+wT zZ7ioPdTHE@D}v%bajebaV*Fj%nmcj6l_cK)u-G;{_R#{x(k$C&<2Bn&2=}eE0fq`$ zWwV!S5tC`f)tANNqB|v$z$W*DP1cs_+d6VwCg_Vh4biO&Iw6c@Pus61#Vd2jI$P#- zLZ~r>svc5bS?676(Lm<=X>!f-RN=<}Si*2f;R^>9yfIqhrYS$$x(rPcD|tqK15DQi z;23f97e23+4yLBGXd1?eDnPgoNC{^Eep4|k`oayl7fJI2=_8Adr%#b4&C&w7Oz?i=ov9aE zLp|-lQ^7caxHYRKzIyU|p9JCOdx%cf{0q>_nvLd_jkm6tF1OJ*uOQTFATi-psuST7 zkqV9bC3%@e6LnWOu7gM#(&FH~KGw3g<5sO((_8V1IrB^R2PZ_TH}rc>&@%>mIgOS4 zi+w-&BJbfGU)_Zs-~!fo2D$BwFvL?oC1Q%EhM?XY;BlEe6K2Ab`*@Vx5~dkZR`iDB zh$6ch|5pzcE6MLIdb1+~P_*Ozsx7OM=c9&>)st35T!oF`Cqbx_+D<}gR7A$nS5rv8 zqwdLLxzzgO{*vs_36}bED)$AHM${a3xuz@g2Q`(8Q`@N6K;C5Sh5 zNg*4*Hr8@D)Op~`Y(n{)x@XM-(0lHWn*qt>7Q&^m!SYxp`SHqEB}e}JP)@@}fP=Gw zX^dqUY_H_|T(^M(iJ3oL1B2fn&~p6P`6lqUKvyGwK5oc1#J}a?K)wiU^UJP9=JiOJ zF*BVl6&AP)nW^TMwp6v>3OZIVGvBVyq5UksLe5s>C0<0i=SH~d3U>Xp!`(js=WkK{*jAe2m;N>nPW=yCMu=EdoUP9?wFYAi17Zqc|E87{&Mf_Ir8WMdchNC$s4 zebiV5)q_-5VpV<&*kpH`deg@BpBb=Mj?!bU6jqafBXap-wYd%pyh2KE!SPz@3k`^3 z?ivn@IWaFb@e;)?nkQdU?-o$PC`l0xvyo>Bf?4x`ZXt+Q9-BER5t93U^dEJbq8@DE z^*smUXKsR_lrt(BTiLMz_GkKrZeBG@VTPHeXiOSN?gmy%52~8El&jGSF!Q_w0&qG| zNn-l7I8a;XuXpPbvarr{8+&?l?Yu?Xe>~`#o!7aQzqgz~0Tn#c3@w*3|1@i2er0W9 z4GU7`M|&EF6<6%>ZBFHzHCH>i$!o5Ee4nbegf8_@-%6p@ z3Ke+)`BY!_ev8RM4blP!uJ+)~4x{PF?Muh#`BIxxCzrbTF^!%R-OH}O(e3Fu>3p;T z2%|CV2+gq$6&d#fhnE~w}hr;SqXG5=4t^HEgl&0qsH`%N?Hp;Hcx)jU- zX(0&8a=^1zM(9fRr8c1_ey5ZaG5{sVlBoYmtvv1|I;{(>%OWjb2x*Q>uXZbGo+z1u zCrM{8GKlS8Pj8O;wOLu5d{FUcvPxwGyYe7ov1ML3?W8>L?li1Y79P_9wd`{| zDlD+{6{YR^uE%;jf)P_M{LT&%@!xE3b;ChX*G#pu&`Z1AlXd5!246^8D=+7C4&{z& zo}|Bk;}HT2f0qPzX$wl8mHTfeaPEFgU=hZHrQPpH$?pV;rOnrbaw8QO1vw;Y`OUMF z_90C0`%h6urr;QY#8E9@<%e<3S&a`1`S4eegKlOvtgTA?XNQ-hBl}X~N5_JJg~px_ zP)2HvpHXQmo*d%aP{dXa5Mv~f2TT#LTaIBC_9kjq83>3I>Xm=9(AE)w_=~3NIdPKQ zqUG6Y01FBs1R3GlBMOqb-3}onMc?2mb1_<(hwW?G=`VvjkhIZ$YH@>>y(0Ftc3eq{ zt6~k2{cqkS>-*GOg}pu#ojMrK@r?~XAF0Gxv7vNz?-`ZrLvBzz%^Q;Fv5p_xLa{&2|27w zJWTLmtm(OKk!8=liK6;N*6(hf&i$lKhfc4=@Jy3#0bQ4b1^v@rF-+M`f?(A^F>XP( zF?3m*Rtq!@!galj*t|YpAiXLm%+F${R_|nYn4UY6K~12}1>deo_)}PqrSy#cAz48j zvEti7I1BGdicgv3^tr7Dgu8({%42FiqX7VzQ1xXU1V3MWWg>*njA&_1K(bs=5~=1s z=Zn+st<=a_Vksd3)oZr?@;2-5!WyArD&?i9oFxamta8r*31S+kP?af5H7Y(mW?Zmg zB#?&hZHq4tkL(f>H`;Hd`4B1l?nWG z6if_B>dSCfH?(;eLcG+XEg#Bs)mnoA2zm5}UMcaAD>Dheh#f@{z9=>`Dy~9xynGb` z^!*+O3nyb=8?`G^XZ_s{uiZ7exizoU#tC{RKuCs=GKj+(ouLCXH1!p)+2l3k<~!pPyhr zBAa($Px?>kao9@C*GXvqKc>DquIcal|NXWR6$wF*5Rei!-hiM328z-G3QC6(QVx`^ zfdK+ij+(TRA|)_tlp;Op1_9~r?%#cF^Yi`vy$9^I*S+`LbDnVy3H@q<(65$O-VCqV z_rxOZ(J(+a!j~v@-o_OrMvjcWHGD&S>UZJkSj)nQB-RPqp77%^Zl-Nc9P~Ry^6fj zX(B8P9gMx5FC$&WZ}awIHEgK|;}f5&*pSb2nR}Z`!9)kGQV7RT{<1wH(MC3%6v*;_ zObk3SHAr|Es~4NZDg;8`G=LOck7gHrYE9A^vQQQ01BF+Tj9hO7Zu$kAEoBF7YSva+5Zf z$M)%=PJ7Fhr)HpCyw4F+@0{I3)hHHH?9Mv_M;S-9d>+n4nM{C=- zQM5yH+yb1*SH&O$yNq&H}& znNo-WuS6Jd;S>6vpQYZ%TcT5|r;QsJw8UAxNik?Ag4uFcot2@_#dHSqrRX~;au){9 zQ&|q1uLThS8o-xCt~&3kG4}7amHeCIsLJ}I=g;2-Pg$q`XQA=Np91>S*|MH=ajrO? zOfru#5l6Yb_iq+V$u3G!{>w&3uo5XjnUqF;=b>6R&;|6_hY)dH=U!p!Jf8<=qr~DwcxHD83 zM;k!eeH`}5=+OIm_ckT^p)Utdq{IJ3YPziT-Db3BLHq?$P>Y-kz9Au6J|xjEhEh}r z_!29y*;Yc^5PCsH>=KEMn80&3O;+jg$Cu#9oUu~My{)%{JJ z*x3dZByWvBkE-;1PN{lu_wt?xIdcKuorMxgM2>{AbIDO=gyPYIZeTJCF>^6PBL)i< zTWvpg-O~8VB|S3*V+R5aNM0aTvd{D4I;2$r?@crGW2pQ*kD|xh{R3NQyBoyB!OKrX zP?xH{WoP-=&%bLedh9rMlwmNM8fCT-SKQG&4b@}r zb!a^9nQ}H=95Y`EjY>{OzZ)q%(z{@Gwq4Vrhpmq~nzpSad85SEfZ?)gBrEv;kUAz+ zUM62Y&aTi{B@{Gjb6w{C2UNN5m@Nq_^6rcPx^$di7*h8^Ds}$=yc={}1!-D!wFZGvyKVh@Sm(TTwCi`bJ%^kRsFETs1O2ciZ z;eoyhbQQGM7bMzo8x@aCvp(k~e=U>f=c%%;so95<15Bi{HvGzvb-#@#eILKu`Ugjc zOxavnQ0zd6Lo3TK)axq=@A}Ww3;EH$7i#^eO}JJbNg`zT*(bS>sIg?0EZOo)UfpVq zcVcAsl}I?Sk92jJvzoMhb|GNrmlI1b#IYHx#&B_6({k9+G4{+XCzl|)c3B_kv_EI6 zoiC|xv+g`|&Q^uuFI_2KVH5mKPM~PW^Hdfb``>j|{rjhCYw79WP)c_W(caxQ%)D|h z!Ru8RwEy=XOrM{7h{E+Y;Ye4vZ8cszI48 z=fWehr$m%BdhIMx?Uc^_SG56^OccwEK5yAL(8?m#fvSVC+3>iL6yK;=o~}E zxbHz*td)x!!@!$3o1`?=(wd4K!89>cV+Ej;dUWdi&AH+!8H0 zed)GFcgG7qQ%vrzGWudY`m$%E=VuG}_t2ppMmJtInogJOJm^dzQyTbR)aYBi)X|ZT zm7i^FA*jqSn^5VIML6 zfj^m(kdKxe7X0vSw`Xe}T1&kcP8Ei}UMr>JWd#zNSGyYiBk|5zH{^9IIrMm0qCJ!M z^{sP6NWr#yL0PpY`eO7GZNm`Hck(%ObW&2b&15to1cB$Nz8&!W8+{sANG%!Lm%?&p z&Ce(3GeHShkybG78-MOHi#C$`iYvcUh~{yCnSrYpZyw(lD%1Z=MIAxA)9|rFp(oup zsX5sjf`0D?;~bZ^E$XC3fB5UPX=$b%CFahOA7{{Gv)`P7r+@ZCDE#a1Gc%NtTqR|d zZzGp5P6&P}Qz&M|KD0pD&SXAX zX765$Z+Ts1io^)H~%$j0)NJmNMtQABtb%<&xv~re*Q)a>7WxdU?zAyW9!zS5u`n%FOF2*Y_V~s>WqE7a4d%(C}+!%Yk{In3#QO ziCpq~I3kO@%*Ages~!lmCrVR;ai~p@T%Q0iXzmPJO?+q?1cguY}!xPBz84VGok zxlXG82ePG;y6kp5swF`?8Gzl)SucveY&(m^ZaoR{+Ws#>R2rUFnJ4zxF>yKu#S~r!a52bZ2Q*hNuGxO$O_z2A))A16B~g`O-rm*{e=jX{Yh)++ z*7`pmw%&6qlJ9B*KphyBO}}n99-z@mA8gx6Fa=Q>`so%S3U2VSyDOL9cqt1}NNaFZ zxy6NCLj{pu!0w`tnxED7kviN?s?NNKtLsh~QN~iZP~bjdPqU>@oO}kDQy|c3o%m=d zd1vGr!&6q! zQ41uYXSw*5{{)2{cH9`L=GFJR|1Tefo?zk7OjU+Q{d%68L70x)^L$bzT=*8~bf$7@ z-aL1VJ}q6@Eg0mm9ahPfe{6rAybl-7u)2g@_juTCQ9b#-R>M<0;HLFVuA3nfg3Mc| z$I6=>EM380>f$2uZy~iYoG#n-cYf7ejAut4;4WIzkq#8M$WSCTW+8vKL9v#x z&(ZpNk8lY@gh4CXY!k)VKj$V5OAk^MG-49vBZ~OJLFxN5<{ynvO=veY0crn7cj8ZLI@L(S~ zc70Bq2Yms65x~#E@Voq~dHSYO$dG4Dk=SWsx<+-flwmtLf}fQ^$Nh0o7B;%R-x0pJ z`<|KTC;_2si+Zhhl$LTPRvfh0djZugM1`5u*BLj{94?WPhQqHU~(59ul8a0ehg7`G#{Gno8zJ$_;c(A^<+Z3=J@Ut z1<(l|DqRKyEiJvcWdj2Wu19t`3e7Z<0-hRX$-#uVe^$t{4V&+Bu3h923F2DN_~DF) z>Fd&ST6d=iJY**=oYc;egSFdcnT4m)EKyE9yZ!yj(8ulDbH=95S!o}a$(wy|LNE2J zeT}#J8vRJds`j3Ky12Qfgg;=b!Cqbfw?X@yXGXSspWZWp*)ndfK5;mCF>}f(D;s=P zbN94<`XscGt8F9Yw)Hxzg`DMCjiO;-OQRpOc7B>w-1{%vh3>ts-sLoL?3Pm2-wUPU zQEUx&iiFTEUW#H~YEHvj#6mBT1ga@-e~;<)OFo7hpVmgwon|t3URIP8%Ynj2;Dqoi6B$&4WsGe;S;QA;I<=v9xO1O zg)3feX|$i{Dlh}{)F3dta4E+DskVNgbx*WQ1`6ea($U#d3(rf`_5;zY3l{_rY?e^9rQc#-|*AGFS7gM|b3 z8SAOU)0tdV!e>_JLSE{CuzU$@<*5Y4kyZXMzCa#T2{@-27@SMghN_ z)jT<->B|g*8D8#$RFBZ-1a4tY}X3}`@4NoOx_1GMbk-Pj##gK<`=uBGy z2Sg-8!gt3=^NP9dJ!-ovZ=KgUrSs|7p{fJ=WPA6nu8yGcoU6Kt?7v9)_$Q#J98}1# zBpuz=)tjl|OO`QFwwqymNX|}7JPz2i>OM-N-=%>|7G&ae@`oR|4Ne=O9q;%j)W~(| zlG2ieVln)bXAg`e-Qlb*+k{e|A$H-@QiRHXBq}d4Wp2kiX6&H#D9+u=Cl$%|)VQEDd<)&TlM zyTcj!*V9BxY1hhe&Hf!utq3p)+YiK6i7JWq3Kmh(`CZV80n|I-pDUkgZnWDZ)k5U# z37lREV?VF?YSEtQhk0hZDXKtP6zGYwCE6D&@v9Atn`&@2`nQ@7o2dI%AAB~S1R`8w zVp=zwP`+&0ayxx)^tQW=zfJ7@_-iCdms<^$nRFj0pN(d&MuZ2+ z@sZW~!Uq^Cm!rVxRH-(O#$5#;`FF%SP{J;X-Efq16E-qJeSPoJre1B}W|;gU2^}N; z$I9Nd;agw~CQ;xu;TIqfeY{NYCr_nVS^uY*xLnz-!8h~`8-KUDyzaI^c-gaCQD#>O zw*@b?4LJtoW_An#=McpI1Rrc{RORek;Qu z-LnV{PN}nH<$2OiK|5n2^J97~wM}<#5HBaFQkN}4;=EYu_=P66_FxFyhJ^H267o%n zKGanl@Dfb4A~J05blj=;6>}C}W>MIx>^Wg3hpv&qz=ir2OzoZk%i`Y0VpFLR2hj$Y z9;6%t0gT1G3;WP+f!=A8Ci~%x*7SY#;GhJ;*P_y!0RToQ1k8;6 zepF?f^+xN;`FYX3i0!@tYUtbU*H35|!N+0jc0)n)E`zK!b4+#L$PR_(mA2>KD`}k5 ziMV4eYgbdb^{wZT`bw7_XqFZ4oE9siXGp&B!aXh|X@#_#rV3zR>z4iz{?9dM^bV}0 zrXjVr03>xpI|h2@>0pW@@{K^cVq8=(*+Dhz=I81f*K8$zTK4;CQ^V|>n zP+E3yA;YCy0rJUNx%nZGX#dXkmLjKw06j}va@Z{Me4IJZ^?5@hW;RqiZaVd2k>58` zma!0f5ShDl+T*Js{O2P>+}2$v!GJsV;C{f1*eB`ML9z)CB>7+(|W(Da%; zOXMp*^7V>Rclm0n9@4BRob-URE<`x!{gvw{hOVuPiZjZuoTbu5?7&7HIbuh3x$DRv zfjxS@EjaJyj9N&d`8tc6DXTNz5B&5lfXcx0_VgsNNVhHJ<#(7>dIvOF(oK+32B++C z!2Mqo8NLO?_rL?$72*{B#)Rsb<%6OVnia`q$%w*gYcb!xfOMt;%B2H56rW7pUj2+X<+%p~>i9pvZ&B9G!e$ zYZBS<^!sgfxGSf=(NRIZ5b(N|N=JXpgD39=kYsECl5=&y2QPBp_&1g26U7(JDURxL z`O~Bvc4R3-{gL?K$21o;FSi?BmFI#t-;1q_8XpJwl?`xW&4+OYZN;5(5B`!m+n%$o z{}D9mCwd-Zg6dI#7# zp1U>nPI0Y5Exe1S0R{=bY2pQe5s#Sf>qdeG=a_YYvSDtb7gWhkj9O<}B2# z*(Bh2qsNk`I%0W)t~4r3A3wSw&D~(OH8}ysGWojX3SdpSbsAE*ZJy1`W`IUPD@U)U z4Ij9rJZX_nJxOt7=~!C%r{YsAFCL(yFN?Fk!sO6qup*m)^XK_@1yPB*upS=ZTL!Xw zKYgp%Y{Tj4MyU!t!^NKIosvJe!rvfm9^{wruaOlW+@9VHVnH}>XN;KRxZc12#{E5g zGZ08_+RE*c4fG>3UD{5Zl2biFIhnCZ-2tr}O@uI)}}iQh1RARc3kR7pU>b%2m7=W%8tG08avtTR@4Q-^}zWWNU*Ir zX5{D4rxJjXw1y^6LSmx48^~whK^w3ERF9}0!;%?bxIx{PzS~F1wLShv*IMz`NbR2v zHKlA{pp8ADx<&JQOrE=$ceb;a^%?u=f-To@RBT#>}!mzc@!c=;PgJ18e z`!IKv$HOUQExb9g#f9|phK%HiRf#4ZR->))C@Z28`B<9!K~sc{;|MBvV`oj?_o*VI zx*9F5nJZ{G^uPg(w1|F#lo}~;)9yGa2D`LkSgSpC57_H?@e+0zzFtCdp6Jak3ag;yVKVU)hyJMV&Ii&knw^f_Li3r8XH zUVOoU4fFUjP}INeDBpCj2>EZ{!yqs5{?3V!1ayx*&-Dpm_cV!+`jnO)$|PRR((%%} z$?&)ah3wRgJkVAKxEIvweZ0y){QTrKI2q0Ag{HWE3EL+D>HG_f1gBvm1fT9&hgiK8 zF43>$6VRI|m0I0+Go*+d_NEO8@RY;@f7^2 zQ(Rt({Hhpe9hq1fSkD#7nH3>7ez$aewCoPB1?+{BwoSk3D(Z+D})>NZ;n zp)+6r#^8G0<9BwjyJZ|ZzM3QmA32(l`PqWe5S#>C6_7kqs#}A~ySCQh9pP15H(U$l zKZ6(lIEMy#kwx)>C9Z4V>2;WlkV&;ran@qf($Q7QJ{ReQp$+6RQ9>r-oUHS&NT~A$eEL|@j|D9#1G{o- za4y86@}>QW4VuF0%`;M-Ktl+Hi1x8QN>08Bjq70GP-#lXHE2R%+aN}HzmF2{QaAVV zx*M8~DDkV?euM7(YsULJ7`(7BRmHTwn!`usW&^jTH4J(P^)HUSkjB9OP2pc3xFg#_!hVO ziFCzVM<@>u86;QkDX7M{oJ3r(0{I;3FpSd(<3vvI^@755t4>i6R#1x{R{AWLxYZjmuxqTxqt?OzwXt3qC zD8zx?hnd_sv2(dHBv&>f;cm{HKF%l2h7RiVeQ)dI2f}?}D+L;^4RcQaV5R4l?*(o2 zO+5f^4txb%=7f*jnvxf)5`N!*ac8ka!Ez;4P{xTEnl@g;Okf;WoWhjOvW&BO`rIKt zM}TuOGFK)t;ZDLeyXa-{spKAC1pr^s4W2I<_siDj<)dcpEC}2-{>8vrZuGJl@e&e0 zEC%b(17u6d0-s$IQb4y_^Pn+)vtbLEL?QK301RJdpx(dUHpl7Nmjez zSOJ{|#&e!`hI?4;j(2T1-qf5L#d@ibj)L)$WA5Pl!GKl1OBvP}t{Pc;zW!rRH#$Hf z46Fyhv|PwnD~3#L=~}xdM{^}2X{YZmmf>6UlNE*vUq5rC;`v$5rw$CI3jpSh{^b|` z0sk3A)Jea!DAq68qkr{A)tT-4O#E}aE_%niy8WN=p8~$-ZN<8`kclgD?Y8regRP6E2rA7K!O zk3GKHJ2kt@v2K$jdlhQPD!b)TJ!2)E64Q1M`#ux)D`l{m+&;s>AgM*8HvY@hEow&I z+=s28Dkff(J^2jN>!D-HUKbc0D-=4mPHjd-5()BP{i-Dg4U_G1-uB2lC>>mqjOQp? zm6SQDAIAWDAR!F5JWd)$TjN1NI=*+#i`8mUMcr^`87oA{UdhiYwIx zG5UIMvKoFu9Et?cD)-x6vkrS5!h=>*;yJjV$?Exzpb+>{JQUgq0L!CA@2=(>W@bqV zGkIv9PlSgQ(O)2wr@)S&5MdWpdT&K+G9VjXwT{f%;yShf?a8s@MuOq*3Jj;>ecme% zU!ou}si||=>D2?m1V=R619dr3gktGOV^Y0fIqP6wU3%p4b@|m~KtiTosBv5_nC?Nm zC_U{@ETzx8qLAD%=@yrJ)0CQ{CIOZPB@4Q?!Jo7u%R8IyBIh24cXzu({m77>_TJnA zh4qcQv=<+d$i$i5ciHcP1&*QKzQm#78^&GJ`4VIkfP~bVS-j4OY7Q$`fdOp0-MtP zs1D14YH7r4LsF^Vk!YB&7I%s=?sD|2b3f9IN0PhjiwClRa23jv0XFuMfr<9P!DIBD z)Ty*z(Lt%-FxE!xdd|#>*~DL*xJ)9bxBDISeZ#tVo*Su$E)w~> z3v6)t#xh58<(ly>?pI2?<908gjgzs$NmtsdQS4c1DW) zUb-jPCtW8w=P{~xmz2wfRERx-fS2+HuD9{7)<}pd2T^q40NQ@6QI65({hsn;g^{I7 zDtm8-XCj5#$2g}VpdOPDCL6Pv2$-$Js|?Iaw=>qboJ^Ni@Z(K{Jz!pbLhx)PqyCyzj|x?&zghlKg*A=ooLjuk!m95ZJ&lPS#l-e&fmukKk~MC#nWYcMpYA3sh)2 zCmGE_@(#rUoJ9MmGMkb3y5Z{OH1jd@oU{z1$ME*tTXs+*kNs*E%g9F$(?Qq&3~#Yz zJC^x}WTitzb{>DvEPM2VxgQ}rna^^nUdR&?(JlZchc&}lFx(ey#iX-}QoOgwKl69L z$XB|LM6K9JzhR9t=I2s5OrD}78z^$EwvGvQS~OJD(O*^x!f^@0GB!vCQ+X#r1q&u# zmfyUM9a(Fn!??C?rIN|hazAgCf70)pLE6FvFDU5&ui}t#qsnkP%in))n`i!b5IgGZ zCNC*d=Gw$!TI#$X_aF#9AKS4a>S^TC$!*ZBW&ovZ5@4Xq%7EA;Z7T|vVi35i<^MirTI#q9^W9+7TM8a-DAy1)R;)GZ@ii3 zFj5(HJfCwe*6^>WA7sO;g&5nelIhhNg|wv88Vy|#Og#wtz?$h=^P{oK{9BwO)cTnz z_Wm1Cdtm4yz(&2qXdq=v)o`t@B6&x8xuG;qU7syTLT?2~PZ|Ol-1|~;Kk$6r*ytQJ zS<59R$A${=o{2UrIE-U4E{Ti${m*`3B0KWcI%m|-x)0m?G3(|R6v=m*ekdob@`Zea z;Hf0t(MQmTFQPrg(5C~%!$Hv|rL(cpA|Wi3nDYBNNnbWu#%$>-Sv6E$os$~RnIEJ- zq`KwLY{~Q=$}zk`R!@FRG_!ouyi&8$H$FQ^(I9K_jJy-!O@wl!!LRaNI9$jeBCZb70^&@F7-E6o~q zHcwuZyLr-t|3Z);UsDNjyA_3aq-A6YAUO8l8Rv8(b;(x5HL&*BynhEw`O0y;R3||l zLh@rcJK&>lwQjlOBwt=T>90zIl-u>o29P*V*16`qz#|i1E7Qi^6|#KqFCuNOfM_7X z=weGDlGXZh$OR4ju<+sz!X3;6gUHxF4zM%3og@E@W@yWkE?{8WLG5&y8%r9bg$2Dg zZ%j{)g8+B%-*ja950FISua{QS(iIeMTrbw<*PGQ0w}V}O$N@bA5-+Kywd5TvDAqPE?w%l@ zT{>Z)cKc46JMf)>XMvSRWJ|4&ITGw!)y5kv^fkluFC=g-ykfRo>s#P6>8869o{*;& z``U?~kW(NJZb4!KC`<_-*8L#gwzjo*P_2{?!vDVDiztlppp*fk#ms03m51Hj^nBM7 zxf@38xwYl-B*6y71N&fCkUr;jjATY7IF{?6tjl;}?-?Mu5&ExEerYG%4`5j6^V8Q9 z#9y(S+4_D3j(=+V<#u&S_h>a1?%4!&*oI1j$$M3-=;XZ~`8NAq`!AVm`PTVl%&3>D zYy@_GkK-iPE87;iY17QX)&tV;vT68Fc{Z23$E9N}R;4S{2|s3t^(csJCE1!)vI!>~ zt}koJ(C_L><&ByA2tA8kukM2K!qY&#UVEyo$uf&|$Rjr*UjDu6zLFU;ndve6<<|JI z%UrJ?=Tz&ZYdS5Nn2cKCg>)0djFHfLz-Qu6ZMt{EW=34vBt7%l3(&aLY+q^ej6dHz zeCdlA=I=G72bjg+%tEguc#4kQ^-C{RGKmH72j!f!Kp(BH{)?Obr;o0>ah;S6NHQd+ z1<47*nqu9S>EDJX-f+oQ$G?naH!2)sCed608{tBzr#LXu_@f>sR#}+4B-bay6!`T4 zo;ZU^3#a282iX$@b4iKc6Rkcl+ze^{`Bi&=v!aC6n4bA zODxgWPO}=v4=BP5_lu`=&yb?9GAN!`rPxpM(4}Hnp5|1n>gUBD?$`i=ffsCp^b*b> z-)~(ED2hKc7c=a2IT3Fvtu`b;J6a+@;3BVU9gFLnsN&w!Wu>)yJ$~%w5b3-G09$*( zf2$T)Wg8>i=zAU1dFBj3_t2)fMAhLSi)FcZTqK3^dsp9q?rS8PMz32SIpND%Yp0g8 zYo=+aMw%AcZwa$*Yod-G`<9kF6e@{HSyGf!Uq(&NfE$%0`CnDWi#_cUkS}XC`yeQ- zu5YXbTA1x0EhYWk30BXOI~bm-G{(~#l*d1_CFDsGi}y&S>~jsVSGy(n(u{W0bmuky zHUNV41X0^-F2(0q=P5ImN$cc&nsNL=l4d-|NGI1^i%c-8ebs$kLLG-U{o$j9JjQo=SZ)1d~S;w7OF@f#mO}DP4M)H@}FoB{0iV~1pBc^8p z7DAadblf`K4|aRM@y6u(Lw^$G2?O{?%1s5VierFrv=H`pZ|Tb!0*UQ`c04cELE41! z9gFmgkBs@JhA*O9re!)>$@8&VlYX2K3lGX)mTG;QSKk_*j{S zE=>6=z>d>_%c;3wF7q9nA@npXhdMIe-z*^8!Sf7S;l;D&R(4{mixk(>S!pUdAi6cV){kY!Du>UoFQ@=e@>-5{jUsorsC zj6@a}8frxtm3qiI%sl#IcOx%hKYxARlDcrN9>`H8fE-nv-ZSlrV0*%f;X7D>V0ZT; z#_FhnF{ohfg2~LzY&~u$y{TWMt8{sQxpeABP4)u z`%JGR!m<$y>0kh?D10f7y{I)((VTO5>J3eWOoF0cX5|v~W{uFwiBl%#Z+u1n;38LFeF&55F7WToAe%x9je~J5VING3 z?|%AWMv0TugNkYBT+C@8+UE@$Pl`)XnCeS%LT>DT0i7JhnZ*!LdU^$ajh#WiQKk8d zD(S>p1IQTv=iR|*t_iwZ3d{O-uo$=zMG)9nO$#@@J`&O%1a-Otj=KF5zDAEC@x zPJrfT|B67ccXKYB%UMWhcAc378cq1aOc2dI@7X7 z6W_5S8Xw%9+f>|x%Gjs;eo~0PH|ZzawX#4wUBzG%s0X{nskHblrl&+h$*9@VnuDc; zrQY=F)sRA-6vv^zS;F$vjHjx$vUC<~H1bx5^$MpeKM6Gn*pM{HSbo^!-EGx%vD03s z!FeYwrC!T_abSiuL{hEj*+koKUwVP^f!#N6RJXi=E})zf*5z5cC7PhxaE+>B`TokE zF%JHaRB-Equ~c&7?Q?S{7k2xrl!psED_RuxWR7Z*GJwW^Wf&T7wHk~oJc-i}cg%~9 zUF{P+b@b3~|FWCm&~fnB48_0dQzqw5ma;|vE)uw%zRRnmqDI6Hqd;n)$>g4;q7pGQ zN=dTB0=LC@@{^^P-uvD|S}LX;iC1#!^oW_^JAJF7K+6tOQ?x>lWy?=-^V*qe3+(1! z7)7tvP1QZCdFo`)$-~*bbD>`Kf`R4udI*C8T}%q}Y6VKdMtL?;Q?doO-df0mVjI-U zVsti)9q%~QTr&S@o!hmd?Jl_3@l%i%kQpF(ER`zya==ej!z_+trF^X))y}1N7+BCj zJ_|wTRd05yWesn>SxJ?Vmk9j#`uEk}j_B{?+IgTB+tI{0{Ah4e-Sge8hJL)KD7gp` zd(#mi^06?sPGaHw0d_M=9TVZbwllk?Q7AN@3mwW}s?;Zf>4XRYZ~nB{ZK^xvm5(Fq@6Ub@SD&_q#DgNo2?Tl6;(8q1NZaJtuQdJbuYobk zkKw=epBI1?B1VrUKpM$67Z3&ZQ&;&UIY5zAEZ?eJZn40 zSzM64#&l0_KBdkNs_>=1ncX*PGCjTRkiKMUNiH>2Y#0JIGL4W^wEEc=4{A?pOPG^H z9Vk6K()~^tSHRn@qKGG$e;o;rDz7+)9Rf%Kn)>+UPTclf0-G<9q8K+i{={ zB>sp7&&@Z_E4eEBU98dP^%`23rQZmOu7^z=5EGY)*XDvRTy)b+rj?E*{VjPH677c5 zdyI6IL%Pd-qA6zUHNhI@#E*3IJLX zA!pYs%Ufd{X*MtebvvAR5RweGdtLd)$}gFna*1H+?1`pJDFY-oFmgDSp6{hssCZ_@ z|7D-g2VXEpK?>VoTfl0#>iAP4aP5 zj-##w+Jxm>s!losh*(_VO4_Nea6~cB~bOB)5Dy zEt~zlCYwmNy#s>h%{PO}XpR|5wP;s&a+b6uHE3I{(7@Ap?_T55r%rzow72H=OLWufP7&s^gNzsyFB)qMXydT1b%db;Y(-Z za|#f{h_@eGzO!Jpj8>!hwyI%Vom_*lx+eB-CNbkTogBK&L*IDU!L^WNkcR70!0!BUW@s3`Y-Tt69QP^T(WY%reBM;yyi zHc|SRnc&8(n48EsLqb^>2VNCCT--W~!UlezL&l^!$;F&t%XkG^2C7mGF$-O9I`j5> z^f?a>ot&+|FW)2>XRCOf>eC0#2sY2m&A#Q>?)8q@%K{)dqyQc4`pqto z7&B^zE8+D`=jNPDD~*WmGATs6op{!HEzdY5swG|Py}zCSP4g(~ZAMJQ=;ww&uEd>< z)nzgpQ?CB41JfaMv*Pv(`lr9@&sc_FfX0)EJpOmm{pc3oo;N(0i4Z9p6+A%J=Pd-N z{a_XB-hPMnQ;fTGfFP(eOa7rYD`>n<3=9tUf7qOK2|APJ(Re(po@kmda!#HA;K9Jg z2j%)k`ax|AYkeTDr3LPQIUv6dBV0#?AaZ~>%O_9C`A(-s8HhsV0@GKJjlJCqX#9RM0NCcs8yo*pe| zQ(W^opooQkSAd*3C>Oc3^=HE9EqBvBr|C#q1mI3Z3i-Fk1(z}~of_$MOZ54B0-cjt zyefo{R=$b3<)zkeP-+YTG9HZt!Si(r)?;_Q$!DvZd(*((GsXJ#_zfJXsA64V?Ym`CPT6H7{&!^O%}YWE$iTm=q8pgYzYw&w^Xucgq=E zHxbo4Ys}fMPQqOXfQc^E(%f5!4nM`u-Os>A9GJq1lKu+1LERf&P^+md@09#}JrJA+ z@D(2-WomxP==tuPNR-|??f2@Ksxu2H7(E9u^h4=A9JwhQcCR~+DP(uOT@7=m*ac=G zuj6n|JHGPsz47#g8J`lujuE8qGVr>cDtS~u37``q3`tXZ{+4aH@@(P#dY3;-Rsq;& zw%ZbxKovda^_mcJeZ_dTDwMRVIGLN=>NH?32k zj$WaRaY;+5 zjN=0QX)8ef@qY20zME9_@3Y%3rDnrmC>G<*1Mb!rWSPH4E$X`^lii6-H;*4US%vlv zxljJYMjQ(tg;|Yl6hASml$>ZCoA>)nc|Z0+v+)f-{%XLs0SQeSfCde@^OC;!YOhD6 zEs2klA4BJyZl>4DQ0nw}XNtBJ<;C-iZponSWFe&E0Tpp@322^%d+?&Ih=C?Z&Z=aj zYLB~?M^i_DILicluH#XDk)f&ZR-1R{BvTmkfXoe$#K&EoTs%>5LhFk z)%ph82EV3+0|QSHj7Vq9G`|HDKMl8_k{QP`tgYsK}y#b(j|o zlk*{o%QYv;R`ASU_npV&twmL@jaOkamcu-DYyLt|65Wd+qW;TLXjmvI<+HBX$|(n? zwGtCaiS8=th#W_tT!E0Gt^ciBn|jKC(w#tV1Hl4r4}=<{yNq4R7X`UO z{m5>|*=S(ut`8Ss=Gs9k<^hlkHwQB z19QDbtrYF)8S#XhyQ3)~RTtB(H>b&dgA0JGuzdF(*ms+LCq#d#HPs8a>YluQxxIM} zNSR&QkiKv=MuLv(XrdB($oykQu@%+Gzov^Eku?JrgkAky_mhr8?}MbL3|Af@KhBOn zULtm82LgI#%EG`Ddf(;Q{zsJ3LZQwUH!MFVNc-P7mHzj9$gj?yMA*5pZMZ(ARj#?a zXlK&V^3*zv-0LUKvf?)Y}R1wRRZGY1G@+0CTslLrW1N0jSm!aRE}80=0wE76=V z^E;kjvuoaRGi@GI@liROQ1e$K9a0@|Nk}xnCjJ+xjT4$%KDxrr;^{@FupEokd^NI< zS)wwA6Q+s1aCKaOCqaxxGcE)ew4oe)A+rg?9Z>K{fgz0M`1PX5PrZ)_WUhB%9MRsW zpdehZ5nB^b*Yd?9?=@+?Vq;hrzQAag+_p80>}FjXWlMdCY{q5-CQ>e~Yv&$6^+*MI zJ2p$mGc74vf&tn%ORgRlPg5O(LeLKkIuq;ee}d-IMQf5XtsIK)y4rjuXdy*W!ay25sSwdMEpOZt~(Iw|NmDCMI@Dv ztO`juA$zr?2-)KfpAu*9eOBW`MpiiMs5p`tXV1vIa@n1|4(D+8I^*}gbH2ZSZ@k~H z*YoupkLTn0e7#;~-|Ng5At-NLqm~^7=PCh+(`+`EHbnJIFhe9Qq~M{$u^hGx8FEev zUSD~N4Je0eB>;D+EGG84m#iL}7NnNw>jK z61rHk^yK5#Jd&{ZF{72e!v4QjtTN7>iYpPYa#eX--PdK7uYkL|L3tS~n%MO=pc#jP zy4|2ro_ky|BDrfxR-yTw15_xn^do}{`PWYSTc~fOFw-=v7@{o)T%3}uRb_f~94T-? z(h%*iiO<(LTivHj8V*!GW)0Y*^VmH-rzbj2^Es_ZI-iLt?-MX^0rnBB(1LGD#%V6S zkfm#HjvW{UE_*l%am?4N>MzN=&-~@<3D9m)_YR;kxdCYf`gw#duS!i+SV5LV@s{OL z?S?KbJB7DoA{V08Cc9v*}apBq2}Umy)|f?pd{^rtnt>wT2w2k?~GgG%ruSc(aSpjN%nu&oDv zvb}>ghr(iP4r}*7Qo9@8@=aQleM&nGOaIA0fYVkA>Q>`4Vt|_-!r4XwX_A5ozrqLM zvjp)+sMpgAx0q`S{tIqi@uftB^ObRnJ*7v1!*mA!txa@z! zy76C;>nr>!;5_h4K4G$EP};)9Ih^qo36XBV5jNaAgQR&&ofhN>xlgqt#?z&}miGf2 zd+VO<^-^!Nu6hN3qbvJ2eCVt=aG3}|>$*0ogYV}_>dQkh$D3$i?gAO2m}ikij+Jp< za|B(rk3v_oaxNpvnvNXC^kUBk5}m1DW#NR*=Wx)XVm9l6bXcI>R1&KVdG<@>)@|1- zt(#A}IIvW;0&ve~f8j9_J)79V}xL4htL{LFeQ#+65|dpe{(o?d-+&ePXlz1Tum z3{rvA#e>O7I&d+@MGR+5q%+JuPmJe=vTXR@mp9qu9sgTMxD9xDgw=GnsM~3NXzsnp zv?qhRsgtVxM;%diK;iJE+Wi>2l6Sk~e5>TUIl^VTyTAOM(R7#XvYgVe{I|7x_s{d$ z>%duqWJ8&+Hyby5%m6htz-jp^Y3MxG&d#?E<59SwlD@!0N{~t zunD> zZuH5kV$gsl_m$mq-C$>PpgjNq?5!GV-Y#Gg$Ph!HD3bm7s6pgY9$yxI}5QMYd^>5imX;4rW z*@^s&OOHr_?4Z8deJO}~!{0*g83nqg+xImM&lzc=tkZw7bh%1>7s{es!nDL3n2pAX zr%F}LxnleHvz^HP6WHYg^h&siKn(M@A%jrx6Ooo{CA~?MC#< z`wlc|ZGfFF0&8IU15b|ZhO=+hmNwda3uQmtv)Kf zs3>yNR;3Kp$uBEfK&kowg-`dQ1kU9RA;zHZMb$p!7z)DyN5m7@ek_E&kHS-N@ZwSMMZ}a|dL&Z~&2=CCYnZCS!ir{27fu1b0N8D4Q&VuG{)2Cp zX7=gx`-xAw&t~Lr=L5B`d+y~dl}6QU?ydZ=Z+*BY1AB3KGU~u_^MTwSHov~8AzxJy z&$~Fe3aR3*qIVf!-yBY0WEZO1{y7hcw6SZE2MQaM9YI$D;}i;Xi;Ort1StZI;j2F^m;HY=%sr>weee@w?*h)GjAATVas&i`uWqnLtlUc67`&zS)?a(e{%vW{Y+y9e97v99^#BDD!* z!J9hyXf5WhD$Y_yU;&p{U2`g#>tH%nT$ucI;Le?=`3Pf z>4R)>Z?F___+z!=3dSX z37(erC=8iO^;=@>MrOUKDh>aBlf}EJXN1<7J$#{!>BQ=L$n!GYC`gfD%*JI~$lcei zJ$R5t)yZs^7Fl@YW1{8HpxVEE0pzKV$n=Z^#u&K5ziYL{K3K5MyxjspR#|VQ#-0Uc z3UwB&M|j39gvsg%e@xEcXHC~q)Mw3pPhV$Q@ezkJ z@Zyw2aI&rJ-bDeDI$}w_$F$xPE+#S*3>7Wzd=mEQTF*#|&7LzBc<~aXpe;H0_f1Cg z-La^90jG)YFB{&5o`fIF#gvT^(<)K(oD-FFi>F0OLJu7{Ui_0cXv_4vHSi9c8{$6u zes34t-mkWHeSkSMq3<$*L40Jt;QKFRmfO3u&-^y6DPGkF`mV0_FJjfPRrCsJnqH)P zv-D0Zp9#yuVYr|n=3sGdO)rc)Y2PHnrMApcgPpC)KY3>E`cVm|iH3oDnoeYqgn-Qtql9-t3{>S4#G~uw!jgj>2l&aE`AbxQF zHAEWI%UG|`nR%3&{0b8!@)`LDh&AbvxDV*QbeAu?CIg!fK6WR}!)~66%I;ZA-qVog zxo%OqY>78>=v!S* zLv^)p%tPIx1l16`1Mx?4K${|X3(#pI|LKH!X7+pn*Z^_UrI`M$Y!2OyzBW6X4_h>m z(=o9gGL=d&$`C{ke6I88D;VZvIIBgDprk;gd40e$kOxj;3tER~EWz`6_aYj^leeE> z>=lgNWPLL?hI#XO&T;7WGbyKdyA{7$e8o>ElnCLXN=x}`OPs5}Z*6+?RIAsu?(2f? z#n&IQ7wOzRtMC`^8ifj=zpC4Rp8eLeT(@rlX1aFC#!P5zb#k@SJ!IyCpo3qTZs`}~ zqD~sI1{zG2M-;csriWXJtq}Ts?)jhLz06ZxZm$wtxTzvG^v%Te+u6L4x;^wnSn7Lt z45S7d$9QBKgXRC$U%W%Gtffov{7H%pH|i zetSt(WGAo|D;6OSCA&z9Aj;u{!-ekAecLm>kL*zrF`Wa-Fm^cLBr%HJyE&7vD#_vL zgVxiN7SpyhpL)9O89}O9XyB{%?UVw@XNc1+WyffT2QU6zThOAFFps2rO(#!Y6)lyq zo_rpI8y5?o?Q%rbL7tK-xpx6EWT(_;+tHMqPd@nh9a~>mE;4Tbwy3dz;{wc z>Nb;Z+phRhX6lP7v9)Y!!_PY=f+0GepY&7~Xpz;Qp`wOZ8|_&kwX^HxUD*0U&b{z@ zdbD}=^mbl13)+;0D!nzrC_^cU%Nz^)g|FiJNjPP+vs8l!_!Ug{)Uz#HX1CmU&3d0X z6*%bpj+i?#mcu&_#^`#%T1)Ta^2(p{h#-Q0H-6-a*?ZEl;&HspHtX@s?@>>id zbptffw``9mF8Ww{eAj;yw?^!rnBO;=%4>A3`3wE1MMbddf)Om!&9mV4-R-SUr zV4~~$F7zUzQ;?) zWqyatybvPVEczZ#NO#e3gr zY^K8Vf7Q{zTquH(Qb-=Q{3TJ5*exlWmG!p&*fo4I;4}1#;soDMP5!Bhgy@?@md@`x z`B)x_Vy`;FMxem(rEws3v~{&9M$yjat19~3RQ#)TTs)pBibGy?d%Na$N!;v<4wL*s zMsoBV=5_d6h}d9loh%8Y9;QDjFZS%!#?%IkNpo~t?p2S* zSKO=i&m(wUBRdi-1URN*G!1Xm%l&g?lP^TC2tXz4wIcQPzZGcYJ@TQh_zUO5EIaw< zFr~WBeH{rj37U##Zlmo4S@iv*m~sB$y7UME=8Iz#9MHcByWgE)kqujaLa0<7yz?j! z;9oL`+u+|ah1yCaSJ+CSI(ZOHq4oIwZxMyl6BgOrx`*u+_93SK8^@u#-T|1azInn{ zK=);t&ttOjOH`!pcNmQ`r&rpKXV9_CxvOEGXmWimBLp6|h>pDgdcf(Xb&{FarqdPw-#(1{i%X~tl zE(;ODG1isEHK}Q5U(=;7F@o}yo~)HHXi3QNhddq#g(9VPV9%A0aN>@Te{>ej$7%kJ z=CRP_+9Pa`>Q*J^{_`-Qwd~`5?|5pHzYBnq*Ho3Bphde!4IJbgQuB_m!C;a6aOvwW z>9TK!-O=>IHxl-~CNx!EpicWB998;0=ko2$S9FmO8BKZI66T?T5Te+q z>>rP)G_AuRvleHBZE{4q@t#gc&O3OY%_gnRDCeD@3g$t`9~h!&w(tQ++$Q=h+5Z9# zC!W1)XTr()K#XVB!IYO(!Sx$ke6)*4@{(veUa4{@sy1reWlRpSDx`oCljwiYyb zil=p;xEU=KQkT;3k)%Ff3z3B3Zhm-5KS@7{=ACNW!o3uP`@a)FKq4b(8!uM3%GQZ^ z-5;M7;{IA;+wh$sz~LddZ#}h>R}~27@&#*NstE{hAw&67mt4uwp;K;z6YXt?b~pRD z&}*$c@D?r9!^OknUNs>uQqICH^g_*};^dJlaH;REKGmk8S!+V<^X(~#V%jk}OaO^6 z+WTtN7*jRH!Y2x~S9B`ZlP!U_>;8~=cAeEy(jGaT0U*;{Q)>6fE7A>a#0ksQ{_w&?9R)`YKvzu< z4OBTSir;)}&QcVl1_4ebSK@zLz6<}}@M*gcu=R`n2nM>`smq4>?{5@4$tUyYC-gL7Bcx6lqCy=3t!OuYKvvVaCQ)AekyOQ=lgsIDmhoDzy z$9`F!fnU*-*2w(Tu4W9~FyR32@SI}i6XmEttyZT6WBWd9@!x#G?}JyA{cTBF!yp*S zpK@$fi`MTKNLC-#u9DbKF-NKn-*gzxZ=2O|!lZME__F|S6bEvm{;%+yvNH~|v(SXt zhhq+xX&q{cL|DD=nbSIBlQ+C;&0(&5AQ$$7Jw#=Ms@azHg7>1kRKP(Mi?>yPqaFRd zgQ>5l0=`Zkwm55qcD9TC@RL!e%R~7Aq@cv4yVv0dcf6r|LB|-Aa=<^=m&e6}IFKK7 zm+72x<46aoQ_zmIH9mYl?^f|A#_`8CQrHMbAF7Q1uxu!Lt-jAwgPD7L+eZsyPE1IbYx`q1|Msjx1>?Ax&6NAlSk2-_jp3*C zt;r;=4<<~fm_alZhJ&L$w~BZxi|eZ(AM5s($Gv~ncDK}8uh)(32ddsAj|_(VK+-Dm zb+I4p*&%7q;~rquw$uxHr5LU)2h~N47pv^XepybcB?UhNMscECeQ2$!HGfPpf~D2b zuzE;l+`FSU;6jiBI><(p=E3cH8&(VKls*5+Rew2~u!pj`Nz8yi*t`}ilrOZDD4_8L zLFCz-@KWc{^;#^_8J@-3aXMr7I{9~OpoKjiFyv`&2yFyM1!GsXDlYVpHyR10H`nlC zu;I7NbdV1n8wlOwpv*hiW(r&F+4gxrzc_pqF~ZZ{HM-buphbRx^fL~1$Kekx73w_g<^3*wL=DXi|yr<4FeBPfw($OI3|{rFGp1L8WBB2cWb>`#b494@;W9; zb^gdc$uCsMWvDY*6+iI!RI}wh_B$WOi*JK+AlGUh54PH*LyZkOzPOipMQR_6oaX)m zKMN`QR{f-Ocw(<~K2k|5vf(ZI#8Oh(tcPSeZQCCan$?FjFEttso}xnsgmpqt?j0AI zPenu7?+gT9b=H5a7FG69uzl4(0VJ5cb0;2mhgZ{Ui}d6-wlwg8qsyZM#!X}Ld=sUd zWqV$MvyE32)cW=0>=u7IgqYgNPFy3eV|CUC_1;&cjv|y9jDc(XB_e7+e%)OBN$FLx zM4bmvE-uOT1LC2Fi!iJ-gVv_Ib_l`Kot~^d1vXQz57QSfdfHrBDG`z6{ee_vZ!qoI ztpC9YSz2~WkH^3O7#69zMh`-VqxVU%9AjZ`C{LY2@qp}D<<(#+4$=vx#sU2GSyuoU zvn&1%VieZ9prf$+*ft>%YUq`<+bYXu^E6iJg+H+{w z(v5SYsL4{AR6(H@O~6C;XmGQsb~t6h(>9y<4{d^^3q4Cv;qNhcq1SZlmM7VEY#O-O z(OZlB`;4#Y;3tO_9WaCrU^smKMhrY*DjI+wj9J#aTJ4{4s>9s4{sK4{WApJkRw* zzqvH_r*^2nF3BB8&N_5BPnmPzU(9F8Vz+edUk5G^mc)zexGAGj zb{PJm`2)v$)0%%i0r1Fa!