From 6ae882c0e03ad0fad830be9c3533845ef95bf93a Mon Sep 17 00:00:00 2001 From: whwu95 Date: Sat, 22 Apr 2023 21:58:47 +0800 Subject: [PATCH] Initial Push --- README.md | 274 +++++++++++++++++- configs/k400/k400_train_rgb_vitb-16-f8.yaml | 49 ++++ .../k400/k400_train_rgb_vitl-14-336-f16.yaml | 49 ++++ .../k400/k400_train_rgb_vitl-14-336-f32.yaml | 49 ++++ .../k400/k400_train_rgb_vitl-14-336-f8.yaml | 49 ++++ configs/k400/k400_train_rgb_vitl-14-f16.yaml | 49 ++++ configs/k400/k400_train_rgb_vitl-14-f8.yaml | 49 ++++ docs/bike.png | Bin 0 -> 308887 bytes scripts/run_test.sh | 12 + test.py | 226 +++++++++++++++ 10 files changed, 797 insertions(+), 9 deletions(-) create mode 100644 configs/k400/k400_train_rgb_vitb-16-f8.yaml create mode 100644 configs/k400/k400_train_rgb_vitl-14-336-f16.yaml create mode 100644 configs/k400/k400_train_rgb_vitl-14-336-f32.yaml create mode 100644 configs/k400/k400_train_rgb_vitl-14-336-f8.yaml create mode 100644 configs/k400/k400_train_rgb_vitl-14-f16.yaml create mode 100644 configs/k400/k400_train_rgb_vitl-14-f8.yaml create mode 100644 docs/bike.png create mode 100644 scripts/run_test.sh create mode 100644 test.py diff --git a/README.md b/README.md index 30cd449..3ec4c71 100644 --- a/README.md +++ b/README.md @@ -1,15 +1,23 @@
-# 【CVPR'2023】Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models +

【CVPR'2023】🚴 BIKE: Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models

[![Conference](http://img.shields.io/badge/CVPR-2023-6790AC.svg)](https://cvpr.thecvf.com/) [![Paper](http://img.shields.io/badge/Paper-arxiv.2301.00182-b31b1b.svg)](https://arxiv.org/abs/2301.00182) -
-This is the official implementation of our **BIKE**: [Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models](https://arxiv.org/abs/2301.00182). + + +[Wenhao Wu](https://whwu95.github.io/)1,2, [Xiaohan Wang](https://scholar.google.com/citations?user=iGA10XoAAAAJ&hl=en)3, [Haipeng Luo]()4, [Jingdong Wang](https://jingdongwang2017.github.io/)2, [Yi Yang](https://scholar.google.com/citations?user=RMSuNFwAAAAJ&hl=en)3, [Wanli Ouyang](https://wlouyang.github.io/)4,1 + + +1[The University of Sydney](https://www.sydney.edu.au/), 2[Baidu](https://vis.baidu.com/#/), 3[ZJU](https://www.zju.edu.cn/english/), 4[UCAS](https://english.ucas.ac.cn/), 5[Shanghai AI Lab](https://www.shlab.org.cn/) + + + + + -I am currently traveling and may not be able to open-source the code until May. [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/bidirectional-cross-modal-knowledge/action-recognition-in-videos-on-ucf101)](https://paperswithcode.com/sota/action-recognition-in-videos-on-ucf101?p=bidirectional-cross-modal-knowledge) [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/bidirectional-cross-modal-knowledge/action-recognition-in-videos-on-activitynet)](https://paperswithcode.com/sota/action-recognition-in-videos-on-activitynet?p=bidirectional-cross-modal-knowledge) @@ -22,21 +30,269 @@ I am currently traveling and may not be able to open-source the code until May. [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/bidirectional-cross-modal-knowledge/zero-shot-action-recognition-on-activitynet)](https://paperswithcode.com/sota/zero-shot-action-recognition-on-activitynet?p=bidirectional-cross-modal-knowledge) +This is the official implementation of our 🚴 **BIKE** (BIdirectional Knowledge Exploration), which leverages cross-modal bridge to enhance video recognition by exploring bidirectional knowledge. + + +
📣 I also have other cross-modal video projects that may interest you ✨.

+ + +> [**Revisiting Classifier: Transferring Vision-Language Models for Video Recognition**](https://arxiv.org/abs/2207.01297)
+> Accepted by AAAI 2023 | [[Text4Vis Code]](https://github.com/whwu95/Text4Vis)
+> Wenhao Wu, Zhun Sun, Wanli Ouyang + + +> [**Cap4Video: What Can Auxiliary Captions Do for Text-Video Retrieval?**](https://arxiv.org/abs/2301.00184)
+> Accepted by CVPR 2023 as 🌟Highlight🌟 | [[Cap4Video Code]](https://github.com/whwu95/Cap4Video)
+> Wenhao Wu, Haipeng Luo, Bo Fang, Jingdong Wang, Wanli Ouyang + +

+ +## News +- 🚀 **Efficient Training**: Almost all models can be trained using **8 NVIDIA 32G V100 GPUs**. Especially, we can train ViT-L/14 (336) backbone using **8 GPUs** and achieve **88.3%** Top-1 accuracy on Kinetics-400 dataset! +- `Apr 20, 2023`: Main training codes have been released, including single-node/multi-node multi-GPU distributed training. Thanks for your star 😝. +- `Feb 28, 2023`: 🎉Our **BIKE** has been accepted by **CVPR-2023**. + +## Overview +🚴**BIKE** explores bidirectional cross-modal knowledge from the pre-trained vision-language model (e.g., CLIP) to introduce auxiliary attributes and category-dependent temporal saliency for improved video recognition. + +![BIKE](docs/bike.png) + + +## Content +- [Prerequisites](#prerequisites) +- [Data Preparation](#data-preparation) +- [Model Zoo](#model-zoo) +- [Training](#training) +- [Testing](#testing) +- [BibTeX & Citation](#bibtex) +- [Acknowledgment](#acknowledgment) + + +## Prerequisites + +
The code is built with following libraries.

+ +- [PyTorch](https://pytorch.org/) >= 1.8 +- RandAugment +- pprint +- tqdm +- dotmap +- yaml +- csv +- Optional: decord (for on-the-fly video training) +- Optional: torchnet (for mAP evaluation on ActivityNet) +

+ + + +## Data Preparation + + + +### Video Loader + +**(Recommend)** To train all of our models, we extract videos into frames for fast reading. Please refer to [MVFNet](https://github.com/whwu95/MVFNet/blob/main/data_process/DATASETS.md) repo for the detaied guide of dataset processing. +The annotation file is a text file with multiple lines, and each line indicates the directory to frames of a video, total frames of the video and the label of a video, which are split with a whitespace. +
Example of annotation + +```sh +abseiling/-7kbO0v4hag_000107_000117 300 0 +abseiling/-bwYZwnwb8E_000013_000023 300 0 +``` +
+ +(Optional) We can also decode the videos in an online fashion using [decord](https://github.com/dmlc/decord). This manner should work but are not tested. All of the models offered have been trained using offline frames. +
Example of annotation + +```sh + abseiling/-7kbO0v4hag_000107_000117.mp4 0 + abseiling/-bwYZwnwb8E_000013_000023.mp4 0 +``` +
+ + +### Annotation +Annotation information consists of two parts: video label, and category description. + +- Video Label: As mentioned above, this part is same as the traditional video recognition. Please refer to [lists/k400/kinetics_rgb_train_se320.txt](lists/k400/kinetics_rgb_train_se320.txt) for the format. +- Category Description: We also need a textual description for each video category. Please refer to [lists/k400/kinetics_400_labels.csv](lists/k400/kinetics_400_labels.csv) for the format. + + + + +## 📱 Model Zoo + +Here we provide some off-the-shelf pre-trained checkpoints of our models in the following tables. + +- *# Inference Views = # Temporal clips x # Spatial crops* +### Kinetics-400 + +| Architecture | Input | Views | Top-1(%) | checkpoint | Train log| config| +|:------------:|:-------------------:|:------------------:|:-----------------:|:--------------:|:--------------:|:--------------:| +| ViT-B/32 | 8x2242 | 4x3 |80.5 | [Github](https://github.com/whwu95/Text4Vis/releases/download/v1/k400-vitb-32-f16.pt) | [log](exps/k400/ViT-B/32/f16/log.txt) | [config](configs/k400/k400_train_rgb_vitb-32-f16.yaml) | +| ViT-B/16 | 8x2242 | 4x3 | 84.0 | [Github]() | [log](exps/k400/ViT-B/16/f8/log.txt) | [config](configs/k400/k400_train_rgb_vitb-16-f8.yaml) | +| ViT-L/14* | 8x2242 | 4x3| 87.4 | [OneDrive]() | [log](exps/k400/ViT-L/14/f8/log.txt) | [config](configs/k400/k400_train_rgb_vitl-14-f8.yaml) | +| ViT-L/14 | 16x2242 | 4x3| 88.1| [OneDrive]() | [log](exps/k400/ViT-L/14/f16/log.txt) | [config](configs/k400/k400_train_rgb_vitl-14-f16.yaml) | +| ViT-L/14 | 8x3362 | 4x3 | 88.3 | [OneDrive]() | [log](exps/k400/ViT-L/14-336px/f8/log.txt) | [config](configs/k400/k400_train_rgb_vitl-14-336-f8.yaml) | +| ViT-L/14 | 16x3362 | 4x3 | 88.7 | [OneDrive]() | [log](exps/k400/ViT-L/14-336px/f16/log.txt) | [config](configs/k400/k400_train_rgb_vitl-14-336-f16.yaml) | + + +*Note: * indicates that in the paper, a ViT-L model with 8 frames was used for zero-shot evaluation on UCF, HMDB, ActivityNet, and Kinetics-600.* + +### Untrimmed Video Recognition: ActivityNet +| Architecture | Input | Views | Top-1 (%) | mAP (%) | checkpoint | Train log| config| +|:------------:|:-------------------:|:------------------:|:-----------------:|:--------------:|:--------------:|:--------------:|:--------------:| +| ViT-L/14 | 16x2242 | 4x1| 94.4 | 96.3| [OneDrive]() | [log](exps/anet/ViT-L/14/f16/log.txt) | [config](configs/anet/anet_k400_finetune.yaml) | +| ViT-L/14 | 16x3362 | 4x1| 94.7 | 96.3 | [OneDrive]() | [log](exps/anet/ViT-L/14-336px/f16/log.txt) | [config](configs/anet/anet_k400_finetune_336.yaml) | + +### Multi-label Action Recognition: Charades +| Architecture | Input | Views | mAP (%) | checkpoint | Train log| config| +|:------------:|:-------------------:|:------------------:|:-----------------:|:--------------:|:--------------:|:--------------:| +| ViT-L/14 | 16x3362 | 4x1| 50.4 | [OneDrive]() | [log](exp_nce/charades/ViT-L/14-336px/16f/log.txt) | [config](configs/charades/charades_k400_finetune_336.yaml) | -## 📣 Updates -- [x] **[Feb 28, 2023]** 🎉Our **BIKE** has been accepted by **CVPR-2023**. +### UCF-101 +| Architecture | Input | Views | Top-1 (%) | checkpoint | Train log| config| +|:------------:|:-------------------:|:------------------:|:-----------------:|:--------------:|:--------------:|:--------------:| +| ViT-L/14 | 16x2242 | 1x1 | 98.8 | [OneDrive]() | [log](exps/ucf101/ViT-L/14/f16/log.txt) | [config](configs/ucf101/ucf_k400_finetune.yaml) | +| ViT-L/14 | 16x3362 | 1x1 | 98.6 | [OneDrive]()| [log](exps/ucf101/ViT-L/14-336px/f16/log.txt) | [config](configs/ucf101/ucf_k400_finetune_336.yaml) | -## 📌 Bibtex -If you find this repository useful, please star🌟 this repo and cite📑 our paper: +### HMDB-51 +| Architecture | Input | Views | Top-1 (%) | checkpoint | Train log| config| +|:------------:|:-------------------:|:------------------:|:-----------------:|:--------------:|:--------------:|:--------------:| +| ViT-L/14 | 16x2242 | 1x1 | 82.2 | [OneDrive]() | [log](exps/hmdb51/ViT-L/14/f16/log.txt) | [config](configs/hmdb51/hmdb_k400_finetune.yaml) | +| ViT-L/14 | 16x3362 | 1x1 | 83.1 | [OneDrive]()| [log](exps/hmdb51/ViT-L/14-336px/f16/log.txt) | [config](configs/hmdb51/hmdb_k400_finetune_336.yaml) | + + + + +## 🚀 Training +This implementation supports Multi-GPU `DistributedDataParallel` training, which is faster and simpler than `DataParallel` training. + +1. **Single Machine**: To train our model on Kinetics-400 with 8 GPUs in *Single Machine*, you can run: +```sh +# For example, we train the 8 Frames ViT-B/32 video model (i.e., video branch). +sh scripts/run_train.sh configs/k400/k400_train_rgb_vitb-32-f8.yaml + +# We train the attributes branch. +sh scripts/run_train_attributes.sh configs/k400/k400_train_rgb_vitb-32-f8.yaml +``` + +
2. Mulitple Machines: We also provide the script to train larger model with Mulitple Machines (e.g., 2 nodes have 16 GPUs). + +```sh +# For example, we train the 8 Frames ViT-L/14-336 with 2 machines as follows: +# For first machine, you need to set the ip of your first machine as the --master_addr, --nnodes is 2. +# Compared with the Single-Machine training script, only one node_id needs to be added. +sh scripts/run_train_multinodes.sh configs/k400/configs/k400/k400_train_rgb_vitl-14-336-f8.yaml 0 + +# For second machine, --master_addr is still the ip of your first machine +sh scripts/run_train_multinodes.sh configs/k400/configs/k400/k400_train_rgb_vitl-14-336-f8.yaml 1 +``` +
+ + +
3. Few-shot Recognition: To train our model under Few-shot scenario, you just need to add one line in the general config file. + +```sh +# You can refer to config/k400/k400_few_shot.yaml +data: + ... # general configurations + shot: 2 # i.e., 2-shot setting +``` +
+ + +## ⚡ Testing +We support single-view validation (default) and multi-view (4x3 views) validation. + +```sh +# The testing command for obtaining top-1/top-5 accuracy. +sh scripts/run_test.sh Your-Config.yaml Your-Trained-Model.pt + +# The command for zero-shot evaluation is similar. +sh scripts/run_test_zeroshot.sh Your-Config.yaml Your-Trained-Model.pt +``` + +We provide more examples of testing commands below. + + +
General / Few-shot Video Recognition + +```sh +# Efficient Setting: Single view evaluation. +# E.g., ViT-L/14 8 Frames on Kinetics-400. You should get around 86.5% top-1 accuracy. +sh scripts/run_test.sh configs/k400/k400_train_rgb_vitl-14-f8.yaml exps/k400/ViT-L/14/8f/model_best.pt + +# Accurate Setting: Multi-view evalition (4clipsx3crops). +# You should get around 87.4% top-1 accuracy. +sh scripts/run_test.sh configs/k400/k400_train_rgb_vitl-14-f8.yaml exps/k400/ViT-L/14/8f/model_best.pt --test_crops 3 --test_clips 4 + +# Test the Charades dataset using the mAP metric. You should achieve around 50.4 mAP. +sh scripts/run_test_charades.sh configs/charades/charades_k400_finetune_336.yaml exps/charades/ViT-L/14-336px/16f/model_best.pt --test_crops 1 --test_clips 4 + +# Test the ActivityNet dataset using top1 and mAP metric. You should achieve around 96.1 mAP. +sh scripts/run_test_anet.sh configs/anet/anet_k400_finetune_336.yaml exps/anet/ViT-L/14-336px/16f/model_best.pt ``` +
+ + +
Zero-shot Evaluation

+ + +We use the Kinetics-400 pre-trained model (e.g., [ViT-L/14 with 8 frames](configs/k400/k400_train_rgb_vitl-14-f8.yaml)) to perform cross-dataset zero-shot evaluation, i.e., UCF101, HMDB51, ActivityNet, Kinetics-600. + + +- Half-classes Evaluation: A traditional evaluation protocol involves selecting half of the test dataset's classes, repeating the process ten times, and reporting the mean accuracy with a standard deviation of ten times. + + +- Full-classes Evaluation: Perform evaluation on the entire dataset. + +```sh +# On ActivityNet: reporting the half-classes and full-classes results +# Half-classes: 86.18 ± 1.05, Full-classes: 80.04 +sh scripts/run_test_zeroshot.sh configs/anet/anet_zero_shot.yaml exps/k400/ViT-L/14/f8/last_model.pt + +# On UCF101: reporting the half-classes and full-classes results +# Half-classes: 86.63 ± 3.4, Full-classes: 80.83 +sh scripts/run_test_zeroshot.sh configs/ucf101/ucf_zero_shot.yaml exps/k400/ViT-L/14/f8/last_model.pt + +# On HMDB51: reporting the half-classes and full-classes results +# Half-classes: 61.37 ± 3.68, Full-classes: 52.75 +sh scripts/run_test_zeroshot.sh configs/hmdb51/hmdb_zero_shot.yaml exps/k400/ViT-L/14/f8/last_model.pt + +# On Kinetics-600: manually calculating the mean accuracy with standard deviation of three splits. +# Split1: 70.14, Split2: 68.31, Split3: 67.15 +# Average: 68.53 ± 1.23 +sh scripts/run_test.sh configs/k600/k600_zero_shot_split1.yaml exp/k400s/ViT-L/14/f8/last_model.pt +sh scripts/run_test.sh configs/k600/k600_zero_shot_split2.yaml exp/k400s/ViT-L/14/f8/last_model.pt +sh scripts/run_test.sh configs/k600/k600_zero_shot_split3.yaml exp/k400s/ViT-L/14/f8/last_model.pt +``` +
+ + +## 📌 BibTeX & Citation + +If you use our code in your research or wish to refer to the baseline results, please use the following BibTeX entry. + + +```bibtex @inproceedings{bike, title={Bidirectional Cross-Modal Knowledge Exploration for Video Recognition with Pre-trained Vision-Language Models}, author={Wu, Wenhao and Wang, Xiaohan and Luo, Haipeng and Wang, Jingdong and Yang, Yi and Ouyang, Wanli}, - booktitle=CVPR, + booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition}, year={2023} } ``` + + +## 🎗️ Acknowledgement + +This repository is built based on [Text4Vis](https://github.com/whwu95/Text4Vis) and [CLIP](https://github.com/openai/CLIP). Sincere thanks to their wonderful works. + + +## 👫 Contact +For any question, please file an issue or contact [Wenhao Wu](https://whwu95.github.io/) diff --git a/configs/k400/k400_train_rgb_vitb-16-f8.yaml b/configs/k400/k400_train_rgb_vitb-16-f8.yaml new file mode 100644 index 0000000..053cef6 --- /dev/null +++ b/configs/k400/k400_train_rgb_vitb-16-f8.yaml @@ -0,0 +1,49 @@ +resume: +pretrain: +seed: 1024 +data: + dataset: k400 + modality: RGB + num_segments: 8 + seg_length: 1 + batch_size: 32 + workers: 4 + num_classes: 400 + image_tmpl: 'img_{:05d}.jpg' + train_root: '/bpfs/v2_mnt/VIS/test/k400/train_320_frames' + train_list: 'lists/k400/kinetics_rgb_train_se320.txt' + val_root: /bpfs/v2_mnt/VIS/test/k400/kinetics_400_val_320_opencv + val_list: lists/k400/kinetics_rgb_val_se320.txt + label_list: 'lists/k400/kinetics_400_labels.csv' + input_size: 224 + random_shift: True + output_path: exps +network: + arch: ViT-B/16 #ViT-B/32 ViT-B/16 + init: True + tm: False + drop_out: 0.0 + emb_dropout: 0.0 + type: clip_k400 + sim_header: Transf # Transf None + interaction: VCS # DP VCS + joint_st: False + drop: 0 + fix_text: True + fix_video: False +solver: + type: cosine + epochs: 30 + start_epoch: 0 + epoch_offset: 0 + optim: adamw + lr: 5.e-5 + lr_warmup_step: 5 + weight_decay: 0.2 + loss_type: NCE + evaluate: False + clip_ratio: 0.1 + grad_accumulation_steps: 1 +logging: + print_freq: 10 + eval_freq: 1 \ No newline at end of file diff --git a/configs/k400/k400_train_rgb_vitl-14-336-f16.yaml b/configs/k400/k400_train_rgb_vitl-14-336-f16.yaml new file mode 100644 index 0000000..076fdbe --- /dev/null +++ b/configs/k400/k400_train_rgb_vitl-14-336-f16.yaml @@ -0,0 +1,49 @@ +resume: +pretrain: +seed: 1024 +data: + dataset: k400 + modality: RGB + num_segments: 16 + seg_length: 1 + batch_size: 8 # mem: 26G + workers: 4 + num_classes: 400 + image_tmpl: 'img_{:05d}.jpg' + train_root: '/bpfs/v2_mnt/VIS/test/k400/train_320_frames' + train_list: 'lists/k400/kinetics_rgb_train_se320.txt' + val_root: /bpfs/v2_mnt/VIS/test/k400/kinetics_400_val_320_opencv + val_list: lists/k400/kinetics_rgb_val_se320.txt + label_list: 'lists/k400/kinetics_400_labels.csv' + input_size: 336 + random_shift: True + output_path: exps +network: + arch: ViT-L/14-336px #ViT-B/32 ViT-B/16 + init: True + tm: False + drop_out: 0.0 + emb_dropout: 0.0 + type: clip_k400 + sim_header: Transf # Transf None + interaction: VCS # DP VCS + joint_st: False + drop: 0 + fix_text: True + fix_video: False +solver: + type: cosine + epochs: 20 + start_epoch: 0 + epoch_offset: 0 + optim: adamw + lr: 5.e-5 + lr_warmup_step: 5 + weight_decay: 0.2 + loss_type: NCE + evaluate: False + clip_ratio: 0.1 + grad_accumulation_steps: 1 +logging: + print_freq: 10 + eval_freq: 1 \ No newline at end of file diff --git a/configs/k400/k400_train_rgb_vitl-14-336-f32.yaml b/configs/k400/k400_train_rgb_vitl-14-336-f32.yaml new file mode 100644 index 0000000..26f6004 --- /dev/null +++ b/configs/k400/k400_train_rgb_vitl-14-336-f32.yaml @@ -0,0 +1,49 @@ +resume: +pretrain: +seed: 1024 +data: + dataset: k400 + modality: RGB + num_segments: 32 + seg_length: 1 + batch_size: 5 # mem: 31G + workers: 4 + num_classes: 400 + image_tmpl: 'img_{:05d}.jpg' + train_root: '/bpfs/v2_mnt/VIS/test/k400/train_320_frames' + train_list: 'lists/k400/kinetics_rgb_train_se320.txt' + val_root: /bpfs/v2_mnt/VIS/test/k400/kinetics_400_val_320_opencv + val_list: lists/k400/kinetics_rgb_val_se320.txt + label_list: 'lists/k400/kinetics_400_labels.csv' + input_size: 336 + random_shift: True + output_path: exps +network: + arch: ViT-L/14-336px #ViT-B/32 ViT-B/16 + init: True + tm: False # False tsm tokent1d tokenshift + drop_out: 0.0 + emb_dropout: 0.0 + type: clip_k400 + sim_header: Transf # Transf None + interaction: VCS # DP VCS + joint_st: False + drop: 0 + fix_text: True + fix_video: False +solver: + type: cosine + epochs: 20 + start_epoch: 0 + epoch_offset: 0 + optim: adamw + lr: 5.e-5 + lr_warmup_step: 5 + weight_decay: 0.2 + loss_type: NCE + evaluate: False + clip_ratio: 0.1 + grad_accumulation_steps: 1 +logging: + print_freq: 10 + eval_freq: 1 \ No newline at end of file diff --git a/configs/k400/k400_train_rgb_vitl-14-336-f8.yaml b/configs/k400/k400_train_rgb_vitl-14-336-f8.yaml new file mode 100644 index 0000000..2d720cc --- /dev/null +++ b/configs/k400/k400_train_rgb_vitl-14-336-f8.yaml @@ -0,0 +1,49 @@ +resume: +pretrain: +seed: 1024 +data: + dataset: k400 + modality: RGB + num_segments: 8 + seg_length: 1 + batch_size: 16 + workers: 4 + num_classes: 400 + image_tmpl: 'img_{:05d}.jpg' + train_root: '/bpfs/v2_mnt/VIS/test/k400/train_320_frames' + train_list: 'lists/k400/kinetics_rgb_train_se320.txt' + val_root: /bpfs/v2_mnt/VIS/test/k400/kinetics_400_val_320_opencv + val_list: lists/k400/kinetics_rgb_val_se320.txt + label_list: 'lists/k400/kinetics_400_labels.csv' + input_size: 336 + random_shift: True + output_path: exps +network: + arch: ViT-L/14-336px #ViT-B/32 ViT-B/16 + init: True + tm: False + drop_out: 0.0 + emb_dropout: 0.0 + type: clip_k400 + sim_header: Transf # Transf None + interaction: VCS # DP VCS + joint_st: False + drop: 0 + fix_text: True + fix_video: False +solver: + type: cosine + epochs: 20 + start_epoch: 0 + epoch_offset: 0 + optim: adamw + lr: 5.e-5 + lr_warmup_step: 5 + weight_decay: 0.2 + loss_type: NCE + evaluate: False + clip_ratio: 0.1 + grad_accumulation_steps: 1 +logging: + print_freq: 10 + eval_freq: 1 \ No newline at end of file diff --git a/configs/k400/k400_train_rgb_vitl-14-f16.yaml b/configs/k400/k400_train_rgb_vitl-14-f16.yaml new file mode 100644 index 0000000..93eb3c7 --- /dev/null +++ b/configs/k400/k400_train_rgb_vitl-14-f16.yaml @@ -0,0 +1,49 @@ +resume: +pretrain: +seed: 1024 +data: + dataset: k400 + modality: RGB + num_segments: 16 + seg_length: 1 + batch_size: 32 + workers: 4 + num_classes: 400 + image_tmpl: 'img_{:05d}.jpg' + train_root: '/bpfs/v2_mnt/VIS/test/k400/train_320_frames' + train_list: 'lists/k400/kinetics_rgb_train_se320.txt' + val_root: /bpfs/v2_mnt/VIS/test/k400/kinetics_400_val_320_opencv + val_list: lists/k400/kinetics_rgb_val_se320.txt + label_list: 'lists/k400/kinetics_400_labels.csv' + input_size: 224 + random_shift: True + output_path: exps +network: + arch: ViT-L/14 #ViT-B/32 ViT-B/16 + init: True + tm: False + drop_out: 0.0 + emb_dropout: 0.0 + type: clip_k400 + sim_header: Transf # Transf None + interaction: VCS # DP VCS + joint_st: False + drop: 0 + fix_text: True + fix_video: False +solver: + type: cosine + epochs: 20 + start_epoch: 0 + epoch_offset: 0 + optim: adamw + lr: 5.e-5 + lr_warmup_step: 5 + weight_decay: 0.2 + loss_type: NCE + evaluate: False + clip_ratio: 0.1 + grad_accumulation_steps: 1 +logging: + print_freq: 10 + eval_freq: 1 \ No newline at end of file diff --git a/configs/k400/k400_train_rgb_vitl-14-f8.yaml b/configs/k400/k400_train_rgb_vitl-14-f8.yaml new file mode 100644 index 0000000..b5651fc --- /dev/null +++ b/configs/k400/k400_train_rgb_vitl-14-f8.yaml @@ -0,0 +1,49 @@ +resume: +pretrain: +seed: 1024 +data: + dataset: k400 + modality: RGB + num_segments: 8 + seg_length: 1 + batch_size: 32 + workers: 4 + num_classes: 400 + image_tmpl: 'img_{:05d}.jpg' + train_root: '/bpfs/v2_mnt/VIS/test/k400/train_320_frames' + train_list: 'lists/k400/kinetics_rgb_train_se320.txt' + val_root: /bpfs/v2_mnt/VIS/test/k400/kinetics_400_val_320_opencv + val_list: lists/k400/kinetics_rgb_val_se320.txt + label_list: 'lists/k400/kinetics_400_labels.csv' + input_size: 224 + random_shift: True + output_path: exps +network: + arch: ViT-L/14 #ViT-B/32 ViT-B/16 + init: True + tm: False + drop_out: 0.0 + emb_dropout: 0.0 + type: clip_k400 + sim_header: Transf # Transf None + interaction: VCS # DP VCS + joint_st: False + drop: 0 + fix_text: True + fix_video: False +solver: + type: cosine + epochs: 20 + start_epoch: 0 + epoch_offset: 0 + optim: adamw + lr: 5.e-5 + lr_warmup_step: 5 + weight_decay: 0.2 + loss_type: NCE + evaluate: False + clip_ratio: 0.1 + grad_accumulation_steps: 1 +logging: + print_freq: 10 + eval_freq: 1 \ No newline at end of file diff --git a/docs/bike.png b/docs/bike.png new file mode 100644 index 0000000000000000000000000000000000000000..09b8ddb7c00b6c4508f1ec761766e9fc1658ed8d GIT binary patch literal 308887 zcmafaWmp_-mNpOw?(Xgc_u%dt+=IIZcMtCF1b252?i$=0cX#+YGjHCRZ+B<+M_tuj zT~}8<=bYz0cAqc>IdOOx92gJ~5O_%m5hV~12t*JNFaXp?;Fa9WK79}nm{N0LVFgKH zVIl{5-}CpPkiaCQ!@za$L+}_B_k)=pF$u6h6d|JGUx`1_ z)fGiVx`WGEA#g<({6oJQD3((l`O|@ow5nId1t zg4EJ!QON`wgGwM9h5C1BAI2(9JFPMbe87qM;F>eJR{)zTDCi9m+j4t;wFT;1xY$N9 zTl4mM|4!qet;-DwLIt&@Zo^FpvBeVF34jvC2FXDn{&uQ@-D`d(kU}E_Bhu`WwqxpM zm1by)1#jXh6tIR=2+4KkQv=OkGlj{j+XwooOm^`)7Wglri0FAKk(Cqy(c&Z3JEsNobODeWOJ2 zvvLmVd9_~uU%uU3dyb|rrksK&`0RrjPE7|~d$ns`AYb zjiN+Ldg8S0NjUcK>O`;Ieo7jkcz{Kdhh--s;V=!RzFhcn$;rc9X5QP!{}SESmwe^% zOFs70l^P+M#`| zeznVD9)89KY*^rKg^H%uHKywJf{?_3e#rr!^J8ZOp^)%m?*?rqLVxlVK!VBZhUo@{ zCV~j7TyI-i-Jpz>fu1)y??;LO~4G zD`*r7MlFaFLvIA9Apkc7edYU-qfZ6%-EW&1lq`5bP%D?G7>OnbL6~hy@_^0>x)tG8 zAUX%s49y+Z%TJLJy0F)xnxGxZq+8|}CPGkh-=!T+283zf=S`GmFuso*J;|Ht7hcVT z-VpLRAW|@*!sdB03UCRyG)U-?--W{za1~mLzkY!zC7AzyB(f%Yn?InCJ+00PAuFDq zgFm%?z{m=j8NBX0A)cI9HZ6OAaHDer;*R%MIVD z8sj~aa0;S2T~hG;;PTgw8pU5CCz@7#-}oCrSAtJ_5WZ5{ab}=QVC{#(_Se{BH{-4H ztun2OuHvsEouTT&RQWY^du-=lg1umPGIe73fcil4M`V)?p*TU`1qy&AR|hKy6qD7X z*dPZ(#fxy|@lD5KNy(7eP$VH8hpC0ihn^P{6x0`-6eLMp{$Q6(l*o)}rC=kvO(m0O zCTWRHitR7JFQ8GvJw!glPnB69ZHvht#s=U6aITE6Sgt6|zt@+rN~h6wD7MP9N^b;3P&+(2G&n5o ziUI7e+^-0(v>&Y=Nw1Q3A*rdpv;U0j&9(aRMX6FDxLCcEFHuysU{5hxxvgXe<_bm? zW(%eaeFSZS_GVUrl@}*GNrpBjGmkgNOCzVzx5c+f|JnZu!Ue zoqH`Vs=~}|lC9FP712}7{*nDdujsws*J{%$#zeuuZW76Ih*5@l)z) zjfr)Vm8$uIDZTBPVdu~G`Im~ISct*AvF$AKrI}fWeB-_99BZ$Xh=h2C!0+|Y8)F@%v>hU>N+C5f?uhh`SE4&;_xi+ z#W0Q;_C8f=^BffK4t?V}`E@Sh^4*>rFn3;lIQFg5&igFywAY#IhM`) z@`i3>Ir0Oa3VwwU3~|j@2icJ8&&b( z2ZV)%mP9^|AQ-7tQ-0N`*{#{Z$3jI9d2tdCI-oe{}*%8~u-*Fj?rr@MR zql~y*d-(Cf5w;!%iONp_L7_q}OD;~vQLw4}RcQhS03qog_2qVMzJyoE&>*Usf1J-+ zez|!