-BF(Ef!_~M5|ylQgzO8y244Uh*0xI2ILi64Dgz`{2KLD z!OUNRvjBeK`B41}0Xg+n!x+Q-7@|7O5M+@&+sQ6Q5IWbbR%O@Ly~@c_B!`u}Kq9>X z6?rjS*d#C^X|N0baW}JPWMf;3ru;c+q8OH_`Jq)L0~cvN!1h8_s3XWjezi*Vzp3~i zkgE2rOA8k+SKBD(*G>vIN+cA7pO`kLwTH1ggE+Azg;*VBL|3o<5@LHG-WkQ^Wi@`& zwkII#$MpaYh{h{$n;{r?!h~mywkpc=d!t;UHG-Ord}FE7Q&Wx z3b&u=OHv2)t_-5sNN%yUKx){bkW=>tS-VJI7nN_h>^aI;D~SSUbe`sZugXv%{0mp7 zSK#TFpwzEHHj^!FKmv7p>Y-d?iWWJuctUyiy;IC{Xj;$^I+B~`pY-zPi%AU@qBM^k zk$`uJ>XCk34oT)>nuMyqQL)WkbjyCI>3boF)3QNRrEH@H`mpiO+WUjT53S5EaTB+> zXpu?cmxq&HOl#Wq9E3SM-slZ{=q=~)Se_i8PeKOQc?Cr{_BPxnIr~jSG_1ww6%N8H zBgQ97X%0{?spR zc9pS`CZlZRDr^?jfWIkzz)2rnIR)OxGeypp3d1GD+o)bsG`!cWL!@n<8XJ zMyf3w&KvgW96*BjfCc)*@dL?R0pa@Iv#IN;j2F#_4+z|+=!^U}4VcTN`Ecax@0Un# zN($#CjWJKc-wPsZ_52n?yd~3UC%tbbSw4t_SQ5 z4t-hoB|CoaoK6aBj%8#sUGD_N^4Lb2T@%7G99kddVF(nv0)F=St5ZYY^N(vqvYX#E z=9UY`_%TV`6rT<*wYjrPo7uw*OZc2A`J+c1Oi(bMPw7=vY}GlMQEu57S4ojm15r(8 z9y$v{y+yAKm^$W4oiD6Axix*J9%>*%ua;(w13c55 zIx{Gx&Ab5rYfExG;t0*?13@Xd?qqjYD@eK~kx6_-7L~FY8(xgVr9VAS3DCfku7vjX z**+|m;vtQg1u@NLzJ12|bu`b-szI;iNR8<0fejF&i&_5!D)IRM(E)Jr1`bz+9RC^2 znfN^$kpPC7`06w2GUB4+5@qV(H9 zmv-zAa}Cf|(`jzbs0v{5>Ky;s4YgjcuBZigBmfZtAJIxP_PNY(?iYK_S{Uuw`ezw} zsL0n5ZLaoZNx(7?N`Y6vK>p4Lf6nRsaqf<|NE@#(Y-#w~37>?M7Jf~C6b^i+WT2Wk zuR55AFtV+xb89WcpI*tWcuL?l#}?Q>g!TEUpLHhc7mgXz)7Lm5@suBv+i>)+(& z!MA^B3pkWl$^WmE5>LpFR=U5q&{h_u!xRPkBawnnJtW%!3KANHG1No z&Y?bw$L~-?18O9s$I1?_?tC^}6WOI>b7$eM1Xjf`?qm+%s1KU-s#076>g-KwQ^Eyu0 z&2hDW?7SB{ZEtO%qjTd<*21J-ThQ$mMAmG zk&Ju%@)?)2IpzCF9YIo`L&-t;7g78gqRyz8E6A=hdUETI!2(h}*)>O^;rlaOg+$XY z{8Fq;(`;+`Gpcz5tN&aCcYW*OQjN!S<*coNfcpD5jxAcMIhky4M)^i|t4)guVxqw+ zJ6-9no5!Amcq27y@W$!szYzFFr03+{xDZNaGxSY^VXRNS8R>3~*~;ScKnKL7X{I-I z_ZxIsQ!OU&?bF@RgjFKyGaG!Wuo@7~U`mL`e8rf=8m8^|@uHCrMEXY8BfM%uTtKvG z@Use^L?tThc}g+}p56mks(!M1vD7V9=*(ZC-P`t1Hkvk#K@_KQQMKU^gp`@Bv3Ohs zc^?H=Na}Eb2LIPHGE(^t*QLKyxl;X)^09TI()M(s`OFCP3JgW*>h0aToeLtzA}~*< zeR4j2;8s$8T82VK)-}v{yV(mJUKr!CiI}Y0H264_?%RB|bgI;K^?P;;mTVGxXYN=p z`lqu`S|VTh`Lo;PVYAFOO8GW(XFCj1SgCI~Y!llRf4C@V(vdF8dP83Bpb8D>f#mMp z@g;Bf_@Vsc)xKSKNzXzyK~x?44u>ZASC@(_SH-uJ^Pn@3vU=x(?vB-CPv(2jb0VqX z=Y3uSq+WEM`KKDkxiE}_$jP=6Mk7M~B|YBO7foutme1RfD>lH8D|qElicv3aw<6f3 zfE>s~ZjZmcJOW?+I-2YwQ2Ij`l>s7H$SY?=*g<^J8fPCt{rpQheRiQXo6$UuGy6*M zy81{8S=+61%Pt>0l2NSsqMB5djYBzY>|>I4$UY;e%ytN$POttOwF!n9;w>=>CTWn} zHCFNzAAw6nc0-FGKAHyw<@Nx7dX4+{c(Kd@jx%JexLb~*u)t7m2i(ZRd|hKr`IB8U zZ=3|AJ;iU-=LH%M4PTLs_m6=C?BJ16bG0VHUkNfPoUr}|I*k>Bx?AaA%b*pi8^$Oqf;im_Egpz zd5LFS+0`Uc*-eGPRfVm{UFaxYJp|Oq3i#=2tHmbQ%`Z`9BF((Lf|cJde-2;%>CiU= zvgI)-u{G{!k=W|ryFe70fXAXEZ%w|T{wr+rh0^zGKQ&)A_kR>~6{)6NY1gkLjMPqm zGe(74#Kw7OcXb5Z00I8o1zftn)sx!L#-)~zRhncaR-oCApy|cHq3XV?0RvU!w2uh2FNfd-9;gwgzn5lt&u~mhxHO?;;_sJlG}>&O*qaKfRA_oQvu{5TYqnu-kt%T< z3Wn(xn>tf+5Z;Pk2HY@lN`@D=C%0x7p$^!$ckb=*JNPWO^7kxVN4uZ1cUa zOA|`L7kqYOLG>HRiALo4qa{Of`(Osqq@` z)Cr)DKsLGpBD1-Nc10^{x_b0nFO>Ry66 zsLw%S^{j_RaO@H90xtEb7kd~MP86K)IDrl^TIuMxp*x$m0_hi~0kxL11JA1ol&Ve4 zBa~KbY(FztKUU$&aA%HIyWEeOEu*a+&>rBSwQBKw^_8}V*)>Y{B^cY2Qu7BWIwS`Ry-kY_jmOB)~7HdSmznCO9dPP>GwDd zD18Iw5jugOP$=a0HM`H5&v*I}t?~D}j}2y&_%NY3BhG30hQWT7oLE6x;j;iTen+1G zf&Z&Rao0C5QCC+2h`AS|6=tE;CPNvrRljjKS^RTnb2^DY9vM!W=MM#Pjza~I<)#7V*#5Ly+D%1lJ z5lb2HR=`9lNJ$dgdR-!qsIwYrcE?r?cPTb+>cRNP${~vidiU66v5j{&YbvXp}$|qi(pyhJ3vWtOleXubQ8G*i*8 zr&mZD&l1TRG)g$roYY_F3BsSilo2Y5AF%v5&0SZ8Vn;m4yt}Y_963nR$wO{2 zSHEP$Zuw<%Bm0J1j{Z^>IPJY{S_!J{9A+t9g~m3;x&f>MIlEaqc=&ha=AtlrDc=(I zhyezC?$!lv^I4(xU-SNt_I)#@S314pyVihSkva4!P|C-8zXyR!Ma{dsOjOlNs-_>q zdwclq>Yd2HwmLG=t9&8a%=8^}>BewaSgKQ~efFH(Kh02UuCkE$6AFJW$6s|AnN3zvkdE_DyAa z>UDF|6>-4gK(3le0IZyCHGO@P)veYE(|T^qR23&F$vb_XM(B0xSR$Gp1g)kA{}fjG zF7QFt!iu0Z9{X_`PcaE#^(XNSG%MD$aQ-k= zoYLC-*C=HN+%o&ADBv#)6?x5`d>j2R6!fKyfA|xQ^lG0B9 zMG{fobim7#(4NyCQ4EVi8^u$9KqJl_Nz;fBqHUq$RWi80VES$-n|7z+WxJ;w?o7E% z4YpX7)grrlqLXorDbsv9GHdfw=~UlTPr;TT6-6XegfEv$HcL&*j^t|osOs!{1SIPK zmz7(l0L-!OIuaiBE90_ncjRVAu8r}otOJ-DdYb2N4Etv8N7o+ubc!5f8XK&N5wV@r z=NwPuLM>bm2zv_V8 zUTpi-5s)Loa_F0gX@>ZC?QOgwvM}z<^KDxrZsWtUoV#Rj0lZ`=P#IB#Sg-Rlt0Pc| zXrT(g=Z#6A6AXo6#{$HgSqAaw@|BlxmO_$AeLwRh0BI2z$V2=Z;+$Jys9cw8M_mEM z!k&pA@(3=uNiQ|r+Us&7+xAuU&WGemMwK4>wWPNA4%MN(PNkNUyT2i{C7QLoep+cA zN{MQLi7eUGwc-{j+N71UUT!B417Uo@eP2kG>jHdFE*CeO-p5FYXh>~rGy&*lKB z;i>;c>$7sHqIFp1)-OS_g}VXx-}C-uiMICiwKxYL7yp@Y9-_2m)8N$)xpAzX2e)Wy zE{^L;^wvpntqjgfQ>C%{m9c1a#A>*@Aa|AuBt-Uiv}h*d9?`AziW&SZH2t*k3#-9T zX3qQ}wAO1mAJOM;Nf~jqabGUxqRn@2Phr(Pg11`pyK{-d9rY4R?$#k?pTd`aIrJse zhC5fWd2JIrx4rg-N1?aAzjKqrSG(AyQ*{6xkp5}37p2GI92tz*R@+Z#H%GT7{)GW; zMik&?c{t%-r(S8MVH-t^*5$tG7e&PCQaQJ>h2Jy6pt8c%*ibw9xpqs-2Y$g4o?gyC zoJj&0MXy$c3e=Xp2yQdfYR-vXL53U1lq`uih7ScRR|Q&jDgreF%%Z4Px?uWl?EqNPG9Q zo2;YudpADu@fq*BG<0(>;>@VX#EpF_C1+2r%6KME`32RVMj) zR5A-W44;56zFpKRbOSC?I(})QBhL&HA?N2ASQBn1Ajp-M{SArUD1>Gk0+k)WPQ@H~ zHqW{h_=GSvia)oRue5tdS_u%)l?CFCTUB-7E9DgE_WHI}5$_SI73m3;Kl4-|v44JR zWi}nn+6$_*0*F5{#g`CDyrg$E%-vSsVyi!QP}JMgJt~4g<^K|Lb~W!`q5EC(EMY<_ zK}4CSBWFK{<5;I`U9+!==2zStf=tTv-~2%h&x^HDr$Fgz?p|#+xxaTtaN7hBAd0L3 z#2aClay^aj9w_)b6%kTC%|y2N`ZibBVq85(`-e^Dfd&{dmd$UBT;i(S%d2fsNT;+< z0P3PUf_PI?+@QA6!=RbX2~GHl@bdY3gKSf}-r1k7q_~e&Bd<5V5FE{kezx~*7#>6= z+4ecU^@JE8lu0{=7+KV;*zp7o+X61CstL8Twy&w-{g*1MHWGgQ>LsUmfcq(yR!sis zQKLP@z^AK~jvIE+!oeba^Z%C*V2P*9JNTPFTRGauHmk(Oy&f72kEH@x@Fu9S6f$q{ zb%1Y5dpoS$DqI6!cZtl=lPxM=Nz_>oVH|!*mC zvKbYVo@9REgcnPvZo9w>Px`aJpLUL!TloClJmn_BljRDO0CDbHSe3tnAFF};Q-^vZ z08lnlW~=VQ_JZryP{G$e3D*LCp<@lgfEsrp2`wE1-6a)S%+S%rA@f~7svvRpY!k_n zz1z%{O0_hjnvkdKR6SOAV0(eCZdNk1OX$D99~n1b&y~tWb+$OH%61w%3Y9Al_*#kx zd^}kk!H%gsrB|@QM^$nI2jDXhq69J5Ii}+H`|?r z6b#?#U5#_~%DnPa&D5DY-(>*z5|Bs@kX`Tds=7(04ZC*M3%tI*yiMl@Eb|U4aYmAP zGp9=-f5-=*-;#b<{&rpwkJ!R0R*rgsp(R$`DpPVmmlGMZt{~pnZcS`OUd`oQ-j;VW zj;bl>dnqqD`P9^{tTNi)f#N#!$L_3~8N$-nP!BVt>??Ui$xx)*rK*~vOYd$|tcz%q zn~6Rp-~s$7cp3RgZ}n?WHmv^^t9AABuQA9g9$od^PUInf${+Of6TGFro$Ay3S;dzn zuvv_xXX_NARhuH{15_pVQZAw0}!Z@qGzxx z8L#?Rn2da1v@b6V6DuhKr^%jvLnCIj? zjtzK%nfbY5g@k@$8KEG?jeDa5Siw)CLKVG!f^!|W&_?yVRH_%e2TY|xla33oRto!- z-lH7S^6jHYB?MgwJEuZMDP`O0_s515!V$wE!x>ig@n^0iA=ILPd~cu0Y9yU_*k)YD zUN5O6vp8@aNjbM;aA-ZL$Hb!wg_^cE^El1T)v~nr+FN4KfT15I*%Q zRsyjG;0OCvyUss!YXS$#nI_=f;od4~_X`#VslGFxc{cd7<=utu`vs4b?edjC9^4?f zH_xCmHDChW17|BTZ%jyM^qIO&dmUwb8!J^W=8`1LxyD9A-UE!cD8L-}>j7%E_FL8o zo^C1d*!OY{w7VGS(*FcB&e=}}&ssv|q`R-iVE!#^KVYF6v0|Z}SJNLzw=MrC4+iv^ z-4cLCxkcl7d-Y)3rmfUf?wwc6-i6`G){yJ!ou-q%f=M~!os8%Pe1YD`uG@jragEN- zh;v6%KPxj9X$4N+oK5%9Q?@|&ccckX>oNJJ>mO$P1V0%@Gd(t39GCcAV@$gr3ZY*=I7&qEc<5YjF`77j1dJkym+d_sdPia1y@9SM1YMkm{-^bPo z1%meZm+vW<{IGPHeX&zvH|6ERwn7hR34rH;r%&nx+ zEETzuq{oqO1$q6fAYv&(g)&od_G|ea+Q6ha6}E$(Ek^R;Y!-D()7BjN!{PnB)n+R;+hVyE^PUGW$H)q9lV~g24y#FyjhGb))wkHdIJ4$0l**gP! zd42$9o$R6osW*AMJ9uuXL z$w%WB@?t5Y*%*oeFO4Sf#Bio*SJlBTH%O;w{+>NE)2HH%12vi@I(`?c>nUSw9b_fy zE06Eof0hFM1ZtvClgir>PX7#cN7xz-$f}XvmmG&Mt}h(HX6E_N{#iHkwd)rQ_D5+x zEx;VB2h(Ms=zX?kHo4nPemHgI;)+L4t09>SArG=Clp{Fd`Nv#YQFYU*rcNp-COG4R zKMRT<*yec*tqLU8kkKA_eXA{K>lI_|NM(CDLR5l)aAD*Q3ejxFlb%V<=)fV5r5QD# z4*aswDEOd0xuxX~&@`%3f4;(NkGq;07W11nfH#9o;g`gV2o{Tv%Jvn`0#Uc&-;q1( z;3b3N=rbQQZt~Qv4nWD}EGtc~DNv)FnUernxQA(O?J%;7!?ffMN zE_hyHS;XmM<%Y6N`1*Gh*M6&ia}1m?9xR<7{)|2h{>(``1(JKb%Lv>p5&)-a&P+8u zJT|&cn~*S_<$+mk5HlazOeW)bvaE=p#(I@(Wx)_U+I7zZPW{9pYb=H;HoLznM&O5j z1>)G0|9%P9O=Nt8L^??T@o58y*wv&Bhhqn51;o@~BgA6l5f0RN%s}>ak9zy|pxp-?Bt5Xlk=@$it&V z8ob3L75Slmf|wStez&fdE4ycR@EBBWRX0QhzVz=COm-4<-A5#DNWXms)UqfEI2hpY z9oCz9_$?7}x|u`Ai6UTy&U9>uyq{6Tsm$Rs7`5A1nhhWT@kVyjqolSy$#&@a)`3t$ zYsSVAPz9coK`J0dVqEx-uya1ikTB{p*xhf`Q_7#3-V;AkmZ6P!Tsx+5)D;lEhxT$y zD2Y>>O(R1`@`F1}-+^V!5Q)KTW!(8i7NYkAm~t-7{i5_u46FRj&@njW{TcZ#LP<&U zvwP(q6~l9u@+V959xJz!`Nh1{rC`%{ffgrrk2_Srvkd0vRzJQ(e8qcpXjfg$mspX- zl&D;& z!ygqH$;SM6y!DpA=p*G1_@9-XXAr#<@w9^)cbrYwqCM_?@BaK}?$uwP18|5^AQQi1 zcn+tR)nA}xE2XsNuxiMc%{5Q5wd%6z$1y`n=O&=Y=>N26{G`1{=JsdzBut+X0Dpx8 z{H&|r)oU1`f#hx{uH??OO7njFEjO&sUP`6=xa&+$(A7enDG$EDq^sUJ59H`)$-Gt~ zfa1LTuKtVFH{oc~_YM7H`h9L3;7x=8-sF&Wjcxbtr+vn1X|_ENFY*g6`dy6%wiCQJ zl&;fSS|PJIzz@Ojf$Wo*cy)834HMc$9X~ z$n`=Lb*SC*JtsJVxx7aYiEj)a^m#ujRQ!^$lqg84l}~EX)TIQNY2TLrTzv6FQcX>- zr6Rd$t5*7j6J#ZACG>}TIaN~3#6xWv%PlMTK%)ISfvV+XCbo4S8{PneKTXFIV-!ki&|Upj`9D;| zu+Q82R{d#}bNOEWaT^I?cb;Q8>3!T)pWhXB0@N&kFu#62+9Yr7gioI6z^^|_jb%57 zt?B%=^S;|{2T92 zqvoACJ0wNldh->XmH#^>^^@d|#zk46pO2oo(=ih_c4vOpo(PcK@RI_- zw#mMcn9*c%8B2u>)JddDBbKLiw#{EW6LiRxGeZE00t{uq)>hWSKxg!Fb*s5o7x~!= zsi}QXoLwk*_cj#~2Y`RoaN+ZW>Q<8^v-+bW4Lo+9KMf|Qb;ds|bH{bccVRc4GyIky z1IDm2+hL&RX{zt3t%68WF+6jb|Gn@TISFcNSC-?~gRp+E!s7W?E;rzlIDp6qMQ^d2 zQ~h6j0%5(?IPrmfGT%qmTW;;KpuOQeKECw#qqCasUE1bSOaO=nRAuq{E^XXemqbiq zpwRuC0e5OPwfSWI{MRY>fPGmF!kgK~fk9*=b>Yc>K(YJyheZ`nC6;e)rX6FA!%uwk z>aoc`_F3>?v1l^Md=l<87NoWCY^W;^04#+7G=-h^r%|Ym%rQm=C0K68lzannC%pt3 zHLUU*3cZTH=@^wRKScb;K_rao;eb9yt4L|k=}EnMiN_-kYQB}~v)`$!q9^KAMO5wS zPj`3!kV_-OQ9>Jj=^$*Mt4}Keql-E&H9MHDmY?kY?sK*;i4QeXS=HC#D37wm%uv-6 z%(f@hketEvc-3}u*kmi-Pmim-M$?f2echips83r!GB;| zN@xg5jsIn!m7x=&bk<@*nB2hI;^Z9&WQKL9YFzXFY(}e7yxoE|;K}0w;=pI*q2T{9 z_1%F~|KI=b-ri|ZA;~V1>>|oeCD}#xY8ctVwO5Nu$h;Ys%1XvHuk98hu92O2?R9a@ z%e~g``MU1?e1HEMukn1H=Xsv-cs!1V-xI8W0uS+Vb5^QriIvGw!d2(n37`+*DQI@f z%zf3vyf>IhBJf-xE+5oIr}q#56d=)2UKHNk?mC2(Y?`kH?7 z)pY)HqnOt1oh7(DQ{E@ax-VM9CZtZ(dfGcbN_P^l5fM?zu;asb7j-FUv^B|UwekId z4m?mRL9v86%i2jcyYp%d)gflTK26KCb;ePw#Sx9w_Z9Up%^u6x(7|aug;Gagb)eW9 ziEV8yy<3BILjeT^GUzp?W>S89v$2OWlnRDI1xg`MyqNu8NN;n|>xru+_Y|{4S`>zkWJA>F5r11m6N zc`R$z<1xP26K|u|dr22<97@T|93Qhht~{N8`zA@x;;HT#V=gluw9P$AbD+(gAr6&v z;+?eEMVcHuSU#fP6H44NnCH%b`ubjSQ>#i)KF>6Ay>X?Y?r*xyb0>-oq4Gmr%GgYt zkeJ0h4=X1Mrt>T)m9U4ZHSm|GQxlGi%A+$~dxhRT?Z&>lm7kgnpgdT<%yf=tCvh#> z4r&Mk8*+>_d%dXHGj_geVX&kIo6FRjt-jukY`Fk|lKv?Qb!q+3d7)o%;DpuHzL*>g zE$6!0D`slU=E)E~7?tMvB^ay6vU0547YY=hYd&31|Ln?d68$^fI%eXTB3!04y&!H1 z3Ns4Jv$)cIUO+dy7x2Z2p|+U)ViOBzu81`26qa#|6jx1?j`3)Ha4 z(P2A@|$zi$7Bcn>BKZGnsI}Tj+N{&Uu31Am_Xq)!h)MptKXw7 z5k1jaC{JS%m-UkSBv$mN77e*890p>O(0uHNO7qyk>dI;+f(0d}c65VnUy0YLfA_9& zGD&th{7;0;o$fShUDnYfkjG&q|AwKGkhA>i?#h5A2}dl^;nuAOAO1S{@U7?^|4);% zu?#+*^VjY?2eDijh~+x-{67(14a`qAuQxBwPUF==AHMuCkpi_<3ki?s%6COi;k>`! z&^|h&F}iYUT098DGv2Y;o6;HOiv&MO0Z=)3NhBxCPBEu%LC@S`hFWT6GHu>mt|Y3f zw_bwEYVi?OOADEY#J#3lZhmj^zWgOMoU@_-;~l7mG+pNZwsQUW~8ko%xsNMI-tXAaqpQ9^U*-bZ=81)e*{(zhw`|kmj@w;E)`| z&x?pi26+0INmdYi|K|(&#SBFF{CBI84b24ta+#37Mn*b|DyX(baQ1;GH)$zZ`gQE- z*9akFVM*gc#xrC@96LF3)h!>4Xc2UcgIDMfh4Y9;-T{=-D=-lZY#WdEoZMBi%QXn6 zlmr~N9Ul(Wx#!mubot>cr=$# zd9O|S;&zFaX&=pld0I-mQZw!Glo>UwAKBRLV$%7nsBNpTK7 z)OoXibkr!t6y>CQyo5Ab}^h!W?ri)6D<29mX{BVKBxcWgFDK1-JCs z?N`MhkW4a<%>8tEG3lU-GuUgu>Y~TuHc?v7rA}R!Y(bjwP2-Nc#-%k;%$LZbIZoX>l|c=QuKAY zT$2q%p>{!imE4{}ECWaa8@SKc@glyV=ozqdH*BGDL{N3^KpWrAwIAwN)1x&q9Yyp_ z2^vigdS%nNpejl}u>NwodDAEz4uyrrhyPmRs6>kCFy2(1I(QVLz= z7f9|z_dTtv#&`BB6RQC4+}k~-aX-|@L#gVPvJ1v_&%sX z^~gCJUVtgJ<9JL z^zvQ*iS`Aue||SL*-df~)5oc3Llq^*gr8H%poV|ZAxt&5a*-4b1lJh3>ie5F zAk`bd$7OMeXLBjIm%f2PVcH&jEKS8h{wc`&Fr2ttxjHXhUaeR)!D$7+)91MyM+-Sf zolAm_w*I%spVm7FlaQZUoYy#0BULBro$LDv4U7PX>3o49jIR=_Nt^?&0m^pu8(ikF@WEWxt+5)8`Sf&dguX*RT1Z@g zx#l`l*!pGK#$@QrD(_kaV`LCR38yxXIcJ>03=qh$c&c(zE_$* z1{<(mnZ?rjb(Lgn{y5&i)o3~@^$k>u3_(Ev-MowtA02rV+ZC}z?yB~(n%<|qr(%%J zY+${i@O9G6rp=*g>^)TcG-PpM6*o;|Ia+=D`{my&8YXWx_o{^bb&MNUAUn(vDvOCZ zw0AO1VA^ugw{rHIyB){AqJoOqc_^%TH2h;~Nc%O+$U3(u{I;;C8tOQWBa@BaMQG^< zX-ucj4{sEYBY9Hf!G35=&82})MPLnc7q=9yYmsbvM*4Z$(w4Uj%V!XVSdkD&|gB%aR%{jaSwkkiVt7F^yk+Yu3 zrRT^!m;BsOMh}MGk*}97(96Hk_~|N3FeAHKM;drS-bDh}pe&o>(`q5P?6}>Ji%lrJ zfDy}!Ms3zBid?5$$~%<}b=6d}KBXCa&lL~X8(TB5(HdRR2JknGS;}EQegSE~sn~f{ zz77l`+;*aF@BJhonnst?jTW*QAx_SL z0Yq~nB3W=OTaNn6u`5#ttU&OM6R2glFnpYe3_>ZOI+Q?3{;-qOtw8zDn z@i`MY-CQLr*Jk}Zeiq1r+~vz!#6+=uGuoIh*hQcERHuL7Q(~C(VOGfeX79Qf(a3f_ zXzQHan$33Y7qnD(!g6GFH=Pa0!$8GU*<7*m75U0W1onm*oO)HV8zw=$hJ|kJy>r_S|2UH0Nun6v#+jiDjleNiLgeq<~ zOJ896YYyQN%bS%+A@EOI?G5`i=CtnY%|UyIMB4%Gnc$e7`uv_Z#&}mSci9n#=G&N2O)dPexyCrN$l>G=D!>mcjIv5&Uy=ZdYURe!T=O5U5xHb+Q9554=3 zsM|W{RyQ*mFNti^P{6np`}4E)u9q6Ppc!?fb+-(@t+dU6Jo zg2;*j(*fmq8(Y;xGU|WVbrLqSOc5VCMPDgJFT@TAl@i;7d=>*dfnZQ8o&E|-w{)`VFsR9N@JqtH z6n|t0j)n)bUb|@)JQ|pa|MJa@B0?$5Wv1qc7CC|2}*@} zv|DE!hI>@M`4^j(t6X(->-FtIl59N6)-OY~RC^s-uR9ZsE{Ct`wf`>qU8I7_q4 zb9d4ME+o^Wi-#+L0e%R=hT;GiC^f+ik)(B}tLDPV1^v&Z|Dt;%lBUyM4*s;d1A(xh zyEKRAND_;RJ=)^byYe|Q?`uE3n-E`JCnm}SR7$cNQvUjSxTmC4-mY;45as&R!=`b^ zMN_yuqaN&8DM8oR3LTkR`5ms5Y^vDqE|;}2KeYo@fI!2a0X}rHCp<3B!<^eyh4Nkm zU^KBmCY5H>BEsEC(&Th2^JivB8smynvW*bwCrYHqS}&z~6Hf-l zpA1IOU5irNIj37R6X+C(nezL-Judzgg4r#Y<@pY;ajC4TrkA1`oq*~9xx#7&7ocfw zN@HZVK)W`=I{I^dcfC9Xd59tXF!Wb8l3Dq{K0C-3q4*MzP2opNxUiXw&y5}cwu+nq=<>U`~??d#>UGQwSHGlu#O)$l zlSshTm%OubM0-kraj zb%|F7qJ@4*#0THYk(C5u#@ux9<*5YqpuAWH!4uMnrwWO#{@A+lMN)6VxZDSvF zUrN}MTXxmJcL#^6sA94V*0Q4Lv`@`!=u-NaCu6s}qedlp?dAd~7aBeddO@NaIYnY! zKD!?r50`IFN13Y^)^^Bzfy`idbe;aK|H~=%WFS!THK1KyeRVcHzTQ>l2AU7@tzi9T z0`ES-Aj*u5d*^0(FEr+)FCe9|LmGmA7DB>$07Hc-kBUIbg^2(vK^I#Npptc^p~F(tz2q6sU_2y#NLLG_eVWE z-F$?2-@-2i&AR8 zz%49aYBMZMF0LlZWTyy83-V(gRB}-kqICbX2b0Yy8{sbD+%EJg()TWc_Ox38>uVC9yd}%7tjd?_BNvzdVuHfS z`T+*VG|YTrlHJ&;y>7g8bGQ=lM5Cd=O}{^qS=PVZMlmjz zcQK`l;hTpuRV?!TS2SziqVK$}f zjj1025*3hN^<7kV?-=4=#NG)(4y=g|mY`(ryLpg_6ZEFWJ5r-xJivUl)-%I@pJKj# zM!aG2TClp=2%K)#cH+~jU=QWW<$?CuPGZ~Cib83Gp7?b{fGV^P(1=XP;P-d&{v8l!HIY;XTl!90ekj0_H z3|~_Oll#t|Tb&=MKs8rShNV{%tI0iU^s8k9%%&0EGXjhtzq#bn&*NY2*|@}EFip{5 zz=1;I$ckEH!pT1YSNvuFc-awE7Of{z$4~RwAWW!b=L@mh%oz{kwjUh{2((aRg=q_7 z$oL|&*W06J=|%gTslW27sjJTSfVR7(Wn?&n_}y=>Wxz7h@Tr6kb(>9Hrg5(wu6-gb zGeTNT{{F^+|3KQxq{K=30c}i9Z?t;zcejz-J|k?c6f81KJzD%`J72hk`PEbldIP|m z^~F-?q!2lR#xSKv>uzUS?h_zo!lW6LCRb&2x7`jA;@N@3s41}5h+Xy%5Z!zE#hWGBQAQu8amu47n=lz`J zNSYkXpv1BSJbUT;l%pp0s`lPZv5tz{X2W#kg4iMWx)}T5d^?e|T8roZ-lRd1AeG#d>F&yzOXlt(pbjGwrLLRB-F}fsiT7LFanp++PNy5-zp- zf}^K&Vp9iXLr_5b&H1J@VjYGLy+5!&urOam4rJ&=)r-8&;46mq-3WwU@lcg)a(y2Z zNtXbXQ$!p2+qWGS(Wx(0&VjWCk+o*=DSPSlfX20!MhnHIVsZ})iimTagOK;)wm)z? z7Wuy2?EfR|8F2VKIRI88(LQ5LP)`batu@6U$3L|!Um&|$=3~=sZG!WdnSj_?8Q6B9 zYFFVLv6`<}m{3Y-R^qtZ;4c@_#{D<4vy$M}vxwjPynVxGC?*tm2Ox2yvj4(rkU1Or zcykh~kW%*A{c;ujhbT7c->3Rc7&1t_cN4Dvr&nnoA=7KM{#h8$!j+4HPLtOuD5=K{> z^0C?s1*kmDZG2|xNeQk9b z<6fyRaiAY3tr=3mJkT{l`lO#`KU+K3CargC)_=>?l>Z zb+*c*+S5dL#*bPB&EEn{2*XS74>ta0`@gPOyYQyp)rHnB85+wA+1=AQK@YymQcjlu zv2bBg{pEb5DSsxHqikm!3l1odZKJ+ZJU3}q$kN+iHHFAjh=-5McQtu7{cmlVV+S6D zBi8To`9$}XwwbwArco%$K(^rWa^;H5RE1>75JT=%W!pWd4*vqf_$yVYd;fjXzm&r( z004B98&#cgtzUluXvYK*sU3NNvO*)nHl(gwCOIqYk`1fm0w9QulPiywx>VJKe#o4W zHqQF){ZBxrt|HXR0YnSbuv5RapWvg+e{}^PuXN^bd6Vr15DfM)d7ESFGmSHxo)B0_ z7DNoEe!^c?$rmtXSKtQq@2{Gw^&ZoGm)5R!02#m?d0zL&^L#$d?fIUMbG$2RL_hoR za2vwu&IxV)kuM7X)l9yKX3d#NGchrBv_N0)?yPiCIvxA>! zj&RR+$Ua4c>p{h2D9rP0bVu*3$}4Vx?#a^#6?w1$LuS>L=G=;xQI75R$Dga2^DS>d z9Xsft-7c^fAZsIcs82{U$OuMFi0N!zVT{5 z{k*IT+Co)RJA+xq6nDj)*|1-N&_Gr_xv-~m-{?tCFVWj1S&CCk^IdfAX2(j&WO;nE z7t|#6Wf|+17h2+g3D}AZv&H|I03|qDxVcL?s_pNC3~MW#we3HvZ7u*DvBTnK^uy|C z+3a$v{L2~c^`+7iS$rxf8-Zfbrv+rbfc+OPQxLC9BpTh_zl`sQOn6I{aRbX- z9=hz^n04JhWrVptMPtB*@tXN z>+{&EiA_69Ar^regSuIpAVUzt$0o8#vN^Q=nHgKLoiTy5oXTcUcK+GO|7>-72OM)x zl!(chH^|^x94R^oxhY?t80Rexu4d+emI{bJ-r-4=VR zoBM##tGychrEexMV&OrYZJ4z+Qb>XKKus0^c#34AfqLzc(#>SABs zBIDKN7g-0kjaHMcV_Xv{nej$psEgoAA)_Rxlbm!)b5F-&eaD*Vs!YL6E?JZwTYWD65GxoSuW*DU@j|25H1dfA-M$i>S%Dfrp_Uz18kNR#e!#Zi+- z_EX*OcRUAGQ%?eUG1eNHiCFPk4J&CfBs6r{d9U)JdVe5A8m3oF4?u_=ehr35wQso{ zO^GBuFrlTR>;rFqf#1DPIZxLT8{d^Wu4U<&;MBSChf8Pr=O<^jDPi8O&PMwAK(DHW zLOx}QE`Z2=5`(Zswq?5%jylqcZ zV-a>bL{XFl*sy()4$I9|)!|YCMd+p%$(%wv`*`sYvC3GEw=3Q)j{>IeMFNS}omlmg zQO$|!TeHlJ5q)Y;h+ix*GilWi%5Hl+cv3{+0&Lg=&0v_ay1lf;CBr0P>=FfpZj9Cs zVEb%vUuvc?#mjkj)>`E&n`3tACF+_)PRylf_5I%58qx}r5RxwA2pk58!(E@1t|0s` zWE{C=45jTzJ%5^oFPk~ZBR!iICWjyoL)MioB`nPM+llDSQ8u*&65yT1EM+^_ix>Z^ zSNU`4aU{7IoI~mg!a3-)du6FrS*zYm&J~G%1ra1cqg1nX)px=i?#y>pn+)y;L2rV+ z`X}RG$TXWzYWFwnjQ^Vfr87#@ig}GbEBhj+|7vKMm0JMYC!d(g$DDlado?mpl=m#V zw+3#dz}e~@zXIV7igR@mukV&>6hFw3!KA6FaRkv}Y zgutOUNR?Mr!}Txb`YAzY78i(?M*-Hdq-&YBanUru%M4U(=ti3$)8%%_EV0(GUK6)w+=q|K#tFPlnpZ$3C8Zv z`8Sq6)R=AhQ(VL$@P7%O?F<`dUD_Ea;;{SyPuI$yH&iCAQ%eFBfGGh7AL#s2z#}D*j z`Dz}|_AGwK3M)Qp+}Vw3^67rD{H1MIAsE8iL)}vgAfom~OUqVMvw!`a{81_sm%b7u zJU(04k@Y~fF(E$F+iUGI6+8FXxz;ll8NSr(7?5paf#)Kz=;9+C-g|MW`df=9BrWZa(Zu`>%;2+m)Z7L=uE4 zK(=6aJSx0u&VEWFsWWGcM_Nb z-xSiK3I;Vb=MFfIo~Lg#q;VDG4pK!mo#6+70PlHx zH5re1EX|oQwE_EG)W+)>Nns-Zi4O(%=@L$?_-%?|jCwL?RVsPsz`IS_r&7uVO$hO7 zJCu|8RiEf^u5T zW5iF*E|e&4EMjQPV*<%A4!XL(OfR|2y>kAUX)w#z*BLxtOqy@LMPHyZ3+U2NkChfa zmM+%W;VYAU`{VAXlQ$AlIHNkdU2R%1+vk_Ju0wHN3s8cIcXLBug6HVj7Y<=QKnwB$ zY&GAGXKt#QC#}qp`h@DV{XNkr5%$*psh=RqJ_12RIVEO)LDq&5}9WFSJ9s1 zcvf!&ws5J`ft$M3L6fHNDWGH|4SDo_QO=m|^q@U}A)we7X9r!O8U+^s8~*_C*|UlR zO~ILK9Mu}n{2Jrcq?T@uXU$05_e6@;(s(j(i5ooQ9c+Ppihd~jysc^>Qxl*4t6hSk zUm#k$2nekWM%YTlvx*dpxdQ1unw?3TxxeRNr)P)uUuFp zujrhrKut!Rd?Mw{p?|soe`%b#3%j;ZEQ@dKqG02sKKuf?__1HvMbjoT1|t2diKkY) ze!V9v*+4{N>*Zca*&uir%fb!=WN)uG?#jAP$qiTAY5BJZHPegfaltk{_4UOJ2U z@&)!Xjk$q)-T{K>xKk`;Q(h}T-7B9J%fdxD+3WV|8rC)gI#dgWn4I+oItK7+T|T%! z8{(f;SRU6jjrq`ku2-Su31Mm3dCsj4g3AvXq%H_IURH`xyT$3r~4|Ao)^_ z3Mud}kf-dzy1m%X;-XoXA1Z8aImkqoVuDqE#&^0kxv~CH{sd^7Zt*9|cFY5Zvc7Cy z0TB+l=KENTtx>VJ$Aq+v1xmT(s1Nca@m`jAUHXC;02h5eOqrIzw?0+6Ff$AmmMp9X z#4IF_r<$d|$^S3Qy?E+4ldQhj!@e7=P#6cS2~!tYEhUY8I9n!&F)KLM&BlBX;d+A1 zbT86iH*6y5?sWK3;2oDilP{QP$vT?Oj#7>(e?0hRP|0`@xjRxwwc+V+boUOwyWwBh ziA;)k#_rmNXq~2D(AlSTt%5kxg`%455yI8$trU`lQGZb9){ zLarsmJps2P=%++t!}>1ukm6Mzo@Hk?mwbEUwZH5JnWOz?I&kI zMWQr$kDU3{pJWv`opOI{ShTk*_dZKFgcXp}-{QQooh4l#4koDl514$r$q{#p5KtSN znC&RCA$10$-^sg=AQR7lkw1PH!1`If&ZI5VEcul8#kP6H`TpN)hO!Uc;x-qkmf%|W zY<+Sl$=-6#OlCz4a|&@Hi*hJDE?=g3%o!#}uZFiJnq&Sx^^GQD+dyJn$GAcN3{Mjn zy`XZ7;!_N3)|n%)zbMpQDPbT;-B&e9Y+RKjmVaK)Dlvd;1JreQy)8CZIwCjeY{GAl ziRsWcP0w%+g4Y_VX41`@|7(H@iu$i9!G5k8sw(_o+@xRT)O{yx!&oF3x%l6=b-PtV z5tCy|n`wny6jq13$LE-h%)2Le)ju&*96bdNKSOPx28w#;e(S6vfBSQ5n0Q!LNh0X( z9hhybBK_}jPxUtYTt|bfqUng=K>w}SAHAerhjuI zX}zbPTsn{hGN#z#^f}(DKUQcb9SV&U=wsl6zc>!3nLB4gm1RiOHPN^3kD)VGRZp%i zNq(yynI^d9#B`zf2V1XEMA9eiI(DB^bu^fl=S29Oypj`%Cz^(32 z_j}>(YHh8eLJwTEkdAW|d5?i2Y^&2bwl-07gghq3y218CF>S7m0a-2y(kcMI%WD}_ zNvyLl2moBR7hcz1VWP?oO_r?e!pLOhL*Vw4^taQk;1^Q z%O^B2tCFaa;KK__FLKcNa)fUu%h*n@*K}#+UBZ%0o6-Ra*41y|GS+urbV~ov`-gi} zjgzgn0qicK$hABVO|9HNp(^n4b#hKDrSKI|L{nVL z=5T4l1_(C{CwbZeuootk|@F{%vU4Bc=YBKSp0@2HW zzwy(2wx66V6I@-$h`M<12VZ+xtros7QBS(|rJ*p=K> zTvB7bU&vrgKy_#_!VCjHtxgp?`K^;ZD~MRkXX0?>6)cXg4Bmk`xnxKjZ&?iLl#tsG zAH|7X6vExBA*#fd{sYrZ`MPxwlZj1>zrcLlip-CF)C6l(nOU!Bh^WUEU(U2y^Xj)0 z#(|v(=(R1QQTE)ILQ3`>t%Mv2f8EFFoTa;yh7v$X*kF3rWo015mW!~k>g$@x(WroV zujcR$qH9W34zG~}O_Sm74D$B)F0L3&duAl#Ge#*bO(QfhBuQ)aKR4iznE46JG) zzMFx-VW$=Z>3(nl8r;?bP=h{uBk`+LJ1b%}b z%UIMH{y8FWc~`mYWciW4Isk7ZJKuFsG%9*GBjhPynx$c^!%^$z>pSuqq%;x0t5=nR z%mvPi_9e6S!)|}2yHRusYk^}Wr|iJZ0@iqnyPOExInKPMLyLETx8kF^Cwb(-TNNi+IL%=ps6S@y+G>4~L&YQ)qkCjkngW1uXMZ#JhU?c8)9z6oVeQ#gMM z+ADw}_#CK~v5Q)nUnPW#D+vnF45X#dQkFVE!fU#-)_0c{=_`7PBH}OsD305y^7Taf zVzU_=Xs{myzhVcB{+Y#lz7xyMBdN(>%xFz*9s&X<8K+=TW%bO*Ps^9G*?2t}oH##@ zhngH3cFUQ&IW6z$5A7bHw(IxieMyu=;WV>iaAW;kGs|&KBw1kH2N_MuwCRy6m zM<})ll(%Z8Jr!|1ZULThK;*H@#n-pqtvBnq7cWLKz29p=mOxIA;i zty)Z{SfMt6(l~^kPDFH(5&M@^!e17V7+3|#qd)@=G>rmJu!*!0q!E-%D-7_kjYro| zwI2WBkM&;U;!_$`J4Y@o4JqFUvsQoQN6oNwd)I4;91QGi;{Pr}ycn zQDRvmDU786twfH{o)gy=bVadlDvYpA);4o$)+pNHOw)-Pw>s-#nic6-jZVaEgZj!W zhECLEy=xAe@N4puS&<;c63a|?9fOhs7S!r&s$+;BgzPHckl_d&iVRLTVUzTW;tU^N z>G!7!v%O{oW0*dHYSMl~zLeptb^f zM(snA#yJ&`#18cle?E}BI;CK=Jt$@MQY9R!xCLRR2OiiDZ-vFN&QktxQnVHp-golk z3cB{b)0=JC5B1t1tLz#OF%amQvL#J)4aQpJme`q{mSZfWvyw3sj|JU!A)tG&Vz;O5 zuKtjJD|c-0I)zk`s`R-VUk5vhJIm*!Rn2JArBx>MeH~RRbOAp=Cchn z5C{=Ep1WzRLk)0|VEUQD?L4^+5`U^LP6*A~dryYHlv|1;HaX}amxPjWSIhuaiRXN3Ic&kb(1_LEjkPz55c;2$u<7vaz3mVl| z?3{J9P|SIjZe(;^20&kMN9nq$V`{$q{+Pj?n<{*}lwR=?O1B@v$jN@PRm_-1iixNw zj1G&0IC+BZ8;F54BSyRau}3%OMV@*J6Gcs*!@phwXB|r zn<+Dqb$9u`BFcX7QGHASTg>{|)e`;tVz_Fjt4}Fry}q>yxSirg$h33NC}c8a5X7_S z`F0&hA?I|&Sr?_;kj=1kfwUx2ZE zK{XDeg?#Jj8(ShCOsjrW^=5Cg;mkuIK^?Zcfq1C)J@${skdM+FA3Q|(0El3^eQmVn zVj6+&>R~gk--r|Mu0jeIK0r7Jjgs!G(@6gjl?2m#=HfM6{qvHOGxJ8} zqodj{29U9FcU@S+(LRlFyUCFn`;sRXrN`59w%1M@e4Fq@1J0{66vu(qn_abPZt-1I z$$gA%!~?)<0`Zx(i?na%c?8OHykBK`!B-O{j7=2$&(&3)9U$w(;fGD9N0B2X68A9Z zM&v-@TNMmLguaWdcjo6x75jE_B^=0)YnrXw2DPL=!3(&(Se1_R`uy-rIj{C{aPULY zTT(F4F!8Psap-5qeo+6vV(d4h#O$)4%|B5yMGrHX{}US{R|gOqwm0XG&oLYQ=jJMK z+qeCiqIaTAG1=@j-_J^pz%7mVx(duxFjap{a~H>7 zYa9Bpc*NGQO3Qv@%FSskv+Xp+%WHbDj8)nsT4=VI;@|PvV+FYvhh?Fx5L7-gY*-!> zlSQ|*F^DMc4B_0>ll_T${MKVQ!ef;Kwd<_?{eh5O>2)i4NMQ?OD~b+$NCW{(G6)H} z0cFQ;S|-k6hIP|S8?)C#Q7>@!WEtz7;2NZyx|+;pudSYlzCy`~$5k6V&3wjJN^osX z78tgpwEY6H%o(#8bh<|ntJO~h4-~aZ15ID8Wo%ind#1H)*xZB40NTK{va#*n`77F} zV=pN7Z*wostkRMav1NQ&288?&FZoXPXBH1|@H~5?!<5IoHnf`lxpR3IQxZU=s?urJ zwOSna$s6BQQzLZl{8?JMM^$#&9=;kM3M0NcX09nAmJzT24hI4_g zHi%dbo@Yqxu&Vk;1<4xyVLI4OnaZhk$=p~jin^5T4N&R~P2GIfwQKaGAGANnThI2} z{=59rdhv}_D2%J=F|BLw?-6X|&^#r*OKcct5AMyA!)HGcTCCr{ZQ)Q|DNR{G5STWG2f%HL zr}Uwj0#L~;B7)Mrs)EZkZd+_x1nr6THxTO)pYAgPb?g4`K z{YY%`80SP=eSYU6P_=^|BCE{*Q|ykhma$H_rzlKoJ6@bc5Oyo`eirqmGCuo%avVc^ zthL$wY-K{yOU#&n)3AfzWE zYEs4Cq};(I)X}?y5>%iz72bP@DU$*%>{y;3%n!+!>roI!FJ(_`x{!l5=;^?Z7X00t zN!*bRil`LNB*akt6f_MI-1xJ${_pBolhw%@Lr(JiE9-Fp%dWn$GljgkMCdWFOQwnwpX zQMJ5Vfr5*rJNf8odulAzstL}6_15<)g=fMfFMYU;3h=2(kTe`_h|!w6s55^*Vg%Vyy1=$ z8Jjfi?s;|OId)6GtjX*J#pXrYG7oulcudXP=mc!HSPARs^O6f(z@r$4YtuL&y4w^* z1|@vYNeEh4_)1>{(naLhH8Jk1HjV3Tiw8@39CIrj^UpON=KsKT`dpI+$;@ z+5C^JzMt9zl*NH5T+L_OBe0KHZ6H7j6htS+t%76!%h1XG$N$E7yxPDNV4w2;M=T*v zb>Q2(HrirpjPbY}^;7!fqr&x$yqkFip|n(ullKxCS*Dz5$sd%2DFdLH6PX)rUk~YR z&&t?jbDQvaQhgI_50!XQ199UPElI{`Rki=~*okD}{`JOj5H?6@Q{1$>i(QFWrV z1lgr?=vWHa($P3|5aGKgw);1r*SxBtS&7Bc3xW;{kB(nY+}_!;-YY!V_LqRly^O8c z+@HaZQS#T>jv#hk=Gdqu7g6!|wr52woqNQCW`mxj3&#y9yDl&uuj>G)07$zd&iuQ+ zu}lqj6;SXOc7`G+Z4f+qGMLx1w!6OFyjSt3TNq3rE}eBFTRn*U6kqxunfH=hNevi5 z%@mrgK1*kk@jmHmy^>wX{3mS2b z3-^kmefBTS;-72D;#Ds}xd1>3fG_cT>iuTL=CG$ZfD(}>7>srbp50~seR&^pQ{d8@ zbpoZlV!WY9A#R)jpU7RGA&C}UvNFR<%-K2hup>R)V6s`a2o&x8(GMdJ@RLdRGVeU4 z)cLMC)t-f~u9J0wlGhpP5GPUduX&`}uAEmV;ftoGuI+ORuF-&OhFkWNcOV~3aolG$ z_pa)DKjo9{Dx=VNhgYHgndhAq2DsMI>h8aNGIshUaN0(!%Y0qnurO5RsaR3CQ z)x&5uo5fq^qEO?PEaiWH6;9Ob^*=^WnPrd?cb%{|^sFiA$An@$=D27!NyjZ~BhX3F zv3=OkqW89iluN(hD!kneGm}Fusabl55>_uZMkD}oge(H9 zrPMp$HTaMv4Wn~f=uEZkV6X^{(J^cgH0i<{8l!t!7=?H1qQL1SH~yRBMUm_nQY>9l!yGgE0PkUEyOQe(%Q%IaZz>24qS# zp3QX$oS64UO*~~APv-$;y}+#%{^WNo@U-3TyfqNrkf~s9EWqs|{02Ev^#Z;|gj0)B zV4UpkwVTe~i#)}$8&Qm6=}jR^V4MR;&B<-(d}}&fp?my8ai%)VA@p*L80EfId$;Qu{w`=sQG>1t$Z{6Ke4Edo89YI z6A0;sxn+G3!A)M35BcA+I6vdgFhET6ZwTc+&(*Dfs*R99`OtMc?u=;W_@rkkNnI+o znVm)IBo?R$0tN;U1`k&cNM#^f(2FRw3xSRA{iUI~pAi2^>eK_m6JHfh?uvTJ zrFZQGX0dm$34ro`)56E4UmTCN*|`OED}hpb>usX;YaBdT?Y6tmQ`t#Iy)p%IQ|{yT zyJcyv5?8_Jo3khl>rc&FGy9G6fD9OrSmzP=tA$U{LuYeOOiplWq%%p|wZBqhAwr@o z21FF)ed`jP%65ICx=B~ULR0+jxcXJgz!zMkJE1wY5#Z!?4AFSF*!U?@%MA|+?Ms0& zsJEN~{c@*nL^&dOT5`wuMoDsq+lKiX9~juuXe#BhqCj7EcB@n6UW!19vv(`U6bpQ@ zJrHjSk`54zPK=0o4@g#eY|QpHy^jO+pWF#B5626DmwY=IdpE=5{QPCWeYBu8&4EUu z>xnZJ%zRsHju7#*f-yN&$wI%;@MBx{CYk_TNf2ikpmVwW@EbWc6w%`w{Lf_IxfY2r z$LJLju|m>F@$3|jj#1lv(2pr|Necf^Dx~Q>@eY^I&ijtvapK#tCh2orh2n5XEQurV z8{M%Z(c1X=k;m|p>4mL|mzMCa8o&AK7~Q|&`V>5>Bc5ZKms)ro>53cW`&9nn%Pjt@6MCecQ;(~c> zGv!v*Ci*>n3Asf0f@xTctaEh|_&Q0;&|`kDDDB?Y2SxZ3Do#04+F=2jJR!LT0w+#j z*FXS7TMD^7^1~hv&|Ed~z$-{+i8Z#ePEY;DaqXvEIMnj8_IbdiDw}}&Usb-V9S1Zk z^(6ax{M%GGGe+k5G!PzpeWH>0+pDs-R5y%85b+k~;A69Rex!F16l6~{+KO=~+Nw<9 z|7773Z+~;uX-)fT=Ye38jh%W?8)=f=>YJLQ9~ijOhf5#zi6t4Sml_}82R@pkyktO* zJ>^EPt&*9JzWGkQM-N!$r%i2Dko?N_CEijB&tu%;Dm{AI z)C|0*G+>ZY4)j!uM$RRis_dc#m+Y-=d8Uxl8xo-GaARx=+;fLiUog32aBbo`R64o= z)EP|o>mL{!3D*6tX4|tNq8QO8=zqztP&y!Y1iXR-I^zNiU!%)@Ozv-Z8TcU%%Uz<8 zFi<`jhqQ}_mTx0|8MRY?mAfEkM@{VRwiQlr5%rP$i{D+XJ2H@{b) zn^OG$h`R28CbF-)b`jTxh$v+h0TBoa(wn=ANL6VO2%yr0P($xFL_~trNR3L98Y!U{ zrA3GkrAik9#0VimXd#sEO~BvxZ^F!wH}BnY&bjv@uo*U$FVFK;R)WD&Wrr){e!9*+ zm#*Y0RcZg(q*%JAr%gIXp@L8T!H+3NMsRF@N*y9KOjsw|-vX^Q;QzB94AJC44V08G^g@C-^C_k}uboASOrI+(+o&6^(6naXV%CvisgJCmHvLp-@1)o(p2(F| z93@i~Q#|_wIs)LD09V%BWlGt+XyIKhVQ|?028Z4EQEO&spQg(%>o@ z#XRUs@i%#cYu3*gYYiHlwkqTI5Z&PCvbi90K+^>$hYL|!v>q!-H_QvTHZSDcd(&0> zMn+{Hl&AAm)(#xTY@Ed;JUVZ4cC#mu{(RJ@w;wo*T1pJ*XdTb0=aL?m6i}rdb(9%Zed* zX-9yVwIlr967v={kQ!RLy}k1{KIdG^vV@I4e(LjY2!5S2F}ZQIYhJ$a_lqv}IESN% zUb_tqv{5O3Es7F^kH@EpJtBaJYd6fiDYN5om!_59B23*5?BfsVOmN(H>LyE`=j}T& zc#M0;=go_+?HkN7bHDbV#Y&mJwB^mQrJVW9_n~8I|CNo7yTEov_ez4pO)%t|3&d88k!Uf3OZJ+!?Lt8 zk8vj^W%SoXl_@;k#LPH)0l&$q>3L^xbC%{Y*N5|Yb4|0xCv0~C+;KwxR>Zp2W8%Yx zqx`*P>V|m!NqdLTF&U(Ut=oo^Ydx!R>&lHU#@-nP88*EGCEBz+#y&g>YH!&PaR|wh z>Rr8GCJe6@HyDM6fQ>x|pYceOM)CbG29^AgR_3P~m4ykx@Bu()8Zg1uh90$4Jl8r| zqU=>}FV?j=TOc)kPjfK3Pxa(Wo`a5>NP=%U-^2b}3QMG?<>$zYLV3ZnZALn(et}-= zuIj%A+4gkfv#)aMe8OR(#hunCf@y)}-QhABbCzA+0A?GjpoLna+v5Lm5WYAveS#x7 z?VMoM4_`qgckW~XL+Wh>R21G;z1Z2>rE;e-ze8dgV)+Hz;DL{qtBMb-(!InQjIz$ zWje3h&MNe^Wbb+c*!5c9Z#xS3?7OGDP*&-G;ThZVs`ds~e9;Ojk}zKFkx`qR<<7QM zWZO>xBr#YsYHV?KRF*{oA7`eUu;~F;Pbg~)kc%*tb{oi*CuUC-*|eh7Ej@?_KH-X z-o3zeKy$XZEM+oT!2L@29^sxYi@8H)KmyIUoKhBeN3K7J8VPuXSR2B~CJ8ufgZ`k%SUvgexwC^OIAKPWJ z{lv~fhlDR2N^>=$p=LedGO6aS&}_8^cfL=;i$P!N6A<*MG|~~@kLWBRoKEfHV7l!7 zn<9UWHMj=?19>;&ERC5t#p7a?9(?4X+n9m?uWR4Cqj;E#=ap|%^S|p@Z)!eD;2Mes zISFeA>%<5L$^Qtd^9az0hsjR5wi;ufgL)G-Zo?oq-#`4kg%L1J#U*>V<`}f2OwE_nwR_}#c6_V0N}#&=#$hBf0k;ZV zjJW5d8pMZg3{W{MQwSh}xvw6;yM+GW z$=qp8zxGqvW5hY@lP%=F|Lme(@(pSPCcO4cI=j7Qy!vY`m%K7lPM9az0Q|pJ#;*g? zI0E+r-qIQ7X~HRk-VQB&wZ1sGZYxFMHA3V#wA8$hM-_sVLt2GfZ0#AI@{>8+>lxsh z+(y5A=V%WGukL#dMLl59cfKfV0noW129iS(kF2#6gx~3 z>BY=C>}jlw?Pb>lW2H)wUD55-C*8$e(}%V zeEG?hkHnI64W2A6-On4RYT6lPTcEXsVE-7f&F-w9)0QjgiKH2 zt_qb9@||%pb7KAE0mx;~0hb*akO=h%CY>+ zXPXqNU$Emmu;&furxfZnJNmVl%>4fyaw}Tyg75aMaL(uDj(_DxwARyfO~qW(m$gr3(f*5?5LhVE$!+1n89x z*#U*8`sKB>^@RzD5P8Ti2_niHN+aH6*2y4tY)%8Q`FXxt-yFvK<=Z(5?aK@bF3LE1w?~rhqBUvogySZ|A ze@xeb<*T+q;JFBBbv7MXB`n`X>C&b%=h8Aa>uP2Z{2<8t1cE&3E*QM4z_rzYc>nK( zh54Wp+k;l0IR;gpx<&e&ne@8&N(d-3ji>}YyXq=##N>Fkl#QWW6N9H-AYz}XMuGa+ zkS{8nLef>`L;cVV0r z5*+oc*15`=E4YM@WLHS=h7Yg1qxe`h`%Z|GusUBQ7d<|D1K?9Dq8|MpZ8_IwYn2!L zDi^@@PMSk@pihy26oI8DvkKGQ`D*jtMG)p_w3wgD>AKxL-=8Dw*OxE2`=1c|i;#Q1 z5E?FeB0HKM(*LR9!WG9I_)AH}_80eGNed;{@Su_7j#QZt!(M8jBYk1+ZG`=WUBIiB zlu3llGJmM0g?Eec*JbSJIoS;f8`)kZLA_GFerS^E`Ir?PS2jbdQd62ROWO-H0c=Y+ z*#tMPM>^LX{z6TJiUXk|t&Zpj9Dlu(V_%!W-_d!d(9p)QZ+^V^4g0vygJch18}}_* zNTt|fJOP?K%Jxy4Bg<6m{yW7BymaoYg7w_M_R}CbY#=%V*Pfx~zE%%SD1$tGLgr79 zqK<3VOIholS3iczw%N>Iy+El=W~bdtVCp1Koz{{A(37M4o2A zRB_yS1jfg*ZwMfWqTfd8eInXkSmLh21bU5-{spJqI>e^N7^~nPi@)1c9N#oBrlWJB zv(x^nX4)U(5MZ% zXwhiwylX41{322+=NLG+iDk(%QXwcS$h%ROY+$%`HjT9!}ynDHjR zl4^u$lYK=@Q>BsIarDoUvURaaMR$jtJRO6Fr4=m~=M!!8QM`ie)np0L^$_p&c%f

O1F1WMfOmUG8kj00 zztS}{i(X2~xfN4q*V=C&6HcL*07|LhXi#t28-7ifZpxmyp|$;<&j^XS%@FVgT_-Z& z{vBQlKQdk2U64YNs2))*Zk@d0`_0aobHKgZ%+`OXwk!dVx;*Hg#bt>!g*Ci(-dFdg z&a}AHzSd5uFttAPf5MPMB)IRvw9}O4lD!uMm`osQoq3=P3aj`D%c8;FZ}Il*@Wx-H zM)vQY4PxKF^*%!~9sQmylx0|dYD~Qesv|)3qa;1zqJUw$p z_%GP&Sz`s4Dt=An^|GFSMe&y~o?pw4+4(hxRdhC{X!`EW+KTLuY86;sre8}nUl^Bo z&ypei#2;U+)~)JG4E$ z4{9gEAysb58Y@0-MV*~fbp|XZtaE5wF41T!a2vKlG7Rqp zsji=gpCT@q&BSMW7eiPzWaWBcRf=e@_^S0D6eQGMpH(U%Y7Wkc27mI-$(leC}+_9*v z%{CliG|H^HojH*pWB2MnEgmW~R`3RXS-THre+OoM##H1a-KX`9APTKTurIW2HZo!F zEZU~$r%~Uo%lTK%#7ax~<-`^oSvW%fZCmT3fdIw;M9#wjZxc3YtQ6(B))r+x_0^OG zwWp}SxHwuK+wg<8u#WsK7Su}W)W3)-?q2zRwiBhOKBzdj$~KL&B}(1M3LQBcTVz$&*oVeh<{*Hv6^on!HPabY#(e_>E{=l-B?b)`*7j*~S~ z1rZ*$tY7?K6GA)I+y_^E5`k1*?H?w#(nt>=&YYcD&MI1r&~YDB9JLNe~;w$EtNZxC?LTa2|PV zp4X}_;X}9jFPT+`Gln4QM`7{Cn;(V*mEsTLVDZByKI%{JP!^Xo>EP6T-#+|HjhQ~A zSKeaw6E)YTj!j&)%8>%1z`?MW`%DP^&cn+ht)Lnbp}7*%0QPI zh1YT&U6u{<4Q!l8ZOj7#q_TwloVRy#66?{G;nmu7L(5x(4cr41sACRf3oMOKd&DEp zpD~b0Pob<`KC>NNDqRaH%u@{*oKuzCMgs6_q!EMU83iYbb!Kq)iwk8|@u+O{;)6S& z2ttaloUjW~_LI+R)p9z>jD`zZVw7n?gB?2g{VY^ROvq-pss)aXZi@WH6x_>zY{Q3l zI>DFV=ak>2@^8mS0jqhrvL70#=9|5QxW}&0Sfx<%-5_JxG`-3|Nj!dpuIQ#k4a#~| ztZGk$UyP6DBt(MUL&m~Twf14RSMX=fvu7^7gfspeOh8xi$;%yUP*e(`0%y~EAS+i0m z{{0RN@YT?hSdvd9V9O%+$_m3S>-d?XB3(HvoDd2w;DBs?FN&_qP`#!!U;5h+4sv_Z z8W0-}tCx?Sa?B8kw=_rAD*No+2~C|905Ik1F)Lz6Co0&~&QEyB6Dr^t`~LTjVt&Nz z^7$l7{f#DBOT@EAbc+x!pyuO{wQkPb-zDy!K%!S|-!OQVjFjMi#w= z;2&=&zSJ{3nfSi$sw-bc=b6igwM3=iM}W)%I6NsnV$M)>*~;-z`_IZQ?OE63U$;GG zpS>H=V9G@k}X?6&^ zeh@Yop%d{QQD>($YZixLNF}ov=XW0d{tYxO29eajY2#KKLBV(|3BrcHt8_Dh+m5$sVLBm?BJ|XQYeh1e5T0(mj|O`m86y0*OmQ^{-^GK)EWYl{jtd} zhTw{qdKEY5{|M633+xR^p*3d5ppXi(uK`^gSRIS&uMTC(7CVauZ`=;vlMEW6Z-w?_ zW`@eev4==54NS_~E&t}e|83q7rs9U*$!Z4en;DNGK-Sn1e($=8w*6vraUktB%DvaW zC&1@*`yI;xyO^z56*Rcrfnf-Y;Uu|yKk&OJ<5h7w!#|bdMTQg$r7Akk9EGqqU|>)1 z;!-nv{lYy>#B2Qq{}zH`Di!IGS?xCQIp4znlpm!CNd{zbpMn5j1$wA;2YTGpL8Ai3 z%3azhPl=qm9rJaCFqVJkd`Ni@xqzZ<1NL?=GLCY9(H@!Mh}bk;&4G5 z5*n7&)N)WbQz7|@txRcpzDiNw#bWijn?-LL)&iLrxOngd@dflin$ObtuNcI;x3Li` zscHGOVG{yGlvR!C1c0H?P<&88boWRpsqS=1X?TfFe{QsnuSZH;R;FBz zNw3RNkj)K=bEgEk=F5fxMGIricNr$KBldyk<#q2cOOuANX1!Z`6yyh>i+EwD^glP8 z!xdXRJ%+}8J_m`71B(HrJ2%^DaryXOx+`Fa?FZ2sAK2g=NDEk$9R^(_VMD)mCL$>= zhTMJh7&~AuDJz$BbuJiL#A|dH($f+J5K8PMBxLUQYL7vly5<{wmxiriUnJ!KZMZQ>;&QP96&-UR!M;T6n-%d=s3W?VWbeZrW zDvGOD=!WsPYg&pLKJSdM5?m&WaYRd9lsQ0PCjK57qtqgX`Xo|QC%r2t|A%zKCRI5_ zQa>lmtf#(W`=u%#v=`hVlSYq|o$A)WHKV}{IO#>)&EUkgXHXvFU2eV^@x9w@lyQji zldC9F|CfQjetY3d;`|jTKN`eZ4&e%3Ua1^1sJ}n_UOj@+v7M3@{G3vt^u6nwBBn{U zX0*)fjUD{82>l9>U=G5D_%!#u`pxZU^J|!D?<~lNWhFuL3fP&`4*(*Gs+Odag5=m{ zc{Shp*ObCszhO)%SLIGBuSeQK^eYd>`*>?L2rz!vKF}gh$QdTp=caUHcteG%@|{Ip z(Ok&Nj!}WE8N!@WKu#VF;+59{Q1h!#0T(w$~ zbM+0>^x@YAVrsN7s~rlIXxVF9sgkPn2&X(@F6I`^(`M{`XvTs*tJu@f-taX(fE%4$ zqu4>ew0Z|k%r}zGZvDAnSQnMEz&4R(g0WSjPX4pO52H2X_eq*3h`H$b$Fj`~2&DvJ zwLef8dP!rE&B_B2LcqD@i)mn1BxKWQVG+Zxgz&wdN~Xohb@^V6otN9?mOM`6bZ=wK z&aA`Qdu6e{0y)E4(>E%en3?kwZJ$e2D?7--(!z+xf9fb1r7b5)Tl%s_lDu=+Ncytr zpt(Kw_uDRaE(uLV&*%A(5~EQ6vzCMPRy-(&fb|qBZL7S=YUjbo3McS0h+rU|hkCYD zPKv&NhSAGIQDs6k3%EJc(!yT4F!b-5gB~9fRs*x2T`^Z7hK}}pFdvK-B=4DWk?AFO zWyS99N_QJdgO-@3qW8W)`1Z9aW82=Ww-ZNAkCK$l4nv?xxe%FV(`Noybi;?DLYLAB z6XI>Et;J8hCB^w?bJ_)-Kr3@6{+@a~;q&o>g_^GUlat4#;;8F7=s>YUeZ+ zN(OO6MMd@=(2}&@{=uxVP6noRK`qO!kpD5JhMHQ!Z&c&$5P#UcFm5P^@tuBqb;}-_ z!`P7HO)T8k)rqZjF|;7cA5m8B@5rk`~lekYf*Y`(%JhKm(sE`VZ9=R>D*Y=B$J;o zeqCEY3}ZF*eOVEXuXU~ko{f2}3orDo8i2T8Wgd_bHD+#bj^a1UJVX7L$!>yea{^7c zZb#7U0_w6t{W$r>l~3ov3T~>^!E`#Kw~7IK4K?5cyznKzLeI7Zc(eywa=^y)eg%_# zVWQL~g_5>B<}JtV)VRzN5Eo5R3Al`f2jU6L5+(caoJ8;)1l*NvtVE`-Z;W1^{es=5 zGypWX-cn@8pZaQC!CI4h{Y7n+9Q*jY?7*zZqn8I(;!B1LrHJ=5r=$B!XN%h9;tp4r zRqcB$%mqbFs$3%p|Ky*#(9ve&Vn^|^?C8?4N6LG!K|LXI?W8>VQr1_!8=~Wx@6GBA zF&xn9S#1K|VNt9S_B@NvQ|pY|qb-)mS($sfFl=L}`p2e0@1u#@1EWu87KGzF9#jTm z^WOkz?pEgBX;oD{x?YU^p#>M|H-9@?C$R0%PwNjG<6BVq_z5rr6Rx!A)OHW6h1y0$ z2Hobter%`MnM_@!*&9$Cxzo14QAdnd=Z;wODBZ*R4Fu5l&}+h^Qva|Wn*-gF%wH|Nho#>TiB+RM&#xm^kYm)VcE1qP(QI#&%RjBhADDK?FuucuwiC5BMo zA^I5TNqho7ie(q1oN1FD_Cmk!Dv!${11y)1-0h5Is-_FuKnoTIP|(@JT+}h@msV_{ z>SEx;GU}-Zn=2pt?0b5|SXN)p)Bg--s6k+6YrDq9#ymGZ=zkY9z_tZ{I zY-2}2&MeBgE{8VM3HKu$R*ao7miNMk2I$)vWpKs9Q6BLf?X5YAgJJ~dlz6WY&Z?1H-jOqaGaFGFZiMdMFCAiBix zq7VavSR&s@UBr*z zq|9T3s5QZ$OyQB2Bq_hn6KB@@LkZzJ00L8?iWQB*&SSAPO&AK%pCfwzH zS-@{tNctSTVDk66J8lfIgN>Q20E)<_#w6HYb9`mL_-V#`(eK)*pQ>=mO$br(wW+Zf z{p)2IL1$(0vG&rY-9-ji$>oOI201;;3B?E3{U?QINXK`Q*~yYKi>I}X72XU#&}gt` z##1Yb6EiCmGB3gPZaWqbY^wj(0;Ni-zWe>>&?-&SbGOIzTUDb2PW-a|2$A6c;H0iJ z6~US-s_N|}#8s;=lfE}kGqzExGU{Tu^@CV{K_vd&OyX+IkD-8txuV0{alEtPLO5B~ z#Jc~*!pls7d4WHvlHNB_bWzV_zVL>RIWyO_AQtEfA>MM(h#77jxz>-jDDvLMpblda zg7`eH{SqMmOt-E@YnJu3v01HbUc?AiVPj*x77W#6vqF?*_Zqd03(vHmWm?enB?XTE zqzqJ6BobIls`=x@8jVq`Nf!+K9qTPNxrw|RAN z2w(qrx9cg4Yr(Qc3wNk2fR!Y+~ve19Y5uIR4Q46nFqB| zVw3qmoG^dF8>JQ#lX+V>P}PpPoY1rYnk}#qKIf8(Jjaa-ULI{Uh6SP59n=Q>q2KZx zgW_JP84>OgOIC4aeeHfFHA|2+R&f1MJnY-mNV>K%0AHN`f9}Zi>IK0*zJEJ%5Q-lD zpk^0H?107t(K4tZRQFmvC#76 z9fl*eP+<#P2CK!)lEcRt6qjCVl{q)1T&A-vwREo!Ej9fMCIOq1xLsc$0!`Sg$j2 zS3Cw~@{<1wY6jH~&CK!%^JDJ% z?t+&2`jKD)s9!vRj+i0eDQjTaj^3W8Fmeoz#)J5GHJ`TZi1eyn^QDtt3EA>m-e98ZA^ZG|3a#|Wwbtn`0vQ$|tm)w}UJ=+N)Rdw7m~Hdv z^?9WzNr%&vn1=N z3sikYSFxajS#QwQ*)hk)_*L;d`+k7Tuk8a7Oy*5DCgR4|Vv?-pHHlJ)C zypdx1S;QMAcz7-C!=!N%4gssEPS%1A$o(hf$d6Rd!V(!HMd|m+3=Vz7-9w*JMBiyc362J%!%C0 z*$#-*-2suhO>##xqY!dDEMa~!5^e<;(T!FxucH4D%q$k^BPu^S8UP5A@87(^BriNKGjP2P3Q+b`uolz%uzN(jb4I*y?F;{^w&kIzy1+`yq z(VbNDLxyX=;?DswwyA!=RN_CL%a@lz07}P;srvrC(E z9|h)lso$H|@{jb5fGKm}Er6)JGGov^P`k{~g8%noVV|0Ia)3MUZG~BoS;G1T-Md9_ zex_BuacfKVeFriG0Yk?A#(vQKdtOYPVHi3kOiaCUR2n!S;6Uv2SI z)pb}D2V`T}*D%~;#iXM9lmmHibf8g7`913lo}u%xImDi(z=gvRR!Wp^LJoJt7O0&v z`88ieEJ@5EBuHF>`~gPODg|td8?+CWTxFW9xoBCr$V)8juU(i7+c)@a#4eIi73OfG z{$Ait@4vD%+2ERoJRw|aR^y~9uQ;*xMFZ)u4jZRf2RMZ@VeH8Q7nh{ZH|5f42hhv= zmV$Kr7|(DJQT@NFsTKYKTLPt<5>6sO%#f;R4GZbBX{R^4sr(Q1iuLq!n{NL)=!Y$F zR`^=2z_chR4!Z#p8@FI}ZOcnHbL3ADR~!{tki9Ol`ZQTLs$k|XC3ZtQ0i#8~9svb3 z*7c8wE2~;skv^@0&baqY*`LJI&Kn_YuO-rR>>e@FRK9 zSNFljT=|Gy9IA$rRt$Apfx<|LRHJ`=LPY%}s`~v)ThWJs8ktb?#fQYoQH8Aah(*V? z^eJ1Zco#BTP{ap1e(=?^!fW&5=}JNnBdIhGE!*g&Jl8h?yq!-Q+vd=~Cay!hYe|2~Su#xMkaodwp6U(~JNbysXegimC(PMARi z1ZB9Ve6n4?klSVO8t>mv0C#K10JZ=4qrA0Vg{Exu%p?Mx@hzt-6hcIMc!oO zI3qwwxI!1m?syRfR>rmF`uz7a#40;aP{$*HUv)S8Xj|8gwi${y`+*asP(gAJq(0eT zn!r!-8h>MyH@28LosRH<-c*X5o5P&3G3hjw&=J_Jc+XLmMwWvd3Ip&kQmdE&?onX~ zf^7%mT2)yJBUm*He&+6J34drwC|fK-$uZ~C(v(Ha%;ee==a+|mkgT?$y0;}hQ< zcDL(I0}?rt{qZ1BSv+ScY`D6Mp+Y1Gf`_s|7?q+p#=kjZRV;3ubZBS}Z|kd_nZHQY zwWx~i6NHw5!i(^4o*YOsb-1#6^Yf-{>pbEGj(k33?TJNYJUF{9(WERyVksS&3Qlg-I5vXP!5#uI0 zJF`?waumENJ$o>J1D5nJ3^R_uRaKkS?{C>R0TOO-6g$Dlr18#G$I<63vHnpYp@Q*2 zL`>}J{o7x86S!>y)lUV$r0BnK{_LlMHZH{)h{Dx~Q_STQP~FH*E*fPsrpboS+>F_( zQa_OzTV9-?Y+JT#vtS~@kJ38%dBcf;RQ?FwF9z&6|9jeLZ?li({XWS#whk+s;gxDX z1BD)BO9e~!8hmbgyl9|C%xqJUe|`Stw;byT@^N9Kr;|J*mW>bZmc5m2Wq1*S82HX@@K3?zl`Ex5!HEKFtr{mgxn*d(Mn_vYqC^$ zRB;!y&B}QZ{x8$085H zV#pHpxw(eVTw9C&>vu>G>_JrumnOD-47J|;@zlrRigNvcXWI#!qRmmPUZL9Mw@7iI zh&v2Amgu;q^z_{ckhJs-#_6E6X!jDW50G3#9jSH(OV`h)^r|~PB^1c0RZ9_8 z&%_?1HMW^tg9>y(-=5cjK2Bq(V1c~qV}D0ws%Y<3-c;Rz3FRbg6g?&yU6DQXB-L;D z=GO`l){~E9K;7G;*N4m!qsjq2+p>)XwuR@Zko8qyN*&VQm&N6B0?0P%%{eVYy z+8GEKq<+*G-I*1bA#ukM9UoO=b<^)lil8f3c8Kp9du|$cD&8AcPxA|u`ia^Sr4?rG zwAzKD;5#+{;94lDgpT(HT?`*7%wU|>h79*9nRjk8peAHGwY7X0+g(YITaUb5=mQ89 zqNPHbhxyVJVRj+NsHVrDL+qKC+%&V~NzNCxcIvR^)g4bzikLSUHd;jy9ev@}Ht!jV zJno>%4rrW4T>PGQyp?VD5wo{ZZ;hC|MHi0HPsuZ+;}^6_0@OgyDkx1U2zj4Qm<|9i6LoZ-5;CvtuB-#&xwv`A!nI3k~C5$h5GKE z2V0d6-ACk}W=_8a@#e3Nv=;&eP|-Vd|8<2#E^ix>w*PLXqvPLrlz%(aKZ47$)O1iC zu0xH$-&}s#TZJ)u5-7z^VT#K_ZsV_8)i|A9dNPMcrsoPCC9j;T#S-!)^f#ec3;WSl zr^$h4*eE`z))RFq2EEXmCxg3LS5=!MpI^CPKtTZ6p#(GoNS4Y~?Rjdd` z;Ay8O%4(?ZowU@_93O%xnJof#Z`M%r_o<(!4ILhP$mz0G(q2-0!tsG-M+K)VTT{ln z=OV1|-WlCNiihm3vRN002I?3xM%Q%#MnHC=SZoLj&?IZ&)`jXW{C8Ze;~EMgOajZHTN3S zh#Z;AX@)HVzJ`&_qh5>PcBGpx{|tywo<9KHHH;e}$9=f))uyxkdF98zHI?%FrRpow z3;eOk+7EhV)1k+wNuT0#$c&pvY!g$9qy?Jj9%e+3mCE$=@PA zh%;=x8vQ0;Jr{yx{(?4yoLFWhYO{qoMLs$7Ra2#a#F5ab;Am@MT`^{r6k8nz@v4=b ze;aqq);Qs6xo`>DNupqgEYOpj+T=C#(6U;z>_-izDim|kOPoYBh9{)oLQ;Z2&g!_j z?;K{zOmwM8Ff7ylD8xHKA}ncP&_w!&c_nw*pv>aL#hnRMP(8mzP+LxY!&a~5(&Jmy zWSs+i3@RPjSqdsycH>@e^;;HybC`NzVJ*KYv^tf~ zp*}yvOb6iWXJ@db*ZyCZ&vTM?uF&}jAGXPi=O9F9rKEAtD__cUvj7$%HEK>dr|Jlw z6WGSO1}(JwR1sqa`JTG4sTXpke_i_vbsUf@;$x~LVPVQKi&V!u=yF4XrJ%0ue-OsC zf|K$v-22x1sY4)7?JB^We_Ip5m?zGOF&2*yF- z%gWu+ZpIsVMTO0%_o^1>bZTp6yx|Z<73n$`gpQc%7VZ`G^HshhFfy?F-9r!su=(yp zX@pv|3)33~xV%60CxamsCU2zdO_I%!1(f{OZ=Ji3ZIRJ)k>YmCX3ptvo0a+P9jOm0 zb=pW!PccYSv7-N~Z!IF#Yr-V8jX49yZ?+-zsL-Ks7l6cSKM`lVCIbpK+p4=XiSR#? zwUfHaE6b7;HMVC5d}>;|uk5SugtG7pZ}nPVyh&YVQ~jWL1cse2`zzl2n)`lM;7K+n zGi<4_fj{u*_}H??YLHm&cGb;FmqWWo-n>`8716Yk3(onZFM#{)lAq`QFnj+E>BK`< zQ6gh9mREW-2Pjofs&C$Qd=(6a=|LMPvVQNV(imG)2Ir^O_x=-rhMMd^+m3wV1_S#$ zH$na-PDu8RT3y1#o-&NssNhZc{N?}Qg6b}cJ;sT31aUu(ka3NBHF2; zPW@Y*B!9fJyHkE_nK~n1jJ_FYvI8VG0DcX$u2*EHC6LRhH=Cf%04*r9QvD;SPooRj z8U=0WXvQV+BFG+YfMo|lbf*UTs{Q*xl5$ktxVc0Cgu@mNqS_eH_k9ygE{WiU!xO?kJM5cd3-B;_|Kg2+*c+t0s z7TLPx%3*YR%F^<6ac}k+!N|IZ^j^@X^uB8I8n?b*TN}d8Uxxs-lIpU|IGtb6&buF~ zKW-mL>r)-7lk>tnkQr!%?d^ICv8i z12^B}V_Ykxr^DPqwH6%zE+_LDB&a}`w-1P^Mo*1YoX+TNT~RWz$?1A;R=G#m3b3XS zNN4N5K1)CCL%sZnF#1~OFw6_U%Tsv;SIlmOBLuKDfxp3cZBY5Z`_VRlN>uEXr9Y6A z@4<|*%W)d2bEovXz1IX@ZL_DqaP~32GT$fq_o(*7-rwlH?KvSnT;N(V~U36=(ZpJ3Etj&3Dm_L;c){h>>h#@s|kduM`b{wkuDY1-NB7woNY~sIUC+tvTU{EG z@h+P?aow1OgVR%^vp=T?#-V1rkaD+|HgI-v(yZwf&j0qAm!nZXH|z2}9{%PgaZ(DP zvQa|tE{xvFFw1+v$B*g;D2G24I2;$f>^z+VxwxSCr%`516+734Xp3N^Dw$Cx>=(o^ zJQ%i6A`Il^Hf_iq&$D?N_jB#qG~HBP`j+Eis!3%`Pp|%DD|^#%JInump0^O%XeKiSuT0zV$>tIkJ)7~CnuLIK~H^%E&?aJO){%6^dxfGd3rwo*E%fG zDDB5q%rlGv0*4X*%&P^l)}jUc)wEz-2lmfpnavi)lNaVa%9nZrI{c@q(C1;CTc_Ff zg^T4G%5Pp%^Q%hFn3O#1zsrBf6vEEPMGg90OU|~%bNCiWp#$k6dnE%sQdouWIfBh# ze(WM~u%43H^xO-wYUpz&8Q+Rp0&v`}0>4g@>bvO|Am<3+yFrIdl%)3NUd1od!Ju^Z z84#Ra_Nb{BjPu#O9ZG_w^gmT7YE5_@n1(ga!cck&pF+L{gpKW%B}Cv z>^KiF9vjiv!H|yAW^(p2UmU*hDt5!54F*->EE@_K9zJDvE2I91ezWj-!X&Ry; zW+kZGzp7DavF-R^wIxm(L->p}hOvuK6*C(}e^>k9^r$A*}O z_hWESbRhKB)21fW$~dyo+xhIQVi-zD&Er~S2^%AtW&rR(e)?rT=cB-wR~{3S)yEHI zZ51F5)0Rw=D#!N4xmnC1i^g?^wRktT*$0;A!yV^x{}k0M*{d{b%-ZSd68-CXFVs-xs}0E3{4h{>1}@pqJ&LK8 z5VAXo(+D8Tz$@5QUThWLxxRH51$!D-#w@0wPQOlWyQXPfAn_(_*-}}3_UqFvC9kLH zVEwCpeXEHJ)|;D_0en&t=8W}b)6pbo;E6(qc!d*35EC@I1|^IS`JF+ya|FFCGsTG1 z`yIvB-T{=&UfMEItIzkgGUXL-z2ys^_!Ei;p}k22g(N{jJmkh=gOU|l{)T)HR$sM} z54&Z+I`vrw|KvpP>Z}zBHL-MPrFcZKrp1V@pe-1UQeBRuue6O_u-Pf3*K|PJUvi1t z$=hN6kECH*a9keU8{F&>L(Spw9>r-_&Nw+NTlc5d#dxYJ3Gd&^bj&u-uSHt7e~#9h zuB=_XbJ#h=<4;Wr(BfuS+`wjgO=%BFsQ=e7wewG&b2bFD-N~3TqifVYk5@MjP#oV9 zP_3tfM<%^~d3289poYEU3dPxwgISFFA&-`n>=k0_ZNrw8M6=C{K}K1J3a#* z%4orrkD>KEMN6d%SvG~T8Q!yL09dy5w-qJ_x$+SuRc&9_D zd^UDHLl4<)0_dGEPi?E(uO{=glT>133Mwc6<9?S)8Ia|gY;!E zh$0f=XXSoZ%k4>Zed@jVd?HNDyeQuSwhSsnH*KIaXdgzJ&aBs)9YG{CqI=mD5E(a7 zK@-P{rJk5p0*VU6NxCh`ZCy2?*|i?)c{w+r{#Hv3?hqhH%&bwoJlB2oipkk28X|JW zf~oQkWD&jt4fzZ0f>{b0qlGcLTq`F&IX8JLXx*qg0}B1X4+!3zv?t;O20D~`-)df5 z4wIQS`s_&OU~A*lkn2Z+jPY`|56%o~-XI(ud|7(N+-jVW*#QxwAd{R9Yq2uc6FoP{ z5n-wE<#zR&I27|iFX3<^F4r;SE-g^$^_`^IuxQ3Nb9J-TpQuE3L?H;P#N{TCI+Xq^ z*44*=L*9#jDJ>!_9R!zhL9Vs`%hwM9CCXxCcqcr^8~c zjC*8?XBvuERu=D|ttcrWQw}OI+}z4nR&LB^_Nf^?+M4XZPnA;!jNL{|xM6 zfxa2(S3V!l75e7%@GCSd6TcL&ozVx)awgLAf-pwm369RN9(F-)CCLoCT64QAy4uD= zoS{>?%eB`|3N((i#dvvBB?sP4aw6Jtm3 zb>`feIVM54CplDACYv66cM3kHFdJ&UTGMAk%t<@k_m(eDvqC7UsRYGSB@bvIXh$t4 zPf`|}`@&36Jcu0qLnOu#3jTA|z?KnQUzn`U^)L23;ZKmXl#Lqe|FccIf!3Bftlf$# z52}r-H4;T@Rjxz54cWKMHUuhGdwzO~tUU4Rz^C*X-Vk`l9yV6VHl7ph+)>uwzMTr=DwXF~a!3L9#%Ex;E08232P z77r4VooCFiwnxewrmMbn((oj)pna{-@gt@x@0V+=YY&F`AsuSD7QTC`JktD=#Cbjf zkUW+}J#@A3Q=T75j#}=`6E2Hk<8Elp7IR;?vBmcX$4z!#Xe`}(Z&$I8oGcG1^Z1i~ z%TV(1QR78@p1X=SYEPx^#HcxLB*m0pRgR~!^P$B6`JyEsWJF^dIjVbij)Q~gtiOxT zukC!O04o&)L|}&Iqpwj4(gkRmrT`E2QW;{~4XI;Sb92+Ghe#|N=cpuuKRrqoOIXIn z;;OMF;{C=Eh#Iu_sYwSt^fulE)aRSVJqecbafaW{la_z+S-{xYe_2Su+c|ihWWj}q zk%Z+Nw_95$fsKG7caS}-8}}?&1_h^lBYCV|-9FY75s-?jxaNyWBTFVOb`Ul(RZ}=T zJH$|M{_z;tjaPNV(IGJmR72w3hbhM`6M-Vd( ztILv?dWR*MjWgX7QI^&EuN9LJ#w%_}G^!@$m&b`O; z^&F4q^Z9x{Ufk8y4NCG^rDWc*a1Y*^(G{KJPs}JYym{k9&zqGnvsqqCfhJAk5DFmx z__MlrOQRW|8)fY|?ts^EJNMoMG0@gaxLl97Ac(T(=tHk!3e;_2xLiNcDvd*PXCe zpFdAr8Bwe;5{8GyAGLzS22IJgrSCv(!jl{{N$+ral*wxV#7{B3x23D@d-->UuweOv z6s9R>EAc#egAXSF9HRk_daP?qs4Y}1u^~o+$uXFjN~pzg2nz_=sfeC`w>nE8g8~ET zE?9(gk+SB8J6cwtK!N)8r~V)a_T@bLv8f zDz4l+bkU~ETKCe?jai^mnziSg zUUMQu(MUA_XYT%|&KFrvvY5bBvX@ZW&dUn0Fk#+1K+TS6|FzHikAW@Z{A`Dy{ZMnMv@_t;jX$rLj0#YhYp;`pn zV+5rwz4h&R{Vzp~i&o}t6FV8g16TFYlyn|Qe5zlRy1&qG`_4hA%KO`o{dA)e7)b$s zM-?Y9)pH)Tjwa}>_+4YK+RMQ^MnN1lqg1h&!~{HE!p zjl@p~zlhnw>f1qpLo6thHzX@(GO;)9!|Nnqw=QK5AHZiPG+DB)vLYxuM6T{SKo33k z5E^Gc9ALzqhv1NfWRgpCZEhf#CuNo+7mCPX^P1l;Up&@gDybO;xK9=^N~Ct1IWR1h-gL2j>UHm|5^iM zua60SJdUM&3UkROr}IUqxF{4Z$6{ui2>Bppmu^csbQ#a^Vn6q2 zOOU9ZG1AJ%n}V!iKtU6zd{+N4^Nsf=0Y|L;D3#c32q=`C&gy_% zjko}VQ1;{dRtVPpeeuQJ?z75ay{bt36Z6A`E9UB!aR1@ut+YDviAf4-{R|fKzYT$0#izzK_7t>cD$c5+L$Xy zC5->aO3+}rX-@oBo;K@49^bfSA>~)uqq#SKJqdoW^Rf0{3uvELCiS~pd#%o+9|f;Q zy~-A1uS$Kl+xa&@|2qenom6Q%r^hUAo>xg67W+3eVGwtp<$?h}IkhpS?Q4phnr+j- z*{P%HTA=;GIUOITHQ!x---s1B`w&F(EZZ0}y$$>$$@tCg&SSl%&|!1cI$H`Z2ry=#p0o^X)3-~Bj`5^N_9sOc64~_X*g-Uk z=EA=QkUG1*?4wy-dw-XxYt|BWl&ol`Hrp%Yv1+I5`QWAlTe&CS0lpdlIX7r#)V!|L zy4wlML`W|_YP~JCcmh{MVT;|#y||Oi{2W5|!q7qOK5pbnnCHQ6JGEn(>nH3PI=Vo@7L?4dA5!x}5XrS0)kM?1|29UqCux#sjA zxaJ5)XH3Iux(IiV^c|J$w%%0sB#RHB88z49DK!&pM|J9mr~shB`pv|AYTb6vb0Cay zyFY-k3vR^HVUT!kyq-AMH}Kqud^2rdM%;5iP6jlR1fWTTs_<60?*|M!{2RXsS{gve z_gkS&vcl!xftC+c?o2y8T>C@HKF$=cZk99~ZN;}2cICgNdWBFCQ2mFT93W zC{+?bx`RiuQK6rKTM)+0HywuzT4B%rD6FxogCpvIKiqSTVEm94{W$$yEknU8>Ac=E z@gx05*qo*Lo71kzu~s+U+XlkFGrjZ6X5RnXX>VgD+4d|Wxt4W4qVyvP0F7W`2^=c@ zAr1DH`j!`Y-AFZ;liT>hUZtM%VM6rGn;~?gf$WZm@wU6Cit9CyTnl{;A_Q=-e!=i( z2G8@F%9@#3c+XeEA0KqEhz%$9#g=5e2*)84%)9!+rp~oQIAwZh-lrTXX~17$Vch7W<fsRu61UzYn2g)`B67hZap>(9i7Dx3eKN3k{ zz5{9?y?l<<&$P@mt7Sh_tHCLIyGocsOLYN`+Q57KZZ#(B>{?jr+JH$-OCQPreZ#(5 zd~t|sjm~2pK_iIJMcXNXIB>)YNd8zz#s>bdeCaT^M?d;5+Bk@;D~J?jYL7-9Qn&0m zF=wwgO(O=@jHF8Pze0nVR5?nnlRV_a%+~6K9}Z=HAPXAH4UsYy|^}U7ph__iKS8A}J$H3NS=V=u#Vv zi;@Bt+?%pE5P;I`)tS*%vFPRqSYMF2_YX72O8SEs>DfHgA-;e4r|1++z8b#hey}j~ z|4m`Kr$%Apr}jYg^)8czlq`pvgj3PkB_on-C zmG^nDsgk?tQ<^XhOdb`D>_4yQx z&u!lD&9p~ei?*PG0OZVo@e6j-sPVAYZfj0jbkoU8YmjViU;3m3BA9)`i zi8&85Tw;&AyX`_3-C-|jXJoR@Q8EcQb5G&IbnNnX*$ud~`0Q}&K#kY5p(8?{k(T=3 z5JmoI*--Msp`~HI2ScXtV5L3EmJnb!9X8LjtKG;d(Y(EN_Rh8Mm)EktiMUQkrU6qS z$TIy!N!d7;i*Y}qS3O`$S17zM`cAW=?h|>@^PxBUPh|z(HjxQJS0!))@8URJ^cEBA z#yZ;_m#1kzRcvqu>=t(d%_rqW$vJ&u2NoN*CeUJ+z`$cy35?-BLGwKE;z)JQNk8j&V$n8mY>ds`6(eV;ov;|)l&SXn=-&6jZJ?G9*+bNHA9W# zOYvVCu)+dy9?&?{n9KqtHF|kGX7T;DOMhCz!1v=mvDB2DDE#je7x(+o9PaPDG5dkgrQVK?1MI6Z`!sPtSWQF(16kyuoku&U^{w$FSs$cYi>5Nb>=ZW@hepZ8_&=Uqb zK1GSgGx+MvFx(h*pbiN3Y&vo=b@lV7VmGBHV7XAkdDZH6BdLxtppn=QoYi{g9`;oM}VuwudtvaE*X2Z zsV@AP^wfqc$O(NMu-}P119R#lDHX#uz|9)_( z)WO(v!c;5aJK%552@mHw!~ztpofzL^I-es}qCw=vOZ#0B1;n6mC`M4;+5qg~@Q8lmtqH1HePZBmIhKR>xna>gB7nl|h3d z#zvPxAKCzP)we^^+^%$4{(Z3XSJiDm(|r}K_huHTC%xEfUNH{62Fud@{IzE6%uYp5 z4mhp@dPB0o@W{q*EhRj&jY&}ib39h+e@!D6j#M@@FDkKAnaGy)^MJNbr^un}$fvDz zgJrqWxzT(R6~RD*Wx6zQS32d29B320Jf~|`kvtQg%@H$3ZQPabvxF&DPHM1J9b?!} z60@E(&E5WNa^w+6SZJ`DLRNYzPiFNCHLIz07{UH%;!^>}NPdZR59`|Tps+%KoS?hN z-TZ7RpGWW?w?h3rRlOn1j%|~#LIMjZ0mu9d1jkW5+BH+t!D~5QxBEXlwE6A2565RA zutp5>wTLo1dY0mMmex#1yDoQ5-v-qasLR18^0QZzbXtA9brY1MglaCdSH5O_+6<6( zKVhc(a2KG!Lr#w{r`sCJ(93f@`EFSGwap)F0EO(VZ75Wc*SQdQ=m%mqx_M3WLz(xs z&Oeq)^B9y=r{2)mvps7f^1_Je@h_3R;*@$fun5%vRZ5$rwU8XI`*RbMWi!FR1DbKq zW^o#yL-bP!A7$m0cs^S0jx#G4GbRr0ie{n0tF)gVZLb4d9Kg3qNKl)}5o%3Zo1sU4 z`A5>4w88lIQ<>(LecKts?H=g}0(0j70Q;w1hEl(2JNY_>FquQ_4+ipL33OpkKdeLw zALsx@Umhn;Q^H^GSqL#6zZ;5DYjp>B$$$X@ARlTt~H=nsuc=vhT!$;{4@~THw>;S*uhK5o(l{|W6906!1(`d^V!>L>1}eB z`>|0Y!P-UtzyG5ca2@f;1PA60*~Rrs836PF0cx3_;O{=7ZCLi}5mIgzL%ES(1mGkA zmTC^jr?uW(5ut;H3IQHUXaX6+OMns+)HfmwB0{zB&I=fEC9N$Zk2iGz zM@diTK?vR|u-0uqRzIJz>kZsxxD%4bMCA}>+mtFzoZ~QwTg;@84FWx4)7_A?=KLN$FM85QacQsskazS+ch6;@-RY=?rGZ>q)$j&mpwGv7};gRVx@}%9(U~^s)~zEcvVH>2c=$ZOtIDb}RVPS8XKO26 zEi3x>Kx-_SSk)yO825KPXNmCNcMFY}$jFn4PkBf0xnE_;MD82vMRmkUK8zaJc6;w( zcF=~sD{rA;D)PzW>10Jnqa}Q2R(u=vIxAVrv5u3LrYFtn^E`X3Cr;UHL;B=s=bPxl~ddQWyWaV{@G4!T!8`v zx#ls%k~W9nH{2o;s>tz|!w zF_syPm*#WjcsE$kIzM$qt6z&`{z51FU7YmVyRaN zk6|q=qLtn5ll-xj&AKmY*C4=XV;gg{w7KhAgOtyrtJO5$T$d{1Oc2_SE9Py5dY%3^ z;~fDhygQjE*vyUnfY*gN_|tw!nrUg#0Jku_Utm-S!~WmOru)?D4G6|Tp`)tz1vz}k z%k%kU#nb50nOEBqq2gz{mY@+cdV=HauhoY`a^%iTu5h$i@<5DBeYSSi%py=+Z#=%R z3*F9F^TQ7sM_b4^ekGndb#m(9-Yu1%#!M@7z&gA8-m+ZG4zK9+OiH=)z2w-jErXNv zT&84+&@tesH#J@!nf-^I7Z_O&ssa-g0h~w(If#0;SaKX(9_3mUvu^6rg#GX7_EjPVc(@c=P7zq$KMx$FQJ*@(MBM_<`B0 zJGn@w7w_JJUo-|ul=#HEMUDsg#VW|W^b^Gq!