_&50FXN-t|YPEhn?K7Ebf1LUPZp|Xj_UXjXHnOs$p)+hC~h5@tjJGMTJEDioD z(W>2YYrUcto9kA;+p*ga4guV+9QC$y>nR=fX7P)KN8|nDlIcEcUmJhejXqZ(YiZTZ z*K!ymzHQzL>qI$4QSEQBhgd`Uh`bNI*Lbw;-g&Kb?K?Qy0#bL;_r1pV0UHm)FGX?L zh2Q#559q6@Ijd3Il&i0M==XKzgB*f1f&$uJT{zIE!yUrc&ox^1-D^}Xdpi0%wmV+Q zy~#g4JKdeG-Z!x3-gu{4Y6!PjJl)~s!DH>`iE0<|%DL^iU9g9VO`uy#=`S~)* zJ^rZ=zCO4ebu;jxe>9$nk}%_nciubAzV$8QEcHrE%FqUNuD;N`oh!Gci@fy5e);6m zoodL!fS!y`33riO=I@ny@^hS8ERvs&i5|XU!Aob=MI2f4}59v)~W~H zmT&XdN4s(+`#&wC7AJI?y1ef`?ucE>rl-s5Ea*gbX}&N2vYuUY8og5;wQgIf;0^bn zU$yUaJgj_PE4x>}w^>JQ-nb?@5j^iRMtt^Y=^%}cBkXX?cyz6`okbmsUoEPY56>>) zD|;BfXbSdDf4ly0_CaS-IO`tX;iKMb*4y)9?g=IU^JgDU9~&tK>Ao1RxNVpAlfyyc z#XLZLg3!Syp^M$sYfnCzziohYFl0S+U8ZB)r|72gsAK;5E-WX^lu(IJ#(V6w;HKn> zWyf(pIh3I&xjCLE#tvtD z$%yMl$dttO42p_~>U$(ftNwXjnZDs^*)N^ZWdXs(O3T+34~Abl9$Fsf&ZqE52^3VK-C$G_ z^33no9SknbwpVfOfeFcWa(wZrEsn>w>mH8#F7lG1G+)0$VSxqv66^oRlK_~Xe}79R z&i{UwFYzW4yUtu5!kA9QQ8X(m)i<+a{0kGu{0c$iALp)PwDt|azB;Nv-^q&{{ zPa()c`h7lY7Tz06jdvE<9TLvAyx8oieZ5Ht{x1cnf=BR-!Gx3lUn+NfG6_56M~{_tJNZ^P}Q=0wC2q5JI)n=pu%fq|)Q%Pa&D-Jaaeq+w>3WiX&E9x%dn_!#Fp6tnZFW}f zv#d?~IkBF}{{tL?fr2Aw)l*V|JW&m$oI>Ty52jfcf_VrDq-&Ri^}O{lwHe3GG{R z+0Z!y3K3`H8K@>bqRc4XJM|^QXkGwNsrDl3mFN@M{CbVc7PQ!Wp3SsiVRyZ-3_}#@ zR@)P5+V-ML`T_76dt2Vmr~6P0_4wkEIOLexc7m1T0B1fvvkv#$k>$aWO5;xoNkbti z9_eI=_iHYC=4-9a+GzflK>KsKXOOE8XcqvH)%vZO|GNJyK7i6a^O&pS-fG|nch5wC zY*4au;yxtz_V#{Ulqh%34oT^8-##s`o6y{T_IlU~ksge~->sYEi~oSYnWI@cv7hB( zBZD`C{Ina^S8W)hyJA%*o8ff$BY9*|&j&x7<1V0J*kwpt?OR2yeZGNu;?zVBBq3c< zwzs>A#;H3mX-xb1?P@!l>3`d!vLK*U=FMi)dB51yQL&QXdys};!LJUVRmuRw6ul3e zB2y2r&@JC%szx%LQ;m~i1p_{|Y%_Gd)VANuNTaJH#zuAhEHJ@Ki$Iq&E7jK4rc04# z&~C2IJDHa&lDjAg`=WxtV&LCBR}=_t)c9@suAiU8Kj~|w(xPDn9n@sGMxDdaUfk+v z22L>%>T6la5&v#!Z==7-r=|ZULpVPNsEeqcHstg$pr4w<2lHGcI(V#{Pe4_lS)ZqI za|Nno^yY9@C;M*6G`rkO_!dPk6e-+#xjy#pbY=9YtcqToz|H7{kU;~9-$VC8J|$eA zURF!j{pNrexQTCzcJE>`b0e^rg!tYb4Bd_^nv9-Ln;4o-fiOV-e6m!>Qu%sn>jPV6 zU$_87fePGXhtW@z$5mb4Twpg5EE7Y;0e50ic!!O=_p8cDdfsjtmK6;~0}GH zw_LZRo?z|+VX*Dxq7M;!x0i^$>;0__&+BHob}!Ac^{t|QM#^D`IAmy6ob&cM_gv0?^bAn+Qjj#5QGx3 zW))^dVIqzpA%|t2DdSc=Z8B?^S9LU|t`d=IA;A$LUG}^l*CBu}K?gS2@|8!+w9f*M_x&5I(~n+c*)-*~Qu zNGn581dyGJxm*g6BS^`QNXQenuW%%n)K2ektSCCgc%@8!F4DGPn2tDf^X63A%?i-b z7oiL(-k+`I8}T=*FB-lc7G;x=KQKQ*$cc)I#>UNKA4(C49apy5%;kxOON>|VSZ2^( zrZOFApZ!3wjZHHjy!9PV(y}?^6V|T<-e#h`;&I+VdOM1J_<_S62%c*Vq*0tCc?5yy z{&55JI?$5`Kp=~tZ@=hmMj$8H;Zq8+*d16j)B2Dva^%8H8u^3-9}^e*7VYywS{YtL zi+x%Ne7Vm`D7-W1Q4g*7SYVO(e$c2CBKhLcl@2=|^S_L)0K+O#;WgLk^##4xifm(R z*Wvpf*05gfKsP`#uUl1rbid)lzs+&d_5Ny`5#3oL9T&P`^KbA~tOK4xdigfl7GWLi z=k@XEoh3&zG)la9&Gs8wru$JzEKRX-MdJc1V%Osy?sPK7F5S%U5X%Sad|KvZJDg#a zD>i<5y$$GDw~x&hkU=@q18;e+$5@tX`^~TS#vL_1?EMLT`%9irE)lBwNrphi`{^}}(0LeA?Z!*K$cJY4(AWy5P#)%r3F(*W2V8XBi%enkNr#+ zZfi|FEO^y3bWI;KqG12V9F)X~OX_U?7l}M<3Em-~Ct#4;8yp0O7phYV(@6f-3r*P! zB9Ngk)(M1+u(*OVoc9E*Z_|Ck70VYMXr?lF`s-t27euVK)X@Q|sKPlVL>EA9$UE5! zPpz8t{ebAo4Z;7Ga&x+(_K+2$o2V7(*&hIPZ|3@3b9=lv85wz*+c3rwV9B$XB;u<3 z{(A0{4Eo_?^G4W3YBSmGQ?1#?b-MUw#RzLQ(4kxHBVtEh5`GC^f$h3CGh>jPV%JMP z{a2Ks&ji-KqR%(H-VelHoR5CNP;y@^0b9-XJIo3JWKu9j!I-u<%eBU%aJ@S~q`A~! zzKe;}jkA7q>dIy{SK^x0kx`;WmB1YH5#HMUkQ+^z>7?XJ-B+*DFo1U{{KbqRCBl6J zF{RbL#}mgOW0LniL!KT}6sPt&Kbp^>unVa?1=LUpHaCo#7A&@S+3f5Ws@$2#yGmew zmoDaWMbr9nho^9g3WZ1q!jHy57-Gy39hbG;u}*WyYdwb5bJJ|Eh13tWjY}qcOQ$LU zOng-n9f9C*VcHU$wqM6a?Wm9f^t>N`Nc*<~L|5ZiA5J`9Zx?q?VkV$O4uWxQ4x%1= znt?F7#`I2v6rXJ{BxdW4c<8xe-SqRZ4qu@5D~)^($-EOfYRG64gU8&Z*##qw_asJZw6 z=8b@C_3G%xciKuS;QDH3=>hIlx*dVZ!V+XJM0wVQ6vZ`SMOCC+7}>hX9;~`kds?QM z&ZYA*I?-%oQNmx5dw-#(8gOSKewg}lue+Vkh{h)9QiRBR6XSF^L*7nSaQQ=g7FnoI zT4{D5{<}6Jzo`hsJy`<-?wMD0F22j^^rM@|Y%NKT_%1L+q%=dy?HDl~>qjyxg}U${ z;8W|hFZF=O=Csq#*HuLHx$mv9k619a_UfXwq+GI*op3B6%I)qOT^h{n27zFKdl?ARqMUNDj~UXU zjE&Sn7f@+h)K5kqu`O!vKvA>G3Y9<&GRj*M3gdijgX==;~UhRhIM3K^TDui zV3?22v#K4YxQro=Bv#$ zRri@{<(4rLgeS#A*v1fH(uM;^B=6Cc^06`{P* zC$#?kiZK|_@%63ynqcd`gBg?XCRP+Zd!q^etOk5@JwS^S5$5_=&7VTW)EA^;#O;`S zP1gWmSTQ<|&GRh)67k!alHI*ZB6BQ*p~vry(w*_k5!0D>L6a0wSg4?OLU?;i4~E}Y z<_HJ~yBRX1eT1bkJS9*>GD$)u-+9KwBv8mX6ABKQ`SQ=2cM$eTEl(R3qv|O1sxR_? zj(&Ae7Qe7h1qiAvqa0zan}1P&ZW8JDOMSSF0NL!a4^X|9^+PjWo zN2M6_eCrS()88wPdd)m+lb26J3(j^69Z;Z|DXoB6tVYoFc8k69-y<$)4kNCvCk9C+ zeEJ|li}f|r>{OojHsLyCsCS0CC}W!yb!kV{7u_DCLLJVJPDK4+T3@}g{38@9JlfvN zejZyC23Nrr5Gs#e*011tL^#MW+|FJ%-e0rLrYMV2BiLVn*1jkO&9G=k{yr6Gf(I42 zsbQK)J{P`sy<*#S`ZRJK&u*^+Lj0XU4?c8nCT>!21FefVA~P}wmbJPMf?0yo`#t3% ze=EW=UdyKCC#H*s_vk}KV7=()I8(a==_OO|lbS(o+#75cY)PNmc7-W<){0B~aD_to zY(ASUxew)>r{110j*~(awi^TF$=cg=d`xk&+n#}LqJ_E+8hQAbJp6_YCXEbsd+SxqcExx@4%re* z#@X!Bj<(e#Ps;RJ7BpjFpL^+!qIV9p@uwU6B|rTej(7Q#Yq5mT?3XL6>Yk5h

Ak zV%QA+x>MCt5>eQiA==Vu!B0d?o!a!zQzG1{ge)eJAgA7(h@6`s`^pS+V={ZTp^mx- zLdq*6Pcf5*6^9*j#iQ7rJkuh#fnN_$k+r9^B|F=Ljac1!lP>@+uu7!qUxF=}`5CTL zHarX*1bnl}!Vare){)Glpf;1yFu}}rknyO|I&I%PK#+gh(gO%JJ06rfE(dVew&CC2 ziD2F6GhEi)Dq$!(dD8; z_b#dFdF`@Z#G_JpD{J&$z4=kYA|D_7_Z!;>F*%==t5N?_m2OX zdJn4~OrJiO(M6xHXEl#F=#k{yvc<|d$WS^=q5l#yxK1TXTu6)Am&?4~@!MX^r@Ix~dtfHm z9uw$KAsL9kWqH2_-y4GsR!oN)3 z?)fPU(5G(c&M>{aWSp$Cy>*=v;3Uu;jH${X61sPd14HIPmHW-$K`5fCYO0=@PC3)? z2}Dq!8jS(zYb9XiW+y?I_??N}*y3{%wx6-ilJuoEx7;ln=&1Z*_=GY0p zs6hTsggZPb=38io46lZYRHD{TsIA0{F_2N%uH-Dg)XNMw4Q66riMZ11y*DXBLl^N?lsZapfsXpjPBIS zFR%NxSMvdaJVr8xX^~+uW{Ln4yE88-WB}M#7Puj>YXT|J&Z;;vG8`0F2YyNl}~IT`OBC zR#EVWRsN@ge4Fj>B{oX!D*l&k9cTn)QRjkh{!NaG5ZD>y50;jvs5PH-|V=%t*6D;4tM5)YKW$ydS9Gt`*oz zh~?4-GYuKMJxSnKg*&>JpV?hSXtcH}FUXy4r5*y+i7Bo1E~gRHw`>D1;s z+42cSz)v$!NkM#-y31|s${v2=s$#o}!Hr(7#*|NZbnKin``~IY15e#&At<4Wr0zfL zd2kO+bWs$jATQDW@Kk$BtmkSj2#?dl3M&h?!Qq`lB;L*rQP^dM_q%qwRO)D6f1b}9 zOL$#m<^SX)!JKFA2ZWRG&2Gfp_uPW^MfOYQpq+d3lh^Ph`MzAbS7^QJ<^jYqj;`yd zeXrE&ijm64m!&&m>FdQ_uU~wJ4P2^6!qSvzK3#6el=_jF6CHIrP-_ZA$1kI9 z&gVa>AV2XDLa??tU|2-Bk7MdZ@iMfSr936;5R~(nF$&)7_zhiX3Mb@FW`P4Tl22mj z$j7CNjfK+)8M5;W2B$qG9OfE^B5cu>_k;%DI!nKoQzICv*jjZ`XfaxIN4(j_vP zdkSPavP}ZgmfTO;sD8f;{qdzLz2KfPljI4W_wf$ROqnsfVdD)qS1sY6Og)XyFdT+= zp5u;F(%3Bb!uvgJ8@hW*dh0;8kt79yiT<&YxL#$R@+ZyR(Q-!>>QVqZ7IKLZAZa zvX2#}6bkU=*`F+nZ$03tvxCnW`J|yXk`<;r!9Isd|1MIHcDsCswxIWq78x_tkTjX5 zZV8Q-#z)`XdJN>bUv=EAy};E{G}?DaMTIt7Lv99-99G!ji?t4ucbmAz9kRtUGyo-e z)aob6^SO(~yoBX8fP673uH^yTKlawLaqXoJUuXXOdD^%#fgAv?>UQ}Pb1kJf{wH=; zt{J7!Mc(+hesia6~*Vg;_dWNXIPL;f!)I+qY^osrFR(oJJ#tZNnXcV&m*Y9!A z(hgDX^m`)3C(MVzkBIq<_opk1v3ToaqfHP7;^3NNezlLbeTe>;o^tadMBBeW5|XjT z3W+fudthV-9ZJ$29*licN@R#UE><8P!5-_jzteIH(Uc(jJ+f=j3uz27jU`SqUjvYh ziQ~I5*f(~f-l-bD7t~rVjlkh?D*UpbapqEe>JKmW!Ir&aI{ZM}9)%b%Lbm9UTK-|f z0Lg2~+lt6#e>^>zF3vuxi$y|!Aj;FGrO9(J4v|84s_qecytw=%kXso3r%_fb8Csn6 zQVa1^43z5z(H2=l?Hd{4P|9c02WSybFK_uYhMoHYH_5`FeY%g;0)Zx^@iMlBePB=p z=$g-oVT8)+rYYGQ_7V(%Jm|Zyvwb_&l>jC`^(hO}Sg=#`At?;BXkfENyxWaGm`><% zpK52o zaZC&BHGzyh79^j?!>bJaMBwhpuRqE)i-7uads2Ruq9E11CO#ttGb*s!%P1~jIN2ra zhRIwX@Dt6XSJHsMZ-sgN@#TdiwJ3L@2k{ML7fCzYb&D5q@e|)K3e}kQ;~=-{qyS}K zd0*NkVCkNP4zDEKEjRo5v9*ua6Y@MWI&d$Ul|_Fkn6ng)Dre>YtqwUMfjgbZA69 zBbqHSTq;2+2rNJIB}em>F1QtF?#H5N#9D9Rws{ZPC27I|(r=ly?+Fr}alz;p`8R4c4`T-&>lvB`_6qJb2<0 ztG_$hGtc-s+f;s0=v+jtnDV8ySN3P7 zH$C2@)x*k-eVC`?Q5ubvs36iwKPqDUKzLhraG`3MB7s>)>P)zQRT6z}_HeOdD|gbf;8SlerVG0u-WDq{`4#uY(D?77afq*2e|Rr+ zBIR>!&j67!T4hG7WOCYrcq=!-;di$JZ|m(aBI{z?Y+zZ8 zzyTF+Bqn+|$l_SMRR~*NYVHgB%>1>4*S5&f5wToR#1l~@bW<~FkDrBbt0bJ;YhfW@ z)Y$b7Q6@A(KM^WNc61mH5h?PcQNW_~xr!P=(mgqgY)v!TCBTS5f6*m@%A3kp(A? zEF3b#**J9EbRxf*uhK@^;0p#n4Krbtu;(5}SqSwTdwuqn*MJfp5_(H7RhNG7M`yTCvqT~nyY10YLc{xMIsqwkhwZhNtQiJ9b5h2AIgeBrt+Cd36maK z1Ob52k8_Q@2iJn6B`r1c<;!|}$XIp?ZA}f*@Czu|RI*`K0Us_YKZk+#7%K7c+)VGM zvr_ilbn)7h!_gX|<9%g|EsP@NXiB`{vSo)$yy(vE;h0K{2n1nx6O?3Q`?R|)8+C29 zNZ}@5DV%G;J(n1tRZ@PR!m3Vr^i$!hm`7IFMk^ensZXrR{NbIQp3W=AS#b7{xurFq zw0ZSGmSomE2a0jy5+B*I1h=2==Hdo-4STfMXm@UadC}sJvLDhJ1Fj|UvTP_i+^50| zwbk(JbE9ls`js}

@n=knGkxa4j_h=otMp>t!DN7MNs&qQkX;t76zF@0CP2>FQy zf76cus9-XMsl~3=f}!MWEhY2xN`#uh;HZJV@P>vk4Pu&*-XC`{8;3a*)t{? z=pVKG#B6UOl!V3@;$$o&vC?iemy}^YfNis$OD~>bLi%c;h_;Pci##r>D}xoCCMSBd z(X1rY)c9n4`#0kTK1jeiK12nXoDSUL#5bk-vL9YkpU0z&W6oCkn)GJUC6_Fep<4TsCWREx8b`qSxxn>GWiD*%hbhwg zH7;=DWrg&_xZNsiPpzDdq-PUdF<)bSO&_?8uJahICbC()o!a$?Ug#;j7@l4lIsT^N z_@xndI}#xH?$=<>`#YNVBM-R{Ba!prceDe0DHBz7{P!N7!lXy;KPg)}T5TNpUa%ao zB$C2KtodGVW<`g|Ll8m5FR)L88f}`lKDtO%E3=I|4~jHXY~nJZLecL8Jw~>!+ZVM$ zo!vcnihY@#ddza7e2Ui354Ct|@v3~kFvR{y^;15_;v|t)H}hNAz3-;hXS8i&-;n#{ zlE9p{auKtX@kjA~pIcduH8jYNw;73P-lhQZEbwb>=Q7l1G%_#+p%V0J$V@B!2 zxoO$Sj{Z7?ueI!d7rlVgwf^Wd|JEFIa7N>;7=5A`HH!tBQdx?lqKQvaCEqe}xx<4> z6)7zcXpWlX=h~MbpcVNC>6;;>#4W;zVob9FM=-~TMxf?m(LyQu&tILvoROdc?HSJ$ zHr3Vp$(kc9T7#0cFSwlTcV?dM&j}${Nd+s|wVwz)P85x+RU6)%+~VI~z_n+*yi%{Ub~62;UZ3nBD&%`k!d*NqA+ z;H)u$Ij56*5JGUhGUG=0=3*ko&g9#n%(tU-7L~`WXQ5Bw16W3+ICf^6L13UFWNV%% zL(En1Dbii60_mdzx@*M=bpnbUG*LV^0L;|+%fLnCA*Vy%80^Lh=O?0%_-WWqQQ4M5t>Xa3KuEc*~~AyUCq{ zDna!S3?@Duoy*X)$mdy#nn^ioj8GyKL=;N!wk|+4pGwyd~*q{0n=Wm)r%^f*Th8dOn zwK4oQG0sme`hCRe=BXU=->q-kuGhxm$sUWQ#SRY_wY{^pb9yz^0FckHDD#tAZLQC{S)o#UAs1KP_ixwP??zv8{kBE&KYV_V9#cV*Y2c-3*0_AI zKkY;0M~gh6Goy9S4oYG5V6k}0iA})Yf_nV^U~dM3;Bxlv7Dv}k_@?PV7zKUBkuI=q zaGTpBy1IK*4?7$o5S*8L1R>kshwynUwIP0hNvQSXw&UO%VR%1O;c6%)GBFM@oA9OK zg*UNRb_fFg(XzlSk^yKMlX-PUv#aPm*Tj?r!jU*-L#(gC+Fuk(vnMFVR0FVF#RX=H z{D*vKwK5H7qXzZ_AX`TYt3O~kUaSzduGw&m@CAkey1dW_*nHl-GEhZ*QZe{3_k0J< z!XgMgF2VX#d+d_}X*#h5!@9Wcx)aG5{@ElC`y+i%yC~^n;%G>|14WuHYpVg*2Di4M z1KJbD43*PF|3I?gM5{sOm z1M)-eiY~L*%~xPi+Y91tp9thGhJXddbM8-&z;cm#Am}RVOkG$@^eB;_Kr<9}WL@y4>Qqo=rqX9+-PSKj3D>s|)WJY+(GtgTT?W~yjjjgm6j(|r!WyKs|>;~k8;nSxeqgLh=d}Rhq`~0_AqhPh*^Mb8 zCriXKzU|FCeDORgDau%&xc1@uForEDT-rKGuWa~O#K9nZ^AjR-G?a1e-y%X`{cc~- zGp@lp`qi7QET%7PMZ?W?OiheH?q)Yf zyOT7UhnaK($kEWCN8D)!Hl3NTbbuD8aedg&N~+i8{W`Kc3vC3vo3+)s#q;RbXVUCS zr$M(yAV)s`OH!DmdQt1h=Bmo5&d=;t3*tD;f=}< zz2uvIhTbOvlKCgvWVL)*aVd!wPvF7rjQsiQ+1|6mMGxfQ?NlX-m(BGx-<|1#J-@PdA-|sDmmo=_scjHn}1~sknjLr?+lOCd@BBKK8nLYKVf&|D;0A#tW$OfI#N!jk*R4oH23o!FSp z>wfg$46fGw%>E~W!yyGTt09+Fx3t6?#B+?`0kRBj_yP;l7kS9Khk(ROd=6o5P1khm z##HH@UzQPDJMxkloVLoJ_4x)f0*2;vKif$T486Vp`)q5gVJ*^}raE!%xTPn6;dtPL z;#fl+1jFU)SMQPbNG|*ZvaR-w{Y#H>zmzf*&tNyoPRbh3Elz5)7?e=pH;VnO4Bpfx z`pML5dh?Z{%x`J!FIS`64FY{{IBr;Z27`Zv6|xAR^SX}l6(bZ-vNlufIqu>hEG{I1 z>pt(VV1kx^J1kao@S`}MK(cmV;W0xCOF{%ZUY-P!GDwtXzSR*N*{jzY3OR(K^I`j! zt!`~ZCN7vXESMMp{U?{@0rP*x&I-p+?LczlL^RCwPCE-g)3%@H-wF0P(4-2<0OD$c zFkfR390Tx&?jr4(r@p>$L~bY%*6ukknP77NNg!oG-&`c8a#%RLv7Obs)N1S>%b+8N z()PNY|II!b0)lmCLd37&zaIM!S1hn21agdYJ`mJxi4;;$5^cy4W8Ji-%4jPFwJeCl zLFQzzjdGF=j6mkF!7!{_CUP3S|CPk!pn!U|6z6~KL5xbJ;{ar;KP?aFk#yQ##2fxC z8!WIE(wrXZjAz6>8W(2gGJy z3vkXhAd>7jeFip${GLR+hx(p=u4uCS(+rC#!GU2Qsx=8&Iu_V%7|3)@m=u@S)6Flq zGQO3j#y{bhU!i|Dka+X!OYqknAf=5Bs4w=T71PYW(ve~)zjWJ94d9T6^7O95A?HyR zqk&M%O{;|2Vr6DIFd<1)<#oF<+J|bNk!f(M(Q2~MkX(4`FR)%|oGDQ*k`liGGEj$s z%wXDaWi3qNEUkJo#r&i8#;w&BN6RnkFn=%YFGG9`^oP>%LPlEFcXXsR?kjtPt?|S!cplNM*pRU#2pD$A>o}pe7IBX7u1fEoXTf|{m>-=0-}bH2=9X*!+@pt_Yu|dMG?B+=B9&{u%4Xo*i$iL{ z=jQSVqweLeW&b$|#Q#<+g@>iJ{$H2a1ohLM-D%vK#bm$leJSK7TQ#wCPPSgqpe%B? zj4Np_U@iKpUu&>P&$U}2Ss2;6t9x&tOB6B6w-Ac!r21+KATSeFXkbDVj`)IpC~!Gn7bDm^ zwi5Z(EvBIcBxGh{KB8;@4w#i57Pl=J1klg__U*cfzebbQuqEU zkk=0&e18xpJ!)`nC?T4%yq*6s-hBS!W>Q1eSb{xDQ-EkbH=v-^sVpe19OfU(O9KJB z-V1x-kyV;443$ZzxY`Hut$%V?7hBnt^b-X*x}@+$!@!WySkNmz?~)%i*A{R)$IZde zN|aVJDz3``!7Qf`IMt-C3@Fd|XQCybOL_sEy&38cLyhDaJ8qkE`n+h{;cWCXS5Mk} z7C$c%NSrEI&{2bl`0`5t2ky7E!MR)h z-Nyj_JqcL4Rc%_wvCq+EI zWMPzj<+SR2+^Yr7pEy)tpra21iHmfW_OOjOg=0Im%e*nc(#>}UH#H8m{iY60ViaJcOl3}Bm7z6D6|(&2;Z0}d>0Acts^ zLUjWJ_g;gbnHERWrLWcNqd3WSfc{?B!24glpTFyt|A3Y`7%-#|d7kzZ&aq-v zGME;mtYqYnlabKAuk*}-tlGuTU&$dbrE=+JB0HpaS_v2=?B(1QpEQ@8ujpn@?|Y_(?16Z(rCcwI)9IT$vV5TSMrGI z&lM{=00*2#=Sq~Xo0AvV{$N`U0Ps60DeDq)__kq{~19?urPrFG}`%35U#ALH7v)WVLm_tC;|QptEhs z`7-K;L9d;nNQ&dX1OO&mE`eJ>A4yk~;qaYBCz!Z-xUkmQI`3=@d7UD-8MDvoJ4B!25BFgIM~75V#NhKepaEy05P5{%+K$ zu^QWKY^O0B+icvZanjhfZQHhu#Z*~IC??uMr0r2HCW4qdkV;&D_Dlt49a?)c6*5YD`# z8YEnh^!4oTtzZ(bk$>p3jp-`vKjqFa5<^Bn-1ZN0mHqKKjKBQL^|bi6W4 z@gDFy6km8Bql%^jwmf?vPrcyYQ;a`O?0O5d>Kr1a!1#wsxw)8b-KfQmE+3;HM~V1mqch_(Mrq0Om!>+D7uP zO`n4fK=arIr$lwhoP)pXJ1)fX&+-fit-q=N#;=ZHuK7guMz*wuI2a7PhiZC7E4?Hx zU!T7Hq4?97!eO8928a

)j}_-11f}r>vXF2|&`X6Tg|q;Y0U|1-wlXAHg)hmD>g+ zF6nIX+-R+UK-DD&^l%-2eiSME4oHC>8I*Y$o#QB3 z&$zJKSa=9$1zj1748On%t3s{=Yv*Asb~d%kB60SejY7e!Ox$X;`>$o!Xk4g2D zj_0d`8qh}V0vTU>aKgv8yM_*NJ-sY?BEFXk-xHv(Vl*5?Try6v{D_T4!O}H$Mg}v>i)xXhIa}aOE5oKiQ^w>D| z+$SGAo|<~bpNkAh?6&&z7C=aPmK2m5f2G!pn49T;9nN{5L9(genbiU`zC-!|qG;6U2rSyF7>_t-HJKaa~b z7+S<+c!%&q{|d32p5_O@AC^V~KE5#Yw7e|IdGVO#U>2OtK-70NkXyqgkqwz*@?4HdYH`AfJ8&?cMQqTX7Ze z^jjUsQyvwGSp1Lc$J7~ILC3QwZSZ@inR+S?KFyg8rWxdBfUFSyCy240`j&HKlmI6G zF9}r$yrezWo?>LL=l0@gsGM7f)h7*<9dQr};uh4+{FE}j-*DMUzoc*F(6=y;G1=dN zCNbJxww!K-v!v%-k8{bEcf9@P0F(|R;6!HhcyTV+0jszGx<9sbZ&lfA^p8q!WB$($ zq52`0-Wu- z|ISQiK|!Zv`OIi{$y178YT+%i#7nyWpK_f*1w6J>G7PJU-N{JZ%}PRrwSsy@07t(# z72aR)kI}9CVtHAudP_@*{rCa4>?JpdAi3Tru&a$6kl z4#Wjt2uI zeSdfi+;8iIAGg+?Osz8C9`#S|Ic|Fx|F_lR_v#$Qj81vng|&qmFt#|~nh`lK&|Y=H)lw63d1hS_t0C zt>-Wd5De1iCw$(U~f~ z)rhtah&Mim=Riq(SpVU>CpS6K0c@!cIJ8}7e`iYQU&MehJL5(VVwd<4aNO!Rjdn~L zV!j7uy=>#Z+aM*eEg7PGhzj7K$SB5t+BbjB!A_;LMTT?MVvJ_~yLS~@f@hok$lK|9 zCRLA356z!f*9eB^6qeBT5Flb15G#wlgG(vXa%=k&!m@Pr$4ofvz9UEPw`W6Y5*?=9+$KCFIm5LL;)gsJnl>GJP*a!j|g)$(0_AL_cAE^OdtdZ zv;!hxcayk*%$^H$MnPlaA|(-$8``y*{x{t+XCQdp``V>{3GfOWc)t>|76rT|?eGEW z!TdGP@EuXeJYH024Tq`G?glUn2y?|O#tAr#?OXl&*zx|%C*ZIosk#SzRvEJK!1=UP zCb$6!!WSeC9VA{ZVE3EwYe>T0Sc)W&6o36s`3h)q**cz4(U5P%Q$9C7lEoG(qBs)r zOq4IryvWioRnv~;O?$}_73B19yY!y6ye2V+a1PUv3w4@_?LDxMnJ^dozyPMHd~s5G!x4W&v$h7eKYCOwU4i#hw23L6!mf zP7F7EW0Y*dYls_Aq(D9)W<+wS#Elr-7+KuX&#Nx`X|_)i)MYy!+<~>iI|F7j=p!JIF7f3Dphp|EH!at#Z7UmR=u`?rwcc~hzH%$g_vsfsv zniINOj!tI^Nak^M)P$oa8x5FbzKch{6#2JL0OZS4kk=-vnjA5mq?cs*Ue+*QI=HlBTP`SQ0&ZHv&rj6qJsgU^gH^e{>rfP{N)s z<-MCc$Z>5K1%Nn}Efj%hW`(6$=T|lN!wKp_)5PenZ0~V--b;Cs3k03~B@&#EyYTUe2RpsEvg<_>9R%v6b7pD+T9>M>(c%BZBy^#XD8%35 zsR%Lb{Lk2>#A5!Ke$KB09f1-CVts0Rm+CZ+w7S=Rv>UZy!?m`F>5cCbpBli`^vtKSc zpKVrufymqr=c1D#uRMaGE{)t|-T#9k6Uq1f@mXG)xj| z`ekY$0Xf>nVXk`#NHK3`OHIpT_Gf(3QKkpy+Z6eXLbdol>4a8-oJbwhpNUnPO zMc<(lCu;wxIvU^Keu8H~DFUGvz(tLTgxsA1?HAA#dy@)oOe~rGFuINN$^E79 zkFjwa3BmK;j?nlqetUV?j!r^0vIu;qtR7vU;G~7edvYL%b;)|eKeS92!tMi z;(hfHcn?W?wJxyHL2g(S?O;ZhY~Khb8#{0xeGSHWE_VozI!l{XNc9Yj+Cx7OBd*`F zaD<6;oWaZZmEp=;&N%Ol9D<$@t_{e}9vJvlzv=e25Ww6l-Yb^(kKHm-c9 zby5(aoC;KCR|G3|KEGtkIvx#qCs=p*V+g_<`jg%o02WEZR8+e6g;1zZhPlQj`H5}u zg_-Cx9M;b2fGX;6a<;|4g#(39reE_W6)}XCM5$pR|g4B4pm zvmA5>M99ua!FqI42fd@vWx|;2aIr<%nN(`q5|cyh4C^RRFbHRpqhgr014pgD3ftO} z%Yf)Jg0vvGAX10#AYheRJ&bdmL!p=*?c&&H|J1R0a+sADg~swXMa*;;a}Uib zC-zeI57GjLXWnFiUY|uMJ>-0IVw;4;>MY6qL~&@VSM~3qS#ViA)EOo=?n5{5O$j$~ zI5h=GsWcBz<{RenBoji1kYVXcyZyV*^$zHKEMD55=Cm>r0{czFTsNCD#2%UN8mpm* zcc$=8$sodPI~aOdo+j9%yU*Py5(AMB=}?cL!A!Ca!|jiACo3lBKDY0vHp#$je<5by zKGOGps*-|f^qW9YZc*!k_Zy2kQ?s+M%Y z^SHA9ws*t{*a(@bud2JcDX+2kAcqGt$ydpu51#QgAY+4@IIqRgms*v1UH2q5Ut-<3 zU2R?ZyUof48926hN&H+i*qx-b8?OCD0R{JWJ7lZejs(tA`Q`5L9mF;#9}GJ=oL@qk zTnj_%UIetq7Fgy(ZSbAcnGnih@ReHgKcfH^LER}qN{b@* ze(-i)5b;2X#OKTXF;-x5>wR$iHV5TNeHr1uz92W*2@l3-12=Yo@9{u5x+jKG;oj$$ z;rXT}xHV+b&jJx%+{WL`@F)pGJ@}AzD;V1XC|iFsnt5Ub&R6DjbOiz-isUW=u7T~e zPu$)gF3NQz)nxtp7V**DV>uV)y@`F`uA2mPtUC8&Q-BA{@VK2*;Tm)HJiAA<+>~Gq zuf3c=fmt>aKDh=>iiKk%>oEnA)^(}Rk+FajL?^Toru1MV#mg77GYJQ^$3ggg$KWzd zgqvQfc1cPY5FjynI!#_j=sSMxaO6vAKi~nmppA_f=mjb_N5WK>sZG~zlk^EgBY~9% z_-#9*5!!}O7LsmO!sf>>S64#X+SOA3=}Z81tU#$6by$WdKd7az9X>`q;PiJnrDd~2 zl#WN@kyJDxs^r{_^E|%&PDw+1blII)$9s9BgexWGPqIEz`BK}1AfXpbK{ADKclDHS zxRDTyQ)V23ct`#;9h$IaZBpC0qCoVL+;>NETuAP%YoE~mTSw#yVCZ8rPM-k!4*mYt zK-dQ%?!(*|M${mrbcr;d2~y$^mXouo<2@yj0pBEr~+K^HnPVc{_PjX z9rE~j>VK7Z?<1m2EbqPuUXmzt2g0KGvfPUd37p~~J4@J-9Pmh=MBiE%2sp}7vS?&; zayz(;ir44+i9vMpf=5_c?n~iT_2Zf7cFoC+k$L0&@icd&hJc&VczW?x{&XW^OeU%s zl)(u(-|%D8>VRpxmwUTMnU$7YFuF!L^w^~EfaDm>-Uglec7b9)A8}LG=&9%aOP8tD z9!e()@%yil;!DfIE4-*uj@7%8$Pw(9-)m?o6Sx2PII17~Otlzt#oBAw?t|LE$As&Y zJGQx;D~`BW@0E;N!1EvUt98E~W6J}kqH)R_(9d$Pj5J=#)eA%-*K>nCh`9gyTQaer zN-ML4{f^k=$}ol>8h_~xjKxI-8gUgstA5{bxuUadPYn-W{T&xas^k@)X;n;vlEQj? z*;^H3bS=`SFk31{3l1YZx2J!_AdZ7P#37CI)I6O(IU9gZlw$2Uhc;u?Ui@vVbvW1p z4@z*aS^Uy?So;vFkAw!i(#xB~(5iO}=Xx8MU=7eNBO89vLrU<|lFAgiLJYwum1SMj z^gT)B3&14<{GSCg%zrw$?-mWTbTO`ycIbhAa__vYD*Ycl zVzL%#atNqOBE*smt|{Q6qYrhP>IJ;quJ*9ntpfXkNAcY8?xac=i;>CH zm7uA6c=?r#TnI6ReryI`RR^D_L{kq7aU$82M1!WKCd3;p|C|{k$=e%V0>6&a?Dyh; z)lk|ZFOJ(4N?}Z3ow}JI#W%E!t{j{9h%OzAADFHt-jI$jv2fY6*uF;a4utgqJiv_@ zh^s};I+DCP_3lcR+bDA>MlO8QOGj1A|9Kaw5GVKTbN?usOSv?Vhe+lx2|;nOp06+f zo9K*~b=$B6R%@=9gab9@97hmx*xF7b`?MWto&;X-%iRb~Qb(cUF(uQFc{lCtNt6JY zXF0CUCUOdQt<(~j)DqX%@v!xTcOa)v78!`>Giu4eM}PtoT@Tq+L5St0>c$UR zZPSkv>Sb(-g1pi>@ExWnFV#^H-NE&T{MdUlNSBcxx=RC@2NW^Qma2_pV8QA>hbnyx zTl@jwD8aH}4V9?hkX?~N0FA;EZCd<1Jk8IVQf8g{I%bO{!Dg$Lsu8du70vHg4q6Q* zwG`Jb?0Vf5W}pfcXw28Ay8Uxc_B$}?Y7_00+R$! zljgbF%xITkVJr9@>~1?zqQe~fsoQeiwY{ekF|xc#-pG$Zhh7)l0fxC1G&e~sqMsFA zT=bIzTwF9tfBZACV%7tnb*ln!G`YWe0e*yXJS+l-rb3BH@-eF(IM%}Cv;=5a$;A9h ztH7uA)I?W<@>phpiM$w7VH^N)cSZ_P2EO`P*F5|@FW2|p(7mD^aI=SRkW$=~q3-!E z3Kue^!1^#$;Qq%CqUha;rIo8#h74mYwGg^Qj<{yH^!QCt5aDvK=OjTX#)v+RO-CnQ ztvxOD*|>F7LzRfSysEmi!H5%abw_*#;5GJhbTdffXWa;q0rx)cFqvHt3@6XTJ#{(7(FzN=b@F)i1ylX$TOo=~_pfErW)SYApUUPE;aB zyj@n`iNlz|#Kl+nK3wETuq7S8By{BxV`S1@>Z0y&MA3&;Xt`X7pL<$NJtXm0#Yv-C zFiHeAWcT^okKHo1jwlFHGdo1k$t02lGoUd&sl^%@O)Of;YdY2z`qpMWRVwGGRbXp@ zi~KNx60q?HJ6u!CcH?_Mrhb!HdAW9RF{~2_OWpUvVyhNyrw{*!)1vy=e||b>aEUc% z5edF`nzUk+UY}QlSf9GL=s}}`M?d~;t)K~doP_Z;ZUFXXwXx(gt>_OmRSj)t2TZ+N z3L~`bF92#u!u#8O2cz@FhQv^hA1uZ&Kzlr^g|4aNvD*>D1hfn$PqIu&fVxF>9R5*V z|6~70^LAK>nVwn~?`pi;JVKOW@hx~J`JginTs|~f* zl&(WMgSg{`Qv+StjByerJTfvo@E3`GQhZjt^fQ-KicpTX7@nAL#jR?w{nVQVJ^iT$ zTKsVd>BrJ11Kqo3K#7o;2<&Hb=cHN;leGCgOw#-f+9Mb%hk4$E?R#n2L>Pj1^!-}= zbOdiGm-eDHAEm0v>%-~?Y9-T*@B%2gI7AP?DTbB6x{1B&H-Qe1QW)vJH><;6Z5B}4 zcVuhMZ12LGm_fqbm~Dw%evs!+Jn)~)6hxE^5Yd?UP5w(a2IQovb;r2ET}HI{`{e*b zugPomK%9xR%Ye~jRvwx6>w6AHmsM2E`@bZQr~7=p5K>caX26ihKo*{kRT>zK8y&7G za*)8MQPxBU9apR=IBK`pimH_(8Un_LS;mhO4T^#n>>}yMoFU7=(Ge~7o*=uJAOFuU zJ{1t%od(gfiQoYj4SyX|u9IdHpDf*3z>i?Prz76U0qPbmn@Zz=wnF7*|78>I4kl>U zQZ*&s-qP66`LKG_BP@cqM)tcZtza5<;tVg;)iTe z%nwXUN|wYe{5TMV;UsRfB;@ z#H%BNANVgl=7D}j^y30TITI*UmXH#Q-1JJo}c^|*hVwLPHtO4 zbV@t@NA}D6>SJZ%#jyJY3MP&q zQcg-v|LQN;pTUFNG)cAfmrCd6$Y@s5)0tcrT0!)QuRIGA*_+6qXIpoxL8OKGL6Q5- zjTZ~HeSRX}kG~7OO?dX#x8&Ov)SqpZGgzr%|1%H##{dB|YkwDHPy*?xy;W1m5QqLa z>Xix{1PZ=l1kUg(>VK0){p_N}A=b?djk&OW6>moSdB7C6xz&^)J}QX1o;JF~Q7P=k zD2)9JL4%M`ro;zy8x-jc%{nJ(&Zh zb2w8$^@O|tng;PUiXsA_zM9c!)q7xp!iDp9^{22piEKx2L7-0ilz?g zmyVq-@2M?RX~(&tN4LTn_1l=k(qe>$pR ze>J-&=lvG&Px_==%DU2+?Y4j+BVB>Z@~qktlUu*82;;aU4|BgLEsUY{-!AXJj{qdVi>e;= z=7^M*bxmw%C92wV5sLDS`1EOrcn4Yl=uLUk+!dyK^_JK5IM=suj?0%7p2`hy zA&O7_Nxia&cCMYFw%Bg>4`mAY;!y6?4G{RzH6IX(;=$u_H|{|#=nVk{zUUjk_8b9x zGuz6nt2RPS0IAXl=w}juNjr_qL;#r2#0Pl84nX*P*d4VJCYe_O0TtH_Ry;&mryY=j zK7ha^f=lwGn00HKo?3B{2kB28GA~K6No@o1*UI&S$gW0O_;%Wv~A}7H>De z-l>nNW*ifS8`NlX#GLd#V$Eo>{442o+yqLK&Aj*9O0SxmjCPgWcV@{Y z)EF&!Jqef)7^Ap)+PohF^VR-V7Ui=Nob_rrl@aP6YGLLc6wMp}rY;1;#STq?-p6Rr zANo~<=vKh446y&vjit=?V`4pcWfFZ147hJ5g{pPCK<|5kJ30X)n^d~X9;Vq$e%MUt z2syqFxOEdiI?{TdyaNC6|;adwCatS#Ek!G_DV zW^gY-rk#7YT(t+G*Cfq{dZ)d1(aWM>dZiupxr!DGhKB+KxdA!iKS+Pu2gas57ty>- z{FpvzdM2533Cn{F&1YB8_+%RFG}r&1;!GEcnF6#`rA{?3W@VYxRJPRiV^9s@ofpsD z%k~eM?*kY~TqQVd4pb!=%m{7#jC&!v{%!!=cxbUI@lXB`&3eO}vc?!vK&sH_u5ZTo zS~x;xLU?lNg_8r}51 z85#*iew+qJGx8?HD$$NCc7RN2mF+<#y|I12`o)XVyNNV2Go^c{|j+XC9Mr98B&9 z<;M+A{CJTX^TY)HS`I?aOG~JD#GgsdqRH`iLxBH_2!Pk;ji&Pccn$^oE0;jIVtPz> z3KVRP>VAOfwW1P<4;^X>Fi!D9_p2SY!ht#Xy_Sx^hP(k+u(5MzM&!;*S{%+Bxhgwt z3lhw=)eM@wk~E*WsMYRSP5*onjW%Czw}tEe{r~Il-r#|t!4(5^XtrwL1LI^;w9apx zmY{~la>YzGkoY8>%pm^x%U6N{Ts|?6R~B5j#vcK@dDmFC)*ftt-RN+op<)&I;%~N# zWg2X1j!Q<{*a`W|62L#T>u>p*A~ib zF-H`^WbgPHL_}3xoyfZV(f_1=Wqs%E8833$G>Vy8i=?EYs(3=#+BI+&Agd_?Isw9E zFQM_!nwz_=D3L(U6<~>s|3Lo_Jj8~B{WuY8uBhAF`YHWTxKm_8^83U={In_$DM0#x zm;P{4!E#0HD7M3b#XiruQ(RI#Ev`Zq9Ln4D|Aa;UQ-Aw=5mhRh;^{j|F>j5~wMZEQ z`hV>@lpTn;@G@YyCwSPAlq8w)NTPDRU(xV*bg0giP#05Fq;Yqxpu^B|t}X4j?7zM1 zB9wy^;9O+?&Tz>CL|k#J#NVeFg%$Fm+#YvDftx|_hwy9iC8?+)jS|!dAn}{)Pdq!- zrmKx46DrEz9}gw~%Vfp%fS4;F+NFL3u*0Q3dMMn>@6FA1aiVx`s$?$@Iir2dt(mIJ zwG>gWPDhl_cwAmIw`72`*a0c?1FqIM_Mui}a<~~Ec+wPay6o<%3=U4^tg0#$36k2a z4BLW5#DLwcvyIOiBE-hhExoT3;i^Q>?j5r&=`DAfLwe6%9rf*8V#y~!NZUwUUa)0?6>byYge6%1;+X5m1Kq!;22{PYxl-u{oVe105t{1Pcg@lK%nA{by@3m4aecyF#?=0qz3m zP0D%$tV7|5KBzuB-Lp5DzVLQttEH2M9C@*N#lmJi-H+8{@zf(6Mp^=rhH|Nfh3Yzz!IUG|^zS5xaT{fDUp237LAHoJ(n(wD0x4jh!cf1s5q@ktU z*kGS-sMAvy(bmTvS@Y7yFmnC$32 z-p|LtErI}rpVLyv4aYbJu$%V@lVimJHKFh0Y^g+KZm>}vn)(Roen#Pro;9U8uex+n zf$5VVu99v2Q9L^wD14YqwsHg}6WLh`>p`$XQ<@P|r--w$wF-nXUvxwc@RPQ#U zzFmpk>xlL!9Z&i=o&8t|1h#V0GyQoOkM~z63)NC7-7S9&sls(|mACloZ%@tr@`z4Il4!4w9GL1bzd8?#CGr|2@da~+7&QgF& zOj=x}qFO2Ej$KYNvDOmuh24}k>DwE*S)Q>bYyo}j65nXd<4kO6379u{E6^e30`X$3 z3leFZX_Iw>brQqBK)h}Dj>{^h?f#IQ=`Asjm@PcH48KOS#@R8n$oq9=0{Tx!22U}je2b@ zizE1@xXNj1U&wXh>#r0BJ)fKNb)AnpYZAZqIqd)%^eElU1&IyrTn zHJP8;Cv&i^*3z6`JEo@z=Er4K3fgxSngt#ybbSr$RCyURcShprrZ4Q2?fZ0;?q^Mn zV$6H4l#dnWkiX^GAW89C$)n6+(Q%phgFnAY8s>$+ndd!6x12?8X;=kc3(pjUjK1*j z>R=%#oW@Bhv9;vs&^Y#0G6QgH1G*XBFVAM`0fbopI=BBPZJ-N9;|^u0GGO+HJ<}4f z=f0e|bm{yBoNCk`*Y!wcTn1bTNFWXqC0(v4a%lT%aNmyFS7#bVA@f312b;I2x!lc5 z_&dZ+7kLg6-MTI|D_NM;CHvn}sFK(h&`0}8IM3C8!Db!3#a0-RTqxHv0z^XlWn11b zo@CcVjra3cggg?exx!vpquub4Vex@8@<b6x4b(aq;pc1$NJ3W{vzLnir#}Xnj)T zB1}h181Vg%8xn}WhX$6MF4YvAG;W6jmQi08X=zlnV?{+GVt+U#Pp^cb$cnj5UiC-` znDW0(F`9160@b_oX}LCQUj=gP${gYo8rHF?A&Qiz+og}cNOv?wk+LUN2=JD--KmR$ z3o;Uq#eL=7@B&MnC*dW-JufP?lehh*n3^U`)}j1pyLH36 z@zo}v<63t;PqI(H<~|>(jBXA7i zF5oZ>&2Fez&-c7?TyoxE8`9Nfv`Qg9tzem~LZyN#Y{-U#&HGUtb$wg!56`Y$+%gn4 z%7k?y%sz|0p5W#do6UF4vz$Ib7hl?jel4jM4&8!kA=uY=Imj5-B8xekc-?uKbOnjE z*TuOXsM~;IkB)*hkIU@hAh6@vaBnzwUV3eN3r&FW@bI8FeRugJtQsT_k;na6A;|2d z=-~+v`W^iU`u<=Cs8R!;>9(vh6M=g!LU?23`U8V zK)cf8+g&0=Qs>G9DcyOXy|Q?@2;jphZ0MvRwS5E}`Ic2{;EqeDfN|B>nUysW=g%{b zZK`YkW#bvszQIuydH3m%Psl!Q2n(UBGoB9%+=0cZ=vpJFGt{qBxF7xd8G!9vS?YVA zajbZ}8&GSgCj|q(SF{(Y4MKM+x(w>G?$ZWOjH$-xMjMR=3=AC` z(=$!!&+FhXrx6u;tAWs_p?5^H_{$}uLVe6H%M0!OKW9TeuQC7@@Z+~hcm2K&R9Xkv z--{yO3+fy6CG66wMRWj9*Td>QZv&|X%Q;wigTDBc`o*s(G4yZLPNWq*S#SXS$l{E4 z9P8o$@M0N_a zP2fHv-;bN13ie6SlKOvTyzG$Mj&tm*Ld!cf$JBUl1OL6{#JkOx>hwzQejL8e5CYoN z708d!npI=LgYcTOpXuIdc-xMR1)B^qQ-~vA$oG=&qS=TA*$F7)=sX|MxE&=EH_~=Q zh(@Lzi)J!~uARYu;cEU86|UWgLOdzMKa@caeUZKbq${{S)fX|(X+*CBH6dKa+f6~) zeQ-^Jm3(!U;ck!U#(au(x5z$TP-v-RBh#>wL;Q?%W+j5RHe(qlWj@@~qzW28iR;Ru z(%~-rZjG^PtoV}t0W`z*$OyZg`7AxaEe6TY{G=vmhE7aBB-Kk~*97%ThJwB;Z2bXw zoa0`#@i+EVWfKy0JiX931Ae;em9$hEZ_vpEGR>O`np+dcs`Z4ox_AjhCsm3aI}Tpq zHW2N;oD>46aWQHK9#v=9f6+^ubY)eD;-iV}0Vvx0)7pJ|0C9xjPoZ>sbLurd^utYM_<&M4p7 z9p^Mr$nqRF+sHrX7=%N@lOg0T23U8xcL%{AU+6a5$Y|mI&kF7oI05nY2OMs+tX8Y+ zJ2jKeXTS?zaEry|SenO)ns|`-@qxN7fI*Tv7fKC#KFws%cvWU)>3u?FEKlNcDu=*1 zsxhWRwhfjHIwbjP*hA`mLE6K9mI&&0tUH;VQ0x zjXmm8s1e2iY*$K+iC6rhKX4lln+M<&7ZT?(q~s4a7pwk^L8oa75};o3+uA~EPq2Og z(*m!rXesVMQwsnW=Wcp>AYkQ4#`wAvIN*psiM%4W zltKE6{?&x7V;up+wx5O|d_zOw5+1r0T5MFzztZOIm)j*1epl=v)6{w!bh{k2I+g_@ zS&Y4cHd6jLmS49##KTCBwT%|?UtD+eLX+XYb9qOXz@1i`fbcO;tW;9^H!S1!Z!G1H z&t5|AMGmFKR6pmIgf3=!Xy$56aD9Q8+Ni#Y`o6JufW}uR4Rp#(ML)yN(-dJPi?rZh zC;Zo+k`%$>9q}#Njtg@(@=plWG<A(DJUa<~_*`%VYca&AMoCa%K5#iu!f5)4= zeh2OyQ;#9Fm@oC#)9!d@S!rN-n5`Xp=<$spGTnK3zOy;EI86RYLrq;HsP>^~4UUbu z>l|<6tO9%We;2Y0UL?1gIJ@Wb%DR>PGO=iQFC^~;$Y>H1q-a$Kol;i+*ii_rPWx&! z^Sj@-(c>g=B{I7y2nBsP2fvXzdA1`MC zIo>8N{)*)b9iw8D2;v*Uy?u&6G}-QMH_tnGBNf%=@VKB4wDRPdF?_(zlLOd!gNsmQ zx5MZ+8`(tNIBQaNm^ztn~>a2@N9Gg9^wKsOU;Mi7mtMG0# zq9wHJt-}vvkN)o&^2x!$A%4}ljdpaR)#aLoXb^C=oAj~ajLL$d8cA4D?qwlIwgc3a z`DTESga}AaWa+<;C>1Mp&i~zp&b)m;bE6{Obb=vlaIHVWtE&edOwAT$bb2?mWg%sw zLN3nW<$|b5#3an#Y{Gy^O+uj z_ri76@%hx$%4}B!uW*fgG{Y~&x(!ZrB3%}hx@Wl$!pCoIs`Q?Lky;~2!_sh+r+R%j zpMcARSkQ9p!gv~kN1&PvY>z=my*OMS>uuuw1tAt%J>R=p6_XOvx%ew7dXR|E!!7-} zaaxBjzbyT?M)p=K1Q>h9Z=8H!97CVBd3p@!IoG61ez&<#zKV!eQWP^sLc3fr|XGngtW^t_VWen?V zIJswNK#ZJv`U~F{oWWM%2(gv^GZ?5AlS!xjJcn?0b>z=N(P%vwO;IU-i(Y5v?{1rS7p{*uGlrT^}W@ShRH zM4SN$wCB%>0+F;|s6y#u*4vx;&(|&lk4b$BV6NS!%&71UMTApfX@c*ayFU!uiJ`Hl zC}-OnY#9s^!kHrSbVTQ^`gQ}Gqk=yR@KPYnNUQM1cwxkkfy@;8^Mc#!7S)FginiltVUnmT5qK4?v?=QxWhx677NFib0w z>NvE$jpT?7KbHa7-qIYhn8)unktb}hwM3n}-8StLJN4kaL)rGO54<^;RpE3b%PC#0 z#DS!}oU1<0NxrALMZYP9>PUX~E1Hb$P@H8|!;OHa_vO4kkQgx2X$kJ3;2vHzMxKxL z4*E!;?*5KSf+EC&&#dANwEfFsx{liSo>`3YL;}#f`x0KQ|S1v>hqN!-=^>uJ>hcbQc6k?m|a9UIC-KICp zPG)tcFk4s(rK0^40e>CEkw{`;cQl$4l@uczuYaU!wI*s+4Zm$=RbelESWR20h-Jyf zBtX%s`dk`!RIhF!kd6XhK9laIF|{#%yli^{!M7;LMGmSq`04UYO< zY+_x~B+KDMtWXt$fOo%w$b)H`(snvhNy!i;nr_I%I%iL z5?TepARb0;bcabY=(8)gGA5mI^tGl9(xNHh(qF#^AlN6D|C}ANNrp1TKBQ zUyChxa?Ui~9-rA24*@n>T;9WCT9EoFaZ@#_sXp%TAL4_rL`h;-C;#l5E$1MDijd{d z!avB2`as>zn)W|$eKP;N`Egkp#1~5GmNr{)WPOb$N78O+_8fcYP9EBOOI+?u2(29W{Q^;HG+i_&4tbhMwcN)Kpe&gg%QAZXvTw@=q zI?C~l1dV?BQ-HeD5NU$yjWtX2VGUoF4US|&d97D1$;A08)82Lo{`04Bx{>Z$AGcVB z>&l4sQ38}&>mGCPm7_xs1hQ~S5fGGFMI|Q#EiHT>!{7Cv6BGR}Gy?gE-e?#*CCm7E5pWpoDBUhS4~oE7y|YNhncCzi%VdgdRwOr^`HT(gyM*kszlP& zH2K*OICj3h78S_ssA3tQsefm}rB3s)OIZ5Kzb{pSY#>S{qQ1}cfOTfE%FJ8Joc46k zt=)&8@*o7#mdliR5ks=Cx_a<@m7t=b=>;Yk0l~pA)O!_M6R>aF} zW~J>*$~8%_=2ihXZ=V6h>`(^e3Eux;lBDV>`*|7ltzUcKv~6Aaw)VMBz5ZuXUuE^Z zfm28A{TU^6f$BBDl{#?ks4c_%$#t5eYA=IrY9D*;Sn-?Rofaiy4V9+913BB=t*(Sj za0rOQ@qNNct}01a@#C@oc9u_@r@3P%&_cH_aRO`N&1W(2QrJ%=X#N;$&s5AgnB3qfi?&Gj+Mb2$|?mIBBSd zyBByp(RiJ^6?dFLp}@f?(il^8P15rs>)uFmO8K^NnyaB4>rn(uMPy%z3>njNTDU^T z$Ns*Ihs>Yx8V*z={$S|9UCftGDSeQkZ@YH|B zo0f0QI44p^+oQ4+H7$Q7U-;Jrl~CO9r+jG&^2CGtUWUU(vjZzVua$;*11%JT(Otu= zh|qFX691pWX-py4li1noPFKEJna$Bkuotx^3d%ep4j7%>iIi(u*%&b3+^;uGwhL)a z`X`lwZt7p?LH^4E*d)dvKt;HQiTo?Fx7kA9?q!|o#4E$`OcR=_8B`@YA@GPKI<+8- z|HyZ1pa1M5M`wVmZ2iEr)kW24d9>ISeqQS8$z3Tu+N13g@aS@J@pQE(@B-~vIHT%U zoM*9xe)w&joNf85dym8>$1BaTaP*g~$cF{KvirS=lHA!=qgEk}lkTnT*xsadiQ?3+ zx+K?2Ci|-_#-(*S`ro!OtfG`%>6&NtagJcCP%+s$myI_j&f&UL&L8HC{ssCA3Rb_><5Xr%S6T4Ff z^|1wtYV07k)!sHKw0`%y-&rAtlxSjmw!Q6?oKn~9t+(ESGT1uicwldO;O)2H#!r9x zQ>#cNEtASnN;laZcidsA#uTp1j7zOAcJN2Q|AiM`Xekx7nV#KW|N7VX#3w#sjTNOL z(f22vbkYt=**jk;Y?)C@+DlY>A>z~fY1^xtuE9`!y)WvowqDn(h+(4~pm$$*c<+>X zz=4N)(Ej}AKU*CNdwf0XbcxvLrdHNrE-ZQPrcEhnpI{t8Iv#f%b7th@)*I(w&hhMI zB!dJ4eMm%e5$@?jMiH}i@Szn{=K`6A`r-FvA?6a4OoC?7gb(Xh zuP2D-L&50nyGswE*oK-x(G2N;Ss<9|Okj+_r|KOe8?VKRX~^nr0m)nhwN9Kf8F$_E zNffxr!t1Fe*y(2i6oHt9$nz9&TkZ@2m@GfRScINpmdo|-T4XY#a-uoHaA-mF2IJ_U zys@}&IGHmcg#FYn4`MoZ#f4Aq*NZP<+U^&!->bzyA-*^-Pk8D*C1 zW2TQoq&I+fYdYa&hG+|+GY3msKJ&~omSlZ|sW3Q%`5Pmpx!-9`^UabI~QKBq)D*f{#<@dk;pouDhbbTAyqu zK;N0lj;sE63v&icb=+&!KNP-J`-m?hDXpGOQV|&K~8aT?t)^P0b z^?>4B-pL6j{Z48Cf z{`ct7qb86{kaAenBd#!aSk%ct=6e(n9pq7Xv7hilaG)9!==H^;$(fs-Itv2WS z>#w)g3n*72ynSt&6c7-m_AcF&cuxSCatSP0u)tC#s-4+i_Jbe%z>;;F?9}GC^06jP zXU?2yk&4uw?+?>8*0B_4Tqc0mu>;owL(_)tr~2zAzVgZ|t=UQehXR07GkPhYhNE<{ zyi}PalbN>TE7x9+oBsO-eir-7i@e+jzH$8wJpQMJm^GcrQ25X7_H)$EWC*bUV;6GE zj0oe?Mft`Op)y_|x8fMTVN);qdOT#s#o+d3qkeM)t2fl6y^AptnQl2oKrW!H&4ZYv z8UOWP|7CSD3~-ogBY#wF|{L8Mx!dtMQwke;P+j z@t|yM2|AKlShT91t=}+|l#k+;1P%!pDg$$j|6F3o2~1?l<9Kf~Wy=8z)avYJf)r+K zEiE3w^LATFKr#klBq_Gx<(FS>Wq`H=hdPe&HV~h~M&iN_z_n zvT(`#=~!5rhx~>fxT{;y|I#A(86T{>zZb1!pS* z^@fmNzzo*(e?dkJ)5?pmnc%G}GY8#dT}cj{ZVG&>MqjZkwg()VeFWxez<1eYmszt- zx|j4i?bK88{7Wz5qda%XsbBlq|6tRfp2nzv4-+CjR5GsNn5YLOj9n-RdnAxVfGo-m zCRk~$*AIa1HMbQDQGSwyIq3=_+8<$}mt5<9GIem42aX3^>_ixI&mxmoNk*0~VVuBs z&FXEJ3aY&2xk+x^mObd+!bnW2jp8hs-P|XfU?noqy2J)eY^2%%rs#!x#>|0D-N(*> z_v<&n`>~H(z+qy|YQ*mOKO~qbj#HJ^cCJ~o2DVQuSq!ERANXwExH#xCmh2h?1T|ke z%U$w-+DF+e+cnsw0-TKx2@hz(Z`!nJR+2XTra0z!!12J2J@Ache8bv6F=Lf*XfS*B z*=M2c1RTl~mwF;6%XVf`?