&_?GmdbAP0`;Tf?Grp8ni;fzx zOIMUtSqnRdUAHQ^oY!^Vko5xh5+eNa#!$drDXI%$2sZbF+q8;{8lT8`RAh-;sfO_! z{$>^-IrsF&;!LcwPksZlb9GNgReO}=^Tg7b9x>;2_|ZG#Kfe*` z;Ptp?ADfov4EGfzrp}{}HJ+eX$t^B(935#@!>wBFIU!SoayXi!2ssyn&YZ3>d;!S% z63oazO|xp%h9%bS_DNbAb=JbRVb|F>$+_2w18=U$N0!B5YWGmXj^K?#PdE=j@?w&5 zzLjURapYk!v>Vo+ok!C=f34Hx=E4&U>PhU!kNs+NmOVaZdI>r6z{M2*v9H(Q1o+wK zOGHAWb~R(L{~2@am*GS~Ev|Kx)|=R|V0=%6h9nACofK(o$WdY<_SR!{>7IazoAIaY&goy?p3Bk+ZoO3mL-Aq?136G{ zqQ&bL%FX%h>=fBl;FrrTMiVjpO*_pB(b^%OkCi;=467Xh@35H=gdtfisL6BIJUKmi z&+87lVrhc0VwY-B#u`+xO+a*O(HPIbg%&JgeI?_{fOK)P-pS+dg7KotHB57o*on#a z{S(UUjXt+7f89uw%r6Q}6B8d&Jm{6Vf2B2m!@z1JW7~TT*t7eHUGno9FNd7yvv_5Awi>d@yJ-SpB9>^|N z;BBWN>ufqrYA-J4U0k{!j4z>!$qQd3PZ38i1)Z7gX2e%@-Q$j~9jgtix)(043KZP_ z|ATs&U_6HuRkm!$kur9VHr@-;kD5N*y3 zZ!MIiuL6}Ah)Wt_pQ^J}aeOoV#6(MO6nW~>$UC!v8%IVx+g*@j>zSS>!ppCM!&6^` zF;bkvex6D1%i>zcjz{FJ3Om^=F;|wK$CffN4eM>pMb`~@Ayb^3hHg4H^4s;MVe+%l zY=UabTjWdwg2#J5#y*Cc>Lfc*S7FDUhxVDWrL`%cDLIuP%IL;fO8kyZN9? zjQZpa9$<2aZFy||j&b{&8$2P)fh!H+dmrMG-s>K^H{BO6H{O{g3NNp3gokhFu`@%@ zyxn5&@4R1c`JEz`s)q~Z1}eBwmy#Pa2iBglM?%&u=7MJR4;?q=pM5JcRv@~-T|u>`JyH}m;6#NqQ4ZWJLl1kOC8t!P$2DMnGgX^@|RdILuqbyZ?mkSsKhW284d=4R z3J#_;Hy6wY7ActslFKd^Y54| zy9=si#n5F>77IAVgLg3HNs+SW>PBfZpu?{R>gUt95Jdi2}0p2wy8c%GT z#pEtJkK!*jCw(;fi^56V1~8x>ZTqF=q+kzMfy$Euy|MV>-B?m|4VNtii7S5gcz?mO ztGp!5v_hM{vF~b$@4XA4M`R^8YV#b=VE0u)jL1I8O|0dHyE4e@CLOBZfy^VMLv0?n zL*R<^=Z-+pt#Gq{mM9FVL7zdHytlR z(e<|B^##MwhL2Mfi6yVOG6iOHN=8RcPATX@*-^w*PujY!SC!uMh zzs5pVjYYu3B@l=)!5(s53+5Qbnt;KN9;&t1$0>-hF^K$1idtrQhE76K2qGwqdy#c9 z;J9cVJ=)4B6mR=yc;Ln+=I&`3{pBZf61+jWhrWDD;UTto>t38#Cp+YO-ceLQRix8+ zk5?bhZ%s(K;EKslnio5eII`1EYO@ld!yNnLmBZ0BlIC^z7|tu|5Y?=9zTq$sEXxO@j7ObQITbmeQH95Z~qz>7IT+^x}CGK@L%IE z!hLqE41W~}XAY+rT({yohYdRidU7Dqhz1eVi>hf?Ys<%-b=|EXCd5Os)?s)=nbBZ{|7IbFr z5(0|DSD`NklpD;SlMZA9<=1;@8H;sZ_rYu}^{Z`FduRjOtWJO#G@o+KBQ_PO<*-T2 z%fBz7qk<{958#k1lLuwDR%l;b1@N}uykr?KhYw-## z9#`k9OZU{WxQS#lptV{tmxYFvy}q0b7!;ULkS0Zf>ZFq5Q33{k1}2sEx?Q2R*$(G6 zQ5A|_|HS{<7WYl&6}MxeSBvL;qs$)Pe}D&GA#-I7A6Yh2^TNbaGi}dk&tmS_kq(zA zcu3wrj|`p2QSsy<)2m`Js-VbmOd8EgUf85AKhw1}R--AzGLK)bJs`$EO(J%}5Va!H z)nfOK>G5taX9^Mpw3Wok{a$kJOGTjEescM{l=tlpX=PdZvd`;=4Z7`^z;#}`3+wra z887iLm@XgaAM#>OWe>TX54X5HyF!D7@bx?l#(STvvEnoxO%Y8pRDS7MZDd~AB@PDj z&fAk08~ASBy957AD%?{%?q_@Tr#i9Gd59iu7yQ$w=+3X<8#DDM9PIaUxT0g}zyyNW z@3wdSYZ%w2ydN4SE>U!DH z8rv1v;>O=tXt-_O>`@QKyPT}iZxj&wRaX;QG?#8PZaT9v&v|X!jFJroUm|8mhf2d9 zHsp6*Gg3d#@lisTW}@;b&DoZ4$$Wh_^lo2Yi|yc)_7F&Id-H-sl4U9*{|G z?8Zi$H&%|Y*~{=vWxJ)t-B@9=Nd6|6`|Xgwo{4e&ID)m(BEhPKFt0BS_P_He)n_A0 zfm#Oqnj|`A+FGboY~Lo7^SU#15XgmjK-^-+k8#C>Q~9UqnkrU9_WPT@wrC z+LjJlVP0D{^0g8A+oY0yt;0|WGXQMdw~A)3j-LsOxw>Kf3CN^%!fjon{gjwN1IJxj zJ}tb|Q14cxtl+L1yh323N9+~+?8bYo#qU-nVshubaioW#!lQWw;badzyu zvgg56QTfrml{DEtLC!)^tM6MAUJ2bhiX)z6WrKlF<*U6~m3xJGVTg^=T)T28T?|Hv z;u^^uQGKo}5sXsec}!B(KgK(pyD(lGdaj3|f33FEELbgPts~jNtYaW;et=~0%QEE< zMq0WRR&yh-GaD9SBN1Xty;Qs>))g7KuFOODo5o_Pf#yDcy60=c>-4I;m^tvLiL zZWZsIrX)Afq&MY`SDvjEGyO=Pt}F9@9p2_2j1PE?o!%R%TwRdmlc%1wm^$B`BOt8s zaW(pMBi`%_<~}UIA0w6qbRt4c>=C=gETwbU&%O%>k9t(%}^qF6)EYh-Ca>O9k z9INk-gJnyFaG-4I3KOm!Kuw!>exAu589s51osuYe(#%cM8*KYjcG&_R7Kn*}za*pQ zhZkSUt8d8Vkc9JGwuSeI#T2`kcmxx7M|rDN6QfubFrstam+@698JwfVCCFA({#h{G zIGwC{eF@1HYwRmK&cJ3c`$NF*<&vhpqix9rP+6}l*F2MC7>1sR;JH`plCW{tHsr@? z6Wp6Otik30WcLletDv#+KAtp88b2mX&q?ZxY<%V z&?_LFNNFZ>*Inn(Lb$#wPH_GQmF)#Lkt0O7 zRvR5L{Oq;<+1X?~eso}|@g!*evu8baE_AFllByBO`7r=z z6^R`*`zJt*+TiETxEB-HFH&9l?4Ib?twc$Aa$}*-`rg#?eiwTV(|^WAZpTW~zZ`aQ z;xm)w>zw;EgR4IUZt<&xw|SNs!0nx&l)Q0mJ&j|tvkNIVK3mwshjSHHD22JTPCZ22 z^X9Q?#-Be#rs7&`KnurNedjBCn!y*gFHV~GU}zeH&e&)Fyux;P)?HssRoSUZgqm$Q zEk3?zU}l32G4#8>Q4C zivpT4`0d5Tw)2&#D$QP=I$-Z%dbZDz6(wV6dJn!F(f9rJ*q#v(($raJVk_(~k}}3G z`1E>3SzcpLS5X5Z)1*q@>hYQHKVRm(NGA*mL>>pFx^>nAu2duDRmkobe)1JuF^Zzz{>K0DMIbqY0)lO=&Xn{rIYZ0+0!FEV~ zK)la|J$HXo7jcHtT(NZULMUpW(Iy`j>a>cQ&u>ukQW_>e=t9Yo-OtCkLS^R8M0$qZ zaW*R(_$JT!Kg%{%`ZmDygwa@S-p<0$A_-z*b0jul2zLC3r6WObuy{JGWIxe$CR+dO z%#TM$saVI(iP+Nlj9l(TFH2A0Y-u~WWqqb2z|X$n*2lFd%04%)e_$Jg4OxaA=^dZ4KN=;1L4tlDwT*euCA**J`5C1 zeyA9}a0r`cZ+*vSGOa2zZ(Dn6`V=72jk6wIN;Q@o^W1#Ucwben2Jb9Ex_qIT+xqv19tIcu9Ii3Ayi{)HD#Re;ghwLyon7`A zfzYJOnTr&6Y%Uf?{hitkth+CNFjP3sb}-tPcWa5ulJM9iA^yRIR zt%`x^#%v`eOOY_z8@BQVV*slg-wh~&B zR*G(fXz<%94zZ7w7N3{|E@Qoa<(uC!iP=K>7G~78slbBxWTz#f>UxxwZt7kRaIugS zITCUspF7MPY9#X;KM-LXZ7eNDk(xTp)`b%j`FCZ2*_e2?>nzUw=9xD_(^tTS==$C< zZhU4Qs=b(iY-5ddPY67hBB&iqLb}B4#n{M^2HUiY7=2qyJU-o2s0CpeU$-*MNc^;I z2EHSj6-5%S)v9e!JFy}eWt}~IcCCsxTk5^Q5MG7uumN?qzW}MaRe=B#n>ve1~BP#++E=m(SFQoSI2R&Nl$Pc!V2IJuAc1M|w z#+EMEqOxj2v0a|aSc73C7t^<6mY-Gq%?J>Qo8b$drjIrce0rZ1F7*RQhEAiA@R4q4 zZRdIeI?W0O=j6l9S#JC}FLRAOkWR>vyK35@^T+2XAAy_(2_cLfbT8tGhj+l^=^sj) zdQ1C__5CQvSH*l&QEhX@`h~{P*1@Vk-zVj*TIZUVa(J@2nPNVjab?9ZRbrB8Yd>sE zOHgo!o{Hn9!R0iPwbT{0x2j3JG<(llTvRKrUXKciI!pCKXlJ~0+b`OVzSm-1z<|TS zb_sA@kAn-|0GydSA8}!{tF`s3_1EG35yuo-344w8MNP;G-^pOdP`Ltp5q21yL!0(zOPR3oO2JW$BIFn@uG_{l?oRNtc6ZkImr*7wBxetsDA(< z@-kvo`h6u(x-I7)*~)dLsUk>K)K~7urqV5%5%PCp-R-YqvOK;wQ5gvmJJ6#P{R0dl zjF)k0;i2#pGI=Ct{rC3xs#i=!O|qdO@c9z?hUbtM+VqMgW|G{m_=#c@29@(ppXdk+ zxlEm>xYx9nE-bw9_(u1vzvQ*G4kw#!>nY^k>EwG^x}HO#5^)_nWsO7N-N*fK0u9aA1L+l}apSW5~jj=;cQ$p4p9G-+0x-7S+GY259$KcNv{9Rl#~Ia)$-q(GR;K)23C1l%I^t_@Q1;kTcPz9gR)~;YPuQOgP zqm{3_!BZ==N(%@@s{YYE*uCHnUJwz}mJlI=d7V*`5eq@Z#e}Fnrl|Fdit_S+{%NgE z)?GLL1QQO6*eSD+3J;)b;$=)aRA~34#GPGCqyvs0{nOzU$A{yf952NPNQJZA9xRfR zc5t)Tvglr`NLW+qBGXgN>p+!;<9(4_Ru(ub4^?x%@XQ-}k0L)080fjS^|UPDaR`BE z9sym|U3GuDWW%4wZRXwH(?z2vx42L@hc7n80?{=3ELD1*@e|2``^sGm5|KKHUnz^p zK<~r%`Loefx>D+`Y@zWqsK*U}0wqI62bQ>`N%<~iHLr_(jWT4~>58wNh8vw4? zb88$MTrjF$BL9wvw;I!V1yU{diN^O))?AQ*ea%L_hGa7b=}oaIG1nqXe?3$yr!^CEMk|fM$Y-K#Zcs(Cx${P(@ zko|b}`R+-pVKz4?$xHEK3aAFBhuzThRE%tu3r}KkR>shUOC(#MK^Uw**+UM?Lnsv8 z*r})y#+JYfDa#nQTe#t?XB#6F!_l}xFklvZ_~1U}nckEwY6-3%@cHY%7}DCh+UV?^ zwQRRx0JPWvl{m1+z2wV#j^@<4RFbPvNNOy1_Eab=a4_5D^Y)qH)wC}D7-~pehZQBBr6c5hal7JvK8|zJX?Pq${h)VkYKe-*A+P@pqF7tXl z;UZgDpg44(sq5zHV?o{25M^dtmSFre$poKd9Rj$`wN6VvauOY448lf0*7KBw%NGF?*E(~xR@Rj03Otj<7s>QmuOUCb_j+^Kjj+n(2{nTH( zZkjYJIG3^OYp(VmR=!n%)`Kf>tuzlirPVLAc1^{Pm1*#RJ8NwJEC@Ot!nT(Re{!oy z*^AKJQ|6fMy2qha65_~xHSx@2HHlh9%^10I1;VnrFi*al=W9^>9~_1&WdU3}$|Zl_ z43SoJ`A1j`#r@I8xT>b3Zu$`}OF19}OgLrDx7$ z5h~jHV}{=TyB=$(Kxkvfu^2Ol65*Q@_p}84&$z^D-PEr1RJ}pCnz5p;-USrslD}Z? z!j|%e+J^p0sRuvefUVw7ti0gJ9hbPR<77~XFn-AP(7Q@P8WMmJ$lxlQwX z&-hc|3Zg}d<_Ycy`?Mp2?P(e`((lC1OnreJ{MsLX()7lIRkb8x@Srb(_*ftmDzm>% zZ`P_hg94HNa?Z$}-2q&+W8iVSFkP+gQc3lpp1Yt;N0PfALQg+4GO^{P_92YO>bgM3 zRZH|2n-bl4A3UY$KCcT<{3O)o*B}w7Ti+~gu3z?ge*NSwzx%=PfpLF><#=h^@@<>f z(#5p4l_!C({O`iN_AlSx?(6zmVla(P*YQf!H}`p~<{{8c+UIK&8&6?U+OnrgnR)MB zTF8_pKUM@)QM{>0fwu*IUhWg-d1sBvm{hZM8Q+>x6cxw@Hk71_F;)i?tlS~_uNlo0 z$HI#YGC{at-T z)?J2oM}C;+Mzm^=4S+iz2EUl>u~LLPJf7;_3SV;-gl@CPV=4g+e4IMddT|ln;_}7i zmqLW!OztD!+eQWv14=j54qp+;-)Qx&_XBOj!RD$K;aX>Rvey_0Qz&L&sz4L7)`C(t zb$Ay+P+zO|tbu^OjQ0EUTLxt@Rtly0xhbj#I#lYW59$uW-ENwDKYykK0ietHaELIkLZwAl@xXXR@%%lr?I)t4~03vmEh-W3+>y8t6p%+$b&De>ga5>yH2U}W$zcx?k zKnuTA*JkoE_H#maK{J$#JoVHCh%BG!oo6?m1kq8Uj=$T~y$ZwpG_pGklg}z0(&&PJ z?42)LbU=xhYl|y^G4jev4s1`cNydopVfV9BJdc$BR*gf*wl?(09M*DKjpGx})VN)0Vk2S@&uNGQoH8Iz8#4C7CIw zCeP?up+XLO!b-V@K11i|MDXUdyi+=XUu58R&-CsCH|&cyDyTsvIdblLKPpa zRo#z}jEj~HgNCxeBidvm-&q;?t3fKdsS^{sg{3$AFcQ$8@<9LgD)pnkF7G6rz!&mZ zG9ys$@VXP5^5n7^f(G}|=iQ0tjFSL)p*Dv)3Hc8GV)3tDd4Ep&RTA}A9DJyNr!Tp7 zStb%1oti3Lxu<$3|My68K1icob9Q|y_#bE<%*4A-@>)jnaUPn*Q`=@OQR zmku$!H&;TWDBp}JT0keU_9qBnoOC~IhWwXrQWgW{hpWgphI{kV{=2|;W4Uk#>hyPp z`#|loI_3g+jgX4ySpQ@u_)vWozFqvSlQ7V!(vIy{ z7#K`x2SmtR>5UIQ#dgvT8X(A+xN{lk+w*tJ(#BLL85ZEFHI@0JZ)Akk1yX}}MP5sA z_o7*3r0YbIRg)Y8-rz2%w9IwD0cVZ(ebv2erYzWg6Ew8KPJ>X26Cx+!7-gGwLNe@v zg0UBy!wbhhAozU<;O?^aQZ@%voWrMG?xth%*%r7CN^trN~x7QFLbiu??xYLi*pybPiq z#zR#mV;|2%sk#=((i^0ix&iHK{%*P;HKb7SoQA6Oux^BC{*ZORUX(RpmbdJkg_nB% zTU*r=p3bsoPavAJPtp@Ntj}`G7Zw1nEEIbMSzrI9#Hsr{N9I*j4kP#tE@S)`I@9rQDWp$u!PB2i3fY=4N$=i zf#L*uZ?9UMKOA4;Q;;WH##gEMmixR2#l=A?(2(f6NA;a+14k9L9@W?|wF)_-`xLeId5#1E}uvfVx*$ zeRMz2E^L16RLvKH9-TW0F7geC`(9x`yU%v4!!@B^m-4ri6lrtcJg4NMOOVf0*Y79) zx!4#k)sCgL{&_P#sv|*pW57G0=i!2b9nh04lTwn$MTC75kg3yaM#2WB|N%$0qB^qb&bnUy^a8Vu}la2p1talJF~ zS72(4?${n2Db+8ZAN=pC3WZMYKAc^jooMiU(c+LjN=+cTVtvazhhd$t8zzqvEm&<| zZIh+cV=CMPR$uR(CkP-O8#6+Lc~zCP1TWBlFz3XpEuzvub4$$K$HFp2)n!SY_1>l4u2oP0wQ6u^oEYI@1^hOAM?o-mq27H zG=Xl<)$jQ;%b4l+>r)XSIpG$eP=-OG+jp>iL>-e0N9 zxUns%wxJ_GLhBB$?}U`}hcG`g#5F;h`fld}uXo-o{*V8UsOt`7>;2xJ?mZP%MO&+O zOHm`VHEUFjS~1#MB~nF6iO{|5UAwK?LXCtVw53*xnlY2wHB%!}V*K74`u+VYa&zyw z=RM~+&pGe&CU4pf1uM86tTgU3ePu*R^aMfA5CS|jEuR<*{p(R50~4nWC)Ex^wC57r zfdGAHfj_=I`+ZMuVVv=G+y*_Pbn2VD#Da!>ANiF}Pyk(qV7$u$oUzz5wJ-vIklhpp>IcGtpd^osR^Xa+r?FH`;0&W2x}Q9P8zi~anpyohIJkMO`5g4FfQ%C#OjlC z_CuLHIk2~);8N>x;~V#t;D?(FrB0>nfuT5^2ah$Lj^4}4L{BpWVosf|eG0c*cf;h_ zM5xRxvGS3i8SEgJ5KSM2|uX9MmO%3Y;q%?{eV26JRkORcoW_x9U3@O;unmE>D?~W0hKO zJPN(kiSh1V+BnkMW1c{u3xLSqV77Db@=l_RZ2rg;t{s zv1^O=8KtQ!-u)AN`;fekzL;q1OS8NuraNd5Hog%27xhubf0*eZ@_Eo4Msg70`iI^! zl(Mh=T`$X3kI^dB>>|%X9gp}or08IsMokl~gRAC&dd`?`%9=EkciRowhbFJJpraKn zBoBww7O5;5MTiQ5>KuYlg9MNoC-_7yn~c3H4^BGFr1%|KyzSJN{>k58I&d>-q-V8z zFLkwb?VQ4dq0*BVcpY~`E3I9M-L#B(1bE?SBZml8lN{MmU_bzH$sU`=K+- zHP}zV@FR3B&DAnT|W{9HNEY|0;QCaRF-QI;k>=ede5 z4r0*|I#wQ4uDG$-fL@h8d_aNUP3JCbx#f?>C{~qS8PGHNY|gDA_G6-nigur=4m0Nt znlWNFs%6n`1|{-$b2<SfG(CYrvZiLpTs9A4TnrY>02BaNm^Gj;APO9a@=7Xtmqns3U<{nAtN_Q6Hd zL!)9P%vaCIRf%NVXCGAR!p8T5E-3vW&Q%%|^L%l1agwqEb;gj>2 z4?&u@?RRYmU?+eO_%3CVq3)CNP@lbVy?LHX<@26MB4hLxZidA=IRJE(hras(+v9jv z3Z9bQc-Lpb9|m??L447If%r(!`%5qJ3I&JGr5NkN=IsqUphe8^y*ntWYA?Zw{JMO6 zxLd*@;wI`m0z@qh$rYb(yjXjq;uW}@rN_^)bTd|O;Css$VZlz7QcpAs49gJZSeV+s z$U;BKO?CTdM*H6U{FaFg!k1Y3pDgsJ$DD#%}Ea_CH$!=Jk%t^8tW445fB1lIlM zAu|Hh;flTW!?=|{#=kb>;U*~ndQzi85^3{IuLYuXDxVZnCq~|Y5dC9{DKcAJL=E@4 zYYA)b}D-N2e&u ziB^qmmf0mV#r}o1_+Uf_iqm5f%XbI!vyQ6XfDfLyP}0@^VM-*@{1_DW`v6CTE@zICP0=9F)EOlRTU0*LJW+cR|Q#pe?vo_n0jd>djihIFD&<-fOgvmSj% zgdX0UH#&5!@5gjDiN%efowiyADz@U? zm&6UC{e{xXI=fQXAg}%=wU(SIjt-lQDqNcEV69-*oe6XFf-GytXn7>5;5`%kS2*#V zQ_&RIkYW8sQ`{ea@Q~_}e6FgDOKtFbX>+ygHAy-`-IHd!Vv|4+Q!^UL;nls_M2k9n zO#68xx)NO57Uq+$%RQeD(kTvzF8}Q&o-d!n z=U^ead!xnXHIWr>;z}3ykGskw%FFgw=?tF@ohP6MAt3IfXlouLRB>z9eBo%jIAZ8Y z7x{C3%!@*G(2#Gmo_%!pt5E!bd&T;dIjPUI`pLrMl9aW77NQiL|ERw|o!Kfb;DfYzTh0 z$L@&QVVy3pQQeI{7WCEMlrH8Ne6qNAE;*y%{G6CiM>&h37q2o&`F%=gCadDTwvF`) zapxwK>a=B+$hT~`?B*lnnk2^g8}xclw8B{iiY|RLn0U#@FJ}7pSsG%>UZrosCDTli znC!7|lI3Ei<6^UJSte3~^H;{3SG4!ONH#yYXR{vPuv6uAaK70aHKJm>b2C>+z!?uh ziatB)b8m04x73VeUiM#N!IhXp)daWfgIdv&oC*&^;6p7WN(R19Yl}qn+F147k3=V% zT4b9Z-568%T=>a~cCa_32N8kn_7mTwILq8zcW@IOM+ZvwfCAI-4b*@X3)DFLJT(jc z%cp!O$xTg}e6*3pq@oU4M`^bgHl#^2s_<=##n~E?o+ck(lqTN#D4me#R7k-EOILMu zMu)SU;n17oxaHUg6-F3L{B#H&mRvYj^g`G&mDP*}ZITgqPsJl$b+`p7Qg>ruYc^oW z2|;2zfP6S|aO~M-!uC(wB2pH?P|#t)Q=;<4RbpR?97xs+$s@#Ad}r6w)zhrPaTuhD zvR9>ySktUSw1-DMTZY0|7+%}T*EP<8LG?FC9_ETsCRcVqIs1}nl&M07x>Ix5QvG4; zr&pYOgqUwFpfcGV1agR|363zgDYWULoELn^nv98mqgy4+;U^d4lsy>MXymi9sK|Oi zShD%wyo~U(2TE|K;edZ~(UOG4>{0m#XUV{ll~t~tCvsKxEXA)o_1)%KTm%~lwBN`L zc`U_ZeI%vlwW$o#K!JM+;Y!MKP|y%sbwDuR!$*BpP1wGqZH#v}Z|nP@JPc^Zk+uv` z^^gRsGqTBAyJc5gp!s+xx#E{{_Ye9UskFJo9~x%0Pg=Ubad0~X@1{;y{aTkWFp*;F z)Q09qw@R&h%wN{U5D3?^Y!*x) zyIZc`OjEvZ2P^-Gy>GLWF}t9`0-FHVfXB;WHcvQ;7&hlM9(@HzVEu_(m388V&!e~- z4Z{yYj9M?1z*!z|wzTj-p}`|eVVT=0!zI1?^nomggvIR|kmdJPHA2niVXlJJlU^;v zFyYtk1MORtgje}Q525Ana`&=u8{FAwNw@^UHJ|U#^$?WUYv7Vtvp*bBwJ~O*!8{Nc zNe5sAsrnJM@0fnU>36%9vZ;|{AM!1?#wJwKZsm4gZ8mJmnZaSk#=pr&LQw+i9r_}o zfA}CZ=8xDTkHZAFG|>G5X&=x|C2MQmfpBS<&ENDj*IqZJ$6^i15ja*&a=<-{uI_ie zPblAh?@FU|Nchx;WLD&Vy1ejbN+->sXYS$NN`7+toW%vN!h=u5)maq;7{$1c$-Xv1 z*jf;)QEoSQx3KndXr`Wo|L`HjgA*^Emm zQ}tq#IVn&J?j5L@O4gJ}ZmY?!L&KOnv(|sLv7Ts#9K?y=o-0CDEHl(axCnBki83LK zpGR4(&(tEr2A;}Ho2AdczZ(~tUX|s9GA2Nl1HL9N&dcCp_S&BB=WDPNr*#(9ZMF|Q z*7_7?EZW1BYhK$67=;+;mTFR~rK$R?>!oBLW#qhwLfrazx^gspoY>9%?|PtzHk++4 z8aHC=pdBG8i~a#^*km!V2gj9*?(&?~KWL_bUZ2wYeI3f@_zCL~-NWMvg}kmd&Xx`s zr2i|PMu_?gBdwPdO(mbN`kD4MGg89%_VNU;?ruO*9^+8$8%tQfA)ucEd4{*SR5Vb zrSaZ6>nhmL1E;n>5~@`kKbz-5PXqh)S<`fclvkwgYb~Xt&J`E$MYnp~EL>~g0<+JD z1r@WeJu(eHl2elVYVE=+bUn$HQx?91l^py`D{L8IV~R>j;m2t zV7Qz&1P+pflEiS>HI$c#g)ix}J!2F%LB7E;G(V^AcXraDkyAdUyjMY-ns6CN~XrZhc>Qj;3p|>z$*rI{2DHMr_SV+-S+k&mmaD*UTW2TxImVpuzrTVA_@d67rCU`^rDI&~p>b&Qm)v3k?@+OGC#1^Xpcf6h=YAd)+_i&K9ir=tk?+enZ z=|^GTb8aiEsFln&xKhD9xmenh5>5eQs6YihOSxwSe#KfVGs{R*MXl0d*V_MO6jV`|joX!y_ z`ad6d2F8gJD~|ift${%YKsh>`k#s6KwiNV9U@q>uE;t2`P^U|{ZcM3hcqDc#fB#wG zjreJ=oSp8^VEts6h$S`j2UsJM~bl_t-6Eid) z0n8Gb4te-5Xi{<#_cZyWN9Clc3#z7$Mke3Gh_$XzD&}mWCsK`)?eI~WH! z9cX!MJ34D1-oFgE?R0I8`kbn|eAY#%Eyfxuo{_R!c z(FT2LphVwzW5qGl=C+_&%} z2?4WCm4p;}ef=_fZ42P@@g5FTTzgEN%=A9c}pNkHb zo;=2HqvTdBBQUGgu05tRJCx$ShEta3la%6pXBhgV)Nh=8Pq{YIG=fjpa`0ZnP|Oc<-ycg8!IcAe@tQ6S#dOG)@NU_=XbSpvD}y{Su`Ko93dc$*NLT>J`Tn$(}sO-vPQU z`TUNsyP=Oe!y2`@=xqFywZ2$=>#y^16HZtA2Yj2piz!%EefS1Fj{l9CG=?{3DSqWA z9+_Qb(@RlJr+$F#iq1bzN6rEq;R{(y%<>I{h(w&bF5M9f=AE!)MVZo zhl!6`y&jD=W0(gw3SF&QE(;?D@eS0G1R}xSHG055p)63(Uzt=bP`$;l-{KPw; z*aS9uNMT^n@M8g2<8-8DE*kG-Q=?ocyS+ZQ+w#CQ-fcTa>ND$Lsq5+&Oa&T=l`6Gz zV)VGXZVKRld1)gHaJv_V1~xpX^JW4QS8-ZRY;9w0lNsZw*!uIZ#)K>*mZ>1xMs+CC zu6?S(r7Jrszbg|K;XsHWX>!q5&q&(6)D;PdPAv*qU%Z7D-)N8M&z5kI^jszOo_u&9jWj}y5annS0yx;5hDOawWYo(%@w9= z_g!_CSRK|Co0(K}g*Hy4COd&Wo>qDA&!>rqODmJPAGBl~Iu?$DJ#-7hSA7JtB3BOS zF!(X~H=-Xu4og+pPT}n{t#AHxA@`9%?}_z|QwB3?itQ|Ufx6db$~U_}P%6(AGb1G( z+PU+q_{EV!c3Ky(h7Hy`kkL;bpXQ=32rmXbnxQ0@>z=ftkXd}95THJYH(#Z zDj(k@;@%##@)rU4FfDF(i}Ie>m0KTYbZ6Lmy*|Z5FMQ<;*zaM)W?_}u#qTi@@ZuRM z5IhC~)F;EcU)f7N=jf^JHt>41WBbz(U)Xkve{?-ge(YlZ_<7ZA-HX@D7c-*_o^qXc zx3a5ASS=o5@U-7ro@Rgi_~^Tn^DhgI>nZpyqpR~^+rc(uLj%=8uE1j5$go%#{{y@& zqb+<~S3*NX~-7BhV3SVzG-x64&k*^s&vmu#2OfdvVr$TSYKmT-qi;~2{> z$s9M9Maz!I8q$-D534%2Ec!l5jA)-4qisAGjiBe)f~lZ-L${i=x@LP{*dIz#bbEAl zK9;_y1HKsdUyShqPe-Rhf4R>mau%!XNL)1zfl86cC#9>DX8VXpyiN)VhZ{tQW|WLV z)_2LxTpDUi^?$r%n5>~72G9AjYI-w`87~}JgB8MR9XIcJv@o1CjPkwounwt4U&sUf{i+bUU@ z9Eg|cVj3NR5sMuNy-(4vPCo&X40BW<@avUmrH}$QO&A_RE~GJMS>A%HB)X-1%t`*}l&zEk=2I*}W{W9zy zvvhVSwS)b$W-bPZsYYZjzEn23x2QEN?K%KO*4UH>azi*8$J=>XyyCfaD|&_GS;(XxjSx(EYEIiNE@Zt*y}`&aKfPr7 zFS8;bDRCK!Wv>9S_Gq%tGNsqiC62F-@G?a!(k~6{HVlf-#$xBPXnxOg$WL*;jX7xo zC3)#KFHgSSqcHiR^mNOY?u90;2kCq`tw+ZSMx!OT#}<~*9{nIeJ8m~YB7+SuaMP*7 zCFc8UDkW4^tnN7#z5!PhPFb04Rn01CYyac*VeLsq&uVg-S8)}PtdVia#^cKjFr-@& zWSnwaM!IUJ<$Eo+36r&okws0u13=W~HS3n#5aPrx@c^7=9a zYblK4HTq~dSd2e1vwDFJ!TMuauQ|LnXbUh+E}ui`5{|2G~rTksVWjiEwAg=JR0>U{A{<5Y>5 zg3%D9Qw8B?vppO59n=bMqS(@X>Vg#3>^~^Lfxj&Ut&|_We&o868!32ztMz`1Y-GP_pM3?;ZZ0trIs{ma;gO{qv-gdlNDBS|XuaHTO+CdI z&G&|vgqipcf(F5*xfZZVtnhf=tjt8FR_ zXx!&kKCVDG?YS275nBDe(C(w824%)qTZhHQ(AJu@xg~rB1Z8SnfY!=VvpqH(Pm6&W z2vGBr`jo(S%aKfZP+U3{p60o3yy7sEvD`T5w zG%MuN&`yQa+W7>IeGn$t(;Fv_QVm#Z9A5NE8x4c=A_FrpS!uL0(WNq6z^J<~HX}H$ zdJHEMQbO+w-u-UsOoiN$xO2#Z9C@{D&*1o-RXAJGx&Hq8d`PYhG6iRB_&^GyPH62Y zt)za*uk&|z64+q;u)`dQyj&H^!$;uzVqQceaY(@BF<9mCj9Bnfrf_ciHzaQ@=Zn93 zzfu|bWRgBp%xr1!H`rVIBeS5l_s_EDm4q8q{)Jm#_%-g&NhFN4{$dpUvp#36#^MF4 zIL~L_<26a1@prKK$2DL#+=3x3v`<=qNFC@*&8_Rz84>?lVrCz%+aGr@2TLq$DB+9KMV(;JZ2Sn0@u=U(*g2RNq@F2P~u!O z=EbdK__lRhjx-p_d}~4VXd73@K=%{~R&j}xNSw#>sKyyXY*mGVk5~vk|IFIG8RhhG zmP04K)};|EXDU5(Pj!@gQ(+MhCC<95@9O#kf~RBd!9l6q(_8Nk!+c+=HRr|%>HG9h%fE<=qDi4b~aS~{U zhBly4Zg$H-qulIA`<g0qYg3ilyzJ<<>r;MPSGQ#j`9_A`?QsCY0A11^ zTy@nYl7Odwc9PAx7Xajx0S*f;}qs8j=P>9_y%%ezLpn zFxr#nPzG#0DD7bgIX3dmm*!`SU~(6+*zO><1hZg@!zePRMtFdz3ZPf?tmMX>Lsd9t zDBiM^I}jS-%E8XKTTh@mq(?H#M^U5kD371@!uvxA%Tngx!aM6vye|e`N zHe5w$vdeIpXC~0^K|Y#)8k;mYrJuuI)nR^utKFq-TzhO~X4#6xU1@?Lb-K6&$-LvO z{*3wD`rhsT^9H?AZR@?$8@=$~smd0bg(7d}yQ^DN^l~va@Ubn0>$+?8HRG4QP>o zY)CA9)LGOUpS)ZbYPGLzyH9Ei{=3kxUG&Y`0pze7*a(kMCU!g4LJ&?VDfwSY=u05+ zaLhD!Nxj{gt+$%AcrYrjhG*OzM4smFZJ zhVwi9`43XU1fn}9rG?V-uP;kzx$^5eoH?^o2w(-*&qS(*yHx$+BoN*R@*V0d^3X;H zjWlMUYz{zqOa_G9F`Y=Ks>ydRQY_wP&JMQ;?SS%_IV+D{E_iQ0qi!!3l^pG;wYq_) z6Da}zf-WaPhN~)JHZZ85qGigyPsaTkZh?wF)h-5<|Fnq5V(n6PCtOFkP5L=6$D5uR zsoNO$r4u+n?AQr%b)YV(*`A6jj&GogO#)?Z)_Q-rOqA&<(fUCh$K;5-w`(B&*i@#G#Q`(AXO&@1lZ|OIH74!)ZgoB_sYht3z;zsNKhL0DY z_W;<^F&AXR!dtdQ>TB|reDhm2M_ZXG+3Q~AP4B4tmF!bD>z;P5wb_2*(as728#3YU zcaF-J4Fz1bdbOP-R=I6`Fd{D^7$K{q8yOKa0!{PSY;YQ*|1CD~X>_m|cb*~l#~FLt#@ zg3Kx+Wsb&Pb$50X$@x{;D0@>y&C=K{$czNvLYx2Z&+DL3< z(~d*XR0hD%6eMpG+V9mH8xcQbTIxQ%F|(hAA%9orAb$omjD)K0p7MnGaRzQ&hdJ=e zN~`xGb3b%PZK*Fxb6pMU;}t4xmrN^=gem$;JjUnw!o z<;ACw4PQSpCn{XveFg8V0>q2{p)$e;^3%_@^eeJg?jwx@tqvIWb}L?B1J^PD8Zycw zMAGv5dZ+k~mM_ouvfTN<_AXr2bHS=YR=g;5>PYn|4*KtJ)#~Y21_q>h|EYFu$Xl|y zd)J#vf~K#T-oKbdI5W#Umo43c94%@=1(*Beo=X#V(hlUH00DjP}gESmOgoVarztDPXM(3es__Zy5i z1EdDZFd;54Ag_xS`yGKQ$DUq!On@6?gCZij^GC>WhSYer?B!Uo;wYY zH>bNG5Z0PaotlaX)C;h-&sK)1dtZX*2U5;N{#3~xRp;>Hj8P6FrktCOi)r`{)@LW@ zUJf4dcV-~BNN;UBN>yvq!o1*xl%xjJ#>_SCFK-WilKkY9OpAjR=9n$0>NDR$P8|0Z zJJX`4e=Fvi(f*+u@kSKx*ptORG=wsguVHRAFUV^J3DJ8jI83V2o5f*Tis4artvNcc zeE?$$w>9;F!~S(Jf-#t%$dOhegnP5AK@>5t&rA#YgvW_AB}k0#3O*xH8F9H}5f+-9 z-{}XN;a>}P{Nx^AmO+wheT+tIle6X0F2J; zQO8uScCO&6K9mnu3(o3kc6Q-msrS9Kdttxt$2`TaYZoJO%r2feGm;tlSpH$*1uHg> zO0(X*B({Z?`BPmD-)fQ?Vt|3q+TE?p8mki7vF+*w#6h3xcaN9Fc-9VGm~wIgr~hQm z>`j-H4y$ukZFf6?G!u)vJQ3ctiGLaV9K(KGTIPgEKNx4+MxGvq6(1Cj$96SlI>iSW z*b6y0SfVud6>cS-U?wM(mvaEUoTs`Yg^?z_zqWG}=+mN4-$6@3Jp~XrOJhX|cEqSc zE{ZN9tsdt!J_%&N;{F2=nDKe`mq(T36d|%KN;Q=nAMp>9uJbRjO{K}7&9aM+>bgN3 z8*yO?$!=CLy27wF{I$@w_2Q5OWIlRP+2f5;I4-nwrfvzr=t&iPr`)P3|H2Za*<5LTmRX73}18Z_?#zIQR6U6Hne zpNmSZyRPJ=Zi58KIru3T5>3)*r&~An=ZSt#YQO{1v31)5_69vFznd}x(#H)A&5B;# zKRHwNPZ(bqWYhe-xMUk?Bj^STaPG9&Vkv+76+%oG&C)}`xChli{{cBK5e$ebap6W5 zJ|y)TPB<>^uK@esSb078Y(wUP&39XN*?d5{@vqV96M=TCM+dk2M64mn-M`c&^aonZ zY>%zXisbs<7T~IAq0a#4UKHT+QpM0mXcnD?n(0M*0h)qN!jR>n(;n@UfahGWwo81C zk{tllmKZn$Lf2XoyPScFCWbB8_e7dXcPZg$x7;C7%^C-<(qfA|v;$(-?-N<{m8XEK zz_Wm~#6qxjzyVa+fKxt;Ad9{UCElL8J|bI9_hHk4f)+Lb7xEuIyawXxq>zR>8Ceto=G0VdqfW6skjE zzv8(P8=sc~EiFw~IiZ~Ow6m*r(8*pEFM@4OJlt6?ZT6$}M*{&t4t?PcT@^~#9^OvU z19>aX`d2N5;kHUxs2Kg~f*AhduhryvrV_L@(FJO%M_LUe`M?1UfUm{l-CPGoQ3X{p ziVB`S5{!IS;sJH@VIGvwFr)3*1kSJ5K#esb3Mw;;B+PAovmeEeXBRF|81kQ(FVwK z^u0OQ;M7bljQ>bwRV$w9u7f9DI|4-8w-}CuOfm1g7Mxv~$Me(rO|p{|5NcS|&v01| zJrfbnQv);r17~#Ksw+iG3?KVrlci-Hc+FCSCL26kIg_OY-ZqzA4fm8`iPWeY;RD6V zd>k-j0Bi-*Gtu|{u2s8MT^j&Y7yz>);Ccx>-z{2SG;goqg@@bPG~4Ecr~ z#jZTavfg)Ot}^D?**-IzUu?*JlGrdtuXU_vf`&h^s_AVY##?l*DQoC%qFt z@b5#o`W#;`fQ_q>AoK=1J-qn$9ey0EUjB8c^J8e7h0byj#-6rqo4 zVHfYM(BAp#Uei$rl4i66f@37y|DUG|_aB*WJdNWS4815Qx*R)g0T1MO%J>wtp{&cJ{+PPT8F zk4+?o`cWcKcr@=f<2^p~-z!*LM}P5}p9%lD#+xx4vh`QARfd7;j&n5cmYt!?%=(6k zbQ36gw1A_A$`Z-W<$ zFIedI?Cf7Rl0u(S0DyK&L5kJ{Y-MLGeShq!kLY-%XXuT@mmTUd760>mUUJioBg?Oe zlwIy7e+P*(&QED&EY^JdMd`utKv#<8uZ!7^Evjhy(N|({JiPgP21=o4=cf{hdfe5aJLi}Oq6WOTyH#OAeX*RF>W=HsgdW)m)M1ut;u#)%Wx zrF{FmVxKmnUz&)G-#P;EXQO)`RqqP5$GRwO*PA)G5$mOQl*|wh;|o}L{lPwz#q)r} zi0Z>i#``IE{F`~Os`~$`X8YTDy@kx?%7tE5prOc25+-;pcWh^xwG@m6nI>E%v1veU zOehNm919CiicYvL_MQt9GNVAEhO+?0?x7)v4p@Bgv$j(n5xg6fhKWGjiv@yXQZBx^ zy{K3)OfJsHPZJw|o94j+U9f($LGlnWc?%AgwC`A1@edG39vE^B#LCV`I2J>d1O$Oc zlMET;K7>=_S6M{9*^9J?`hi#3g`0>1G-9Bh%}X z1X{o|s!e&qY+^~lprNEB5i}=RoaACdrbCg)ZyyF(pP0fr{7UFbXIIxZYNl?{Pf-%x z&a>PDvwoikI==@p1iQ>+)!>Jz%rWr^uH_~urU7g8&bW1$e*A*{;UtF)pj|9Hx1*&m z2|C1r8vvej8=5mMF=Ib{U&g4`l){_|c1co8d2?f+>coOK5zIyB>B>#VP^Byw;AFCv zdIz8aI^otq-yyE_9x<@ducfq(IJCE3_3S(TUo+u`q*>2H;VJbvn+O75yMG1SNst#Y zHLp2kCg-2d4&T(#DsF@|cY_lswnNh*rYn;H9Z$%KtYHze#!O80Z4zIfl!MA43CxJi zo2f{?i{#2NyB(iccjJoOU~e;CjA4}hc*_0Vo3GvXx!@l6O7?9lwWq+5Z0BNwOAkuM zsx-xWBCL1L1(4>nbNYcsShvh%bT)Pdr*l|R4yB??w#Q%sZxaEPMhA-LtRfDd;*>%E zrqv{?h(UgE#>UV8?t?rF^RKJ5(u^$yTqhycu4QKmgQu+Yc)% zly*ImP1mSgA~1bOEbIpAWSZ`hyWi-Q@6Jf6e{BFy5@Q{*0I4tE{=ma0nnF?}DE}5KtnjB? znKGF9Z`0!zQVfoDeTFb>Vod3O!S{s^jU(TV%L%Cl-#yH|d#l%g;?o89fu-%VH_52-C^9=(T(vKFm6-;VjpUW6x14 z3r6_1h|KgGw+<*gS=@+!5`a@0(P2Vv0KzZza@AX1Dh2;&*yQkA`uISiL;ld_M>F5k zu)JQBJU`#Tz5$y=F#K0#*5DBATYQYuBD5^zdL;wTXpMi^l084dY9W0GcTiW(OJAdW zP9H!ZE6jm#I}1z!9nnK??WG=@PDl>NqnZfdh(aDZVA@a}sa@8??qQ2{%BIa{GZ!vk z|D9=3{pDJ@U&;DQyGf}{mhI4R{*z^;Gfy7Z1o>tdvCVbS>q2gi3Oo5d$dWg5YDXbp zbZzK)TxSR=X$Y*(>4#Bw>+t<$t7)>1T43TIOvG^x%?JB-NGCV2t@{7?Zxi1y9aOa& ziSSqrdJ%9=OC(gc4jIgtlO;@p18Sj|5nS4D92zfAxKBLx$#(+&i3Jb0LoJ3hJg=AY zNWA*Q-UfXc*8;K`K^b(u*a0oR!DORnlA7jr6%B2_ zfSr1yi-Ar07u^pn)n`;FjfB=i{EjK8eh!+4mK~ulV9FbZSwn76&vdv9xCAc3iu=)k z67d8p1dju*Jx43)+37s)}#?(sspqL;g`qaeopp80-HT1x0+knx|eQ0%{k{TNTo#Fy9 z>N69m%N?kcTL>&~gXUB!a-2y@sRW|9n{0cB3LRHvl^cIH3{PvUd=<{S@O;#T_^eHe@>^wyX~KJzR4A65g?6?q5FE_~=*Q_JR& zrj;`!j~;#4u>el}!A$ner}w+~i#LsLNT;I(v~-rwHfO*3smQT)l7)i-hN|ioV7yuO zao2KxT}^!qw8ZT@)cTC6-bH3*d~u&lT$)UpORX6vS@5`^yVorbW(|N2}e;}!fs zAO*PWtR!(=)4DBr@z&IFr`oLXk@(A1&}n&_ZH(S^&4KD2&dj?LMr-um<_A!u5rdlX zf6N=cw?+3-I(Q_^IAdW0QCcw#3J`Q)xjD#oz7;VUJ}2|r8t>&qm$wt5jdSd_+Han& zf4RMsN{nbQ=1}NNP>jhI1;iOE;p3RS!NZi6XmG-^YFI!(@sdY3G?NZo(w$W#e@Bo$ zQYyx`HyE%+%oMJWbrO+1XqV zUO5<3b>Z_AG@uLm%1Ju#8hD7-OvM@D45vx$mNsoAxiDYzd^c?fE<%x(dOc>lUDC1W zZe?k^@YJ7kr>kfRjb75msiiVKg~tHtu0VcxFq{8!XpIE{+Lp?iLYS>eGVi{8`MR4a zvtngs-Z~Xf3ar{=mP)3ZOT~*hoe?215cbXiD_C9#nX&kotO#9;$SKpe?Du-S3rnni z9Y+aOyC9hSIpHLEzud#gn5ilFFh>tOYZYuiW;L$I^EAd6Gm%kcv8KxX-`?3~bjmDj zv6EuM^ZJPK;O=>Q28C}clzewUdrr)(J!E1g@mnMZm@^CAtudeIBZ{%Qph_#>u@nn{ zCTkYbhG!0cyRBYa_dNDZkV$b`qy7uo5ybi_sMbJ$TH{xCo7=ls>clqCjw|{eCLa{A z_eaU-i62W)!}uIO<&@p8sV5!WJk{wmg#M4Lfb;TB7d9=qr&ua{*L>Zj8zs z%D-~jV#8I2&lu~}>8(au@BBnFuo(B`wZ%g<3#(Z~iXt>(7KH4=Jng1C;akSb$QAJ( zy@3(2G%Mn7So~Y|z{&<3^}|Y*3U4Y3p zSG`5qYPc8{wow0-2*^v$SnLJqfW)e+e|W(;8LIrTM?oLX0KUL}<`q`BMo}Z%UH#xe zK)u1hAn)jQIiU$NAM&U12J~J3W_on%e}Gx<;{`p7XQh99*#5>wYf<&zQFvHG za1S?VPnGW2seqv#v}TfOhU_(ZEgiK_6JmfMKP_?(DP~)31`4{;oU!J^gg}ixaLg2- z(!^^h_Cy&BXDX&56 zJL;YkmLAB^Td|#)m~pM0AM(;`1Yb(gQw5%+!29dvdj%aAey zJhAA5%i{{mexd(p$rRydxdoq2MY~wIyqOfoj?17ezz77?ZzIfqn(U#EpoRQ9*d-7U z&P7637fdl^bPOS|B{wquaml=7`gB?TX|tzPDUsvAf-gXG!o!^;=Mi`=w9qwdG)|&P zF|gn`WZV}g=dy!VEQKq%-&>b2{mWnHQfIk!mukG7T3FPB9v5!l>2jkPu_JY1xQu+p z$4)O3gfwmrI9gJ5Pr{z5`K;%8(rmBy zWqAs30XS%r)rYw|tyfEPa6UjI$trx_=<}btzij+hj-!eBETH2;hDWFhWmBpwL zY|;{KF`KmrB+l_KCvrMKX$MV=D3r@sRLSz=CKEZ!hNAz~iuO*0h5j~3YG=!e`hSpj zgIdBlOA9HoGLGwLz)QxCl%ZU19f0bxIk3ecQ>#hhUXoKxAuWrUkJvix0z=bVGV70! zD&danMQmr0X+-eSY1NaUkEtL%3Cf!y<+G|q;)o*S`4)#fjEwV!3zVt)GP`>##p3#p zOV@oZ*(=9K9rJtk9RHv~UN0Dc1!UrD-6~?`v#`=bqg{*qp6Nz-+XeAnR>A_+(uz#s z-dfTwgzfT4kBgr>y3k$MlMdEAJ59f4)lBm$|=&P2oaUg)Z>ewGOX6ja1sBiVv4`DBQ(Dd4F23htlXfUgR(6&ttp*~@6Vt~ zs>He-a1G$o?mY(;TWH>GZX%$G|E21VO`(KNu=Sz?wTLg$&f*kI6SAucASqwE+*&~| zP;@tQe}a7n1KwLD%CafFd#aE3jz7$k@7p0=k#kwJWuoix9bl#pY2u1xwk~N*`Zsfo z9K5e^BdbIkrrOC`D_}Rm#In504W02i<-6fa7wy-hd2`5fto9-_<+&C#$^EV^F;-ds zsL=&MSa!_$(hc9Z&1V7?rk8WSALbM0GcGcv+DyZDQO&yjZH&a!h{ncSh<^n0jZJ^K z>1)1{JH!wssJtVd#7!UW^KYzTD~&X^*@F?It~)n#Y&kLVMU^4kG!p*p;Vn3(c*PYP z;PXOk!Oe$}2!;X#DZC8s&@~rHiz_>k`cM$10eI9_}of&Oxh~O}??oH(PDQB>()t z3PrBS-q7%>@)ldIzM#+_O-UjC%}owIxXE>Qv2^Bb=-%)?VEXavs7sO7H|&S?*bv4i z3=x#MTlg}F-RkLY^bM4_!TU9}Lv{Wh>`)^D`dSTwZnD4Korw)TQJdp>npUQd>^_IgF8El~$R6e{VlyC# z821Frj_N-3&xo-TyXBFHrp_rUiq$rU#z(^+*%AHfs2+}4#6zlnhtguY8x#J%#wF79 zM>c_L`%jV7uBHQIzUCZRMU@byALx5R!ynyTbb0XF?HpEO#lD?(_NqL`XC9FqzFX_p;8n|2r)+oEoOueYxC*8MDE;``W&lQpB97|8@q_R{M z%8!_7Y9z7hj=bFtgIceOw%BuvF6!zkyITq{n!5mvF=X+alB(xNS0V0Nnf>Tkj54Ep z-V#k8&%W4-^l|P0hnyjGhnNj-A^1*Sb$<7B7}*gE{S=fn)~c{Y_FouoZ# zqq_#C-@Pr0&)n@3t;bY&>CM3C@`iw@q}$O?37{=)c!rNoSUy^K(j)(v4zXph#DR4T zB749^nOf1qdOt7ahzoKIAS(-f!{m89sC-DDtx%$2H$iXF2MUZg5A{0x zY@6oj08Z*X;f~KE`#n`=OVO(AxOKU1kIo$gV_;#}Bao-F2W0&|FO;wPXdk)wuZYAF zJzpaDy%3RbSG!xgaYbO3`)YVfk}+215t8rFNeH!F>jt&4xsf5B6EXkddb!led8jr>Z% zjt9F%3s7xh%g5m0;Hb$Rq*t3XJ2?~^ZhH^AwJE+kb%R&V5;W*FY{K+HGLRVc59qm( zhq*~RS&Z{b6!S~jNP*OaMYB#Br~-hH2G0b#YK+L!ebEY(@3T9Z)W&6CkewV5)s!68 zoNqQOm9zCC2JTCD$aI3Lj86Q_3(wCg*!lj%^U~-nq+qDUg8>15GcoL#9K)W3aC)3| z-{|vetDT#!yP;!os||e5#((VHpG#2uJ6OD0^9sR~U=K4?yMcrZ*>u`(Q8bD@>qV^Y!~erVO0_=`ufcN{pQPQ|5o`H7^|Y@EOr=t4PQ{1x3rpLtlDnT-=;VuT}u>UtzoL zyvUzf1?RyWeQPr2mWRl|=JBl6@(|&xPbWDF*>d9C<>BwTj~3DuD;yHGrx48y-j*@b z<}Xcs*^^!SO@-37IXz-dbMx>BGhiYYhEH9ox4-1hyAao!u)zyf=P+y;0b`1P_hzO>dFp^GsPyc< zqt0BTnJY*pgd0IqgK^aZ(N@MdI^nZh`o2Yh!eL1J3~{~|@xQDyn#_JypllG<{`0Yk zka`)^@+0(5QZ=~WB~_Mj62RS|*NHpRe+0v`VFA~CNNpxSJGR|=T;d!TSmz$^m<;V@ zK%rwOBui!G1_YMq$8iDi8lF5LfK12kk8tl{p)yrVHWLj^Z!Z}O!qs#hZ*LJ`t%2pHd3$q7xs#oB504?d?M7m$M?obJUI+QFpF4z_-JzZKZbYhzpzx}!c04~%0cM|O}h>XXGX=d1zK!oHjWEitzj?# z!xPL?0=NEJ7@4)5fv*kl1jM`phk3QZrRG_oFgCY9u0Kt5<3`OPnV;xZZb_Xt3iYn= zxS~2^{FmZJRj7Iefw)h$`FrPQUryA!%ea~p>PFdm@tHheMgQ6f#*3m>Cb@5zbA47< zHt(TtC*e9bC;(o+OmgR4f(LGd%!)rXwkff2xjeU>a zRZk12yJCQLGzl8{>2FXHJxYD8#~tJ^e$bsA_`~rGq?kW&l6i3h*;$^&&goFYy>|Oo3*iSi${woR6h67~cZ!7G6&}1QV5u?FZ3x zmPh19B~%lnHbl{-w&%dmYJd%H27^T4HWA3#GgmID_tAcj z45XJHQ$J2E#s((+4bQg5=fqW!-qI5LT7_kP?=m$14KBp%j;KIB1T9eQLu<1Wo)UU<%VL%2jSKv?O=>{%i+YR)zlc04>7z#Q@OwpA32SMN20z!F#n zVFZ5jpeNN0xtsiaf?m?60(#n2plXU!E20*?sWj9gyp3|RH|;c?Jn|6gcfr5ae#!7` zP4-k!P<%OYg);q_WyyhY?L$gxrr3UrqJI-3sC zJ5B*+$M1KAwNCM>N9cf3vxLxOC(hJ$EI9D&ColVTz-qJ?K$cqnM^E=g4@rg~FyR4L z#XU|3nv$;r)DE6e!K-8=zp$N=mtQA|G^rJc<@S5|G*`n|_lX_RUw(CIpw4?et0G0@ zW=6Qp#8l+l=gNga*urWnM4XUtLPJd*v#>^@UO(tt)RQpj;efC-`oYnN<(Vzt;lZZ@ z2P1`IhxB6--~7ile~%s*@pv7$<@09JxxO$%68v6v;dC}xSynRe zy-K0F-EE6EU(u!sk;)ws1&sH54Fek-v=?}ko||%ZEB0w z99E~;n!9%SA^yUKI85p!lO{3m=wdcn97@>SW>{CZI1 zgJ^H@>!CmQ!fFX%3Sy%}Wcj+6^~8gi_CC+Ti;>=+^YAAxMrk5Luxz|`=%qa!W5d_?T zZxugo9UTpWZalD>eJA{fN&-up8gPv=%dZwlsOr;cBy+*u$B73Ww*sC7z!n;J{_Y%W z5~g>LbIfmh5s@!u2)7}u@d}h!Oeh|TZx8J7U#={K799HaF5#I~P){71ID>PN(AaCI zJw+`j?l1RYk{&!?u+byx=MR%kI3K_8bbMe03o9@c=v z=^8JJ;H0|t(9Ypczya$Jt-$-O=rrmaCOked@}x}Rq^+(_x}oaQf#_yg0#1LA`}Nba z4Jft(_e)O$33c?;e_!UbG==Nf-w&?0GBoB*bzmeHzz)=c>ts1$K=lIIGB;~~@YXJ) zUl7-HGw6@6_-X&rj4uG!CqJoe(ma5OyN`}b(t8XqUA<>K##xzZn*eYF6rwa@@LV*>(1nIKToqEdLz?Wc>6UM5p z#in)n+toLS%;~yy!P&tSZ&HttJt_gj({&5llRGc33}1WOIT?z&gQrOSB%%oZ=0fYt zHfF0;k~{@^Hgp*^CsftlEi4?LIz{Cpc-O0zpsdN0M|HWOJhnYKgr1iDH&=S`JYtL( z-@USLP16?*(1V4OXXmbaltmw%nTZ{0wAl<$`H8zSN&!gX?EEJW54YN4Fja;Jp>gR` z8be&#sLAZs^;X;ecQ)`rutMmV9#u3bQS!>*%NZfm&6<%QO^7+1?DA>g|A2<(7PWwqSPxn`^jlI4MmoKj-#WAvH-m#=3 zlowq@a8P}2hIn;j?zp=ScPbzy_L*(G6IawCCeZ>na7 z$`4HQk-a3ke0n5y^8neoKo565hctXMF%xa6JgT`p6SPGQ$)QC#!@}MJm_oW@QXzG@ zpXS%#4AJa7?KTckd-<<0cETIMwh~tJS@vZf%8{{BEp^9ij(Z}BfPqI?2yR>NbX#%y zuK1T}uefzb)u4j{u?MW>%tWW5Gr=LULs@VAkReWBDa4tLU&Ai3fnqF>lgo1eTnJ*^iq zJb~=o$h!;btId=x-<;1YQ8rEPcfJ?Pq(Ngr?m4=fv2V0vj zf)j-R)?IvSm-x;3mR)u0nUI)#|A|ulxGj)4f^pui@3p|oy8hT~mp?7+4vS+C{cqSn zz=+**IkuicW?}jImlxnuKhKx!PdzK zp;y2UOccy}!R#jKykQB|&%nAKc+iW`{${r=Z;YfwZ z+k4=}1OpyIRcJOTDkMFp=&4YR^OZT)?gO_(5S_n0riPau^h!r6|k$*isBtsdWR9a z5Zl>93I{fJsj|N!WX28-K$C}|onR36#uO{G&7QF^euJyAABbL!{)ztZt9 z3-r&nGsd0O|J?#j*&uMzsgg}x%N7+zmf;AhYnRm4J<5`S_1cS4r=VJanr4dS3+h;f z9tIE2|4_NYexuhSp!A3D)SGLuLLqMZ>C)heE zA4+ECoeA75jI*1&4p$`Lqtq^86>hU)xMF=TrXG(`{yv#^{y5BEWFrZ@QV(X-HCp`( zH>{G3zJE<5AlmJ&IAKsa?APRPDW7f2s9B^{O;2n9v_=2&cftg-!fpA4$8+1FlDET~ zT3f{xze=EcN>Wy1oq1jO-R>s7Ei?m`09PGR`ov$kZiA&wylV}im>q`I17-Ekaz8gv zp7~iqdsok}%d6gkb5v(glvu-6CZ=o6jG!fJylX8O5Q2(b6_4UmYM%vy41>a?u z49&SPk?xFYX3`=9a;;z6i2$*NbEdJV6$Wu-!_pB9G#a2%B#|OSn+p%Cspu^NLLG!> zMw2R27iUN>F9t@c;3;0zdS9q#S!0DjNR4HB1YVn_6_~sIm`Th7uAe60(*P~dWKk~1 zg5xuqqW74)h%yMFa9)uDvf(qjRvaTaajd*)#mPDfmsK2|g+5CJ=jtPw>ZCc6udtr=9L zTI;m^?iMylSYwVg>ccuffMH2#hx>2q`naHszgulwm+Lgj;jM555$D=tOv)|2B86c( z{pe7|Jf7T|B{B9)LRAXgWMm^fNxAUF;hE7S?n7pz14{AiR&bpyacp|-x$yFu!fdTb zLN4{zspuH!!-r~(Ic9RA@U*HcIvK0rkWKYj_)lM-3XHYl1xE)j=PpiL4^Q5E6y@w>Q{EXu#~pVOLOQ*^Gp$w%qmxoTD{$0YdDSuy=4GTGf^gMg03+eOf9x zehJ;|m-&hBh%uS1vNbkSJ+nD*M^bdp#A1V9AE=Z~_Vt7D<;Uz-(`gUw)neoocY-rI zJfRAQ`9OEWaJ0imt|cDxo=`i)^JeHGBtGqJ^p+FJgKH}{v^Z|H)gQGnO75?{54RFm z=|-Ox!QR*TVnu^)U5C}4;+>IZ1hp8|bz{mdTcx`?UYxS3e;GAmMh3SLOxkh|JU;NX zELO&`FE&~2d&5N!pVrXDZevjRL5?FMvZp%)|ISudC{+C9z7S+8Cymvs;NI<3o+mjt zf=BHB2l9d0-Q6H(yFF`~?>p~~;~`3aEREbsRAeKgF_U9KZYO$T`v{1^?c4&bhY&gk zJ_sVBBj4BB_WMK~jyGL$);=@wgMi?z4veLs){ePeiFJQKNiidG^HLFsZVmrC9!qK9 z)4EIfz&IA3CxDWoQfZHSrG>20Iu~GqbmhlXdgrby|9~ejWqxkG9DC^ObVA;-gy+>E z@>SDEs)*`7>fp#&B8&lIZV8f@-tHl}L?YSRt+(a<>|gMJb34WW%?)*6L~R=w2oE{v z@zmC!!`Ce_$qj-w0l_Ki$M=7|a&i@);v5~*3+ar&Hm{R#@%E~yKu_FB__radVb#-~ zji|^=u@oO>t}@Iha|PnQ0iC^G?byPEu+J6I;nlZM2!A|SYOkivp8l`9`Fmv*EA@k# z3ys6Bwe|;C{}{J~-s;jKho4HLdFo_JdutUd=Tpc2a*JEY>5K_AB&Mz0EJ|S1JQ?rZx=e|5_MsGzZ=8%X<_^@214wvj zO&KkzyUc?d`Z-90kx-a)z0^VHDsRNJusX8vWaE7T%>+>HbyZ!Fn>c(~?7$lL6OJ-`Ec1J9XJJ1r z;0T%f%$A*FnLAHyZWPULYFsa~?I!+{Hu-zW};oI-x6;dJzvD*L39}n`FQtIN7l=*zU~U;|>ZsV8W?)Ao`45Vmj+hFG9yPq|vK5s;JH@VRBRS(pYqjXN;W^OVFluE?}cO zAwalaSrxj_UV48Xn^HkGOyD$1Ti*c;TblSHMgF$6VsDKpNbTo4}Yv262Mro@m%C<}}+pwyZw+^NNN*!8tyjD#2qrIb^!t%DQ*K$GNptjx+4GSQbfmz^20M(x

*A0@!8=!jKRfxA zbH(No$L3wIq?zdG#s%2d?At9A<5=+Ly6Bm@*^hc9y6M(V>_6^CzYB&7->)D5x+-J3 z^xnT-00jHgt9|fU!E!&Sc#U5%bW}RVIj3Pd&+4S(i}Af-Nqsh2pTHawu+t3eW}KR2 zbEPa97p@2FYq6hlv*+pkcSoiK_~1mV>vW`}=AXZS#Vt@PI6l2uz{B(sYw(dlfAQ6g z*d6tY%g|4hW}F#2>Ra)e!b1(6cLVJltVdKm1RXf*;N8%Gd(lXS8UrE++> zohhvCoiaqop%w9)wBKBS)mXs*I9kK)^Qi0L;T4v(0CTE0aNGAm$VTGPoEa5hqmLQZl7@#RgR_?> zgo@xXywAu~-O2A{cc{<|1#HbED$QHYRgH2dg%^ny)PZ2jrTHqpgIkj7l6|y9AF%ZY%S!+srWTpyaaxSal?XnmX?Fw=WIY;2RO!NU^o@>*ObUZ`=2|X zGSg7WrQ`rV6`i&RT-+GhYb|1eq18`!Vy8Nxz zM8_4CqZNG#6CRvvkbCoLp*lQ+hD<|ZfqI5pHZE`NL=EVfuVYx(Esy+ILuL#!uAuE! zEk$(gVa6XuL%>^Xc^I`-kYXD;P5Z zp9wJQ)AkC9@+Ih0%_c)dBzVELS%#9hBJ+Esiykd~=P|3t{$lKXr8BlHiNyd#&DHO^ z1fRSZW`4J-%Ohj`Iz}(t!2o>jlazp`Rqv4*JoncUm|R&_>UVAi6kK2rJ2VC~`R2rj z9GnqOwzW6e8_(STZ;_)umP&Z!D*O08kGqG^HO{`5tv2bTKkQZfyTS zx^o>;S;O^&KEGmvf44jCo~iaC^;lcPU>1hkUqe(Ys4>*5cjwBA zHG0t%=I?cwOyTSuKSIJ4$aV*<7v9ytaUY8OA{eM9VdDQ2rKO*=Ou$f+kOsZa*mjPj z8df%4cTjb?`=^SU(WIJY_~Am^|<1ueg8z#yf8hczhQz&b|Lz zddy;VJ`Qj^CxeQwgcMYKb{_r0{}G74?=u*<B@#KW~@N<-Isfmv?q|EVbq|Or(Wt z!_rOeMZ5K7sZFj-@7Mb1g#-`B9~Ej&v2b2N+89VbeJ&%`mcuQqid}*3ip72im~ZH-N3U?0L5!MbCp(tBDu-*J~G(sb*tB!uZHJ}*7X4AR-qSJ-=mSdn6@Pw6!XT{F>@CP{Z_A=*Vdx29?><5UX{FPBCbQxBQ|9_!3;MhB4B8x{ zypi{oq!D7!T=mvldJ1+r@@8$&LP`bjiOEB*HU-tzXyEpXEaOD3jSYJr+oGT?IGbub z%&1#3HBt3)8Qbbtm8jO0eU4w6>kNQF5eOK(84$tWPj+w7`ZDqoE9>%Pv}csiZVyp0 zPVS1fZ0VSp6#%21|{=@rO}HZcTpH`<(A{FJLPnrl+C>kIHu4k~;! zO?{NO8n!}g*frL+d)VK1#3tp%=vM~`qLnx7Gbac7ZsExMgvQoXZEmO$nzhzw49!Tl z7Wv+_3tSV(jo(t|J(@-?*GY$zadDA0Hv_kT84;#qg2a7%;6 z&EBf@%SLl#x>=z*+iQGd2tCdnrx)xGp0rp#uN7KAyHz!K3dkMj3EEvoeYAxu% zB$w?Yfq*qSsX13?_54Tud3yn@dBfbwBl&Q|aHvqQMH5V`=(7T zB;b+i&4WtV$(g7*r+t+nd8~KTv}2E{XyxS+RI8jyqge30&rlbpucwAwBHUy!6MXFO z-syAlE(oyYD$SI?^|m{3ijz8PjMs;_wmQg3yT_-Pe(-{5?$90%23J4o`b6}TJ((Iz zZx%roWRbyD>|(+B;Rt`RRf^uTU(qFmvmp{Ih=o{m6qP1u#=d>Gb|{31-otw#2zHj> zGC}rwlMM7L-3UC@{7(4|&E~V7i}Uu-eG0Ai?RM_0t5Xl@;mI+vo_o+lI1yBJKnxqb zFYMYYk6-V$T~zu)UJ=8RFjy2OGQ_-LRj;D)XtS{W?3`m__idklzzeSj7@lJXcec=( zw{fY01Meb`&PKlQ>HYK9nm)+#sJAL(qH*mATCtaRg4r&ZOKx1)4`zSEuK=Zpn$}_w zk8tfx92-zGEDysfFdMbgVQjA3!0!1SrJ1^hq2|h&NcMGI70$mXU+Bhx=bs()XxIKv zw^c72h3NO4nfAHY;alM8-vBS=WY_pSWp=^2Jbe-)l96!^%kzfUN_n=r;_nus2fH zGcnDL@yAG&#MDH$P~9)R;sVH=a)VBo?{%(eOpPYxh3JKqWyV|+{xTn5&3R3kiML-| zA%FuP;9_wH$~E2U{k6tbr<%63ZT}0%Qg(O&sW-~7boycwKhgY2!SEyEK|PP(R-Cqf zVxjJ&U)7-W%Qk;Lo z?VxOASQ*i$=5=Sm^mpoFr^+}19%4ghNxJlWc32qtC#&{tvB`wgIs6<{AM3mYX%@T; zopTj|4@c4~0#vW=?G?aWBe0vUjQKS=m{@h6wRLh4pUV?Q^_Cu8d8>`qIKz>3$7eD^ zj;+~GAqPyvK#ob!u1aVDPD3)$HL1BxwV@-Y*!a8b*rO|3j#D>E4ZM&mrnBa?H|~6{ zfrpN5ek6b0?8=NuS;@G!!x4}w7njIx~j3&0hfG{6uikgy@)CP4Q%$4JF3(5o5kG>HFF*Hlx z@47rGlJv(RH8VMG-lavS`VNoErO1F@Hyu}n+hcvLVZFzG^Ys!Dot6xLDjuRyK@bu* z9;mp6LUq>YzP(?{+&CKLZ5IW&WY9J~wgk0f(`%gi>en3^bFTP$TR#wL@TbAJ#M7nXIM=!EcqCgJQ?vM=%>15A5hlu;*F z8`ScbvaIh)Zk+VV(g|(J0+|((05I8p-%Ow#Ha;6JAc-W5yP#mI};9L*y}M4btkdb%X+ zz%xv1HGCESOdGj+oFn`ctXe%x32G|>;bb5oV!x7b?rqzUrr(-}lMQ1yy<00xNu0rx zH+JYjlXRZWH%~jJbtvvaXWj+cP`e0JpMj2`cK>oKkQvF zK<{>moG!}oSDyZ$pdhnsxfcb5zq7$K?6H8z6hqgNI)Y`G!ZJs(p%+|P*9K=Z)243Y z^Y-}gfbR&bpR_BugSN2*sWw{I&eq-MXza3`xPUT>{)GBz1#V7&m0^RbG#3EO!yIYe}VX+ zfH@gXPgc?xaU_*jNpS_vZ~M{&pd1A5FQ^KRS(4xm&ZL3%TnVb?Kx-fX24t8iUaU-t z5}(!9c@6SIJq*?(aY53@{jUbsffJGFH}#o|v8$j=2iYCb`Sj#baeiyS{f=>U=xl-h za~Cgz7xPS|HD5GSxD%9h;*_8hxm=;PD~@0KslbosM|=+rO`qNXs1LUPL%_+0AFP7n zF_)=6SLj+$J(gw&EbQsYG`*h-<>FqIK0w0(nRx*_;F$$?oV3XZhzix?+QE zF6&vr3l~C;U1ji7ZVw*`r(1lwg__0XBQ_weYK)RY3*Pdp6JS)W^`$ZB+xa86wecH| zlXACDx`q@1sS&_2A?JNu`EzO~X*uw~*NedO4K}y7uvKFY zkN$BO+_TWn$WP9=$CN0jKVsiC<_-~@F^5Brf~r(sNyanAqwTt2A0Y()i~F`Qv@M6~ zkdUgi(r)1arcsLhg>tOd;rUgcsqc*x|DjGhtpaV#-JYQsEJs}b!PslH*9y9&r`O|v zEh9YdRRk1LM?M0dZs?i-i<&{_HZlw+MYj@1HuW#k`f`{1wl*rQ{&7BjbKz?( zW;e3`R)Q2fa00YKh`*wrMfZkSZjWy~-!r~mlHZx$p`)ljXsc+w6cK>83!hN0sHJQ!`<;4!Ldi~L)t^)jE`)#kC+W!Y_#ymfp2;`m`&+a3kN_@`mI5bDXyf6vW-wSTvO@L5nx*zoV(t#M>kX1bM z%2DH3=l`+dK_XL9Uh8~*`58r$GbK=m9%>cA~mc zR|dzGuCaN!qy~eJyH`_)S$88tksYevO0y!%;Y$iwk$en)R%LT#UjC-5res9$dj3`0 zS(vK=3a^_};fKrjj$^r7mT7FtWyb?Ie2bZS^9WYR`OC}WPTq*y=D471gJ7Edp`o|3 zu!rATXu5|HgD*75l(sDJd8!6#a)mXUA$;$0_c^->+F4dy@PML%Z4~(EcgoIczT%kyLo-A>kQHPsl(eE?n|x%Z)a#vpMadLk@<{ zXV{v=x%jwTl$(&m5fCax1uG1g5j}g=smY<8godm>{*#K@=KB?*MGo2rjiU|z>4}>w zQyRIuyZ!*Ic^&Ch1UgHod1T*{b*W5?*&RIzgh|O|JGoW|&a_0QxZQm27T7*RNM#B2 z{yokcl7XNzDP0V9gJ&YHS?lU+p)oZ}gu&dRfnyx+B8 zG?=X#$z9H7V{lVX_l2#WA~s#dH1`_XL*9}9O+{HxD*sWa(6=Ze%i97_6FzN#G>l_M z`{k@APN_a!GTQone{fwwul>5^MunY3$e*aRrME}T@ZGD5?U8mkIlVL}YcT*EIAm;L z>+HnKdK`{g;7Cmpz{XNweJ34HCH6P4mF+0(NZNn1=#K6b{c7>5g@1-R$1G(zFs%(v z53xReiGaSXrHqKml6<=9@TdtHFpRgHi?r=4=2cH6qN4s2eB7X+R2TLvIj9!Dw2s>) zdCBhWeQrgI(TApG{VaMGL<95~^*fGK_LXo);x~mrBU^@n-TEFcstvcFzZmZ}uV8N~ z`b*WlVnz4K&b_cf4CTz9j`mU-r+!uF@Bvaz*xr}S!#ub{t-NtyE@hvfUGH1ycufR> z7XC2(vJy12UN$FrWUM?}PdeIskh4p;KdN_W;EegW?g^tX=cen~9LsMZ8|x@c($ukt zyUU{z^sGmIU7I~3a2|&s*wv?`Dz@56@@#cK18ozoqb zlv(U|aCyo)+2PqYq!7isN9vIFKp6i2B|hjM?vj0G@z=fEJslJP=D-0sAB~-?iLZA_ zN$(R5&Q$LDlug|L;SGC%3-0S|hk}iHGTMPAS#B-9g) zh=F3u#Xh?Dy&0c0M~N;tbT%QK@UP;y_#LF$CJ6flD)2jgh*@s~^6+D|Tps?$N?ru| zwKxcT*0a*iukN(-m0Aq4I~T-lQ*lMCo02mRrJWEYqH-*hSBf)JgAuO5H1XnMLFyLU&3&hGax zFwo;gK}ES~dEv*^d<+9mMW2CQ0tk32KHznbolKPoyVCpaRO zXQbz3^TF!RX_=hcP~?LacwAoce5YvkZRhX<~0d$q4Al3T&1#R4P(;<1T_ngybw zoc4$+Iq+gv`lTBN*uuccJCR5|FU2ZSd28>jWpN^SQf6HS3HuYfWvGLgLsIf1yg2oS z-&o4M4Xg0KXtZ`J|`an=W)Pi60OI(c?q!AO~ zMb~_(Wn=n5W9-)-z#5|#*a4G~O^-UtU$f2QTo8Y2*|cqPf7K(2Qp|IQRE_&U<{&WH z5Rbt0;MN0L3Q!g(1J@eA4|F-$bmPLECX&SmN0RBbu7^j3lgIm)&=|SdUHMFX#iVp%>WAhy`usSqF9i#6E*^+~#A#1m=wM3?vI^ zM-m3>Wj&VPeBg6G3uJrbtB6;&o(YBOkHe-hQ*_^^ED z2*w_}U@tZp4O1cj`!dR@Y2g98FKvEczikIlF`7US7?hb%7Bn+tUuSy(kL+ywsc=Fp zm4wk*-kq1h?ko)$sm>egyk7hf->grKlQA=Fjg!S*SO5VHa4c!#tFJIY~EBI@aBP(cU$ds ze71d*&g(@-oMsDeAYmF?`kt}ZK{M4g^L?!#*9(l>f)98A>2k-HiGm^L<9vYCyhS#p z-kJUxUqSYIqn*}K=Q!lE1**{a4sK}wVe9YB`H$b-Kl#ylo+ha}Cp$d=bD8>q{2)8A zSHnftr@*?uZ4_pIb%F-VF4$-_GnPe2lSA2w{xVhJcIO%x^!fyQuWU_aRJSCzpAG>bgRLZbfZf@unsNI5p@1*3W(L!G& zb&KOpp8&ktb;iTXP<0#t{Zw8y(nhgAy`Xnu=3RB7wa!;d_OO8-)c~?po&m;@>W%k( z2K-0-1C^s7L`mR)M)wnC7mnx|&a-u9SW2)d9)bMav*U@TEAI9EzdE<#R0}iL#e3gg z7Ui-D0Z|bJ_G5V2q}ck!#=ul&5ibBV!?1^(pCE@$%t7=xSpTscPApcV_wPSik2QS{ z>&u%4-AFn5BQ33*J+95=PNR-m;bI@LTRr7V=I$uUI<5CPWp9Yd0OOr{F( zvVp878L{`KnR^$swM2BGDw7KWvw2ggNgRHg<7ZhVP^`6Tm4RzcCzB z-%cJwmM>s}2@CAp=zm&{R42aQ-d6Z$n|pdiiZy@4QuaOgL8vx6m32+k*t%CQ)d)-< z)qr*eq!V&@eSXIWV9t~eaE(p(mvuQfWb)kaVR2id!=!^s>iaJ=4afooy=QEjo+4?j z>-A^rDK)Z$_S1>-_N{Qm+X-UQ^8-YAa()t%4<_!;liCRIvP-;tlVgZ3E3nNS6CaGX zy}flvD&9@rKGNG7E}}tAS7%)xc9~0_te+NnhtTkiXqS@$D;4t($Z0JOurg&>`;iN; zkRk_K#oYZ0!Mjl389jYJGYo|#6VfsZhDgDO6czia@K#jc9i0vQg*+qirdqC;9_LTy zg>^%JE!m({1~mEQzG@R0csrR3T*ASQK)hm<&xM}m$J&>u1Y?j-jiKtIle~wOfCq+M z=EwCYeldcphxhL05nV1uuS%bOm0F3|Na2@oDsV*1Bv2+cZ2 z(91#BTy~;BtW+?aU(b<%q~zO6f&WIck7wq?=Fn%8eHWC*h-ku?ECx^CnXj z`QAS+qD}n!8uqYey-y~dPcm`V6<*yh_W+AIuIvdrEiT!^Q2s5WY0(4=@1Bfle=mA!g?WBMl zMXwz^oa(3_)WI@t%P8^DsYWv)HGgKITZuQxG&;oDF@6AW#^(HqyNVJhwlu?_@a}8F zVYdk=r1S{zP|ik@CSTGODqL*ZC%G6e<&M=|W4uZbb;ib%*5(%QPJllzStrv1qMZL6 z>2-e*HNV00N?rCINN)f_-nqgVW|ZHZ0OF% z+m=D`F9Z*Mi0bET>MA(TEjJ*lA6w^YVk&dL_U|fqj3Wzjb@lvE&zrK+DU(WArl|J}CuKcn?I6&$qGt3J4V<@FeOONGXpuKP34sMT6Ga;k(~@A6P_a zMke9@YIx{$egsL4)J4S{ECHY?;yD+Ti_JBLVIp~1L)VEUl$3Ft~ zVVJRAC)wefIQhrt+t0|QJR_?XuU_WEU72f%r7{MkjrEd(QQ16{KjCDyuq9e7Wbu(5 zNN(!`!(=PIT=JD^muwW?LVK?k_npJ(1-~8;q20Zen<^U|O)T4QIt|u!EO0-F8J?Jt z@Oia)`-9=`W4p{>%vij#OG{dO1!9K77A1VP8;GjLJqa??Jv4fIyidhYgSsPndOpX{ z3`2 zck7XD0?l7%*eS8=7s=lK;AHN*S9QUt_rbSBq_OH~bK1jwkzW3wI16~b2eLRFQPaFX za(5~l8?URZo$4Tm$oO=atWR#~o#R2)xBTeQJdmInZu*g1v6Kos77JI3L? zXC+f%(N1YBK8ty@rA!2PdLy^^>l5B2J4HGszXQTB?P<+`x234 zH=!i`tWq!|hb6~hbKW`&ws9*=u2QgSqZW3ZjI zLI5bm01wFl$=CBt;^ARa(%{xE$9CgslZVM2qhFxSG2j03O($~5uG?D%e_ppu9)YZz z&tX@2wSv5PDX>fLVe4nAGRiO-%};*wk1xo|#5!R%_)1y)0!$LK9O%2Yh5_&G=V3 zS^y`fQX4p+HkFt5yX6#~lj`GsJ(cB_X-h3wa|hVj^ApX4KV%qbt_S;%6wXkX&#$S2 zET*6b!YSvWf6Dq&VlGN&M%H!b%zFbHgJn~cU1A7nT^{3ve=@lvLU84+jb@qbJO7WM zh)2h9xfi%WJyyzWcY0YYZ0!#*Be5^KbOXM%Hf=a5+vjRw8;KFh`#yw9tET$(K zA#;{gGP?o7ia}Y+qpM}o7B5fJp!7UDL(n=PX_y=_w)=QVKmPTWwZ`3pltk#Wgt`iP z`>fr#gFaW^Wg_n+F~}SwEPm7s&6Y`S;SG?*X9e;l*5$sh*j0$5=cRF+JOQ zpU6@vZ>zNZ6vxfuHbHjQl3?KPTMv(n!RjUgvbIJ~$tW0ccWY&lnd7LN^h<$12QByh z>ib%(@-gwI)bekrRpk&3r~OJ#v<{E&qiWx69ko_m;q(Fj6LvCT?3I8xNo=#2?m;=# zo1(IN@4c%3Z4UTY^%?bQI%7DECj)nO@DMFV$4|cGyMnQVDwO>?%l7m5zBffyuZ5n{ zPA7OAAIp3WMgA>PgD#nz_0RmQHe=eYR;+C_l&Vf~=y7xy_N}G%#9IwQ$%XLk%mKptQP7 zPi%{+e{O|=J2I*}nEz-e#*b`bJ&u19+TT-Er8;HS={Bf}b$`q-=z9j3j(v4bBz|0M zRq5`i{)2lIt5O$-G`6wF25~)1Wajcmf=&lX_NW;0 z`CsFx8w6&cn(rZo^9Sg|Lc1Y}yqU-J?wIABO$KpP%r=&9eUy%4^JMIs2S%|+4dXE{ zxU>JYj-av?;&-w`Y*l}<#TcViE&slW*M)&|(2Kv(4!5z6Ls1}Dby74w5viW=0M%@3c@`sD{Ic`F%<=VAQ+x=OF;Owq-FBMHGQ0=^j_oLoq z{F+*$R5b$f9YW1Kz#vQn^FBCqR?Ou|y&W|=hkC9}4?@*|h5gn*H;cuQLcfl%a^c=+ z>{In_m+cD8cl*cm-Z3uP<)HWGzSTz54|eR<4awXk(0dsoUx}CIHydsr#=E1 zPY3B7A7W`2p#63)o&g1)|HALATcUogZypj5_#R1OA<@nFk8j-|<{_qNqBEwZKP84m zUq6|}DFH>u+y*bu*R*>&hR~G&el<2_4asR!FNGBNR8~>4d%B~!GP#=lko0#Q#qFDO z?X`Q;efzu!S&oVgBdX5zYXN4L>;N!3ZXkl_@UWAd+UU@L5m;?WZ?Mp?%>~~kC_f5B zzv&-)uP*!Z>!td<=h##}tN!zoI1NY;x)mHQ6?IOJ)ZD4&NnzpMTHj0POUHL1(5JWm zOE~e}-y+V!&NOuTuS%(cQ=a?xgH69@Tz%LiZ9{k2)qS7#8D-m*w>)lM2ebXo?c_CU z`+Hr*PtKKKZw72%S!X|&A}+WF1M;t6919Bo}JPL zk~H`8|Bt9E4}`k=-fye7ByTA~sHBpuvL#z3CL|&2jG0P^AsPFOrIoT~k1S;uW3r5W zsK_>!Y%`24>txR|#_o4NlfJ)yBlDSi@8{g-Jm;L}0V{y46b;R}Alpc*UB3U+-afl5 zj(!g+s6(3lLzq!xk^bY@yHla2=x07@yH2Ck&7r0yyoo)BPd09DEvS*Vp z={1Jf3%)1FdvRTBV@dQ}@2QQA@AAq(S154uGmUR^<5$8!AD#GunRR4IQ@f{(u+34v z+tYzjkX9o#|5m>9=01n|Hg(JsJw1Z0?}m|EeoGg7RW#4ju&f5l@5MPwz=G}j@0}&b z3%RZBh8O;cys8Mb;J5%6S==e)v|+npc*A@hUq~nT4Au?F9GT4^WGA|IqonCZulE7N zO|=6ax*Nf<@cp>766H|;$ovEmbz9=K$b0?Jkln-THATk&tY4_X!6rsTE=i_xhX3AeTv5=?W(ES_F>FNd!h<{f4>cu<$;{vCg`J!SDjvk30c ztyTDahF|E-*@c+4Sa;&A1JpX@4_$uI8GeqMOGr;ZMh%}Qyc=uE#I{d7}^q zrZnZj%ya$eMcO_^^>7U|tV9&zPtA=Zrw-u%rE=AKrcyw<52 zTX1GUGw2C)6flBUp|ax{Fa_<*sv^W|!zEp0`8O)r)Bys3;NyH-1p1j`&t}c9tvYU9 z_E=|W<34~i*{3(AK3bN!ZxyGJJrou5(2FDIM+)mI{K`QucU$ts8sKHAH)+LoT;T_; zb&c94nPdHd4O;kdPb9la1r}L#9o0IEEE~M_BEhoHO zH-O8gp8U=BSm30&>joA`1Du>aqK0H<&c>bneK&Q?FiR&Zo2~c!`#(oM`?WFGd0it8 zRU2OArs66j4@Aa^al@--d9m*#(J3~w#aAMgZrrYD`VI1oNg$uNLd9hbAazTw{Xh>? zKJfPHsKdURP{?)eO4?VwtBKtRj&sahsmM|CLCo8|u})gptX**2RQBTdGpoQVe;D*V zL$$gdqNUSFN@aY_4u)Uznqr^LoHC>les4-euIQaq@aOt9(8J0S zp$%b|P&W=Cgm`|ZL3XQOiVtStzxUln>{^$=korry+&U?>)bu zTi|e0m2CRZrs=YqO%OiUWS(`|20=X>a*p;2RT5Oy*}3UqC+`!f;ll3)r}5XJDu8z2 zq_c60EbhOy_-^*+Sz*)ePSyyZo(JS+LcnBLP!ZLuv}PB&!uOGBf2M8-@4Mx@RmX+< zYp@-McPCy`KIZV+j6-~vSg22PWKGYNENHSf`q+HJCO=WI@YUD+$leFb=oC9q>=)L{ z(6Z>z;f1#faC^JjiS@qSd`M-+?~h4=#4XcOtYA5k9us$Vte!F3@y-@{hoyua6%tlw zF3OLVXpimcAuFn(|kXOXZI4Q`BT~Z)-euF%<;yG1;K?wHr@WXY?miF+dD)mZd6?1yBiuCq(gP?uh2Cx)C8XC z!T;}{R|QDzzDdA3{cIhprH`!N#6FQ4&piv(2SD2k4sn)k*l$loZVSmQSZ7OHGI8^V z_>U5eC?3&q9{O9ygpFhoD;1 zPY7;2vcTD|M=5>|WbA>45?oG7*2-}xdkr1!&i|Tv`8run+uM2Q?T{P?Bz>FuIC?Mc zc(2>;r7gc=`C0A$N7{b)Q8A|!)=Uoc0zkgsmOPf|u<1^CO-y*|=6rVsKQDy8b7^Mp z6sK<)$sfeY!U@kv7@@P)Kd~X(*TRzhNiNBOB_SVmz@kD?h<#x^zFsLYo8DR|6t%a( z{ha(MvCoQSu27l;4)!;3*E5rf!W-pA@jjtWLn}fGS^wMn&E|(CriDh@%@dJy3QEd) zs$hvTuhs^d8j%5at*dn&WlSvAh@bQBravUH-I!4XnhMLLW0c=xrW=Tdy0%K(=v%f6 zUv%yb8E^o>JzXGQyJJx7%VzZ|mAAc}hZ92ZMaSlc9H=9)V(a5!3a(zFx7qpOJL~QYm|V(&6)i{;Vbx2dD8tRg5fx-%gt~%}3U)Q!lSP z>6COWw=v$QkPYhcg3J*%#k=!ka{4fWnGx(Gs}7mEx|1w_b@;p2H37>>WM0SPN*88x!koHPU zRvgW>KM{+B&L9wVTtiW?-8>;@s1hXKV!Q6Q-chF^=`2WepZy>vGk27_(Inq|*$E)S zV^pXC)LP*qEWt41nYm`Oy0`-SgKmCuUZ*YBpS+b;A!UjeG*5IGNWcWud*CFUbck;v z>bIvPrw61v2s~w+<0PWcd5^A58bxsQAE=yQfnZ*?aaS&STf5|8Z*UwPwwx|;;uhpR zC3k#>L*;8@H}eU<%K6d%?7M56Njr9YJPIVepQw!B;Ua}LBhP&0_D5asBspQfSHE=w z%l+%&8CfAqS3q5 zdrWM0Fk|Mk-1d6HT{NZ%)(UNYS0pR>uyqv)o&T|nKtUtu#cqyC!E)(Pbidb7qtPOT|^-zGa3FNkbhsy5* zu)?AD5s4}@3pSj8cM{&1VZRl+glhg!h%a=LsBHJXVY;*)6P(kJ7|VceP@tQ>GNxe5 z{}73PI61&#T|z)&q^n_nUke4q%Qs5Oe6}I`bq&1VV>X%8SBUi6sc6LBKh&W^eTJ8v zYa_ZlYjFxtMo`=+S`94q`!3EKu$G*30JPNGfibcw@3Gz+6uK3G4ed$Qpbi{?YHh0u zhoc8~M=v?n>CLq~Uk=<#Otc)2C+5YL1h$qdy&-qqCq>l81php#Q5WQNM>skwsgeOu z9;B_!zw|qmji=(%24ik;Q0RUTJe+f=PK<9G<;hK{j!jyimTx-cxwc^qHFr{Lkr2GM zhgvya*p0M3X2-4h&ys78ZNqdVB5Hz>WWBQRX*je%o@P6rMa01!qMk1szer320S^dU zPNlxJa$!^o(;qz|H%^y5eAxG_|9=kydvEQUM%p`){R@o?rJ>quJ07HiXl?BdE)_5& za+?nbu#McE*B#AL9mHSQs22qc>pK>YC_F^mo0QD0V$eqU)iqka0hAO}Ixm2+Jc>;a|c@aUjreZ)IY3A^HsQ8FXxP*d2M#7sth?uV=Z!$5+~Z z?WPaNZe$MS-GI{2+$yY1r@IvL{KEdB2`|cjf385B-S)1lC_ z1M$QATRL`qSerLjZHKv<3nXL7smD{-uz-gdZ#^wI5pnUzG*+nqBE_-s8_X39TNNt*xnENsRr22?1ZeYZi|+lH z{}Mr%M4l$s;#;ypCA8CoAK)`37Pqm3uS$@&>0j`nr ze|!?;7WYkL8&2W>k)&c8aM_Z7lv<|0TTXuyX{on53lksE6gA6}-Nm!5`SPPQCQSDX z6^>K>W%#h$F~m?8&r-4mh{Nhj9=|O6fYE8?-@h0BV_xQ8rZ5_=@7rb%XFoH&d(V9J zn0rrukKY0G9Irn4o()#i`Z`ki&g8=Jj4;Rg7ll6&dXf-<0&pIOTXlJ9yXRBPbl2Sb zR1@aP1cNnNmT-0u4F*9pMuIE;D)CK4QdYlT@Vud~WA=LarJXUj=|EFn{A=xyuI9Xt zZJv+VBEywQVQy1AU$Y(G?`2UWElih0%YykMVz13`CURl&#pr}u=Qje-9Vsgh$lD@ zrVHdV?P@DGmzCc4kY^rmds7T;1eFH6HraK=eXXst*NC5O=w9^{+U`^2*Io;1a#HwV)xJlhE-aMr^ces!yf;&0!fz3R}zU|gz#(wY9?r_6-(OCmDL zjWUlTy%Q(N0xEU?{9y;zh?RQedpbG$aiorO*Uy5azVAUDu6-aQHE8fcN+j{FA4&(g zvG>oE??ys{(lB8@;A7_)GU?BFZxu2XIM;-V8~zx}i~r!(H{&Z08Uuhn#}__l`kHx^ zgwx5|dewS`b8Fs=ir7TmSx}1|@JXxP1&L;LbS6hNO=bo+E~j5R{$2PdTR2Hr!c9WQ z6aJ@!b`>!(sYl%_T9{wov{}Ls!7qCN0(}$6lz<(?cDM|WB!_}%!!y2^dw~V!0;^L| z$`d$zNBm#87EGZa5kXQive`Ezj*C#Oo&RC%c?1BxYk+SwWk=+gyy$qYWs0s=Zu44EK|lf}98J)z}4$hdz{6_U$wocX&kg6v~^36%+T$hw*9Lkvh-ZUwyCHwrKvW` zhpJ|p_1@9+Tn-fBH*ZvV^cy{~GS$nOLqyT*k3I;wO!uPI0%>-LSpn&ym31p+OwlsH zMJrsoeHJsu2^*tscUJQ+*)kP;Mh@j|B*mdNREiXP$>S~MM7=P4NfZ9;A8!&cwJKig zk~YVWe!Y6LvPZ$#8Z`>6u%GiXKo_L4b9=Rn3p1XFn+H z8S>35crYS6dUQ12S=F{bGu{~rHU~klxiUudilc0>twl!&P2Ajf+pH6&k;7(=)H7oh zlG_vXP^NzL)nU`GS#m~PS?HUVNr8L;c#eh4NfXZz&m|#(ORY)`OUDpMy@)TgsT|yN zz#p>YI!y?3dQhmT-O{ey&|Kql9t?e)NQ9(+S$JjaQ($Ru zs4}iRonl8Z(ZTJ-z5-{SC6!gxE0Ro!vwhgIKfND+D;M@R{sa+9nT}hOTx6~m6Op?l z2!5Tl5uWFh3niWw`ft)#*AItsb9P>VoFVlwGz9I3^hBFrS6D5W(DCA2m$)NBFtS}m#!Gn zUP^cKdG_>&|C>XgW6XT#*RlloN&Njl5;t}a>y{L-s6#*Op!N_=bk)L*XZujB-qS=N z3}I4du~J8wJ$N?5E<(>Dmv}z})x0r-%<*#;Fv;~qnG%Y`VpyGpiO-5na8JBy2ef>t zeMac&`r_S}AV9ssTQ;RLhEL!##%eULWc^Pn-?();-$%VPxW~H0Xy&8r!Dvv<1En<8 zD%@;^pbAe5OtVmAt@jN%ob}Jt*L`;k5yya9_uDc`k7cv}`KV9w3;@v8Nm_uc!}lZXS%@y-gCfXp~D7FJDMeUvFKXBh$kM-zd{Kv2Kz@_t%1mAuRAu zBhK9i8mP(tqQ#@Qm8giOfv zWSv8hEM_rRm!>iz9!e48+~oR?in~?wA_}C~ErGWNesQwJsVP<&<(86laOl|dCXS_D z2Wrf+q8p;MLpGXNPn1IC%;J^sjnUdwv0H+ms0@`kqk4QM&BV~K+dOzj^96;HztvEG zpqcYVREAxEnOch$z!hV#JYqSG47&T@eX$1y3QM~-#c|$wz3uCVJj&u}Dcog>wbt&C z_zP{aj3agmA$b3BhJwseSXmn=xNCsPm01C9pWAn`yN0fn7P=Slm70r#$XW7ocCvT#9UN{S|dL!sQ?)VucBvqZ{i95iPbx8){OaF1<-Ig~ z$4R3;2d#~#u2?HUTDVcisLDs)$#qHic1Xu6|BRP@{pJ}o3k;fhN^vO#$@5#>tFtii zyzPYiExQNfO7706(xa!FW~<801pF_3GHZ{6%JqDpTz__~$?e;`fxhW9HB5QDopoV? z#_W>OBp6)fTS(=qWWZ#AzaIF2`?pKZ2 z` z6dqpTux|ORHR^c_Tcmz*8x?N~FI?Z+8aS~{W(Se9HtW)4&k{5#E0m)Sfk*)GK}zX~ z2ppeU#;X_RJr9!