(9#~AbNWyKu(iO3T?5cwy)1?N9SR$`(WD%K$Qekal{>S zJg_%CuypBCh+MSchYGW0RDWVV>%D+OnZQU* zXvp4q=N;>1eb|S8q(W541JjQbds!@AvFnt)Ma(+&F~o)xa3&l<;UD(IM3#Bzp@()_ zgvQbuM{D9jHhcDL>sm;0qY!JF*tzJUi?+)K-{}E%aRaq4VxVg>Wq;XFeYL;pb1)s} zfB+ALI4is1i6@?jzx?Gdmj494ol2lbje!6g0a?oAOE{464qw3Or=5-aAGjYuf;S#_ z81s+yXsM20VjjM6MhNPPr=Bu9?HKa2@Qaw33N09=Tm4`Uv3T(9E@!t)cr zi$>xIb%oK_5u$1^ilV$ixR^908jqrYEX00-S9TK^CE2X%sm_p0<*6fdfGk~E~yS~3%QWnO%7))jyMycM47R=BNRZ%7}n9Bfgl_7K6b8ZH?BifOFK3+ zGf4@VhK0N~d0B28QI>~!lP6$PZ9Uq8j4epUVo_0!RVPztEj1gV*q53GRRRN`N>as?hj+^=n({i+wsB=?!uz`pFoT>cdt8vES_}+ z!Aviitx+;iJF}B$%1)qz>w0?nvG$F3=zHCPTa34*+!g9y&)YM?xRgw&Vq-a)&79@? z>;ZLp3EmlV&psB(wl)HFPn%WmS-K}p8d#UKK)}>Tm*Nug9+M?juS~5pe<{s(&)0LG zvLx^M0TYAJ$P@@l3m{A^c?a>w9zpEKKS1KqM}T%d&o*-n8$R$Uv1--8`++w)-lWL` zACp@WtPHGh-t4vq%z$uzNaS|AlFp9%#RDd6hq)*A%R!xkI374iJ)nNP2FvOT{pwf0 zde2#C;4IMKlb`(Lz;}AK)~;PU@Y()GOhXe7ZAbFprluw+cA#X7+cQlHr88}|x2@Kz zKe;_qXbbfz4FIa`)HhwZGSx58xJK{O+YKE*9aK#}FR>YQ&VxxFO?`HDzUmiC3NHVp zmv73@awyvgWKbMAyXpKT-FZNA3;{_p=#J@ciWJ0(ti>Zzx!RqD6teQF$@+Da-q9mCi!fB8%EcAqZw z>`mG-o={sMyr8nO(gN!grr?DaUck*a-)z-E_=m_bdoqrE;)y4$ToFS#Db>wP+9+9^ zfJEhLP`fR1kxbXXB%K*bnR~L07~IBJds5C&_uUm=4Yka}WxD|!H)r`3JoA!t2Z`E%4`kf27PU>MV^1^0u-LtyKin ztvH7}U=q0|9g*6bKwq+^+LQ!W>9B$K14&J^hR>Vl!i%?l$NSI@=DA8r2EI!yUyk_i z@3-X17IQHz8?)KaMR0Jy?4c00taQ&gj>k>iZ%GcE7*}9mbLY+8@xYD-k9+3`+b>0f zPYoc|34Za#7YBZ4G!T=7Z&yt-^NL&b$3OlNx7~KzHXZX_E$eXF{{6fM4ktf5=X&UP zK+GYT7&YmPUBwTTBBX@BiJIuuwxdRkva+1pJ)nNI*f@%_r}*cJKRcNGPoR`0z7@kv zeLeMQ)8*1qp=eI4WXcH@{aW32IvSVfAxxVk@aHE|!wy+(yP{wj0X%Y7C+>G`14+YI`9UcC?-9^1uTR zSdvP`rW9LCrhP;{P)u~OlLU5%ooJYtrk-Yb`|Y<|a&!IWs2uGp>AGI(!#j3(dO-J= z#`rRUeY#iEP2)Vte$8*N*oXoZ?V!5a7mdYDSOLj_#h%lBmTo$Rq|7pHqdM#l6T47m z&cl98ftnh#N_8m{m?)CW?wBSN)DG>6X*@lc>G?GF$Ri{->?hk_u^@NHSNq8Y2gPCD zSENH(yiO$wZ)nEym}v9*tQ%JkRqEj;l0#XtEJ<)G8D(DHL^ftlD#Fu$z8IgodIG#I z#t9@Kmzm3lG>gz+ILU0e0@(2Av*62QJ!qO8(2RzD_|zEarOt>t3~B&GzfCm~DS(m{ z;4uk?@ne$5pEY|5zJJRN432yyCQhHnn0n2K_pd}(O)FZOqNv^!BB+)?Ie|h11L$pT zM_#@_3lB?TT(sa~#5$L9mWDAM-63QZ6e2q_4}CnJ{zwAhIAcHhyeJ|VCjc+XL8$1! zVnm8{Xl6AkDk`kl5Sslkjhp2J>nzE>Q+C%l8It^b@`(%Z;Gcd)@bM}HIver)Uw(<| zswME2X273Kz?Hacc96cH>~~m60rD~!8IVlQTsE4~U>G%xO~^0vV^n1h7My%E;soAm zo4U}@pTwdD0<&3#ln7HI&Mesl*}T@g7-~c{3!>OKCMk*a^y&OuKpA_Vo0qr3<|MX&3m&k>*zk_*wiNi`|)S~X})omhkysf&XHt9uUl@p z#frNpMvo?buD<%}-5U6c9U{YE-OedE9&kLc7d;^Pod6|G zSlcuFiiP+4-~WCf{+>eSNV01Woug`K;zU587(o8MTh91T8=iQT8; zwlIO3CVbRpi`k^Oi8^Nig~}2wwxs|$fr9GSF6Ts|-Q=6aix)$H+uXTxEx=KdVWXfK z%K56lE09E_00Dk)yz$01V2e54P`16|JnD=h_?en*T6_)#1? z#Z%OMApa|)vlwR@e+cMx?C|t}Sit7KR^MhY$-F$H{*J(Z(_ax2PS3jlM70yT*To={ zX&n3HlTTW>g0&*;kH(Ki#;jxSh%KA8>puUeXWoP_P#-NF*wnaI?Vz3|_1`vZ*sx8V z^jQ-cn#j<^i()!zvUqn*K)*4=3YWhH(u!=P`u&q(meh`^U9y{!Nr}Cvn2#FAr?Zyr z+ln-%JQvCrp|(}5YniUM7^ON7^D@^<$2RM~X@ z2zF#)-CGfO{3T@IWgw67_>xQ{5|0o>6njx|4#_lRo)m<;-3Ybub1)Z6UT8+!rZ_tJ zxwV_DB$T3VT^O|l@!ER{R&u{YG=cWkfEABX0HI+?nj1wAnmq%wZf>jI7GqMNWgIzK zaeVux&*O*Ry#tqAdKtzXaWoR%Frsa%5U6g$u(HuuwZ0C01OrOQSe#VkW&FdjC>~SE z`jffjW-U`|6$8JLr-nOxl)8lN=b8+W)?!d#3JcfC57g7?Q#q3p?$Z@3DFBr7r8%fv4s^pPF8Y;8R=Eq9|e;G)07 z2)W#7XzO5n#spcPAxxf`!t$Kfvs@ z3Yx2XYycSL{_aQ!FW>zubTu-@rLHSM-2f%Z9h4|{6L(e&%1nZVBq74bTO}vV^CE~y zOcTBAEN)!6!U8sRKgvJ47qiK1Eh_dR%b!Xvqk1}a;CR5EX*scG6_SfmGw9o^;Wi*3 z;~IKCb_HDJqj%tISuHEZXyt%i$V7k?YtNupDEq zk)z;NU}WCEmihTy^RxHLtE}wL=uF9%lPz2J;r%=SC~608@A>dY)l;%|kH7LVAAGh6 zjvW#nP{&V`XBrGEShzYzVopE&@WWQD9K{Ga=9pu4`CLa5oYnwbEFYOY+n^KxYAcl; zRh=%!91l1ia6GWP9#Ef41ALjJy~fmrRa8`9-n@C%D#h6{+nH^&)WB1~ng)~tk6I+fcSs|N4q6uCSPg_I*`o4C+W@_#O>r3a)VdVika4uHyj!gHj04s|C!VLvVYn^~YGdUp!orpam$?VAV zY#3XzWQlqEzAq&kHf@wb0+>(@s+d4SC5sYJC(J~X6KeAWjF~a8+BAcwNTnwRqT07W zAh28KX2LIMXC+V3b1q4-o?C&Jl7I`WRC}ZP$ixD@;DQUR^U(g1JF6WO<63n}H?^la z4>2uuZN)5A+hr}dJw+f9=bs+}`$; z{n&@gd++`}QC)ETpf-}i|6X%(oXvqU0UX64eD3+@h;l#4kBoIl;81ep>C?yJ$3OZk zW=`zFs<##~GjTrRE&XV9W#T*EejZipd+?(N&qw8C;-Ya%lquEn=4Y@B$`84JxG#d< zjtId+%4LiHNQ5!~kGKRv@g(!68pmt3cnP>Uv3$~%VwHfmZCg8~xD{#-#i_pbH zAL%BLP)SiNkbpIR=9%a4>MO4?E}=jtu_PlnX2v9Z_4A*=%mpW)taJiA1gnygP)Di| z4|F2O&r1=GpsAtLno%ibb{DUQEW^HT)Gk|!F-M)v@(CO!RwCZ989nW-2(>gKgYxX+ zqTyJ*rUmVx2=a#&p{1=EUV>yRYWi{ib5&^T5zzHslb2OzvHhNV_BpIsxmqVeKM|zm zHz%Js8+U#GyPR2^L?)x(Dj>%Ai|;)Ds09udQL0(Qvir%l3oy%dS6Mzn1PGJi0J0M~ zjBA*W_D0sLw+|&`Z}xUl)*SGlmaMFr#sE2(UdEFoJF$Swt^}_~MwAT89Q@w{8&O+F zkZw>@&1kIpYR1U1VqE9~@Ff-T$dRM12Ii7WFJyU?Koj6oGMyyP(Zy}5-g+H1Z!br` z3LtpM+$di}yp&8K$qeL)zx{3d+im&ARkk(Opp_w+Ghwm& z*m-Bnp9JqYB|DM1`J<Fq)6cifM&b&?cI{_Gl8k^26G zlTv_VlLgLRp zgXA8}E?Nh2{v1#qPzOg07IkvPJT#_GmO5z)Jz)mO=DVRT6?00Rc6C&h!PJ;OONOS2 z7c*El-#JUi1C9rF-vdcb25^=V$t{yYDoHVSlkII*p;j_4PP!gyCQwi;8L?jk?1@Py zMol_cXrJ6QJ`nIHGl>TDUTu@Y0aaI5>!W2#$|5jO%oSs5$F95XI!mT37N1yw0`Tm1 z>7|!iAl?f0>jmtoj2)RK+U-(8DPeRzc9Y^rbre`K2RdjV)N6Y|LVz&~PZ z8q$Qy5L;1zf%cc}?0jE;{dJ3lbCwhjHZv1OX4O!))Aoa1A9H?UP#QBnHf%Djmp^2x zzhu}l{qE=*YLZIV%CW=K19mXU+#5UcgeDJkKWQmYNi1DslDdk0DDZt}CZOM#y)7~8 z-p{3-?I$*!{G#}oV5NX$yNP)!rnx3IO!5`gRoe+r6}Y@NePuuP z;q-pLAswRl>xS2bHSr1*+fYBaTYqc_@DL>I?&-w0Z@vW&{QeK@a}oUEKgA*Z(q}HD z9O1(RX!_8x{w<8+Ab&G6A}9Shc=pmIx+J8;QE=E|g5jCK%_(x~dNNvV6$O^WwVOpTUc7 z)LZN`-5h$DbYt5CArpc_Cp#gx-h3M#_~XNrifO#{|Fsc2VB6Rn?D@qSTnO@ z$ByCN(ufltC4j5ggjQZ_f};O<>N1Gsxm(-8}r98>PJ6=Rww_ z5vU^w8lYr6pAvZCIq}R4Oh4u*Jo%@eFx*`eMwFLg#IO#YSD0imUMsRc zM8qF`7;MZ2*2SNA44#WG9RLuSZk*EoFcO+Rfe$ne__WAlq5ODh)Cvcho>~Ff)K(I-6R9NwuMhp(wVF8PE<^#$f9NsA=Gy zZiAhRVN2P!9c-Qbd-Gl(puj^T9p2gbD#oO2XMP*1e^u5{&q+Q_H%YF=ni4o5mXLmX z1Y8Qt6u{xw;p+jzn3D%~cE1`giQTIE(Xd?2dQCP+Z8j7$z_+%w*I_98?(1#rV7!q6 zi{Ym+u$?8XwpH1uufP6!tL>ArP|U60RoRqJ?)DQlmkQoaLCFqz|+{hj6RdtkqShmu5zS}Hb$Ob@?k>_Ue1Kx~bXp{%wY zSjZSAn>KCcb`p_BF?-HYxbyZKanxkS9E)_4h{NO^rDNeE_?YbhYDJ zU}P90n*FG6Zp2R>T91w{u@(hvrs^&BhaOfT@y4n))#8-XPeo02jRjhXA2*^nAK$(4 zix^W;glWgjLb87oVo_#-W)hBMqMb4RsuAGqTiImJHfA$hZvk+@$un_&j|b1MUW0WB z4?#bkLl)ySMw*cfF(WZExMq7YF`;-gJ3gIQx~7)0Y#$Q73<9Ge#y9lhzJG2&3+2G{ zv{gOLkZOiNsQ%V~(+R9uw-O&X_dKj!x0ajIAB5PZj2?;qz31x~U*@AfqsYiCXDI|a z2_VM%mtpg=zar4zgZzwajAWK&boL{{>(uXYqq?&f{cU|HC5t6VIk213>msu9dfWRD z=_dh;Ag-TDQaU!Yz(s(rXjm@7(RNHdvIu{EiW!;fw%#9_agm=D+fcK|#=5&YaQPJ< z=S=pZ6bQ{@sKL4UmRoW8M?X%mQJyDoXmKYcKV}{IU)X0n7Q*s>{F}*L5(u)+z65W7 zUQ@w+Ue-5{z+nafME9s7BujEp5U1~X-4l@>z7m*m^6{83V+xio`Wr?MD}X2V29~|` zESaETvPZKRBeS1*Gg3Zhk&Yc89!M--M%=v?y!nSzqvY#vB39qP8-{mAx`b08H*0uWSXT_td>(Gao=Kwjbc9Amx?Q+-zk$F zSRGCi9NcWDPNB>$SvKEke@)m7Hdr*0|%l9-1ARBTr$@|+IbhBbyp#o=ZB~%)}O#bB}UM| zQfx*u9 z(fXm9STiyaA_QF6%N}YOJKN3-c8#oaXXk78+hAoI-wk!U!OGZ`bz=S~%*OB7XVQ2{ zBoZZ7(PvYKT`AAm_R#Twy`NzSMLRn?Z6`1~-Sn)V$GGDno9xVX=eRp7b8mfbpX5-; z0x3l_{#BjRvk(gq6L_e8k|u@4rrr}%`zc&Q&!~K zm^GP@P__@=yirKzl#%Jz#3U(61jv|cYzYtmiePGv7rFJl2v*18W;?hLJOfa;z8 zaERAdwP8Ir*3==wgZi_)_~Iuo!JRi;fy!ZF%$Po!jhYXh!tspHLXKjr9l`E3%%hM* zPDL5qg#@fvcQgc0@X8YSH*Q7_*?LotpUCqgxYgH+HLpI8R~~zYM5Zw1xJ>N9I0lV% z&6ql7Bq|8_d6{K-IGLD@?ZGX;VXAW^bYE0vWux2bXPuD?E10Ej)y5TM=Oq}!kh3{w z&B0G^y8^lKHYPWjj0v;OcF|@R$|QfYyyWt zRmvJDYNkb$>vVRE>fF%S%Ao#l6P%1AgG|CRPg`ikHoWqR%jsirR8t_Yi%djTo~WU2 z0D`srSF>_CLd_k@xs5Pa6DQ=0up%=p=aI3R6G|e=9g48#x!u0oJ1Wc zeJ7LjM;*pfPd(L=o@k;k-PF;OEJhtN#Tiok8k5ma9b3st#43@*P%+H}@csD5Keh(_ zifOfVa&T+OVpr-s)N#}du{yp=Fd!C?_7$^09X`7>NqeiqtaD3`-@CPB=bht$1Iq(0 zCbV<0|MeboGm#&G#Y5Q?dO>ZC+5{y+w6j6Xc^g2>eAZHfQ<)em>1J=!)UOqwpimBW z39uw?+D`3{+DyeoRF-06nt)IoLlZyStWRGGaFh*JN3B=;r?$}yO10hgwzaRfzgIci zGbON6zum}?cXqzUZ;JPA80_}4jqirKo%S89u4bKC+K*v>FQ%y^j*?#LTAKHEIl6s& z=l$X10Ru$oj5V>aGt+af_Ct)fbQ5?e)||P&)4#WWHgN&9Zm5h$`~Lg#y**y2b&Kvbg*6F5lo1g^yDeKQ%AA;)DKkO>$1x(v-)#(;80~648bhz$1z#qRj+ibtgN(F z3EY#Jc#fJh9tz-V?KFfxCcML7?UIf&SiOf(th31=9uTs!&&__pglH>cq`)Pu*G1lX zp#}EvML_4s=||w1Xa9k(e(gGB`Zxe$EIoHJ6A>odNW^+5V{Tz=y-w7vS&3%KUJJb$ zxM0F?e017)l)lpiUqcA}jIkGBJVTa942j24@o_TALVm^z1d2!IqIgs}3W`S%0ncT^ zi#$v@ehg;JFT;ZK$@KATW%p61yP%$c> zisK-qu|Bet{A2}Yp=9(#0*4!T?mh5i^&k*#A{Y=v&x#gA{=OEjDm3%q|_l=GChx`6Y91WffMhufaxAfXm57%5ZtHnbPCU&24Dw?nN(UkjBI`6ti>t zEDcJB$y6L$>ci(gu>fZ*s6_q7m1KhWkeNT7OhH~B))TQ6s9F36y!7;QXlvy81i~l^ z#^G&^BEaj{Ocv+HWEf?m%P@L!8Oq9;uqDUG1}{OJq=n!c0X>3po0~fkiTWrz4kN=8 z#R(@>kd>K(MrOJ;roo|T%x3Vc_4fNm7t@o7q9`MV%P(Ardw+f>D#wz!Nrq}N!E!9N zs%~p0x3C~Tm7w>;YTjIeAblC){gvRoCqPi|{lsnk#Ak#xdQ0+9OR%Y%_Ze>$0@Gw% zs(@a|hLVC3iuUY81lI=v{&$iw)G0@lZiOgGVO>quN2=$6ikJJ9Rv)X(w2 zVd4R`eFD(b*%2F1;GP{ow7WsGtcn4oPMBDVdTEANEPsJ~_RgQ!Ihw@Nz|C~<6#qrQ zoyw5}q@tq2Uc5B`m5fA#Z%ybZ)1LO11VkM{u}BnDUxP%keKZ(XP;1SEtMjWtx|l(B zQ?dbpjXJl#F$Sq7Y#zWWZ7!V zWCAa>-pCEjwgwn6(qpYR*^2Gwto3RejXyLHmSj*9NJiqjv-8z%G7p{Wdsu_mA`1cFXk}Wrx z*^(J(I^IQT?lQ*PTMAci9lC0sLEZAD2=%%dudtu2xG+9AsSMW~GYv;ZT<|h!N^D~{ zA{~5BMqzIYfAr%S0Oh?68xmOjLJzu|q9|lG=4YN-K~Sp)HH>Z78)Lk{;UVOfGC_iv zfFSE`i-~z?K&<}$KCUn8rHuoz+l@Ur~bxa^$yc<6U`VR%LlDn}Jy+>uPEkXOVG zg@f?T)dyzpckRHx(Z>Q zhnt-vKbeQ|2I`O*3s8w?dKv34M4&NDreUvJnXg5t3S#uwVstP`MMEpEACsfBwf0*v zEGsH~_^*%7K>6rQRM!R2*&}$7?zHM$Y}MDz@Vpt|AGfv$>+ z9#Mv6uRKk>FvJ(LZnu%irIJ(_|D?_{^_LaGhS%Rh(37Cdny@0b3Gsf6F!o_qlyQgn znYbnbWE}>{XmpW5+D;jEGh@~4mOnk#z$V~fa8G!%L8KTD6EItZpGGBAZjyfYig=CU5pzs_!Ub=prZ!F zh8dqOO*S1s8c6tjLc-jv_9~U2FzDpd8JjJVv6ZEP@OLYx|U?6qN2iz6{b$E zI)ECeOH!ncp#oAHnT?U5s9eR`Qt)kog^GP6z*6TYP*MP>KtlnVnn04JGYmC&&~e1T zam?|+!Qz4Uun!Ld)}gsJ%E+lqmxHkm#Y8jl%gm&LWOxD^jkHyh5qjn|VIiiCq{d>h z2{h2;g<`d;-B5d_eH7GRQfV`gRQxOfhXT&j?x=kf@Sx1Brj0UnHA}IrRWGTHWMUXf zHKjI63>_U?3~_;(lH{pPJonslt!-5g$(VIM7him_bzFU+@^nlw6-`VpftZ@?k#zc- z-~6UE38OkKT)5Cu-Y98-061eqIbX#j)Ba-j2qe_YfDGzS8^CWU+X=8S$!J7G5a_2^ zYih4$Vvh^pR2^@*2%XXj3&Ar+j9@>AB`nJAqhWIs1CD=5@dOS;NT56-i+!sYe7tk;7y$J-lOonyS|6x z=N*q|xC<_CBVYN9B~w-vQ@|*J{7scGq^wFHTBn_xU7Wa%39Q~tU=w{2K06D`0YH$njSLydXN*Q zB$svS>W!d&Nj2-P8HQpswDclB$BnWQ%6~b_`EFGkS_w23=H$_TZUhKCMx&{RD9PFh zj8&GGH{X5>H~jYvXrUxbQ6xQy7{-_zxw~qed2B?wOZk;;au^EX`=R zhVtq{1lm?3TFsbo^vRLqM>5{uyI}ej6f+KDrgY&wcE!qvTyP#FPYW zDU$+rB)VF$_SH8Kqn{M>Fix~k+hq{3%%XnTML;nmxiu-*<-RcTa|zZqb;83~hzUl6 z?2Yzg6F^RLv_9d90~{&Gf*I=fIJN#^_>Ql=9p%G4XV{~y#N0Dt8AEN-2|rEGl!b*m4HP+sRp+iILlwAjWpY6 zxwG@t`H6w9-vNOODo2BNfs;nAta663our@w2kj=%#(*34^#W+qO|d35!KF}D`Yq9f zmwwaqTOwdo_l2&pV~3vyG}$QtS_+z}GF}J{KF;-=Imep4<6AoIZev-g! zJy+_R=$;a2uW()IQeRD8n)XJ|gnfCQI9}S?V37&M50!Hjl zOWHeCv%OH z2*jTlv*fBP@TISO3xy>`1eu~_{wYyKC)^n&WPIgO^2-dT1e{0-Bf!>4U@e610716g zd{kzap^!S{WJ?!feh*f35tv%rgGqBsIr~?STmoe-cMjIP)rLervoI4h>TK;rIFiM@ z1~u>(_u{f^jzW-0NlHt~nKd_xw&pIzx7#WK){n2^2mbcn-y)<8sRX35JpK6S`3vx+ z&tHzU%a*Xdz4*t&zs0--$0M(t@d^n{wX}3It8gAV8#bYEIGKRK7KACU^~3{61QM7~ z!N&95Mr_#Jh|Z=~jOp~Cm`padk!T5YvoVa~#N&^|rm9*di-}-lSw0#WGp(_M$x&E` zDPzm5WGS1QI?&eH!z{;KD*_xrxjS+#XA6SuT^Ls}5e=Idmx75|ax#<1Yfqwq znW*cgjX|=jA7lL?#ETg_(O-y?LLVw;j78PvHVhkEijs}(=n02VURj9AGe@DZxs^;z z#u&`yF_?w9l``Q}oyj%~gz)qK`vt!L!yk~9+Dm{>z_JHZ#tg@T=_4_wG}j^_Hq_Kn z_RT>w;~Z{Y&(0_D!qG=eO_2_HkBAW}5Rwb-pTzPPUPiEu^(UAbrXRF)5j6BM(Tk7! zx(E^qrR8a(Br}h!OAo(~A;V2TkbrE6AaNBld(S`l1VlSq(cZKgwHr5}zAnu35HpfY z%c+GbcGryY^AgLJ?%FM$!F zp*l;NZ5P8&QawrLG^jSF4!D3um0>!R`c5<2hB0U##H+)oa@29NclOj7*MMAudo3S% z z0rdqmIVw|3Op}RMpLLIj*=i3haPPhMTHy%vz1_|}`)sT4p-jI5w!}sj&?fNS9@o&w zp0%$gC-#S_KW1Y5X);v6ni#|azr>&xD5yS^o)3ZYV&&RR&(JyNoMR;z(R(FH5s0VB z08QA64Qx#1$}~x$@BjVpe_Mdw_P|4d`G$$Ne*Jo@|2f!%g(=^FlG;b-WuL@RTvqvC zQgVeKQ(sljw;0%BiYk1C`mQnon!4@+h7~LEf(tINnCX%+Yl2#)c0-dXn!r%MQ^2u+ zUrnM5d{m5V!_-u!XHC9na#|`JO-Kk_RXWM~+jSqojHyR5h9Oyatm<73D8Xu5J#D1~~FhvMF z_M*GJ9?@VJ1s<{riTHR49Qw&j%xmh0tELS}X8!FOmI+2D!H9|D&>!e}JAS>60oZ=jeVutLZwV5a> z&L+55hN^~kvOC?#WnJ33$h7S4M{6(rN|RsjyYGJ1nF(xk71&s0(GTO9jO47N$6?lt zNyuX2n{_o+WZndE-X#~HZsTgKU$F@1UH*A8CK+2&$t+k7|ENUkFK;Bg@sDQ^i4l}0 zMo8R}j6-&)2r_2UPl6h?EvtnnLDx7DK;nqV&dG$20CxvjhhYK1OtwPKB4a=XP`7C{ z6ZQlc!_h;~mcF8#+SL?b5?&p97mPlO|K;&r*kRvo>VSy*&bLmV|P6hKV|PG6N{u>tW&-N|rnnD=8_lHdBXE;GqT=0wIj_WhiAh+Z^~F zkVI5Kg1~00k9FWzdADm=n&HC-%ZA~;&wO^b%QzTz6u6~M5(e5o=AcJq1cBRDkX~{m$qZGO^ACT<&WVkfpE$Cf=zga2GCI zXdTvMdRL!GKG30ESAsIR9YIw$EC#vy3Yuh5s07tr=b=ezO_qzH zE&x;N7nQI6g!-^zISP1|Z;b7VugpHqa;pctTi@=xcNT=>3RxIpf(bg@l#LRX!KG&$ ziH}@34<*dz8xD0NH(E=8$BW{UlL^Hr4qZ0ce2XbTW<0`%)eKVCkCu)wyaXM~$BxH_ zRrM%iBa^eC6|T-c0y`cwleL#g&?=Ohg+THMx*`J_}QJh|u%G$GFy zL1)!+EPrDWL8ffH^6WD7_L1G!L`Gpp0;TRu%4G>-5!`B{2a=f{1bOohA3h3A%q+dW zrWQGQOf(bfLzJw!2F4p~Si703-Yn#2<)gQ&*^=TWNaJ&nIoHz@;F2*4Jux!&vT^Q- zv#?{1Ia@f|BFNh$>`+YSFTx8nYK1LGU+#B}-Rh%*+ue8tp~-6lPl{ z<8gfrS(kBMB{CX28hX*!AF*V_@dVj@#N5Ob?C$9lj7NbpX9gIPa#lqtWyMjPdFt_K zZfwTHqse$7xVmcfGOS;{6#0c^WTZx!goUhB#%ByO8H+!MOjClqNf#NMEGJGM^fTsU z7p2AFBugeZ=;t>%1O&ar4MjwZ(`SN;laT~!IY=)nEk;hZA3-*fVM+v}WFR&*HK3=h z3L920Mt@H*1w`{=MIvMmk}11vX(#fJP^`>@-1tLIB$&<+C36?S(1ZNco$5Otc)vU# zX~$qQ#Omlu&Li;90BV}C)=aFC1gp-9G9+>`I6lGqzc2{GuzCY1VAz4K!nZqPltyV=;b*~VtW#%j~Xw%r)r*tV_4 zw%xEv!;RV4*3IXA@Au*lcz%0k=FFLyb3Pwp`QT9`+o{CQk*c;gVU_$8A*WLDOlNW`F) zz2D!y#M%Vqu){e=T&5itz-F(IpyaSckP3(w%V{tp!IK3Q&@Hf5KyX542Q{osc_3+xZTXx183egQ+scv-Ix05&V=NXIhm(G8=J@SpAJr3n5l^7Y!6s^eRo7p>xKT5xtPfblL^e7 z@iErVUq{)@R3-;6-PVT~#MRRX!H*hulSV`9j2HQ#$DI?An$v%C4yA@1S+N;fv3nBSv88+nmsViv*Ovb^EhAdZ`S~YC zV)!st=q*;@jta_j-PTtGRQe3`v)H#`>(M9b4EMPT*=>hiT62o&KRusWP!VojIN4>< z>Unu76GX4i>zsH{7@5Aft@Q;l5Pyv}Q0DZLkmID$-n&t`%S@$6E4OQrLm)DbHysHS zc!*3(l62q;xF?`Cj5kf+`rt{}UfWI!iLSyhwt-_GA8QG#;EkwhTB@-kOzyhJdGyjw zo2Kja3MZqiAv`ucmYN~dZWH=Ph3uFzeiXD1vwt?j;$>_+nv5-y84zd^zxQj~m{(CJjqj6@mCR6inv09?-(o8~HPVkkbFs4d#gp-7 z*|;H6Jy|pq>CY-9@|>NAnbsmOm+$f~0zODQRhl}~x^W}}XiSGK@$)if-oHPTpnxyt zkL#DDU9cona%kh!T8*;*xeJI)fYluUmJ0jS7_#+ew;CpJ464U0qs2*n0-Z1xzu%AG zQ{I~)t&w$G*&A+yX#=JB@2EUYywiLwljrAEmD$dtLtL@ASJD@n+|$_F1Fc;l!<~8S zliE9;#m!C%|204cX0-k+Y{#oM8O=wQ|@`&NXPDur`9 z$@yw1*Fz;O%~ir}EzqZo*VSI8PJ&u%?C*S^e(R+K9K5^&(Zjl0M(%$b7enPIGos~{ za^&cADC^Pj*{*DPK)t>S>5f7PIXf5)hQY>k%c6CdVdq*j5{dtYcnd0vh%krvnKtfT zR>kBX-`J0Id<+@)$S&vxyiFM6=kN|ADMjIo*rXoVx9OCAF$_OO0k5TvQn^-Ru2_i% z!Ia>01O}G|*st0W^TxhBZEa6{+CURi6KaKGEjFgTyodlY5#g7z@{7i5{Rr-e*KjvA zR|+M|o4t8FE^vNnDq8|dtntRw*igGXzVUM)62}%2hE8YlQjs$zqFX^Ih2FxR=if%x zft39oot90h^L(!WhVJ&*6lYL<46_pL}kH6M6lCW1{Dvtm- zh85Tbm0d&LqM7N)@p`k5b6gvNJp8_%B_G85Nd+hzzuH$~{@?O)CMYEDfA;{#r%iqs^e-HbV> z&`0EWiyiN|7|!%>t)JSA=_hBtW=TNlb*hsZ=D^!J7*>>gI0p@kIXfJd(QmH5dBP=( z3Xlw1x2AC%HNMY((-mC^bcM&|tY+pH{kOhuBLEVTWw_X6W7FWbZ?>64Xcw*3zGM&g zUfqXtMAFHu-b_kGxRmCGSH#g4+`)b@K1DI&OE|wrAPS~Rq{i0RwH;&p-0Q^PpG`+c zNGZrpK*y$dzC5Qq&(wTy7|wRY^+G@3q#kL|_|($cUN@|_#G}b;1rTZweb>ZE?K|E; zn{}veS@QrX!Iqbfl$c2WsL`@R8m}YsF@H(dC6|k0wnrh0o|YT) zOKB=!{0o8%mm?VVF9T0x4$pT{oK}IzbyrAd$@*AuA_EU6NSQZhH$B&Pr3(E4aPbS9UvNS_E>8C_J^f0nMDKaqLZ6%^B zNzi;oygUNpaCU7i(NED~?2G-BrpD_W{LEI=&*t&_hsnKj>PcF_@Mroy@a<3xS%4mz zmi+G_$6TUe>o?C>$Jawgl&ONwB1}S`Pk2Y1qHMN@?2;oaw}vlQCTlkw{4#9t9MUNGCA4qQk}nOugaA< zA_SS}X0u(%d{4y5uk^*Hi~O)D+7t=VAwRVG#cwca(3j-s{v=`_7ygRHX^S0MSUoAY zZ}Ypab0qJ0B}W;Nvz~d(oeLBi{_~%>&z#)f1vSkJ6lVf2_MU+czG$gIta5b<&lv3J zDPYoi1W>ZM2L^?9UCx~$9ngZcI>P7&5&_Crt5u0scWK_Vh-+uIk;t{kBEnD=|C8U8 z7-d(2eB(e=^ys6Vzn9Z@kR9A`^n%`|twn~`P_xt|X63XU@M0Ldg$YBv_Xo0AjZdIC z8dT1Ut%ewazylO1VCW$iqfDa$r0`wv#9tN)e*6i2mz@uL0!e9DTeUsyZ^#RA0@v?pOVB(tfB_V<=gZM^!Zg0~VK& zq3l$kOIv$d@$Fu}n#>%XVDkgVQ&R2+joR*KUuD0&%dg)Foqbz5?o5?1;{Mgx+}!?I zxmK1VEl^LS;geqoh-%KnmsvL4Uv=O!7T-s}*Q3O@@tr-t5F=6(&p8FX$)Dafs-okn zz;yw%_oe1Xu6JTv+FhjX?81{_Y3dbH)vIQQT>FN$iNUIt@h`tITtq z3_8Y}C#srhYa;p3rGLELAYa&Qeb{1HAt6}8os_P}Zr7o{kP73c*q|q4JhAAHqKrB^ zpMTj$yWH_|gNmPC2gGcQD1o2_EeZiX~?&D;&auxuF zwjf}RF#!q`nb<2HG!{^xD}R;FC0PJ}86x{_ymqaRD$JD7W)=*g9eKnU*vXVk4fD}@ z&$#sl@)VMaXpVkK*0k=(c*)_Ed{gXv6w817)!Zg&o9-LZ-1}~z$G54fb2;d-npVo6 z9PuM17Imme=i5%dY6RQTJw5EXFjkhbE^Nv0T>^?G+poVz#O=JB3K7iE0|sKd@Mwns z^g$jNh{h8^hDV~eg44nlaqcs}#{O}R_AixzGNN?cd{yJJo-Vy3fMj?@W*ejCIs>*cBq9A0Omu0&7Pc|iSiogDD!8U$b%l zjyGH$!X~3QkYM~y*x`1Qt*CQS5PI&(LPNokTb!9UiKv$+LB=v{6aEg*2B)di6~Zn$ zAU4mgKt2NrTaqbH<1=kUM5_hhFBKI2fHy3TM?{-t1CY}Rw@X1B2`QruEWfyW^M42fnT*b4=MVgX^<)R;v2y7=42o?e z>d2=ImbKM#3!g#qa&os<4{zeg$=Hw5rvS%yB zRf`WpQiI~jBRuHBX1*Vd>%^p{g2-q+ZlMtcAfx7YjJ%M9PSV9EJR7itEDO7*WMTQ8R;JP{3C@&oiBM|{+C&rUpVLj`X+S#USlG&mCrwJp6a|GF2e@7faPI~ z{}Wc{&x~x$8+j~RPVCJJ8@(xLQWaJQM&jb>wg$=>xKj$6_7$seaN3m?X1HV!K||Qn zx?Z|eqmi_JHu!|N*h=WkhK4`4YP|=U6xEu%^Es*lEPTr%6_5}~6XOG?6eJl{kZESk zv^B_`K6&tDE8^Ely7~eYC+bp_?W#Q*zznzDl@l2K)n zC6P>(odc58vrRl;gIqynqpc&|QnyXoSJA>pVwk#`YDSc)E=#FsQikl&TdfP(&$pGwEK<6qL{ z(XQ(9fI!531t2IQVb7&&T{O-2dT30yi9^d94y(?V{a7m<($3MIrM*AQ?&d>gCyqo;gLMg@BNNUM8 zY>X*C$iJ#;vLW@VBH5=9oLWRM5%-mIFk0?s!fHFs&nnvFye(WKRQOE|{?ErGA;lfJ zuKi;lmFoVj_JYGpknnug8njdV?i<9EdU)^x87{;7LRI{V)<{}PZX`e!X&(dkVx$`G zcOb8Y-uNheb}5H?H-itW^>lJy22o-AkAM}x%SR_86Uk}sF7bs$D+Z-gbnYf=X9{e! zufJ4zMJ$HCmxiFyQTPW|atoncS@oq-hCwAP#S&aV^hKe#4f)2DXMM?8^PGr<{~6*uKp{6Vquewez%6CooF| zp`Y2(n%r7CUTEhTp+2r{&n(Pkv0niGB7my4g$925gDtUJL*MrROFBzN6;lIN_|Ltz z;L=FV;V`X?QM{eRIb&lW4a4DMgDzz@(k1N&DLvUNZV($75^LL0O|3k2PBLAQLkBcyW^+vT^q?#$Y5?hAtw*1gs2?f^-D0HvNXt?zljYLDPqtloPwv_tPYu_JAibZ9syP-Kqk$ z^zZ`}lC@GFox=3g>2snBh=i)HX@#MOaxCV&b-y;d_5NFv9kgn$)i{FB(qG>lBOHK| z@K+bF4wDk{Z#DYyJ);;Bet^8#bEun*KCsS zusE)TVKD45FMH}e)ewEZQCtiNLt1SIlBqq#ZosiBS6Hb?8Es+(;}H(5Ee+xN7@ee{ zbGdr8YuH5EQQ}95WR~}xH`Be@SD*huOy;n~s6sd>3*GfOYze-iOk4C=>_?;|HGH{x zh#HE*8@gB7Xvs^c)~Flsxr`&@V#MS19+1e*XL0BvLg?pw8DM1p-n>}`d?*fG4b2>2 zT%yiVT`#)vGd#0athFj~fa^)SQuDH=CJn`%cK^KISg=QvgClOX3(Zbn@sR;VMxdse zO1$*32c@uUKp~PF2+6O-PrWc9(1Zp-iSV$|+Z!{8j26LQG#HhT#@6G6`e%@7s5;fm z77)-QRrs5m+XdWyy{(UM#2m2^)n#`iH3^*+HqgGk*17^%b{%`M_@Ekm6yd;VZ0f@N zF~2mgn_-XWO)OFAcx2xCw@Qg-s8g*m)gdm0Dla?BT2b)Pc0Zx>nj6@H>ja=J?;gczTHUM2-3<0?cFtr`TlT_8zHIOX_B{CzOFJhRa;xnVn4gIGi$bPnZ zr2eZv5=?($`h-I4z-LtQcVTHSOVCCd3SsUIsLAnU)esogbKIkPnwWwD@SJVN_DYUB zBsnW6G9W}Wy>cRh{KCqZ6~dQxtt8n8|Lyyv`K1_TgY{>idT`?*Gm7 zaAb6O9*xI@L-uS&Fsm?X-*m%Gc+nWE)<2r#Yv4H<)2dvfe6A?79?2#mtKm0obw%=3 zT`W^{fl+T6{Jjab{Yc?1a8(2zV(z_eFywjwy*%Ng0= zs_3zzx*RsK44Zs_&~=KG7aB~T4fq1u52WP{eC9_us&2!xWPFO3qh*o|9a_5~W6ZXkfd-y}bIL6#yqPJ253x-K9BzYTLBLHOb zQ`F-Y8!_g5b3@;t?q!w*nIXlprKsXAdZIk4e`+1Y%l7%mH0RMlPp)Pvf@J|xW$B7- z_~#9M`J0d&`E8vEqGmGc)okA*Q9d1x^MF<3r2=jE)ChQy$r{L;&s2; zkMm6%c?x(I<}09JbK-!AR#L}pfHuDqV24}2~K z&(taEK}IyAj9-BtFP(*!XE0KJ?!K6zdk@2L2!2w$i>P{~M>g44oSlE3xX0yl!sUzI zIUljTIIqz3Q$Y%Syf4Bh&&E}%P3C!C>*|Kn&NIf)$ue?#E_p^0szyS%{+7BN#k=;; zWTbh`v)mZ}H><}lI{mqKrS~z|!4Ej5b<$Vg&n|MV-dpdDR#k)Lo_;=sO75d~xGJ}t z-=@jd9v|p_Er?ND-MB!+gVy`X7#yw>-Mk9ND4j20u9qeWuxX-VUV~XoNlLP=XZ$Tg zYS-_E*2*y6f9kIS6)2cqzGykJUbOvm4{t^(c|w!K7mmQ4Gq3{^9nl4QUtjml69X3m zGSt4PgckCQH)%14kGD1yjs!~=ps|hj%i9CU#enj1qImbXUl8C8Hrk$k+UjvjZKx6oB)JM`1rOqAl8^tUTg^aE?-e#e}-B>z(j%wS8eY;r}lcjbS6ocIqHZP$aG zYjz)Y>g1yrCz~aVFx>x_Bf3=;l>-N5{ZqcBLyCuXcyKQ0#D=seAxmUycDUDGnF*`W z)8C#{{+z1rsr~9_34>0H&Qe|4XxEc7S%s$Efzd7W&-n$0UFa$}m3E}AH3A3&eKPa{ zM&kBtQGIHuEn9;1A1`H~Q{+cskfCw_Cu?woFX#YA2TYrqGZNS0#EzumGXMr8u+huU z-(z%LE)|GHomS>~EJ$@nVsO)eJt;88l_ftR-IR;~@R$_V>MVIsSn`m3^@>2dmkvX) zXm3Y_ICAU&$#8Rx&)6!@Oe1uexIGJ>^0V~Lf)Rjj3IDNQmdW2lgOZr`zWo~YPSe;c z!F2nZ1{$Zm+SjPYljz0bV70NSk99n$z7LR`fRTXr0&E&6s;aFXWl!~C@W4>pbI%)j zFVGeNqq-61Obk%<)r>YG?#~{;EGiPsa3WXD^DH-MPG-X{oPkO7V@CGwf z#w8z^gLGab3dhA%SCcjz-GD^O>mj{fwCF>K^m z5a0LW9x|u)SMyh8NY^HmAY6+aWsnPyr%?;*eG3Z+fw`s)Ix|JQjQg%M1LusWx9KeD zXZz>Nijr{ojGXm$leK-$4HfCxKeAw#bX)6%+ofXLf*SmK{*Rvxuc4b&qPf33jgrbp zq4cNbYqHheD>M7q_6LskmE#N1yH9>W$n7b{x1c@_YVny#Jh^p4!#rfr`Z4C{6^3$9N91Wu#woL z1V|=$EyAx&at2Yf&*>Q%dXgT&S{r>UMPS+AWHRb~bU-X>C6B}jSvvM`Hq1&|Ugm}Z za>D^L0+m*3wUUOfM0n$`ApS;uIYk06vS#}xD)96ygm zWMdlyHGP7ZZp@vU5Ao4gGWuwn*3IUu0k?opG+f3{Xav5azE8v5F`8q^!#3Lm=v%Xk z@b{_k&df-;G#iZ3fjnkc*5(u?a2Uj7jY1#=xj6betlU5BGuHJ-a=_2dh)|j3;$og7 zdcHzL2nU9&hA`)cOA!U&Jt}qeFzVyOE`mT_V%NHYwK&u>SC#>p0*Nt759U*HbrVn){T zh^B$E6QAU|8k#x$asrNT0R4YP)!5hLPkr7Zse?r>x4|x(Y%hD4_h1SV;#c^2Wq4@1 z4~w!{UrrmEki22J%07;S+kQe%J&L->0 za|Y!GL(jEYuJ^|4r+VRQr}SQmkIqMS_ zBAXVBL<3x~shUIVQYmH!jd2s{ROELdgt3MmmhMBU3|LJk48psA27QnGdRX^@9}_g0 z20#xwP9m5x{30VlJ7c>1h=8HgtS=H6D1@K1d4^9eRBd^@4D(RW`R~vNZ0+Uy)T(Jm zJ!SN1ANYFBO-OwO$8k%mI2f6Tw9CBfV}r?SqNJEQy%vD_!g%@!OninF(5a@g;jPIB zpIb(UMD>lw>J_W%hk@n?<_~Gf+0hj(s3D2LmP^UqnE&VF{>StG*VVrNWcY9YCEs52 z3dp~8Q6@VRO6_k`kOV|?YC_?M2JG|OBZ^EKctYFOPuGh`fL1P!6{np-_oyGP%ePsI z^H9lY8DE~d?}d$pgw5!UnmnTFCKecKWGdQe4*lN96j@R9aSe9lO<(jPhuPqPwNh#NH$TfppNC)rfS& zIwROn`?glM=NB6#YXHOoF*QiC^?T44%+a8Nc-hu|rg70&F z17rapYOXv?fwhZC|20{`!-2s>`4hi|ZWN-nN=Pn032QsEPhPOGSAjRvlnFHl={lQPQZkH}AB zC-G^{Oj$`yMJ3Eql}L+78cTC4rnd1+*c+G8cb#L0$_(|z^kj|6l~9C`Fb&LiwDeWF z%orbKL%{6s zE-XqJ$$+WBze#&IIai~oaUc;gZu|fYVEar@wEomnv6Q^l+W#r(`E>%DwUgoW`~@X3 zrCnE+TVeSQe-Q0aaPxmjmVJFcO7CsgljYqRzMQw^XYO~J{r~-{|0P`$wReOp0Si4{ zTQ#CzP;C{B##MI0MESy5-Y|lPW%ftzOE~VrqQpCAcQq+6nx3v*L2kB&k@qovFWY6F zBvqdjT(lv!uwcEQQ$MYD(}sQg>Lp-9nyZ8qA~8+ONP*j$+kq0(1~AwOl>}ZrwtE8C zR9r6zs~eV=BaV;sU*nmD8c~$HD0fC>91zV%gFJZc^}=p`z#f-~ESa@851y~|7Yapx zcfBIFEzF6HdiF-{1CW58GbCh2#+T*_@e{IFq`E;yH@!~V;^f~^nkXO?dJ(W}7zu^< zw^21DDx2A406~J7p2%y=>99T;V1`i#z0|n`3&qA-al@cTRP!c%Dy;i^A{9x*6#q&i zOGXBa{LI31Pg8jUs%qpNKKZjtI=>(r?gSj|8L>0Ir`YRrA_+6NLMzpZ&5&Gnj80mh zsHWp@!AEo=gHEwf;LwpPi+E#R0f@)qxc3vWApQgH-<;v0;h<&U?>e!fUPJ^I@V}@& zEv_}>p1xWdp(2NG=qsOS2 zUZqTR3w&K~AX(}ag19V3q>6#yd?oF5;gs2UR=^!4!~xtrP@IaJlC16jeNPcOU%zTN zM#WX^WEOO?e4fax;|lA?4%>8625*C~KHA|hy*EBm4}aFuucf_QnQo9Eboe2@^!%?O zmVN$;)H_{ttyuA!EV?;6GdF4@jF9fQxIO_b`CL^j`I8VqQ;0gXW-(oV&9|`mJhHze z=o7tuV(Yk!SI15SXYk4zT(wQtG)s2p{>V)3ldZ`Vm~r+415T&W5Z<6t3XkMtezt<& z@jstGdA@X-WzzenyfZ5#bfl?4GOrIT-dNDPpWSz*U2Fa&Ih*r-(hzxJCEFE)18MTB zxCGaAWP%H8i%#ROw3`;0JSdZan}|iaO$;8f@{vZD(Jn+_P*y* zkr{WRf?SW#>yq-FcH`Uso!f`SVTCWklv_kw-sLxLH2zhsOaK2XKo7gB-vJD|Arh*D zwsyT`^A(g)JeVX5brCV*u%fdaW&;(yQ_-s;6A;6q5k{H?1F&eFhb_GiFITF641!n# z)SyJ3$0EXBP0ak5Io%_QK(UmPV)9Et! zXy%Q}mgd=JUY_JZpHcy_eempo3zT(>-Opu9r>!wAsQpyn4`ZY9OEW<(x6?0-w)it^ zL_%Oj>u+k>->gjCIZmx?YWA{2cY~aOH!TyaPQ64x4Ob6Ih;MlSBz!i*RMc-WI1vwBB2Cc$x z;DT|GYpM_gw&ob&Y-g8&O|YogeDY4a#}!70qOmd#fKmHt*?=%?zbu00@9>ttDIiAF z(RHi7LR7TUN)aBRIYw{i7!djm0zVd`ufgZyiC-&I11w+bV&%;1E0cR&pGll;`N-Ih z8Gs0|fpisl9>h-nj0!hNll75i*}eV(?KJ_hmVlNKndPP`YFdwB28wJRlBT{bl|xPw zM)IHjfDB4#ttGKCj9ecT3TonF`P!2*ji$PWf4cC)NWgq;%64h_u$B2d7R{`^Hu)MH zi;8Ip4AZ-@TdgChaMHa5mbmkRy)U9DzlBfXS9O}p%og|1DPJ75UACP1#eDxvPz_GV zx#00+p9Hpn_Psm+z>bJe4sYpi*pmmWzW5p#mr6HXghL4JejW<}5&;AUZZl|(4RAUUODCEneonB6|xf`q=8v6`(? zK39hbU! zQJBx&+JNoG-)~IUPU1!eUy*Ya&em-GBqM-|``Q+CYjx}Qy1LP7jk2`=YKnla>MZ1H`1} zc8__y-g?~$q)<=Lqt5dhYD`f;nHH2|{*}dj+ueWS7gOEhm*$}9A~Q<#=$^$4-TD!w zZ0E2_A1g))$^9r&fQ%X1cFK1D zXhdo4V2eCteoEVJ`jZIWbtC{3$81i1VN{6M2K~*!P#Ezouln7b=O=sw&vh(~_9-&Q zP$=4vvX?B^11$7g;G$@*I;E@TlA86TQ7#?mlM{)n6VQ7?LMNWojUr%c@P zk_p9vfG`*sI?k(@?}UR`6`zh>;KTFNGRoF;9i-__r)KtzXjd@?7~D6YK|&EVfs!zw zpfQ4xN4>;WwDpXSkr8VOZgIJ7UdAr}37?w^_>4NMTiE?TLmzS}^E-NZd05aeU?zmi z(?HGpU94#N>FvT+O>@zv;Mfaex~8Cc{Sgk{_D`P{6k0PZ01Q#-lp~59`tye7V*E3_s&N=O)$=Tj@ zKAXrnBJ*8O!wNrPjAo-?^bUXgYh37khWSGC@}=1-+hpm}$UXhTi9KaPh}h$wHv%s_ z10CjPfq5WX&T_-3e@T|`El~pcQzO5#1{x&pynqX3u~1aRKUu+MXsr521f0^A;IUsw z=B&8Adq5a>X>!LInY_qlXnW2thURmxwKIa~JarxGQF8C~PiHUK9nVh4dMHmZ$sJE` zOfQSSYg4LxieRVsW>=M)VffH`J;yD2837+z+X6x7oh@&A@*)){j^EJ%ZOC87HwAf| zi;J3Vn+MdpZ2an{nx^Nf9js-}7R`FqJ3U12so;|)tki%bfgW+gW*I7m0 zR$sNgU$@X#T#Jye)sNmUNBZk;uy21fU52Cy2fXJ~-`F1e%SG3RwzJQcZ41Q_B@$fD8G^Lqc(UeQ*(eEKlK!bq!8 z7*!LC+0(i=FP7m4t|>N)w*8VLR?{cr*6#IaJNdkXmN@ni1(3Vh8KQ3JYS`7-TNsIX zh}l3@*ig{)uh6M|?@$2HZiwYI8yH@Q_&Cz*i;jVeYX9EfNA&v=D@g;142KX`V0Z&j z5T;?}qlbwXqCtH?i-B0|dNWLz@;K5p$6@=ENs%?XjBKjS*1Eq=m#V}1b7lI^B#kRy1O}=re{VU6}twNC1Lj^zbfeOL; zZ^7({Z2BELw$0JN5T*@{SkSJ;L8sSBYD6AxRwQ$WJV=M2*u(4d?2DXL5Zxr8e3w& z>*cpX1={->*2aetiiOt%Siow4d6sRN^l;B)8192xaS@2xz2$W0t`Jq~*W_3PK5Nrb zy?Oi7`$#)5%Y7@%U{Rs%;eROGmyZ}>pO16i9&*xt%+vg$llM7is~1Itiy?m)ktV30 zHxWKrpDGn4f)%@L(mxmU4uegh@)+*w|38aQ|5NLFW*OOhabK_T(e60oJ5MQk@&RUg zyi9!>0(Sg^4-hRHy5>9WlMh!FIBdVXtm`M3sv3<_t>|?VO=$?sbK`R1hvpMRV608SzGbm0O^R zsm5n7Z7ms0soy$zT_>Q9fIqx)`asfO=1GfHQ4>ur%JA9I+#|`h-~-L62OOJmpYj`GO($DdrVFE z?@%Rp*#uUQ4Hz!3jG@#>I>r|Em5`9h1fnL$gl}Wgl46rd96FMme;F}A z+|Wa_98g0@1!1J959E$|ycN~n!=%yzf>xU}BEMS+_p?zLu^3V_V`3$jBc_WLlfWUM z)xF6=Cc$Gg4~#76TR8{;F*WI%uQi`;4H9l{rp@7dqF`(RjUbMQa5)?MD>P`EOEW4k zSPIdfFbEe0RxQ;uYr3-2jihZ*+n2xVo)P0y{|bPmRNL;aLU%D_>} z4Wj}b<9J<5BHsAUH zbUYVWu=yC2d#~GWPMQ4@lo~e5N}@Wm5aa)nzim`nZSkO5vy0}p(s7*Q0u;bPnO_ff zrnF=>Ob=P#cxyXO5&m8+`|8EW)MgE&;b*06!JtR7N_Fa8gtMn{PZiD!0h3(UYY#Ls zx8>pDzLt>bTUz#fAYCf+I^FYvZCtdURr8yuQR}|zJX`9#TRZBBp_NZ=iFmHmZe9iq zH;VR`WPAQ58wKZ=RJy$eKO>R6;NGw73-1H^mHclW2_)V-ziqpZuNzBH_cs4ThAhwDfsi8-f=9k(81i^K{->d)Vv8XLjSFrH+A{m&qzvh2I_H zq2aiU$K7vF-JQ)sCu(AxR#SgjE44*UChrH*)(Q|&qe7w|hR%e_qLLqHvy!zg*eJG4 z@q|1Me8WSGeaT-)|3BC@Bo8zTPd2ke15jQ#58X|;CKmTZ{$cWP|2$Dv-Po6J)PDD> z>bf^W%M$~M_^nCFDEMK_6R^-EG&go8aQXFh48DO7mh1DNwZ{rMVU(t!>58X7s{wt3 zv65!33;M05m01%iD8BY<`A3AM_#o9Dv3{P2h>It(tRB`A_NEe@2Z0Y>)7BS3FrRNwi&Xbr!~K3kpaS* ztaZzjg?0Q8Ey~oea`oG#N7a{_eVS^pH^xp`*9^v{(@z_b0W=cHM`nNxj@jNwPbuzR z+{X!kC7gkU0H54UBghczFB+H`ed9}=^cwn7v=jmoz!u~D%N;chX^FdT{0@~jy>ZQb zJewHyu|0xX!K-{&*$Cb&AnB3^Czl`sd{TDv(&Pp28wn`18DXaGiE6I7Z=p%oa&x_1 zN*)p;mWy>*fj8z%F(84A+LT5{2|`bJyPxYD8|%rz35B`h#ZH%%4Q6l@dT0T=hJvOC zVLWc{Yd(IVt8QbYEMLqp!ssJTz)z(&igrj!j*9w)j)bn~zf&$%=iSl@tRG;!>4%~z z@4)z$y${GMy7)6QD;%ylKUZ%%?kc?_&G}e>ixTQx;Oc%YHMqs@M@0FTn`-Q{+Fyit z45Vi;Q^l?S6jq(5x)yvk9Q2u^&p%}``d$~1FR6DwsxmS&H@-bqztvq$iIC?&Yp0~~ z4@B;J(N~T@7&!;|uLy2)`knfI1x=uzuU9!Ir|oA=>#w)XO*Ts$3sdikK|+tp6qwdq84O?d>|cXt&lVr5kT8rD)e zc4$vCFV^n57VKI!;qI0fx^5f897oNCuL!*&0hRBb;j?!2U+JoSZ|ifGSbZ;$pBtoC zOo9leK*ro*dGG5qG3^VDG3{<=O+Q~2el|9D>@uT;K94H<8ojr&Sw6?cDUUuPk%39Sh0wwPHZRO7TcZBMN2&(dx z?j!yw0IF>FnXZN6O}#e5l2Pr4Ad6nfi1*Ps;VJ9qlNa0n@csK-O{1)*;r%GVJgiJz zBR(cDMHIt(C(%R@sR!Gyx9GC^Ngf|`N{O2-<{-Pu1Suxur{SKeQTFz3 zt@Oa^(gZl5pPTEw=l}%$5?+YRA_F9V8V=fsefRj*>s`O~+%%&aDHEcG`~<%t3O@Yk zgEyd%5+wY4u45n-XNsRO0ZYNe$^?&K-Gr@_W39~9$S-TZ6zMH^=Z}4Ue$)h1xS^>o ztNH*V6s0Xa2EpA+)*3!FTMS!edEo2L#K4M=NkEZ-%{TP1xLaGYSv>*a4GGshK6(x* z0cA8$QSx<$S1G=}ydEh3G%G@q?VYM=cV67Y83dFb^f1)z>OI2`%9$K}uo~_mu1Z&K@=*W-QW6=4&{TSS{vs59pO(E^Cq z+@P$9MtUZf&KfKb9bA7tRigJ|Wl1yC?RdRE}&| z`k&_OxwyuQw-x&dzCi=V$m@vhJN~c-47rW42Pugm9X9uW^8<)c>&XLm5OKzA4(9PP znD!^USLs43k5}w0Ra$kaQE1tG^U{LzfUt|7NC)tzt;@K}JKN#Aa2e=7)DZz(Jb&GV zjtcq49YQ20by-e4HW5#4ErrVHIO;vE__dca%Xjn z?rZekN%^-1$a#D?G5@GaFnhCW0WgW>Ky0B3;5X~(=VLHjPU zxobBI`pWKFwJ>9NOd1682tD=!uk>A@?Gd z`@crTKn4pub^2dHb0Zaki2AZ-+QRfT>B}U7H-&`rU9Bmi*zr-cjcb3*S|KitBkoV< zTnhL*S{}N7xXB@vzlukaGxf})*osxyqMi7cRB=+Ytru!;Ztk@70ymQE;zQhcHF-H2 zTj|vRxs+4Y}-!S*mlx1W@EFl)!4SJ#E#0K`3X!3^&s0H{wO_`cHIzXrQ!4?>E0pQQ&d23_iB~OA3R>2I#NW7@ zR3_~G0`kr#vtebdOTq@fDsLA0x)Mq>6SiS{p~LrhtMSS2b$hFH-gY7e!ZYU-47bPWpMss zjM)UUf?_0Shgm>B&BDEqu$~4dd!XEJPy6G*{u$vh%!flAROUuIWvow?B3P4yv92}L z&3}uD0x#K<$2T(Yo+ipP?U$Y^B%Q**KQli3erIU);%znjKFoE=OG0uUK>VKjW{s6g z`6DkK$BigKAx1e9U+{ewnb$No8C$)$=sF1}9M9+dCPa`8Xctmfu|zslb1-HBcHH3Y z)jW7mURlXL8V1P}K1i)E4=6TXJYTMMO@MNi!67)~Xru=w8}eJs?QS>@d#mvk<@zdL zdy=j;a4LGd9Hz*RwEp4+hJz%HH6PPo?=j#=jawS^rmN<~S*BnZg9-~c>gO{!3RrL; z<-KEWKGD~Gv0x)8pIG`aeYxX@E&pFEg0D&5znq=1@WnVM4g~*q>2O-#lvw8I#1{$$#H`q_*>1@!x##+UM%}B%BVb!WdP@* zFKQH!)ms~~s1^;JxcaW#}Uj(v#xkvV|Q zgili2Xtdyc7qYEc$6_cBFd$tC$8Sbjo%U&+Pk*E!ELX5`DfCU<{@Oyml%nufW=DKw z6H=lzaWPWVXhMAG1*@QGs4Me*xWKJx;wM*?nX}^rQd@(QKYnf5qtcCTHWhTQ%kg)v zIanw+*`3P3_jqo!Ric_puE2%Y)e_@3@>}!!=F~76nH%@KG`TuPAR@=&X%p1FOT`-i z3D-51U9O2UDhqHqRHWDhYft(fKd!%Ks{XvtYHw40k)MWX>N4DF_Dsbq{cWSk^qZ!G z4s!(xnSmV{!<9M;Otd>O0dFYjoF`bBD;v;3*np$i8DNm#4( z=l<&1Tad#}46Za)O|#ybG5+PI;PMc;*N;=z*?BoK2v3I{tBiIo3^--*M9hG-2s7t( z6B+AvIQ>Sw`egH&oi#AguBKK!-L{CFW>N4l3mHZsY)DMNY5o3YFZP6e>O<0h@X?b; zW7G-rjXU*_vi3>SbVcg67W2)W+|)k={rso}9wQ~PQ)g};W?{k1l7Y?4DvwQAPTo=m z$Cw3j{+9GFgLPCwB-XUPq9m`dn zkDASqpR=_k*Z%3y97JPvS5fbGCj~KW_B|g@+t+~B1Ua5jfw$G^Hs+|N<;BIr9sw`T zCze)n66O6Y(B8pI&W4WUpZ;61wS`AI7uN4%V8|a`7AtmOY1%PRR;h$ut7&5MjM$x| ztXoan9&*2~oGN>n(01eeL2^0_x0EXR9vqo(r$XZ}wqJbuP&Oi~df z%5N9}cU*q%m(~EU36ITB+1d`zfcgD5?pk>oIE?m`k#)}C3y4V^?P}?nlZ1dQ$HJm*0dd(tH^;5Qx6z~RbV{?$)FWV zk*+ssd}jrLrPXPp-!2528kjJb8e6mLS~4LyLU9jrL1+rIo$^QzIfhjt5G367 z->TKcrm@lWy3Sa9W{S%`FKLm=`lVpK0(`?D)eeXGvf)cP`HH<`>ATu{`V`Dmgs zShkWwrbXIawl?Y@NDNzhbX3TE-_KoH8quNh>OYu0yX;ldMqW>UI4FQl<`Z?rn}<-)-ot7HD}6MW*lYwv36r=NEIhX6d-po z(lT5S9o*b;I_a|4avj5&dvqFBv@ZsJ(%kh>$@E?D%(RDdY>%t6Xo>_ug*rVj?MZ%R^X1q*ob`5ql^UA)vk$(oKZ{fMried zBzE-NXSgZ+=Gu5Ofe~ zhze_kQ9~B1bnzSL*7lsjx$g5m?9-wpNi(RKzL9O71xA20v@Ls{=#$|&zf_^oZ;)Ym z4H~&O9|v^N$|d!qC=w+Kh}RF&pJQUW;6|ixKyu2i^OeFB-7}lczlZ-FBIplV{2FUT zMmpP~K*QIm62h@M&8{S0davPy0k)3Uv+_-^kAjDDf7Orq%gg5NE1c*EEP98X3{FzJ zlJyRdlt;V!&@y$^_#@wC)g(ohkDfC8wKyGSL1jMZxq5i@_1bNicf&F5i;aV$EhLSO z2pDW(2-tL9*0I^x&vuLcLNEw2YQ60iu$#xZ_}Ktn$r*)hHwTW)P351WZ4q7ig|NRw zJ}X$s>ehz_pY72br};6zbnd^V8U-AX_n7tRtL}kU@Z-H|>2IZv{n8igdM%>C!o@R zWzZn~R#%nRq*vPBJF_b1E#3I>a@*`o>5HIT)2l!TX7LLpn$)Mp;3c4!s;r`~8Y%3w zYE$PK8!QUQ;MdE&V+lBQaJ5|s53jefRi04YtR2=|10W1(ID_Sd-u4W~=tJPRg2Ikb zLy;;Y@TyOZ3wx6%Dj_9M+e0OGBHg z3VKnEdIA%p!XCzpMCZapgpjcjb$aGN7dWt9BSu^h%@Vc2#OyQ5`3k48YUM{cuX`|i z#VO!mqITW87QVtiyA|TMWD*c_BUD0iw1yE#hIx_?&o*gn#)0^JusgrmxNh_DBKwS^ zByk$is++>5A(VH+92GL;E82re6bK~HV0Hr|p1$w zwG*%sK}$bmEp)Cz0T&IRw*X^cUP3Uz)>u&XN z|H4ZR^px`rgkzE%6^!mG3u{bWIG)r?7eJ1ph^{9KVfe z+UzU8VP!zxNZ|d|v{=VFp)x{aeF_v3?$K*>GHVaodgt(xeBO6EISs<(YO=jWm-)84 zYN<^Tj)|k+c`Eod%75-V`ENPE*IUwKL~9MqEXSmmbvVsPG{9(da=+SQ=E^V7Pg$}RNM!m{Db?KpiQJYQ$F^vD<_cAHSr z{T9DA{bP$b>j#qZ`49tJr?bqmb^0|2>LON;*`u44A+$S-hz9%b{Nq+OpgS0K*G&*3 zSB=n4E*&~XE(wX40YZ8d_W4P=WtIK$#(8!3R&68%z``A|i~o!DVRv=uTkh`a`(^{t zOOd(AVSWUI!vz({AVi8H38QAWwj)|qkmE97J9-N)6qWiM{o^s){U{BcFiBfIHFZI~9WSMU%4lmYg zmM)Yf=<_+iJ#pSSWnic${mqSW->_3+`L=n}C8P86q526ZR;>V1nfs9|{KsjABv9R# z#0vRnd_GXpa{E&Sk_X0c8muf?TQ@|1;t04fAs8GUqB|(Wsv*pl#GJphB&F=Y;~=jQ zrFwYX7K={dCFv#$%W+t>k@#vJPI#*S?q8ZCYAkNLrWzLO!SC`z`ZUx4kcZ^g(v9L` zLDML#6&@6|&CK~qQqxWn`TUE}bNXZ`a~-VUD<6ehtN2t}U+RE%w@J?OxD8vvw{D)D z(&aq2U(}lB_+x6R<^=W|3*0bBCpO}5_wEf&3uXjtOF*sJ3x&*dV}546wdMVjs%FaY zt>pR|S|j}=AxGxX9vh{)7 zLEee@kOUM3>Ejgv-XJC$aveY!EuI4i^TCXG+e1s}KVp zDsb{=-MuJDdicBkWKP!U$NOji5?qbRwa2shqvjJ;8U^L=ayG^>(F{P-ILOuftJ zkPS-s+_Hcx-3YoQtCmIE&JtuOgZ=@uQ%7UZ2KNO^{L`j27FU|^HG{ zKQ2C+s}fINtY6cN{@W(stv7|I&uvP663JBH7nGN^>t{ z+c5#Nl$xk{=9l5~?V5RUyERNt0(QO!F^T@(vEb%0E{uNsR_i839MZy~#?Jd)$+QhT zNOvZJt$VSQ5L_7F@v-y)n82tn0;68^e_lJ4mnEf-R}32J?cc%Grbrmdex5}h0?4Jt znp4pYG^l`BHqs)#h~tS%R!VTDJ2z_y;JDYaWekFU4w z>nWqPA`vVIK4Y*D=z2Nk^6b%V*)7p{|FaDmL2kb|BCfK_v4kn3u+nOYa^j5FqvnEo zu)40=WL2*yz z>hm2%ApzL}^hyabGCu2~;)S5G5Ya)0VO+v0sj9tMuQr3>5`gloy(;O}^M;JxgBuC? zHGq?~d^DAHUWLjIe36k&5c)6hep4(8?edWJZGHQ5X$u6|$jcz`&%ebqEwjy@z3`Ym z%1UwCqS4&FoOUs~ybcR~+RtB)ZGUWT%RU_yZ)96Mh6uj*dV?^Zc9h16?U8TWJAyAA zv`p4Jq-Nk5T4@2udZjv^t1>tt!j?AYb=HVp02}Td_mPCS+Ht>xZ68)oaU)=(5if^uv7kSV9O9CyMuOXt3 zCtiq4TUgENBr%=9l1vSgoY#ZlOF@B8SU?}M9+9(-A7Q?+W%3|z>u=K^0TPn^9q91w z5I04!=>Eo1Kx;G1*foTaGWm?!xYS^C3z`~*MYM5+YeaI|7~sGl&;1^ zrt2LJw*ssK=@HuMa{qE^OGGxI%z4bhOm$^g@bMdk|Z`G!bwEFL9y23Y!B_q zMq<2BsU<4YV$PH0J0zw<)sH97b1(%;XT6Vv3!NNSv{Po!3n;DgULLEy2 z1y#yU(o!~Q1R5WCvLVW!@{x@Zd3{aQ;`sM)AtBY@WwxL=QknHKF(51_qQAGzaQNBCiLDh28xZ_Be%=@XfgzK zP!9sc^^HuW$?9Rq(2=s;;)8VmEDlJYdJCNm6N$5Q4gnL;8BdS^1wtZ~>+C{L2jL;~ z^f_g(ueHa|oRbuO=XzfP!A`f$-A(_IAAlry0#SbI3rg)SnsBC3_Pnz&EEPhS z2Qgh7rK%G1?5BEXI!oD(o`QopNXAf$e;SpYE|-NQ3g<2k zGhB@bjU&r_6S~w-Nh0*^LcYCQP+>v8w`V(As_lqV?y(;Ns@;a#x~Uo0=WPIN7Y z)p(&QGuO_)?i^AByC_VZ0U7hYZhw8~xq9EEra|sUdOrR5M8&@YVY3`j_H0Ox>CmxV zyNI@KTMj0+SrUhp3_S1uxp(xytAbV`p&u2sfqa?b4DK8|Gv^gm$b%va5XDm_h9&3e ztn*TRT93cG7q0`rYCFP+s=IkoX#YyTLVj`sX-hk?+K#(UUcrDbPGPaT4)RqIgwKqJY`xNT^@VhB-saCiVNg9yAD zh=TNv+xYw?LLxx>0^Gk>_s@KW zt}W-*^EXpcsEc{d&tvZ-4Ei;E-_sxvhP@d5E$$oSzbz)d&}(AYfy++jo))@y9O%nF zX-j%u;xK1DKg?fAYePo@>IvFHz3Bu*cz_xymKiXo8L1wYc&2x2fCoUc=A-$KbTRKh{2U)*bU?VC1*k-diYS*9_bHMoQY8xA>UvH7deqZnVLjU;Jy@jAZVbp_Jiv~$#YGTHl#vTHmOYVQK{ff5>gp}{Y zh%#TbiiT9TP*gAHb-mZ{VYE$dCe4v?=hmmLrv~F7_HYW4s@0pHNLr?_RH|#lfl5e& z+hQ4>x4y}-74n9^>9WSYXoC!KUY^%#*4Sgs5uiJl`MBaN>Mqs%bBrXtaob;;LN)s3 z%=9<5weY|!)RVghGGC|*+=HPG&;OfJ_a|m9xe(!Y0AM@M33>M$lXi}aojajFf7U_% z($Pe)$pm+9r86-r>QVSPF@nx|y&5&@wT@Bq&zc0mms(U>fuYEOa*W9n@14^Dd;lSO z&gK^Z*S|HkP04Z5UD)Upe0>DP>HS*wW1-7-C_iO(o#%+wVk(!W9x?iIV51N>yB~zl z`#v#&%y+4 z!=BX2A8sTsa3&Rf+2nQkU*E(C4Syyf&X7}kpP%tJ+c%Qj;-ryHs>!jfQjC6%fc@9TZgTUnW z?ADx*XDEYV#!cQ6;iV40;m4f_S_2T#29#XEb=ZXQJ-;Z;3E4Q&Sn*o%ZHTkW01S=o zv{1w1gUFZznPNdKWUAHTbrO9g*D+%_kSEa@&Pj3pjry(q)O|E>k!oBLb1VM{n0y8N za`RHrYmj5#j+spA{h}@a14|pk0@*$k8R_jLM|-hDhMtg()r+DkP*G(^&lau-!L(qx z74Pds!hV#R_x(aoOUr%Bqob{nlf`yZW-t6Uo}<9R_izfj#tXseO{8~TV9&fl>STfO zpyrlCtGrHPcuriYVopkD=o%bbP?zos#xpw=(VR2NqQ2)x|6P`wALDsIE|*PrZJK4v z)-~J4=Dy3msNx-7M>pg0|822AJWg2@*bC+Pz~awr>3QdONNnw$sXMTEr>l$$);H}X z-p%V-?~^rUk}U7*j@tYROAPNquZ30}AagnssMjcPCB2X#`BYZ6>6A*~&S;3q@?6~a37XqYKuRhiP zTnj8kzveL({qBwrh86N0f{Lj5Bixl`*GpHfp>B1~!L~L;&%cD+gdIfsjfu6_=iBLT zoq$H@=i&qdjMxa--e{HXQ^L*jlT$M&?GIA}U5o{&d-3bI&!s6St_hdiG%O?;Q~cTr zQ)4zjWqJAj?1C)XzF`#bpL!yKrpyGBema1M5?fgcn~x0F4x=eg%a~d3!$mU?ebqQ{815 zmY`>Px_({Xlc9Uml{4%t`<^AJ4>_0Nnp(MT(97t#;t!8aVAqQM1`j7Y!#xRp+X37? z_;~bX&*JPnaxZ~(i#0w-OMmiaj^azpH#I$sqeT`&w&F{4{)6zh^nG&y8yL6NEF;~ho zLZ0OO@jP4AT&pylQ`Ua8_>IDw;LB5AdDxKe?fv|9h)QBQg2VE_78ta9`8I+qnK{_$ z;EdRx+x2^p(N7s6fI#XHOH*38{-?iczy@bePZ6<({q_z_b`Th%-)>KNU7fnBFMgsX z^AtrC<_P6CYg?@qRaBX|Rk)U<;MS6_KqFX4Fq-`-^#`{WuVI%i0%CE)@`3%@WA>7G zHD5mMBEz1jPWSEZM#u3A3T<=C9IIx`47|$97=7&5QXxck#HofewyYiv4{R36WL5OCs;f9{ z``7iyv~xz=&k17&3ok=z4+In2kG3p}_O0{R=q_~zyiTuM+yC^4TpYByC`duNzh!P^ zjw=IJd9%nn!!X^6yKpk9rWXg81ZNr>>5SO?$|VhfWn@I|**$+`$Hb#3lQik6Iupad zY}oTCe5_XWe|LP}){Q#;k5<+``n$7AlFl!t?(RS6sy)30y((dq@3AY9eJikOC|(zk zo4nYfmSE6lb>9Kl9pxJFJBw|l|N7i5|Buwcv*U8LW_f55l>95!I)J=@gKh>zv|ku4 zQ34p`^b^(&9spJtAAjpF5o!&UUlO=eDgVRjQmXIg4TqD%uO8+XQAtf^mmQdn*ciQy z$yYe5J3c!nk=DI%T7q?jhV=mJPH@Hcx4cP)SV|4wY0{kpUuvK!64ybT5%R5y3&%$= z11>m(GEUe^;y0xnSDUc4w#7~?%Ahnia{#j=D|GyF3uC-0bS|cZR(Tr4o}>>K4xvex2InIF)1h%Tc7s^My$0cXH5S8pK4TUura3=G-badmLf{AcE(| zK;0~?G8$Q>3^o!EmQycn_fH+Cb2mlhZb%C6=YC@EAIi?nHD577+YfS2q6vSdqmtJ) zEd8E310fDrx>>v-wQn6?t3oDKZR>k5kJXp5Am&D(cDZcR^=Dfpl%yraDY#Kf@`~O}1{_Rc+tYUBqHf$0D)xanpI}>o`>HKOC}GzOj)Vi;%FcYKo|b zt4|yN@`_SJ{oJd$3&aZo9L57eG)AoYeeD%-JS#81Y1!*FH?sGxq0b|tm|tbSP&|4M z;a12A_(FD_l8uTU4|0IQ&ahcUmXQk)fmYElJqUwYk($@C{cFmCPCHb>YZyy$Inbe) zq=h9JyGtDwXyA8Z?=h|-zKt-W zjs)}L0Z%5x!#Aw7@K>?l$z^@1Q5@q*GMai7`y41qrYThP!rz_;B9GhE*nCpE^=xr|9wz|x&Hg7+gh*5?!QKd@e?Xh=q(Vd`y*&3QHKq-zASXMbSkh10YaaGm_-IPOrhYGk7P99r zf?2pw^W8#ZOA!UhgSMMl@fhQ7uuXQqvKmt0Hgx;N?%93b{k5I-yx#O(dC!)g@Y`Ae zZO*n-_U@*&_Q4zIX8Nb?*AFBp^Ck=JSVD@7MN3*oDL=S5 z@TOjRAF<}x@2jqc{U!iuAiV7i*)_WX{k^@y*mOm;bqnBz5&}0p;8$zfB*m|}JSVO? z9DLp$2H%;i)trO^mNt2xzgF9kdWy;zJmYOl^DcBa!pCAsMT6mxf^&1h!r_Nw;NV(7 zk|qy7a8!E|e*{PfF-QpErV%2O>rSatxzD@J$0A1abSmq3s!MLX+byrB&3}|$?$@C8 zK*&@Ue*s#gw$!e=$NS+=vqmklVJNW;{+mB^I7Va)@uS347~D;}ZJ5R84}ukI(x#Yr z=sF7bn=V?me=ZxFSE3rQ6~Cu72b_SORqMQO;B@{2|}9?jiX zvLh!MPoy}yu)gjNV>*cTE_GERwd(gqpc+xvk<5>W1@Znk6o}PQMCQ&|NGUVOg~O|k z@`*8-XFsOk_2wX0A&Q@pX3oZVXa%XbUkX#2ld#HMR#XY7BpLMIQO8F6Wo~qh_xdJq zEz>Rro{lRyx7F&bD7KmLZi4!t%NbJPiQ0%gZ-g7A0)BmGo<@aftwImV)Dt&18jd>* zsvd3g5a9Ih-a!im;pBYN>xr!XFu|NIe3<-3rF1p^Xl)D>Sn(&4pvCWM=*{5LtQraj9kKvx@e+WemLqXzC za6$hf`ErXCTH^mXlwUNA=w{dV{BJ+W1Jh8H)EpM0n*`2su}u6wsVmva!$%~wGe3_1 zcp2nu@i_2hm!t~$m3JrPs$&WA3X%Nz^ChZqykn`zNYvbupN@#A=%@9tQ5_=;hAD*8 zGnRIYebh`uo_kikE?v+WL$~#zGr|@R@_>ewRRtQ>?h7Un`3@9Gy2IlHTpq?1`9EH0 zIbiS`A4>2W*Eht(h&A{D`^Zq_$Qe!&=OZXTdWY^*_b$`Y_0VbHpBII40Zzn!8a-v@~8h!*KKWUquPnRgsp;}hHiOGKO zfGj&JjfanzSj3VW{C@Xi0*!)X^k*f%9?Q&bUT@A7OxSz zkolY4eib;UNL-(pXtx3cZ10W8{h*0pcNV7+BL-~c-oBOg&|#!A!Fkv08% zW3?x!(&zB12V2Z47n6TUBUjZ$b)869F;Y*P9`{$0v!7-9>}WdWa@|-oQ(#6S2U_Za0dCkQNy8Be&XfG+lU5T@~X@g%E z#jA~%LvNv<6@bNL7lUsVYzCXvDzGxdu#X7=MhHath0@uR^>BYWA5Jnpo!YnzUd7(~ zX%&KkPjbF9$?5ayc^JG=sl{3R4oG|$>5KFP|9E|<7Y;pk$qM~}UfvXdgugb}ZofYi z&gI0FdF^e#4G&3y)=j3>K!uDdfvPQ=!k}ZN^ZEI9{rw$AK*9~d6BL-(l)6KbHVB6V z{E7>a5umKKv_Lac`q74Jcstxj>`gH&7|G_S6k|v619o@cRI}}drc&cibV4+fmNArl z32^UXkkmYLBVfEW3PTm*%*yV0e+D~jt20l=Q}!FteVV(MM3ZT(9hDpkm=5WJ=PAKF z%D-n6T9gCoXW=5OG*9Wj59QJGg>DpQI~Aicc=hhrYXP<6=`z?GMT<>Qc*NqZ6L8(@e(NhOsv=JWfuN2A{;9)oMr z;zo*o3My=I+4ySY$q(9u;-^Klf6i9prp<{8 z_SBdC$oqSS1oH?g>>VWrAAT>DxC0P%xqsJx9QFp)BE8?*X*!wCu{CUORd+22(Sz|a zIj2r)YU1!cC?TAJs@B6?GTJL}#U-;ask7;1r^_jw?;n6(&nY`ziHysIkQPJZa(E(! ztXC!z1KbH`-hM*h`dBd60~W|*@SGoz^<#slX5KF8Hk@=QUkRVA9u+;=ZhAZuJX91N zJxB6iT!ZH>u4e5s9i?ul@$J}v1*p~n9>gxX5N^jRRCR0peN&=cL+$$)5tzYmr3nnD zcIM|&nbtgw)b9{S*%@cy-<6)@;2;(BYdlCLNKbp!1W8AC)+W zhAIjTa(ldh#I%I>Ss6it34q5|H8h*f&hptqL1a-meSaZ4cY!Nc?kDg27S8%DMB-md zpIZ+f%csbUd$gt7y*?PFj`7xdpPt?)-OYzExSNp$7CWYJ#7>3!;0$y74X*FOz}e(T z9C;9zapnL7P?&@l%6INh7)|))NjakZ5Cp7^MX7LD(_S>mjMHRMX-QB4yQqHI={tH>oB}ROZ`x3pnNVf#{_9Piu_o6S z%;jo!$&l3%GpDr+WM|2q<|(sT2l+bM5TDHkS7DD3V=OCq&)K}ZV3sTAVa0A4JrNeI zvW5oE&{z+eK{y+mBa8@^okNEtm8gcb+uqOb)OowpB#1fH-&h~}-!KTHhza>^l$h~R zVllDFvR(<5tRk@oNR4+4{e4MDU|K|k%#c2J0+1IT( zeCTe%+@XPdfSy=(g4&1yI8Lw@Gl@OH5*Z$s3z{drptt?xRah{05y0s8-KKD^`H_|k z?EdR8@1y>gP}c}EwSl>}qYT?b&1vid4c(#i6h|J{E1CXaMCIbXecRD^N|(unYCXNn z{y{ZrVP;hv9;cEqbt}5NAs5}(pm3DO{TRXTsOr_aohr9N{6rK|y{vqpCIfU!_RJ6V z?u_aX9Uyz8dmNKJM*^#y{9h#@O1UnRH7i*jK{@AvVMU*anD0 zI1#-_;qAqYLE#1(grirBR79>Y387j`!}HOTuzX0S2dTESx@1zV#)yPGflC#-Db_eJ zx@EP&?Tj1ELVfPMZhVYI3dR`ir2F`zX_e$$v~2MV8U3QC2Wcui-iefn$uQa2(*c4Z zHk&p|+X1Pmx0ylrvhDWOI_;{3smnn>cl_^fNGt~b>q8VfXkd#3i8?!xn=lD!0+V(s zsxDX+#g8XA*R=#5zbL>)g6rklVE3l-f(Y@?m|COZ@bS77L5_ERueZx)i#%+NL1MQZ zAZCUpt$fEu7Mq$7%uW|-ASp(OTgdY8L>epnZ??HgP$@yMfIXZo7HBqFlm^0g7{Yg|#_4?7xV$#RW6%e|PVI$o9m2)y6am2n;{_C*5RGhgI2^Oki;-}o zD^vLVhYRLSj!fD}ugVfWT49__QEYFzr?56fv9$EH_l+{nBv^((Q+8CP{s-O1<2qjw zW(=WX+O{Ek&e(efspyiPl{SH$f%|!7bBWDnn*caXR(H#(ClGEQCj?8Cpr|--cD8@C z!QjDND)QLA-#U3%E#KHa{k4cLpO|E5qC&msl+k&mRk+);iT?&WYG7rl%hluzD4=q z3%&ct=ds%diRp+P@hcSZgl<+#&g-R|09J3O3o#-hLRr@*6&ry94{MuAVrQYzQmwE| zj86&0@sK)nmEb)H`(d7m5Pu5$Q8Z0Vz4#5kg;$?RMAqUHB3C0ii(Q6$lob z)q;N>0mjTs`~r>SU(X1@?zoT%F8j=W6{?20(*;S|a>SVV(E>iksgrRhtOQYW89WW{ zdJ{w{q;dz`1Pd9g!a`Q=fnn!&Arj!%Q_9L9)@mS|#}#d$&?R$9p&=pF5W4jyiafN- zT`CtX^H62vVtk<#X7P`dMdiN)^>*(PNy09m2PeyU?JyB}%K~VXObZ?@N%v8uod==8 z4V+wSG}Gwv3QlOh8H5f~;Yy}Zb_R)frUoqOvx!xIukdGd1~a=92v5TPqMoaHyB|WP zu%I#g$>KZ;D?g=EGZ(D`eX0~6HmaqMNQQe*6vV2xboiH>BuN-!54x9YFVeb&$|z`1 z4Z`}7s89?A1pYU9 z9oI>2lS|c=f|o zlm{EX?Ge#fbF*m;^W`QnRearp1Hy@CA;pme5)~6F)^1k6AZ$8H_Mjr!jG^xXkt@(G zOgqQ`3(=O?-I!6mG`9fK6u3HcvywYE>I63JI^$Y6u(C5_ z7A=zc*mUh;>0xHQw4{W>M0%nhg%J|-$n#C}Ti~NIJ(4$(iWqHep4_K2E&UDRvpgN2!O_@CV_R0R{$492`iY*gL7LSj!p){ab1yVxhrPt*yx6 zE1$(Wt(X`UbOtRzyJ12~ueL|WH_;amd+SX-@ph!rQh`1U8f^4M0Z$rs!{RJ*#w$VV z3@l8dq#@hzB_|{nK)(_l%YUBXgK&X~e(O~nbecQbC5TzLYrzqWBg4Gc9jqB+Q>)xv z45Bz39S*E0wr^;k&ziZn(d` zO`|*QF|`jmT=1|^Dh`HYE(Z1dL&lfkPP7?G&Jdo6dvyrFgnqlSY|KObT)?1OQXQJ# z?KCHlCeW{u&iW5 zT)?2NROrFqfjqh|#A47L{cRCJ#WUBck^q{SbQf(rQ!p1KnpS`;8zd&jz)_#=G24-1 zxY}$@{q~s|G?f))miey{VK*Wz4UfaBgu(Zf%uj$+F`NAy8#53e&BP0V#jHh@(|m5A zT{L0oe^UpIAxwn;bAXvu;bbwka>6Y?&G!XYix)DeN||ODGGFn{gRF8cb!D=`3k_-1 zhjlDr4CAr?JCXhXOplS=?bJp5B~h61gP%EL`S3*SgAW%TU=*8Ek+1;_=i2DC*yX_$ z3&g+#3ha&}fdgPFVAH-EkAJdN*hPLk z^R9Kn+jM1~1nu88{+^A8Et|ccl_35$T0um9WCt3OXqWMImP!=KqrW}3#(%y#Zq)l| zh?=YlM7?YZH{%JJ7&#*1UfgAZ#j5ufAl1S3z*M!GzL1SVD+G04x>1~V8gxis5CO-}Y#s4Aet)r^kzVBh;AR%#(mJVr2=}zem zk&^C~?(R|=q>=8Fl#o)oI|T)#JKv4>e(v`-#`}lkjDc{@bDq7QwdR_0uC>Y9;%M`6 zBMo)5Kv>5f@q-YBMI#k_Vh>EOO96k@6zZqn-wlt5PA@^AhKfUb+>CMksv&98twYh%U{^6a4iNBT0J==ICtXIskLE4 zVGK*iZJ&R5_EmL|G~|sTnQYyfAl^}jz5aet*|_tjF7yx&j#nh4<62C}UNa~UqkKT{p%px@97Q6C$vp76nt?C!TTlh`Xsd_djtG$RB0>Kx?YCVGSj?R&?#|VQ6dar zfjA&pxQe8QcYaG2WQ@{Ho*SQ-P^W%jZIyAfBoYN_s@^~pmixP7M80~0C?+^$VMM6# zGMnN1lIR+Fyh5yO4tNZVU&CB5N%P$g_>g^qzway0F6x~z5u$#95CH>s94KeL*i=2( z8ngY(R||0EYF?aip;GTy+>ec?IM!Q5l#W1cR0B59!OM zOuX@fg}2s9uxF2)4cX|6Ed*pM0>q&xp;)QNw1hWa7g;Mw&-+Xrt(L+>-~A^Jj+IK7 z7$IW~`QH?)3FXd&zD8W<; zwLXROk$?%8K?%GHG^Ru49v})pg!L-C%i%x8a!*0v-+XwS^Wj0>fJhw?)t>h{R%0#^ zo+EO&KsNaofL=;6ZPA2WCCHrxFhZMT{Cuwa85{#Jb6rEqx%Nb>`$M%}_24y^Tk`dkZ#soo!~(Uu=TiJ+<1%fDYDq!494APGWUi31-*nh|9caNbRyLYE z$H&9i?(Q@-pLJ>&l0SVFhPg;*q4eJ#?vLxo7=cI9-!un9Rn(b2@RH|mIP7h-dv^vP z?7$xO659RHFqy3~C_#l7`XCKjqsjV{ty06e+2XAa$yep4k*&Uld_B6{u$xe{{jSw7 z@;gMFm_-iCR0O=j$mHw}WQ0DanA`+H)A(G5tQ1VhY$Avy)0Z$ia^}UWHI85I~zxvap^&BuVkjUYu*^V)PGlne%l;CZ^VL)O`k(4yi0~8la z{i7&1YRF?^a0?N3J7btc){x~b=rN&^N2XH^?%GAcJRtaRUoHR`|3s<+pdFDoqgEE9 z;LwkLXYP;_@HoxBKHDw5(L$oKe~7-(CK?&Izq`=?*|1om&XA})T}@(`Kq>c3lqSa( z%xobp?QbVrRfQa)qMqgWBwbjTjW<1}q-ehmwN4*RlATDj4?168IPWihfmI}0R~5Sz zh|{t+Yr0tWOmt+93m1zb$S2op8g<>7lr~`sxv3GND*q+K{JAg6$zdYI`a7j$6m*@1 z`Q0GTUo5go;Qs^vnO8eXaQwE*rZ@T?Cr_ePjw*c>+5Pwq_hwA4|~PY#C#er zy;gi5?jVWeI$1(Dd+dq%uurcm_B-p>kCL=)9p+zV=G3j*ue5tB>`LX3ty)2D3+#{2 z`18F*va85oeCU}wG~H8u{iTrS>#bftDxEOKD#OHVca+f>`Ib{9GBzm_u^#*7SCvnC zpHfuFrLtKTU~#ct8Y0yEW(|B3GJg07`WVXm`ArGZ|1MQ9F)S4t79eB&TPfeUs@kC~ z8^gQ5CUYB}gy`w56B{P|{GLn$4Fl7*Xr@ZkWxuf6%~o|5e;CEYL85=h^F`KfsW~x@ zA0dRX+Au&^gv@W3K&^p}jt*h0?UW9LfF}^)t(Lb5Y-(qNpI2t7bj*cOL~4Z0N3;DR z>$g$lqlmd+!`zW(R)o3a-Sk|SoFnqfbz5ArF|?vFHf$FfUV@>cp7h^!l~CV4d3?J7 zVRCWdhnRPkEnJo=p-71eL+t)XBElLhJN*i6{nletIF;rze9nO zAb`Dd{WWs)zM~(Rh1^&L2uK~jK?4CY{dyIE#ixLAEGg^h6ee27K%#nSt6@5vA>AoT zltil>u@*0de3+84V)D%f=0e2Y!fy-ciMb=9m2+CkIxYUa8l7{W0Kg#3eAOo1m zj9R%LPCK3YR0GqG(YO|cv8d&;e@_%L9AqJqxCy(%{hY>KXAE!)T4yap6rth^%8~c| z);MUh=-B#;!tdZ+wr4%glHzMqy;)3Jq;+V@wS+qoht|dZlG80K>Lf;^TCqx<*OgCp$&Kag>0#!3AOk4qrhNaH)|<+5sCr@ zX9(cZHLhkXhUlW%taSxXcKG@xA{}=;+~?Jpd{+?_g?p4Ed!q=%#6nOVoSP$HV^Mg{ z(8#+J=u{`!2SCO-sCmgli*)%ER^BiYZcIN+RwzI?DxQu1kLD-IAQQ+21c{f+?J?&;lSgt%4w z{TNJ#MLHVI^0~H1tb8{c&X5G{cr?F*6^0;h3~zE3)} z0L4eN@Bu!+uLBdtKMX&NhtBj)faJF#l=cUbA4|`Qwg@!z>lE`~ch@cK;Nss}1%N~U zt`I*BlH&i?uc5T~kkge9#@bByw@$y$0Ll5vc}GpX6lBORlMOU<Va^YSJ zV?F=<`*%?C--w9^8+SssQ$Ih`Qr@zX78km2^n&9r_4as46#jlO->FlRB76FX6F#=u zufdV`X7GhjVW%ZH6#Dq=GU~Oa7#bNBlz= zAgFM>PYCZxgvlsE3fq&BQbY!YA^v1y!XHB}b&(*>m2sgW=LjFx{^r5Ib%dlajT~|i zA&<`aFgL1PZS}vj#5`h&bIHicvbCR;l+%MOD>ilj1`^AiO8Hu_VSLmGdMq7vF&0 z=E-+F+OwG>BStkSmgS3{>2i3!V27o5&q-z2bMZzFN-KwC{tUB+TrW+0Qasm(SJfbcnDQgyKq>do)oC2@WAp_?>bpLZJUC{a-Zn_miJM>ez&zea07#AMz80Nwt2= zqY^}0uUMM=+Ci}U@*z~IcXMX7f!E{Id}pFC_T+Pq%^VMt%K!5gBL04~7=i0XA4LAW zw-7iuvZ>)ue6NAZS5Q~?Y9VfCy4-5}t^Mj(SQ#0a8sa`laq*xCgMz1H8ag@|%k^!q zU%yrjM!~VZ3F~(LHA=qFzAW4;Pg_wZViKI3H&vmVE-F^*vp<#;^QT~!!imtZ&LlNa zVXs4YZ3}yzpnXCks>vaYv=EKHG!PMEM|Z)qKqk?eo&}qN0CwGz=lQkx%KWMeib}sZ zKHt{6IuOz6G--_ps#r|P4md0)v-|s{7TT>LxNso5 zD*38@iQXwGt#G`wUC8nuAw_0>468d!EsaZ^`aV|@U&xuYYQ(=~*Yc%wE2ya@oKSKe zEAcS%RZ{-55P#_%5O`_fv=p&md4&m*{#$igB%sMm$P8?9lQc=-GV3jBcx``jEom}q zfLk`7E+YV=t%o&&{MON)zpDDP8x1^OqpwN5^Ia`K`kVaXWCm_kil8^|5}>v{l6zx_ zWkEev_h%OkYSf#32NsZ-9HwK8CFajU<3hx01AoZ{QBA(qZ-nas4MCtwUmt&Gwz(nX zvdss0apC-|7og17;9ui%L1o8%n(#UIe7pC}9?}%}%!I8UsYaS;N4vtk&&xp=j_Bb? zI@_Iz^|@R_)E)!N{dvfa^ium*&3C4WmSd84 zNSjjQJW*J-P8A;t{G|5B@A}L}%mpVQ?zL=f?kXEyz-JGZluctjf z(la$FBk;u{4XLOQBzl{-fM;K!Z@S7rjHrQNec1od=~Z3?X5X^ci9Dc}Qgk_JIf?(w z==;{I`m8r8mxp^7J^!?(U8yHP)SxwzDexQI>Bc`s@FhyG>nT4t`DFx`sFZHJxCGxE1!4$FU1|@L&8$;!6VdYIrwe*lLsI}C;%ha5wVv{T=FgH5^>M_fJlSytr{yUR3-PBD0J%byuC0?h$Q+>8vtJ(U`o!`ZV! zJz1=D;_-d-v$6I$Zrb=i==yJ{xg>^^9R2>FWz`V33fh zb_a8eltBa-dy*eF+zy_@AbYqlGqA-xD~HGPjYuLEYBU`Zd;j+)up(cDkiw2fg}7yz z|9%P*oJh!5KzE9%m#F11={7^=`c0bJg<%}XF=LN*N-IBuInkrKu1h~7ZS#lVM1}jf z#cyS)jtE%Z`KgeJhX2Bu*fa>aA7zl2q5Sv#{<-+4u;dtb!F8vU|HMV;E2OWw?qIvq z^F$c&cW0*tp-%21y|P=@`IdOQS33fhfVUZ8hHUa%m;;jLPgbMeBLA;LO}-EJmJ19J zipD}TR*tdu$6WdEgO3E)8Q>Qe+IcKJ!2Rzgz72t4I~4T}qM|Yk@Wb?16uhF+e)fFB zVU7tOvT9j2)K$?bCAAszNx(BHu6RL;XuTE8x)sLs>Q{)d-Ug$soeFsptr2lVp!2D7 zP`ds>X;r!X=#dJvIZRN?{>4$?CEE`QkcyvQvhBa03Ww(}7K&bM-8MEh=FcZZpyf|y z{|!eITdHHc*b3qT4rwa2-fsF< z#$wPzRybt50msX@ot|c=mU8y*F*e4{_#*+cP`0UJGlpce|J^NNO0vxyNzwnlkiQ(H zM7>nf?TZyS%uNkfdUapgy{yro`$-`^ono4Hn+FHTRh=JIk9F{nX+h{s-#%H3c}_?O zUIlnCSOP?KhvYZSa7uzbKaRce@|;WW9Q}$ z-?+P_fjN8qY^8y?B8NELjY}~9k1o-M+ZbV~QcmML zGk4CjoMJ5}w!|dv4xb0%e6hbP9RPt9JKZ89aDYL@s!q=I+~>i;L+(7)t~1YJJ9=dQ z5T^ELt0^B*M_jz}znt1XWUNSb809;A?FNd4niMi6B_!h#jOeAvozbum>!*+O3XqD$ zg!{$JiZ+#8j@BibAMS686+ZEvPHWp?!fk>IV4}`+=sAE=w0E~BBZJ>;fSE)le6~Wj zh3M@E!~gc-V@C6*2=vqK!Y0Rv{IN}vjTL-7imm>GlUJE|K0EH;9qUi@c;6A<5k)=# z^1%{-1)yWb170xElTAtt@~a&Tqno-fZ(NoEcRCL+oX#E#4Og!Evhwl;2HhcJKyV`p zrMmgwDn4F52vmN4tXt%Ls=yG1f(;vZt)v!;a4jvh{r9&ZXmHO?Mx$dbH+rKdLDX)3 zPe;j4(BBEpz2S>Cd(-CO430Oy`Bj+Zlluhi7;hJu>L;M<%;)PY9u)vCNqY7Fi%nkv zM4!9EK8mKiT+^0=+7rT3y3?{^EQQF^dyv9X!7tQX;So#ABSraU$D=le?wl0>UBORFE@&z( zq$e7!^8)eKr+h#g)NcSbbAdr)?6Gt-{Bq-v0y~y?Hp>cJv=Y<04&r!NDDUMO7!VS2 z>n-E2c5sa&qH!pyg@tf_>p*Fnk&xU|zMDNvsw$4{FSXdzgRLPAvPZVf%A6#CA_H2j zVm%VKpkSG@Tmd5r6{M&p$o&O!{_eTBi>W*-l5RRTr+HQ`SZ3u4gb3k?_X}FNV!{MWUe<;z!T|+ z&_VC&_-8TT2q!Bx(_*^S^&%wj7 zF#omnu=!@cWq{Cjxgo?v>@UodT%9av!*;zV<^A|RW%vcD+4v!q)|HT%2G{j-AWkmW zH1d>EnEYL>O=Q@Q${bX--`%^E6po1=iGyNDjMLT+a(*oC`A`Op1)NVjP9Xqtm+48N z&y{L2KNs|Ji+>|m+w+I&`>}~QBF4PIGbrD{fbmjw;P{mUtI5D(4M!>uA1A>xR)ijI z6Dar`r6Q2>M!)qvHMBn79B|<{6nl<~YpS``q#E<{!HvLXXR`S8up5Kn*n0J=Km8F( ze>)HziY%qRIzB=n@EGABoAKibU526)*HB`Bcwy&pK4*qpjem1-pa`fJr9v`lN-6#( z)lY)nY1gN}^K4=4?E%rO*8JYWV=L8c@~N$6)#0Ii1hAGI%=Wd8ZGruic+E;p9r8$n zpTQM_!4HbLX_oLe78Vwk9bivI9KNDw79oov=1Y3Cmh7x%flV^;C_cT8AyVdg!RDfD>s+zDCNG4f@e~ou0#D@6om+O%`eT}bUNgygp3!u+kR3oO`pVX8VLjQH7iQ?c_IegnkW%1It2!+^Lljq)@Z+>a?KQc46} zk0*yXI~ly6Yu`$)w6lHJ&C2jaL5Z_?XHTxWFRB?hg9lkhI80XGNVLa`#?mj z94`~9sdivMu3YvCH4l1ghN511d(N=^H^Z!A!#ZgYeaV;{Q5g9sD)Lnfa%c@2g)oY4 zyu9g=xdSLJ5AvUr8Y~Ig z7k>&)v&^uYJRLKu3=O2On??o}&w5dD3^Sj{fBYM(?MVSP)_sTIoHbSfW+&5Y)#O*x z&e+gC&3Ofp)&LG436k~v^>2|2!@)N!*r6;vc<#VaW8G)l{F|DO%i`9p+Z*P|g#}TT zkZ*f*P^o4m$=YWahUheI@gyEh@7*zs(4d(Cek##wLMONrkTL z9dtbCy{y4WO4Zdl#VOcd63&?-MEI6aHh`Sq!5!08!a=6$ruH>v7WajS zq?fw30gP>a7LRCB)+KWuB=D*TeMKZtfk(#{Swo8c8Gri$J| zaavUk$iq$cE9p}sztnr17q5Owh|&QO5f0~Zb-dVm--H%D3C=2fqPaFXspkA#&6Agp zaxti$oTY;^&LK>>XvhuK0b$J%H834k=hK=>Halx*NXU50L3?S;14slr#1DRlLCw(5 zIMJ4&4K-662T1%TdI)l>;^W=LRuR(S&sNghVnb5q?qmVl*y7 z`{IyJT`j^e^(K)#p(y=-5R)C{C`+?IA}aHNaxIW^!ciFfcPmoJ-igD|X8>AY-klmh z7ID{QaNjw>#h$O=)3AOQSI3Z$Kw=r*$j6_IW+G_F0XK-l88YE`Jc0BpuH*_@)L%BZ zT8~HLIl}wCUwDyW26nM^U|E>O;z}Pw$)mEFCZAwXxS@Ay(=y`{5J>axllP#7WucF} z2t&^neI=N;S#TG?U#J8PeFF2+_crG|Ncfc>MLLM#tIm*sRom~oPA)AXv`0}I^_J=z zwiOFVDp5g{EOAzsYrzITho#mDq&b_On|Je&P1X6QOo(p+U{#_4jgKeTk(`uR6sAQq z036L|AswDU8C6#lE0KdLj0y&))0W&d02ou8_wJkVudNq)-GXTW%^Abn;JmBB>%5aN zA5!ydp=ls2A|e-0&rKw8*B82?oIZRQ;@!j|w#4qZDdqjhPoLWgU1T)wKTA@`pVTd- zyS^VenfA*Xkr5zyeI&&HI>$tyMgQW2#e1B%H7=@$oELT=S#y1qTdIkFmqm=WuNG-u za$K^91%tEJQSS1TPBl>5;TPn+1X#OoJ~X0!~`B zfspuwMMHANh=p4a%{U8nk{;fL^Xe4FAt9v3L_hgSuI6q3Q8G$|Xr`hQzy!5{x5D!l z-8(s)aj9YYNP%gi+!%|rzl>rwb2Kz|T%rynj}LFJPIjQS=6-!vm2IYF^b7xf#s7O* zeFFC;Y=+#wqT}A9p0-jkkY)_T-4a&;k5DscShsqqM)8TEp`kfIX!Nq|D60~|P?=8S zq{Ig(@wte3$ojYbo{_hor^^R=1}NmiOtP*R5xnGHYD0O#RJ;PT;ml&T^LRH2tXw69ow5OQ*%sqG5?dWd72_ypxgM9GNcMRy zl8Hy#3#h9exe+9BNcQl-L?MO{;=CsfWc`ha9QX!GO_(sLp*LRmxI6JI2$|AuE^eT% zQok~a6_B*Zcw^KbM{c?D$(Kp5waD-}Q0+w3Utf|V5rIBx`T#Q=HYTy(NU$(L2ven+ zu7z^}<=vTYl3vKR@jt=B3VBJFFGhn-MQX6ZDWtFEazG&?`{KkTn$G)Lt>&0Lt8!@2 zprEWA{X_9vs26qn6R~+baG{kHWP@UO_7w4ch3x;#*EblE?Ldt-0qLl@!`~N*oyTwlu(+D!s9ndM z#;2^fxNJ6lBORr4Afw2}rw@mTW%#*;OPXZ2!+s^IlX+%4+@$q2<=sMqjcUp3`tFBS zk-4LcVPT1E@ls44w(6>7qaF6G6Zn7E>jU_!afD`|92R{ucOp&?Z=X<-mL zvd;}Rw3{J>I1c6}V^Y@{S_y(zh%ygGuryLKR8DtKfJZA!16Sel zJEK)C|KROZ;a?Un_%Cen>b1W@ATKn+$+ZOa3ifY=4^W|TB}58;q;(WvcmkV zK!WoRgAs@0P2$=A2J~Zt1(tYPhtpqUF36~%XoQjnttT<%F|}xJ!p;ZFpOTn{lzt^L z>AuAbh4SH}!97KK`c8?DH-b9K8Qw5m{XIdtgI&f8OX-2gQ%shD-2=PsjCkVNmJwoDHO20a@ zpFp(2o!;5w2!FsTLtmGK*`(@Mz&CtuxEK@Cti;%rNI)->*I5rMPW4FcDH~I-r+meM zWtETGq}VCjB$cqiZyeq#`%biSHmiiLiDK;igpTh2AMP{B55a)#xo1hM?wxLx(Mk4p zf|irC&ia+wAKu!d1Z!@#5Q>;qeuOd@?j5XLYB&W%Y#clKzbuU0^_2p;w{_G}e4 zw|2XgmqIl=07aa0s$)rn^uUjCsdb?5lhny$ESZGHrG(mg zt-l%S#(1SMy_yzR~N1tfDY~MT;gvEy@~3>O!S(1%!&kg_;UPATg5ZJgXDY zMdn!B8cI)O!?Yc@pPME~cNVxq=Rb6ufodufVuyw$Qv7#cAcSz2@_lxUxTr5o?W(*z z*z`oQ56QBn1%DuoK!;Hw>!6b^5oY~ovc85ona@{exr01tZm?dP#~7FiQM|J{58z@4 zok#$^{V_&s_IvynJ$gM?2!>_XMl;MBG(p?5ZD)r$M6o}wU_O@4%c+;_$hWv!nbyd6 zd<^AB*~KKK3aL*2wD+i8C_i##7=jLFQr5_7aNwxosK2E40fPnB>E{FB3(hIsk&#Zr_dIbNk zzIzl;yW7qmxn)Nr=C;#kf=*R+c|0;J3a6ZKws7(?Q&daV{bF?Dk) z^fqL8wZ!V`YWjr*nk=u}-qUY*`bvO2uqIe*oy)3w@fYkgV*0Hcf+Bv|R%0H}crV~W zFUij)j`YWvownx|X?5jKFT+2+x=*+JU24}sX??RGoOXM@E&7~&Uv|FUQ?X)6fAfvW z$ItiT2R^sRLk}B@HE+wmWNwtBWExuS;hkuAbP6hG9W^mG2z=9sHTbr}QRnu1#Y1!1 zNdzVmKa_odobk5BN%3LPX(S#!F=%UT{PuK0u{1vvc%f7Ua2YhBs?cJK7g3LvoJC&; zaR<=m2uD2-m1hw1-Zi=>oR75_YkkSM6gB3;-o-rl7+RO5n{)Lx_hr7B9Yt@?u!;)Z zpM`L78pS!B8 z{y`laWiKI{r1B6-l9T)zHSeHME{B=MM~t1u+syUB!1`=ke|sFJf^=Y+2ycDkcVgr6 zXZZ)lyqZ+jPtnfa)zO~$={Jia1u{w5={!d|=@ndKTv^ct=`D+^b$o8huXab{&jV=t z>j*1%3(o(|BD72%L4vo_<3-P@X8QctvtN*HAcXNLH#*M@#Uqrwmr_7-yiOPz$`^zZUX%C+zES+KE_Xcc7=% z;Vyga)iravx%yy2xGb$9E1z)+PdwY|FXM=xWTxky*jr=huoIQKb8Ag=nY|i)v0Ui; z=BJC>f+_vbe&)?(=Y1zl$asbC40oI2mCvBs&YMSqKfRLG$^7BW-mUCFbUS(vpCW8Lf*?<3O8DskrObhEz+*k=ftN8mQ|`8mVbcKC zpLq$F4iIpR#-v;UI2#BvYrqCDk;-m1iHbSv{Ue2yUg2Y9VN^<-gM&le``;=!Cz#UO zJ^vtYYDo5c$a=r77_O&|owGTT>&QvI-b87daxFD=rEv+fc0-v=8Un?SWTReD9K)ln zJ{Cc$%j3Q`Ik^Kvrx#sCdn11`T1gaRg(S9E6dL=8iV=YF41)YH;b-{{b-LYF#c0vmHm4+ob)+|^tWEgk;FRsP-x5h|)K+DoYxQ(6XY*_o(bF^iqY28w#hO1yt_H%x6lJbkO4! z<;)>Wg?N0peND23pefLlAinbl& zyf-^$5>k!D_>jrsulaG2<@Qn#D5^|W_n-=UJWVOt`Lq-C@ij+D1O(AZDXdpSO&H)*D9*94;1I` zVLEbGDzaYpOvVp=6Py+mXgCtjKl!dOKYw)3{p9x=P3YKRA7aaG`OLQ425}G(DvGp? zI=!YwiD=xX{aM~&`=_qk6>`H@_k}ij2*+~^AcNt(; zy7<-pqSVECOb*ynA&5e#f!(xahJg+?a>c^!_b2)rs zq+SzE-jGnKZgGrZV~J7g8CTgZrgYpNdvNwOam^TT2!u_Dnp691{hjXcKmm=@{0MlJ zQK0H$=WM*>t{O)T=qK)u&0*-qsBf|PaZ?Ar9N;Y zb9HNA_I?8~kke*f2{_dj2|^|vgkgM1x0ya=cW+;)IKB;W{GJoBhf4vmkB&rP5K))u zQ~6EXt~?A6iy3C$b12^dBx5L2kVe=GRb%8z*H13zNM=+5HY*i830;QiD&kAi35PQ? z=Y5N_eD=Rsrpok&DyX03d}X4hnoT5hjUzI;E}KjELACzfu3dr*OW*yRzz8SHnw0y! zRDGmdD@)fk3h7DeXvB~&8`O(=Q+l$K%2tx zN5X{LPw$H+-2NaOL@O5RAp9!^j{W|IqtT{MrrRn!!tBn5u+M1yP+o&MK6Hz3pKRB6 zcc9rjwEAgokZgkB9Sus`0W6_`SqYBSYm&5-r~Z*5!i9xDgtp9;Z~Bq5tJ`8Y>_bqPv}&k+PRB?NCeEWd zAHwh2YJVx8&k<1UP0}96RO}6DcdC8n75Hag$BB?o3c+=utI3g)JfaqLW$9dLCXweH zVO;G8J4B(EG}pv)YwS7@SSdNSLnTMvCeC*T2_J=hn9P+lv&8bmN~9a+DmMg%Z_!o2 zxxK$WwJ6bTX;3u7(Q7PFoJVwbv-s^wU_&S+=9Is?@>(;{e}{#K=Uc^K!H+jNXuDJO z3|#wUu*iB+!sGW_+P@Y^3qe=kWQ15;(tOn_0$k6OoAXk&eoWzfHHW$(zV243t75hH zbz(fWcI^{lBb>Qv37R+VZg0@gD%NC^AH-%FY&J@BN?cAN%M}qdr3meoTfYEZX`~tW zDFU_=*x?;6f$BH`PP@-T-_SBZF_Y{7U7t2nkK?c;XuAps&N{Al7$nHniO)XGk@_0H zs1j{G31B-(l+#)N*(FyNQKzDzVTz~jBw$?e_S5*qzO!B|vP{!NS~{m{-&o~XS)sy* zFY+y@&J<==3i`)*%D2H$^mGHp`=in}+S3o|>bBNj18uPS%>S9I@--a^Lgj9ru}T@s zFPccN&W8KbqD8yW)}41`PWtDYYxHDJJAy?E-7k|K3={VwjmTo!9=Pzi2kI_tzo|)3);7G4w?lBo~@-S85 z(pg7z8Lxf$m}#4nV9fC12>x=VWqVZLp|(h@ZGWzNyVkmJ$=#oX^-ZYzzFpsoaZF^7-1?i5kOZ zyKg!d@qk3w&gU?m;?PmMb!z+PnLyHpNO#+o$cnuSiOAo5zuA8`5=`i* zpUkr=R^Q!ZCDz$&E2Q0c;^qW)MqM2VjyA*8^l}BbKIfj30(%<;$`LvorZFXdCbdFFO0=+e%cF6s z-hhh2CK$HPzz`u@v&@=c{cDV|p)$(KJvYa0bzXzxF3(L6-L&t+3x-g67Tt*?#unH3 zGg7f1?Nw1X1*iIE9}_?7ZOzD4>!msQAW}Rkkit14WMl)~-?;^YG!jIvs2@vf|M0H^ zm));yufAhvy^k5}4N@IYF^FJ6{V_IJM+4c?@Cg_&WCv&+{-sBNY_8ShO{o!*>?1`l{DbT+G;~;c+GH{4;t( zj*Lj=7rzaq8;NO$l}3g-7QGj?7O}u8>oJh3Hm7&!&PyOI$hqe~^~}l?_;rB8V8Kwj zz+{yo(oTN9q@EGib4fgT_Ni^dsY07?n%MzkL3bjJUV~P#l$$4_VJMZgu+ny34bQ~$ z!EDOX!{k)^)lDDitTxp~`{`Fu#8}m7ESm7qWg%o5w!FWu+~Lh{S^6%`Sn=DDvQ6OF z#KV47pn2Bp!2KI8ykqP1m33Tj*&6WNj(h3o6Z~%$z(+;FV%$dP!d+ghV9nDn@H*Az z7#BwP6}tA?z3x17!0}k%Q+s{3VN8145_0YKn#f~=gJ7-Tec3l4*{O)oV>qQnR_lBt zFVhV*AF(y6?pye5IW@)edA^m~@NJ5~IXNkZgUU-Ajq}gnO~0{CEt{eC7#2iekKco_ zZF;|P*5hQbX#mwa*PQfETk3J3ACC~t&CX(T>)YraGB?od!jMp)D?;Xr)Ixx&hix8kG&^-9i_Xzc>LaU#ti`_kF^_Ssibd4TD}Pf>p{-pMifEAc z*v6x)vQk$FHil&kVbEoh9Fuw5G;#!O$LoD|6#_Lott8Fvh@Jzmrq1V&=be6gyn>+wTemGz2a{oziG)M zmM4*Mf!?gF3`WBNl3t1)twh z+pPX56U*}S59v5X;V|Vgh?6i{@djV)=0YEn8c*9k(zC#OuB>2N6fkkRAK1oB>XABtXkTh=LUwkyj5uRm#75V z(wiYj&l-5xDi&hAyRdM#a=rU90_mP2xkG>CnkkPzK|_+eWUH&14%7)H_U|-IWAP zzzG9_`Q{!G*hzrYblM)S|He-QjH~KDL!Yp2BmJ0rtd7oD#s@e*HHKUnI8&QwlqnP+{JYg^7v1bpZ0!+Sl%3Ivrl*vLauYPMoc&Dp zI7suEKd_f#y2bw?`p`QjO8nGV|F5E@iPS^$slcRVTlxKaTILEAhhHcRJd)T1I5Gt? zq2pN#zPSzcb~$0AQvMR)_fg2yWdu)L6r{RN8t@kEJ}u8Gxc(U*uEQR+{%G z+Zvk|4%`oAOAnNCzN#YOKJrihdW(_Zg3(}$yyHjn8T(paJvTh%?RDfJado{hbtxrg zH;vMD4(bNg8^+#XfC){$ks0+}%|59BL1W?u=|X&9S?-e~Gu@V?vJ8Q_{gm1eS;rde zkJ7}fPNI~%S5J+vY}#wnGLs#`;^X!On!MdxFNpYg9+k*N5x}bNXHz*xK;Zfh(OfZ7 zSP6^h<9w}=thrk=+Fpvzeqz|z>T~(}nve{&GU`jb{B zOUfwlZquxD&ma-la7d#E`1u`D zu&ces@w7k1Z!zf!H*REK8%rTKw_j7LxWv&9=EG&E6$p}R9m-S#OZb9679sLWHCJ9OMublWzPl927F*e1K>>q|YTq{sZ%L%(4?qtQZIb6H_1m4@ zXWm*?KJ(S9vyU}SkcDCyw!<34*L_u z@O~1X*tx!Eif3}su=gpCmbaz+OQ8Gy)uD$z=KZi@QSa0~(qNm`mULsh zMj8$}y7;U#RdDd+&bE#HenB{f@sSic!?dP`jW?pf058v^{_GcY-kYlUKF0PC(q*r zI(&dg?UWh>U?x-Pou91o{B|@i&VX##!bmKd2|xzn7GoUtn{==vau#TtmYWYHh4N}H zh&l#?!X{wou^Q6C4vJyojp`mz?ygwYN_-=!U{!)lz=(`_DzDhZ3QtIWv^D z(@-ih37cIamEg+hS7G)l%dsoqDi`kw{uPkT^$`FIOtr~4&=X+EMSqW0kCuaEeFVfu zm8&%)%p(vQVgrux0qb6hL0^w|>>PYn%irS}+cyS3Z6W+gER-y#yR)8iw(X(njU&pk z#7)(xkS(E49nxS(8@(n%4;$QUCmNK)0oL%dw@|Lv=jc<1l`qP4uy`b(fs}Bea#i*! zMvv-e*3|fl_X8P&pBrw4^bb|Ax#=h42-Egu*;EM*B8Yd>79kQEOCJ6x9_Brioa(98 z0`sx4ti=W$QA#kVxcb89*F%Md%YPf#YK51Tyuwg*Ce*!`hf9vXEz zLQ!#LimC;FQZjR8W$p;;*0%(eo|AB((H-WpB9nVKOF#W_D6^N;MB1ce+f9zYXfma8 z5bhk*!WrHkraExTp#5v|xts$zvucu(FxSV6>1WQ< z5W{Trw7CZW&c@Cs12HdvJr>-7M!+uF zni+)5wE$dlrv(Aw-e(q9tfB+J>afn?#qG5d?Y*sW3Ydh8eNI{<9J}r;H?J%f5uw=P z{kMxWqJZ5dpB4Ou>Wi6ax4Q!U`xUlqHKrlX!%MDg2y;EFBG-%ChbqyjurmdMY5K92f4)AJDUmJgabK^F~9J?l$edE@KmVI=mdbunQi(F#9Ew^3k-f8XS@H&EgA zZ4M(UUo_d08o3deMshr?`}oAVQh4RJn2OwlOh}ZHB+F?9Gq$Sh+Y#76WK<0S^-}J-W`!;-lf0>0!V_!Iz z^uAoLPNzbpirMeGA0*bgs$VxBL!eIbBcCHhSaXi9WI+i+1<_cjWyZ}x@#4>i7{i*g zo?a474dx1dkMifwZH^y+8wn3>eT{siv|y>UMyn3={pQ+k1v8{~e40enY+^Q{=-s)Z zZ6-konMQ+#x+dC-hMDVc>m~)BLc`sexhO)(Z|cm8v=FA{l!1;>&#E$jGcv*y6&Nz? z1gM2yReG>uIs6_P+#`H$JLoCl&hIz~>kUysyuT0o3Qj2a`J>lnEXG$1r=j1@1Edh~ zz{kfnO}lglE3-4{j7o3(MK3Khn2P767!M2m*E>qkm$>e@hJZy}8=f2^(J_WA#)Aaj zJdpux&bnare}wJ8Cqyj~9=@Q4SY1YB)u=LsHZU~!uwrs|qxL%$wPsZGN?RNLCL>$J|=J>AtaEDf^qjmvo{*^v(NO-?