#dr7#o9l?R#J5a&?&N05>q?C>9B!TQZpt0U5STtHfr78f_i;8Cs z{FI*Fv{41~KY%zD*fA@ACA2wm@7$d&-H;7Fh_U7t?r#P<7h~6b%#shd%r2Utpv(jU zdD_YoOUIVKez55gn|1@i{Y51=6ZP9|5{X z*L>}^@fpSwJHqGOYt4Wy9k9{3D*3FqaZ2}Q$=qh4XCiU$&>R73z+?C%kD=TBbp(gF zv5Z_9@HEv;nRfQM=H{QsjWH)|4%Qd>epfmCF>_eLyGtJZ59}FKW3R5kh z$}r^maIm>8p9foi_>u5BE)e4+27|uA2_SnIJYnj#SU#oel;`|P-%mRwMZ3M!?Kt2z zpdt>xUmB?*6+ITpRdl>MLSwVP7&Elq9_eXmo!L}+ z(-{Y-h73F%`2F~oRw*)07U5W-u0ufmBe)ovUxOe@k9;BbLZkI3oy`i;G-Ox?m2XJJ ziUeMLBZhoeROq33aCJ?5Rg@Y@w`L z8L-IzA#ANK&XTof>dff0hri0AG=H}c$>I4P4N6K|DsIy+kg(#*6mbpa^$`4*Ja(*IvXFTR2+0MM{!NQj_;a!?1T%iQ1QDU@fymHtG{C>)|5O%=_oIAG4+#!wHCs&!W^+t$?0kKe9$3H zjCVZ~uHwh__O|KaACz>R3YyzC!kse(jXrpJuNqN2nb(x?77JJk*6GDLmTUsqa*5`0 z@0xcxO4Ctz-n`M+zq%YSw|avCO!-z8Ia3u2%B8GRTA;+3mbI7lP@QT)!|s`mi1ou* z=mh}jIn!Ke)5r0JJ^rQdbTlp`44gM5oWS0LX>4B>Qj!?!OPX~H?k<9#YpN1aTNS-l zz;)`apafWQW;^ap9NR&aTm6O=2W(qS*hgX?>;MeZs>kkfHzmf#_=7uJw=X`L4Xer? z{R>5`K=B;EA78UBzUkogN-V9*NOe+RO_>9@DfyNg9PlWczGbD(ht+wM?II^Eg#tcA zkYNPSJa@fa$nnMekXEz>Ace&)TPlr=6b;Dkm`CsHU~8Q!_dv9ih{T<$I$&bLidD zzuC222FmSw&wsW^5h)5pnYMt#;^A>Py1#RVWQbNjIPR$M9F@C$ScfCLCf4=~sAhvo zLECrqpr**Sp9@d)rmhz}Lj0hZl+br+@DOpI=o?0kdO%np*$pzyi(L<+@P$59Rul44|&=%h2eO?Cmx)TyKP zVs#?jaI`Wbtxi>9t-KuCb7!sp0NO*e0D|Q=?coP zWya>_HWu+suORK1eAOt@Vp115ocu_hbQVI{U=n69b5{Dpa;1w*8}}s9;>y0UeCclI z%}j>?P17YAO`(B?u}j+yCypVLSk=}OuuNmJ>|V-5n42o(4$Tf^VSEWn?Qi)@f_Ezz zmNYLi3Xo>T1-*PER`Ae5m?b`Ky%^+LW`qb`kY}2`pWnZIZu#kwKy!YMb|?W>SpC(> zgHEg&{4+5tB?%4--lH{31db#Zax>M?2_?x3Z=*hU|F4xDq z&)(?DieDTe{q88L8OHPC@AT(lGkR~Oh&5JJ*#J(;{6QTWSPrzjkv*PC(pP?1q@AnT z{f)vP-u8Y03Gw(OtXA~X*0U1&(R1WT-#>MA``)cnPrTYaNrGl?BHzsWFhlN9piz+5 zn>9pb-S>2E>W`B7?vez1d`VBOB2spBaEXr2sj4i%RmR17)yb{ z11G0;emETN{ND2f?S5S3Xx_f5zVc70z#{uAnCJRa^5vPMnW(C1ZCT<@&V&k1?Ps7r zfI8UMqxqnEaNtm&stieg0!e(3rZ#SGyI>IM!wJO_IOrJEX%thu2fyx`zI)aF@)lZR~QwH$}T?GzX_s+k>+kX_!xcdVnmm&7@Lm=;{4( zCRaKnQPaxX*~TVM$|M3aSk>vM9W-i&iLZYTkbNLz^=A;x7z%3jfrS|A7iOZ($EyL^ z4YX;HPx=w7xTiixcwg5FQXxZ%4bv-lo=i;e2pAIS7>1YGZz{Uh4P0DMYF}Ir5JTsYCT6x|_lM-@mrE z8r(x{CFP&j@Az$O^Jpb~yt3BDZ{J>ne!6gKxuae4TIlj;73-*SIz3R%c8^aUZPkv;^XZgNS*fHMus^Cu~RHKnKTvSJ=A|#^6E9bWig2ECqZxN@=SEtT_ z^ajY;xhmm`xhldGP- zF6jITP7{d6ve?3t-0|q#kLqbEA0iGFGzKotaXKbGRl27RNX{jKvZE;7OiAm8>p(`o ze3-Pv3_idAOmulwckNT9AHkFes&brfb?*2-j0WM>=oeulHhu+A`>uW3k&lAv-M%9`^F@L*c^y1UzdjQEXSO`&8ZszJEyp}xMpI%n z>`O`nGe*C^D}15w>DreMmorsIehPA6%6uQ)O90-cOBU*V+?fh&Yvz4fwvVf0X|0&h z{WG_gUOqrC%yoCxUk^#4c{&xDCVNPQl-}PnvO{cw{t}T8s2!lOSPsX?xZeDv?kw@r zv8Ny&c~$Ti(rVt+-#jpfCzCN;IwKegR{OR*y7wjFgJHo@d4W4 zs^I4&Ut9D-u4BIZZDylR(-L{^rWtoUZ_k=-ViEj*KekKpF6vzfGrqj#K#ooPF@p$p z64dP<>)tj0kK%J%Gz`f+cRo;Vu$1@5c;NNs78@r{Rg0Tk;F;r^Ult|IVc&P0<5N)C zq6lYr$}8YIgNR#zoQLAf?exzbr>4Z~1Nuj=Yo|_`KAMrTx2i?-ZSl0GkuL zfYH5b!MP{-*`%Ttqbk_O<%Svizo+pToaYx(52S6FH#K++O*aJ3PMlW6eUfn@GzVvyo0^;U~pa1N1vWI7jo&Fu`CG_betTAn^Jkz3lJ&j(t{-V;Zb+-yL83X$-WKte|O8Cu`KUA%5XWcIAAHg=Gpcf_r4}2 z!tJ)GL%TnXGi5id{lMe9GFKwK+D=>mmKOqdXBynmlc#&WcbGRz+c?F|UU~U$BfvFWh}c3Rg#3G^6OOCU zuTlI39{6g&R9_xCEisL*8N|mfcH+OA9w^aKfkj1Ih0mD4w!CBPcSK`3b}xX6=(W^Q zw+`Wrl)z%7yoM%r);tx8v>&@@o_EdO$JR}h%jACumQfuF$qGfF+9MCqxS+3uV#j#6 zKH-hDX%JT87iSX*xXTk=ptB2F?wGy50-A%^`u)_J8EQhq{~kR5_w*)Ld^;woG~ZxB zsl$$hS-N1p0>MWRAet;ouA!W*=#{CDf4iyF&bF9Wl>7-3uAXxlcU_swFLLLP2^p%Y zDL$_Z@B)4bA80gBPyQ!~0$!`|hO07Vzk?s$XwgGa3Z!|VN9abZwy8*45YDAu@rWnM z@k6g0A6V#GspF{??rn?u2N-#LIN!iUZXuO^Xsy#gF!w#CU;khEr43JyQpUb1`yJ1~ zE2_-Ze~6dB`CjfsY`)38na4YxeW*zZlwV3IXMA-ceY_vzYc0_^S3>*97p~tgn_52C z97m0EkrMg39=LbUZcI)_x`n#3mbqPt;KlOuRihWPpK8%!4*27nV39ME#N9GlF3EW{ z=Nv17Uyy{&VF;->o$c~vk;0xquVWU6-v$?#R zw$QSbdc5-2yN9#m$7uA7{=cs)J!is{PZT~NtJ`*dazW+NaeEu3|vX|(DoTuN}n*LOx1Ols)XUDvud^3MxMDAq?O+$By`di zZ!{k)TwlL(%X{f&{{DY=8+G)={O%8*o7fdjpxL#(?hFrgex|7_YbQFqk&_^6_1p7F z={UNkfpCV9Q$<<*vFA)`IZn&t{U_^{la2=pdWgr1?5vp8DH}NJycZ3K*EhXX?wI*m z@~TEBN2u<&3v%x}cJ|1MVAK_g2d(Dn?DtXb1QJH~K#~L$GiSLl3JJ!M%-osP+?~zp z8m>5Qbk6l)SiY>i@9G%92hLK`m>9%rl6g4pCG1+7k|m0S={t<;n@Mmz^8&i@q<;kn z+$!k)iEO11*c8_!yW1YAJkRiEK?_zyPE|u`HH|&YWz;#3X~0q-P{Gkj2^LcHc3LrY z=oXr-A@A_Giev*peb|^uc9UZ8hGNevpCW~eL}we&zR4yDwm1p?y+WHT$;A;ly;h@m zOpQsxQz(bt)($+?zU9%k z>r2N@eR8$wePYT%{61a9d*r~dZ^y50@_&ijN01t}M=%ap--$*Py7Z-@uQly>3|b8QCAP zSgFNe_72}m+3eyr6tHkn@hWHK0KCe$EtA_Tl|*NDUw+0!^)>DwETA+oAzaCIE`sLH3>HzZS0 z-!~su7gOFx>9URN@DKnId-UM1RIBf&XO5=cNLI_TToFFP996O3UpGAPl>8DQXSrxR z5{lHX5$_qBUnrqwUEJOhdv93^u~kD<*miuw$o!mB2jg~4BL@6%`jMuGIXm}0O{Zs< zUJdR|*|WwcJ`h@X^~M(v(hLA9JS5n+Bpf28Lx5Wfm2YmNa|<$0uCs>SuCc0-I_$R~ z`T^|##67Um1`Yi1gvU{>HL>)%VCwqqeb?XjTHM<4EKY2Knwuo4b1gAj^tDo@xh3#s z-Ck^u4ZgVpfhykQ&)5f*9j)H-Vl2qytugXk*K0tQ$JO^FEGsmUnnkirj6m3+09;}| z2U?tIz+6nPAtqdTt}f&w#s&yRK(9QgJGiJaBw!A>Zbj0k8B5}c@uK`~h)e;ddN?l0 zehc$vl*i4jN9qYDHTlQq3_a!V%}hiND@z6H0i4Y(UG@)9EO?y-{LL3MQjQUnqv*6hM+BQ& z`~A2QZ?kWsg%$QIVmifT5Bm~A1_7yynSbm1LcFe zYOZTq#jT&0=O(O%6>DJp|NWbt0pQU1&ZMO7 zlOQZEwB<(AOHkGaE{KlC8#KT(6GZ6#HA%2*!PnF1BYBn^o?0_+xuA3uj#QqUDJ#0n zkx<{)vkOW_b%10SA;VO`A$PVuwXKYKI4X|A9sr6o4uU zwOYKgURs#l7s(Z|NP2c|nDxo__B>^W0v%S1o!*a#3buGIP6nd4H)lFqZa_AKI);KJ zm{&$k2XF!K11Wfx&AZ(~4R3BVoRd{G=ND0atj>q}`+{xJ8nbLxQOs#0=W`-O5}WA} z3SHi1w^&yd$Wu4a4rz!<%d)${NHg)_6!NMO_^=NGcu~TFpECKX$5Y!~AI-Cx&e^M> zcLMCKLk2hNFkL%8`@4{2>s0CyevN{sSMONp*YJ-TmCLQfhR;m~9;l+oGQ59Tw;T6# z+y$%el^P)*+~UEQ(U%sbi^mpKABOz2)bId8BW_q=37nIU)9f8AxCw;s> zrmpy)XJ*K4-q+Kdj{W_P_hrp@4BQ*8&aN~%4VygVQswS93$S>WPSBn#*a zM^oOQ93i2}*Vo5lnmhZ?LKu2CxL8$nMI>Faj*lyDiMQ~-WgBt1V{fleVY2W`yD7P- z+9Y$WtqQ?UoI;gANwF;}0sR_lhE@6WwJ^FP31(iH*|`xg=CGLH#A)w%;D2DpZH)&H zTQX@7mS7r8aH-x_HD+#%g14>f&|SFVd@0QMLt#~>!|$kz#HV7flI8r4L#LlAJs5QG zf(ktJ(2aadqR5@y_`INkf6gd(eohONw-qJ4s!8x$dYYoxmyqQlQ?~X+$^6f`1!et`#;U}}X&cdk?aBN!7qb_)gux#KXc|7mq3ebAbdIt5bg8Zl z@vA}*fKg}#U6s1NBp8iaoDcczT)6Js(`~FW&2Z%1{$ELJnX_iY`PyD=)BBWR%oDWE zX+`AU50jW%%XGkHJ0EnfFd{ctde;(+`AAl9Zj{I4ele`^d2lyx?-3^%Rs3+}5H5`j zE70ZWh+aG(1uguQjZ6oj{Wh10pI0wt&szhNaNOiZW}?kgP0-nE{Y~-AaOc<2bMwX? z;zHh8Eu?KkLjcdDn{KI}lv&PrW3us*t?8zhCb(tGQX`50u?=tck`)N%PL%PvLAbAW z{G%T0nti9r=xe?gaa^6>aYN%gz|!Xm3y*VRm)%4Q_XP>+!4En`>Ou)+zc9w*e9N2} zW=2qOi1__*L8ChDeR)WEo)r7}kP9a`pGdJl3*QH+^2ol2@z1%-G?;o%!1DsQGWsLx zB4X;LZ;SQhx-G3{_VQD07B-gvkudQGk51I^@O>0N6QojqR##E*jV>Yw7VXm~w)+o^ zfd{8Nep&HL@CLJGJ`(K<(=LuOx7kj6BxKjX@Az%b^B75!8uOSmhfuDrt#*3V|85T;k~Rt1m=V zOIziz#+*PZMYidMixUX)W3|r_^Qv9u{4J087T;OnB#fnOKwAF`iL86IMViSeiNrK+ z=0Av1(!~nI?9nR8Zrb6oE>N6ZXDK=Lb~xr_j7hJs&#!U25$n-Fli>q(!&^I}IZ6Uo zf=g4>3qoXy1~-8zQv2Isq4u5g%Thn{grj-pq&8a%$rc+eHx*8B)=dJ$eM!~_9@##u`%+!ZVoK5#+7_IIRs9FZBId)0%4p?9-=#={m zc;#k|H({(7gGGcx=QHMrSIk&>rb}-qc|n^pAt>rZ9!fdaqHhwQZn{8PZPX*IH|;61 zc?SrR_vDcuJVIu_rbxBf zroysqUgl62+bNy6f4c;WAHl%QZ~&BPhUL*xOaT!mpTw2A1*)8)UA}>N+W%iV%8t3` z7Fy>#C>nj&OVUiacjTn&hoI-_tJ`-h&RGFDGt|RTzgoa^jxFugaf0?iD1U8{9%NXR zTiy~unBB;PoydvTe=Oj=r!h(f&|I|x8NF5XwB)kaVb|_(TEB>cN0BwXta2$%Wu)S@KH$NCE&Q_s(L3P$XO-Cpjj zVB5V@Y+~h>JM3XOUy7%@^S>K}!)@=jvn76`4wYj<^>WhWUOVHDG41z)G(~6Q^!rbW z*{U4L5xB%DYU$%DlQ(h_GKrV)R5vfPc&{{J8!L;P?MwH$x(9mRF50O|zi9_0$={D? zwc57)XI)5iC}3idq2zW=*NFA{>ls9wLMx{Z3)xCGW*6s4>pvOkC54y?+6NC#m4O63 z^YEUrn}vTdO7xn%$f%u`VE**YFtKoPr@;!9^Ttp9x5{}ko)z&ZO;iH`J7du|`u9+S z9?;fbbkD}bQ;D!``bB~;i2HI=CwO3sQQM<$=Jw~w0D~nVl}ngtX^xF=@%p#D#ipMe zd|9bq59M6JBIQ_b9rEY7WTB9oc|L8hA1$^{s<8!ft6`7#KwL~pd2>x0#dGkr*tNSV z@cp`Nq9MOp2%XXkX9j$6F|F6>)&Ys#CXuHjIsj!{;d;r#5?BeZBQ45v* z@&c47+%!cU7RSmh|Kr^IoHI45EGR1=2xYDCcxL(_XF{^Sr}SJJDS!{G_tK)0!Fd>7eap(s)z;9eUH=S!P9n71%+g zidHObs+msqe!luKk5lqcv~d$DyF*m>FI?AA47VX=t-Wc*1ldZII<7T@L|dKQPMD6m zo@t+vAU%D&kareQl^rA1v_TIin!s8{F)_k}fHMa=8CgEoc~MvI-7g>*R;4qAt(cv` zIFK8GZD@JvR*fuIx;=950cH9f$E&UPwT9#Jo_BDdF7e?ay1|{_?M(g{S>J-=ZqP-YrRC z4U@Y%5@z%G3zc4uNy)H%qKh)9l)ss$5zwdK`=5P|j9eSxhn{V6=Yaj7I^z{vIt#LZ zwy(WY416~?=hu~syhZ1fCCnTpJ>|@@Ykoox0}Kv$d_LW`JMw7ZGk(*iqYR?PK=N96 z4d+E?7Hu@qA2q2wdKo%rb))%ui5&o8;8a+G!^SOAB4ZFMt7lfyHxhO1m1hiun}Ga( zx4#*`qq1r!EEV-Zuu6N{KQ&@OBvKpe%L9Jsh4XT9F4)DL{2(~;Ir?*HmalKRbzJG@%Y=8f?VM!Lamc0>Y5%?k@Hz&iMl~ zmrJw@%?l!25=VsZvMNcSw?)9CFKwQ<_K^|bqu*?xnPa0BkiB*RPfc84@xoyJE2GG( z510n*>80xm;Z_$pPpKX;ov;GT7>neYUS`mv%m)NF9O_hEKz)-{Kdo(U>e<7eBz&$u zl~?du#;kPL|NdCvUN4)Fea4nOoHkC~XWB25(pi??n?&nP^;L0O>ZrG)&y`@q_dLux z88S$xrXT5e^r^X&kN))O`#cd2e{PuY&t(6lR0Y<-?{9f2?|S2O*?ZRmNx)6f#!>ry z+FxdD*x=pa_*bj9lme+Yn}@7E?U1m!@qWssIY#t;Lzxnw$kLC5dlunq1uKugy0!Iv zgMTB%+fPM`hqe46M;S)z)yGWf!W--6Oer!H`r#mbnsiU!FlLtObvem<%d~ZA2NOZH zb6NN2rIXQR%+s#={4hD^7)05UeG#7EWj>;-k@7Acwh&Zm&j^`ylEPA>>W;jv zt=thUP*MOn!P)@{V;LZiLlZe z+sj?nd|6ZgK9qj`0ntJ)0y&Q*E7RW zO~dR|-}SiCY#qPq&YnNCFad3S$%jwR0GWAhv9sbu(2IUj8tlxwi20g``LOu<6s*}q z}NApW~0y&Tx8aU5+!%BEoBW!G?;QK*{QeZy<#|g|v zE-ihAcNY}jF9`W625Y6&9)?JTVShxzb8VfovdpWh#?np-RHNdBt_W^_+q?(rXp9s; zCg#fG_fjd2>Pw}+EZRr-I`cM(f3IX@ZTLeK$yj>Wf+_P&X<KLZ@CWf*3e$NJd{$1o-fwY zqXkopI4v9PsT^bi`H}H_BLp}lLsmO<@()ryP{#_*@=T@PT!Md8ZLQbYoA^{G3u2T zA-^BV`T0+~-^pl7lxsM=PjI+IV1hvD1E7w%vy;+~ zupQ8YZ>%le@KwK(SC^AqFFUIjPQFFHdw6^C3D&?i%}oEB@B|$-T4FC?tV!7!6PH=) z69aB-a72M?rYEe=+5kaG);n@3$ky#f>Nd^_w%^?AO}|Wm1(D$6p!?$lfmM>R@64AO z$gF*|$xG8%SY37zlRrn?{vXH|TSm63nuW7N8vLOqB_|3h??SJovMEDcF=}=70Zb$l zX89>@7s=MXchS~Nyl(dBb_QHHVH$NZ^4VCk0p~G`4u3U9tUh#CB(%I_uDW$#63)FY ze;*qE6*YQPDYPuGo(+^?;bReV$czMaHiRqbupaqGf$mK^JoXy|oNkNGGTk~v2+YvT zRf8(`&u+^xC02SC?GHJ=y)ZXbg*V7Oh}gAL!MLMEU)k1NT}B~qY&M)e;g$F}s6!fz zOkM@a!Q#=f$w-si%ie+=T#nOrf0_x9Z^`+g?45099nGp$s-wIL8|8s@DsH1gd8e84 z*Ch=i$*(Vb^5D`63Zd+$cLXR`$E<6KY(gy@g;$A0YOb4lh`?M-gT)1Ajgn4gZC{wU z*9C^dw1p;A*=B8r_^!#5#1L|V&+T_LMd-~NquU3%>qNzuQ7z9O`p0G?VJr56XC?lR zsqYS?`uqQ{G~c}?4I-nG5UwJMYqYpV(xtL4Dy}`Uxm+qu?qk_L7Hx;tgOyN& z;f2`AmzG|>%`+tuxfQ=q?CQ{eNW$vNQ1W7PJ655sQWKqRbxc&X zp5z?%`UxNyC4jmkPfUvPK3{5(FS@;dNh1J;c2wZL1W-6FO>c9hDSCjyrZ9RwMD)x& zA-h4+JO5(EQRpy90=UO?>wLF)3&sVrPA%UHX%hAX=2cJPuVg*S75Ly5>YVu9K#)$~n75n%CI8B=LBOGUaw6s!NWYHQ$ma#`_OBtjTePN*su>{MJBvv0WPGe5Q$y zLSD7oZupbYEyPLBLUdwyYqIf|znU0)K(jlXI`Ar8ue9|>1?4OL?+(XxJ>rSU;T$)+ z2V@V>SiG!|Qmk*L>4!h&Wbac{JaROYjPOle`FrBH&+Y2AL`c?r?lzm}NYggtvP$gL z6oy6>F6d{I6mwm}c#QnkuB~XSKM^rnE2f`7b;(qLkKZ^ez|B@-MRofcIA?NTRN!M0 znXW+mt4cuf;QNpYhi$}$zcw0JeBjwWG@RyiyeYfY4p#L|70()E*gdRBksO0sC#Wt> zRu!68y!`%D-SE)Ikz_N#yaRTNX@DGih^R40%YIpZdvoo<7V@@yNN2-nSDe%*(Vodl zwOrMF65=)tT>0dF9cG~U0M&t(@INf?U-I=`L-+(=Q>FF&mPC{BE%4I`rWCb%$?FkA z*U~P%#6w?yzQXgC6|Ls)tReEm4+crUaFzAlcnaawpuc2{|UXj<;bg&*=RL>RSGJj}j}axp?J? z*+atIF%g(|`rLoFdwM2@t5$`Q7%i#TLv;JsJDK?|Z7%sKXq&d=Vf2-_5tQ5BFb&;Q zC0Dx^VJeD4^ICB;kVEVRDoi|(GsybM8VWL|HoH{1TkFpZ4zapW00Y-N5K7lHLi`bF zT343d2IXe=^cInC683#pYWN!Iy~Nx0wcVF&uC@KN=*>VtfLU@?c+j?og7CJS+YPV9 z{4Gb^*-3Tr#a5DfVyc4`QdQm2F4Zs_fbCi%w3=s^$c9PxIqsmnkZ!{QRdPzh#~GO( ztkqWmlx}a4;-55<9p3E;swQV^;Z1dwa^w_a&wH6H1o+<8nw%anLQ`Ikt?z|YWJ$WC zUH}5E_{#or{KM3D+VuNB_p09wf@XLsaHTHCsyFik0%x|ewC-5{73zAYFGU3 zjW>x+{~-)a@E#ekDmU%rud1@rV)5tzb8HCJ%zqsE5!G?3xSy*`cp-;Ygo#e(e%r9Q zBSyq!aV_K9KM{i?RfRo?>JzWdXeo6o9ThCof`(*nK(LO~rbf$0$X+f<3W;*R?Qs7% z__;kW85bsD45{Zh+$S+aRE{_90sT>f|IU~_1YbXJok8cXDH2Wns(?QmOlm@Rli%G( z+|WS&kj?JQP&xqG*nt|!~@krEgL{w=MHC*6v_B5 zs*Zf&rm0-Utd9(+Le~x7Cz^Z}asvyO$ z4zP^t{3UrEZttX{)h{iLp;jfB*OXIr0tIhJ+bYdM*XmpN%XauI0}>GJ(-Q7v8Z!m$tDODxim5 zTX7Bc7i)_Ny}^v~IX*`d`7E|<&&oJ=;t#JhCa(gqg2VA- z=a1LNpynA6%8TsoAuab7zKhSMrH2@r8mk~^U$>DHe%U%rRNBJ0@}2sBW`wj75C-~& zI`pvpunr5By!f)PM~N7*94qR^@G02?A#zi(zj4i8?kAYyf_(vr$nX-lFF@HQ(;(4g z$L$Nzzxux9%0+S!e|h%07qS7sGZ~=INeN~Aak$?BFKmM|tbBi_u8MvJXweYvc**4e za5_gX`b4Jr(M@AVP4q56)NVEKP${>1N5!>k2!7>f&1O%I(_I0tn^IDfq_W?2L?t>U zEonf*(9=ZtWVcP<#1qBO)gbId$e-t;$R*rksnbG-`OPI?Yn2)EqW^Eil^vtc4t{v^ zQm8%a_H`=uQ%Gqu)7C4VaU*$Kpz= z#oJM@n_)@!eWH-MD(5@8E;S3JPByF!{slu8?Oo&Zn7uYyrAP2=5y%*oXBLjYHtN2|e7J#5|zJg2^w4pkL? zB>c?$ZwEK~bvU+F>sk9whScB{wZ>s7*OqAr=dT9z$;ydB8J;O&W=V_mr`e(l*M0t$ zbq`Kqc*J^!Kc5dHI%oS-H5Rn6lAc*lTd>EHitK$X;bAl{oerKptL+~$7Hn>}@UQ2y z<@~?04IYZnR z%9);I7KHBSWz`v=S5unzZ0P>obp!SAi$>_Y19UE#-k(TW&zcw2g>B zYBNn)L|U8gc;eqxPt8KCS1SA`bTspH(P_LrGDHMScXNB7`ER)uXA!O=JSrt%mzMlf zfa%J$z)VbYS7|R#v+@EBS6IJE4#L6xgWSmA*&jC|9-5jGHNhZzzXuPb!$QQUnwM&) zmCiJMFs4p#?A-$3UXCGMCI9f1C4QWLliL;qb z_Rx;Ogfyma?7yX9m+N)ALjrzk7Mm@;1TGOOL~t3t&>GCx2}~m$xXc=*6=MchbjHj> z6P0daj^bZNi9X{;Ha;j_(GqjtRke@D)NO{CRy;UZ{JFDs=hKCh4&W( ze}bm))kXIa^IVZ?>P+~gobwhbd~b-OtL2522r102V2(!cYxh7oO>BMpY!NftNlIkY zNg>0}`?+7%c6ZZ;mNF$wAlG$Ge5@^g@!kn+Cgl2LakQQJ-@s(_xa?_EMjLl)UPqby z3I0b~tQ7}ROx*Ik;=!VE_7MEinDn`*YbKxze^L+Bm=s@f<>VDC&fujv_UCeD!j5Xzs7w{$VO%X>1r42Tv=PsL<5lbY>&We!W0M%U-sBo`lR8)5!{Y76NFD&yM9 zm(@m}TL)|fo?A*WMYLiYFJQNpi0%bbcL__n#c;={)lKDOXv<0&Mr$q4mJqfF|4~%* z$))sjdhOE2zqtOpu_(y|I4dN2^?&K?EQa_p1_n|mv4*{1h5#DbQh~9(#nVAOh9=Yu zOEr?x)#;S%05AiTv?n^)%lj5qsGpevY7u*uRxRX$Xy~y zbp=hkj;3-Rg3a)l0;$A=dnoKemAQUvM(=)=o#AJy_MZc4-{b>MX7zTeI@;Z{CyYo6 zrH3xeWWQ8GS0Q!0wbYeI+Du3#A2j-hLQ_V1Kq-p!)M2qM9#(E+=du6xo{4+q9Pvr9 z?9#B&8Wkvf+KY&MPF&2IzTJ`l^jhMP3pJ{ zRhLoEi4<&5kCdI<+uF$~o9N8Yx=E=i?Rdn%4Nah>{92t0R5VJ<44(oSbn5dN(KM;B zWo4tujdWNH;H&-j!8i%6pI>C`E;LK{?bPB26ApbWz|JDmMO+N|R=yYy*>@(qL}a3H z_v8yZreri6O4IjDESh~rUx(qHYVATzYR9~oQ|qo7Qh=lU2Z#`f8im~QI`zD5p48#z z{x6qrG6H3#d>pD2*k*=mAuv@OC{jWPlkwyHgOfj^ZT6b0o|okKM2wz?OBe=y59NT+ zCE!bNf~{VTF|v?gnDwVL=C7YD)s11JUWFU!nKCZ$ISo);^^K(8#Vy(}&S!tXTN#m4 zczzIf1ByK_6liz&IW?}gx}SAoUbPpeRxAIYOYmERaS4)sGeo&ad{qwC74?lfk#9{y z7H2uwhd17Xb2_c+VtQ3)1dV#T3HP1hwe+!0^1z7Par|%!;_pCfd^f+LB`z1ecM$GL ze*#tg`_PfwVWC{BBAohY zP~KIyHlo)+6go$?N!Rkwm!;Q#QXwV%eXxOHWY3;aXO+fHI&wK(F!E^+p10)?B#{DZ zJBphB1E9(4wAhXxXT0&}eAd*sw^yqnb?i-xlUIFm6h&woyXi{@ri6iJ#oVg1g^V=+ zzPW;^fHGER3K7QP{)oJ`MRlbnhgUwLE8gNMy^UJ_QJZ5_AaP(x?W+lMV;*;#O)ccU zV%3=Ca>`OuoYIWj#XuYSgddzKLU_AXT!k>bJM&IN`mV?Q5+?GsDZXaO`vKXq-DYCW z>v@FKyYl)^$m`C|Jq_I!-^zSbBL07f>d%d{d@iRM3x)CKwnj z@il&N0V6Pw;KzsqV~EH-{aotQtVFR8_BjOC&d6C;RoJM?kD2xNT-TIDJ!O_?((kPu)m?86hUt2JWIY6Xa7r)~Mw*-n3Go`y z%hTyFs-ftVDrHe(8w;k>(VKO*sRi^BQsaKZb2q~a$A%!1jU_(oqVc!WD)nX;4O zrM(tI2knY@Aeb|psxS+h-Ct`dlnoYY5z2g=yUZ=s@m{{cXC5t8mmQz4c+b zGyR_9_PfvzW-mFf>}$h6-MmnFL$^ZU2HHdgsQ1wnb0T{7D5Mm&b{ZD88eFj-(n9fE z+eI6Qox8V!s|X36D+-Mf?(e8+eg<*GthZqG^YA8|>~e{Aw2K+~OPUBC0$6v>N{DJ+V@(iCW}jbAP}LL5ZV{z1ic_2SN}d0PA+}jDR51# znc`U#%2HN=KO*IiSSP%i-$(OoaTz*+sAs{@;5Xd|zL`9l+pE?FljUC}p0Yu0p{#QN zP?LcRSta{z89_BI)n^z4WfSZ8F@v9Sh?iJp%c1gKZffBi)l}4p#`q4rM4aGk^(8zNf(5+u*k#@AHBA#rS zOOHA|y-<~1+vC+xA-Hi4({Pb$;<+CJEy2QtVS1|D0uPWF*!5bW5F)Fm0t(oWp41wZ zq{(nfsPI1H_Nk{WJu)u-Gy<@}vN(L>j|h|YU2bFdqv<^B@>=cu~4%r)g`20hB z-6j7G+pB}eyaLqWa554hy<0M4!b;=dcZu=;HdG3?v9gz#9wVb0V?`F?J2B-J9oY0k zB|kxjq&upw>0L=imRVp>89M|I4aBq2S;Pr_5|5xTJ|HhG9M5mAE`~&FrH=|qQkTEc z7v|AYYDWv)T!UBHA)pJ-Pw*0WO8CnE`=W9rv846sq%yKP0MNb}P?kY{V$)!Jl(u)3 z)<}HtR_7122|i!-#svNmkQySZGDW<0@R}p+SoAi9Eomj6v-^bYRL@$ed)@5cWm2Nt z^5|u3X6ye>1fHA;ccAe0RHmEQm8yKG4vWqARO~Bw=n=`{+bd_Y7wn2UUH1y>Gj#gb zSPDk)7vbJy<9K$=6h^LvDv|ss@c1!PVRZh)^ zDBbET0SBAEUMVDx6aU$cuM*`9D~a>(mhOIylOAmco${%PJLn63pJZ~yzo(Wx0eXdK z-O&~uY|MXNE~7@#F11@;DaJ)0G{sWhD7hd1XhPcsaplL1hj4Z}BWJU??r@|elB|B5 z8M25k2NKxQ0|e`+n1x91iH)ibv7tD!{I~nnyz~k2_88Zx{f$GXNIPO%$>Rb+5b|l;KMnwOxEU zb*=x$?ukV}#jC+qg<;a+jTfDrQj$kB!$#NRCU79j^5zI{O(!Z_XN~e8Mn0g;!{CD&WmY$`w(jNV6=W)=Ef>Cpb_Dq`049pns zm#N}H3@axA&-&5wn-eKv1am$=`TnfX<1Wifu)$k5J!+~(y+I2B$%P%dYX}Pt()yh) zC;g`C_&O)A{90fZmWvfgS`-5}RoavX8=>R_U%&c6wH%n+`D<@?8>;|xIOVD@>q zqB|~zwqd(uLGvFO__{q5l~xU6bu5_vH~vyZlZB&KxGPA8ar4@wddB7L{)M9MF*M&T zCoWm@6k{oV$gnfeI5}|-tE{s_^z7Um%*Z}fS3u9JZ+z-3Hn2)Rr!`ey{v&n;(Dp3x zFz3_Tm9dB3Ds+iA{Z#+Ta{U3-WcAla?qd&_@Aj?MrfV}wo?N|Zo&=$XA9#fx`re_F z_qp>qw5RUe#tw-tqk|W+87WE8NvTZODmmb@@4_vQJBwCTT|pQF>%w6ExDu~3p3Hxx zu0hbD1AtNBZfKjI&8x!1uwX3|9f(11ULgvYu&}I-Jp{$$F!R;K&DvvOBx`wN$)KzT z7fJs+aQPKQd&0G&8E@Y1YsTfN> z9N#jSEmh$$>vw06r|heTvh*(cRNZ!&aA+ty>jx83+#{&(m*DzQRdAkRQ~G`=u?ev9 zLjXIAZ`p7_VEF8@CF6zB1B#B3=$r4YrikFAp;&8rj}XI&q#G(u?V*}`#9s7Wd`SXL z0RT3@*#|`1YIX2tq44A8D-+=0*n+VnNpzu4382woi!ys-W*CrIn?rcJarPYK8wQHi z`sjoh&$pJRd*UBo;QAgWF!E|($ChO(wN%0l?4)5}6yE%aUv;#GXrkz+`XNaCuvL&(ik)%9y`vXHm!+Ij)V- znmegiUt>FJQeRNS4M{nGKgS34xC(tET=RNms`wN47t$Mcuq&qy8z4J?ML~`j6%gb7 zZ^`>t=T&|z@-@DjmiU~O$qS?dYC6qBd(-&tID~}lReL%C=8lJeDNO@#Zlkx|jf}Sf zbBdw%BdTA2?6cewaGxjku86E(^38 z1is=B`?iI-zx4;9Tg|j6WN<2v=R00xLF9(OFKJ z{@YE(xjIai#LO@8z`}`>=|;MHE{1(4VjF771Eo5QYWz3BVj0dL531RgOEm**^sEi{8=UJKdkSsZ-U z8`~|WM5oKs)Ml9N>q^@Xi}GW?5|Qfamx0KiL2lBw;~yOGCxNhQy|g62QrSVM!WQoR z_u2ZqNo?AX;4dgrv9*z{H3gRdU~*Zg7#JOo!n=f;zk2mf+80y2+DmCWuxEYKw&hB8 z1F^y8tIzN9oc;40c_YQj^eJ~ORV=)l{J*Y{6MXD}2$8`bv_V`pe!JDKPi(q0WhAG> z^R9%a#_?_Rhe|NQduoe0eQmcGoYPV))QYnyY3_edfT$uLZ;x{{nWEJ*Z>U#HYvSB3 zZWZs{w&L)Q?f0#zjB!1ueKTk$vXMitPi$Dsu0nl^6^`M=Nw5z6ytEuJyTkL6TnncC zKeRIU{UAk)@@NP3XRIRtsFue-H?03&`MR2^ zAIeWt_kEm8ZAsVacg`cV@hlm!U5nn>;J2tYb=Uux@~GIg$8PeLp7s|382&)DI{Cl? zc#qtD`b`DXh7{|2mfBxs12|+CZ&7A2M zlYN!nV|OcAW(am~85b800?PTn_Wqpkd)|eIB{8!?Hc@uqKy{Onn&_hPmn2y6*n3BI zt|3BnP4ej0-Uo;4Rs-4DTjUnfQrSifS^sE)to+)mypKg( zK(LfR1Ii;Q`j_2&g=Fk1>Y`5CS|gBJ3hn^85#SbY=`rHS&t>uBRqj9B2R0pdLbhY= zO&q4!v**!n_x&pT^kb0a7+2SaGdo?)rzq<(YCk2S#=mDK8sg)30lCow>`5(}5y&co zQRY*lDtnYoCWSyh0O2GoyGdq`Udd>AOjAl&b|;oSU*iFZWj5-NG>9o6h&ZHfDl~pwV_&%h#<-W z^`a5pV@%CLTs9VS&hF;(7V&}3IBG@1sRnVj4y!xpqg_W2JHA`~xsT@v7_1ur+u!1) z^iCO%>QLS!$=D6`P6w;*VWlZ8a2C9J@Y+Ju?XUp5*lbkNe)e9VNL7a1^Dd*ha$kTu z>wH_^ z1$4fknY;s)iWm*2c1XX-3aW{3NgCh`r^$k6&ocYW z<7shhviR$CoQFXdrpM9XZ@<_%hK%8yR7gZn3#GsvJzF4n*`jBU_tfg}9HQ?t*1}I^ zfbC6HKRa;ju;P(`56$=&Nt)p&uh^nRK8#?v$O!V_`RUmo4`cv5A-~|8^k69XNC1hJiXd zV`r6;Hy1;~W5GD_w|fZiCb4p++R!zhujAUNDScDE#J>5|&Z=+FP6j=Na>cS$tZBXy zl`oDsVU!th;(rYuiE&m^!MNKRkKpwOCf1pe?GD9f$cfM9Y}-_C`{gX*0mFm*K272= z#N+E#V+-xzMLg8o=h1Qgr;+0w1{armyfHJk%*p9pnPI2=kK}Lk_V!%5=K8hsf!zrs_M9!$n^=${ zpiw7+=o?g4!tMP4T4V|sja1}X1?gFc&DTbJcJmQcmgBz)!5g`HBrIr(^PNwSmPIaE{7zpjmiJm2N!SnflL+K33kxE?b*5J7=6@9JV=aIdd^Y zT?zmK{*sL(rqKEXHXJJfe;J-OlZ+MA)(89)q|_Z9^p(zNBrd;ecBy6Sw{WlosV3Vo zU)(zG%Ge3-U3!H@_baK5%0Y}hseiY4e9Iq9585tlCq4CP=by{`Dk6`ox9OTv9YZB@ zGF6(#onU{>D-OcT=QvP<&nidQK9%%Ycqw7PR2uoVZq0inorE+@)gYP+F_9R4=<4y%CY5e}w znE=bJg{K22pVzXlx|^3`pe?d@b>%QMYun5>LI(rZ>H~b&17F^+DrO#aMq|^JZQFrL zX#yp|TukwWDqJg3$=`U=fF+LZeuwFiHPk!rpy0!&6`y-~o6ukNZ89o3@sYXPFLX9F zkH^%Q)!WYEP)TOKa`e$)!T3nmS1E?YBiv$kh^51ExuOo;JD}IqC}*SvNve5SpYpD{ z12HfeV*gLILO2WBW@mkU?Vy!;+mrcPEYbegRiS5C1W3Euikc#rt4cDlxGChkq9#Q| z1Qu%RSw6Tu6v6+IJRFiA^7}GrHDBQG!UOMO)nZRe;MH^#BJ^C+pIaq5m^^TbZ&hn$ zadC2T-!2pJm8_VFVTJ6(ZL>XS!i#iFX7(k+9rotM)<#s$scd1~cFnUZBL*s({O|vD zbbp8113RG$oJ2qoI=fiA`}V9tueGGw3?716pah6nQzYZTul-bFvcDZIZ>CW;FAK7d z0XgE27+UnhJFej`zW^@5)&Mi%N>|d9Bvy-zS{D`x>r1dyniTJv1B`~9o(>+@x_oT$8l z$tM17pjI+C2a(rdpw#zxb=>d2n)Y75qgx!lhbTMIrH*Yw-l`0%u#L3Tpt2BcC1q`? zk@^1#(fO5Cw{7>>hx9C;#{S&;RmYjz=*a95pC=7jx&rKtz5E*}F|){)`*LRmcS}}jmbTAE^ha3Ib-T|=|GPL554vk-N z-e5FcZnGcEpHQfvLoUKZ8a*#cnC)%T>^@|hB*1>2-gRKF?kEGqKLC1xcDoTqdYdNq z-M{mLda$h1U9t`v)O;VzLyR=1o;4oC8|vCA>&C#dKDS#e=r?+WI%&>-6n;;z82aA) zT(~I=Q1+X}u-Li7t$KhChJ9mld*`6o$zOgP2+43!nZcOkd-Y_az^KX)df4&Wxo)Rvk3~a zDlV7{?R7BbH48{F1F3foAvwxay{^$s-(^2|;3t`ZRUpci>@6B3G`>zSzNPG_g?rXA zJ$epyG#|>(iw`nUvg707iEyyxaPdo$9Ltq*Eld?Axu<@#nlVsD7>&l9n%8~^NwAo*9)dHe!l=Tci>8b=qW@E1%;uuzzEVDF)NV`rJyX5# zn$LAzeW2cJbuwJqbc;C5JC`@x zkN|#-77Ckbjgq_`YRyC~VJj}FfSq|1Bpj&vAw~xC>+j-~N%m=;3yg|4EpcJ&O1p!~`f}_)0K};b8k7?n%&n?ch19zsi5OaZ~>DEvqjlYn5)T z<`yS^Xi-#~uDEi&$W8v#+sz#p#E8OU$k5~;z-~FL;LnBPf7&5u+(^_b7kw-$O zOmOnW^qD`T!OexcG4d^QewHp9e6d+tn6#Zic~K1bOl{7jVjkaZ*LEf8fd*WrhD^wkR%iiEI&;R&5^=nELD8^8=O!T&Y#zaMoI2; zh%T|ukNy&QR>$Le6T0p=bj`r|-lAMXLR{dC#~m8G17mR(@=zQBvH1Em&PxMtEDx;7 zP!v8y%=2q(51#SVfAMp!-U;59!b*Sjeys53 zBrGI)gS=PfS0Dzodz{?3T;|K~f>_6bG#>pP*JiKU9IK}IkZM9mk4VTrLxYv9#t;~W z(#eJun?DO~1s#<{5Ogx8LcXW5)IRk&R^BczD$h~ci}=am0ydu?*)`M%FjTZH>t>2x zk$7sq_I9z(l_`G0@Z$d9x;MDsDc|t+-u=Vh&<(6bItd!3m9~Z-=Udj&E!l))8`L;@ zftD5rOwh{H*$d(xdS$7Vl)r(w)gZOSmOF1SmFYPvy3QSn6bcUl$ei#Kkd~{ZgKfEa z@8pL*S8du%t@}DnckZY3uRvf;r2rtqb;Zc^^i;EeUC6$&PlXxI+Dp}4oj=xD%qUfqpiXqV}r$%9@njiNB= zblr0j^lO$m@(1DE%f^NfCw43(7E!jmWHyg!;LJIcw9fE0H zGxNInW<1N!OlR^TvunjrnV{+q8j7gTNC(PK>dNGJ$FN=DQl&m#?_^Ojf5&MewBzZ} z7YqH`o}tCsZ{91dYLyM0p({xidc1<5Q!Hq_%a;`Q=ymlxhkGy~<+GweV?0>vANOwrlTcf6tS zmGhyqIBmVV`H!ABygxtdX>;tNE$7^PQ#i_h>d;lRMiRI5D6w^PswpexQ=z%HrD62# zMBJUpgt$W`tXaG|zmYUEex$BE4-{4Npj^Xru0dbqN_AM+p7}WW6{|}b0?g#+x@A+kcVj~yy=VCu zcu)tYWiO5N&mV@mxv~QUucXxt4V8}}wyPP`_*o;AbgN(WFszo zwIRc9ieDK8PZ6AT4ul3UjQ^RKi|`0T)0-!IkH@y((9nt}q>bfKj=IbMM0ojShA8u5 zbq8bU9@HuiC=10Tkqyy;_>Pfk1er4vviFoqHP%(i7^;ZzB&UxpY!agM{CS zO%`&88Nd!F{V`a+j6ig;RAEEyr^}T_Hk|MgWeU(Lykq2j1B7sK>TyD3 zP3p2-a=(31s_4X8oKWs7$gnqVegme}EyLdD!zH53wVpVbX>8G=rlrV6{d4m1Kv>WM z+%_I1mNMC=6G~2Y;P*b3=fte zp6Y%uEcoEYi_7(5B=@9+td>LXJk-8^&yZU?uXxIN$FX~%IV?#T2r{Atd)nJihw$t6 zRg3o{O{^qm+c|+ZN}T*odi0AYxahCr*?bHneQ>`ehG+7-i$60`>>k6Pymxll}J0!+fl2)My@riq$U!l4*9AvtEQ60>~wQ{P0XNy41^X1)ncNB z*GF%KzV2eNw|{(3#mv~cl z=Yjyo4uDcwcHFqN7Nfx@LG1#_Gx5y`W`MnA_I8c=YvVa9rVcQ>6}71_Z}#~`jIYfx z7eB$IeZ~KdO!;IsFaj}-tGJbpcf*U)5Gp#pn`eP4O9eaWkvvY#V*+Pi+XJmB9cp$L zvWChd>qUiR))|SQ4g+k6E0c$?v{8M#Ws7;+eeR?x5Bs=myqnpKzmzzsjHMp4dEc!)fI^&FEJxY5r zEA@AQ73#YX2pzOE;tn<4@xjj3_lCD+etae$Ub&*CR z;Xbj{BONaY_(Ic#pzbkN7SR%%9L?E3fjKK>@*!HLKgD!kl(4sHqnDW(NG0hnZ@PGs z>i>~bSVylT8PD2mO8CaQ(OF|$-+W%QyFv2Ol{fbXy5y26tdq<81`N9@U{rI%@`Cco z^HVL-MJ)?x)hqr0_n=rKV1uS(lt?%EBe0&A5*ZWTvu zbDP(6#<9u|$jlJ;!5RxyfcWheJaA`=4Ri*he0{K5((4-{DmTjfLq~cXvct4i4lWde z2%^etE=A(*g$^ZP&YG zhtz~3;EV@KsBqm;5DP;iq~ZHOFOrjQPGKEu>nn3~r6aZa8$chtwPz1XkJ9aKy4Sc! zkZ2OL>#^b`Aq%!FNC^KLWkg2CocSG>>$lKQn71$McY%Lg&qrYKp>`!FLqj`NdWmh|eU91z zDMx!#OHVT7dbr$%7DJeaMp$jb*7xUys$~%Aw*oLB39lo~@AVO5Q93rW;-L$HnNS=q zC*c3edQvA{+txGElC=ia7w8uuzSW_Tq!(HdT@Y<~ZSw5hF8uLcarI4?k^U%2nNu9W z2%qLzwVu@cl5nDr-QzikPw$C^?3dc}R}hPOU#H=6w;g171Y zxw6Ltz_bk>Kmf0szIPc(Fs`3|Q!3w+=u)*k^emeq$A0y@1&zz0jl&#dJpcRxe1HI$ z@hAq!(Au#43r5rJZFx(EfzwoKE}psPt|WqevLNd}a& zIZBES3Z3Dg&ew+(m3X>t@*=UbI%E@4~1UZLRS07B9LyKZf)# zU-Wl%Eb+ai>4I{xT=D_f-}Xc|2W|#1jT;KnQE8p zP4FUU?f`QeH?YGR>#Q}?ZzMlV8e8lr)s1wnwmP=`o=_${d*bl@z6PVl3Th7D`Us^W zjGI|GHA=NCodYCa?Kd4OWV-jw>N986Ra#gHhk*NKz{yqqbnDZ^^rbvGbh3%bLqJv4 zL*mlB+SI;~r@Six)eUUn8RtrNMBVsRZyGSUD+0JhJD&Hqd*KZ~6${L}FH{U6`o^Cf zfJ`)*!7*#Nl?u%-afue!