`P5+gbKa4x?P9i5l^8rbbyvOuo-J2~c zh(tmGf_LrFAlelk1F<$Jr|4iWAm3I|ULoJDias>x_n{%pW?LeL)|%YC!wb#T<;g5! zMybj5aATdJ2s*XN#>|V$!)k@uUn`McU)`=Fjv&3!*~Opqmfkf!jjHK)UZ{H5FV69L z(lP8SM%LoDn@Ks)q(CPD!CX1E3+g3`by@xZAA9Nqtk9 z2TDTKrZi(@V=(6BJp9ZAK0Pe8y1jO4p&XqN@m|YSV&DXfZoi>6tOk3DC1+P*IdKjm z(7$0~;58V)e328Fr2ofX>kVI~*3A+Bx1^nuhro%d@~Ntxv8nO}i6ikIaV)OYV#StTI6o~{ zr6i{PhJ6ZVJedKrBUPeSn$Ywa^f~sgRCF-B5Vh-+M~pbQs4G;s?KhfPAK+l};aqrVW6bRK2jdxhWTb)(P}C zu`w_TQi6f$Ss+8=Evf9MDAUImD$vZ09t;%4c&I2T%k03^S^y2p=I_}$HV%#y&`!(M z8vzXGQ~av%Ue+?byQGNfwOV~TeYyFgoJ6uMfU)flkS2oo<1a@1I~T06nVF~NDKtCa zHSn?qt_1Xjdpl!kTQc|@Kwmug(-m+~EsSPvlPy}Sj%(@Wry-LQ#x{J|SD^crML*ED8tNf33*%}p? zs96#vVV@fGn2g$Vb zncK~Sf4fM9T$DC8YIN$UjkatowBKh2cTgNRt9+nZJEC9w$WHCb%n$@$z9K?$$5I&@ z9g|ofTqn)EjzV)^215|_#=Xc^iA=x{e50%AImwYjOyaT>+X`LYzW zXYNa)zIkGi2=yp8t1r*9-LP9zVR%N?*%BEL`&97Y+BmXB9`NPrW7Or#hl7nxThGM8 zqMVp8i0`}Ny-O!Pvb>y=a0U%SO=2JTMuI%;#$Uw3rTg}kTif~S(3J8NyDLSpl}7h( zZEcljd$k-?+K)rBAbugVp>{W?{Z`${xIQ!qb5?3e_5-xtq5t9p+9?)xkR`NB)TuW)y5bY~6XgYC$B6$&z$f7dsx5awQNJ!T{hj?lYboH>A!H`a0>%sY4m?myw#%9_)l z@y|4k}y*63H!I+*~EMvKiYT88ZU z3T`oWlF}7Q?i#PbxDP-W$;I##5Yh@JIO*H`dJ7A=5ehpz+KFBJTetusg$i|H$66w) z9j!O?)E$wL$+e_pUr4-dItcj~PSf{DDpjAwjsSR?4(nI69ddyj6{(tLQ&f)++|dqP9c?Y|T{xzlA?#nq=FY<#}sh z9c47!2h>M16>%>xu(X0T0zL&Ehp-g0SUFr0LR16L;8#x!1lK3H;15eu%H8dXyp(@{ zQibh7v6U!0`mnyfZp%FCHbCq}>!nkMoydeQNeHQ`WmOO~Xc>7vj}Oq;tZCUm;v&gN zuIadtZvzqoroHu_0|i5eQQ_FpPkJmRq~BMqSGS+2h0>-(7#SJ4AC#9?TnBFH*O|h` z5^zYP^!|NKy^neW;&Uxxn+AxJ2rl4tW|STbIg2$C_X(xDUX2dS`!l#%OGo*Q0z=Ri|8y0(_8YsVW|c< z7-$udu`3um|A3Y6gmj9v0>Cu+)SN3oVyr3u-cN|H8SU+oM0W#Mh$$EQ#B+hVotZ&7 zF%0*K9BsUdh$4V@Z|&H0D;IHc&^-k%12});Pbr={LtMb^=TBD~(Jb<5=gn{Cd+&KG zP_J*A?o~`lZ6&v8|5fz)APpSdIS3tSt_G#qp@-3ux&q=u9Iu{9P&a+Lns`aGM6bG3H`h+k8oV7 z_VZC3Z*a0`)i1G;d^ce)gW>3|!?5bFj_1f`^t`0X8-dgp{aEyhc zbN7Kcm>*lUCqcCpbkkSZCNr5Fn#}y_tNr7G+AtzC*LbaHdo?>Bk z&z2B&LLBaxoNi<4%+>*UCAAEZ1$LJSj=P^(j$zK7Bt~Nw#^#T{#ukQ@!)x4e z7$!?G(c}mfByk~lHAFU)SMZR5UO_GNdUzi_7^#UIgI=)g{?&~NzYX9RQtq7qs*0^J zdN6CtgzX0Uu1aH&fwOx^n1Y*+{o~*B&?>-hSP!Ra#ogx>I)P#L)};)k=!+J@0e{)a zhd394#B9j{-9C^CgLnbty!L$-H{Auct&qdqC4f;aS!!EsTW!ASH#ADiG{CeJ8UKD+A9-)QO8?ttI zPkLN^b5oQ$FAHmBXO|C0z1-|vRfmEqh>h8)w=ClZ{AyeB63lR^f{ z>qt*th)Ot+T{g7X?slzJXt_Q^qVndJClo=ZXbo77Dz;VVT7o2Wt4@kD8;ht90xZ)TCZp0b_`Xg4W_!P#&aHGumz! zDcVOf7$?ae6y0jALsVzN-gvSpp%RuV-wAvuRaHU)*`@I8FxqaM*mLT=>wXh{is&m6 z*qwvxMPOxrvm2_c%uPh{gTF(DSQInJK12_-k4!`8uSwjCa*(7iz*k72$8h|Ey9J!#l<=g7;o56U}Q7AgryDr6c=Gr{3Z|b&H3kYkJEsg>lmR z=He6^%@l%w9sOTu8zLxXf=hJUu`U7VvlWciz+V z8#-oZ4T))d5$Y$TsmrGik+)-FTlkH;;oyc9Uir%kp0t>>e$`6z47WFj^a;cihSL^( z^CI;V7iLIA=$YQA*8+6e5V&^#_+v$6LRgC_^L_jK!fJ>F2JZp{!Y3_#Bj`CY14D}) z!sd^A%}ye0zo`@PRaeTd?houL27*u^@;I2}x709xY(`*T8@bPGZW>46>5dI>Kj>clrPhE4hjIFgtFO zbBGrx-A=<;kh7B>#*DX#q$Ge>7G77V$xG5hj05g6#MO_RDBGT>*JPNL-CX)LZ--S{ z8YOZNv@Ol`!wXvt^5pHQC&DNR5D}6i>MZyoA$bKN1R(u}oOdpdPH(=S$4S56UdXf?$BqHgS z)DqAC`TlpAJ8d`B-z#A+Hkac8+g0MIsTmiz!y)M@u=h|$kv=k>sbaEGvtjF9zg{ow zTG=LiN&QH@$iQ34BQ=qDaC@b6{o;2H3En{1CsJ@I-fuW@SA(f}c?W}0$+e2n^u6sI z?LQAbFN$`2Mr9fKQ)Z%%Kh_)#CRK_nr!gpZYHQ~!kYUem=T8ZbBgH7DMDA7V7y?>} zU2NT5X*H(j2YY#y{;~_5c!8A2!p!QKJ@)1wZ6qWpijPMNvn85aGf$VB^v6YBe6J-y z=QsJ>lW;s1eLW%MNJFBWCXgE}C0?=CH@#z+y5UXJQ&Z?0=;Y10)N{XgWZ}qh36W1G zoM+uR4H~E>LyI>%J|Qnvyxe^IP9Ps}WmjF(x?(Wn#wSp%|1C}=y%YJHow=@befnW_ z`}p`aK}Jj+uuOgX`czA8WjF0{zh{4379v24S!BQ19Q%Bk_kwRh{D9$?U|x!RHJMojTI>(4$|Ejrr03`Q$Hmv+$%hB+il#1zoYm%>$?aDKBO$duCeefMIX~o zuZ+S1B?cdt0I(75&F<*gQ*al;82EpjjR;W7udd(4a}t3zI5TVV0fIv;!G6aye$N*- z#r_W`Yxs63YzR#bzaG@^rd{0o%KN$LCp@6%@9eqk+iPd~8*S1}KBkX=?i-X$5uy#Y1$=GVTC4D8YMxlr(+*%N#vpbm8qK`4B@|5NnYO?T7U zn?C;6Y0>A)z3k`Pb3%GPIl1b(CAP#;Lb*WhZT|`qq_y?}s*xH+^)WE}m?UL2hseGs z1>7IYT$V*b2@L3@_sk$HaI%@6@3^Vt_!^&RiRUsEnx;Lj z`lyU2AJFu%Q$(0nl#5~C2P6>U9rwUeTK%qrAKM~pE}D+mVH_!wQ4})A41d~J4p6J$ zOt2cvMxIWj7QKphYPrtjpzGzrt-BKaBuWRc7Nn(;tZ$9VK6gF0d8g7L$m7c*U3UEa zgLbP=yS;Xg0KFdksn4A=%P7lJNIGj=3mG7I?99Z<= z4_tE4J^10b@2fU3MAb+fRQv#%c)<5dKOg{crKYb>a$75ox9D$nj_<_~{W)5Szsml4 zXYe}EsKjuAb9oWxikXW7mz=*@17w8i^F1{0GmCa)h?CxApxnOOks#XXHUKcjnlAEV zPooxn9Fol*Eo~B=F{}s+uR)NnIbXsKE>F@l5l{#sl!iV0`L@!oV26)^Z=nJJz>~b( zJ6JB^$yxxLo7#=YeD^9c`}E{26VqfMpkxq)lwnXJ|u$t`T6-E zEP?@YjMRGztubibdt2~d4SIJb7{Rs~*Z5Q09E{*0Q04Cp>XuPQ7x;OHZ%${D?flu` zNO9D5B4FpBn-ht9)x}M7bVCY-3mFeLkm7Y1G6tg;b^ z^!}KoHoM{G&YrB-JHJgl-#>D2p<{tRC^?Uhv>Vg+SJ2OM?JWg2c@mUG`l+S3^XGd- zCeT@J4|?dvt*#U6x_@|L>|bmx91{AKzQ_n+ZNJ8L4y7H|@S!;*PCDU zd75yhjq%a^5m+yZRvs=~t9jYr;K&Om89X=74do-qH&*pW@dP)TYfIB`30(7YLXKgb z;vU^aAPdpkgvd?AwsJ#BsF9*C zOGP>av&gX+wcR-Yu z`lVQUL>i6DL>`Ls=0~^>9HJuY_b#U^y=x4+zFkCf zYV1HA3U>0%%ZSmd;gC2++vYHtqB7saQvO_mBcrQ=9FD%&NV@S@FwlH)AUdnQ8xg~Z$$;W zkY!Na7cF@2Uw(&wj?_Wbul76#-|q>uWDWM;44o)h-iW=y6K_!oPMAy^24Y<~CmmDT zgbUpT@Elw!)=WY6R0tTiWA=&uLp$oF7U*%?Gkx%F(59GaE^yWkd^qsagcu`|`U;1l zq%vF-nDp6$^C?UYi&LsEk!zutDpHvaTBnCLQvH{TJ4fmjwaOV=K^2Pa7GF+7_ZoOT zH@tUD)K1nB)*9~DyL_zGuAt(~c%|r$^KW_;h=e5;`LNDr3Kg>YKubf+?JCIP$4DVb zrx8cD*s46V?rr2~VktkQ7P8p{Yv@zqCL(PWH4O>A$_B)Vv_DMqJy(5@B3b&psdJ9d zyGvXr&B1H)C+^Y0S5fu)UYT}v5<^(-UW2%yg^1=?g606pH2I;ULd#x8-Pkz-edF?Djb16K|!?9;4e=NK9nYO{^C zhZNKFGvgX zph^V%Kpkh!1a^ofvbHgLvQ8;qN!E!70Cp-K4bGy&P8~F=ij=sr`KRD2uYyi$8L}{; z+kwP_Gz?i9wbs0pF~@s`)h{Rep#aa|6nt_NUJ^OxrgUZ^$13 z?YdeX-TRpXT~Rd&LwHj(NwBPR&R0gq7_E*uA&529U9<=9Nd@+nzSXO#eRV}$NLVt&= z^?8Bovl2+I%bJ>c{NzFV6Vo>T1alIE1|IY0DnszF-6fOb0BCm1e#awl%h_Fl1k0mB z44vNy%Lg7~-7X3ZUacWh4jzTP?jUF?Z&#R)>LssVpTf$$mq4dVCvGa^On z&XK%C$~X)BYGHvgmajvFP+FY_znX16)00OI1>7!)4eDk8qVK>wsd3mZD4mn)5=l0P zKZ5u-ItjEXS}67VArv#$M`WSU3sK4=Zuroq-~@u7T}RNkBcCGKBzj9Kw`ggdcrVBp zP;TpOU08qKqgZNhz1`YBiKT9$F*j4%{1|JAv-V?S%-~xNsbXJwr}h+%Dj5xdYfMlX z^|}az<$hy)yR1!1Yu0-jn4rwDN0OkHa0X`V zZz_!9nh4tF_!=>+F+Z&^hP2P-r{Tmgw+j57RMAXPN>aNZv5>!kDpx`1lYqnNTltr+ z@M~u;!M35lX8g9te z$(vl)Z0OBkZG6tJCAK_TonxY?vXC4IW+?CsZ5sk%F~wp@nqT@3u6;VsFV!;`DB8Qs zD$5EF%lVS_1{QmXX$&Z0C_6p-Vhu#L$0p6e5>@oG%)?^BS!~<*Jr^yhjF}nKA*WM6 zh2Xvn;tF&j1cDpOUhI*&o2$w~mov^?8!PVFl_<>vzJGoInW)uqK@-?eQxZQ=jBg-Q z!-$DjkA6(_#H&^}WSswv#}T#?jX3Jh$$g>dQPW-g-S`Y-xivWAKbi3Ofj2Y)X* z2j+aKdPdnJS$nxc$z3KG)vHQa@oj;(`^;Cfp|MW99M4Vb;a}DH*9u3|QR%{hVQ?|u z${Z48x7R#J7)-43W22AFa+@bdK7RiR6J#bOO7o{>BZ^@UAR%kQyfbJlU=6k7FzpQj zVLTk8i@KtheH?=;HgtpYa;M$R#|+J4Tyo9xyU}ew8SfWR5Z}-#-Lw=RLYjSPCY&mV z#3N1+^=-fEXjKM*9@;caF$;FDb7@3H4b!31Nn6}Q&!>VI&yu!jH{KJ~*{swb{4Q9K z`I#et^{iTl-lT@HRfZb>dqKzMpPuQz9{;RF_tX48!BAUc>tvwf|o>*WjKZ9ip*R!R#CI(6v#fTtnENXfA%Rm{Zo;AQ_&qc5I zBn(owb4-%I6zE2;_Gg;4??dR%2Q>Br6`g=BGiqe7I)Od$VrP3BVjC*`okAnR1Jz8qqh1DhsBvz9B6>z=bj0mv%do zVqk$i&y4izqtua_jDDMYxvPm+)c_x`h=^pN6j5)0ZSibcw7jnF>x^2o?9>d5NdX_s z9ixQ9JBe@?86O}?JH}kz8hS@XpF&@7DZP%RMFXg4{iBY4HOJ3Nc2lKBIM@7E=1HtW zf2rjsfzvjiM4iuWZ$aFTxV9gA2nJd-7N$%o&3xu^(gF}DN-}&r5AFdcfdV-w%qzY= z`7$}ScN&V{z%}@u>W%T*2zc^tJ;|ZnCY(IyS{KfjYHYtpMINDbBk^si*a||IQXcr2 zP3976v25O0)r^%}S8TD@n7LIyiG*YE1%+_;g}8B+mG0DIsttIB+78=yi&d5-?2*ke zBw5ld4Kj~DjV%{F5|P&?W6fe~k?#E3(Ut#kPh`}lZ(PwhvqLRJ?Mf2hW9S__%i=t0{0mGMDB7TQWHdn6;>Si$60 z@yl;~k;0L*Z5vMOBr2o4_EG`EySd1#(u`y3ysT_+NFVy39?Ca0K^^ga zqq=b!QJO28u_x^sm{mSYi4O6y;{;LI>Je63_oKf>cm@EC_~_ z(Qnb__ebGzN+^MBT66amhVo+-ku4;g$^B1F6CI|F z8j4wtWP|kJet+*gCbmA2Bj?1H40mq4!--F8&X%x;AY|+ub&NC&O6$Nc`JB|#I9F7) z%P*CPW$Gg*3)Wnf8Um zVU%$~WlU*iRa9`O+O`tPJWhldY|)w#cx5{?GjC@t8>nFBmKqA5;GLJ6g{AwgQR}s;mlZxNyAvHElEVYpla>@k@wHS@1aLwa6#&4urnjDVTp^QboBWP zz^tvjlh8UzLmmqG07eo+vh^rXqJ@$o#fAWJheZJ|fUxWo$eWQQ4S1}Re}s0$?5mx> z${y5-0l=P=L_uUOsK`iy<^(eA7zt)7%VfEvN$rC7dxiA5Uk>)R&~CWxW*D2`as&|( zl@f@F4P}pF|4~CJ!glC$H~60#4(~B5KHbBz^?I16M`V6!knXr|m{B+2sF% zOpf7#zb=k~L*pzp<4ud0Xh_05D@zF@j_D?_0CXTV)QAkAb#wp4ZT?3Qk$*_Omb6t+ z+0B>3k-IUCE0NvMJokd)8^b>ANk6-)qty#`ESMMPmFp>%$kjX6d}dW#vEPS0KGKz(zKv>+Yei%-?g&K0+40GKLH{s`kt{4e9BExV|-cGzI;gop|VZD-!A(O zk68nTI1WOG5PS+i=ruAzF&>U>7;NLwIIq z=ovPc0v(u)2ub0=zG|$(*CcrQ5jKQzpn0NZ5z+4ttdCSF$tpso@e9THx?dADiG3tv zGkgGIdF3^DvFX1nbcQgW&ef&bjcWktyY|ax zAPtU+Y-IVomP#S5EMRbL0dNfo{p_3DuqBSa9^_gK@BZQ!P+*|N^`l=ZM+uAX9BD}( zse*k@$cH0YW0gHf&0G<;_n^w{Vbv-7whwB#GXx0RYQ~qdSI?HzQiaAY*$(8#eXF%z#P{3gFNkyfz=o`tt+otX_b}d&Oik} zf~FlC0fG(64SoY*X<@SSaznRLLE)#yzT^5R+WPTqO{`eS;dr%Dg;jhgB2++y8;IWs zIXE}~Vj0CM#$AYsJN;>y3ZSaKe$_ej*Tdu#G6TrMvReoX(s-rjttOwAok1T*gb9vj?x6BCL?n4y2Ew; z98zzDbw=i9n-zZ}-`8s)Qn|(B7jmpwSKTyG-ITeh0D`J)#){a>VWo_L>h+^djE~Hw z<1?{t;h)i(p4_ndhPjk(+~t6Rl7%aSavkgb!H)UqspHqa^(O-F`_zv0i-122A=!5w%FB|31=vXM%DL>jLN!Zu{VAv0A+PznVhCv4M|m2iB54 zd%katFrr`L_tJY#b$)QC2rm218}j9OHu%6GSJyemLw32f>w#hog)HLxs=_h?8nHFI(+`|8U_x%97(9!*A!N}1Y%DIH!8I9le z;Q4hr5-)h4*VpTXK*zB-vPa_heK4D%N+fLbroydXM%Yc!$lmZBW!hEWy&shDsN1}f zk?q}t@x^O7>WY=Ip0{gHsdU|_Mesn5M#;|{*3-K?al~1yt>}pB*?gjVac*5mjQA$t z_jgZP@0tXD@w*3OY;J0qL1sLNQH^;df*0ED;1{g>NTcnSn{B~;D98}zzcZc!-_*19 z5(_ZKkW#}wa?87k8U61p;eYMD36O4*c)<1%XQ6kBcGkKm2gm}~`zcm<^k;|J;l_`W>?9%$K#Mvc5_fdOR8}`5|Bndr zKXruH`(zsw)CEH|Lx)1W^gloLmw+kBUe0s$eKsfLVVOUvFv^y@%e1n@?=$hsk<+j%WjutH~t?Z8*eaf%S z>$fs#)CgA}VG=$J6sB9XyOh~gIV7pJEho2h2jYMC$6n8pEm-NK8!hF5^^uy?wo#t^ zGkm3_Z|LF(EA;UOQ`|rTO_`^{%!16Gx1Gl4ZtnS;s|1PBbGXQU(nvH{)8+8&QK1Tj?17i){_#6ix;Vx&Ga>nbSnqa4^{suCq-=7um_dZI@PNcKauj0 zn4Bzguhw7Bt(rNft4Rt1v*xZxy(?(cvsYpT{7h6Zf zLi3+{-@lTL{{3Bbe4s*7L^WDgl?w2n{25@>kY;L!nPY(qmnfOA%R#*b*Ii?&H4}~R zzEqV0r7{m`)Wxv`hQD8o#kK~Bb=a`=?7Lq8nUj~u{c>&k6n9ibeOVE8&Ez+jZx(Zl z0e51=>-EU#<_@bJsp6}Cwc0t{^{nSj?OmmdMgn0;;WA}yE{dGNf>mEDO4Z`hKTeJ` z&Jfkht&>%#8 zudijKtiC$sqJllE(Q7)&`g>RZgt`Kwtw`aQC5KsOIexf^)ZHsi{=k}Wmw3~x1&Ec#6bL?_nI~qA*_B^@YI+_!ZDkkW@ z-?MUYb5DF8oaA@-c8$`cF*rL^Gn`+)Ab4;r68z=qfoRt5>+&9L7<0U6OU;-Ccc**S z0FY8(`x(p zzGgz=T`N&nar+8iYNUkIr@czI!Np&gHT4w}>?`}C<^Pt({m-WL&#ZLT1y)!0`EUK# zxXql`a>H~YqMFy+{ToYsi9ZL=__j`FoU_ZHCs@kQxn#B+T-TZ@hL$er9?k8x&%TyvrMz|r^&WCTg^P{1;|t)W-cDbp z+mE*LUGn)on(p(frN8xWs|w$4lGC**vwk&f%!_hkpkpc2NQ}tjJ*x5;>iECMIR15v z<6XYBihs|KOwnu}a1=Rz8^WK>+XuS=6`m9zMq7y*KWE57_aTPg>Fcti3X!t7xHzrw z3g+b4WP{nzZ*FF>Hm(p+wS@QH>AKA!gnvaGj6kQX;nQXN#qAo?G7m2$S#3Yr1{soq zJDDP-+2y}29zT7wcb+Mh7#dhj-h7WqBPCbM7^KYHVuk7bv1M|r;X$n@;cT;xv-Q8M z(Esb%7o`CMl~bC)1;bJhh&!ZV)?a}ShdW)RLBK-hWO0@v0VmdtuHgvJOpo;TO;mlq zKQJZmr{a2ma5zL3wpk#ew_is$Gi2oAbJ?UdOn{cr`_?#p2YO93t)J3=snvLmRuB(# zRP`lCCi2vYK)`(&E=;ksq79Q@FLj4A{L8^$zy>tjB(Qm6pCosmV=M4p){!2w7|ATg zF;5yE#l6if;3PLi{rMLqA3UC7FfyO$#(-9zd4q-1{-?TOzi*WS()%X+$E;a!+=%y) zzoABs!QfS3lhGc)IV#3!dy2p zoH&e2D7GK?{wQL;kL(ORAgr*)TU{-u`r0m~EaVkfSHeJ=HC!Qy=IVAT_3lORM_GFC z|60obYaDMyyQzkH>+9Jos;jjS;NjsLGJjH~&kG5^J)VR$`HQL4s^rOo+p|3VSElZAlb~D^+c=#UF~#cX z-@jlP%0Exn_V!va^q|NYpyF;W;2!=gTHczww9)7*-I-+D0ruopQ+ zV-4l!dG>?)7DL*MWpcBc5{-w2e;CHk^NuA2#5t}*vk_gAepG8TB7CxSXAR z*EM{S9`lc2z3?WT9fR)Dd&(IR>q{_ZtVnT-uMT?kLlG~Qr%z20!@ zw~o`1P@h0%aMekQv;{ow1PEJ2P7(6?Ym=v&F`bto3?`HeExFR^2geDfs>jRXH_GGB zBQp3)-o(eE=hFPOm-75%H&E30%GzW57K{5^p>{ZAUI~i@{gZhn%3h>j^cES}{GUFX zcjWl$zSYr6mdOKsOh~@Lu1{hOrvCYucQD6dT`xu={=_44$4$KzUf!G+=PL>{Kr7f! zQlsIXLIjsPZKMIqiuKD=h0#j}wi|P7G`~#FbHX+1tJGqcBLf>m=wDC2t68E3TS+p; zO=tNwULYC^kE_=80(v3)fr^JmjgJP8pY6o8e;@*}Pq^bIVyc!QLb&EeT~)toT={)l zFBnzzZSj8}O#gRQ27*6GcT;b&&w6gUz88YO+$CNANOlfY6`Cr!eKbConOZ+wRzo~rK@Uxyoa20EspaNoKoE>t+ngQsq%m?pYZdNY7jByT&Roue`E=39X4}51 z+RZ&f5gAl|1H)L*AIx6C)ysd$FqwJvlVnt@CsGaRt{5e%8m23^d1k>wgwN9tCJ9QK zD69J^f>P+O;Afn${iDpq?68mXB*LL}4;S6P%NsZMX0JRJzQ=5dT*rE7Xjnwo5Ofde z?$E53L%4mFeKYP;$WdKlt*LRuhJVCqESLr=S=B3HMF96jR*1xv#0IJFZTFXtf)Htk z-X3LkNNd)p^*~kscAm7#=j{w<9+ID4{GTj z*btG(vD5UuMUQK$sMB$eAKtZVYFD22Y0wNybBR9x_n5w(PXAf|uXJDx)V${iPT?T+ zfK>or4(E!?cj*ZS=&J@m@}`K`CXbjx}V@}zlpJKLl0Gx2JFn4byvcH|P?f%w@%SszU zq*PPjscf7BCO=MU{_5h4QtZ3Sp11E$cOKR<@U&XzS!i)wpE0 zF2F@c^I_|jQmqy&QFxI0DO%yI-&U2;Th>E`d%!rqfIJ(jc0M`-9eekoH7jH_>eOY0 zG29Wy$`z26lD^$>TOO#LAF6Y%crJ|*Hcy`z9xLzLJ2=7qqLn|?C;gvhor&Yn@T-+= zWaktY{I3}9$sWExW?Zi81P)bv%}+W-Q^!nG$MpYI2Mvuq^z^>pEoI;YXczqLg5uNB z)Ru35H&bEjONxw?RWiI?rDTwLS8?J98u`qNw)r<2JnZ7I#8XhUlrww|XYz5dmiths zPz33RQC)v4-;5b6jcQOd2QnH8H|VZ!p$3nEh=u25H|5a@pL8T7u}_o;6{3m6b5yJt z)uZ_^onlwDs`gdnO)Zcc_hHx|>~*tpNX&PTNVbbYx#_zK+9 z>wHEEFbx8>{vTau8Q0ait!)VjsXx-)A>G{#(%ndRNq0(jcXvsrNOyO4cS(c3lfBnk zXP@()^NBD1)H!+Pct+ggzI^HvL!mHhTcQkwYz)s$GZ=Cc?og|gcDsO)pBX#iaEC3k zu6!>pb{=Qf!0cjpYO`m2A}?0`CsSAi_^jbjxb4}ukBpGiN>hF~822VTE5Hl>8m zhB}6{)?1blAF{<$_qbDcAExBh^l3guRcwpE5+dpovN4aiU>OCJIbIk04v9Bgr6DY^ zXu-BQ(;YZv@^30c$qbgNS3;@G$}JI;GJ{HLenT9A;sZ>C`g_KJNHH~~u$O|$GS8L1 zH>ugCW6F6{3nTJOhGW4=`L1sG9^0eqpt80qg`Zkx=iRX^VP=CA$VpV%_0QlvYlX`u zLk}MI`RMXC$Io2ynb;-HIX{-~W%R|iOuzHn%1H*@fn~nrc=8)3yr^YfY zMB{)Mbs}(((%t^Rn1dC5h_)W=PX$vtH|6nIsD`HH!p&gK2}w+EHkvizHLlK|*e;H_ zgldudIq|v?=HncgSqIY8xYvSI19D=lutrqbnCY}{R{`&uiFt&C@g=T$omjzVJ}}Ix);*FwN+gG;Rzc}4*3B3 z!Ef*>BRZj+Wn7;S&VIvuWdMo)4*hq5+}>aNRR2W2zXBjjxIi=^(r1laqedCdaM%JN zjy4b?V!9;1iH|^6Q7-{Mp4$c?BBPD;EEd4}(V)NRvF>z zwYX{XoXo2*`E*8adSdtSZNdq{f^j_tBNp5>$R>r~#49J*ZhujMs+^W8rxAQAZ%q1{ zkTINGU@FQhi0Ls8$Pm`#qI3wr>NLks8_Qi9d0yRgNR7m@Q0rn;O@EFTG?Lv&)_%%o zLUjkkTamx**1oCCB`V22g5~oKH+@$ar+HnXWLJYR#PGC+A$w<>m+!YZlQfiVYv%nN zEX{=43N1zR!E6oM0}IEkh>z@My~hg$p7`UvJPAMOp=DER7}$~d*@PQk_9c!(_1OYY zJIq`lcIc1NzW?8{A;8Uo4ALFa4fEJK90!WwGT<4`*^ux1#w$w-8c!iBC$7h+&^x2V zS848>4pxSMlg-KM_y`A(;hl*B#F^p!=Bp@9WYJaz5i8x75H12to^QaWAdF2C3CVt0 zitpK3bm-3^*L8W^ZS5AGuMs_S!FoNVOq3D*DcY2Ec&MI)=;VDF;-O&qhs7CxYVvF= zw$RHC?0AT$APm^ktUYI!j!`A4b4F+Fkra;lZBiv>FYyLaSlWc6!s{ahr8$`GLpZlN z^Q+hfdO?y!DK3XInr&Id?E?U8YbFX09b*wN&eE&(Y=X?$Gu%*&)>{jLB;X<^B6lFI z#-nGT-r_o+02Y%&*}7fgWsv}sfzXBYK67j*1a_3 z&r-Q`-ZbV!TZ8+<#?$hpp@RQ4(&UH}y#<1v$LW&fS%~(Rfo(80c2+H@76VywKT;%p zKG-sTiB82}^^n+~LsY3F$S19n$VM_O1CfDe)V~$*ZnK+x1#vgVKHeiZm6Bs9W>7#! zb#+zGFGoh5(Ig}%D+&6MwOM<4d2x&1N1WrUidy#A3g8Q|mKd6L>vUv<+8)e@?}X_N z8okQPeyQ!>PqHG;yhrsm6}KZ%YHs{hTPfW

*{JF$MpfKs!!f_8zbcwx)s?+idDR zZS7d%h(bZ5DK=N3J*%ptR}|ilY$1WS03ywa%EjC?C&3$&T1kEJDj?wb5{FBE-k$1< zOW=fvl0$%XljrL(ma4xtv-5qIRMhrUgE4{SsQl`8?x-p|wt|@x>tlK?C{Z5fTQxVW!AmMER4?hw z5OPFUk≀;o%+6=WTRe1nrcK4F?Pgn;MY4oeE#wMfM`=ViM{WLpdcL@Kv;gaX41k z9`UqWrRz9ke_3Juz}Ziv&CsBK;is!m-*(8YQyBH?Z_V+08-y}`S{t!wYZ8Z1@HwO7 z8+@NgWy6Y&vMd*_pPf&5SX0&fFr?E1niUG-2hJ&up-LX3gt7NA(?BvOmQPG;^y-bm zX#HFJY`dbzB%Ix=sM|B{5K`8n0JZK#gO05_G9MA(y(wU&qO^r{BXGx zdr{OafmMP6Cc5{>4wF(Y&#DeqGR;p6kvOPKGRC@mrT25VQu?jK2~`wAsy8$77kMJy z>b~5x9ZX8>rRw4F1`k<{-c4J-18N_DMFvI<%^{B=l^ZCHxv*f4_0k;(kYTMX-R%54 zbLg?GAD@1vCt2!$w48wpJZFWd^G_71H>=f(P$Z%d(yRi42Ry9(;@P_MQp^eABuPTB zZyWmnRtCBYtSM$g?6;B)rAvrROc%~BC$^^UyiH+Vc)Ag;6RPoh)GFYB|L#Ibpt{Nl zVEQyozjU}$VOO8|$|x@OX}e%)bbA_D7ss`=78q3KzL#C2E`Pz$Q5G+uf4)vzu{Bj)dBARe8>m$xAc+SRBS=N6iS(Igoq*OPXOwB}2U~ds zH4!~r_t`=8te&z#mT~;7UMWdZeQY$wV8omDh2#aEe(a`8%KOJK6ui_OWPGYMp`I3c zt9R5HSN?@|i-D`dugBbQ2g00?;M%YJ>plbn;FT&!RF_`_s3Qhyi0$PE9TDHlk0H_K zrHVP`148?mAd+l`rNu#y>ey=N&!_QZ`oA}Z%gV7ou{9%YOuQiR|A#Z;zlZ3VFwJu5 zf|2QLOm6B6Mg=SIBM{Hz2#Q2NnS|#r&_sb0`$D?N928UyY)#C5=5!mH&)37*B&q?Q zwX(Aw-y%3QIT>Sw6Ex}kP|mdUI-&c@!eo$TLA{j{YSI&ZpH$KQnj6A0fZDqX_r%{> zvt(rxT_PO87V~~t^xAI8Mj3~V%fP!$C0JfEZA~=SD(s3NXI})j1y+Z_8gn^|bR%Qjazx2~2Zpa-#S) z`)txhfWY@7Ho0%q;s{XA@=4^>?tSX@e7eg+5{D&PYd_sHCu*$m8~}^vQ}E6x=L3@R zMg2M!EJQfm`*K5i*2$1Ccy>Pfmk@BH2tBWDw}&5>V{THV+zY54krHC`3VD0(RdTEH z&@w1ZWVbI6{84j}?f8j%I|0SEGZCWD4=a&ROcMl1<=<@!hQpw+<2cS;wRNjL{avvB zD{Y&^1Hr)O>F!X-@3=oRsN3`eDSSUnIj+*cVN@5 z7q3n~)aqE3CLxy9zc!1~Y1AILv!5rWE5SJ7fh@YqlsiH67Bwz(LdBe|ITr4P@YD~E z^yHq`K?O*M923*Ra#yAe9mBHPbELBRBm?L#DLYu+eZ&16vaTNmnmdM1!qRmRnP}*D zo+q*s$Mk=;r;1(l73d)j;EEQxaNw}Bk_tWk>gX$2c0s2!n031^h#}z zxo2@vkk8~9yqzxfXOkSX9UPLzM9n)8dL-^Yr+#A9x zi4=esKg}qci&UQZg-ja!)POavQJs8{yk9#?%_U~u(^*au7aDRIGGutw5V9D}zt5VN~F&o>MGB>JL>!={*z4Rom^04F@ z%=^9j;0;A8vEGiqq9`#4Z81HlPd10QMQd_^)lOv*k&5wGwxG8&@pVYM@_gt#wHza7#8T0AXv0ZrdYHYn+G;|fkSCSO=KYHZV zbjvDa{#&)!IfrZ~PY`xIIk&-}q30s_)~t;J$2hNhut(HN`fUqd6BGz#B4kC=MsDG> z7MOsb+%7lz+FS?qw%AdqenqJ^E0N;9~MC90^kv>~vqf9~QY@kk)9N4c=w6 zCA5i3ZTRjEIuw1Rs(UHJNd*U{iC!stsyIwUq-f8q{Bw=r4`Cw{o9|tbOvS5No$tU> zHEX~9l=PXhD-80uKMmZ7FK+v`8yL=Hz?8PrwzWJYn6IJlnsBWWhc;qS9j&hF8@Y9_ zZ@Z=0Mn=p`Gpp_pZ=*^zGFqE}zH)}WSD=KL#9uDSSuSNTnY7zkRy@?qqMe!=%gw=W#i<-;1lx@**G3?-FV2HxQX@ zs+mt5E6KKQ_Rx*OMFze%gZUL!uoSv5Q#QJgfJ3May|M9Z%1XZc9Vv2e7g}O<(~J-Q zx1&im|I9%!{y|FEd*`vP3^!L)AhViRl~HVL;wR?`g&oo%cuFVUdEV|ij(#c5g0TE!S+_2G}%PiVgNkk#S!BtThX~X2$Qh3&U)aBly8;cA<63Sm}=lU)Gr# z-~E>dF3%HIR@PrVNc{3{ZY{{@1wHiJ3`A9_X=xT}CwqIM`uh5)s74BRE3Ctzf4|kY zB-L85vyAUlMU}V)am7FR7cwN*J3kv4d?90wXcfyL!5xkybyx~s&WbpMJ1m<=Nm z=WMKjpIs=4aiCD4oVXi9f0~54R)2M?At4U73E?Ak6Nn4i zw=x)gOaL*&=}<*~onO?KwhAh(8Z=m8Hv=D#qRE$tGBq1dg2T8T3Fa9Hn>fRzpO!O@ zpSwb1Y;L&QpC`V}4Cu@`WOUry^*9{M#?L(+rTP$kO-hh$^O`u#Dd60rK}~&3`G=Ca z8E5Tix%6I1@nO@Zd8DeQ5LhN|J*^!%1X!enz`Ue&FGu6Cw1{>g8Ua(f#z+qP z3lbqoIx{f*POQ08UrEQIczYw8DfW&lLlcwF>DjpergCUuL5ED?>du}73CV-i;-Esn z#OXaGHVzIfR$@8TNojpSR$19`iEZzfr;eH?#S))-YMPpXDzFb7qT%RMq8K_N1YW;l zpNOus{E+eRWaRiBN!tNN0wnPj@EAFM5YS~K06r+S>gSUM0M|jM)%~H4=Tq)9D`cud1k;juRRgx#sq>%K~rqx(vJO2tKZl&n~j)JC_;S;l@@>@U=9aQ-h0d zH1`}N4BjuU#~U3Tn(tSSdzXU*9Oa4EcyU9$KN+}&L%)lBv;`&t>n z0W<3zpMvfu26GPUT`U$F8>aHMZvxKWn$`m@`hNX#yuP`~$6_|A_mFhG_NoXSot~aX zwO{7ht(Lc7k@{E^`mz=+P5v8JMwczsqVKu&IH}&=vpa61t%Rc zKkbhvKVb;hOX&xgBjAod!{$Oz_R{A)+cbus)6mmLvjGrp<=`_X9nD%J*tIvKLr*)q zYCi#EL*#6O>s)We%vTJjhDe)=zknfc<3z~W$7)8tsUHCJ5?Kk_7r?u^AO@sG3~IOI1ib2f zEs5W;tNaj~3ax4p&`2b-i-0)=lz3s`;nDVv&p`mfEtQ9tcZIzqb$uj>R*4Z>4zLt7 zac9xXOh_n*%X$NY55Hpa-k&ZBzX>#vp!i-cd-kCnMy3lttF$p+gAhUjV6=XEw!{Q~ zfCaX%{%af}z%J-(Xv0=;S`Z|I6M|@peB(;KgEHVyU&f^raD-c+&x_*MaJsA-%@iNR z;V)9r6MLdUkWpT1Gr$oO&elEEvyn|K249e(AUvoQA~FNObEbf+8IW)-H(IA_vU&^r zTY~ZyO9ycL_+Pe=egR16SMrg;i3znKQLb$R`P;5El1t6j{t|`!LtsxN7aHHym#%pe ze0XfE5XYw3kM75%ko(<|Dd%{pZCwwtr8zKD9M-``0?)((Z|T9UW8yxccKRQ=*E_#f z&9XoG2&^{C63V*z8VvC+Y&*4&%Go9Veyki~1UGz8kkhUWC`2C1Us*XY&q933*@hfJ z0g2VX$&EGfcYQcw)t}UEXj1tO^PNHd(S2h>t?~qxH?{h4AK>rum)^k+4RX_e!&Cx% z?RwETv#}ss)hZt;tFGjhYnwPk4Q7wX0FIo3f?y^A0N>DiT@O(>0^T-p$;lY)FV`bs zJXY4VKqpN}RP@{M`DxD*D02zm1}Wc8<_;tkj4ov;zQKwA>)Gr)L1sJ|lDFafAOGru~>q~d;fHM0!!6DLf`RY z$a`6{#&&}bARxE4rj2tRWUwIzr?jyq8~>WxB|?q*TNe1&|5XRW?}@d%#QwHSm94Wk zqiak9uD`{tq;ML`9tM2sv`D*LIhaimxi_aTb7^}SzA#sjjH)(PCCqd73K<846idI- zInKbXYFj8x{*fY!GxEplkFoGrCKAF@hCRc7x<`&mkdEDPhM_Jn66>BfGHDF@;F({C zKRKRMHcbP@jXB#Wjqj`G2ZeiOMbOPkKKdZEEG0Ea5d8hT{|-;%!a2Xwjc1!J$n@SR zXAGSxdrHG_ef-wnqOi%A^wqMLNJ2ygR})6`bA@mr*DhN#TRGpn_hI?5-L9H7eSOb+ z?AxT4D5JfZGSTwV*4pKI*iYbK3i!hZ|N7hC1{{Y)KFN#@9GcYi~ z?Hudy-=Bca*OwU4N8M7VG!)Xx{%qg7s5X>C*&e=pF8ZGKJXjpM}X!zq{8XYZ;^l{;=G7E-TDu+B<3kv@LPsQ>96qs|l#C2Q zUw?mNirYslhLyDUGZPch#KgobP_og@blX}DeR=u$Lo02MNGg(&uxMy#4aQW3ograi z7B#jeCPl*;O9m8{B>NV0^Qf%}NlA)8qNP=&=+UdIRa;R(GYxjBbsXF{I5>zNaJDl* zy?VB65YmH&f-+;UaC&Mr4m0s-E1j`^2by+%u2_x$ZMP$}N|E+opTr1BOj1(Os(&oy z`;FK$#+YwzZf+KyfJ5k<{EN@|TVO9$DxQub`+NwP%-J{(1D5vM4XnkkkowJD&(2S4 z7vAF0ym#t#HxdDV=Oh0M%mh zm@9Gl0%Rqj!X+@s6QDEn+uTSF$e|J#5mBBzf;KWOSaBI_3u1*fmK7M05sRDaVY6Ed z9P@Mk(vJ{R;GrkfNDV79GVE)!#9P4xM1#kR=r~M9A-S$*Rs0F))?{5(?RT0$=(n_? z0`5`;i%1jh6zr$_3%O+Nuc4(y=2vg#7o=)4Nkyz`x^9I^bHV4ZO*QmCAB3_ST?5@A zZyJn%MUFqq(%S~vi?$ApK7YKQ019}zWn($?Z&w1%+BfFVE2d3pv`s)Q6lvYRHL*Hq zegLpVffo{o(LkiF>2j2L0wf_UK5Y+VZDGG~*sRp+9Oi)}9Z35smnmd3N}?oIzwQnq z`{Ug5|9O-f9vV_uN)sfOl0P=dO@R8(1FDVT7iVDc@br1+X;dVq6n=ivGYnaFf;KUY zW0r0xjL=93G^D_y0kaK)RdVzc=5EMsSdWwM`#1yIVaY9l6~R@2t_3z!1qrX2CX=!> z1o$r`^7ZrMYPRuh0plzN7MA*f4o2|KD`1UqEYd%KOy>E@1A2EDh(wo`pv7wafZ>Rj zUKF_!^BBBG;C?Y*NEjSHmB2lQ)g(sL^EhKgBSA(Q`=X|8|4q?BxB>A!DQc*zog<)) zf9fIlP1u_Yr4sdD5ttChkrDDZsd_TFXPMH06e4{syv1;)_S@vluyA-e6AT|HSW00~ zypqF_6j2b}-%gpHwLedK_6lC%`!FtC&HPjMDi>m&#el1ga0j-xSBD8Z8ioo>TYA>) zW}MB4Je#Y#`*O=n+pN-QCSlAd16mBAu=hTZ!ywM{9esteFlMF2*)dTU(31fb@RU z7Ysrff?Qy0CY@|GaP7-qE)c?*IHBi&>C% zTm`g@pFc0_XvBNVWBO0-kRqZw_48a`tPI#F8W~FLzhEYc8l!^H#2%O4D<`E@DhCka z2y$7}%Et#wHJFhhC=|ndKDQ)7pgkX^G~`+S!hOF#U4O*7d$95ob318j?ch6*GOj`E zF8x)Mc3z2nv0PWY{(4^wx=_Eqh54wqwDTG?c>9-1{H-lN0=OYwW_w=45)rLrv^c;@ z3O0;o@umyR6LFF$`-GH7bG)jksFZ!yfs>@Z#l^GtOzbHp9A~mZ9%%cs;&rbe;_50c zP3w>XGNYl(>tAb=VI{wd3FS<;U*c%^R}cgyWaq<#ASeHX5G6Urke(lvZImtxx@9!w z1tD7jlv{y}VH}XTIx(51;<#zdj9U8(j32EFh>mGRa`#}=%wmEWRHBJ}3K}nl^H9i1 z^IHefVuE?^Dw8AsMe&&QLcY9#VPs3z`5Dc}{ovwszPH~)YQXaTYGhNGSZnlo;XmwwCh&jN9TlyE@cAnH^n}z@L~;397A;ik};=_z~-8 zz!YSJ(E!D9Y4Q$wzev`eI@!U0#vmAQL>NMTLCc^F$cfkI4Hob2!1-2Z^=AN2^!;N4 z8Y=qq?ShW@`T02>n~Pj($(0%1txy%j{l1e)q(&+^N17p0%eq_;I}@X}*eH|s|VX&%Byh-hs@EE1UH-ea74(8)n+ z#MnknO&oi2`#pr@y^6AqlH9s3?>+O}3x!aJ@ZXl1fFvIiT=$&M(c=0{SyxL0I?N}p z`(;U5Al{c3tSP zB~InAP)uNZN$ZcW>lB_@(p+-H#Fbh`dQ&^q-rPhUme`;)31!keV%$`g`t$de0l8;( zHdwc3cvcm~#b~?9igF$U#vT9qwf!Q5eBl)~GwS7O!&_jTl{X(#C_6CpGUV+zF7eZ= zlEOcy*PM_VdUf`QLHYaY+*}}x(fK)msjH)Bkx)no^P&kEqrUfM^J6m-68|tdBS#%) z^ZIoA>j6b>QHDR-kU|&O!gl0s<2cyg$F{byvH7*$b`jUqM3y0qK+)%#06TQg|KJNG z7J!$(QtGN^hdu=F>#P!s@57hry=*SFkjd>b?R5{VxaBkK1)>}RPAx^y_?|J1HfvHpfBs~#UFUgv?m;Sl zU2;0_rr2x$QSu`Kwry`Cc12E$@-Q$ImEmi1qzDZ?i8qSohCYe`vhZkPQmuxQnKK4d z>0+mj6thD~ZqyMklFKzBVu5#YrU*C2cYuT*UR#ZUx7Zq8I}=U$buyM?_JHt@z()&z z1!@F5o#e4&VL+-dSG<=1=LSRgkGX_jmalJcI>xuBUYFELn=u_B@$%`mQFr6qzdk1& zIKP*&9v#cBTFqp!O@Q!AucD@gV;K<=BEL74VeR$-#aoVXsn~kc7p%+`FvOSwEXXC6 zmX=yW1u!kHFJr~=bCXkI;9+0@!j^luGegTguoX#3T=U~cMt2J2kK`TdET69Tkk=pg zd$8QclG4(oFmya?!a^|#2)^$x{WJ{LoG8xrE<+7Z)^kq9W-=NCiIT5BCwE{fo$iq` z{P8~LEc<={J@F#+HRa8?JT@Wv<@G|WBZ>xIPNJxH+k&h9p(z|kqyC<-jpkXSQ9)O( zW#dIc_ryj1*DfO}p8*W=jx{q1mRT_u%iIcb(0uIt{=9N9;WPH}ami+~7b>GcH8w6E zVJcKMUqB=Mt6(XZ;P12bA1ksdC1`+Hz8)7?u2LcL=jdHc^Mv$+%>x~DwqayA7^i#A>5g8@`2$ z$TfPV^xiOamAu1f8f!S;e#Iyu`o-2AX4H4~6?z5aqeG)K(S%>VG=lrB##m@(s{BOhIRG8hGy!P7h?JC?|v?XT27#$Z(Z~~ue*sZy=M+U#e4AuoG zR$}E4hL{A?OfRf$H1~aV4=1Z3A=v^Z^tC|1}KXpaPm4)+aDiCd`TzxCZ!CcKaCa6ShNGZo;mkrL| zoK`DTL_R>u%SIm=22|8Cbs@9wWxws{Q`5y_Kz`SG7tBi9GN_HUL) zz<%MZBUsiJ9&6?3j4-lq8~tFzTaz!z^LNYFqcciM0|NtPgO8LTeSl!hJf`nNsO)Qp zVH3W65!_&TmV|l$&Eh@%4x5EEDn`4ghH!%`I23;Oi7maM{9B5pQ5e#_KOe=(j2rbu22i-w}jzg>0e5uxoH!5_!Y+2DzTx6 zz4|)zRnUGw!bnR>qBpQC*G8>XWle_Yrh}iw%Ra-jjzfgx=l>tOjsJXn|B7<;IAF~v zBu6m1`C^fI9cwOnZ3kvHzCa5~r^}{4#J;4mwl?nk#|hnXoy+&HSo61Ic=rSxUlsyy zEtpZh$us(AygAIVJg~LHSu)%-lJy&5hf{^7`>V>hY$t;wzMytS&ab{mX>%)wjq;bD}M1h<`##8 zBzhv|o3)D!h+hJ;N9uuuZ~+E+pLlYqGM61DNgr!D%df+Zd?rOnpp_(CORyE=?_|st z5J@z`$iWg%m_h`}AsWiRqIV3~%ixwZhaARh`F%h>DDhhN?_^mIXl8*wn6KJ?SYHgM zo-Hysp`)G^r;SJZpOwSE3y3g8KP}sK6=UK%QzW_9`wlAIJj--K)XIXq6Z=;_vTw|g zS~Qe{xr8H))Y!NBMn+YG=(?OqPxqFe4gYw7HCSrQ0NtAAPNybSnF-Jy5uCzY3n&m5 zMkt`3IpG^3_!I~FN*=7r$-M3ygnjWbb4_wwikRg=6~nV!iHfMPf1^EyrleWP2L$8X zIhCbE4#3@K7=(emo2N*%+~gX4wdJZRz;FSrkZ&P`pVkSG&i?-p{nuUiP4Jx*Uo(R+ zcfR3?r1j@3lV4mhF9O>mnv-8A66e1)7O^UYFz<%DhToTV(1BmjzaZ*B8Qs(NLyndKk$+ zpxK*&f(YTz{LJW)5a5cA?cF+N?ow4kA}Numdk1LZ|JP+S5M&s>-%z%Xtm?v-H4-K| zE!u(Y^YB2jtkXPvUYO&qH&zTiu2PN7TB`|gvDGZqJCtgi*3T4KYZc#{(jIq{j(F3w zoz7RCg_ryGitV~jWcO=HWzgQ_o zn(_;P9`lNcUoKp7=c6*xS^?CQhDkq1`-iV&2?u+muK30okOB@1SY{!K4>z={!tT3( z)ZZ{e%ST-{cfJky=wgbkH{?ygnYQ~m*At5lWhk4;bfUj{8v`#!(dag);AthmOC!0A8h2nZ8vS3EB6Bq19)`S9NmPjHh1cds2@>b=RytbAlLao%()=u7bw4k(rry;ze-<&~`RfZW{OAYNyo%+j z{bN$G2-V3`wdGoJv9}Zm|8S0hKe!12PIwTsVF%GAgSiw{*$DU&9#7Vg=l}!|7V~Y9 zlU$zXi}q(agtmR`l83Wo4DX)^@mMoobK->4+R$Y9YfmRIIc~Ac58@&Yc3&wXJ4AxY9V`~51bMm_merJIB zo5x|_O%9&%eKM_1*=!IY5x3K^QJixYwh!QpqQYD9d!F$Mnz#-?1wo1uR{*EB-fM+T zt~h;7LaXjoXPZsW~zf1zNn+;ayIMjH!lXf7jE)16=epYDqZ zJbOE3u{A@4WC$&UkhMTw6!W&m+jdBqyzXgCse^FF7)O_7iJxN73INXd)YZ;VLf^Fz zCA8qLqZ`nPd^w^@YWVS_;D_bJkh`5U4&{QpuyV5!G(mjl3JlrTbes)l0t!u=a#%NY z8-C5y|04mBe*(QTKP(rVDyamfpYBbQTA-9T%)-gbR0^m@Yq`eC^v8xd8fKT(5Tsj1 zQfWV|f^6h+&=sPS#?w(9m1L;1wJc}6bf~G)CzPSjs9P9DlxUB*l!#MNH{omXXCeiv zc*N#m&T4EDLIWN#fl`HoJBon?udA1ngzgnhTU@pgRR(_&13#fX-y|>n=Q;oH_n`b2 zNPj3DLDY*+sS>(S$fN}DMwxS{ZqU=RXxs~er-A{i%ppPwW^tEbrGm zsZm1gAG6?@kcwbM+UG>__-x3YwWD*R5-CMIT)&41?cdxfsxgAxv}oy4*4xMhLxgWjcV9_hm97nl$^P$u1qS>lF$h^wP)$d; zg;q=9yh1NjamJH(#*){?LL_6eCL=M30S{?vv8gW787)tep{y0mQM3&c+Y8Lp2>`Yw zm7zW6BZIC1sMh~^(E{JEpAZRX@dw#^HVf$%9CpR?;XM(GsB~*iRDZEp@9#~Bx4HH_ zK8bl%rZL{Fc4vq)wKg zF)88D-2=F&5`gvlT|$!g-v`d`LwM(KBDML+d?he@6T{GPL~gKIOG9aRKRKGpd<1kV zDyo|gLszWW-W;EPX*J-nn1LG1rn*Z{fd%n;$0Nn%CR>8J?|Rwpcc+r}_V)E2_cl^; za%#=^T#g}%N=ljIJvg&SaBw3^Rd8|f@#X*-v>q5YSU6C9w4ZJ}i*Efi zBb&`96Hg&m6Z00GfQi`9(QFO|Tf-DHEuYB3uEl#L&l?{4@GF1LCd0sgkdLRIEUqn#(9 z$T;>Zl#D00IY}7kt}~q|3pV0$+yZM+ER@=3QLEGx?F2{i`1gQ3!37eXR#U{VKSH4+ z6hqfFmpEOZlLo-!ayg$$d`_atMWK*QaKXIJ)U&an;{`+#LK{NzL){vX8-w|o0}V!(0)?YHp^=Ic)b_ana1nU$khR)vn&R^Fs)~e zD?38 zez0x?NJe;v@W@D&=ah+95^)&F9p(uhVPKT{gNlBX0OavzkM$u4X{<;$e3W&KqEciGz^n~Q>#`GmK>C+l#8iL zOG!vD6vH}c{rUYm=LBBHU19cQpz&k)>0u{&1}NzEKHoB_K?fcK*3ic+HXwsPzwbMa z0E@hAMGAkBS*TOrK9Xo216_yjfO@OYvxgO$bOYdb7gf(6G}|Z~EL(mr#AdYsq2_63 zau^Szil%9t@ZT*O9@D}w#ssg!?{t<+B~n>f0mey*#1WMTUsmOLvZD2~d|s}CTPeU{ zk8LfNYRO)K<*Go-mc&V?vx7u6U4`&M!jVcSv;zQGRifV$G;grY})hx(9nv@(SfgDmQkcS7zX5AS$T+VSt#l(_e@Co5^aecSI3;|}B1&y8c6F{{a z4aUSJ00{AHd&`?;j!VYLsVVSSOo3vN*rF>=i)sg{s#2UFrmL$fzAmsPjhHyJA+c!u%8(x51X11Q zI-L{h`~gTNllx=oiNx{*!ko$%gitpQTd#nhdjdumkQT}Sd*8m*fx!@iBR7mRNk@Gm z3(nQmA@9X})D`H5bG>YLiS{>-Jm6W2|4KOomIUAF3-bY1gtg3@LJ^L)usCEUA8)J9 zR={nDS}Dw*jdoUDmRT@kYQ{K8t;Du3uz(XjMcy(GgfxgR9O8ur<5b#3=@I>7(Rn1ik_-mL| zNDp3tI2DPGl2TH6?H>1K-;!ctKsq{o>B1f%eFx)A%*=_FlnG`|$FufoqMrz-ep=E9 zE)3gwiE0a$^wocy&;+1uykVd|@bxG>Zk|>Mt%*;geBO1rxV=t00Z4q8i;%M^JN=Ok zTvgv${ruJ;G)~;**$k%20rb2HH(>U;cjqbHbg>L|Zt8oMZu`?5zuOds2l*OeVHS89 zr4ya4@*mVpn=P~wE6h5bvebXvpvxiOE7&mxQMVzn05dtj@E4H~v3PO0nuvqD~w z`Y!E5ch1t;7uMm6e0Cb{=Pd^bWxbke@nMwI7IRyV<2_vG-RC4xMB3N&`s4G#WUHqq z!9PFKw=1hr&(msGfyCjEr2ZY1QOUsVBpK7||e`&uiAn z5D*cBkqYwgELLdLDT9Z>BZ4BU@tRA;6+d8BL6kt>AEw*1O7K4{Z^tBPg-PQ)efyYuJko!0SMTT>W2kJpok}Rd_!9RM^I@!t6BaRRdtbG914RXu81cvY%{uWVAOv4H ztA{AS#39nhIKWi;UqrH%7$C=A#(kz!s2Z0y`w8H9pQ@MrC;J<4jqpS4XyWjBTqjEr z*WXe9@?(UcRs(l=0|90{{9N<8Upw~92=D--Y24m`HIPyLuB(F_U^XzP>v<(AD*f}a z8!m7H>tNd>e8INkbzf6w{h$2%k@#}wT$^hsHxZfKbvxbw7afvqsfA-|JP#=R5+9fGvum@c637R|(B_AcG2h8-d?5#jpqS(eFE` z^1)e3VZ5ga8MEPGYruT`#V-E9QI&pCJ@$*?Hv2?P9^DuAuQ>deWsF~w2J_Bkmx1W% z_aUkinDSfvCjSc0n?3pE>p;IqWF#zsN;bxbl}?+p%Gu!wE_L0k2YFk@vQgf6{}!QD zM(5|m4nV$Fh96IJ%v%m)EiJO7j%6a;R=w2|T+Wr@+6$9Eq)42C{KJTHN0 z2oB~)i=D*|HrW`1oo}o-^cAHR>1@`u?SNTdnT%@sGDmoQWGEvJ-{&s__9)gBn@v}F zg-`G)0?JO6DNLyq!zsND`r6TaPbHCwk!A23$e4U^3Bu_m?hlCeR-aY+ zd-J)*%j9s%wN;ijeEw7(Zy~iEl`}bKDj7>hl-&yo3Vy)R#bh}de(O@A(u1$a{;_`k zvL>G86#eWvY>0yz%hXZ5qM#nmFIa&Mr&d?tZLOLO0ig|hgq5DD!RM&dQ%n@IU~ zmucXjC8jO7KzQuQoHk&Mh_#PU#fR! z`l9${kdSQR&c>7+)wSOZY4oi$&7qw_*o?>mHNmN`|Xd_?|AjgB~r0q<5s5(>-0-Ciryk8#d8?KSq zEt{bQMSW9r9)^5qM+6=brHdSBz?Ud~venp5wz7MV@ zU^Ea&ox**?hVOD)_;zheA%PF(m5(h{qj}1Zz3dAkK=rVGljK6%04=8tg49>his1PUYNFPoD zqsg4vmy?C>6qMt+ou=0@Iq)-3d!*hDSKWN@z#fEZy{?Pn>q{f{XSth+3s1dh;nb+n z1^FX=?-Y9Fkikv(i}!Li?LQl%-Q_!b&~UR^l|8v$K16M4zEi=gvX&P#Y^&W~^GJ9>;t(@^4z%U~R6B7$MeKXjUzAzw;&|O~wAn0Gm)YP!Z?L5A z>=jTK5z8*@r)tgRAZy~vys2Eewj4f0oq8k-s;NMxpd0- zhY*Iw_nbJUHOe0Z69n-#%gy_I@#*LAwj4U|eHCeIPrSHCqG{>Sl z^BUBVTLLk+1Y|BL2j4cNw1pLdVM!b)e+=dir_3^sa4^?X85;D{^hBvf)jU^GnNG{k z?TDz$-d+aP{oXgnC>u1NDcUQwq`fTQ>19PXG~J%jTr2jfe7F&HE5YgI$bkx+Mta@u zgR^<6ZlR61o^-;Mce2>awZY8hq>ngivKX`*E|vA46#Hw z&dY$+!D)jzc+A>tV>X{AokK-gEaUsht=e-?k{H}PAe=5OtyxZKOg7wb4T8>f7D-jb z&x60$rZf~nwN0!EZ>0(VS6Tt0f7S5jR*uYu>5&gctM*%`M*as($aS^rRnq!PfN%M+ z{A}>=|Hsx_22|Cx-`;e?CKT!J?v71^(%s$N-Q6G|jWkGi2-2|W?i3KD1Zhd%#r@p> zIPW>%R<0~2aKw~(i@!&Ld@P#zTis%hI&tpw2#7vT0i0Xb*lNL`RE zMqq)uOPX@DM&KZ2Xumi_XV5T|Pn^nMh%YQkWbs0_ed!i_3j4~n{o1Ab3;IKM zw{9Z5W0lP%OpqdY(wx}nPK?{TZNp%QEWe%Y2=6ZS|6YfmKbE=~-UkgQg|jH@NQ_2p zYYa}$U*H>5{(RIl)4?RVa#$#Zsf|*$?03!!U&BUG9Lx(R|A>+n_`+ixx{{{p7FDAe zqI=T8*hI4Y*pAqLgBf{3+07a)cl03K=Qr3ME*1g`yWC2>SC#pEa*|s;8gktsn~WHi zjg6oLF{`#qrlImb1S&^NXAR@JwbKL>f^_Gob>$HcfSe+$8hC_|4BRHU z8KOJ6QSqw8)Ae|cL+l5MY9b4sdtv$ZOmJB|oOAm9H1#XaQ*N3v*p7(@=^k2I) zV^V0K-`;#-4Z1Q87c!zxZ_I@bMjKy)D5coYPs64kVI#KR_-579GbWW;lAd1*aWhZU9#n5;x2l7aYH~eb_C6YPHDZ0p-#5i)x^Y7uiAQCv8^+yu#u`1sRD(CK+ zkRD^#bct=S*No81|NSG9fXCjio+WNFRy$i6lZlA@oaCjr}GLt8&CaVX`U$N=| zptquF0hY$6T~oe55hEZ!BM!{LO44eJ5g@ZNuKiK?;xHGdSBd@iLJ~717j6`m0|ZCZ zxQn|~Ff|a0^$?0ODd1(7(=Oea5=9_-5?XXaWX`)3C*OXcTc=im*so^9i&@@UUskuD z|GS@C79uK1taMYozZBrK*Ds8N`@3E{(hnv%y%)ZLsKL4veOoIb_4ZRei~q52t;fMc zmW1+TXLfCrtC!iLh3|=PcVLotUi2v1KK*d<9RLJ7d1(A^??4y%?|F^B=ELp2YcL2g z!9@ZBrNMLeV2tAV#?MYV5x5$IO)$R`iqc+bO-KxG?_8{CUs#!85Bpz8q%c6(%@f_Z zyF0j&idjU-vNXDgCG;7ZzZi{(j8J{{sofHrpfiAQGnORQh3`dASD@<<-SDqmPSy*A zXU0B#wI14H!PXM0828GSb@GOd|xliv^a}8=R9G)*Ea!!&XGc?fDk15iQ?8f&iLlN5bm7c|7lFYv7oP*MP)v@DMv; zUg%)K;`QuzAr%JdW%_djIVB6@FViR{mU3JbIe2PlLOzaWrR($1OscmU8TQs+gkn|F znOS^}4H_@WN_aP;jz2shM?dkRGD6Ox?pJ&9uz-9k8l4rlt!C6jOvP z7uVgq(}w?{-4f>=q?4XY`k|324gvU&nF ztTGK@nJ$al0|vQ`6k zFb=zZAueQPY`Ztd-r?;^dl9@IPHyy8f24`^e`3)R3^VuxH?C4&pgFhB>t~&5@vw!E zX+7}A`8?FS4=CB|$IhMs4WQz@=ftXL`eV)OoeKnmeO2%6{K+sDA>`ciN9O9MZ6nB0 z#;ZNImler7&L{e<1??50Pc+o`Q%f`0`v~y<(mTiZH>h$7`U#u4lY3-Y)d#;aF+^(D zhZU-;I#M*M-Px+XL(6}TWA0?jfjAdeCGC(y^Io$N6X}!Ak8(PPRgc#Xh2<{_O%9|( zDagtygF?NX`vyov2(|Y3lqwTjM8BWKg&14heHGHUn2C&nv&%U(tUi8g887QuyxuPX z$M``*??DU}@;ks}nbnPnC}&Ox5u!tELSm+6T5g8NNRk3B3H`AEQho^UzfSu8;ydA; zd1(nxoYdC(cXB#ZSiTc&&BgCPtZ8HF&JvTM{bEZ@bS9;?OMMn%EN$nLvm<| zk!&oqD=5+qx#~qjkBp!W}QciUKWR9P>lJS28uGBJPC$ zcf-{DX18L0=rqzYbaGTC?+9BST>RorY=LB_=2e8y;J5gjhY)r$e*6)k1oAQGBv?~S z?-Q3IBc_=Km@R#CbMEqAKoy{lY!AjLX2I_4dOYj2wU&(!dn8FS6Vdh_yhB?ysM>i6 zm$1nUfL41pn7jGCIZs8oHV}Y#Y{HHP$8{E^&3u$Lh_Q{RfMUv0-LA3ia^eMw%i{a| zjY<8lcKzTT$h<;P7BL>2KL9SVlh<$KTYiss((q3`6N?DY=;IKrj!Lb8gm1mIbGjyc zh$%Iwkgj*~5r`7zBKpw5Rr4nOT5EBu4BJ~GbgjT@_7RK}&}>8uXzwKVpsq?5QznEo zaY7<1Gjm~(jMd!&c_O0czjAlaI1`+pt6c}Q%VKVxyrjL=1$|R zpCLjmBHG7@Z<@#1@f}XL>?=8P33hlRevzV(3Om{%I4s{@bd&A5cy+%vF2P4KP(5PG z?_BM5l6rVE;nSRy7=av9g;D2agBgZ^m5*yYCQ$MZ9YUQR77= z)r*m%r(o&08=$}E_5ut$zWG~b`D9)z7RzdH%P*fsBP4G+3nuC*a~ZAK9`hG zmDUb)D8st?%a(S*-R4icyPTQtkTSqf1#NSG|1lcO+sVl|H|NnO{~1=50M$jeCHfp~ zA*U9B>9@}JZs>p$c#&n_2%l+kE&Ef`nm5J2*LuBwZ-zF$T~@4eZD9K~&i}gidIP9# zCLvE(%TY=ICOsO2z!7>G6U=+bmWhnrgCFY68B@O7Cw%`S)n~0`Sa48`1|{#9j7%ss z&=MbJic_v^7uQE{m^4RC*>4c>$6K!^;%{aNg;A&J)fDRNn22b2-{06FbgUI+% z*)eFd(%@LPsDSGjZLzf(1XB(QMUs@JLn=z7wM6;e=*O`3fUN`Qr|QVekDBqp@IaQr z|KmMC23#$TPsW35!1B4wUYM<@d_#*=@67#^OJlDheN~cB{L_HIl@gR&t#Z*!GXLL+f<2yrlch= z^g79YX3ZT}>6t`tkZ>T=7#=@KK z44w<^cq2J|tYXQY4M}@Gd3OWvfR_Yqf`stKT{|c7J8X#auZcP*FNb!d+o#>On=0|NpaE0PkckpouWjt9#0AxbH^JicA*uEoflQ^E_i!1{Oa`@Jti#-io1!B6u;dp!o8>sFN z-gtdh;nlNb0VWYgq(8~kS`;@1#uU?ibVMu2QF$T8>Z@I=3bo)pvGx7cMn3el33OWP zm)rSfUn6W{{*O~S0|_Nq`#xK5eH_WjL)1HcsXS`meaL955Qo*%C@ts>jzxY^VGrJTcruA9s9uLhO$|Cx*bED7M;Al9ASUwRKDI z^`WgAZ*KTm3U$N#g@$5rq4TgFUPm8oQ!`obJ_g(IcZTCcdu#;#Pc$C*76Ru`Al#EU ziFiUJB7tXsih0fy->E==mMRt;mMmGtm9g?qo3KmJm_#C^WC3R@(M8!WAY0V|{O!Qj zTN!G!0{v%jw1lT&aw-{0i_H*aTEMAkaaz)d^HW{W^9L<*Pgst-hA_1L5oKg}vNX^d z-xf$Ly@Hd@F9-1<3tPu41+9 z^1Sp*Gc}4Yx}jk`V@we(6b)2FM%hB%$<}Dm53HjxihWB6+=As0w1u}Ud?C^to+SO7 z$hG97H=r@1dAUi{AM~9XRRh+D#{`MfC2ZoJPUg%*uyQ7kG6N$hm7@~PutOk{>N{u6 z_x?!*P>Z(mMv&s4Y9wu0@|cN6^`B{&_`qN2t8o)C%6kuGQEEtKOvF-dtAzp&d=+_K zPC?~m^MxMehmS!RYWn_o3BL?7&W=^IWF^t(eC+uHDNH{80QypzJ$?^upk*D5=K|cS zr_x>61_V>YIH8fi+-;9R0p`SSvLn`L`@DgSCfe6Kc)m-v)ZIxDY{@xfA6A*yk9-Yw z!x*h#!P3@=7S)YR5<`{f47yC0J0vpyJ2(l1@a)N)w|?vZqtr^?n6+a??L=b63SksD zP(XPQIuaG;*Au)!@jeUzg2}u5l!dDEg&0Vj$sV~XDtWuVGBv29e7&PxxUa)BoD`76 zbPy~^HTw#q!x)mAu&}L^X%v(DY`@q`VfODMy19F3h3%q&w3YRXdR}`3d~VcYHPDwS zW)BsvbVL`Jk%-{THlKwWJ*_W?d>Dlk8X@%cVRkHIfaoi-Nb`oydn9a~o2|cH>_sdg zT0nW*hZD0^84d~uGmngdf4IO`XL=7UZ?J(ekL1Olm~sue!-m>^$FK%nl5T<1`92~J zpCq2YwL~EP9EL<(Y@sh0HZ6RO8J$56b5U0g#T4)CJD>=w{$Li-(>8g8bo?QaFhJSG zHfI@z>VGTw8&Dj-=+CQw4o4!JcRppxu^KxxXAu+TDG)6)yFRsal(Ho5(Ebx-q8)-_DS|@cMJ)hT~2?} z8|gt<>%YN5H6t=&|BIt<``zD*oJ7Ae{SV+|7LNgy<$|E#cpfBZ0)(hXsP!zx3ss)L^Ed4u6H#VZ979NEnRkWlR!ajqnWV^K+?zqtB@=mvEi>-&{ zo8R?eQ3^tEV(CZBBJ=l&GIu(kTK}H%f1ngK{J`^4E6r0U)8``oCcSjJu3|XbgC=6G z?N_<69!o%wl8mj^c(ja``maD6TYz}pV?R;dAxU)oogXeX2A?*Ln++Wj|j@t|3V2Ghu`Hu7At@u zt9K2eF!&2iixV4LaM+qaN4CNrX#*b&E<1z|*{HUEZ_pMOntXWlqPWoL+nllH`oAK) zu{f`_CXU0=_%;%f&!LlKsjyftxR=m}?#(y<53kGDi&SFqW9FBUJw+@M&Tf70p+-Co zj6^7XWq{e3r3Ys>V{{z-|C(6!zkbEr*Xs2&z>>pMtY8q!+i{6Sz>g=4LT};SkV#As zL8%uM875`UvepILc6M9aHHNzM|MNNDv4D>#EKZ5|dV?Z{Dd)?%Y#xfDt2XpNiAC|! zk{W}9#(^H}L#xtArGApNgY^+fMZ6-=Tm=5n|2Cxl^Ai~en9Ot#B8l?)aR_00 zszt^6G)(E)xK{MI`Du_ck>I2vRb)%8A3XMuo8&$JufPBLv@rzW8J`lS<)rD6(ooRujVYAn5u36J)ukn9wjQ@U^f(bIRxk8RBl~FK!NQ#W{ z@)xeL(FPS|cgayuqzopJBv*+T-g7f!v3fjYlPp^Uy^MxkY$4ug@?L|LBihk0Te3Wb zQS)}km4Cy`EkeZUP6f`t6$;osk zd)QK)(fLLD4LFHJxI*c($Pz{QtJR7?G_Xr8tBn_6MBqh4`UWDs0NSDTVx`7bHe1rG zw+#R?ICXn%%6<4y+_vRA-mb8%Qi_i{ zIy%>Yok$?v$IlHgE~)zacR?5c$M3smK$Is*(gQWy%tyY$pzKugpEC@7N3B}s4`++% z$;ru;2)`NwPWIPqX<85HX`i z)K%7~=EPneG>G$!4r!UkWC+`5m_^ z%M77$)Z!L>fTV#^KB^tHWI2lrFo3^7YBJ_SQ#rlocsqF7158W2mjmu|KIQU zQz*D0HHwhekqgnVMwi>Ir(Uq3q2Y&};8vRVA?Y!@(fXxD7a;YCv_*a0VoJ79fX631 z_Tx0(vGco6Kp#^!TJO)iR6CNAlDgj@5&8RsW;UMmX2Agt(eE#9A;c4qZUay(tgLb# z8`Xr6)MGJ9c-IJA-l=I1K??D{=~~M|EhZwD2$yfN>Mz8Big1oP(gI1S%saLBItThC zP%zvp(AevTT@ue1Ng*8H5*I%sKC`n1CCaQ}|KDFyAl2Z9#FuX!=X2V&;fl)rJ52Ya zah!#+>&b*{VK|ZaB&kfD5O_i8clJT3Akf{(%J=?+3{kZ398s5(t#5)m`>X&1BEBcP z=+%()PCw%vi~eDoXDRtM78I*Uw;Puf0wLVy#e{#RgyX|dqRK*(E7HxMXZifZV|A3G z&%T3mZaMST2WR~d#iyRlqwDR1kIll|QHr`7pJq+YZ4*DQ!9$uZ;|u9fp1A9Z@N$~} zPeSRx8<(;trnAuOr#$v?Szy5mU?|zjG~jH~NsakF?c@m&EwIHS)C*pmJH81rA&UF` zoH+Yt@ObrY`IM5_11e6EcSlqA;()pfM-|mwzDr%8yO*KK_!EC!f1=pb{~XXEa}nTL z=BT;GsY)?wt2_?GjBKDP=1921B6smOqDqRU;rmBr0QU6)%w)zee=J}}19qR8ZeOGX z+r!+W`*uVvGrBiXJZR-sdIUFr`3|c8RN)fJI=OPBN~?&uKk2g&%P|qC)-iN`SWaN; zN171L8e+MYLiKW)tg^Nuula9BOK5Np7E%G!gT=I+yTD$w+Pt081Wi|w_^yrlRa;Ee z{}lU*uSXSJR2SfY44I1syGuePST%xH<3+bp6+zqy>Jq|^(@+k?cfklI{z9RZQG_ML ziRjh%;x&7rhwA}954$Zta#ci9stItAi_Wm5@X%P!t4ytJWFq$*u=g$GnlX~>{-Bwz zmM0HqCt4NCU2}cv$JAsHY3Ir!&_FI4p6y$RKjGbb(9jSTGn&=27d(Jt_RVa6M3fT3<{oB=HfqExqJ*Qrzp3iBkZriHN5ai@8wn zsyGztcPEe7GH;rnXNIZb$R-%7zrzXlcPgZJ6ypx?`FTp&s&TL+*HhgpEbNnUpvb8F z*b5Q;8ht8`5zPrsuP@~L&rUXrzBq9s?%-kJf?1nmilje^Sw2ZMrzXVHsNCy%@l|9U(v`86<*;<=Sp;#ZwTIyqWadlZYj zx`pzen=H3aB)|Y3!i~JY1B`wFNjhYzK4Um2MB()T4VBYs~_z^4=0 zaTPKd`MXOn7;v03ed}7BMO06AcB-9t4^iUBpP+D*(ZjBSt{EgBtE;vdRF=0YauuvX zF=@K<&3|`L{p%C%&NVwu!-NhX(aZtZ##EdB1NZFqyWC3b$#By>Z%F2i&;KYSa3PIJ z!J4FBrzF**YNJQ|{;gmbVJ^e1r6g|Qp-Hj8OZzkm*%fO5074|6dJ!cIjN^$OiF(O0 zW%~5s8;05ZmGbj-GFz#V2V{Ev$!uy=xq!glNsF}B5}TcJUWa)lb~C4?#f*B(qh;U_ z>#P$Q$G@!s`}cF+(F0r6Gtu*eTTIo82zgrQ&bfWtx+c|ZqFN-1^BM*Xmk#s_0TYQH ztY;9$p5rpL#r*o|uz!caetSxKh-TIFYN6e#8Qlwf<6H_WO^=U(E^iu1bEjX=fLmtw zJQ>>T%ZzTMIJWumi@8--_49c5e^&RO+rI;x{wu?kY5j9~{6D1ikX>-^#eyEuH#yQ! zFuxd?h)Di#Y({_r!Tl#pksVIydqY(U{rXve-T?OaZ}+kY;U+X0D?Skj%eWr%dlB`c zvD!Xp&o=WxBKMYYrnAw3lkhoOA~Tn%ZnW%yx1yHm`RVnY@u}_BdSmS9HA@gz`-eib zRK5j|mmN5UY#}rgV!mDMT@NWr37u%)pwI3!myY(vg93vM9Wr^3S3InPlKy!H=_XZ~ z$xp6TVSJKZ5LBI2*uq92|Fj*H#4IQ z*!?*Gs+d6fIN`rhg(3-X70BZh04DnmKOp(#*ei~fnRoAxxqHB0_^fV1ttSBTiu%=P|UIjz7ucemtJc-6~CLSH~#bVO>Yl#cBks|%9 z06hMA2Tsr!~M zmj2ZD>3}9Gr_qrS#Vg8FF!Lb#!wMwD+yV=tzYtl%zP$D}lupls%s71G((4YsyrU>D)X`t!k%FNv@6IcG!}By#!su_5 z{!}-slx2+DPKoB{?@okmU6Q08fKxjpHUZp_5(Rh|%a>~O7zc}s(BS1=`v2ZO1zg{M zehfIqMiu(JIh%Nv-5%0ZK){fDtU-Ag6PO^BFB$~FC*U^uCLj{DZu4;b$&=*d!S(wA zE6>a)VQHb3ZPH)THFlDZuDUUc7am<+3Y+phHGH;-S3^6KlL0{3fD1-KCjfDIQ~eXM zX=$6524q@;39>)`>6pgkJqY!lXIV-oI%qxMv}B8&h6ME4BiYmX3j0GSPFIhU$9s}X zto?e+^e}pg6})lM+_$T?ExTbA*#_kIf~o#Tj>D@{XC&ymXLwffkvlXEQ3mkd(GV}8 zQ8C%>6_GLbu&u$`A;_Bwx^3_Iw4|DEkpb=GkZa2s)l5PQv7 zWEeNo2Uw7K(Fu9t`v-`(F!qTk)<#UsMAicmaY@Fmy|=Zn@z}~gbSnLvAqfl^CwE%A z6h8Zvi-&nPv=&!JHB21(88d(pm72?}$AuU(n zMuxbA9doo|!I={3sH0A)s0y1+yyNXghRww~k$^vsh8pEcRSdQ#N7Lk*M7DyiOCJls z8E@VFCgz68w^)Axk*2+8b4f(feeEA!(%YKZZR%xe}ZHa@-tFr7E| zriR(FVK%OduXG1I0`%N=7qe78Nlt*JQwF4DvUHoR#ljFlz!#DS>o^+FnO@I?Hzd$> z6Fm>dj1RvDKsE!B=spCxoL-{vYv=rP^Yb=dRSwUPJ|`xp_wbXA3aKSV)eEq zBMY8IaJjzf^1CBksiwx?E=SIEdLRTOfdQUr#!B+Kk=gotFVLMY8UpRLK zu>$ulQEWwMF_l#sFI+*&V})Bh#V3e!?tnZEQVlNg!Jk!u1DY-Jks(waETr}Rd)VpFj&0ZgJ_D7<1J z0v^XRuj4K8@$s*LsC@@8ZTsIFDoQX^U>z2T=|m>GPqf5f_OHdNcU9Af^93Oi*57+W z7V1qT%9jc;gMe;88o@;mKp)x$iUnF%fsXht9Z#CL2Nu4nXbH5AX6z_Uz8kzYXYKsH ztLZr}A~nJ>)&C6gh$VoAsCld0srUan=gTUSZC4RKuKZZdmn=*F1%rF0S2OZ~IhwN= z<48LXp?-{wQ!wL`lW6gAlrvA*(=LXzYvn?cleJXS*^#_3VO~&te_svGVbWvgT#gp6 zReID8flfc0@2{=pi>WQwIs2cD{zy7aMW^a`aE8Zk6mIzWuB+DPk9zT~GE9S&sW&d1 zcEWSy$0r#gl%t=wQBw*fU7vpn$l!2b4Y0I!idr>P{T86PiLCd#4n{x-nak30@lZaF z@tdb#*O9N7S`Gpqa>sMYc1V>c1m+(Rl|DctuhMUkL2Gr!WWX-&}LCIj!5eF{ZaXM#?uP$PZp|cSQ zqTVnT`zfLl+W+Fr(9yw=J-@W-P5k+97QlJXJYe5GI#iL#BpXc4BhKAJ1& z#s94c3>77=y>j3!6ON640@xarsyUP#cemYTuL8iMhi~6snu-!nm8is}&{NmgV>^9E zb@}`-cdSkT$>$I!`;_5SHX(sY_YH}Uilx*mJ`f)t+f_T&^{IQ**+hD;k7@bbOm5|3 zEPZ%j{E4_+2ihe0U0%+x8XhfgX3IU5f}v})bC%CtHttg|v9zC3>HOz)rP)?9o91V2 z1`G3j1{f>{O1bg)1jy0P8(KPk;T!@Q$+^H<(c|5(?i!u86)BLwRqs$9VuhX7IqSO% zE`s?g5`*b*OOv&^gz^iat$RDt=b;9?9L=Pn{M=xR)vczqv3)0WJ4F{PpB|KUq#D6A z`K#8?Wf4Tv7g=HnU(`0W1wQ7=-37KqTtMlprTh$B`{nJi4YWP4gMvs4;PqK^=PvnU@` zAOv{?xRW(^$S1@>fT809{a_Z?C|t*EowE8E)+FbzvZ$`xZ1Sfn!mGH@MSO zg?7%t+m>Qsim@c7xNah(C%h`8x=W@T@-YA??0+-DB$hk(@aR1d=8RJnv|`9Bi*X;? zHvMA9R@q8Qk2!bkPj3s_DkW)Gx$QxaITX#{F2MPcb$wxkczB2$26wozQ7F)LGoH}w zx{iOmC=zmZs1jxP7?2d(gy$Vo7%VBMsRo_k^|`dJUD)AHXTY za#I`NE^GvNOx*Gzb;5h=yh0+*zEkH6kq_*qweX0CC04_%UVG?)?Y{x3Py4e6E zogV2gfHKqItkLc0VcB1fBKju+TTn#d3?O^I{z&;SF_e*+iRXK_>2(BH4Vd2)s+Ych z+hQH*jNP^!*!jLOB`ZsA*}#i90Ems->ftuz4_%aSyJ+JAeVYj~ObH$Pi|BokRW$?p z|2&utNnQ35b5!P*SdshUc=`fkb5$tLk6E^!6_=!BEWQ6Q&43?~nxfk78{hF7U4CF| zYE;I$flC{SlFA_YaW6apoHns01BSmDJhvr$k)XsiJuTAqcS1xda>f0*I zdo25}XOV;UU$^pg{&3+$nrYI`8+JaranKs`PXfl#rW8=gu2-(g`J%_Llh_+zPTWcm z)?bk$1CMBSl4iQ={@;=xuhGk;+^YDig3mX9>6AtXl`AkKW;0E8FIGzw&Qe?c8Xr z%^P1*4cchW1Z4D-d@p8~5=K6q`5zk`vwvTskT9LAN>YAk$dg)nX|xzW1TY9=r8V_= z;8~craMCI{OHnmcpidWV22>aC+ z{$zju*W~SH`)cRW=u5(3cATwB@mRh==fSyiySmXrSEK7Hv%Mb93%_iW7O`5GcZrdN z)KXsKpzmph5`xWOsQ;iy!{qJ6!Y@0Bs+}SVEKH-{GoLH3VeX{}PB1XI7<6Y>aL{m5 zu|pEu_;TC*x9yTn_~w_U)PazTlo?Tx%?ET1qhf(s`TXHIe3Gl;`BsKqwzQbf?6)iF zor-*Gg3e3da;j{VU($5p3UW`Ls`j>%%0mo=r}@Rg%6&P#tY!qJ$k0Ol&X0)H=;I&! zdp^J((5j+p5}g^Ru>Z;((1DN95O_-Y%je#6Xa(CTa`pSDAZI21FB`iLbr1Ocl9eX5 zFtO}tPOns3dD|V6T-gE99oxsZJu=$t6*AF-Gy(iq?%bNFl>Df`d~x8NIQi~R^*+X8 z(M(vAo5t<&akl#mtd-`_Aq}QwqL=TIfa3JIH2(@1CpGLP%%zqpafO->tnNQXX{U+3 zP7=VX`!7;0feV*`H6#hFR7}cM2F8`)iAo zo5N!{-xgI6r9TXRf2UebWbSAORx;IZCRRI++N^6|FwCc#^Wv8B~cEft+AC_)s zPrq?_EUNfsy!FN^oI+tRKwRh7Lu)fU9WWpO_M8;H;oWxp$WVBcVd(1UiG%8T)KeYjVBAPSI56&_~y6bWlp{|@& zkFCGQxv!d9^0#E{r57Tq*aQ8l5ti+nEvPYWT#SCgdr-ZJ>y?d`NH82)rPwlYcW-ue zU>vDdQ&W3eh)6x2Mz3}V#L5b^i~`biTkXH>a?;QeE=wyp>=t?g?XUk#S>XO>%EAgj zCHxTmNcXRloGc0x^m0$DkjW;d5f9wuXNzTWXvsSkfe{WS-K>XGQKW&gz)|zrXYEy0 z2Ht=M-yWy!ZlRJQorX7O{?jC+?SJWG{Ya_C?1o}{82OO5XNFA{zG>1G$`fK=EjEXD z&hEc#?RK+g;q;P)#Qq0p@FHEHJvsm+9p_M4y9x~3zo&(hzid|$p9b2sjSIIkO*ae* zo-Q?V7;JVEgeWh7u7oqA=g+#AR-yy+)BHbgZ!A%5&+Mz6ipLMq=A-@CN~ytcts}*; zUqe}2^0G_HzCaP=idVZ(3^ZBZrc#uIu^StcGctwKOhnhX5qp8|acR19Mpyy++Q{Na zNq;3g$5tFJGNW#Fz${1VJtF$dHoN7;=^0Q<^j3VkT0}hSR2l_PyrUkvzNXFb$BbVs z^OoO(Jc}7-BToadXzONq+H1rrNQB%HThDn(v|;aaHc|~B|3!S>pbS1?*$8F*cCE@8 zSN53g^Pvuyf3Vi&(e1)YY^;46<+mfa zmX>K|8&P~$TuhnNf4*g_Yd#v)37FQB7%mkG)E(l-SS*PB*T|sn;k~b(w%Tt19>Rm+ zZXcZk;G{PI_(a9UPOtM?*&YCdF#2WV0b$g#`_C?_24FnnZ5axHN>NnE<@?A+lAHu| zI!FS5VLtxfnvK|M5=Q=2K)@t$0C&Kz^msUgMA&x*V1T4+Lm_v&r?3*iULf*X8lm@0 z0x_}-9b&j2KsT*q&2g?I1_wW8`)tnf17GeWy`QOYP~uHC&CWFkPNd3{e<!1g@2pR+V58* zBj9J@(Jw0(!EBb4I7oW$68VubOp^1)TM5G{^d0Z=Va;6M z4wDj9?6yj)PB9Dtoq`TqCXq-ESY*vw7g++De>cbPgfQC9vk0!!U;n_|>;UHeY7is$ zZqu|#Rld!HIIm!|gPjIv{|$bu^T|19^iZV+dfy;Glc~TB+u+i$jiqrmJ^eV5A>WYpA| zMAHymmUbcKPUYp9bQ_~FLWwSO>Gb2E9n2f!8)CHZeQJ3c-$r!YxnDAh?yAB(@;6$U zt=Yi*t4<%YVHVx#62t0EczneCr$9k;n;he%i)I`W(?P5F1mr?|kf$ew{$@fO4lSRJ z<(Xv~qQAFjE?(n{+8 zq@3-M)bTEVU*2gdZ!dq!y0{7cJ&SX+@Def9?AkLhguDMi$EU)fU=zK=SDtQBmQ6E5 zmn$0Bz&w>%Mir{08wm!2*>hw1GHM;)GgnG6USgW>&I5OvLejcI6*V3eA{?*nOCNT_ z=vq&YcsNFFVml4N?5&P6pThO8wQ3%mTNJXbpNHLx-rwSdlCe9T>EzVfYAGl!p5Vq< zSZ;2oC)=#ro(;$C4G5^KNz&iW-d%SJC^KuK_s`t@%2+5QcfhvByW4Ka604?=-km6w zv3}dBCpx8*@ljiPJ%~?@Yf5k=M)#qsGjw=*O#!xZ;XA*FdIOG!@PEF0%Gz*cj?*4F z@n!YDMt%OvV+d9uXR}*kYO(=_fu@HXKyQVNUjW=G3tX{;Kft`2ALN(-*t8Pc%w`vp zW#+v5u@>SvTi)99^6=pt_t7&5g;k!PDC_dNCkvS?2q)^W!3BJ!6N`keFq z(Jn2BeV9AfU+F)EWf1xImy9W+nv5dP7vtS=ExpS_c%RD1#;Vgx2y4N7F1$AF1($b<^-R`}S1YiY{Vv7Vd^i#Sxm3+y;%hl)jc}U0!F>Q>Z&?lH*uen+E-iIBwmA!9U|^I10;v&k6aiMOn7Jv!5g#zJ@~t=w ziU;0C3cx7|sGDX6Xdjy7bby;rx=OP~)x3ljMvYrnGU!FfxcDyP=S=$&5QFu(pSM>^4=-9It>A zWeuv788l{!=B_ZE7@Fs=-CMkwX`{hVLFk`R+pfvfcF>Ucd=wbB5+|IA`IeCg28Z{j z>SqDy1vZ{@bn6}6v?e$JM%rtGThud1wHqZ)@u>%-W%(cZ5MRO=qEf`(^FtY@TPAQN zLUQ2;`7Tkb%{OU z3mtA&4}fWsj-CA@z?+hiEmPfy?9^2hQ25L|Udp<3Fegicb#98yzV`B`C4bS2Z0@N> zWFt@@jw6!@%}j}NMTWTe2ymjfj}+bR`I~ULt5D=Ig_<*0s<8&KZKGSoeQv(ypyGf1 zz!pS+$9DV=BHaKhJ{*Har6eGmD(A^adedrsunhO{d-l*``SvXu=Yk8p;IBKz8*Fw~ zNmW%Cq*Fe-V!@w$n&%&kksLeSsj=!RPg->w-k!<1CYHL35I@K})yp?jwp>ZE^2n5vIsBZZ4p z)XU(=by{jTJGnZwxL?|PxN0k=9pK>LV|l*Rf3P)RNw6jao2??6m;@v!SJ#!c|jIaG%LF-z&w&x&m{iEe@UKB2k+Zy^E&B z4jz$lX#U6(?REj?4-_QiVqJ;+GHR=sPt`2M;TW=mql^w*9uho58dAHEB9-q7YblD8 zW}y{99ufz5cC?sI^_bBF+bJst^&G0Qttntbz^Xb%`|3iTp4PC`kj9kV_sc@9Apih1Crl9LzY#u-*feJBzMDKPc z7VPhp7GG;MGDhi_{{r&b^*$qsa%HakHHK9 z{uU@w2AC4URpAwiyP4ppuYPFgdbyHTs_}R!QuBTQU&#Lv=b(X<k_jAAQ=OnXIV~*-I#^|lL-daSw zXzDXOr}2qyh72nGk9@>54k#5)mMFeMEa4suk}qqb}dI}9G~ zZ?IZc5emf|c>|CHM*$L&mAe5+cKX0+T^x)tp%iPdC=};MY#Qk2tZQ^~#aPE@f~^KlCMal(vCiv4RrvN&`zFkaXq)dX_~Zq{+$2 zL*F?%lV8sJ@f~NCRnPrCJzm$m>0`Y4=?Ikx8){_mxH0u#Y(W{3eefhiX187*VAouT ztKWBN0lbB0s;nnJIGyay*GPdq51^pi$#XAz$%l&aTgmE!o00a1_4+mQ!~bbzgCguI z${)Ns{#8B0Fx8~P9*&rE!YaIjD`kMOrR$8HDcwPSrJdxfbtxW_y#L{0*Rc3kNw2{v6s0~m04?c_%&A-nPk42+SrT?;o2q7C7t10 zt7rG-{rYmyT>ez%?&Vl-P9#ZqlSSowu8>&AhGh!~t78R^m zC}%W98}RdYKL%!^Adc7lPNF$CAeD)RJ!xfd^YbmiZ~y&U&3q!ux3NUjnI_@XOxzJZ z%YCU;7j&vbnN-kH!X4can5DswP$tE>qrIKLu>=1{Z|UpiA;ev_ft1F{;kzvy$zW{Ixjne0@URzxp3uG zXlnkmg!^~4Lo>^97v~OEPX^(~UsGj>c7ijjCv<*X*kfF4GudS{ivVeoA}*u{4FbOY zCL#_;N(y!MtAa;@ykm6gQBIfg;=hUY6gc3W%g7=XdD+&*(us6efT49!V^{qV|(4y+t?~tFRdAb zo=2ZfpF4RZ zL4W8;mo?AC{!vW2k?BJDLO|X&VvE9f5@?c$16L?T9UVL32Gnv{LIE9Ilas`T^nfaX zAK~!p-{&tA@%zM~N?Ze3fAY4P*zgSVjW}P}%9q@_Puk(;N;EnVZ9Vmy{KC_+#u$Fi zy-qs%YiOT8LGrv_pcT}AaUP5Ag->Zc{@8vy&-Z}uryWNqEi+!QpeaAKbb0e-i1XC< zVVc?D&z3064-e;o0yc|F$&{vTf^@+Yz1DcqG}R;dJk`CEY+d&BiD`;k&9ae%xu(Dl zpS8fPXS2s)2;ZBf40tk32eS>y(^q3hZX=_m))s@4OWu+8vJug~|02`xMS{fz0Sk^2 zLb-ZvARu#}Q8-B|oiG73S5UIDD&romb@F=xqVGepobpC=0#7|a<*b_oUBTt1Vb9!WFSsx+vs+ud~3b?N5OD^WEQ;mcbv+~Au;i2DWYR6rq z2%|G-G`1@IUD~G$y;-F>id+JDi}Nq4$y0zp^RuYi*Eza_n+>T%b5!lmxolFsX9{za8o7o5>L@ z<81PxElqm-)$VXM!nx=;(`36hf2(Y!4J?i4*k~7g1hO< z;#Ql`pZnaana)Ccc>|ufKenj6_Hz;<3OF1Xj%gWvHngWo>E9BG!k zX{UTOGo+-X#TfcM!DzJLyvN&^-;&3B39NtAeLo|zr5+wSriF_&rGu%VqYuPZFjNa1 zbx3x1OU?y|DF4%L1IT6uqYxKKp>1KB01PQ(_+Ef$2o!xd7n(W&q5=CT&{_r13_T7Y zD@KbdL;BuGZh;8c1u^AEOO26u-cNS5=|IEO#4>$3_c@N{*%Vjy(VV9j@sY+t_Qxmr zT8W3wQ2iqE#-*53;Yvf&4f@1h1w&h~e3K>9?F&OG=PjymfRM-CKatXF`Cz`s`J{#cwt+Z2HZJg}r%Ba0o9p(12`6Dt=356}YhBRJRFsz7 zB@2O8G|KYeA6fcf=+4v)f2MCo3dc`8=1{LI`FbH+J)wgssNOdOzmsywmC&8K)Lr9q z8C@|sNo(mw==gQYh}>I>Rki8L3MX>CG`5U#Y>Fq9-%wU2~-b!P9Ywc=79Mhw1Sar+K4_t-{o9 zODoE*AjLnE{rdLq*|&~TdTwY;_7m)Ke<4dcew*;BzLnB|EL~N$uJ-OQ!;~L zeNMFTl1ki73-_`*hC=#vlNyFGyEi`h#bbR56*+rl&I^jcMJU~Rjt7N?|1rx49q$#% zlf2{S3ac)^2k!&q#}&*;5~K2iC5hL$SwkdN8#C?PoU$3wZP#nx%Yp5*xNbRfr6sYk zx%;E(tQwXgEkUm-0mf+-fgh5tCkZ-|{SHMB^S+p)&Mlzt#>bg0vCqAZD@~tclf|5< zB)D-M9~XZFz0{W~E70M0Y8byZtEcGQwn`(Yml}9jtGxX2or8%K@c|*fBNBiN7T6cc zG9FF20C4>G5+Vb?Fm!1EVQ^GPKJ{w-@6!G@B2nIeF1u|e^D~l0Xi?BQRq({q%j0P) zX!JJ=yH%gVIIrrr+mm#&SW=CX7DQIV5kCYhP=Q`gQPDT7bSH%CX6x;jvctaI6s362 zLse(*xlP@c*5}%a73(Lra7_dC7VoxVOj?4EhEWVU8LSOptxl<1(}x}CKaqY|%) zFC4CNkilRm1L(fAQg~x&oQmi)YU_PX({kLB>0C}VxHf$|ooUTlvxi&sE80tQ@mR{a zgY{w9Gy>gr4yptD@-Jmbzr&|09lnkBXDU4&S89cqjD?#Q9G$ygFSyKxc0wDKh?(M% z9rCMxn^22E)#GUL-V0dX>}}54lKG_f1L+l)w}0m+Rh!B1W-EpwystVY0ibWjYwtOd zb=Qcsf#|ogwJPi2TMjoZdl=aUd=va+19#o&cD(I|znr==n8HP&H zm3&Mu>s{OPwv6*{s3an1Eu|7?DIx0jY8FBcr>A*5)H+#eE>M~tMLZJouC~m@=@5?B zOS4rtvkEv(Yfn*$cCW{CuJE1!P3t~YOFo$Kie#Krczg2c&^20k^=riYtylpR1I(x# z`kQ5y67$R`ObfPQc@(u4nU_6ewOaG$^~xs0;}WzFkJPWv3R=(A+HZjahC;Cf>LMou zPw(R20Lu7jnCH8r=Pp@*4(K2t-Va4$AP8A7R)hqO@=jGO0tb_28ero#1G>lljhsL~M7J-^Mc01o^|TIqI*tVMRY52j zZl;%uOO~FOx>a%7ZU8B+8)1QMAL}Lze7Zhtlz=FAH2)$^x6=8&t^{B86rbNF--FxY zyNr@m-=MkQa;}qhp=2<|gE)UCwFQf*WW5yHb`2k`QHgo=%6&JyiJT>p-!1tI9XDGM zCATHEw;rVbr5u@SK`pn%>ma0Yn+fl8ttDH50^CEv=-@+T)=1wvS!{@Yr=@{Kfsz6w2vg7qm z!y*U!b~?pSo?udA(S5Zko|T&7ClEWfoqbYosL2Wou%dEi##pcKNc_$obTC|2f(~s& z_73bNm+o#|;}Tj0iI;pia2ibg9TjASOreEJ%u`F-@-?NeEiOm!>hpcY_ES?Y6R%$N zzn7`lqZs$HyM&#t;%E1!M+e2%CBwMSBs?owAlpCMSnSBMiu>|tFpKjYmZpAM>|bfY z=FyW`4jV8!@HQ!0!%6BCuuf_c3*0ehsaO=Q;mp?FujN*W9bTH9kPS*& z&VFu>URv|OJ>|u6YDw6fR&l8x$HzWB-SR(dxu;PmTo$-mz;o**e0WjM)lmFGd^YvE zLUl(i=Zos`9tgp=CDvC4+2^zeIA%Ay(A*KSY$A`xpb(2mlxqyGQ8Jmm)v)CtP*Q?- zOJD@QAT#6xW)jIP3g$yNm5Y8ov-XB*jpwPO>wKxHe|l^OhdK>II)V&|5X@C=Eo#Y4 zb_doaIV*-%rAYX4Qi7#_bgdC43^_T5fAcq2`|{UI@XNOgofIilA3Qk4<5;>=>Uc4J z=hPFBY{F9+_9a5qCR(e7Bj* z^MXPBwR1$5bgPiWe5CE-mxp*;$EDNq{`t*y>0qqxXd;X~L{(cp2agab<5I3)U6=^wuuwY}}QZ2KhK=g-AbNOMf-||CH2Y`&B7f* zXZG4i;?imoQ8@No)R6VB;VfOhcU_o-`pij4RpjW!zOs&KeT3Zb!{AyClvR11>9vXQ)ja<9>3s za;nI~pH>qAIG8myR^oWpN<=S6vlJ}F#k)P@R4Bm|P8Kt1w`n%2T$>a1*@ie0oCA#| zJ0|w=F@9n=9em!N0ysq8_bHu*@g)zwN6Y2bM!w0_$)h+kHRb|1`hsQv@r`z5kob}h zKG{N85v7-KThOV=s+W)te}$w&(swkRvvkt{kU+o|$05Q`2~S$Hw0ix4KR=M_Zbdyk zZyhmXDdP6y4{Iq2pv?Y&?yKK=eBou#C=qlN@UNr65DPfavl0gso?&I;Uhjx21l|$Z z9sRDRTeSa5#tvWz&HDwZ;G4)+yw6wDV}<%(7io)IB2P4=NxMehFuaR@q%7pHI6orIUGZQJz}bZ(oFvJv(luZWZsp&O_PK&CxzLaOIN zZZ5t4mOZ&6usNBXELa-CqdgeFvpN`ZZ{FVUZSFQ< z`h_X-XG5w1%k6iqFfRr&nRq>Gf9V`yUW~cnwZa8bjQP{JXDP{1X>5LA3aHJ!yW*nC zJS%0UR6(7LR{c0wIPaa}GV17oO1$vvWqO@5f=Dca6i9H9t&&uG|8PQ&GQJ<8U60~y zntkV%0}~pdEBbLhx><@sh?qf2uevSsA(xS}-Ax&jhgcjhHHp|(ZAJN+K!~hjF%3Du zX#J!f$1eDEncqvTymiQ}cQf+f5PEx^X@wMzmHyrRzcYnY7=7RM7DR?w=jab+xPGu+e(UIa{uO>h1Ct^2hiW}9EuHrE)%Jvn&-U>fMbY?6e3 zEu!y;K4YQ$S#GWk1G;Yz`R?>EVBKDx?)|#RP15WFmjQ!>7%LG&NKH&0*Q#avVcM8j zRNYLa35-&}hOdQ9nix7c3|57pl4`IaA0*P$)$EX{F{Lx_xaUzxS7M(Scb5HIb>1NA zIR37OyL88h35nXEccb)iCK`SAautR)Q~a-EvI5~}W3R7z58rO0U?bWfHXKa%plc=+ zQG@!lf^aueg7D>rh_4VA%A=ozWm6+pjDo;w-J~~>y7*_6?hoe4I5&|ef6)Iyo0mzg z*c~NvNbJ`gLZRgpmt>RRCC%kx|6u{`l|_;($&ZT)x!bEN^W*eEkbi$2(Jp7wNbCvb z!|?}F(bpMJA1~KzY-@xihJw^~!foL&$Ly;6PMh_YP8B2dV#5GQ1bQL|fO(nk&C4y1 zZReLlcl+hTRYNS-03L2*Y>z$cWTn#O)OJ+FxtsA1<^#`SUlkdei|e4+S6j&UQ!dK2 z2GbcbY;vaQt9RyUJRK(kP3U_Ty8ZQ1+1CryI%-ekHZVw>8;CIfQe7Q^RK0}aI( z?AoF)KJ6(@`V1DUc^yX-`KZ3e=3MZ#UqLKjg>ETc)U#{rU#?MNX@Wrqb>*sz6CZj_ zj_&v>xI3aMqzby}3Aa(Nzne~}JcD7~2ma~f50c55x5#vPsp>PMOSxJ9g|*$gU95gc zgyC&vKbpJ2N6@I*+@grEw}tFgzd;dYOV3A-Nfe{s6GdEu*|% z56%Ym+y`Y0Ucj0!!X-D;L?T#Z4ReyQc{T zZ(b1VAZdJonGfCc^7(Cf39C&vCl>=4sUN z+pYTuq=@m_z6+NfRtJN{!d`Pw6J%y{MS*QjFBK0At740Xzq#tlXk$(K>pAeTIi)q& ziwKd@Cs1Tzz%MW$_h~C-6INcH^TXOpOl+V1g?K3KAa5?~cK9X*C^J&!*&Fa#{LcFc z9dx`W+F5Ob=~at!Ei7^?F&K>M#E~FdL1)W)jrr+G>#lX_~6fDDw7dYx)VIUS64xWR19HD z6F_)cQrYi&@QPe8MMgl4G;sYZxQ<=P;X?ZQUij}tO#pHT1DsZ~Ar8RCekY^ry6wc* z08)Z0Gf&d1p10b!F!&(=92Q%l-CBZOv`B~40sl4QXm6U(9j*_OejZtA$v_OS*nc=36l=?Fekq^F%C|p{jkBGQSPN6dY7}XT!L;* zx1Z=WUbt9w+0I#!Vy`o4o`i{PdZE*V`gk(HkSJ=y4tO)g6GVSHHt)XV2^@aJ@MqnDe# z0uMpu&o=!JZeCc~@t`n@w_M_1aLv64*zPaDNH8O`EliJUoaZu(*{IL*91$u9*}FIo za51$%C@$op?F9tkS(PW5QiGg+7avSPr_MIYOsq%4UCwFd+kH`E^INyfPT*`jQ6m1` zMi*|dlk}F)dxN&yuM;+#M^*F@USJ57OH~|=iz2-l=_ei_B%5@XnmXGUOTtY^6mM^q z%phmqpAd3h4c}Mr-L*4+V{!I^*t59O13evIuU2Ppd)qAw-R6cN!8k4nVo^^*;rpYS zRM_5wjHfhV2QPI}l8}#o4@iH++PN3xAxX4!h$nto(#&N;`jQze4*#TM?e3C-Q$Kz4 z4mM;n>5=mw_MC&Y)>D8L-1A;V^4FSig`?!G18dwFq57-Be$rB%n;k9h%yTRBC)nX2 zJU3Tcy1_)sG1EihNY~?15l67KLwLFv-#oBK8zt)d-8bq?q54q4*YA3^mZ+; zkx3s_XR(f#Ix=`z^-MUQtIw@5P;PsEV-B;XT;5dt5zZV-@Wn!g-rdX8#zYD>usT!w zhU~MoXDt<%>~Uzerk>*6CXTCjnq!Rb(!bgJ$%Ck2_!_fG1Gc^2fp{rfE|&`}Pochv z^Qyno1~l@$n!=)>7Z(!C4}0rvuR5F?18HNBcq8ygngV|w}AWdnoO5+wX4-JSE znt^-iz>>~CulpLKZ2sX@)FITTw+Q(OtD_|YYl}*;bgO+%l3}5qAKnpFIT3v(8xR&b zWGyZ(_?1a5cz3$IPA(DD*(PYPD=}YCk1As}+PL~CwL7YVO#V^sa7D{mam^KOrjx+g zngF4pbXP(wX{zHvmgj)siHgrdD6PzYciDK2Xu}&?w7% zI=!@@V-74{UM;4kb~C|-V~7nmoJyv4r8q@i4Str6N|l*D22?My_6D*NiW=j)z->Uz=*GMqoYpx4Am22ARyohCKD z(*+nTkj8{jec{+9YN5Ys1oh}=u~`B_eHC;vTKP`BZk~R( z@z`i1uY9_8-+4&tzV9!Yb#YuO!CK%TTPq%{eAJ$Jgd!u5JyeOi&o=cq6ThrVX%3sH zIUP}>r&e;9G)#7}Hp6f(!!v#FRYH<=|M^O?f0^KWtsC+N<#nEE|qDLXANlzLehubu|#2JQX#!ju)m^(Amz z_(_n>dYJ;yO0X3-rQECp^2aZY*2|kE9yw87DzYr=1J~xi?42GDnAD#QU$YV@`HMr- z)@IseB2vCtj(FnBtbN&#>LO=fUT7>}bCSwFV;c1K@7LLl~f z5D~U~KQsI?l6pwL{~cMQm4ORe1BGkNY^?avO!E= zQ9?a05MFG$Bm;e$`lflW%z8_;^FZXjeaTsK73nl3^1Ry}q*HEg=St?zhio#UNjt1! z6$SI?67w$db$bz<{(AdQGt=hO$wjIvy2xI#RNV7kF9+=Yd+{gsKee26XjtOq4xThG z)fyo^h29@c#rf>S67|AVJX4^Z7_DUTWJizL)n5mv_|s!dT2?BhmmQZLx=?)e1)_wg zsO0857)5pXI!n{Cy|84zY=kk@I;XfkFUCIwtKHFFdmA_H zu=7lNJaSEtdpo(flZSiKWrGh(t2Zy!oLy(Cp+)Pg$6Op|Y(jvh01f1@_1HEr7#?5d zu9mLNt|Ysb>K$n#Au~xaNakMbc4nb?9Q$x#sjfUW2Syh43+wwmS2((r-}gVO%?i$W=7gkDt)Ri> z%Jbrj21lSucRnNZ*)MHa{Y-WoObIG+LpLU$d-=&CgS5#=Y zGPtbfwSIP*t-GI`<|=KFSH=)UGbE||q-w?xsTpBK?zu=xp4>O8O~@}7j%w`L!Wws6 zw`QX>eI6&s-!d=-wmU=a6+>UKpm?wi?bv+jk9qO*+YL6!v!WM^h;1#);l}|!S-ZkM zk{1uPDY<#tG0SfdkwVW^V@iyz%Yg?MTUk8Xn09>L^X|M6Voz!0ssf!#%x&Q9COn*L z0L0be>I}Wyfgeve)?S4y`_K|UUBbCy0=L%c^S5l4h3r7BQia6v6>4j91R*rYJ=sdR zghnqlqS~uP;;xa}y_2J0NtvrXtxFSABIm*IBwVnr*gBA-boIB|+u5ZTJXWDm~75v>l zS~Od2DsEOQrB0r!spwrnix!34&13|KnM&Tl=mOi6vm>oGdv}4q%%rxRW_&0VQ;fL?_nn!bd!U4311a@QrF zYltsjlvTa7Q`CwD1b4RrQ?N5|8M_&v&mS3ptKiq+q2J85?&RRzzifDq{}zUSAN&4J zPQO7mC=@o^)z>U%%cZi7impFw$I9mcikhNaz5p#j5D@IzUgTN#fiMI>iRdWiV@MIr z!*8tM`bcC&v((D)Ij6NH>aF((9!y_1sEW&|lyQ}N z7}eLql1nHXJyyi_3koLZ=Dy4dq}@Df>=$q6KuHU>4lBW3%>OFY=30~`#prlQZA-ME z;ywCtQX@UxG-zMKwSN%<9Nc-e-5I_I(hH7E&tnaJ+zTIa^^NqPBu2mL1y_xq5N@D`XZ-Zf2hVt5Uckek5 zcf7(2;C&kaqq5Bcb|e{X>T#;*-C^d(xr7yE3!B`ry-w!2LFCy#mpf$3N4 z^77WC7rj~^(00Px51VqBXDoNyPE`g^@!q}nj=DY78BR9Wbhn7(dD34HbNlwdm3-x% z!L}W54sF%C%Pamu8GNStp~iU;ytqxj`RUssAL*oL^wmAkOEMfno}or!m2YkcBbkO$#9CpjMdW~3*)Jp#Db zE*6j@Zz?DWblNRVYc?Vv-h-lCLjXyuF_wMeK2Z&X3n@`nvMEdcYZNUKMb^jZAO^Z zQW!1N7%>4Pz3vnnfa@rk3TR}F?*KHuM1u%UvO7ePl|o5uJ?Q@qae-p-^&iv~wtV*C zjh8TOqJzSn1{wV*99NTeV^1x@!;4G@neNC5`XYMe&_Vl-Jth&ooJO6-_G^sy&l2bc zw>t&<{&<+=)2e-W&ht$Trs`>*209{^lw%}IHX8Y0lcCoF!{YdsYr|+~_;NL3j z8b!|fP|8;6ozAsoYOzJsdgJo8ML+sXrver0}v#XOTXD|SzB?yUId zPgjjnu$P=A(Me5chWS$ccC$!|dE%D`7ekz_aS`u~INw`(9RqgR;N+JC^*3)^L9+{{o<@jiaa$i$^#rr?T776{gw$ z=pjkIe=|_tUUnFd-^*~9yIFRSe|HZwgJr_{f%$L<^PinN0WmNHP(>(*6X{(%wE%J4 z3&7xfDKN>lmqVb*cP2p3ddV7l?M~Pm4uj57WDj7_(KN0&YYMGc^67byr#r@Y0Aqi^ z&RRR?bbxfAqq+x>FdVin34Za`VObcy(WfCrOC>ybmG^spY*ZmV?V8*n-+*<-^kt(zARQ zSJd>(3E9t2o>`}kHD5fjc779U#@}R<;o^gM1_0l2T}&XDr|fNo zypQYWhX4i`>JZQ4QEd&tHsAzjA|&2~81lT^2%2hfvPg6vBu(UCsxB&jSA(h8%TOx? z4(mG3d%InF2{7$oSx~UqEGgj7X`+D1;iG`4If@cSv?IZ1`6S3Cbcyg{EO_ze_Cd#A zgly->Cy4Xr<7>ZYR@nT3UMy2&2*40pmHh11E4`i{tSwEkFE4jWN-JW3 z)cjsjJ<}i~S1kMusO0|1dh*4J$5e}hF2{K$4Zx067G3uzvV3kZfoy(5-#!LgCvDo7gBOvCJng79UtvFvRe4Rag@I{)T}sSfs3jD zdSvjtwybU)zE&@KOpk9S#X6$Iyq|x3^!38U9_UxSiCeQ?Q?2;3M5ViZKy++LZ3?eY zJ-$D!H8-wFm8v3^+H3{IVEY4;sLF1EO1;xGS*t{0u9RY53mpo}8j$9?0YMgbNo*K*ZY|1R5Si!Uk?wmaG%gkN0$?H0Pkt0rrA3WP1b_Dx2Uwi|W8to@;0y?qdWL3yK zGIQu2em%bv#Qp+#t>oy`%Y>RJA@Y@bJ)Mi+HnMhHX?f~dm@O6+l%=z1zAQ%F<)otc(9|gtfK3Am zWP1|*b57fSo+*igoc;s8$xOi&p>!<+ql812m?@SMfNQ`TuCTA3P`U zo@sN{ZM^ZKUA*ShO*r}OCu%Gf>xwT=Z^yk~rqeaOE9_6a2@Le~;mW!1bVT?K`od6% zAvfGB0cunPj}Y1wM66z3cN_W#R1nk(ALAr6nJ|c(DmB=w>0q&%$3?1%XcBDu zaK6|+Zw#Y2$qM{D26U@y*1R4$6;0|)c5hUmw|BCG@DA#@?Brbz=V)U{#G=rzd>_HO zElyev=`4QY7RqPRZ9F>O94$of^m}@&y6rVT;@y&;C`Q$9^+(E^0^NuwwzuQJ%5}2a z4*a@dK>O(Q#WqvnFIvIhr&7S^m;_0BynbC`2pQZp#2uiLuHdssG_d(XFGSV0NbLMJ zR==EP`4FtRgb>y3A&65k=bo!F`~Kp}Ok2spEEV27zJus4L%0W???jIO+0i$IyyJC( z=?W?U-p@t=86Hx@y(m-YoN{cO0^{fyZmA021`RW7ld+Xar5 znZ$fzvCK_2u?wXTZsAL@`-!*%CP@+Kr30UKq#h^!$KpRo1gw3A=O(8jStCRf)n94d z9yeETe47p)2W!q)ir6@JLpsz~!-C#FFwxF}!9O9|B4D17;t#ri20#lA7V?+U=S*Jp=YlzW3{k+$FME@PWrxI6K!dzaETl!RlLc z?GwL{BC=tbl*$R_E&xhLPm5|>fQ|J(-+mm1-4~jFybh4@P z?3oeOb9>7xC~4mnXz{`|10AcH{vkSG`w#5!hACVTd@jC%|4s~4fU?R6Cz=&#@9%Wo z2cRln$oOBFgiB`DR7%*a2;vWC(LEvPET%VH;rx9*e8P?sSk3ZvWP57X_;#$Mi^o|V z+hrx7j&>LB&q)tLnP!0;dyGlT9~o+w!q#CqeVWB7^?8O@BpkwDW*} z2ve`TKPIb;$0&Oab<|^KBxa7>>+`9%iy?)Cc2q(UjQ%|2EqX;}be9;>Lv*&_LALh# zyL;eJo0iO#qxA^x$4tXU&X21m%s@^YZ)dqslTVygPV?{`5L&W862jO@;`i>DeqUe1 z1EA1k~4I6ZSR2z^T-RI4=f zyiB8hh_8U>ry0kH{TJA@&{Q|I68iyvd@4;n@%T|=OV@1p&VazB5o1e$`x*r(VFjgv z_6Oj2vDtK6 zgO>A*oW0EaF+@yhnH-*m-o!T3)UVx1sZlCHd!CoOtuc?^Q?;B}?>;G$E9*4zNZ>^U zxssuaG2nyhI9~*OD9Jb&aLdu_qxF|2XRNLFWz$=A!tSh$Qhq zc0-`5nHGKZfB$l{?vAqCIiUuLl2{JQFd!U;*-JR$xnV$`yzcg1mS;LkT4ikNT&DjL zvg77#*_SN8vL422lu$U3C^8Jh?uE2jX+5C1V zLIYmn^AxxywNw<)DSW4S_3H$oGc40)Pi2e`;|gS@qZfI|V9*C|a)59w;?cnPvCe9a z_`jhh3IJuIa0{l0`bhM771?LnRSM@_RIqz}#oDU{O%Yip0ePiXAA7r{DQ zmu0&M98vxx;t~6=tUjPY0(8NmjPeeAz%kVpgYlDrfDbw`)AKngxA^PCgFiHu#P3zC z0SFR9H6PMo(I_c0bojo^$eoSgfgunbxS+ZgF(mXkQ~-7!(9q^(ud-+S9Ch?f8_1sJ zVo}32Fu5Oazfb?ne6Ddu9Q}5e2{cDk5?9(~ZnkvA-2+NQa5N-7j8A~ZVE9)eKG(B# z4{Yzie5<;jm1JyKJ$GuHbr`I2(zV1xqOcxZezwqVVWXnUjdybY>oi3Ew*CYJ;yQPu zd}WF^6zUVOAe{bg+;X!H&!ZR)ZF-xJdKVyNvS?|QM-5ZEE7PAaXw9ob#FPxtmpB%O zQ6QfjL2FrKczGLHKJ$?w-mO`ejf%o26N!ciSCfps&GyBbe#wi!i+M%u>4Jy+Z95_M z@xcIzynA(30LS+xXcedKDduUpmeI2SFfhgq{G0QRgH zI8>VnHGdIa>aTQR9#1D-x;RgV-IeKPA=nH4U|4sfLP~2vc;5!d_QS^>9%Ru^ScjlMh-!<2ROVC*gtcv)01_gT zo^Tit$7?eLvo0hZ@RCy5$;$NL1yGiK)GG)#S?h+uKN=8?>MWQ4>b*Iu$7kq zu+wA&VqBEe?1jjVtZY~uJNYdxK_5;DC&-g(PE5ps{%82}L5nbq%XcVYMQgU4ep&Pr z6zu?@l2**r!F`9g@dCxE8?)GE4gM7Q-zg;l$~$d9|3FMV!1JrjGb&l$CB(l^UA`9) zJ}ooB#jr*0h$U=FGPy*1sWmZ9jHFyzm^}1O#MA{|ms*^pINB`_)}dxqXo&^eVbr-P zo{Y1>p~Zd5GOWM+9Yr3UF~(*efoH4McM6Y;a7DM>MsjHDt4 zT|FWpQ=e>qHGO$5F8xsYK{0kCDMo>j)Yd?Xpbr3^#*;oMGOjd*7B7WorKJ~1R$6F= zut^WO%oP1%WNnuFxkiUs`I-xa`!E#OOuJVIW1-7w76^)$ErhjQ!Dy`u>=OL$y-p82qC*VC#lv;0`+D$9N842`cKFr{C7ei-Nv@`TGm7RAnBt{8g2nlrKlqnOm z-5Q4^p?}i!yDIp{5aaM5CGZk5EV`rr{xd})NMH$p50>yO8wR|TW$>+gWp~RD3QlUe zYG_9-3k}W}NeZ&&9cIMiyLWCgB+K^#N|(F#oGx-d{_9;gLVFhzWOO}bxBNc|F(>%M zoj)v7&cO{ptO!T%7D0~7XBqq&gu6Q+o8(Wd7y7_JBilo*Y9J_Lnj}Dca0$={KaP~g zL(8@vH!S)6*%5@6|7VJg1Kfku3zh@y?>XN=eJ8>mc-l4v5Qtu+n?MoMMy&EY19W8%90D`|_#5YFB2axw99QXR0 zeEH9R|LaNtN^#&zl$`=Ncqsq6?Em@?