#|2*RZ*Y(Vc%`^}9lw74c12HN<{opPGA6Il~KC;+p z2G?+qU5(a}$>r3M8=ZeY>E=-Ux|aO-cLCDIbYNnnWwY{l36Qd%5@5M8e2yKdG!o5z zk=5m{scD{CI&mb8cXBuACVc8;ex>s`4Gnu&o-z}HkKvSuccod8XXK;Ub}>12fLN?Q z63>_e9v#I!9jy5ea>2yVjMxgy%lK`|GYsm*WVLuR9qaQzm4;}*@4<}bC6g$Gky`w} zccUk~PZO0^r2VW4T_cSwQg$!>QEPbLWX_sAaN;iVWi}@SwHKlrzA?Q1@3x3m82jM5 zA`{nV#`BtVya9y$e8+iANI$ZY4$@MV9=UA0Sdq{^YzYNGg6lP|ElZC*xDj2C!S#j~ zH^${t7ok~wXIAOnT2c{RHNLC@9ZC5{ZCLXL^KS7GjA!eDa*3OHvrctWjv5OnTdBU zRf;V5TgXvc5%c6tGVrRI`lx#UpN?Jwjoa8ga+pkUpL9++A zyu`|oqXCT3y(uYCbwE>^I z)du+&J#LB(JyRl6@2x`5?FdL3{&b+#Yx4{x5O+t%)}4#@r1z_x+kYe=Jj)1qmn=2& z+N*i9ag>C*QaSe4#;Jq}EC3LT%P!E!cQh005^MLyRqSZ_;3o8NFmo(!J!XlYMV`WboABLMWPNwnDCgFFizOtz8GK9#Xq z zqoYJtF&|eO>twJdJ8&%u@7iQdjd^_VUO_`Ofw(3THT4wY^i+Q?`h}#Q1}k<-Nvbg& zjdz+STsf{_3g_y-u9?&7%ActJ0yM^3*Cjcu3Jk_ID_!;Wquc$E?%#*0Ta(aPLvG=j z=~j5BB=O zo7^?UeOb9pwCnXgijx;D8;-_q8l+0v1X;FYl~cDc9W(-#OB@y$s?GU4T8=syBBqn{m-l%jglNk>wN z!B0fk6Leyrkz~hR;{fZ4A?Ah67=BN1x2a&PPR*n<>lQRnaQ+*szAWb`Z=`fS#y+4W z&Y}2bVz?Ta8Jfg7%_+3S<;wopGx^cqCeb9>thb>_k}&ZK%GD}P<#rKUxRtT0D}Qu2 zBX6xvt1!eZep7nxe_MUF-NNs+TMF%3>G?Y+OShmQGmv%^v8bu^J>@e$#+f696~&{; zvj7C?Lb_?Q4pp7r;9LZ48EEi8`?JJVDp(vGz{}fl&_3B%z}|<|;dS_06^j2J;{UoJ z`l?C=>Onx>i&synw?gb-TSYBbvhpUf?Ynf4@+j!GK@WllN$-b#o{=}9f0lN&Ynuny z59?N*_!c)dZh5&Rr8^4`?X-?ja5ca@1WkO*bFjz*nTw~V3UVq}w{JxO>2sxPE;F;d)sx$7u4`<#-I5i>S5#7r)NkNOFeUO=9j{d|Ntp;_0ibBR5zRiI8N z$y^y`ymF8gCSK7H@`gV~tXSPbpj`5%Zq4B8Zm6+HJm926q;srx(|x~p8FxNaY4oNJ z_l*|&op}nD#{o#z-%&^76-tT=@=G$z7TKVm0S(^9&GsBCJK?cbEME5eMb>Ci?OP`w z)Pw${B6!1}{LfX0L$B+5WPIfnmI`OO?IcfN zlsH{DlET`)Pw3w6;HPD}!oaKKcj1enOT>|5k0mzn*(r6X*srb^1I%>`V9XuD+8GKNd7>``!9F zxZnJeFmcPH?gaDce(fN6-VkSraEX+(Xh}1s02u2v0&uI1v-PJs;9uDycYlmM8bx6C zlEhh~%7WFGSwgO|xyK=5e0OqG&I7PteZT-1Vd5A$pjqDauklOy@qf4Sm%(j7=1%Q) z9E;|PJ>>!ue==PazjS*_#x{Hw&o~a{b@_obT9t=iz&)zxj5S%E-hsfpI(iG>?UK~o z(~p_Y#=eP!num>lP-k4g1(1^RElJIXIR`RrEZRFHMjY;@MI&+>As5P1F#Q&9;Ec*_ z;B4ZqzX-)T#<}u^O1Hsf0xZ4{Ts=1QO+tI|4^lFrc$LTq5X}-3?jglRv%$QDd( z_-O@#*5R05{YhG6nf6ZqqF%PgL41cB&2|7r_0>AA;+X5i><#az$#?#^WOE^4LxGHj zvYY&L*>jREI`^{%eq^yS(GCRVIhd`3kX6B}GJ@oH*_M$cmwzK5`UIRwa&>zMJIZwG4{H23Q>D-ExDW9pU zmo~Q4M4I|)3Eu@r0pQWY*J*gG^307j3NsD=wcFuEk@z3V5SI`n!wd>6ESG zD~sS(FF+F8?O>GZ$KrTol89!iDr`e8qJT`5f*HX;O~}L)vQTSxaTm|ACT$A}_Mv&s zhAURNM>2rzED&h{$>OB#NF7_;E!1=V5^K|r6Hz7j^lMhMW>vb{t!9+r{ zsYSbIzvS>6^U`+CwM{Z&2* z9~?u)%v(i#*!+uRQ_y<8v3T5m*oAZQn&87I1wU{!Wl!XtmGbn6AdkRr%8Fn z2>|rFAV8~VrT$`3hDGQ_dMd4^W!tg?yP-gk^TI${al%MlviQt_*EYRZ%;(DB842*o z;W*bCe_Z1B_8%U)oiCAOH1}W^R6JhKD$iRvV_b+q@j5Gt7E~%%)ohJ*k zZJ;V@4@H^Beg407Cx7cu7mce#yQ^z?EMYi-= z3y<_{j99@?Fd>v5*?-yfqNADjaHO^9R`g#2xzcS>jrJv2Yq!(P1Glk>GEB*_=#3_k zeOWa{&3!})17nMzq3FRqoaO9&&kdC-%d#zrqVYs;{(*RWJJtNjYiv5g%KU; zbO&Xc{&`Y~oj+7SpMeX3{bL2r?}&?I{nChw9)cj=0j}m$h3U+Cjm$rBoucIcD3C?l zEeCGa8w+ann#IMfmN^<{{)a$S+;B+n*Kxyr+x#TzxaXPztL29VX#YfrFMf*AvRROu z?5KyD7N@ado>G%xQeW!#*+)osS1D0-{ma6C;K1{Zqy`CI5{c1xKYu%Cuh3DE)3M4A z<M4Ic4`c$`>JgCkiDgfZ^wdIZ%Lx+40 z%xcl%fx$I2230r(LFN*Vn$|pmT8n@$&?)s^B_F5~1PP;jQ!GCNc=%(lIU3nGY@Nk?_)a5gqkpHiu(d z0?;_P07|CVtwqESoWxD7j0_AvUfLq#&4wTh%I>#6vLj^)HS=@AhghUwfAITkNL8o% zi2_A@_%nZ#f1|&ZNPDm^P4#X~R+*H*)kCI4)sT71`b?482M|gK2CK~=7xPEOKl3Ej ztK~SjS&>e!ond7GgTN(Y+{#}giw&1V{u$`oXca-?2UmRBF#1_FR0;PDuzyYIVH*{( z{%rk-dPJ%$!O_<21=F&(;}o?4J{l@^RrQ?^i3o4QtGUfs(Sv>e+uXkv)zhw@jT=}Y zFiK8WI6StFuDg4Ba{?Hk5hHNA`DfY~gE?k-XUo^HZP(&*#zPO}a_ezoD(cTtZXY{t zPFxptlnEJ&Lxwkld#V;MGc0p4f-^6Ix|s=GA*Q8v)s9=6Jh6Upxp!WZl)9EP7{g4e zGAvH*RxbsNpH1p1!9cC&JgvTw>_^ellw^pJbT13vfl9eHN3-v~4gq1)2fO3vl66J& zF_}~ImvUW~K0y%`v#`Zhl5-(z=p^IoFHG;zHQ#^ET?0%t&=P`b50hWrR#w#>*&J#| zJ?#aX5rKNIq^=$#%e6A!Q$quzV?a)9sH;~Z{3teFL2App-);#2>sOLe`H?z>~|T_A|yoaq?5GkwxBI$xC!IfrFUnw1M0V6A~{MFg_?mK&9(AclDYM`GhC z(oU^5Q>e>-u5Z5s^1>Wj2GJHZWj5L4Y8Z+i)ZLH2GN%2Y1WjElL>w6WdoI`FkU@>9 za{CepC;&I6hG}<9OOk-v&0P%x$Dp|(h>=-P3!w*=g;e$C{eDeooY6X$)sk8ZBvZd6 z|Bid9H~75z=G7BOOj<0pm(`0@+FC72`dzKz_NRMpgwf1a#@VXk;V z{K2KC2cQf$=!sPY7iLu<-p<#1?wUUrnG`U*hdQ=k_@70Ku^k9D7S=>A@d%I3{H)f2 z(!F5{e>$28L`8|FrxwF2?rU zL6ooX@W_AtCVmH>#`?m30;ZrXA3Od0_Jn!?l(z(9eNWiTUOsg>ws1$}SiPzCtnlF& z1krEnU{P~>9#rWf93G*_OV?1ZJcm)_@7UAgU|ew|3*J=E6}RG-4#6M@d^Dv zO@1#-BER_5a%SVT+zLPGQuH6NeIlq$oOh28T(%ncy<$?xe@T88a(Ze5k&mNUiDtAf z3)pHVS#Uyk1v0V#Ee#0P6i$~}N6Qt7LObgol49@N^Z9*AzJ+>9VYU4@>x-Fcjy0UF zg^p;V2kqmd{i+eGib)-|H{9$Xghu`hXBdlX@w-Gmm8+(bH+i8;Po{5JNsN_W!C5FX z!~LOP9B3S9>DkHWsyFa-<^6&`yk{ZvPs?B8%%>5i5&gR7H|rjd^3ao|AY-}kKAMAK zVS3j~qZj0u8zCp>y5?TV*Eaq-1W{qyAotW}Z%5)|??hDi z_xK*|tj*HyiVS7DwT61Hc1BP?0H_O!AQA*LArt@!D$81kQ_gV=RGDB5=4A4>n8Hpn zY(N4SFac+#ki?Gbr@Crmah$tNqfBkcha6f)J=N&&J8vj{K@XGnf3iIkrYjB?ci=5S zeoUEhNAKk!M$<|wc`ErjY-#~ILFvJ`*7^};8I^-%$-Yz}X>R+=DXDPsKJc>z`nTPx z(Kd7&Bz=vb_JfiJ=EE@CGkjX#-)|l*^~OFEe|q(8dyZi4lfQLBpIvh33@@el^8qmcscW*(2d2 zk0#+G08nZhRbD$F;v0f5R$R0n2xgS`;>Q+*X9eNv1U#8_%lj`1B*lk#+q2%a!^QjZ#`rV4Us?>!t`{ImBT;q--FB&bd-VO zguQgUFe%9!Z2+%0w(MQyV6(Bye94#!M^vaW;39v678@G$6&FAr=@8mHrryFl!y*XX zL)TTTE@@cJGTv<#cLqF+fNrBdO1QVkN&^lWyy|~*2sHqxyXNY zQ$yi_ehc!rv1Lp6Lt5PZc1O+arMZ!39dyl7ZP4jhn0gDBEv*6F*flNk0BUk+ed*P7 zZUxK<1zpO#%Swc0#7HL&Wi3mtjqS7ac_Sp@-QQ)mVc!`J+~mIJN`@t!)2Uo(?O26( zF*ojKOIU?EPtCPnjyC(cH2*=|uMKE4Gfb(aQO;@)s%~}R7F$9c6}Uz7uxF5W|S%_i5CJaMWLW@Jt1PE?m&8aY?dp$o}CxX-O? zRim-m4h#{o6f^WpNj1t#4@Refx>CY+AWn)R+aAhR3n&fgJ6Wgs6iy8mCE$~qb(gQ& zO#~%IBYJ;S_{OQjyFfDXuxscqdLFx(!(!LG_yv(jl zPCsgw$ZS%`@|gA;X&$|t8VZWTot0{ldiC;gc>BP-hUYgs88^Ic36PZ9%fIwi0G_VU8d;XFh50HuU+;XBdk=sw@~D2GYr~*(nXU3UW_`^P{h!NgJKuq5dX2a# zX`8Gv&cpti^D*;Mf4(FEBIDe_;W+)A3mmzj7rGRXa5!{H+NP!#?prR5#I-*7)$(vS zSH?`^0EBaZNCN}ISd7Hv*c?MJxgu7`8@J*TW%c_>!c!1aaN!ienV{jud(V+~%?xuo z>Y9VIT@iq+*A7}IH#wqg5xZSI!EbctV5{0uq~#Q2bA&i9gO%_Z4Y`$IqfxL&dGvYG z29*v#6K6b1qC2zbmpIAG5rMc^T%Y{+vK&x&hyi6*M0oxQ=F^5QQ`u}}U4aR&^dRYr zp%T>0^JbMR3h@Y|h*wzS1Wx~&LDhJ6I~%@3;MrBqb*t1ziZyj|6;|Ba2}(1>{785Z zagtE?F~XtT_yiv_t{{OP#OXiaJX!)^5*R3DU-DJmKY7GY{cG6%zu>X!oZ1oF1Q!zN z3-(Wuh%kOlrXA|MA*c$1K$5G*J|XV#f=>i|O=<$Iah-DEbZM(kc1BZR`)X9W(Mpf- ztAZ!_se2(8T20(Bg@E0?zN;2SfoZp4W1#zBcfXM=NjO)RnsMMlw8+@{l5^#_TAy>7 z|ZCd{zaH z$zb4eiqP+f;MCK7&epx9?*1h%a<%tTH+LLjz)1tE6czvG?y4r`pCkRL9GZQZsAIzO zlsITY3uOa|MaHklREP^BHCJO)?h@(bS@2}Ew@xG9m3tnhg*mRd>2(9I(r`s9+k_rC zVOPRJ;s&_=x&Kv+#M>C_q0Kv9Ee?Mf4JBhh)L0%62JI# z{^|Ub*~`Gf|H{0~6RjLi4H>(;z9Mqa-75#?F=&*np=81XVQi(~BdIz=A=8b4mmx^1 zKayRTLUNX45$?CdtI0Zm*hYSI4uNVPmZTI&w+tp&W-du@m|1lJ4dG20HRS8MiG<9M zxDgx5A9XP>dj|S8IWy5HAq}f^k5-jQQaNqq^6kGM5+#(&B3eV9erjjc z{#w03<${j*Eh+h*{&(JtLGrt} zb++p-}|1z!O>8 zb=X+6V`KCay>YW5osoctINa1$Ytu;GaosN1Qc}5DIm1kH(6T?O;g?9zn9r8Q=R_ZW zhzW%r^speme4%Bn8(~*o(Wuow1N15zztOu|outxM1dhPLJwc8j*xH|q|9kNEgx!Oz z-#z75A<9_P!GNw_y2a6|my zp8cfDv*xm!x(Bj@5^32Tj+1w7!H%EP<@Xws@Uk&rxq9r(HTY|=4CYJ%{W7RWnJ&wy_p-MSf?^&L}+TNClntEkEFkl3O@nbHhA$1 z-*d8p&?)o`1!G6grC4oP$pMctS2$VeX20f()N8(!bXV^wV<(=q+(%G=b;c2lX3xS@ zBog82IA0=`vpOn^+Q1_xK7$d`=yz=RcMiLN*S;Xls=J~ouSpbf(x-j|stv#yhd$6h zWwpFBG?BAp5x(4G8w%hb7lb^jDpyz`Ni!#aI(@^k^N;`d3=JTkkVlNCJAHyM@jCw> z=0x5ReZZ4cKSC=HGsEp#u>rgy+w6mj&!>Ap1~N2G4^tYPsu{j*>m~NZqps@vIK0vz ziE(gY8UK6f@zsg6aVx}fq%n+Cku1T)hBsjS`jXm?ThIq|_pofvoA}N0UM}6V%4xpE zsA);v@#vUE_)Ylt4V-J#`jt%=KKhZy{ug3b;w$2g-PBuQ^9F?+?0?$is7TF8 zX!n7hhiiGxx>U;e#qq@J;js*PTcm_dbA(SAgvNqCe&muZl`ngHq6E|D=5mZ4o^!qs zNL_Z!T{7*K1sxGKDU>W_p&&x^D)6v#Y1ZIIu1aA)bPa+sYcH5p_dotYzFmcHG{Tf; zEkFb8-B9f%@;v~%>_~FEklE_ta2?dNq5qHpx2f^Kv!vYyS7VM#$5x8Q9f8JvR8TxJ z!>GCILkx^FEdW=qv7|YB03!RT1JKX4Mb*=D266u8!QaPZw}DtJZ|inFFROO9iH;$p zTK&4gx+Bjl8s5}i;1bQA=Nf+bc?dg~wEb2uOy_eml$su*WpJ)geu>!K68(`0po7s9 z`Lclcc&u_7049+yWCzN_OSH=CLPQ}}&LdFiVegzJbpGBlD#4KMB=o6?)||;?l4E`i z+_zOAIYU@8XhQqE%kAu1*f~aHYZs$NBNGvb*|RNmqD^qB0n|uJ|EovZRa%D`E*Zc^ zOBQwB-r@=;-=>eytmLox#bXStoLMm*Z7t%$S{wiULg7mG?(8@5I7#vYrmz3o4gaX*5#g5w3vitXTx{q-NiZFQ%9Yf}Sev*&-C#{R*3M?D{iWzB zv*MA~<*BX;^{P-!$@QW6>n!uG%`nQw?l-tvtn6m5fSoNO=_ZiPWd+=>R~c9{+zD(Z zr+0ns9UsLSDx8+FV(Zzs3V%GMtefheVBPMH{tjDCh1_h?%1stqLSl=4t&}D=*Q08B zwEu(`4^-2d#vCd2&@^5dg?}d-NdM+>frtJVfVh6oO{OPk#zndCa_+33Bl~J(DR%pT zixD~(Kyf3Ig2tad$E=v1%@d{Bb3~2Hr<*$eK!dE5%?h5qZ#gCCRa1ckqp%@g3W=?l z@2JjH*n`Jywy9u(uqyNI)aqW`|I||7HriA2h<1`j;kXQ)xs}aoa{LKU*s3M-##!A> zXwAP=JY~}V{6PARmIcz1P&Z-Mux_@1|r_I-vHWcqBAv+}f z1Jt%DR~#5_!spgC6=eChbAt_l)k>6U_nuggzO~jf#{T^;izvpUu*E>H)*}Z{{+ift zaYmtIq{ddLFX4ci9GIMt_46*-3TG-77nhAGW>8=Yb|^4oyl=I;BK9Qme)s4zx8j*M zy2^o~1nK^c2x~O(OX=Ni#LREd3F)maMvSXZL0OVegotcDUr`8J>Zgx%y z_EeJ*x@yp+9_7w}iS-Ga#$SXWUH^-sghPhdsYBZ61ecchfX*9TztlcF299;44PToR zobC!Zep6mw`c%wr)XYhq&C--LiOJ)j( z?pXe{9iXvw<1urzU)>er4c=bo)So8iTnG`{s7(SjIO;prIj^`~FdhqSbJ|_ZkjV%~ zm@e@0#5sjK1J1*KICwOSe%6#e-yP75i%la^PY>=Rr|yQ%7if7i11B-pyL_w@jMe1@ z6N&(?#p(sCu~IwVUD5tv;A+kAkGTg;iankXg1#>&zs+y~_{99#dBR*}@Ek_!y-Hz7 znv97M#8=n>U=wo<#UJ|?6-DmJ4W~yXZCmuo3vI~N`)`7mXozJeTa9)zN1T3&e;SS7 zq^J$7_-b%GDsn@57y%O)%Zz}}k}xQ7l5eRyK=MdGIoLD{_q~4VN;`+_Z#{DtG|wBO z%jD(WJy#8$Ri_Fj3cvnUrVCCJP3VLmwLesf%Dk<j<1>vHt*9~9{h`H;LEMVG= zrk!Ncj<`8Wb&izDRn6&_I>~Ktc<7VQEf+It*N2Lyi>x%vN%pv&<50uN2hI?2@RlC> z(>E^A4DqYh>z03l24^oQ&PQJ~zA>sUPnOWKTT@Q@a{TcBwg$bCz&{=PmKI%YyjUJj zt)Ik|hWy0*RUIs~`2^Zb*g%y=H;-X!XrFYYJ!fpcHF!~Ex?{7hq*)i_WhsQ9Oz-su zEU|27B8OQyp%(uETU?>CgAMZO@y(N+uePQA3rfy>=MPqtKo8lzWzXh)BYxtm?z^Dk z&;TyB4W2bBTA36)Ugiyh>l9#O$bN2l&R;@N^JyY!vO|i1BBs@)ew>KwgQ3Lhp$K); zfJV191-gWt&}KA>T4?xk#6Y`%%k`eQXU6^~N2J5+3!z?a(hnhH7I0?NS1PxYR@7id zja|!f-zz_A+=jXxi+gC7+pfv;EJl^qKG0BwxQ)XCU}YKmB;8zjP}hfu_~~%t zC|mPno0}d2n_NvbrNS(-ykwPnSP8S^mwHCJna%PBcdt=2cc;?97G_qreYSD!qG`HMo-dP#QG#~A7qFs`oK#^CNZr`e|G%n>iTF1aL+~ps z3A)g-kYE4km(*&;Y#26-T+*y)+MVQCVIr z1lr}&O^*Jvz4LaKh#6OIC%<0E#il4LkFB|WTO+#KkSAN1+`~e&{c&Wl9r9|LRAV8tI-zsu#oi2cFimW>-nuvy1{hz> zsi^El-7w9}*7^C5Nwn2YV~cUm2LIk_K>J(Ye%|?mr1~p{v7<%8$4DwGI=$i)R6TMc zf#yRe2uWC5_2;VvxZ@6BlM3YK1lxD@vAampLKo{E?I@eJFtDcWwZVVY(%5M)wo}Z`JbKV12608k z+pEh!4b0H(wd#NY+mcv)YB}o^*Cc^1j1}ST#a^^dfM-O&9>Kqvf5H8a@X@6yj$q-K zP;F5k*ak4J3yf;?$Y)DuL$r;_^4eSzg9lbp=PObH7@7~^=bza^9BfF5BL3`HttJZZ zz9StpT96vV5+pX@=O)s7GS9}34P`1t-PTO{KfR6b?$gVWcR^Bgw!6idS;B3ql;fMOtUUfqZd`ju9AZ2TGe*R@PL8SgJg8 z_u{$u*0QWIOb}02VyG?U$mw^#jhD#xzc8Z+C?}=TxzqoHawH{>S|#ATemirea7b-2 zxA9)v;+KGQsj`oJ-`rr}TvHSkr0CPZn%V29QJlW*$S!eaUhjX6qe4~XPi4AttXh`_ zN?Lv%6}_7EchDKt_?P6Nd|ANlLG_y~Pd_Hfw|K%-co3-(!7+M9zBKj4&qi~cP<5~? z6q65OCwoCwU%+AcTXysNZ|YrDW)-K;QaY!~Ey5uJoE6lgmieP1MZfXy;Jl1i_(FZ6 zSH5bk83&bv;UL0e@p-(DD-}7hcZs`NT!6&4j{c**bIA`1_!)Rf4(X5h@%u0R@w(W0 z>NQ)OrD@L~4e!@Q+9+Wg-h03ndm)UvN4FiB@Thm%^aDJq{*6_7- z-Uq+>Qyr7rY$$giPUL4`%2MKhWc28EOT{7bSB?jK<~cQJMuJUaIe-|?xGY1{zfRT- zwr0KP2D0XI;2R@ac;fx%$@Fein^GxR>F*#hRm(`AD-zOi^L=Rfy6A8s_uoGt7DGNX znR99*e~wUK`rnoTG7w5-`_+tRev^mUWC%8F*c%&xazN zS%8(scQ->LdGG>g0yB?3-ZQ0kcXaaI&RY|cn@}xW0ixL~fo&3mU|)$div@pJZeX>H zjgkCXRh7z53@lDihtdk$f;5f$)hea1Q8RwNhCXGB@HiewFS*PghS5)Q$Qvka;meg! z*OyDJjacK%7Wo4+T9b3BR=vN+z!SJ+KzCh#f3sx2&1jHjQ1{vagGdK=Q}~<&WY>09 zR{o(uY*D&EMR6WiaQPhTzZo1G<;b za*`(!r$g{_JxEh}kFf#IUWj)BroJ^mRzE!GqGHuf(+IK1s2i=qXu|>HlHgrQKwwW7 zk?S?@*Iw7x?5hh*jOy(fXX*jb9voc)?3etky4>@|RE7B*CaOv;y3x16!Sh2K!?b#5~FUWo$pn7-P8ptV8W92mLq@O9SamL+i)V zb`yj0_Ad&Ve(y#%lpnwkCm4ZMI96FwX3r+VBx5@XdfhLfGWFjjc?pifjp~sz8!bHx zQmFrMGPttD4js>gjXJLumC*x3k*AOfGrq3EA1KH-nzRlG%LjvINCxu#o|a#-RiO46 zWw+W!<*k$fyr}*nszW|H*t)aEg_eN`y|}iTwmIfh)3|c5CtwMN zT6tB7doe;Z=XWI+q18%K39v0HIJieCCJ$C+giZ?GE|66iahH$o#gwr&?>^~9KBNGj z`jMWMCx+wpU*w01Wjn?WRcS#z5_~{Ao|v(7v;S7I!VWQ|Z)p>_f5;5n2nvpxV+0$N z7bbTJIUQjO~T`5@R%7G z-i*rcl-E!`-tU&JpSz-b7&^$Qz&3vk*yb;%9;?O$Ij{!ha7VqS;q>1Z z9|=JGARoKw*xw%B;N*{lOFpZElGPuyD2_q(>wlKsTOdj!PHOfom5LBHi$2u!j%c4E z`T3}B#x-(~$AlEO+EjKaxWjO3qO8{UcR$HR!lSBiu1oan;-Kj!mQ9|$KHgejz&-rz z6Z=4rsRK1-QT$N3?kB(l%<@0Rs&fRz5lY+xuX1C)!bIxm;kEhbZy8dH)v7OxTf@5>g4CWWy!0h_MI1v z+FxwspMYTt-PM$Gt|(=_^WqypmsMKkboiJc-RFnhu}x}^MVKV1I3yHl^EHw@TJE%- zW392N^(vz`=Q#KKW+gW%donXMi23@u3szma4Uh~7+>nUxCzwrczKLQdFz2(6j(UhN zDx$Wsu|0x-15K${H`PsjC5T7WG6IHMK>}WKcu&d7;$*B<$vZl!C-_MBQZ=cdW!KSQ^JoGHKClyiPs+J@P+Vg^lgmlkWgUvb5n(i`2Q zATZJPT&mC82GtiQj#^nAw5eL)QgDe=0zq})sZizL7^oC-0k$%y>xYX4RKWVv4l6WcPsJ3(AomnWD0{dQElPIiyx0U zoT-gXjPZ~W{onxPGW)C*$L=vX28`DZ>!Zwfm`@4B?s*ANC2j|X*w!Oc3ACjyP3eE9 zRu{tx$F3DDXuy>q;4?ekBc+DC3}rvW)yv91Rg6R4n;6FXC|F5hz>>ij>ja1p^Vp;A z(Be&uFsVz@iYgR3I?weAwlR z4W_>mwo@+N6Dcx`8V;|4#%NZ+$`I9HRqxvTK)a(dvs$%a=|0S<2Nhm9bDrCpn{pjO0@P}t(i@94Zj5Z;8A&{JVdJT zLbg%PER{9dX67qnxH3EdHYmOyfIAABwMy}_vF^UAu0<#8SW^AaAQ>!%M;tKdEo==8 zPh;Fr*J3AL!CA^Bb!>Gs9+fg`I!=+n#|wvM$aq%z9Zn-qTf(@Z)i^7&UT?rSeml}O z&BGd(%M5uoNc1Fboo#G-W<7n_k{+ehp=Q1kHKf3t11;#62-_wt%w)o#ohuDF`-t1O zg03blxDcnkxQ814BMA0@#3^&N?JrbPjK3T0GY1Sx2ur0rtiaEr>+FuU?Vtu=ZR*jS z{XnKr4&*oF8eRS8-hhzaB z2+c2-Oh%Z>A1MYu>df{)ifbU~!;i-47f5raA1+)Y+UWuE_3625k?PgA@Cp?|&<&Tl zx9ac34pL~dn&&i14b9p^var0?;|{t)ONVu7>xW4sad94f90-MV0^r%|;L;SS_GdiqxOj{<)0+%rh6`Cs!+kY)`Fw8coN!bHJegFm)cG{Hy~um=7N zq>UeAs*-uz922Q4E5u0+}9>^bs>B_fGMRN`MgZxHDRApeyS5SAT2ojCIs6)1_XYc zR)b}b0c0FK@mA1YophofUS}wr!}M#)(hUu+m{(@f8?O5Ve`PCs_mrAV#MR!$m_-mA zXKrL)R+gG!o={(kTr+H{7H7M`j*TZ!{jzFn0x;32C#(zX4h77G|b%JBtL5*IgO7}!EclSub zeZ4|@ZILD;c4tvaOfdG9+~Q@+0y!1WJ&-LW)n02=?k}2xvZgqOvJDD5kpiS(I>t|~ zCt-%y)i<*0t#8@Ne*VwCxC^Hk@V1`%*E)IFdfxqIXO5#Q?n?3eK-a$ifZo$wg!79JtBn<OIo}Q7G?%#THOt7*o3j`lH6rTF8Y|j?GPjD%AfW z$oE)$UM+i*!TwgZ--=~5{d}s|PY-mb-=Rh=;uxpwQ@hB^Q<1L!bU1qaq~GbK!pFA% znOZY>n&6G*iUq9|-lbEofOrJdkN~R+MW0>0n{8I!zTue&l*4xIQ?Y}!dEJ$-lA7)B zg_yZk*I#gi9J)X^TRj{RGH_Mx`JKVSXk7sLy~r1$=-U+97C7=ouG-Z*H=}poiYf#E zJlHb8izmq6CvqvSp-Da}1aVTn$`evWgLR$GQz;mzo8NERJ3(MehBbp56$2{tjZtz- zL}eoG`wD4B%XPWa)AD?8A|*Pm%DQl^1eD9rV4 z7=%tTU?qpWlQ^z;%7<{s|I_NRirkxU+J6*^ znRH{jfYCdUW7BZQ{0d~Gn;JiLj>MGQsM7>ThS2l;x`==Pz7Avd{EdbYN?hkG9`$Bm zcwhqngqq85AJ|t1>}+JhOG6ye3;>rh;44U}a^1$)AE3fQe+hZI=({_++i8lP#XJ1gX^Q!&F6x#hK!e*eXcs9M}Z#lmV27e>>kn^Y0>ZIU8*JEgD1rwG(P zupRSnVyHc1=y=tk2VbN7EQ)dsjY^U?Hc+Qo$BJv-v7K#%Q|FlHGR5lFtxzvwvifFiw++dYlJv6a4 zH);d~`W$B)dX%1rsBC|$0W^StzUlWzlNRVgiP-wfQjW>|BVTRG9T2Lh*;|zAtLH@a zQCuhi1!Ctn7|wus=p{q`3)_L22{)$Mr^4pI(6Gk7!zVTp&$gHGuas`h#3XGClG7D(#e*BFY&%3}C5e*584aKehZK~? zw5dVzeapw)#Q0$sY8T5$vn2Yz`z^Ppr1aq2Tl*6!ye}uW=Y*9VfeJcM=mqFE4B~S? z%NE#kC_@iU?*zpLlM*xg!FD7dJu2iS*7fhz{lpCkuroZ^?RjF08%B?3YRyME*=%-> zGn`@JVeQ1(%-|hRXQO)53L`Yg4dBWf%F)z?Veiy3g}iNcIyz* zMw;5(;~2jW1plWbLQzJh0u6QFm>HK*dgW7cVcy8zs(FxJOyOx8I<=%(rl8y_P{CUR ztI3#fld&9ONzAm4+G~}Rq;5H7j_Vm)VXyJR0XhJ#E?+vaoVTaP2b(9iyl_1>axX+# zgJ_|J&fpIhZ_?ebEx*OAX48k6wjGqd5cu(fdXehW6wr;w+C;l1G7t!-AP8#mXmSJ` z@LG~@avD{7Fn%OrcSGtH32hXhVml9OMPCbg>!YlKen|6(K{i933>Odr>8vbPv;t9a zEu>x^K7m2;22R_?s=&I{(+i6Fa18+rtffbctc11Qv@OQhZcuYB)Ca85;-+8AIZw)= z(Qd2jHgVdM{2QSe$m-_6mLhz$6@O5=1J3XIM!EK{wOdb#+bBWwE5E5hwH&K#sOmmc zox=66QS5Im_GQI#tI=W>JcGa`9X18O&dHO@AM*S~^08cQLRKrJ{6~v42D>fXm~3n% zeQoi>a#3e&B^^cTeFs$|pb{^-vht4qr7&CmaQx()i!HlM<)dV|D8!Kf;UyS@k)D!3 zmXvHft|vlbIk2H_3im!aV2gEZ&^~Fw8E2UdC-e!3kFKA^T5SHj&IE9zWQFosDEC_= zH|6IZTJ~tr5o`*^7Apf)R*X+I?vW7UF*I*jRD_E$FmJ56osdpN9T|xgMRK^yrFp*t zg3cfT!~-VJ(d5O|na?FXeOkB5G=rX!`I~eWZ_BQb35rYAce$Xd^@$U48@8>@tY-1Hn%a3ik z1ucw!U&SOP+RyNy{6jpl+erA~zGA#c4>+k|9jJmTDRsfB8v)uWP-aq;3%~g zp+elruj95_&aqT&!Nof8mrY9^+uFvuFAl7EhA)^dUd109IPI>-f2d?@HQRu{+>q?g zOR0{6^jY&%Kpc_Pd}(A%{Jhz=+WOE{-P-I{9+9M)E;NMx8}|L;BAbop3YB_qPu(8TM3R zo`u0Anl-ODpQH~R+l`Pw>(Pg6*Bd~um@n2=lC5R0MCSu0L$ z&U7P4)bR4u>I~d7vOUv9FZA0Z2nbpHu{(N?XHMF@-MqeCpj%|)Z)uP}A_!uPo3$n0 zj%c0xl*$_aX!6`2-o<+SUMp#}X3cD?^}XkV;R}xjstK%eVZ{A}rx%YE$TCqH+a^A$ zRe~hvjfvuc2)n%mPE8ODrDH)-m$24Z`6j) zy^sJx&Yv7--M$&I+PrAOu@?NI*R@({V^<8}XxCVq2-k82PdeZz!?zezn@Fe38S4DPgntw8a(ZPua%o3zYs13q|@67e5g07(H-@jzyFExb954!o*c0Gp)jyS z@Rc9|QXCwYQdKW+(dHH$5=}OKa2gS}ROZqQwCezQ1g^^9vH@LdzLOyR z8L|=xFr`GzoLo0M?fkd?+P8Aar~lgxLMk=B$NjYA_cDx`ZCPF+r>ZYbzdycN$~pCv zpuUaOb>TlXn(?fNt7s=h7SdQpe$f(p>9E zp^q!*~VsW*{0U8+%GSSIn*r>M;lesUh2CM z{?g~Y=<6ppA>0V`L5faV`8;;Jd4+QDv>3;!f(;{E2*LwQA+yvdyK(vCsqtT27&>)s z349?rsoJ@VyDXMHa)^L)xC62j0C!T=rI4kvjlV065jJgSFIqed3!YA_g6zrHQRH7b zHPvRjH%-G;9dG_?%MElKWtBJ6X{9Z6nz+n~f-EBF?#@}~X)shoA2fV?IfWG}3|MG& zP2F;>S&zRZ)7|T;_S)Td)g^(#YeCD8+14~`Zk@4b0JN&AIVt#gtyDTQdOmy3q}+Y@ zHv4N?-rFrs^&kl!_Ci=;Iw+Nedc5H5!9!Oakev!S50)1ikXJ-|PrgWYZRRie&Wnu| zIIV6=krq_`p#h~Rb zD3d~d!jKU#3wXA#EIM9XlFXddX;5-?UN{zvcOt?>GvL6=BmWoqMU2hWqu0_{e}z@) zx||C*;L9%xN@6e_0dw*jr;Ml6emoc*Fr*+!YsdQ=PHZWx#eM3e(?ZLKpTKA<1#~Lt zcBG$yNnqR2JVTxS_U=lO;UTpbIxg2_L-j&e(Bs6P-hzMA_wAtV2c^{=Wg25i zCJX5jVJHK*W2XjuEU&rha-s!;h6lTZm^tnGhAWMd-8vmA*m0zFq)z5!{xy>%Z*e~Fm|A7uQ(XYQb(>gfJf5ISN8?9rI| zrV(>$Q5|=E3iT521MW_456zXl`c9rsL-P91Y4uB`Mz7S_;azlNlrCun@wxEMl(7d7w5#6UuYTJQW#3mlxd4~`uJ>% z#ODHB=;BGF`d5-cApCB<#nE*t*nh*r@<3HgF2Scim0$SaklrF{{ihW1jfgV%lE-l% znz8IdIw4&N@1hw!L#T=j8Z&;EQvu6qz=He5MV4e>KF_YD&v^S%;EaL_(C>IL^QI=% zz8_f}ItlegVAy+X#As1LdO??BLJ*A<$wNzH-N<98p_YC$Ft&#f_tb6`9~6LN={dnc#z-l~6y|U756=>2I=N z7~g9>D}Ii!)xf7GHCJ9m__u0idu-PY$P;yhiK{?h6WXBKUY{<@k68`=S8c=axN@`KPG zt;ur1gfr|Q30y<`ZRQP!#ufDfI(eYTzYpmq zF-io~%CpZUc@)b;Y0dA-UCs2^?;x;Ph0-fr-l@0i%So54`S(o$ReO6KYZ#F6oJDZr zUfH(5DUHI@6~A6tm#-!~ytp<4+5Yj003U*&mcgk`j$+Q>B6<6LK@i9S^d61$+LZ>i z9l_P3|8JefQGa#_^?QTUwJmVN$9~z~xu3SJzPmCHv|q9txPvTqUyXLwE6$2Ihr9Bn zo2M<_Dzn~SPdNMPa^NI37x1d)OW$PHKV#py^hK?1|B-p#^K*_C);j=Cd5i=e4E(z2 zb(hukOWr+e&(07tjB%p1E%kA$HDB(0pW!=g-)i5*z_Juvcgp>hlUlkHczn9YEB5|{@zyV~|?OnqLx6I<~A>{JUa)Odm@Va5P5@mvwIDo_z1K z^wM``k0GZK0@L|);7aD+a7($!TbG|*eLVe2TQ;z50NpKIGduO##3!-&oF2PQO%Gl3 z=9x8Ui~Pq*wLQA`6|XAu+xqv5e5tWLHg(;*$7}RRaan1eBuY3H2^@-B9c<0m4jve9$P5J8QYQMU;tM>Ww=yPmZ-k_^y_U&7= zQ#ya;&5IFfR;9UrBvaqihcyt|?_-!^NX~DC`S?Ny~PbdqO%Z$C2vlDb8 zVmEN++&1gqmlxihNtzknLM1#ww@b<%Zg#NAK&ll9D^~R)}l%uJgaPb_eLzZ=kz?ZKL8}(=XM0-ghEn z$^6`({Ab@k`#x3fS7P0zv#H>nAbU@=#)V67HuIm7Vma%^w1{0w``gx8h7{+z!Iwa! zPmj#V4a+#SJbYKriE~q*-(>Vsnlu4Y%J>6^woX-?HhbGIduM*Zd5!0r%AQZFyOs!U z%WJ0YnYe6E(9J!W4a=uCWlDeh=Xq(JD5Q<~>Dce0INh$o`4QbYcbtDb_VI@FO8Z1j zL&c>(pLqF~_of{aXeN^5=(THKR|C5W_tcE1{jvCNY8025enWX5Bx+1= params.epochs: + break + feed = {data: batch_data, target: batch_target} + error, _ = sess.run([model.error, model.optimize], feed) + print('{}: {:3.6f}%'.format(index + 1, 100 * error)) + +test_feed = {data: test_data, target: test_target} +test_error, _ = sess.run([model.error, model.optimize], test_feed) +print('Test error: {:3.6f}%'.format(100 * error)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/train_bidirectional.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/train_bidirectional.py new file mode 100755 index 0000000..8cdcea9 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/03_ocr/train_bidirectional.py @@ -0,0 +1,67 @@ +import random + +import tensorflow as tf +import numpy as np + +from helpers import AttrDict + +from OcrDataset import OcrDataset +from BidirectionalSequenceLabellingModel import \ + BidirectionalSequenceLabellingModel +from batched import batched + +params = AttrDict( + rnn_cell=tf.nn.rnn_cell.GRUCell, + rnn_hidden=300, + optimizer=tf.train.RMSPropOptimizer(0.002), + gradient_clipping=5, + batch_size=10, + epochs=5, + epoch_size=50 +) + +def get_dataset(): + dataset = OcrDataset('./ocr') + # Flatten images into vectors. + dataset.data = dataset.data.reshape(dataset.data.shape[:2] + (-1,)) + # One-hot encode targets. + target = np.zeros(dataset.target.shape + (26,)) + for index, letter in np.ndenumerate(dataset.target): + if letter: + target[index][ord(letter) - ord('a')] = 1 + dataset.target = target + # Shuffle order of examples. + order = np.random.permutation(len(dataset.data)) + dataset.data = dataset.data[order] + dataset.target = dataset.target[order] + return dataset + +# Split into training and test data. +dataset = get_dataset() +split = int(0.66 * len(dataset.data)) +train_data, test_data = dataset.data[:split], dataset.data[split:] +train_target, test_target = dataset.target[:split], dataset.target[split:] + +# Compute graph. +_, length, image_size = train_data.shape +num_classes = train_target.shape[2] +data = tf.placeholder(tf.float32, [None, length, image_size]) +target = tf.placeholder(tf.float32, [None, length, num_classes]) +model = BidirectionalSequenceLabellingModel(data, target, params) +batches = batched(train_data, train_target, params.batch_size) + +sess = tf.Session() +sess.run(tf.initialize_all_variables()) +for index, batch in enumerate(batches): + batch_data = batch[0] + batch_target = batch[1] + epoch = batch[2] + if epoch >= params.epochs: + break + feed = {data: batch_data, target: batch_target} + error, _ = sess.run([model.error, model.optimize], feed) + print('{}: {:3.6f}%'.format(index + 1, 100 * error)) + +test_feed = {data: test_data, target: test_target} +test_error, _ = sess.run([model.error, model.optimize], test_feed) +print('Test error: {:3.6f}%'.format(100 * error)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/ArxivAbstracts.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/ArxivAbstracts.py new file mode 100755 index 0000000..86ab04b --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/ArxivAbstracts.py @@ -0,0 +1,58 @@ +import requests +import os +from bs4 import BeautifulSoup + +from helpers import ensure_directory + + +class ArxivAbstracts: + + ENDPOINT = 'http://export.arxiv.org/api/query' + PAGE_SIZE = 100 + + def __init__(self, cache_dir, categories, keywords, amount=None): + self.categories = categories + self.keywords = keywords + cache_dir = os.path.expanduser(cache_dir) + ensure_directory(cache_dir) + filename = os.path.join(cache_dir, 'abstracts.txt') + if not os.path.isfile(filename): + with open(filename, 'w') as file_: + for abstract in self._fetch_all(amount): + file_.write(abstract + '\n') + with open(filename) as file_: + self.data = file_.readlines() + + def _fetch_all(self, amount): + page_size = type(self).PAGE_SIZE + count = self._fetch_count() + if amount: + count = min(count, amount) + for offset in range(0, count, page_size): + print('Fetch papers {}/{}'.format(offset + page_size, count)) + yield from self._fetch_page(page_size, count) + + def _fetch_page(self, amount, offset): + url = self._build_url(amount, offset) + response = requests.get(url) + soup = BeautifulSoup(response.text) + for entry in soup.findAll('entry'): + text = entry.find('summary').text + text = text.strip().replace('\n', ' ') + yield text + + def _fetch_count(self): + url = self._build_url(0, 0) + response = requests.get(url) + soup = BeautifulSoup(response.text, 'lxml') + count = int(soup.find('opensearch:totalresults').string) + print(count, 'papers found') + return count + + def _build_url(self, amount, offset): + categories = ' OR '.join('cat:' + x for x in self.categories) + keywords = ' OR '.join('all:' + x for x in self.keywords) + url = type(self).ENDPOINT + url += '?search_query=(({}) AND ({}))'.format(categories, keywords) + url += '&max_results={}&offset={}'.format(amount, offset) + return url \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/PredictiveCodingModel.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/PredictiveCodingModel.py new file mode 100755 index 0000000..0e03e59 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/PredictiveCodingModel.py @@ -0,0 +1,109 @@ +import tensorflow as tf +from helpers import lazy_property + + +class PredictiveCodingModel: + + def __init__(self, params, sequence, initial=None): + self.params = params + self.sequence = sequence + self.initial = initial + self.prediction + self.state + self.cost + self.error + self.logprob + self.optimize + + @lazy_property + def data(self): + max_length = int(self.sequence.get_shape()[1]) + return tf.slice(self.sequence, (0, 0, 0), (-1, max_length - 1, -1)) + + @lazy_property + def target(self): + return tf.slice(self.sequence, (0, 1, 0), (-1, -1, -1)) + + @lazy_property + def mask(self): + return tf.reduce_max(tf.abs(self.target), reduction_indices=2) + + @lazy_property + def length(self): + return tf.reduce_sum(self.mask, reduction_indices=1) + + @lazy_property + def prediction(self): + prediction, _ = self.forward + return prediction + + @lazy_property + def state(self): + _, state = self.forward + return state + + @lazy_property + def forward(self): + cell = self.params.rnn_cell(self.params.rnn_hidden) + cell = tf.nn.rnn_cell.MultiRNNCell([cell] * self.params.rnn_layers) + hidden, state = tf.nn.dynamic_rnn( + inputs=self.data, + cell=cell, + dtype=tf.float32, + initial_state=self.initial, + sequence_length=self.length) + vocabulary_size = int(self.target.get_shape()[2]) + prediction = self._shared_softmax(hidden, vocabulary_size) + return prediction, state + + @lazy_property + def cost(self): + prediction = tf.clip_by_value(self.prediction, 1e-10, 1.0) + cost = self.target * tf.log(prediction) + cost = -tf.reduce_sum(cost, reduction_indices=2) + return self._average(cost) + + @lazy_property + def error(self): + error = tf.not_equal( + tf.argmax(self.prediction, 2), tf.argmax(self.target, 2)) + error = tf.cast(error, tf.float32) + return self._average(error) + + @lazy_property + def logprob(self): + logprob = tf.mul(self.prediction, self.target) + logprob = tf.reduce_max(logprob, reduction_indices=2) + logprob = tf.log(tf.clip_by_value(logprob, 1e-10, 1.0)) / tf.log(2.0) + return self._average(logprob) + + @lazy_property + def optimize(self): + gradient = self.params.optimizer.compute_gradients(self.cost) + if self.params.gradient_clipping: + limit = self.params.gradient_clipping + gradient = [ + (tf.clip_by_value(g, -limit, limit), v) + if g is not None else (None, v) + for g, v in gradient] + optimize = self.params.optimizer.apply_gradients(gradient) + return optimize + + def _average(self, data): + data *= self.mask + length = tf.reduce_sum(self.length, 0) + data = tf.reduce_sum(data, reduction_indices=1) / length + data = tf.reduce_mean(data) + return data + + def _shared_softmax(self, data, out_size): + max_length = int(data.get_shape()[1]) + in_size = int(data.get_shape()[2]) + weight = tf.Variable(tf.truncated_normal( + [in_size, out_size], stddev=0.01)) + bias = tf.Variable(tf.constant(0.1, shape=[out_size])) + # Flatten to apply same weights to all time steps. + flat = tf.reshape(data, [-1, in_size]) + output = tf.nn.softmax(tf.matmul(flat, weight) + bias) + output = tf.reshape(output, [-1, max_length, out_size]) + return output \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Preprocessing.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Preprocessing.py new file mode 100755 index 0000000..11727f7 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Preprocessing.py @@ -0,0 +1,37 @@ +import random +import numpy as np + + +class Preprocessing: + + VOCABULARY = \ + " $%'()+,-./0123456789:;=?ABCDEFGHIJKLMNOPQRSTUVWXYZ" \ + "\\^_abcdefghijklmnopqrstuvwxyz{|}" + + def __init__(self, texts, length, batch_size): + self.texts = texts + self.length = length + self.batch_size = batch_size + self.lookup = {x: i for i, x in enumerate(self.VOCABULARY)} + + def __call__(self, texts): + batch = np.zeros((len(texts), self.length, len(self.VOCABULARY))) + for index, text in enumerate(texts): + text = [x for x in text if x in self.lookup] + assert 2 <= len(text) <= self.length + for offset, character in enumerate(text): + code = self.lookup[character] + batch[index, offset, code] = 1 + return batch + + def __iter__(self): + windows = [] + for text in self.texts: + for i in range(0, len(text) - self.length + 1, self.length // 2): + windows.append(text[i: i + self.length]) + assert all(len(x) == len(windows[0]) for x in windows) + while True: + random.shuffle(windows) + for i in range(0, len(windows), self.batch_size): + batch = windows[i: i + self.batch_size] + yield self(batch) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/README.md b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/README.md new file mode 100755 index 0000000..a923c2f --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/README.md @@ -0,0 +1,21 @@ +# arXiv character-by-character generative model + +To train the model, simply run `train.py`: + +``` +$ python3 train.py +``` + +Then, to generate a sample abstract, run `sample.py`: + +``` +$ python3 sample.py +``` + +If you want to change the starting seed of the generated abstract or change its length, just modify this line in `sample.py` to your liking: + +```python +print(Sampling(get_params())('', )) +``` + +Unfortunately, at this time the sample code is only compatible with Python 3. We're working on providing Python 2 translations of the code. diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Sampling.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Sampling.py new file mode 100755 index 0000000..d470f2c --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Sampling.py @@ -0,0 +1,45 @@ +import tensorflow as tf +import numpy as np + +from helpers import overwrite_graph +from Preprocessing import Preprocessing +from PredictiveCodingModel import PredictiveCodingModel + +class Sampling: + + @overwrite_graph + def __init__(self, params): + self.params = params + self.prep = Preprocessing([], 2, self.params.batch_size) + self.sequence = tf.placeholder( + tf.float32, [1, 2, len(self.prep.VOCABULARY)]) + self.state = tf.placeholder( + tf.float32, [1, self.params.rnn_hidden * self.params.rnn_layers]) + self.model = PredictiveCodingModel( + self.params, self.sequence, self.state) + self.sess = tf.Session() + checkpoint = tf.train.get_checkpoint_state(self.params.checkpoint_dir) + if checkpoint and checkpoint.model_checkpoint_path: + tf.train.Saver().restore( + self.sess, checkpoint.model_checkpoint_path) + else: + print('Sampling from untrained model.') + print('Sampling temperature', self.params.sampling_temperature) + + def __call__(self, seed, length=100): + text = seed + state = np.zeros((1, self.params.rnn_hidden * self.params.rnn_layers)) + for _ in range(length): + feed = {self.state: state} + feed[self.sequence] = self.prep([text[-1] + '?']) + prediction, state = self.sess.run( + [self.model.prediction, self.model.state], feed) + text += self._sample(prediction[0, 0]) + return text + + def _sample(self, dist): + dist = np.log(dist) / self.params.sampling_temperature + dist = np.exp(dist) / np.exp(dist).sum() + choice = np.random.choice(len(dist), p=dist) + choice = self.prep.VOCABULARY[choice] + return choice \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Training.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Training.py new file mode 100755 index 0000000..f9f7d63 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/Training.py @@ -0,0 +1,68 @@ +import os +import re +import tensorflow as tf +import numpy as np + +from helpers import overwrite_graph +from helpers import ensure_directory +from ArxivAbstracts import ArxivAbstracts +from Preprocessing import Preprocessing +from PredictiveCodingModel import PredictiveCodingModel + + +class Training: + + @overwrite_graph + def __init__(self, params, cache_dir, categories, keywords, amount=None): + self.params = params + self.texts = ArxivAbstracts(cache_dir, categories, keywords, amount).data + self.prep = Preprocessing( + self.texts, self.params.max_length, self.params.batch_size) + self.sequence = tf.placeholder( + tf.float32, + [None, self.params.max_length, len(self.prep.VOCABULARY)]) + self.model = PredictiveCodingModel(self.params, self.sequence) + self._init_or_load_session() + + def __call__(self): + print('Start training') + self.logprobs = [] + batches = iter(self.prep) + for epoch in range(self.epoch, self.params.epochs + 1): + self.epoch = epoch + for _ in range(self.params.epoch_size): + self._optimization(next(batches)) + self._evaluation() + return np.array(self.logprobs) + + def _optimization(self, batch): + logprob, _ = self.sess.run( + (self.model.logprob, self.model.optimize), + {self.sequence: batch}) + if np.isnan(logprob): + raise Exception('training diverged') + self.logprobs.append(logprob) + + def _evaluation(self): + self.saver.save(self.sess, os.path.join( + self.params.checkpoint_dir, 'model'), self.epoch) + self.saver.save(self.sess, os.path.join( + self.params.checkpoint_dir, 'model'), self.epoch) + perplexity = 2 ** -(sum(self.logprobs[-self.params.epoch_size:]) / + self.params.epoch_size) + print('Epoch {:2d} perplexity {:5.4f}'.format(self.epoch, perplexity)) + + def _init_or_load_session(self): + self.sess = tf.Session() + self.saver = tf.train.Saver() + checkpoint = tf.train.get_checkpoint_state(self.params.checkpoint_dir) + if checkpoint and checkpoint.model_checkpoint_path: + path = checkpoint.model_checkpoint_path + print('Load checkpoint', path) + self.saver.restore(self.sess, path) + self.epoch = int(re.search(r'-(\d+)$', path).group(1)) + 1 + else: + ensure_directory(self.params.checkpoint_dir) + print('Randomly initialize variables') + self.sess.run(tf.initialize_all_variables()) + self.epoch = 1 \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/get_params.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/get_params.py new file mode 100755 index 0000000..5463924 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/get_params.py @@ -0,0 +1,18 @@ +import tensorflow as tf + +from helpers import AttrDict + +def get_params(): + checkpoint_dir = './arxiv-predictive-coding' + max_length = 50 + sampling_temperature = 0.7 + rnn_cell = tf.nn.rnn_cell.GRUCell + rnn_hidden = 200 + rnn_layers = 2 + learning_rate = 0.002 + optimizer = tf.train.AdamOptimizer(0.002) + gradient_clipping = 5 + batch_size = 100 + epochs = 20 + epoch_size = 200 + return AttrDict(**locals()) diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/__init__.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/__init__.py new file mode 100755 index 0000000..61a806c --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/__init__.py @@ -0,0 +1,19 @@ +""" +Helper __init__ file to make using these helpers easier. These imports should be +namespaced properly when used in full projects! +""" +# Use proper namespacing and importing when using using this file +# +# 1. Use absolute imports +# from __future__ import absolute_import +# +# 2. Use absolute path for imports +# e.g. +# from path.to.helpers.attribute_dictionary import * + +from .attribute_dictionary import * +from .disk_cache_decorator import * +from .download import * +from .ensure_directory import * +from .lazy_property_decorator import * +from .overwrite_graph_decorator import * diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/attribute_dictionary.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/attribute_dictionary.py new file mode 100755 index 0000000..3776b9a --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/attribute_dictionary.py @@ -0,0 +1,11 @@ +class AttrDict(dict): + + def __getattr__(self, key): + if key not in self: + raise AttributeError + return self[key] + + def __setattr__(self, key, value): + if key not in self: + raise AttributeError + self[key] = value \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator.py new file mode 100755 index 0000000..edc1dec --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator.py @@ -0,0 +1,33 @@ +import functools +import os +import pickle + +def disk_cache(basename, directory, method=False): + """ + Function decorator for caching pickleable return values on disk. Uses a + hash computed from the function arguments for invalidation. If 'method', + skip the first argument, usually being self or cls. The cache filepath is + 'directory/basename-hash.pickle'. + """ + directory = os.path.expanduser(directory) + ensure_directory(directory) + + def wrapper(func): + @functools.wraps(func) + def wrapped(*args, **kwargs): + key = (tuple(args), tuple(kwargs.items())) + # Don't use self or cls for the invalidation hash. + if method and key: + key = key[1:] + filename = '{}-{}.pickle'.format(basename, hash(key)) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + with open(filepath, 'rb') as handle: + return pickle.load(handle) + result = func(*args, **kwargs) + with open(filepath, 'wb') as handle: + pickle.dump(result, handle) + return result + return wrapped + + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator_example.py new file mode 100755 index 0000000..3f0dec2 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/disk_cache_decorator_example.py @@ -0,0 +1,7 @@ +@disk_cache('dataset', '/home/user/dataset/') +def get_dataset(one_hot=True): + dataset = Dataset('http://example.com/dataset.bz2') + dataset = Tokenize(dataset) + if one_hot: + dataset = OneHotEncoding(dataset) + return dataset \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/download.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/download.py new file mode 100755 index 0000000..026dc7e --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/download.py @@ -0,0 +1,36 @@ +import os +import shutil +import errno +from lxml import etree +from urllib.request import urlopen + + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e + + +def download(url, directory, filename=None): + """ + Download a file and return its filename on the local file system. If the + file is already there, it will not be downloaded again. The filename is + derived from the url if not provided. Return the filepath. + """ + if not filename: + _, filename = os.path.split(url) + directory = os.path.expanduser(directory) + ensure_directory(directory) + filepath = os.path.join(directory, filename) + if os.path.isfile(filepath): + return filepath + print('Download', filepath) + with urlopen(url) as response, open(filepath, 'wb') as file_: + shutil.copyfileobj(response, file_) + return filepath diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/ensure_directory.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/ensure_directory.py new file mode 100755 index 0000000..ed7a587 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/ensure_directory.py @@ -0,0 +1,13 @@ +import errno +import os + +def ensure_directory(directory): + """ + Create the directories along the provided directory path that do not exist. + """ + directory = os.path.expanduser(directory) + try: + os.makedirs(directory) + except OSError as e: + if e.errno != errno.EEXIST: + raise e \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator.py new file mode 100755 index 0000000..8646ce1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator.py @@ -0,0 +1,12 @@ +import functools + +def lazy_property(function): + attribute = '_lazy_' + function.__name__ + + @property + @functools.wraps(function) + def wrapper(self): + if not hasattr(self, attribute): + setattr(self, attribute, function(self)) + return getattr(self, attribute) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator_example.py new file mode 100755 index 0000000..48e2312 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/lazy_property_decorator_example.py @@ -0,0 +1,29 @@ +class Model: + + def __init__(self, data, target): + self.data = data + self.target = target + self.prediction + self.optimize + self.error + + @lazy_property + def prediction(self): + data_size = int(self.data.get_shape()[1]) + target_size = int(self.target.get_shape()[1]) + weight = tf.Variable(tf.truncated_normal([data_size, target_size])) + bias = tf.Variable(tf.constant(0.1, shape=[target_size])) + incoming = tf.matmul(self.data, weight) + bias + return tf.nn.softmax(incoming) + + @lazy_property + def optimize(self): + cross_entropy = -tf.reduce_sum(self.target, tf.log(self.prediction)) + optimizer = tf.train.RMSPropOptimizer(0.03) + return optimizer.minimize(cross_entropy) + + @lazy_property + def error(self): + mistakes = tf.not_equal( + tf.argmax(self.target, 1), tf.argmax(self.prediction, 1)) + return tf.reduce_mean(tf.cast(mistakes, tf.float32)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator.py new file mode 100755 index 0000000..95734da --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator.py @@ -0,0 +1,9 @@ +import functools +import tensorflow as tf + +def overwrite_graph(function): + @functools.wraps(function) + def wrapper(*args, **kwargs): + with tf.Graph().as_default(): + return function(*args, **kwargs) + return wrapper \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator_example.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator_example.py new file mode 100755 index 0000000..8cbc8b1 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/helpers/overwrite_graph_decorator_example.py @@ -0,0 +1,8 @@ +@overwrite_graph +def main(): + # Define your placeholders, model, etc. + data = tf.placeholder(...) + target = tf.placeholder(...) + model = Model() + +main() \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/sample.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/sample.py new file mode 100755 index 0000000..789ee53 --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/sample.py @@ -0,0 +1,4 @@ +from Sampling import Sampling +from get_params import get_params + +print(Sampling(get_params())('We', 500)) \ No newline at end of file diff --git a/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/train.py b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/train.py new file mode 100755 index 0000000..106e03e --- /dev/null +++ b/rnn_gray/tensorflowbook-master/chapters/06_recurrent_neural_networks_and_natural_language_processing/04_arxiv/train.py @@ -0,0 +1,17 @@ +from Training import Training +from get_params import get_params + +Training( + get_params(), + cache_dir = './arxiv', + categories = [ + 'Machine Learning', + 'Neural and Evolutionary Computing', + 'Optimization' + ], + keywords = [ + 'neural', + 'network', + 'deep' + ] + )() \ No newline at end of file diff --git a/rnn_gray/test.py b/rnn_gray/test.py new file mode 100644 index 0000000..7c75d14 --- /dev/null +++ b/rnn_gray/test.py @@ -0,0 +1,11 @@ +import numpy as np + +data = np.array([[[0],[1],[0]],[[0],[0],[1]]]) +print(data.shape) +print(data) +label1 = np.zeros(data.shape + (1,)) +for index, letter in np.ndenumerate(data): + if letter: + label1[index][ord(str(letter)) - ord('1')] = 1 +print(label1.shape) +print(label1) \ No newline at end of file diff --git a/rnn_gray/travel_path.py b/rnn_gray/travel_path.py new file mode 100644 index 0000000..f3f09bf --- /dev/null +++ b/rnn_gray/travel_path.py @@ -0,0 +1,21 @@ +import glob +import os +import numpy as np + +def travel_txt(path): + files = [] + for file in glob.glob(path+'/*.txt'): + files.append(file) + return np.asarray(files) + +def travel_txt_in_path(path): + cate = [path+x for x in os.listdir(path) if os.path.isdir(path+x)] + files = [] + for idx,folder in enumerate(cate): + for file in glob.glob(folder+'/*.txt'): + files.append(file) + return np.asarray(files) + +def list_files(files): + for i in range(files.shape[0]): + print(files[i])