|Gz;2oqYfA&s5fzrY$v^-59_xm>4jHgEzTk z{^vuo1+iGn$xtb+>#*3s{C5O8K?0>p5};}kktW7>VGD?5RjkuCE`Lz>4f$s*fq`bq z)D;^RjIsR$-^%xY$H3=4l!3v)Xn-9lHb#W+_PfqZQS~g0c`OPLM&qvefclS+YS4ky zaovEzWHJn1cAS>|(rmv|jsY4=`>zPzf%F9s19hN|hQ^udvHcZjg4FH?TqNGV{D*w^ z*WJ6s^#B=x2%fe#x$wCNFTU}A+-e9N{BmzR5fBO&M@*43C;Ix8=zqp6@ZUe+-ycYj z+>ns}uaN%xha$hd!4hgo6931=|Cy>m;Z=zLeEL7`C<4Ge3?Ih?cV z{C^EM8WhD77V!OlJ*59trjFv-=Ka4e{+|H~kO0Ub@&Dgb6UPA_icT9-Z!vGogBYh< ztuNZQ6I!~yJDR%lM%ZSxnER-TLAq#7gB}Y7hdu!4gc9m{-5YJQVlf-bghW)gIdyp4 z+XvkO%7;c9KfiZhdA&ZnB(qwmoHf&Aj3hIQdjSw;4Toby@>^h3DFf93+tQAwv^P5T z-(#0T_XUbCgMfDo1^02CBDg|~wGz-jQ(9*+FNf!K_jLj2a%|azz5i1R5TByGffm)6 zOs@yZ>?goLh72$sk)>EGki{1NbOK1e)!eSSOUIJQUd&3HitxXcUGEpWIRuL0*pfLN z3bX*7lbRkx?k2`lAf~5ERp}R;m#p$F<^im_d2a}aR?5n@iyv2~Yn^onoiY(7Q+bj# zZ(uF(E%GjRz}d#>7H#Z}j^2E;XtDD);#h~CETEjL(0yCrus3E8K;iKVZno=hzsf`0mlwMD`_c_RG1MY1J(r4L?S7j55zw*Xiae8H|(INS_MX?7uK|`xyQ8 zK57z!PY8g&dy`We02uOl078n{Gtp?Hdk<6<4?*z&6ID4YKE7DMze2autH$+wGobSg zN0Os9PtKFi%k^-=E?R&u1a`@j|MOc<@l?p9Nc>o#~YCnUCvIbTO2a>!s z_BpP6$+zZq@v~(>y`si(|4X+=G(bAzxPPlMr#Xy815I`Vu;gh3KuJ`}4C`Al<}d)! z;x_|G6%!s3$YQy_3!|5&Dv<1?NFf*UcJ2+{KB)w{oeYx4r<1SM#7_kfQAnqqB^fLoZozdnBiPsA9!z< z9Z30BH?aiFI>f%GUnZ=6U!8hJL&u*3l0Bd?K@}1Rbn+k^`(WZNf!^chy$p5vYhcnp z65m8{Yz9ljE*6Pp^RnBn3lxg(?fDbPkO9eXJaA3x^)667BcJ%Z44{OlKZ5wl4R^hY zblO`SPgi-VN|o}ozwPH=M0!671Ab9^ebc$(NQI2B7v^uEs7AuX|3lbY0L8U!YooY3 z!L6|l39iB2HAoUPxLa@u?(PJ4*WjAq5Zv9}-JO52_de&IbKk9cwW?ATlBT=YoNLS> zpLC_N7={o#&g$mr4dz*52t1zpE`IAog$zgvI{^k+4qG-rdu3K1&3us-p7@&=B^EkB z(V3BziVaK}M7=?hJg>N2LI0Hj_)#%x`epnbEHi5;GCgFmM9CzXNz5&JqsS5W_V{V` z@RX|qX0I2l$&_0e%Wr|co4)jM!}VxBKWLnN<6IjMj7a3C)7NUU58ksf7I*k4>0a4o zHd%;y8ORTy5HOU>%5p7f_ICSoT7f|dDBp;&5{LoJS>ZAajZ~)Y10Q2(^P49TuZ#v0 zb?5S~gYNbzy2CY`c&iBuj>Z32wcKszIshHE$i$cmW*y~^QV#U?V;Nrc$40m{DW&^3 z-M^~#Dwt+yQaq%KOU+VYW-5jKkt%`d*_*zPF-sZUQ`*re$>D$PkbVTH5rLOq4@V5U ztY6uS7P-;Q*{LOv*v+S`Lf9>4N5gjjv!O_!jjv5mUyvNo&WfO41Pp`5ccRQVdWt`l z-~#FPL#y94(7>8YjLEEQK55|zs5GFE9;Uw3P@fK~V}QfGRhAo=eZ0Gfl}DUWlmjZ6 zsVF4r_J~KC9KIUSe5NhnO(L9B)_oNv<{jM%0mZNu!55Y<%UXp8~r@V zCg1Qow!`9e$#d`J&I0=Xzo`QT`Tssoat0?d^ulL ztj{q;=gQz#f_D075*FXPr=3|ee73od^-6itTef&ykZ(>p4}P{X08z%_-E8BC3R3k! zqA3}T@ywt7+l+Y4x=ngl*}4>UO<$T__V?vyZycJR+3Ab5c2#bSZ7#n|CRXshW($HY z5;}li!7vK`g^CaLk^NeWJ}@th-ijNI1>~wmw}gB#w?~qYY7XCjF2#Q%L3T=yM=kkN ztGO=KY1svF&N$sA-whB7A9f?umjX8xF-Tj02jr7mOegZgd@I|i-uw`R#Vk!il_)`H zRlc>A1-FUxl^V=3{ASV@hL%>%vsf9Cb;!5{9$y`vd&f8O@()}%Ez&jI0{#_k{o-!n zGbgPtU(1{Ji`}L^k$2qv7*x5yNY0tNg@PR}I_)*EYS4auzG>YdYNlTOjj{3s=wg3z zy*@PUGmT7IhHjX_um}+T`%v%p5=>MY{Ct7I^KleoGE3~3xFlyq=jNUAkVsfjW^?bT zdPg}^kG`jlLToU9>QZ?zzYcatT!Gf6U$8&Fj?=`q4y)$-6~y@77t9&nr3kZPtv`?S z`SMbZ^!&hn);Ub<{4vT)*YA>-?(o%0s9f>u(YWX5$>!0$-DsNa1No@KZEX3-bVp$hlbn+X28di5K{7^?OGo^3sFfJpK z=eQx0p$Ev*SdD|%zjWNIerV8p1&lFmy_$Bvc8E8&$>eS+Y^68kyZ7vz1jM*>eYBr_jzn{RD3aZtfCO`W>M@~CMhXsKL-qly+$*jR? zpzo92tS5yxur}=QhYL1?a5-IIt_0yygEr?(izD%{Lyhz*Wna1)I98+Gz)!TQyT|SEYl<;nywG& z-W<|=+YLvOfvqRFged-NRHHgi8_$w;YW!C8YjX8*8iNMKr7&5dolvMYlA-`jsdG9C z1P$nbKB>mP|K#I3JBW;|IW;>k;w$f09qR#%73@Eb?05P{FeWng;;*EkrKf?6O3@-f zt8QnATo`P{d%GNEPu!g7v4P+6d~4r4>qtKivW_%(2vV$9GpaU|lN@Eb4=w>+tO5Ls zj5Cklr(A=PPd46??+XoB!4~_#SxKLD0w7IbF6x=R@za2;up_FfQ9;lzxdXaav*Do9 z!y7w&0VA;>!={G-aRc(KWLgSx&k|6(YeF0b(vTZJS5PHzb_v`RKz=MW*~A2|PnUc0 z-tXq<7bhkDM4Q%YnAXih#0W4M&<^#z?fK=VnBm7vDdPPh$n<4N=7|BWdtwOH54^3` z>ha{q&%Lr7l@kcO6)M^+b&I; zV+!M{1ylV_<_QvwR(Xz{*)%q{Lxc>WKFRcsV{Sd6P%VQ)j(gA3gkXU~K_DHQyOZ+M zZnvMIkR|o$1@y;5eZMPFPIo^8^F8=YhKjwFR!`v-e0bb+Gpjg8ElL4yP9d~{dAaUi zZhhj)Z9nlG(vR4MiOg)b*w`zayBxYZa6(sswBrvGN385XmRmm0#5705t-E9%vyWJ* zC)w)aiho^Q1%jV7u}O*!e}hB?#&1BROb;|IH@=kdn%s&%8FGIKqviE5p=}F9#~pC) z>+XTAVSZe}Cu00d=El1!Oi&jfYl+P@QA+EhHl(_p_X!b%haF~iuy*Ww=OTu-ZcloV zzDBaAaK%gS6&vk}{5G(S>ZB|;KKB0ICV6@zD9vK<6$e>@R>o}tQs<7~cR|QTI55bC zrp0z>UK_9YT)l%-QRz6EZ;2($GcnGbU|`N;PBfy-t6hc`@rraZGS5SO`1=_hu5IdbxJNldYh@w%vMper4HjMAqdjizz;UlS4`(tc6P zDh;wV$~V-H58VJ`VDA(MzxEw!xJoNs&7&ZlUfR0$gnlF+N0!X(UX82cirx^i=hk$A zDOa{0*v_{uqc&Jy)f?i(>&HoKph+v}2BOFKXf3Fg)ZqSdPl&tslUsr8Tqn+|=W8hd zNr4e8SQ#CdbV&Sw%=K6(l16Omp@V(+<{=d9i3_B;Ju<&vnA$12@OT9)7T{P064vL% zhVAPodSZqm%BK3ZgZyb7iz*AxY&!0usM>8q^ky(`Nu5`{5#9CRms*GMp`r3}n{jo| zF|I1?kS@TU@-1`RxE`RfN4G>X-`yraj}LoX2w%7YLaIK+Y}PpEosL5c39@bYDDHOX zohg-6eJBbxEhW~Im`?sy)m&0tqd_rZlo=kOrMF;@dk7x&RV23WT$H7%P6WSA%JFko zglE%pRTAyjQNTqc+V4A@I^k`2bpn6$h@hGBU%Ac}qIXAB;PyRCYxH&LRpl$55vuGR zFLW42HNT<)<;eY~MXp}Vhb2A$pn0)XAngp`AAOsq;d=3U3o<T5I32qi0kl%n#WTc z0EmOQrD)vd1-Yh2;0~bRD&|a7*MdMnQKt=)8DE(KERL}gr_>)nv9f~i)wtP2ISD58^na=y+t=ta zXs|QuDY@!DPbzG}g_px)kT=5UTal_J-uC}_rg_JQQt zG#WSSO5A$zuzl?Qa6U9b*-K3usekJaUiwuv_C_+`XU5kka~M{&iyI$2oC(=B3gS?j zsH!L+dRWx)Occh3gS|Xo?vSN4WlWCO)ODCGke8X(ju^998wFyozC<+9lSD zu(r!)MFpgJe!mkF07jiy2&+7Xt!30>0_h)a>Cd$-o@@kJkv52!^+c!3F&`bBTMRLn zC>TrC;>w*C;jdFWP5`vYa^g=Uj)=qhskg4*BE2-dTlWFYq3seUV1vM4b)@v%Aq8Sp z1miFFvYn%dQqe(XQ{lLnfU^=q6*@B0RLZS%iu5o3xNa*`GoI~Ohf%IGq;EYNO#u}# zAqwX9?`gOQAdxkW!gKJcjRGK(u)#iBqs;!nlu;Q`{>XUXuz?wsp>2L|ZHpALQ+8Q* zRJp{vb$&0uK9QB59NQ+AYe7ypv9i3*aaB%>c5l`)M3ASQ$TngF6H^#JEPfLa z=4sF-uZTNcc-&60_AzUlJ+EM>zLEjk$<%+oUO9MVC*x-9<;!dj@u}1soc+adw!)fI z6HrF{kAhfKpy2!SijQMIK2gee7HniE%Q+@r7AAkpMkY##EG%xqK9A;9m%4 z*gRBueD>+0dTT<2`P)qhh6#HL1Dl#tRF0ee9p}CBh5z9!(g*_T|_)3T@wFDg(50VfO=$~su@jD)>5&*59 zQ?3+j(TR!f7#afFrjJ-t%hHAA+ZowrFNmgMcS6CLe%q4*A-l+VtEA3AbpSi&@1VQc zpWB3s7`_XywHR7k)}rB*$lCqJk}*QJ>1-)A4RU`uBrq`&MJcYG34k$vQ# z8KX4A-A%XKH-dalWVKA*>c@uy;K&H+%J|&n-&N!AQDWkl-tbm~q`5=P4jYXlti0e1 z54)xzZcCHhex#0Jw(giL;FT^_@C#iU)vBCTkEc^o{4}eE-^$)5FmQeA{9Ljn7M0zC z2D_s1xED}gW4SQ>v{k5ZW1qQnoGme|A2Ekon~$3!5sRYm8*h4+}Kcv0k4tL?K>V zDmsLKmE5_GuK#%mPSL@AjHKM}QI>zz+cJ9_)p0)pq>?Slj_7MZXEAk>^Pr3!0@88{ zf<-onLg9b68%x*ZiyQX`5!a^yt@u;I`;uzCLrr^{=k1nVFued52lS>J^@Qkk4P&tGdQ0H2} zPJ0Tc;K|!9Z!SbkZjQJu<2XDbH<(Lfv?e0h~g{I68 z87NiD?&m0`#dFqb?;;)1v!eLED}6>V)Y};Q8R(E?w$do4?WxS9LVupqR3ZgxKO!Jd zo0YkoL6PjSBcd|6wFcaJp?t>iJP%bB?z0Kip8xdP@jAH!Ks<9XPg0@x=IPzpe zF;c$s8ANFh!*&e~sPi69J8kRaPaypTSS{1lkO z`9(7Vbm>!pCcBrcgd>J3aV_~-|86LpT-X}4hwG!1OoF(d8$o_RH^jJlA?YZB9v2d{ z5cBlP5kO>x^oB&4G?w*3m5iv!Ck^`SDe)mIn&KJgs0312DK3T#dt5+0!5hoz?Z z*c)rX20QNXDbd`|+yxl-g6$#8_#D#d%?NQZLX&>b_72y0t{CJn$1s^Zd8HXS2!Nc| z6kmk1702@8&9F-by#2Dp^0HK-8o?-3m*i9OE`>A#Sl)VK5Ta>tk+$x)M7D})>(ux} z=J{#s2~zPp38CD9;P90XHCg1h>8mb>o{^P`9~XUwNUq>D7MCiX5MWL%u4g>W^HHMI z`q4b7ry|n`OvBT31amrG36OJ!HwQ(~7X&)t ziuR*cg(j3|iN8B3YLp*!&Y5DhBx8W4X)v4{aPd6c3@D`G-fKd)21`4>l58&&78zeFfA;YOw zN(IDfORJGsW=eTrsx{L6rmoNo z?#ttj0Cs?{T#1jWXq&pII~Tm=-F&U&C8FI6>;By|2y`+jpgoEvA9ekz^x5)--+S8} zNc^ZVZuem3pSL-B`t>^b(%Q-pG}i<}TxE;yhqw6=HFy9>ofe|p##bLhQE)4=Dx;3w zWS3^sDl1)v8{$fi$Jbk87`v+44>iI7$bC0cT2+Rv7a`40t9e$nbB1f~H*}S@FJ{wc z)+7zEp|A+ur3CNKRcZJW_g7VFJ6~`1@_Q5ea;J`wYGJ2dxWA_f@1S78=&W;G@_|Kn z+SRr|&o?0rPQsIXmyyF4%2fUo;|!Lk@>IyU1@GyX{m$Cbs;pCV_1w{*<68_u146^k zlV>)Y8Fyc58g(&)v>Xm~TF(1v+cUTeN9sAJ3kSSMxJtB%B|P8O(k$GZFup7!nfu|0 zWvqSAVd9zh|1CZ$KGoY50nzrfh8!dnE8B1QT_D@?MGP)O*%S&S5Wi{&qaLd|>4V`P z?D77b@{`8iIk2?$mMj?vaa2&Jlqg5Y+OgDgH}ES!p9>5+cGr;3y_A6ZfcHF)I6~W??p*{P zW@oAL;zh*fnv|x0$0N3w zx7;3RWt>V7xN)4nQCAr)?Z~GQg)V5IeD*~qrlfWkSXZq!UO#!$@_0%jIlm%q!1MZuSzot%+pQPy{!dcnK#Cg18` zoRFZB;xE1=4bm5*XkIS@@I{y5Gzkrvs5FaRxbZ?D+&JQ; zwDSC4y$(psQFvXS-E5Sv{rb|x)VUJwr#V0NMLrYl3rm8KPNxJDuoO2Mkk?wPQbMU4`|0{b~*TYxG$C%Jp;(>3z` zswi15^HfjJUiM5L?HyL!$x^e^$ItAzzV?IAirZC~O9YNrnDq40_Lb42{P&~q--H#} z4P|J2Z31Cu`u=F(u^@^)?mE*HJio<0e?l)R7vogGLlgQWN^t$h3!wqLkHJT-Aa|cQ2Ol$t0DZjEreMu}P;pPrrW#8k8$RZU~AO1Ag{e z2F>=5cr5{nH^x=Z9UH?2<;Ct%Ot>!}-hZMR(rE)ajop3_$8u9_(hUMtnljJIXK z01k*=aV2J4w;f)qSkd_?T)JAZ7=AM_O4Q$Po)+_%!rMx0q3U4^iaCHYM{*#-6zTeY z>D!w~2m`{0O8304BE1Z6BK+1Tmfd}W*Q(o+$@iGPyPXg^{{5BZc3p;&y}Xf>O=Q6A zAg0sD{3u_jrZI|M@sZZAH|Tfb2Z{>4uhP#AS5Yy@LK=x5(!-^9yC&sCQAS7~JuEE8 zc##P$2?W<~aAqJp3Go@)rUl02DiY1I;kHVD#XvGs)96WW-*zum%k`0eA-#&LknA1V z_7z+0u0~zSQ^{73M$}gs@Xh3$#*;pWy;D7SPe7my^;WXlB#9#dcM+C|18D zVwIJnv*VynLzwU{Ft0haX)Eh2Haug9YJUj(rZUc{DgY8lc@U+?$C?-Z-eAn8Dvx6B zN?kCPi(Sg~=wVZCU?|%+o@kZ>=W>gBE*Ad=t6~C`=w`vUcPi1CrTrxOD$rz8^j<9j}Eb< zvRH7YJlL-Ds={S8sFK}uylaV7I;z=DU}ZTT$rU}5-vfITyd8evy`sl^fDun}LM$Bw zuL>8t_D}9CN)h#bp2cwti;C#{<4}qZykD|CRgFH`Bc22AsT+k<4g=hkLw#>C6|uXI zk`oK|Im?rd9||cQ=w)&eWccZ&J(%0sE5$@~NoTMZni-+JbHMXXIGr!|lX)k-e3X%A zA~Nn5=cr;w16f~nm{24-*-~O$8ng4&`!?kGJbj@O@H+;+*q77GiO`6DX#sqkPPQPl@jFvaCkIuoMb;RvKPn|qK^+tvi^dAmicA! zHa5FSyaC;P9EEX$Lz}Kij^$kep$y_?j<|cxJ~KNW(tNj!U+{6*&UfaHb;Vj{eG~Le zKHM1b`S}6(oY1xX8b(JM`O0rK5;4pX>LR4C)mt| zYP0A>d0;&n;SDX+Ej=V;&XAnfX&sAUOK3>(TwN!w_ieuc75YbeGHC7vGEI35M9guhL9rbvv< z+t~eSIQrUHojwXcpNBGP`1&kPHIEV-sCshWngAjeDin_%P<1*2=&4q6z6Z#9_5c>d zgrmrdx62xRI_CCCoG%Qul~z3B>Tr%VKe^y;{gXcV2W+J6b! zuYbTXXD)RK|8;p_$nwDgO7|$dE)#>Y9C{37aXb$LT?9t3eQ(1v!Xsc*s`E8x#P$$ayI7wU z8#bzET_9OFz3t4XtY}9jCd~we2|80@hxaC(v`4@e(W@Xg9|U<+n$!hyMG$&_nESTa zF~xXrvK!bZa>yy1gNpoh!T(R_+g>5<%y>Oy<{DHVTv63qSUh!zXZIwt4>(6ar*$&ty7b-<3P#!A z7#BZ(6j*31UMcdcECl2R9s+D;`Aqb~UFXCyfY#b1KpB8wtQ#GK;xf7cML5Hytj-~z z(pr2~BY2F^gO-uIkJ+A+spI?d5f3nt38-@X*42aAC5e@*t9eVBtfSob6S@jUol@Kf zbOLm#>ei2U&6OXhgm05{80SXo&;@))07Cr-h3{N&?a)d{PixJ{6yqx<+y|xAnk%EE zRcFaRV(#DA&GR@LS;#4=o@1n#1{fCC5*#aI;DU-QCf*?#n}n!;ceKpzH%tzwg-SmV zqn=&tNS&&gWetU8UEU|-vwqsfF;l&|C(VJTXPr&jGA5ly8chq;2ox^GOAZgGP%6DSj zbu*<=Es4oL!(}TB!@4Yx6F)0}=KXaxf*n^Pwf!EVVWs}abVeRNJ+7dJFo1{j;@{XSQ2k80%2HaobSly2JJ1|@AK#fmq zsT+iX$jQPmA=r>6b8F4I>R??vH|^Nv9?0>9<1e1RaCb%Lrw=AqnW+9A;X!_IS-~%Q zc;H#L1E?zn9E^7WNw}fQ zea$On)E86Ce-R{z?@e>gq?upi7D0h7GcX(So%r^NBM+wZVJ&?i}C$ylpto6cZE56FJm^?<%!#G28eZyQ?q%VOxWj6qeEhby?bXwC%b z))KFqi!DHqU*rJecC{sPo_wSxRUjXD(yPZ{P9M%jvIsUG7AtuVO(cc}&L@^KJ~PZQ zFEoP91NTIAWXK`p-dXhAs%xHBn=#6BCf}8XBi=M-Sm#onD{pxxRwuATJuuk?Y;)Hj zo&35Op1nQW(89YtzNg};agwc=TQ~PcCt&HSO6^MxM+T-LEkszGDMnm1?(X5D6XJEQ z;!0U)9Q|%*?zH;tFpz2{Px{pzY;T4lQ@4aRu%KEa#IlaI327-`a9~}64g&C8SA*r2 zeL~9cvbLnjp~SoeZ|i$rj^2k{hgPAk)GV^0hgLm}FXFNtojrKFNR;86Em(g3wjEl} zHWH}+7xgKQ4XRt3RL{1KhVgK?68()+v^(41z7s&t5X1#F3&YHUzTG*x|A(yRE^N1h z`4HTJz6*;r`WTp9pyG16vtJ(yfgxUTm*bb?+DgoUA?H>mX|jF4?VH~o)RY*ASTkA1 zcWd7T2Md#1n74r-CxVTUHY!@L_-HkvOURaahDtgjdq z2!Z0q`Y7Qe33rwnzIsmyfmox6S;MfDughUseK;NNwX|~G>^&4c{{A%7WTVRoGWT(s zqRz(4CGhFH9wkY;dnR*)fJM+hOeGLIR8emy(tX9dn%#k*-QmhYT<_fh@vH?A=vUw8 zU9^~8hN?nbvFMsU@xL)Z0PO4o%xS605!VQbz0pfLPfT<>icyR z{t{LX#iQ_5yJFre7vi|i;N*~yM$tu@h7pF zDt(k+l7`vY|4P9ruo)$?sL6g`xf|*pRh}G?4eo9?p7MEv`WeG*dKI?4(F_}QhZE96 zg2W+?Xa~UkfQqx|_sytjau`%Z`-)dtfx72Mp?0Mon@2A(qysyJ^mT~YaL9co_SE`d zLzUTdsQ4#bP5n}Vc!-e(24pO60|b*UGsPPY#JPPeVHLZf-ziiEajWo4-!R$daF%$H z#JyJ(!m$_$zcESDj=UwDlw@lNP04O*#-LUb8;TdxGDb*uGV7o-o2K8_R+-FGa0&3S z`)e1y;em<|$%dc8$KW-Y`VylFxUFSx`(!^)Ax*N8y7oJUB&!D>Q-s1f(|qJ975xX# zoB4|}GxoQ_TMuR5LC z56Riyq&^0%?qLg_jaL^c7YZt&V^h$WK|@kOX7nL&INx?|Pew)1aY_l;5`#6IR0EO= zgT+PbBG+Rxos(21Hb4sO=)QJQ(S&&_Z0`$9RHi^n@+u{A70ZfpB4Y@n*@W~A$a|pH zCdVT)F&8=rs0OQjPp*>W2KZOXfLJgD0?m~T$s84jk#wj|4gwMNvr%w3y&3DD^Zp4% zXrU0ZU?dJ7!R+A-ft7dFfb>BZX3+k~v?WV?0hb-aU%5|=aHeFh2+Fc!L?y?6~2zd>Ay#LQIKn}+|T+%Ok4@10$D)1lZ$eK zvw8i{?}FU0QLS)_9Psnb3Zi*o34;jZL?_9r*rNqCi}%c;Jcih3V9XIq(PdA^OWT7} zdo}O9rHj1n77 z2&IWPI*07kNTLah$``GnhO)mTqiHq}R-3~CJ(>Nl?eDDOu5GM>&%8zb0?7Y`8vn?P z@FsY!N`P&FE1=0)2!@f-SqNmKigBqL_&R78gsH=YfkPwSt+|9pC8XM?WU`$HFmrN} zH$&W6MJCzL(0Kricsx%APqFo51eMGWc-FBznFRH^ROj{J_D0X_=K`Nd(25S0dk5lM zgc?F1e45;O@A{gwm1J6nBb@XKnQsEv!D?k=X%xHKw;68ZNti@7K~PMd(~_f5v6d#B zK3#0yj%%;paBL_-6zl#IqR=Ld=eJ?klabk%$4eS)5I-n+{)7|ZB~DKN)Yd+3eeo!H zPsq;w?|I7KGh%=}VvX>I%SCk=V%_cEu>%aF14dra07x;Pi3fk=7yuqth=e{g`uTO7 z8GvykntWzf;1Ev(F=SH0`;iZ7aKS%hC!pv3!Jso8b@+8Oj{-MKK~^5I=I!QUiAd52 z9hi1wJ#~*;6xJgEOE;B-9QeeY4h%@M+f|8~gSbbT*j#`tU6XGW9##03iLE`A*(rC; z`C{lpsCb6sbF~f&>MMo+fN0041px{xm*&6N`F|m70n*A0?SRYQq!qzN5eO<`H_rA{ zym_0^bzkeZl=T)Jz)h?IjUu>VJV2cvXNNM_O1a-(B36x}J>qtHf~Y<%11L(8Nf9o} zF`uqQY)aTO%;Z1>Kcgc`e8^tWNq3;KTvB}i1bzlH)^3~uJB4w8edGtuk~7I3OG_IO zy=A=YlQB^cCK`Jr%nk>TF&gYUlr})Z;jPd`Ti!sSTMi8IzWLGm{1Mb2+lHWc!{3$Z zjxc~^!jx_|%ry>R%kKcAacrn|n6$Hhj2!;G9M~{*V+oNBv6+jA?JJnLcYsQh%~(@^ zA1@c`YrgRp@*m^}Az7(bZNzn<$@}2`Iw+8Fh=6ztm;k;p!4khS@LLhNgkA{)i7nJy zXT*hx3NY0!1JX2Jix+YgYcyn@r=|$>(yt;n#N@NUpaX_tj1f8;&Nw40`gVf4Y4ahM|532jfQOn@m8cLZb?Ov8X9`33 z4{=){h~$a_#2{(sM5%v1`D;nV@;Z)=G8!;EwzX}04K%Nh*uTF2fBZ#f00dzB2UZ8a z{vZGNua^lXi2(1A)NDY^gbAbp|N8O&B1p`#0F;PD7S3wC|NE`}dfCTq43LZJHUj~? z?Em#~{`u8)C;%;@9%cCOe{IbF_~5`U<$9%7HOllr{?Cp2|9m!YdS8GwLhsA^{l6Gq z|La>AqP;TMj$>^8e{R)B(*gU=f8VJ%2AE}!2g^G^)`^u+1+Wgx1F&;a1H%A+;uUS0 zd*>kzXw+@_VauP!o~NM`amWIKbIHJ{HVa@BjsujMLb`-HopvY!E?WbDl%E4=R*$!O zdJ4Q-xdXiFK!E1hU;=4;1pt?k2GDESRhsiL)G`Ku*`n0NQy5@8-D_Hqw*7XChYZld z8BF8(pzW$63}~$w0ty%r{kEn+DH03Bgtw+G8H!oLuv|b9_?YXq10?T1fJx%EOr-Sg zbXm$F0EJdmW3b%nk3R=WO7IZ6ajMI9l2WB!_cz;9m%&747Qmj|bg`lG@@V0U7yJKO z5qw~wP!azz4bUkOhJcw}?+#^6zDQ;_SNbsk5R>MrjSJ}XlK>h~^+fI;z(Jr7ICNsR z9|%CnN_|ZZ2P~u-W$Lv`>|5tvYWa3YK#1?Z1_Eq`jRrt3k(w^w3`RI$-G>A-*Q6~@=S^7Ei? z?mvDEqJ_zqO~Q)P1|&_seN}l2$iws(lp&!m0u)5~%-RE)Jn8sc;1@C=QtgEiu=-dC zFiO&GBC^Q_qLIAMcog`)1Nm00(&6k?#g3Yi3qkq~Bq9`&4_8hhO~_plzCZ?zk(ij9 zo~u!}F)jv5;btn8W}iSA*^b7}Cjcz=JNhjr;w!7$%VK?Y2Z zH7B$ex}|Z0EtlFI51zubSRiU`j?&6SEZm@HHrFHj(B z1ccK%NwNAE0jzw|*-URVWuDnov2NrQ(Qo))|Gwn;(49|DCm&>=a9q%x|GGriya9+h ze~6Mdg%tAu1WEuJ3890#6wa^hWOFJ828JR%BTpquXfMfuI!x}=&z8PhKYmy?1H6v$ zQcJ`BIH`%ctD}V(FZMCFLMiurK#lIr#Ua(Yzs z@_%_)dC7IT*k&;vCf=L*nE?<>mfra20uHIV&?cDD&%Kn9Fz5^#b)~OjdglNoAAgmJ z%geJOM)dROMk+v(8FPgJg&6=3V=U0b6IMkdU=bbWe>lXxWJ0{N8q4+v6dM#maOnw) zimB>f@n&F)RJ+{3R{=exGIjP>(Y~&I?27?_1@_*=Bpn!&U`F2X{LkwDf(O>0ihkT~ zU&}7Pm7?otXCxz|)UgBV)#MPfd!@zwdsW1h|9@_nU-07#&_AT`2uXRJPj&3fIvjM* z8tV-Du*eVZ0J$x@4+VR!K(NRzM(;7Ef{yZyPr=n)8LNA%q!BZpKI_o%C%_yYVjm#f zyfx)&UrV3(`Td`5_qzEEMqQ~=#-jYG{S8_kFH6; z0l+}f92R(Sd#75lYEwobimwx$%d-}CbWKbJLK-SXoA`FN-n~6)qSk3bD9%ztpzXRx zJyB3?h`?93L!E?9P^Og=4oF0Pm^rdSw?wxPpLYecMC(<*k!*uwhl8or^kN7+ZI-gG z;AzL>O&*0)&RWeiTVXwty5wakW29{7V-kULKn5XWn+MbK$9dQO#l!20u(ZNASbtlQ z-^VGlmo{qBqhgF{Vz{Q9iB{LgG6%FFY=N-S3*f-h=J(|}(>W-9dT&bU1+*~4nwe~= z=U6^H+$7+Ab#AvhA1K{~d^#gBo`)1Ncqf1LF=F9(MRW)9XtsMVvhNl{V16c$%mcrG zoAa$owm>H5)Fbm2AfNVT1_-{Z%-khJ1qA#GoIOhw-_|-fr&bM6(7ty+)&+4ukK z{zCZe;WVOxwT^9ehy6*>f%&voB_p{NUk_PZ*-ot?o79nHG|~0*?IH6zbI$4|iyxOZ zDv`_$a`3`7lR_(d00cd3f^N~~i>8fOMQiR_r%iDR{+A|u)9P2SZFy+zr z5q36csPqvBfXrvA{B%!IK-L@?uasXrKzJCbQA~3B6aUeRHiADDm?`umHsM%=<-9ln z8kNZ#yV&UfAl)X}i(0-Gb%<*&AN!9DQtw>n#x3vcunq9?pN-u3n=8z8vR7_5E-XPfu8y5f7Yf-KHk>cZc@pyybe`AvSRYoZoa(0~G(* zp!JY*&xV;V)Rl4JWu%z(lYWWx+yHLxH#67Or<;|?1K=EP^!%3bddfCN)|*Yem&a!7 z-s=jSE5LrEHVg>}6^Rj#pp}Q>-RPz3{sJW8E;)NnEj$5mjk1H~ZGdsgRXkKxQ8DAC zPFgS0I?iGSWfE5LdR&oJd7t|qo6Kuj_^)uo2nC5k7quX zlYjo1R#d_Idyt!T0LuJZhaVzv2q&y&Ap{2w*T6gV`~=M&{n#7Jkubr0S^nPk9~Vg3 zSYxV%A7xteY zR@{^uz_a1gI#BzYKe@=r=L{mjeL-j#{v7X^zydFi)!&w=Bz%hS7)q*q99X_zTjbmn zLd(WhCP(S2lFb5$a4-{VBd(i210`XE36?r#JK`WZ*5oQHY@mV;Q^#>=592Mmc&0g3 z5P2yvC0*KcDb#?{Z&!yk)@NXahWJ@N1DVx=Te{{1W9uWu(L((P!_m;(pMyJ*9AHEX z&ST)PV#=W3Io*C;*8T5Z-*Ijr%ojg2l6_m*??$(l|UFbL*r)5szC({gY2~l*va&R_zxSyw}fr6 zhy7kgfK5I7!=fiuyl#{Opdg!Q2Pq7-j2Qvvbqj^~7x zJJV4;z`t-<7sr6jqab}?9~qkeEP3CAQI=?O{^N=lNEYmG2NMaL=*J^vL>vcY*{U%B z7B*Ypx6WT{0YtKO?fvnz%~O6_F976R?uW4Bc%x%ds4n{HKe<^|BRu{sD`mg=VuQ`x zBGL2tZ+MnzXi=HAwl4qH8#gs0uwF30co4h zf@2VTk!fwHMrsl09|*klAl;or{$4KroA!<~S|)@(?m-zt4_P=<2%#Ca)cIevAZqJg zaCqYagwj}Z-F#5K;G@8746aE|r14eWDDotR4m4VadJUcAqa6ToOT@F_!>1RmZh|5iL6pJA1iWQaQhHGl!H@k?VHcZo0%l?l3XoCC+pY+H+ne!r!kc zzJWD5Mu)7@dvjjOL<_Iza5v~!%!<(@L0yy~EDnwlj&w}kokMr*K7@20Vwp>_7-ZS$ z!j@tXW;+brhK1^$>^)Qao8(iZ(-4?~;ybf+jL#yb-l* z(nfysF-`bPdRd#PG`2yH+0`{H`!n7hV&08lDtr!$M80q}ib}}gb{JevXmQS_{WmF= z#h&J~JF=oSC&qf=Fy`fFrJtU(J8gHWz3BVT!yL;~&R@CK8sXXsS@68h ziNb%V9aU+Z@uhzo8KsiJ&$HRz3obV{o^7=PqG zc+J5ksqb$L{ z>q`Z}4ihptBR*j$i}<^GetLoP0L0EXkt0}(@z1Qed}%5@wrj*@OCYK=C%a5yl;2Ni zES92hhFtc<7}4!E&8*0<8W?Cnq8^KZyFB3AwiTT~s{WBwXzQsShr2EwYpHcDfl%aS zgm}?Oq3k|g4`u8J;JQPzcp$XxC0}%Y6EuY~26_t)9;X%vYVIFcCBTU$B8Y6Nq9g=P-C?=+c4M|pUesH@s z+(IpS??8nq8Ss<}Wsdu?fNg_NhHnYaac17+G&O$q@zalDy94?YvI3n|i~NW9Eua4;l#=MU)uRd`8$?Q1sJW4?40b2%jQWQ?aN)Qy&oS!w`}i9>6JoLsZ}F>N_?y_Jmen`MuA1APw6r{nLE#F!xKKjk1fjT5oCK;ovCB;`>5kD-i+CjaE57>|Lj$JW!tA$KJnk8ptr_ zo+4R}#-87~$_4U9*f)syrVuX4-pgSLjRIx?F4bgZz)Xzthq{*fu{K1)BF|XL*0b3N zY!Gg^jX?c;b`S9a|TRIa*(Jl9ISJbfd0Ji7mRb+V}v#d z2;~awP}A9_M;1fU(^cL6#~-_jS*uxwq*(IMZGX_=Pe<5q0^1$&5d3gaT+z-Ij4?z> z?K&f}v@W2l;C?3(y;spT+7#MEgoGrnnXWbeQr%C-NaAFrZok@)Rj~>GXQ+*^x8=hL z&M#dmbW{`14*8l>#p^Z;3Oy+jBW3R#iow0A_9fcyXT#{xF6il1 zzqN-v^&^tfeBzA!<>3HPp=W&6@1LhR_Umn&%y2-J*m-{tEg=kg*6?}vxm4~^yHAou zcL2l0OT`mavLuHt9Eo2NGsZX69~4lBepG5;LUM&m8=ZHvkQ7a__?Z;ks?(gLIlSY{ zegc#e!kmP@=yiem)bkrhtMMC)u3Wh8LU4=*jy)C#><~%p3k(Sk?Uk21GfD0@uRS-5{O%8 zuV<;RR8Oa;ENf=W2F7Om5dAVnQ>c-)fpU&zLAdrOgpMWIj0b!J+TS_A05rrGlZ{tl z86kSj8R*X|)5{M>{8ck{C*Ec9q8YFRjVtQa_hn3QWnv{V$g}Xuq+b2cF~oYG@OxYfr^)~1=Z9Y}mgie%@VmPrc0|k zG6eJt4bAMsW{v2u8zE%X`Q$)^Tub01nTTW2*B)KV{Iy-Y4>!HJ28uCO{38bxA0J=rdArqT}|+eKGM^gHQ2=cNLEVnZ0)bxthILDZ80g%Jzx zYUB-sGCm6XfS#A(c)1o&C!6R%v_qRP*g&`7bbqP29`S>Sc61QR2jNbY!WVpl_F_;w z30x;eTWlTF@>pP%4n-I)oIi>xQ=+|>zb5(tewK>KgW_9DLr@@d8?|U8B;A^WCbq7# zXh2&o=*v^1S!ZfueWXm+MHQDrt`l?Y95tlyQ|N1C}sYHaXD9g#-3U z0Jxjp78{T~U@{tvh#L^B;E=6U3cwxxkq#$iLExa!rWh7jM6 z4Y03(9kVtM+tX$j8%&ihGo~rQmfSEFS9v5g%!3J=jfNhu%twQDd4hb_Wuj6g;A>7++VNSI3kF?ug4`o9IJIa8DxhW;cpFl0z!4 zJ1RZbuO<=pIE-!+slpxqe>|OKRFv`hwFgEz1*E&XyQNzMq`Pa7?rx;J1*DZuX#}LZ zyHmOw-iLF}|6Q}ze4YirC+>Y;dvCV--q=t)0{$Uf=pR|JN-X&34c!C6sd7g@9*%19 z^0aQ>MlfIqTM=SC8G9%7d9{^qC#%^Cj9eIEFu@`C14KSsrj9@t$HS^K^!OcRFb(H$ zb#e`iiB04ENf*}AdQ{NpeC);%%UdesoL9p;2Q}CS_ z(qhdgT6x|?h9L}3L9#Ew5)*w!q>^b^J{(sGAjGK6cLk6V zNWI*1Ehl~?Bvq7Ozr$ous5^@aa4?r;clEPQUDoihBmL9K(T|_V$9fIqi_o{w{i7Pg z(`Tjj5MCHxE@23-A;krk33pBd*FQUy(N5UITFuT1`$mS*P{>kh7DS-|%A0-RFGom; z?0iIPBV=87Umsx7Cz;Z&y_FQ^o91O5M-PXn-8+NA5ZYyG>y>xO^4Ofy(yn)qh^+xx zhJ)jmYs(P%cAp{2IGQO@(5|gtxWB(?W=-!=xy_U2?pV&(I^0~*4_{~Q zr1V=?*K`-qCv*DN|5MoC39bitj>X&am&dMpaNXd} zcld2P1f|t~N1vs)qv;OK7Uf{bZ%9%a5K~rHt22@&&h+Pewc5pnCkv?jAPX#1Tv>O6 z9Q1=8(a;FIwoOc4s6#rcJpF{vgbfFthuVL4&cD~2&IROOTp9?NKKxtR<>1#?ntZOC zyg039D0KfL$iCV2ZUJ2fXGjPxcFipwCAR`=ivMNRO*5r($>twp+1$hrxpglrs}{O6*;mQI zBjnuFq|ekDjvN1=oNFJ{j%YCL%{j%I;9KMdL0j%r=KV{W`5hLR74s0rsVNrZA``XD zLFg3Ij=EltbgVv*GaDzGhX;~7$Qau9!u6l0|5|Xe6t7Dqdox3=f*sE=Z#Bhn+I&jD zc~m?ZZte8~)zT50>j1aS+bdoElyu1nV6nD@7vTO3$7pq{Z*%CBdXph`SZ5ZFYpMcU zYj!l5;&8hF*%+MnaUBRoVRY3z5j6PGgnF`I_`wo}qk2ob#I9my4yDa)$&rwtBHJ}n zuX)dYE?of(G7XFy;1m_hlo?4eF@E15l!KONEaY{=iR{ZsegDMtaVX_>Xxjt0LIy51 z)C$G_h>P(W-Zka*+evbl^Dfpc1W@7Z`5;DWeZ9*Kt3i=_7n33++$RG9MX zOS=+w89Yb|SnVaq{ge(9;<8H~R%S)EsUYiCbU|2m+7Uo9&4V`JyLxug;AREQgmqNl z=xe5{+?(Bub5omK1m!Ts=T|!b-D(aVMSglsVwgV^wBtI(ydEwd9IYZRE)u(45A{2u z4$7XZ9aCFhhxk=#UVkPJ(`15%s4G+XhFsH+S!tcD#A59z%wa0O{to;$m!&0pLC2c` zTnwMK%Rq!TUREigo8eLIc@e-*gG|T%Dy)Gvn+0i{-aDpy^O@z>K{Vy;EDa>>JZu6K z^jgKo{3K3J2u&gf%UoJ^65<244aA!@aQr83ef4R=VtWTTd=Aqb`(pkMbjD&2-D&9* zn6)K1?(wlXW>Pn#H#rw)ohzT`!fpsmarc|#up}ayA;~>|3o#q~aeR>)=uCtaHJr&% zEXd=VT(;)jIql&)RWtc|%~xY{Yjo+Wd8(~K`5K}3Gh)cq(t>MzIS7$5p|yAM`hiI6 z%Ked);c9(DlW%V)y+*x5!$(JB+Gc@eO<~FO+oce_v#fs}-25-h!(RUV+tE;vdyoe#g|4{Za04%aOUwL9q=Xpk)VJ^kZO15znm?>w%5mO#W`zKI|zS>%fkn%0Y! z^y7ZP_ZUqwO9)$`rC*&`B%Fv?Z#yaC`V67Nn?VSA<%XE=Ek` z@kW&c4*{-=0~8uOsW+QW-!Z*OI>}@n0;AwPo6vufD!*p~X-0TQ%qUStphUTzByUHO zdL|%nqY*BCl^jf^xp7w2PZeQb1>b~P5J8Xk;qWIkkqr&|=EuwE3KPBi71Uj=oPOZ1 z6=17F!Xs(f0_YRz&b3@@`RnX>e6V%IRqu(2>Of^p!(uf|I?>|)c6K*M{;Rip`g@_= zQt*@Ij<06L2zYIss3TR=q5Q>q50PDsu(I7bo>2O@l>7{!HI@BVuEJx>$!JlHA(C@#QW;v*z~-msiw$=b#pegW~DW(NFN57 z@|hu|k{@_m6vxKeV~Zfjfnkwcs#j)+---FL7(VH1e|q3%ra=jX#qcU$iD!jx*@`TL z+%SK7BP-d3m)20&m@Dtw)zr^GqTgVmYQ(&zent0V$Niqd zC+nk}A>U-4j^nF(?+Mb4vtg78kD>qUR<#3ar-ieG&+YGlDfm9UKZzj=e-AgJ4^sLU z#wV9n7kz>RIep7=1Q$Vt8Y%q9&4kC5{ayPPEgbh9mVCJ@GhQeeD+(^FsQ%kB)1p{k zMhZJF8kn?a5M!haaAwzmXcxN*5@cxmSXcJa;JoZ`gHU8VV~|(@18cvscM2%+?g5Y^ zxtCV_bR%cN)MltgEg@%Xv$_Y}*UzCs~yLpCB&>b%iS-zPk0*rotUcGxw`2~BZA z{FRU6p6_b(#GevL^em}GF|z8crh1nN^W?;{8~TN^>y5fY(~l%b@8C7_yMtiKn|X4t zu_+}O;I`VH112_1Zb;R{`yioBvwsd%qU4H0@SZfSka(%T+C@_E& zpMF_qKR0V|Hxx!gtq9*}V3yjZq>^h$hOooAh42eE;jDtVQ90~Jk0b)=cKslC_bvoJ zxS&Sq&OT92a%bg$0NK93f!b5BlkBJujIR`Vj#pRtzQpY)>0NXiGk%Kg@!k%?(h_Y6 z0(^vG1YC(`PNR3Kvz@v+v&OiiKeUtP@t|bjQG?}@4Jz^_8Y#xq?%>SVkyHn9?ZFX? zFY(EKaGmXYe)0$q6CDg9eya(>SKXdHu)L}gR2K!r)Q?ab|jQwn!ZUNClj!}E;CAL6e}5{r z;~c`z7`VH-t6J9@%;+(+Q2GLUpu@u*ACJg>^QDs~>pcBwci*_ZLe$a)MdYhin`Ych zllPME0a@XWqM2WesyU_Wr@4Rp0^h}fy=_B%#kuU~vu-RiVq?FDvt(FN9-CQ4@VHh)*z~_i*Q5D~=}&8E?W|kpGM!|{(4@7b=@1KJ`Nh->?hC@O zg^}%bfF4r7_-Q|OV_6Xd-(y)9m_IQm8Ob^=6ZOHmf--XjZYfdOp$Y}$CZkT79P)R- zEi4NSN7p_8N)Za(s30&>vub*FE0yln9}Z3Rq$ONh`wYF;pyb7H|Ko7N?<2AOw*7H* zC51l3_v#YDY_wgLf9xrYZhG)*+5H2#Be7`Pvu7j;{7H~KBc>6kGPK^Czh_1F7MLU@}~8_>X@~c|Kk+P&l$PBNUhJE=r$F;2urs8P`89#*dR=g zv#`UGd48qYgoeD=Zwu&Q+jTJ58@4bDWiB>JpmC^81s!Zd+?tMG)Sr!(R7EI*r?c|4 zJ!ZergYAo9N?#x)ClL7FHZx1$otK3WCH-ZL*!+s{Cm7VjeisT=FkIo_dMv z53VQiQoz&=4 zSuCA#p)PJpQ+B>xLn-6TZho=QU_)@kkWT=^w_1D!fy(l2#r(x>M{eG!n?7HJL^E$z zRlcx4p82__-KwiTBCc|+VmXK^eH3n_PO)aJ-# zdTh3w_;(Ix;J@gK^+7u3O1U!Ny9LjC2hm#>j=Q(OfIcc^D9{}MK}D0^W$`%$ZdOl! zlBplreJ9imkfov2!^mI`aMn=f+q&WA0z~#|?^nP;Bmj zY(fFMK+0+p4r>x3x%rh=mC5*ENlOmAsohIXkI?#38&|qXHD(wY5Ze{KC$47F3jShIvPkno68iN6-g(bu}y?Cz2EDctTO~@ zCtliXhW!!Lja`n&x((_cje;B2HODu^%B9|g)@}9sYG?u$Q*s9NI}zO&*BuvD*v~3< zw^XXFkKi}QQ=0z)bsB%*?6#(xS0~eFxL{DMFfP~g4vep~fHY(lq}RZ8FQg(hyu*uB z{E3C2A%Qt#ix|oZ9(3`v{z*7Jc3K_zZ*a`5ER7}rSx4+njJmlh@OWNW9{F>sstOZeB;(y;naN%Uy>1DCcpY>>ow=7?HfeH`@5R;$ zsVqIY{#UU5-*-USCX{>;biTi>7$K zBqQjl7Qkqxln)mq!+!gt%<@x|4xOobdy7rfm94T=`}dqqWX57!_RQlHo5u;LD1N#i z+up^Mi>^k5vhE8r#CIGtsxM_3RE2UOVl}E-j<5K&)62zBC<1g_XT~$+by5u*0YpFh zDRP*(@Z!U~TP5)6F3Timj2+9VIZE-z`ZL!l_w8LSKwL~FD6E5l#v;7@9(tU*c&@AL zBR#DUFHw&7LL$zD<&sPKI;(mKMtJH(3z4aou6ua$(8!AZgKvsA2Uk#CJ+n4y&<-E> z_tFx2d`IyXIqLj+v#a-Fx+*S+-FS0G<&F`-RgNvuJFO^>fnUF#5S!F+>cCpqhgCdb zS85D2T#l9*c9pI?Z_KXPF6;8#M4PuZ>oE_3~ zFtf)ZZO3N2AR^vZY2L*~=l54FQ{rPJ6=;UBxBr!1|EJfV1`Pj$>PnVv2)xN72*AU{ zH2J|^2}IToFJ7ts)Z6e{E}o_`fBKtC6h|1OwQsJ8DunH7Y`IUe&tKVtj7?TqfUMWu z8%>a@pcF;PX?v1~x7mib+Ap`WwUUg#3>O*2i{p<%fh8IYUanZr&v zQ!Qz$*T4|m4jyi)XHv&z)hTsr%lES&VRUvA2&nU+COKTABJB)O%~__bXM8~%`sM-^ z_w&ohrsL{i?M{#l{*VabiL-}mvk`u~vy1q_N>$zVL|OaB(FBQl{}O)Sk}_2HtL~~O zd4LhK`$B^`+ri5qBc6*E81K|SgNSR(UIYb)c(E;1!C5Tjt0fLR=8Kh9Ah)qROzonG zfTD0yd+GL!1j|GN&oY-_IVt0ucZ7M6@8P%5$(M91>H~PAKl2q}1bn~xA#C;~;V0L zjK;obW6!@A>!8&4BcH*B53n=Nb+DrRcT=Lqge~RO#9q&Ek;t9RAFm0k6R0i*bWtLG zw_>k%n}Nen(Ej3SEo$qn+=!c))jN9tOsfC=XpMod%KN!9lgQBGH2s)Lw-Og)h1-*V zRh!|BVaN?O0UPszdN@+XICQvsZkaFpm6+tm9bc`E4|)zS*Nrw`&b|K2(bR;%<-SsU z1?i0AleH;`cG^=<^UzUD;js*MTS`5EfIZj_fCO2Bur#N&{>Jo#O-!zSM;YqhGQniO z?h>tS_P+6)?FkZSB{_el$8%TWN<{7n3=^?biTcI$5q`l# zjB02rBHtqsy)Z{<^t~_UqHeKw7%|kX^(IR%Y!1`g68C(x+KjK<{8J&Ap@qwOzCfa$ zu1$QTA<*B$m}j&|S-OBb#@Koh?IEUqNc4z0#4ps>$HUFlS2r7X`pI|6aMt1%s#$8P zxr}7nF5V!yV5KCVm3~u6r~MP;BdOKMo+|eslo>xXUrbKR7f)^$3xDx6|DidUC$&~h z(tzkv&UinOE>LtI^HN{!%Zal2!Ql0yLRT^l7JR+YLjBMOjLhuE^h$M^g~|JRjw~Kv zm=Uez5ScA*7@nor)H?va|b{%KYd=0;!a{YPI%m0H){0B+ZLyIC7(zXMr zCMPJ6OLcWMbv)5~G9YCTJHY^oRo`)d>W#`OTnfR+7Q0yoIObJ}AJY|jOQ0|SAZM42 zkL&S#I`31I&}-)E(#T>G@^>bX)rb6;vpon-bf4IuL#3(y_%i)}2NLfPY8wTFrnerq ztpIp=>Ya}lx#-u&A#5s$RizWgg~SBR2>#(kHowcPPtMb=+M3K4j|&Wmw}0=o8_1X;<+WL^{CcdrL#jgp2Y==iala+6h_ z*{A{By*fg8 zpL8l^jf}4!xNR3$h>{%KUk;s2E2y*i44~#8M@#MGT-8JqhX>}BVHWw@Sj8`_`;R$N z=TZq4srM;s{H|tDoO7|pDJTiOdM~n78Z3qJel27YSYlut1yY+8R+?9#>L&NsaCw;> z-+&z(1M|AaDoxr`aX6V7M*h9ijNI4kn$9dV>bbR=H5)?CsytHt0+aqfk)))D7H9Sh$i}R)N=ILQgm~^GYZS@Sg2s}7Zb9X==msg=w}NQfuDs)h z;r3t{9=&emLu+0pg?1TNN^W#19Rn9=d3teF@H%`;eIyTXqg7=R)+G&khHoeU& zo)yp^$0t)V^C7gVv|oGTEOcV1A~eRehBF0N`*0y%OLNHnes+3gQ!|=%9y#Z07Z5np z!`1FkAjYaQB5IaO=XRi1FARmFrWv}P89Y^P{H=I{>bFh+!~x|P7RI~Mbwmi?`@=GabK+nUrd$he6Ba@ z>>0t1_JJ$XO%2QBP3`v_yZIOv{Ta~*E+&g#d`5g@LTML6P1?#<$ZMkmKq-9h$YEbqElv)y2tdR|%zeDEL_j$4;q&;JJ zGhola{o@PZF+lWpq6{(%=YF|5n7Z~zost<&qW>}&wKS34u$IrP*W3@>mWV%h5RX{L zd@3jVf{BSq@rENd-`n{FtLHmG>MQBC-cAsyjl2I75s=N5eWr_2f7UiXuJY0bOe1ff zPPzlAG=Jo}vOidaKxf`T)FPx*E5S4bY7!{uHZw0Mjl7J;l2z%tQEYjQ_iERr?ifX~q_0?TP;Q@jM?j*e z%~CwaL}miZ%>}~K_T9qrCM?Svov!|@6+X+0Bm1dKivwjUdRAANh3`1}9dVa1M3b!3 zx2$rw^I?agu|R*JOQq6w``Hz34)J$J64d7RLdLNk#!_x7S6kyp5K{iRz#0n@p$bV~ z$fel=xkrdbNyw70#|-mAiP5tER0LF5o{L$^Evp7#1v2i$PW>?A6ZH74{%iYvZx!Uo zD+Rga@#+9`xyLYF_FVawK}UO?-3tHj^ngdeQ9|PVRU^*0L|>>g&Wr%zAkGZFeu%l{ zh?g{ZTa`6fH>h+9(9GNttq35_<#sF0eP%H|BtUdny-rV=+y3}Rc)Yqd`xlsb{?^q4 z;5%jG$q_nmOetq8^laQRsW1hWEA_zRqHDuk{{BG8Ff7mUd^H8UFdWZ6IpA)hfFay+ z3^*H-1`=tO8vjs5KzZC0^n&R7J7p(Dy7&=JTLI)fXxQzaFMx@o#PwMqjHj)_ibtJd zt&^=uQ%|yL-uY+lyKN)_KA7#`?XZKDhUw|CU?^GaIXcmvo{yL_ihDd3D7#vo=0Y&u zFj;{v((op(Y}8&r*7yMF*)8CDBLKxK)ME4Y;83Q7C*55D5&j7*?RQlAwijUtZf4io#dj3&x;=5>NpDC@>&Ac2v1}uL{1?YSu!2RN z)@{E4rmu65GW};g6d1NY)xg(kEraS-6nCP+L1d}MEV5<5TM1Yo*x3_wgxPy;c88)Q zX4*B=X~rOk5L^%gyJYX!an43=p!IaUZP3nSlU&WF7I5;=?CW=Nn@#rM--;wOgf0T; z8|_;Xu{}rg{+ynh-dUU8MvK#Ky2WCn;~TN;EnpB+|EVyem@(UDz?3y>5uq8GH8VMhAD>&SKI z@q87a4HD3(ZJ9Jn&$=m+2YVL|+;p;<{qilaoq3%)yOQVnsHo1_`QfTg>=+>Xgi!@e zSyB4;@sU|@1cUDprx>SkWt!GE02e@aO3>e}z%Wostl))=rHi@pUJa|22qtF*6k=## z81k7I6#wEOG;393w;ni121k&P$1V%cuxZaU`(ri|@mt~`jeq@dyDSYjfI0xZO~UvK zE=psaq4~mPwKEhp0A={$o?aUYG9Go#n5OP`; z;ND0r9MqIOut=M)C$DylUjbmzFWa7!-@(V=y&GM32*Nz-ecm-B16u^wJ+qM=AUDY2tsw&MbHs9@8~& zLN;Gqs*k-5xi>;Fql<5!_D5veMDI~4k$qfih?0}k(iEopz@bRR=MI~+66@73pR4Ti zsOi&xk`2Hlxo}^6dze(mi>iA67?ov`5H$T$MWVUnX2VzU-+7qzQ~Bh@$_HG0mjkOm zO0J%I(sjp*m6wm604`G#tihrsiYN`Ah*}N-?4KVS@Pn8H_K}$O+CQCEnE^>xhFeOO z_LVh3a*LRQ^R*D?KO~*q=*h%7jQyKN;suU*dr=L#oRF>7iKNJztcjG!-7LHb?!_Ss zGZ9rWjwY6Fa%Vi6Ix75M+VwvXqFn{;rInmiTJThGZU^;2KJP< z8ljhPMA1oUrtivII-bX$foHI&wGfDPl*16{1nz3K)Q2yr5{_ z<8}_Sihm!JCM1YkP>JJJ@IwXm%YNeTYO7f%^Enjp3wh%~yr#C6+ef#(azA5jEZdc{ zv9Wa>n&R6EIaqkjCE+xhIKhpZR+T3+3qzVr z2yy_DXG8To0J}jyAa~kqvyH80oYM8X^!j-26Rs=tPEIcIKJqa1yM?`rHmHo@{qMIG% z^oVV>aR5accJn7TkP7DdTO!ro~9p%#LQvNk|}e0zLFEHemp7StnR zu?2;z2jb4dSDqj|9Lmxr_E&@*ini|r z-bS*~*|XXlh zRz^9}e1%|x7&-8xWI4yn-jBW|EG#wlF+n{Uz*BJ9>*lGoTNN2j0hH5DBVbI{#Msy? z75q{pyc~*r>GLT9O1Il{hsSs>Q8iY`&$7QxCkzHnT-=Ked>1~dX9-{7)e3C3y=}REc#+7Ui|w|V&rt_@=&Bi-v10mHH~ok;|lrvt6C`4TXPE}R{$K-1Ah+pvie0shM<~Ql!BnwE zz_|y7m{?Hl=^lK+_Q2GbD{~`P;8^TDt=<11pJrj?tiI0IB|6yB-A7S?cjrwHG z=TzukoaTd*H8~c>2|C75O+B@u=#6RNlto%TDLG@mnKq3A|6IlAE@6KNwE%yg7$$kYFY=ERu|!lL7TsnvM`o<+$pZ2l(^Do)?ymMf`%s9 zWB#6D6w$!lT=k%eOis};u*^`adPM6_WqWk`6gXH`i^4VyZ$FBa|2%6fFl>3Orb~#4 z!h36MLnw|&h}G}KJG}txEhbSb=Eo@DD@C)F!Jt-RIPVL>pYRW(JWKm!n2@~YzoUf9 zG~n$1Czs+KKOeG}|68oVsBU{XkG28n7?fs&IZdMZ#xQ%Wp^mva?CfKVIpy4VX9O|4 zo8nU_jg3U=GZVO9sBFLp6ktTX>fViVai7LUeUz@e7mu2F3DgO2h!Q8J?<=vF`eScL zHop_3EO-LLJf!>@C4-egaMzT0{1A1xye$#j+LGSZ)bW(7pq$zd>U4=V#}2(7aI?KB z({e0kM%V~3P0)&V`0&~3j)L=CLIu*0*9)4{rBP7vWe8@KMj}nHjEyh=o!a|Iiw!c- z_Rn*1vJoSs#6gi>t@wUQux?yC6^g?qo^Nt0j_(2Gh~jtaTnNQMx>6>T$+Gzuc6HZT z@0o|@DbkK9nD{m@hSyDD^0UL$61nJpfx_PY=o>BTOKE&UouorE@*^^OpZLF-hSv59 zp`MNZca3n>i3@}An+C{Y;PK+`G;onXYX$o4#BTO2ZGW&YfgYDF2(&eDMbXK628^t< zqQz^n6QYy1^{dG8xisTg4|pvo{onZ`iAzsd`$*~dNhN`Q2i@;!i^F6lu-|$@9fMG- zb&@xv8X%d+_#}yHV6bfnRCsoISr6Pvhe7X8w25zZiP4mk2S4+U@?giklS4~edT$LE zr%V5oAPOU8T822bc1SLP?KO*CAx%0T#g{6+az(OL4qJPtk_mSHa7oXcs7oyo&`iPR z-NyYD08c8T5>bHcqs=&ZiqL7l+Ul|E^$b)gW-G54AiiwAT55IDsIBw3qZN#UK_?2D zV$_!@>}aM)yJQ@cK(AURLUL`8nq9-PJ4fwA>2Cv)@5)c*WcDMB`sSRAA-*t%#Y+ph zBZ8Fd`Av|}2r~h}^rn&YiP&~Uts(HRAPJu%<-Da^)raM@7=~~soqVQck{=&V8~gre zh}nShhni5q7mI;<0adw=HYwEg{Hwc;5*M-&vbqa%h zcNlb(T3L^NecQe;Q_JJR0R#3-wwU^|etYde+4|J7TK^ef-WRN(1(74K*hly*2YMHs zT3PbJ3Si}vTRn8^pe2ZA6 z>lp3xnb3VHnY_Z(qDf0D$xiuXU>0`xPgLC?ON zvkB~7i{alL0>oqT3}i&kGi)l@qDp~1;=>6mHJ(#2QgqO?eNgDB3Y^gb>mGYP8OJ7m zhpLzogGR-XUCeLPJNOdQk-$GuR%cY#=h;CB?|#Jd@`18yRs^C zLjz4bus9oTV!>iS@Jydw3e#Yfw_aZ)?i!WtLXDYudiu+s9v=-3MNHJ#_c!tavWA%D zv3H8W&|x?D-65n)K8!%16jR-wKwtrfn`sORV8fR}6;Flatr4lxzK|ejkCQ3J#0y3Y z?;P+=47KOrT^*#WWY`n9$Oat>eKoOZ4o)*n-l)`@m+M)^m zwPjz|Ju2NKgfSWs-X){LNLfUj*^BD%+YB?CQ6tTn^RofPrvr76QH7UF$iM@!f51kl z3}DKq6=xZA9p$4tUcXKKV!JR4W{XDs=gr*Wc5;wzP#T z%)O3yu$v6TtQY>({Vej^w?^YX4z4EaSgYQ7FCAGhj7V)HWW`H!5iN%v4)xs+w7VNU zH}k?H$NTgP{zNAM%aEMR&s#B-Oy zrNKPqvYv*2=&C?(9(IEjYP5_(_k+U zgKnn-8nBGHdbxN7IF4o-H%9`AxB?#PUiQ1uNMKlNPVqX~QHRYJzwwdnVce4^VIR{d z>gy6<7!u(jm%xXz(4D0eqB)gfX_m$SekqRZ6v=O}SbFXz=XelU@t(_Ar;JZD4zMIi~Y_b#x zgM{p!_FWiH$mmBpeC#xAOZFp?aMN!+0y;eQ1H++$zwC551%LUxi6Xp64-8~B`z)H< zf;ZbPM+Mkz=UJ!Xt5CK-z5-57Sdz(sgOWx5NhjHTVr>Fv`n2jgv@hnHqL8jK$Ici2a>xEL+JRG^f5s(Qc{fI6DJ@lFG_-Tf6( zyyxE6_v(_e@m&|xF%F~J)KLjpC?0!E8Y2vyeQVquC@P2QSedO2U7o1UuwA^2)jhxQ z2Gars!KxYR^wvtZ_t%OA4{aic&+&0Q@lO9zuV&lbQYFgJe_Hv;vm!@yZQ#Lq!I|Tbet3v7MISwa6+bJh z9mNPonSD`lgk4OS&?FOD<$5d&n>LCdI%>?_B*Hh2`6JcvXrwNbXY%cHWry8O;f#pe zU`=~qE1Jz!Qe)IP$mbJC=MhiZNuAs@^yZW%RxibOA^jKq<#j3BYb1as4TlHJ$xg(b zx=+JNe?Ge$P{m-941e}{e(3LD>0q32EM3qN#}pQNkiF8bq=40Dp^7Y6GrdZkDk|P} z9In3l+NBs((7b7@@`nzFm_1**h?yNTEYNnCvN_346$c zybNU983lTexBjQIs`vR1D(z9jl|DOZjrPZZiRF8rol#QzGyykMJV*5}1Ld~e^!O(a zCo|CnL$yY!OSAt{aKIgoD1(|U=bFvlqkCo#C~%JP)DGKx_@j5j!m35MYP^P4(r``!ZQlaM!zs(T8#UkBg~W%O!mWP2uUm45^{Y5+KRi7j{SL)_zzY)lJ1MB z_B1_nxeaz>rs>gUFk^D|CkCSB@1Gg=A5iYSBi;-HR+_bGSfe?t2J^Ka@zPlf3IzcG zBCv7cRG8<@niZQT{T%gb8%T4@@TSNeoIrJjrE^}Uc%uQ`?0ix@lf+G~$J*Vl?f?ffC^N3`L~XFqtdW3E5}4 zQ7tPzr!`BPSo3vK^S`;Ml?NVd4@r@ItJr1!|2~`WG$1&>=X|MlSfERNh4e{gRU#Be2+SyAghm-6o4|zcowC(f5jRdEg?%LOGdw&hZJEif(Gf4AUNU92R{- z!McXgamaktA5e&^NtW=Q`LB{wARC2-qi8sOo-mB6IMAMpOEp>-aQnyCvKx^O*Ea__WessaOH`E{T8eGWE=%)MhA z(_w9hezt1!JP-HQw@E>`y}<$9yQN*vtW=%c$p0Z9tn8xUy7WCrdZ!fOm+8acilZz5 z#QS7oO76KGiI5vulP9jFoMI(pWEJhTD&ocXC+5LoI{vVxAJwhZx!4<^6Cy~Cw;3%d z(4ybk&bA`hE+m=jAH6%`<)al|qiGA{ zV%;a~ugf%tu7n8_8r(@2l9z+_W;9BA)$+`?pOx%v-CAE}x)i;3mO}i7Y|YLgiyksR ztqEFq7?~95Kd>p5fBBhgyApZc1p)BQOeFCG;&&3 z$fZmqeE{pF{qfb({|xUfaG|AT7@|b@d$@QBPByp)$r*$}rY!rOU4*{Ui5}?Rg(hWX z_|*C=B{bP&Be1s@EOH=S!=+&kJ>vXEv8c7tqNJDX!Er^38ENBU)YmP1p2>cPUN%wb zAjSw+M8)BLhp5Dcf5CWc7LW2-&E8P7c1u2aneuBJ*sgydtLrt4%;eN z3tNzK`vjoXx%mTFhulHu>u-gf3&5hr5KIiq%%jBpb%oOB;U>O(2}?O@gvOyMc90K1 z-ArQjX`=ysEq6GSx1 zbbS+gfV9jryUX;`^m6 z=|YJB6GyYLqRFknj{)p>XCl?yjbGPR>lUDK@$H#TJ8liM+FTXAEftuLpRkg3!jKa# zy>fD(%CC#hi2L2qI)CTae%0~^_QI)6W10@PSC;Ryy?8FkRiFlpUJ9i%6I3lO2PF&D z5QqwnkXccS85fy@M0Ch2_0`4%gLDtckSZGeAh@tnCGcQ)@J17a8QG(ezdvALZ=!iEzm*; zQW6LjHR5$vwMkWRPL&Oh!lBLo?o^MZ5cT~u$TM8XAc8ZU`=i+{Q8%YoZYn%uE6Dg& zQJ=*r1qL^7pL=(5pdRo_4Kyo0Do$)5((C8TN?z=szGL)ebxIVx8^GZEiC~;DL&rRJ zRmq?MWG5tIQ?fpMZ*OhaUEJ(J!0l{dSkod!`XCW{e8F1+PxU6dw< ziLa;sG1&q}TX%npYx#_)s$z3DA03w+GSMhpwysuNHcHWl+d~?EKXl%*Jgxg=IieN& zt!U~jJbzS2X}V|-X&(6iB3q1+V9$IwW6hN$?jz_zOGqrCbiS;gP+X)vKQR8a*d(dt zso~x6u%8-eBFW2x80+zEdV2LC`?4+v#ebtZw00 zx_3F?q4ESV!lEdi@T?{P_v#j}i&!Bm=`!_Qg3b?QgMz#u)JPl_y98(55`IEK|M}g; z?`@B!x2r*joja2sb<380{cM_i4N)RiNJIkdk&34thSNEsskfYc?6rfQ#T)9CviV`I zLyy{di5?)!H6LFYoG6%6)gtK%=jK(LT~%lM6QZnm_$eBHz4ZV5@=Kxi%q9pHMIkKU zqloc%#e2l|yUM}@2IgYnwAcYWl%c_6uu>{vA3L*yoMomJNj8*oGWv+?!uO-dsqt;I zp`?I9g>GJm+fYh5aBKLkuACoGrrQ)s4hXPHd_WG3q{Uibn1c2b5G@55N?x6t)YCRP zdJYj6Fmt&Ow@80!>cfocH(zl!JzRT)u1L2)6&pSaRhDtjQ8O-)$$>a$Tcy~V&Z3(V zq+Kw|pPhKgyuU%#m=>vd7(o4OL1X32I9v?HhHD?ey~m3_n$)z3Cm1lBphM3#Zk-f* zlS<{hW%hrQuqtW+)k|t#@jfJqOSEooG4VMkBC4aljz9VI4ifIoMuVV8W4397*-T)N zc2lN)VR48Wz3%P=t#4S(d>b^&-;)(?W3~}gx%|h+TJvG;bs`7WA8hK~ZXi_pr6_lR zd&IX!sl!3f#0pb2s*z?Mb4wj>9gs?s0zC5c8T^0L>zC8_D;_hXH%>f+bT!h)ApsNM zHI>1Uh6eGyZwRA`KZcEJrJ8c2V-}{;>PQ$P!RwvhDmZ-tjC|rw{m1Uo^+ISI$fwwV zu`(&AZk;b{-it$!A@Am8Oo;b4|CdBZ-E4h-v4a61uKIa9ueX13igHkG;@bH$f4JV^{4v_1`6&QYX zx1xwbqCJ=q4a5LUfHfP}hBlAbUbQ~EEsMp3c6FhmFTU- zF5Y8J;(!=sFBPB8DW$t_gczBDEYZqpiP0r^4 ztbRW=yVkmN-HAQUg*Km5h0Nj&x0x>{>_kk}+-OAnY8gCViO-K@2zFW03}9EBGnak# zj`>T3$!%Ud4N#xKq;W1?^c4EJYa2r7z2MkMJ$Z3kZj$T{V zU+qWD3L1082z+W4B(wdcxRL!r|&vLE8-C2EOM`QCJbDD-*RjPm+m#K}wQnHhOTHwfp z0~G*aq_xAdWzIHZIRd`P^dSUt8?EUA5ty>H9$cT5S^0W{&5UISkLIDv#cKpDlFo%F z=;=6gvZSQ{9xu}I5lB}~Wu;g4HU1Yq@+2Md4-1}-m-PTb2V?Zrq5Y*&l#%QqYA8`m zI^ZDqc|bvGk{M8`c3c`MFZ`5>pWyW>EQy6Ae*!H@>1Mm({JcGWpS$9u);JEca3q^I zqP>L=&KvgBqyF5-R;t!sBIvz_GFiN)wYb`$7Rq9;cK|~?Db+aA013E+(WFVClh6uI z+(K@nKGW)70Q}3!B(tz{h|p zNkqEatQ>`)L+<7X1*9ibfAZt!P}p;!QRA$!9CjQNzW!6jcepJ(K~{YZhk@B(N3$fe z@aKL1RK0AcXbsXS?K$^ZqT6m+)OmOchwZ<`1Kn%oRgyb|aQ=*?Wb?E5B})H~r+474 zglpPvqmFIcwr$%<$F^#*bq=9 zwaJ>EfLxLdSn-#o#Rs2`I3iBoW8xRS|bXV0k25{oT z$ma;hqR#P2vLmo>2{V0+jpHk8M>+1tMG(d}V|9)+XE`Ub4o{fep zeiP|!0b!5FY0M)|lv5=8St>XCf^dblW;A}SUSZ9vz0cQMBn-W`N&f-Pgs#MeIUr!$ z#jiUb@Tm$XoF8?H8P=J@Su^GJxQYv>_hEZNtZO^Sw`(J|fZCzL%PXP0AT=m(gB20< zTC7%>-(ipto&n_G#R zml*UH!Ek}Re%6}Q>uWeH?-RHxNnXEVX3VyPe${`g*4O#H4KjOw;rFCN^b7W|P2yDk z3s>KplLtw~e?kEd?PE{?dh}w4Hu?TtC);ak4Qj({mwS~m0db3lGsjq6GCcx4a-Zq! z&&ELHY}&<5Cg+sknRNst>W_sm z%B3!xv7HVd;x~GYK7V$X*3G}bZ$Xt`^qy|MT^3c$U!aBaEmf#c=VEcLwG#jrX6u{l z|9A$;$G|La#lF`gJmeFATQa$mOq(WRT_ft4M~Uazq-7zW!0X$3ZLPlihCMI(Jlngvr=$_EDM;$Hb|=57o~wexfe4iyEzy>~&9H ztgervD_5&!8?I7+mEwS~ay_%)DiT-yR|M`X3TFNK`;w8A#b3I%ZDJO)X-MYnaU(B) zry<*fDnwsLMCNu;1~7af|14hn^B&7BU9DW&zU_SB=_ItPmsA&FMmgJ}a(|`vyC%x> z_)Oij({k%j6_lw4R`3C^E4dak`vS93#l+26e+OCNr{!CNlagposIA3m9|!CGxjR{! zQ}$PYd<@mVTC=N>m$f~=+2*&D6RsYyr`md-{EpH6Mcw1=OrK*1_DtF>MkIYn z<0@^ik_OW%WLx_-!S@Fj4oLG5chyj1M%l+}#R!`A8YT=ieF^cD+Y~12d>o`(h=sry z$QO@|7W>0smE5*SD|Ht88di~0r3qW-0(p*{RBC*k3-}f>;V#TA^@!pZ3ElX*>`;{L z>+LcdR5cG!i*nZZua5ykDz^oPW0p#^bknRz&#h;mJ(>HYrAe~-#|01Ea;P!1Ln?QkQ$wWe^Y$to>{8V!0vUhew7j!9olVs~)890Pyf~ zQ04`~@q7Q1e`HYjq+Fjs&co^t?Fcpj%I#@umlDVabwOc=uq{tD#&3Xpy~Ydk*rT=d z(n<1);SUO*f{;@GVbjrnxBvWWR>4yx?B~vPX|4Iftj~EiSOOG9Tzk9Ocw%;<(d87i z;`b-4rD8Epc2DjBeuPe40g>zwW5IqyMe^}_bHzDuuLe}~-beqc?2rFv^p#RhBghZNs|*zQ zu>|b?;3~1_0i&QzpU=0p!xF5j16SubIeg$xR0KC}hdW6ZLPNu*#wC+rE2Z%$7;X^E zsY^!3!dF4i z_m6e~wgKeY*$Rl)fNe5FM3Tf>NC^BtsknS#!}Q>XsJq`6?IshtHI3Tn(rl;D$6Iq{ zO8j=R?w`i|B~zVNOqTY8$#HoqfW4a6l2x;TPsC$9HdH0LJoyUyiKbQa+JO8aOa20w z{C6O8(AZX%Dyt#U&azCAGioAEN6KmDm^7O81;CUQFnjTHSi8WmL)!;kK#0NRthJko_0{qM1YhP`9i&)6#7kJhgRCFE&xB!F(Edrq z%-~ZtsNn!gx^4QbD~JsrJYiD<8>YJ)H9C_$1t-u7q3MR9faM^HHC+nc+DWD*^GR5# z*Y3Qx0sv0Z940oT7((yf!UZBS;?;d$>jVso5>%PMjw%`*XQ#VZR?5v-4FA!35qq2)Toh% zi6VjOgf@!W)G%nw@6&tm0S7xB{syv0rA}U+o#wZaDjeyXuo5=XPf>MlzxY)KoRktv zI3U;CvOp7hH=RRiv7>hc^ogR=RalS~GB)dHT~poOyD=}W;=TPf6^_h<;Lee8&>gFF zkuPRYUPiNN%;eBqDGdOFuNI=!ewW@h+btPKpIZjoz53vKlKlcGX39-&1u8dl<0Px; zBGj!)UCn6MOXUEwPPEZuk9X0o@Bb)WjtKv8ZNsXQJ*fIPk|3DzJRsYJpK-X80SjgA zi%4LRVv;F?d(KnnEF5RIYAesNBFYK|NlALn&tP4s79SZM7KcxytV&oX?t zf0KB--y|^0O-=6Od87HzFl@QsBz}qw1&bu&qFeI7;xxn2t(#@S1gL|8!!lwOK*2R{ zfj$jW6`*0lqBH2LU-zBbb#&{qOlVk?9gSNf^D1QYU2SKi4dZ zGGxt@w6Fts;6s-=Y}V@YYXJtNZd^Z~55fEUF?;i|q&RmCIUUF4=bnYOnsw5@I$nCS zOT6RJlSDETab9eb1WxG_21}f#6n5p(x#3u?wHBC}zs4-HVu}-Rqv7hEl$Wj@Y)^RZ zHm&QV0Q!XBU5o%ZmaI5|jfNtLM-~C{73(!78xdhPzoAsM`UL_AVlOm(4*b+> zvaT!?!T_7aQ81#xlo0tF0Z|f@rD+H<7sYPwC4M(I6%vT?)En+1i_x^73xl=T*M#k; z3x+Z;HAc}8#%SmBFR|yzf!CrK@Nfqpl6ujZmZr;JH+9Hv6vD-2Tqvc~XBP1WrHgM(FN)p$>7N1+MX9}U5& zZ~!vn^%9{ zTgF_xt11O^gp9nhXR?3(_XNVARe`-^I+&nf?^$lSFPeK_y(GXLP)$_d`gu8T#Y+EX zmD?0CI>i1uy1zZCOoJY-R;O;eZ__pOeNj8IuzAtJMr4q%KD7Il$=C0-zWNRjBmGqo zQZ^NSk#Lp0EeIjM$63!VSjwp%sspU=#Q^l2dx0@r3shcdvY`0P^Ckh%f*!=<@#dYmAV#{1ma(HJslv9vVx=dO>1#{+l8&|6G4GGXL=bX%G*_4A5HGEA zO~hx@M?J2tyC`(pG|9&cUeb1`GK58;c|;igdzgu`TWla3QF(_mMLU*yoHelcG1t9+ zJU=;`HBHyix(ipkcRK2L(^NATyBWYj$&3Gt3q2Z5D+jwN73eB_n(PjCPp0#^fyQEeDqQ!=NjV*>qD$Q-sYEtS4QAzs z0Jf~C@J^X*CNaRKkSv?cK0{hx0BfV0q1z2aXGo&wx}pZoSi%puH!b%AGcquVrV4){ z*ye_8gF@aP@Ib?)?c&&&_WJt>bo?mMFH>p=@pScgJxwMRa1b?gpp^$#h?5`c{MGZ= zCPQaP(+H~^C6H3BpQu8$iD7U|BPVTmDPch+{4hK*o2V1qBg4M_l#B;Me6pK?=RL~} z6&I;rie@oM1&QU8XJCkbs-_}KU9hMr3iADr7lS3^HmL~rGE-Jypa<9DdvgCi@SxHf z7i0vxiEa~S*DSvOyt^XurysxC*WqGdu&C*$=M*?GzvbzPuHf>mngTsLRIeeXOzjk@xu@oP?e_`n>vF~@>MQR59%1MRCPMdkV z;)=&#xqa?)%Ur{7ZXIt6&Vm3Qw)k=~d~jlRyH-!W!s>r|z{#F0DLTcvWz_H0byDk+ zUMzFeLg9vIuXxaZ{~epW0E#U&!~E+=dPe)}lY>Te3M{AH2*>P_ZcKT4(R*W&s%^f53d1 zr4&MFILEvh{&H#=Bf;g+3H?X>C{!>+bFsu1>c7X<^id#~>IG>lv>TdX&oqBHjt}*h zybgwBRHNsTxaVbqglT#sINHkM6<4uKpor6z8r<2SW3J5c!2Rv?cWKD9gWf{>CS*S!Mq@-3-PBfzPH@{V1pe~ND=$blzatJ$HA zWk2Ma;48}IGZ~Rmq+B74)$tQp=#&`7b~=}?!#Y-X#O0+pv^qJ_Fyy_00fE}hU2ghd z>2%hpT;a$T$=5Cdq5ej?mgjSA`A09D$n(E|l7lFW$>spvUogVyid^dcwhfaI zVy`ZPA9ifNp0Cc``rb}vSc^(pqe?nrm)T>))PGPzBsl9|hgQaEND2hg^fXiQXBIEQ zw9%VeH<&kGEd+_yWX{VQ|Fa{Tfe>)U zNoz@F=^>2Lt-M5NS^EV;8IpO@MJZAjJn?U%EHw0*0b&j zS6znGTYx-k1H1qeQvABkZR>-}g}L5r2D_-)PeY>kVouwO0jQx2F7_ISo3&Tj5d+Z$^rX5%$QR!Nj@x_4NN)rvmf_@^suQJNC78X zz9QTJa=vL4!9ut3KJA~T&Z^0FQ&*@WpH##J7#D5v@2n%eSbR`gg+nxoa)|mq}9K#Yeh3@BStH?*lFLzZzeX{1cFY)1G5~yig>1(@3Gl{+(1wYP%5R3GaQzKe#?1&tH^+fgaXAF*}T{xWd&i? z^*jNdn>Yh9#0Zb+I~SSk$mcn96j9w$`2O$Bt{ws&P&e>PSeNX;8#G?jt=mlV zJf@r!8XCEQ7lWc|xe|Mxpn3T&6#Je#f^C;2dnHBH{#kLxLCr>=S3{}xfA>%sE?}<2 zl;yaijWm6k5%C5@BdNcag^2|*@zJ2%J8XwQ-;W^gA6FD#4F)`>&%8B3g0cvv(p@Kaw8vNNj%>DG9p1F zI1uluLel~}crP9yYAyo4XtN8issSaTnkB$TiC2qW+mC)qb&wD(Y8{CTp|k?I?u^{c zsN(&3oAYPaGs{jjXDV7YBWYhiJel1&89a1}?0v}VnwMlJ8-ezu1&i2tw2)vl3L4U! z^!p{VB?5)%L>#XI&IV3NH@pn==PfmVLtxFuBd42u!s4q}*fb9W`N`{c03vqLEcHR) zW!rhZ*SBkdmPtR~;{fW=br?xvud=F^Sz5%Mdg8kmzW?uyP%1FoHXuYw5oT7_vTuZS zej^`X_!7*sTEfLRWD3YC!wr!Ehj+#yoM7&1xm6n@uBXT}q4YeHc7lS^W?4`{Ck@e@FpW1t=#E{ybeD?5apZ_H)weSw75 z8$dP*3@GD#;qQH%U>jxr={;v0N)ek%WoviXsmi{au=-1Y^{d79_g-P|3p+#S z*m%Zhj3zU$9O7b5=}Ysv!=Y&|d8-9gpe%4!*+R}J{QnN94*?ct4kH}PhhD^4{ofs! z-gx%SkL@|YspkCQ1QmT$d;6ID==kOB>(1QP4M?HFzn>2E;f)LpGT3-i#RquP2K`z*p zucV38@(M;?fF%lqA`fl)k_R+vlF6P1NG)@_Dr-X>q>IPqD}JP6P%(enFK=raO%Pnz zHjT2Gxs0>T4SN3a89;2yH66bwV5qv9c1ZLHAgE&o6051@?b^m`zr2@ea5~nYy#kEc z8Q3Q!+~io3a8V!Z-3x)d~vhvT_r+#y@g*~$U0|GcmD5dtYSc-$EslF4!ZvyV!o3|I#ojjqW6 z%v$Pj4XMWAe>H^{r_D?9EPf2C>I}Z}Ju=#Z(9qKAf_=La6BC%+E@whoc{Y4@AI>jW z76%3ye@2Z^Q3kzhaifwelr;5L!e~y++`F8z!?Su!?5HcV+$^4@U+zK{DgYAgE71m) z7xQg7^5X{?8Ak}2_PKLfzTNzfwii?L{#n5}ta)GY;Ibm|SimD!#A3D}q#}HNVLiN2 zg9Q;~in=-2n{jnIyt!^=tZ8Vr|0OZdd5&+5Q9gAn3~!eo^aGC+P1fLARldBLS`0NRul$vIJxpdm1f=2KbO+#2gq5K@4d| zNxM|N5G2I=PRsH^WkUo`BQD4|Nzrq*xsGLN!Q(b5+|pgT z0l5e}(DkH-(73XyD;H9|w`1s5iWD0WgV}xK+bWt_VYBKbAfHV>yL0SCChdN-HjJZa za=Q`v)ViGMUZYpdtSje~{@?i!2r@x5(bN@=Xu7hv}-ZA~oc%Mzt2H%JG-jN|iIKv~|)jK7lRwB+$ZO3^U_*)f7Lx;ne-61I^7 z+iw+%%_#`kyFop5su~)~f%VcDG?qC~ieZAAYC=t?Og>!?%Pp_Bd=PA!GG(l@*J^hP zxk}kNP)xoKrWnQrNm(LfXFMO`2V*t#<7oUnxV1g_AwiKHp5`k$!Qx_Q)dRx^je)`n z2jM5gRe_tNn?fn>KkwFgHeu>*ANnfxIk#*!fgft`=KvyC>^gz(yLj-3*V`ckk$@`U zzrva&0%jq;^6r0uAqZOHa< zphqMy=lW7LZudO9oa$yQYgAO!z56K!j&(hC2gSW?S&89RCL#I@FCmlGQ1Ea?2u9qs zuLIZ|PHV6~J~b8=)gnJgDo`L!sF7oJZXZFA}As|(!pV3^(I(jvcSrLXEB#H1i2=7Qj0xreU15} z<71%}hov$F4yOi&xRt-9|2uf_sj!zAw~8D=|4F~ZsY-x`bA=7ygy^7pA7&_RXQsBy zXo)=(EaW8}c*tYphOYWDL!?y7*^aGAFfm6P|6;adXCvih0R8<9`96>N%LF@V2XoqK z7u||tMMaZ82$q{;3lUAeAgL%LFOJdXZ~ZSiTf>N(HD~DM>#{trNdpHho^`AA7(EviSb1wcO}ogS50&RN|nxK0_h+_F$v(p)vXBd0`Rn zx)Q7_Q`(IuhiG~ zjr98ClJq^IUWa*;E*(otANXfM!ov%ede4VhglfOSgVv50I8}sGr)Bv zeA-NoC`8}KI()IWyw7W1();h70=S66rNLbU`T)q3J5IL774yXISnx|VbiaEkihW<{ zbly4YkngV#oN%AfOmibZu1b7m^5do_93Ypveo}R5iw`fKsbzM3fAYKXYBjzw5j400L=+s~|COl-+sv^RzsSp6)&PD* zmRnmE!D5r$FqdXk;kV@cPcRVpk^B2}Md*~fzG9`aIkpwH_LFmK$E7;^J$DdpuvH`D z?e@FP1&_B-EldIFP8aR`qUC{olQX1cqds=ZoZ~*~mlC~P)~leP4%CLu#cpy|jcz`7Tp?9AK^vc6SuBu97JWkZ^F7I+!2i@#4o{iJ=-%`M;g0 zz8_B^Vs3;?1V-nJ4`*@w<0J^W6R-^iBqybWNdVfwPUhDGWu)}HiB_+-{ArnXs@f%? zv_G)CV50BX*7HIMj1fSlpc`TGY33BA#V8)E&`nSgeoZ!7MdkwU3-PdYQY~6nY@6Gz zKDlovOeu=Nw-gw9A-@#p8J$YIOUuaink|QzDEP1|$XKN}^dd*aXb`WQmfqUX*jQ_% zW=loL2HGJdz;JD6%Bg7wo*T`o8EPdQRbY$`Gc+3EP)NElQ!^usI`s#ULf=clg^Nv| ze~B7ogPP&!&m1PqZiZs$Mf`$6#~drMriwkGivN5f;(eP|89%19dP|SKL)r*;ESbSP zgA$^5&)mTelGT6|9(TG+0Nz-g)=VN$$)-xS` zSexS*p+K z+$TV!)s=uMV439{%BVGWeCSXF4+VioBUY01_OX{x_;_7mTicV!HOPDJ=rT{a*`x>7 zH1iprJJ$dUV?7iLXfVDp6)X+|>_;QO!NGak7d@w4!meYjGhnTo?-lypmXwe|Xr_)* zf!P2SOve!SFwV$FbK?b3_XPo@Az=W)i$DPh%!(ud9r^N4MFeP_fIlsL4=2XHp)F+D zkg0<#rjSS~N%B|PW}pGnt*~X(zB95-@kwDl!LnE5dZV*G>;<{NEK#V%v1B{nEms8l)_K|5lHF<$VT5dWxqgMg52nUZPjx>kzCu<1%n9Pe4VUZeJ|2Qvu{!Yz(N8pq+68)JGxBQ<+0B9DcH)=1!t+W%~I znzbCX*EyOaV2o~*3wgtXic(Wqt##Q?q_*`e}sO;t3Gf|8t)*?suNf7tW%5+}2W zp#t?gP*6}|O?3hDs*T&ILg2z1LZgOQwH+s3Dd-xFzWk)ghA+`FbHgO@Uq~uubAqz8 zJGoQPN;=xneSE?iy7sVvZH&vSiC1S86rge7_>N#lL2BZh{Lr}pM1cOR(3DV%&M3x>WAlizbwJ{EnsRet#s^P-_v!RdqF^ZbeZAmgfy$-;nbhZ%B0vW^p1BR|ugYrfc=4=J#)`b8($;h`3kD z7;J%UAcBjH@A7hspg24W!V#97tYjuf{Kt}4U)~vOUK9DWm1YAOEj*+3G>4OtVEWk; zxs6S;CNM4A-kT3<8Z;Tn+pNpu`fqb(~dJB*^KWz=hhl6^Vd&9gE$@HaKsYPEgM%Ci2ix?rh) zVY&U4|1#}yan;u6c++>?c@YC_=5Ah5pXQrGI}(bUqc0YwDK8(_@vi54V@W{dW4EKv z$*bAA(q>Rn zke?<87A4mt1-b@!HP08PZr*xki+k}TmWU~VboDofZNo{Z zvrL{wSFb%Z7;OZfFy8RNPWTQG&mbA_k*TDE9kR#+p!s&)Vs&-*5p8J2bZcs%Sq zIh3+oE;GCU|FOk%4iD%?a2fKbE{wexa8|2EQ9Ctc=rQf?l>?#5Iz^xy#S@Hi5=$lt zwp#+*+TYed+F^#h2t2{PDkvo;D#%DH@v7(#=awb9b#n`}QKfv*y`uR3Jj`4tW%bAw zr<(4{8g7X9qIDwfZe!9Jk#O_Hb4ZeRM$=8y&*wG{qx&N!N*c{rwfycNP6^0C6Tm3;et5Y ziHr{LY-rs2R4$;S8gIY6?<-`Axy+y2C&ytMr2V9x)WDStMjGs#NaG$tO!w%ZGp7y>JFYc}dD5i4w*_EWJitFIdZaDiMwzS1oI9sd7^h^FvYG zPv)rtH1n0m5b(I;=N%nkxYO@&IINMKuSBDJJrykWvdupmhp=ZIPa6v8L>xQ%QY~XR znP**F364T57EO*5N3kS03U^?%;6r}yBT$L9khq7+CK zM{s0DsM}$p5(FXk6!>=p+YAd7+F^pnXQ##|gk-(YiMlae5P4y*2`}bbV)v*vJn3|l zCY%4TBs}n((LM z=0K1vaZ#@N0rb5H89%RzyLm)W_v7Jq&Eb&tddq)S)3CAPtbxJ|GQA=@V1EyAAt^xX z{y6XqRt#XG9}E6gVWG~UJ3B1-E?$aOQzKi~T@9%;OM6E?dsf)c5xyVND)px}q8PFf9%UHj;`dh*m)H2$)d(Mg#5n0ZTPSzt))%l77)#L@Mz zl_Lv#i5!>?+>NjAYTF5?TcOj`7eDb-qd9?-`vdd9;cpEF-6u14ya-MqkCz-L%Dm%^ z)3X!asxg{VZCWzmb$(wuD!O+WiPf_s7eA%dmWhlKN1*U1(EP&MGX}T8;x;L`SFkV7 z()D&fvY3jQ%2JWdlxswXn*?TxCh7sZ9DGRr*-blAGeBQGjk%xpgY) ztcE^iRzN_p9VvlH*kcP|Vy5yyqesq3aUWsgsMq*d)vRFq@?WCyQ z{L9i#npiWo2V1F~);Ul-+CvMD2)=J2hJ2PX2K@P7Z$*42%#-(7voiam@YDn{i3IN| ze!;}lVW*^g20t1DEJ^v<(d#$BSd74GD&{N(Zf*K(XI;7CG#Ecm3wEbBHIYfI7q+?& zM=CwPUGizmcpG?$II;;zYbnX(}PBcYLS9$9ESa zAo6&SI#}_E$YQj8=tD-4j)`8+4&Q6dtZtD|UD!M8vH z7%|>-FoWoIB(%)v{_;&yYKjae>5=_UM(;C7YeQ5?4-syz(}TD~5vD!jqES#q9|p97 zGo3U?wQ#=Dm?O`Vt{+^t>zhSwrMQYI+n;~xIXMYYt~l08hql7FJH<2?)JW$p$OX=a z4IFI+y(0yD*fZBwO?NYOL>mL_evb>@uU4ThMqueu2#ugDrE&fG-}jX72xlUtrL5n= z6&D)8WH$n1IksX}nw-c`{a)=hF!2riY{;_)2*3koqD1IWv_iFXRR*)ziOf0Vj3zGJ zI>Jhty5g%uQ~kl?-!|?f-1K3zbMPR4@YC!i4&vkO1=;2nI7BiZL7OI@APD@1!%>d4 zI*xcj+Ehwq*)<&jdxXsWX1^ssAcH4JAC=-A-zK-g3iS z`IbFrkGUDhduA8a?u5d|=J~x_f)-o>UPM=WvjO;v#YmNjAHT(vm5~9o=Y}e==XYMF zq!IOmB18AWqz}+Qsf*DnIpy{0EN6ML)W^Xvr%5@`2)X0Rp*io(W;Sdwe4s8#i! z8#a5Y_OsjGU0q8CS+1LZZ0iX(5bV1>e$3*^VMhL8f<06(w1w;pC8FHMx_z1thw?Wt zZOi-SKQApzw)>^ppAR5a>^Jh!*N?|rmxpogt^1Kb=q@$>=greMu=szUpV>ciPj_Qf zO3kqM3>B7U0KJLd=7R6$%!+5W5d$Xhk}qz#e7|Q+%&-2vYbz9l^hbOl0Y+i#?whgT zlP?-NWCRUeifSRkYY~8&HL%+6%K`Y<8lCq^bq(C5&NpawD#@fX@{1!=oB9uA4y58I z%A_sX#CZc6)e-f#no>Vhyt{})0Wzc+vww|JJftC0>4*7<98IW3o!g^ zD}vD=zRw3jV7Uf3whWI6vUJSgJ()CGCKFHAy>erwco8R3YALbR>fFURE@AyEJX(cvwX%ASe; z)k(G;Ge+AkC^Mt$xhn1H(?a$xkh5Cg7=&~=^MA9vEryv5A-(sLYcLlAO2L_|X=!FxV%?3qE0$XTCg%R$DcF|Ms#A-YX0tuPA(r|r_EhZu@ooymS{uU0#H#)Lv$HQo5OKsH6K+30Xp+X}O_Fce6aDl=Tlalzwj ziI{dvlqF%7{X)E){bJMqs0^cDh6F43$l>}&BRw~iAdej{^NaI- zhS{Eg0NGS?NwERGWUG(3TsxkL=nk^VmiTOA*46WqmD`e*Ud%-pQ#;2lEttoWa#6gL zGJ0BsIOai5jN^>`8G}zREmQ)6D6_ity%PLj$kst@`0yBGsv}2W&Z?<470)!8c8t7! zV_h+N%dRgO0ekK?2RY!_e;Bm%}87G^Mf1oe7$Wq!AU5sjFR8fQ3U z1P3>(9r#BMjI^fDeP_4cz0qKD_EyJ-x3*L~MFEHG+4*9})2E5Z06Zuj^)UaoJ4 znqhPI^yes9fn9V%O&JvvnMLDmJ`hpK#6-aP+al*<8QZ73bJ9W?970pC>yq*FyYI~- z^(DnfT2=RT*s9y_Ni=3QW<-A$D>54YCHm|1Ia)~E=SISzZ-z-@9&_8F>%~wAh4G3Xd#wqnp^ggm)8&bNBeO`pr&ks)1jL{f!FfwQ6Br& z#lJSZDO?+lA9nAozZY;n@eCQcxij83jEA11K4}|j(s2Uc9%rugA%=n@FZ=~x@2J=fj<^R4+}Vzb{iADuB}NCaXjK}4WX`M!8+6%U|;pl7o$5U z928!DKZS#k1kK&9dc=5bEK+g6lF_l`d3-vWn3);f7vo(TJYlVvFYLb7J{xXK%M+BW z)F@_SC>1G|(yuC;!UgCIu?jD+X3Fv_I4A|fg9y0tRqUE)jcKl3%mAzxos}@W%dI1g zpA)|@Fsq_UD9wuT_{;@uW~9=ri%!Yhr@Vkb9U$Ns7wpOKf05iE*<&Be_8D;tL$%ExcyItfg_Rk07^_V(tzm;%i zbekki140peXvOvs&2LM5_b#!ZqZ56vM+HOTfh8BYZ`L}z+oBRl94P6&R18I|k9J06 zc0OI&HioHet2fEyxV&tpRYhanZ!*{Q7;tb1%Hl`9>b)CSrD>D%(t)yCc12!tc-JnXe2yPrp6Pr>j zXlZO391D(_cB7G&v?C{PxXirx`lrd~KT<8gxLLO9p6&PD#-dB%a@p)g&)Y@oCuOh( zTCx*~MWf2;M|7X}=^E~hKcDr5aVj=yXtB{fo!2DiD$8vJsRo5xdnAn+IZYvIqxDDJ zVf}>+Ovpl9mXPtV5BeQ*ND?*Aa z!<>3o4~kHh1hr&`>L)CV58VK6zT-60mT8v z&+?>OzP`eGpyze}S|!}T!j0C?LsWknC#e~uZTmxxj$vEroXbx!$Z_|~?rKT1(r5b! zHU=9peoFy&d54%!{^E+C7ngAAhF1Xu&m7_Xn#(cCcC$rJ+G(1oOLbxC5g%bNuR#Tz zG@VFMWDe^8hH-)hY0Y+I{w8C2=7OL>{$!wvC7mE9pod~spF2|nhxRxid#Hx!zr}oS zvg8kf*t{y~>*<%4PPbmWsl^ZPT>R0k6^GHP{M-xR3tf3YZp#voD8VnZ%yUhBT4#S+ z^Gnh>y;rMiSH8d9pF7rtP*{}ho<0T(JFU&1A^uxCc%}q>$3d%lKP!r7??!pHAbFM^ zmUw22ii+yo_H|88z~2Fkge+pT{{cIUi4bmB!`YeulBnPmhQ(pO-LFz#M;Po2dU0iR zancugGt+Prsg`N0g?_`eKm$H_oQn)(;vJVeBgY+% zh!<~HI{q%0p-qEqu`dmiQpS|D6G@T^zC}m-g)nX0on=GA;-|{vjW|Fb!I4U8MR`b& z=*GT5B9u%>s)Gk1Ys0C;?fn54^=$;k)0sk&0F4(4KPIG(Eg6(cUB;-UK&b_?{3o@{ zLTcSui1s#ejLA$0LuV^QSz_!c>xG+EM@Pv|mnV$CnVj15?)aPBZ7!FrnlqCs5GC6aVL9u7w^~iSH3UdawP+ej> zi<$Gc-txnIt4sSt0_pq&QkrB?-a<7Lf-%&?EmDVt&arsaSfnbqw!QZ6L0@s?dJ>q% z7WlFJl-S8i_>@!(Y)|#^A z+4LrB{1i=Pi7@nH&o><{Oa+7ay1XqgPz=65-*%@01xB2xQ^_I1xZ@TV`4avVtVSwN zT4fkE&iw)PqiN1L2!2{Q`NL@@D!q2v^R?feSTTR`5%Z!sYa5n{@zC}38+LZg?}*`{ zQT}G;^zZfI!>5r5;f+YXK3ZL&-kK$rxy+Y$4Xe(nI6-m68u?X3@9)HaG8S+(xV zsf%mH>1_bNY3kZ2IN;1MDS}hlTGtitF~}t7WGhyw_Vg5iCV85{Lka1YF7U z$QLUy*0d+sZFv=jEQP7NGg=EYj@GEIlyM?AYE#kHft0YY1?LH@?C56G{sdXd>N>`+gZ~47-5Ay!7#I(y+ADKP2}Xn#u7{(3*n8m{MevZ(~EXc z0$12P_i)p`I~O=|O%*S1s_QDmfJ0A{jWyY2PxV=fAMR+Naja1nz(C!OHUpLsSMh_s z|0QxhaHh?`$qEguJ`oDx4jG9LO*!2p6o`X)w-Nh~sA#_3ty$QR4<&xcTiQxE(8-ig z-RjRiB#()fnH&?wh*M8wI^H(u@{mqPo_9J?@gU#Ai75Sl02M*%zC|@$-e9_qxe(2P z;hD3t&^IdvU#}@Kn`~(4sm;0`%slUCvn~y?A<62@h!4T_*IbVCFS~>qg<=}gVVmW} z!8Bws6-ATQD{&7WbSq1n+OG!9PAP=AerYe>!d0PUbCI z=gqa%_>yeNvN|XFCr4ubs1%It>u3E8N{-qk2=~Fd9YE<}Jl0#@+N#6sib>gVh7RN= zwskWr16*YCy>rEcuKD^<*W$tBONx2S4XAB#V>&^)t7l~+HJ0~W#_slU(wJ1{IUeuP zkj0D~8m(RQ>^kJr#APDS%k3;b7MtE0yE+%=PxfDf?^({V6&&qpx^?^Z=iX&N&j`|G zwU!+AZcTfsLn#9?&)U9yd)ENxp>%Bf`&a}XHmf|DWC?|gC(fh0@~PA)yNczvZ__+P zq4Ha4*B@y2T%&RPN4ltHd!7% z)h7I_)08D}dHee}Gq8E{W`hNGJ~cW2kE~c5K>TKo>?wOE1F!M-LPRFXAZZZAjy=!7 z9)pJhZ`d2#dk)C|Y%Rh{x$n(RRL~u|fhE2~&X61(XOv&pHn_=(B=}Zck9x8t zL#dlJvVRt8>znY&`t2yBiA#7yB+98jSlcX?i`o^8jPy>U6M|X-54|pdu>7Ctmhp&# z%+8~yk3c3%yE~f8Q9`VA^2}o}`UhvQoVbOoJu(0ji$m9vM31h>ctYTc9nQh zU$T`TVgsG5U6Da#d$yz5+lCaDfw!|TI6F5L+c)H)nEHqr1Zk_QYv_U+xx%{&YGUO3%uSi!Z*|C@IjO&OhmbD9zJ-5pr;rz`8=Z zOcF@%ZCIIa69y-8&@0#g|L%P!uWJ*j$qt-8HXU!QtMcC_IcFxzn{~f2)HP5UwXJJI2Xx#mN9v*+cpljN*D@t+AoE-dPX)(T_2C!ll_y1LK6aM*e zQP*0gH59F=RV`|OG`+)Q~4nUahj zl7Rb8ABuDSwi=7p>;MGs{qYE#H6f#GU)B$sdEc(8@v|-arc>uPJqC-}h6mo*#(Qlj zE<7^J$kk(PYdHZ>#e|`L;MLsDN;36-^r-)OxN3f`0f;`mun2CJf!{}|lBJG~Ha!e(!w-RKX&X0(Hct zgJ{S9Rt6-4^zOUw8panYH5D7)1{A*gH6S^fU$NsXHoqCFzIv3Jg-1|wN~N|UB}j|z zK#gliLNI~OTj-?xZA_D__ujpAeA=ce*Hpo#ki)WMU%oHtm%Vjd`*S-(h77@i1q&eX zP$0KRJ?ETrj%|>%KTpE{$i8$h5xZK~+P?Tb_#a85ahQ7!9vXch0%8XIqf${H7B2iR zZurfu*uHTSNPZ(w)sE5BuDkc1dog9|6nI?q2nsFZD~_O72*I(wh>qWe*3DldDAtFz zIv?ttWOWcULz5Fnj~ao9{2FwWHz6oKjO&ELS?4iy4Vwroh4Mz{Yjfbm$2KA{A`3Gn z4={{X%1gq~%Jzi$YH{k>;|cW9;3HJbiBL3D?x5%^1A0(dOyS)deoeRNigE)g3L?NZ zX4C*&box~dglDIkv;AhqfFQ9ETZX43|ec}!IQUwCnyRdhK$0Rywp4V&?q?l@(|_+ETJC zhTqLEZ8Ywl_y2G>jvkhb`(E2-ZWi;0r(kG$G?FOk@rPIa?7h{+&Bpw>LzD5`;$lNr zF@_^mSIq3+1s+CGYGEQ-cZy5NWPJ3a!Y=TzqS1}l30S63#=!*nBBFpaFep5k2#BXcgb9Xt3N{63k8BXZ*mH)WGK`09Wv zywM3B&a;@9tS5W&Y=V_e4jBFZtYJ8Xx`-ohT4e05kc@amZ}(Bil5rW=C^T;Mo0D1X zz|VKSvc;J8J{g22c-WhBp_Mk$jIFw}6kXtGHuJcv>Bh{1=pSjynSTfIG(G#iLIVhL zQvP$11-X}AW4^w6vZ2x0*V6bTFslvn{Nbz1eCU=96dYQJWP4Jo(! zz|e1$I>2Vs@cB+1#79Hu9wwce~o;yQ_X1aY)jX7OPj3wGUw~v zIz8|j6+_buu`;!+N^JGJWX73v-BnJ_XPL9lKHHpSzxOf&=aL1RlaphV(M#UynP;BC zXP!@V+Yze(P_P?nB+V zTHi#ICp{;a@zP5#eZve?1S_@8G}}^N=Yk6^FjukPze5HHq3l_xKvrO!9FLnD8u6Q7 z-+-s7Th;0!)We7MI7bIAx$rz(dChN;ketW|cb1E)yx3ib;P7OGhLgqTEg|cT9U?Np zs>|xgK6Ij?r5)ihambBILxQsszRG%dS$e#-z8MWP3>kcQ3LhFv5R;a`)uOR+ISn~l z>B3C#sIICBE_WmfiwfXKYQhny$sojjVa@4E@+ktMRFS{2y9b zwoAAXk-@Dv`{Zf3^5^GZ?aCEwuN!aw>mQgpV-h0L1`)UnA#0)rVVZ3X41t*Aji_B9jOsSD$}RZY!kA(%OJ@@TqBQwNfr&%Wsi zDCa|6DLW=kYAg=T?nCe_n4O;nmI&8VgRryB1S*?a8gTa??!;gJ@~Gj2#!6i}AbT)x z>L{Fl>KqhoS&uxHA;+f%6R@3#WE#-;xGisMA+K3pB0Vb^N$GTqCZn>?pjZqY zn}yQyN_ai(h>eNjd5NUPpdUCCbFaCz4R_sr4}TCJVtF%Nk@=r4yvalQVobj{q^HEf z)zpBNx<+J;n1rIDJalZ|h#>@?Ng3t!AwW`V@nCuL=D+A*DfgPUJ|ug!15Sd3Zi15$ zKIWM7LiuAFLMo;JY+ty~&`#7%zs{-BcrqTDbILhl-Kq`v(Ya?}`s7$(yN18Fo5N6D($nw&cLCN0ci#4?_eDVLG&=8kvDaar%#{W1sd$@<5WjOPM*?Q zGD97287Zj)Ylb?Y(sn)2;uDMJo!Tbt-OsnyA&cd`GlwQ&8r_A@7?)<`R`+5}SH(2$L*SpHh-JsMmhHazWd&Zkd_1mwd2<(dsM2D^I|TlCX&5nhp$A9Ky ztBn0k8kUH2CS@AaCl60T9!s3Bnv-pO@9jR`-?)PHr0XIw$&_ zGvjeOzFL24%;}O#urjbDonSh-n#;(PPN1S0(#1aNsH4oUUGI`)Q3ucr0czbXr;;ga zM@%}ea=;CY+S*#k*vt%-Sbg%zC+1hA zLaWZM8FHh%k=l2GAppu+(yHg@cREX6&1G|Qa}E7u^SjDEV*Ra(Au2%M8kGe1bRBOe5N!>uFMwuO`>3wo@%t?nvf3h$Q*CUbW3=LyTW>Y4 z59{B`J7laD@f!U{rwoc!&(XR~YkR8MPBU~33UDxg8wB`EFIw?34V^S#p)zGFc&K9$ zV5q@Qt*26OJHCAe1SILTonY|Fl`D7JfEck>@Xwr?laph9G~SbvlDb_^)2*TPy4#-i zV~y^NnlvC27~O3vPy$Mf-tLx5q1S*lR3+5ia+~a&jQ{{Z07*naR8}CnqaYt6*vAfz zW%XocUj+5>KQCDar_62Ychm&<&1vQ!q4`~d2i@&6(5O(q{oO5R{=JynlWA_?KD%Qy z3lI);bPudH&|pS)`wWyJQ1w*ca{A4%4tAOCv){ja287}4S*T8yV2zJ})*J7>&KnZJ zZ+0+(>3}_Ag~9ip4PNRN*~G!fNCwxWRy#Bsw15$LRjhvmNUiD@jcCOgFEG1!3_ zDKWgM$70RaQq+(s7fSY9goBJA>JN&6_m_trMH9hV^6Cs`VtQf(X41*|hsVxDV`&K{ zj2nS!S0U=!8h`%^Qq4dta3=#!R; zNwcQo0@jW(q$#xF>kVU5$Nmt=m=~*!D|8P4hD3_o(bE3Zl_$}Vg%#eGt z8GY&EY(_IdM>D==sqzn}_d`6{jqh)$H7DaJ3%l{X4LdquTHwyph9WB=5}P~SpCckd zFr9#)A}MMI>vSZUlZyYNE}|JDbK}3E5opfSyFj?L+xQ#b8NYjDD{AUoyvF!@+zDoC zmX*CHkaTbwZ=#Hc7Zs9~?>0VPeq?{+UH`mz5eJYuqqqCe;_q8ZmQOz{-Pl5Yt)Gdg zFF6^0aQ54r3$Yc=m~U~-?rFNYto{D&GoS~4u~GEuPHI5_Sa+lG0P%4&BeBLK1jZ5w1d0tR-F0hRL^jpkcin}X z2qarWfU(M??;v~08Yhs+B%;Z==bdMr409g>2d#j&p7-bQndJix3|vc~{yqZrx=zG0 z{@opS7}wuV$->fcIQTbuGymolmy^L}WsPZI;ewz11Pgf0nsG0|(#Od3GD9rKS+i&3 zJ%W(>JG_hFzP78u3gt@Is0IrH<3es%j4|n`eV?rDz;+#s-v#XHWexrIY9MKMp#i4e zET?Nzuib@yqjwj2e(uda1=#gwIWh0_+Fe|J_!MK2;F(7vc*e{g7necE?n3PO-n319 zhu+8={fvK)y$SvO?Jfio_NHwD4goIgkBUP* z9fCI$Y(c;NQAi)b<;ggUO^C(zEu};?qex&=DXxpo&pWjEOvF2u50a-JKNE8&r(tj= zHSgjQkv%#YufOsZCQLd4L&r_R(*M4S>21_$!}{Tjb0+0s3};7HJ>d* z7T5jseHxH7hQdw#!1VeK^zCpUE+QBnKC70==_QQjB8|-~U&)}JVGXtxZbnorJ5X(8 z#1SMbC&O~(rUI4#L~y+XG}g5ckQF?}M3b-ANPtV_;GrR2WU)MX{){m=eBu~1*Vhni zqsdGTLBaeM)KrqSSY3hCeidZtvD7;@9b4A_i`y-MuR0%DIm5}sZ07kRtB?AN-jH}~ zCXg4&5sZE@(bSjRjxc8dsyA-OlxaiZ4Q;_!Yc?WlOd3+ju1O!pkwY>XHxuA>d0hw# zcc7rSl`heAndW(JCzxwSV?#a9A^||M_=fjS#?aJQB*i%}_3-g%;qmkzI+9?r4;wdZ z#lX!QX$0L&fHa6^Hx6nMHgM#CY({R=Pt7JE$ToZUFfCoi7EbmNBqT0~XtH1(+=sDi zeh*?k!=#Bxvy{+imS*rg`^XG!mhK|w*VR@tzs1<{^>Q>(YqEvR6oJSdUQ0pT$U5q1 zMi1P<2r`eyez!AlFlRs=PwD*a&rqq4M&|`uD%1wCb*{Yf%Kh1l@4T;t7656k1*q$8 z!|z&_J*pFI>frCwD=Zy0L*Sh{M^9Na`K;y5ViAV2WLPZ5)=u#7wKbI}qVb1-H7mQ3 zKZ7`mCCz470knzK7CeI{D$lPh=l=XlOr-{57=ObRa|b7(Uq+Ns>RUiy^Rv7%tgwQwb1VSd>ui@9~4aFGL z-;tRA=5*~v%&OHE9pb<}Z|kO&HCaLSH7s8i zv(O6AKSFYdUb~9xufLx1PuKUjh(Pt1UVPDz4N$HE8CK?s%9(ycer%U4n<=s1_g4n^ z+-HZKf&HCAK7!E9IY8WFaeieFdOl{Dgrodh)Ik?X${?m2}Gq2Bs;_B zVA*a9vBHH2Y9RB?LGg5UAZuAdD!sZWG7pk$>s^4UhJ+m+O@GvX!aMkW}+w|0U+ z+Xzlo)e=r5Qq;;460gV2a#iXGwp3y8Ac9g;(pj$CiX3+8oK6o*a%*Y862tP<5Y*D( z!^>rZgLmk)DA_}X493+zI|D71UlO#U({o`Bnmwf`U2Xl{$; zzop?=v-nGln|lys?BGxn@3GhF}oOg;#9MSM@G| zLuwn6HF53b=U~l}MF{b<(Qu^-qb8G~(bm9e%TSF50$}YlW+_C+@CJgRgP5yw6y~p? zLvb;t+PO9|@H1)Dd$;JALMjZR>BSp?e1#&e|gF&v9sn+lOVGy(M;G^k5gu@9LMPCG|r~x&Tk+lv9Gqwsepdc*MA2IQN9v zEZ5#d#My(I@?xZ<(E*ud;K>5_;-m52f8XReuETkkU4hUrvL#()=+FU~$fE&D%3xci z+L2^uHn9}Exq%=tZ|WWbvXN|G7(3_EHx$-N{2D&8S*lg$;Eq5{GPgq~Pn|5eIoFk! zW68U3ptWK=wXTZ+D z|8@q31Q>#ep=Ff;IGC~{5HB#q{;~pxf%CuX_dt+e#1mCiiDfG$qRMPVc2J3^9d-ux zc?Qf8;C;R$dk1y~y3auOPwCw+yYp1xGb~$<4e7vXCyc^r^M)fUB>|4ec(S_4N+Sbp z@MzL%Bcf@H!XJC;@_~jT9j;CA(FCNUy$IEn+YODtc+PKSnX8ZNiXb9GK`blv)zfjA zd-SqX6A~6eqZBV%*jZ}xviz93iGy?cV9T}^w9)`$@F)jPJf$!CX0mja08uTO6NLq2 zJ;p_`qehKE_RAu}qgawkV93cYeC`hmi^RnjUV!Uw_$4-f^%j{5wcJ-MLBk4^H+hjW zU^GUIoj_Kg1M7KX$mySrBr@i zUm_*cfhbQSK{Imhg4tA1 z2n*7SMNCo)<{UEu8>p$}`^Ppz%Wr7E6wI02kK3+APM4@@Y}`_YDvFkm z9x@bd6}6}>Ekha^l0j^j@IaMnQ^1keMF%#n|AHVdox9o595ZLiA;y&ZJ$Y^m3zURNPvCQ=)d{a$KIx=`B| zN&wq94ErBD19k?!Wd@{eB$j}jGtE%hv|NH2*L|5(q~GfPCgWy%$q2 zu!LHDiX=))tSV{3;{*v$9-C%N(?8L?pDiNLbyuf}ho+6E-rysP3o)i|tN|8jnuF36 z(jL@6%`acxgee51P9K-9Sv!^I&LWfWv?o^KruhRvf*^HHX_(#CpB1@UDz{Vxp8@j+l0hY@M zAWqJS!@4{_dru&#bd%3n@HPH&#_+B!3-nvYd-vfverDf)Xhb6xD4}t7@UB0 zrG6k*8#Mvmx7mh*&gnm%l?7=s3S=~6cjw~2mgAc~Fdp-%=lHj?N20sww;VSRXFdES z@4bG2c=c^FSe3D}mXf(&y_Zt&@u+*38O#4Zcq^9QIvr`TELC6#Y(DCq>}LJX!3-mo!YIP?4w$QeX-2En4jZPj!jZbKxs6DzA5 zS*qO566RR4*%}bZ4qtLy1l{Kb;GTQ_j3cJc;5NM6g#*L-Ws@x#L$TZr%$s%uhL1ZM zQPNu6wiipRaZvCVk!Pf3czcCzjywqIUWiyD@o#j|X97BwO><0x|9P=mBg zf^8?|!0l{8?Xo5$JA9aT#5nXz4u`9u6w8+`M@lN$mLrD45tV?{zJ1_nDP(Dz3j_M) zptiCaiG8!#OY~szd;dmQYca+Q=!<%~O_#Pdk?9#iGZ_y?AC`pY^r{m?}>G*`MPUYpHEEfnz1x;VP1m1LtfB)8^17&_hDaqHmtzT*I>=1@;LSI&ZsRtT)z(u- zF%h$;O+jKtA4JE|v6I(>I=V7Iky(vche6EcSD!B;5KLF<=tu(9{^KEUkc3#W2HBa_ ze}o(n*5XAnYm{5r7j7flk=4^=o&@t;X$b;~G<|7p^pd^GqVNcU(``H+_WD|#Vkfec zT)^l-9MXo7UXsc@)XBHw`^kV=lBH6c?lhskpH}U=y)Iq4)Nn#8D)N`UiWwl&0}1RO zj3W5b8+>7TSy#eT${S%Z0qL62`Qc0IrJB*s-_qM&-GVoNF_F55J3u6vnVk3NDg&@v z+X<>|WNB?Z+0j3zgR&Xn1dYu2Vp}~vyPkt`ow0`6hi3d|Wd#l=uqa^c+W(N<-5Ikx zOPOU#(q(|cdCx5^#d}vyG?x1JGXJru9aDezx#7q>ovghpXVFQvQ{96f3@?t9>`WJ)YX<(6iIvJ}f%TS|kH zRD`mmG&n2*H4OzwPtPIzQc0Mm9F0}0(YC38<)Reprvy@TbTXRwpj}I_uawThp^?po zgKt(95gwK_>#12fc_cR)C8+7?sn}3l!IB}GkMh^kHcKqbr(MarwCzG-asTtH9OzTJHCPCJOa10xtgPMvw zx-wTHx-AC%=$5>8Z3wb*v&i(UL~G$zvhRYhu^SlA$2bKo2Alnu|+b| zauFAmi}hAX3qPeM-ASZ#}&~RkrX5+<|UdGBV z*TE4KisZ;xoI3w#ggb(fk<*`GZYI}b$C<#fm+V6^4h8r%*HvNd(j{aF(tw30yuN|% zgaku~Cug<+6e2&BN=-L0!aPb!^!li6b^q=g>pI*uzq0H(l0L?k)yw za4^fLxlIQF#e*#*`Ye&>a+YPAx}FEyF&u2|Rn9kT*udYk=v`_`2{;q$PC8cImERm} z$K73fAAImZTzB1d1~XanQ&UqRH&3ezYIo}$sMD^0bu-=|FxM=}gU(Rt@yJ^j;}2&H z>jHYrd3u)-h<+ah3JE;?`-P)1Fx6jjdgRzte6qUAa7Dgsehx-t#NhJ0HOA^Gap8FS zf-yS*lM$WZq4W=*{K@E@*kxm=-M3;>om50Hf<`BQqA7}EDM3aven8+(kro?<47Q=1 z_uJ8A&)vh)=hRMy+f3>YzO}sETm{v2%#E-p?X5R_NxRqge)>z-4qzC37He z9)U?Sl=nM%O*B$|BRz$V-WIm&@gr05`>1UOAgp;)*)BWm4A>d4Ghk<6-)2CDO}E@~ zi&0e}2ilu%ywNuL*|#aTw{B;^&cFebfjve>zq#Ac=ur`bkUU>=%^^XaV2vRyI<+npg;O&ve61TzSPdB_kHTP-Utfs8M@ z3A5}pi0sB-b~uPy5o9AcNq1aF47C#zJ(w{)9mk&Bhoz<=$lFZg5gM#Su>3iUrKhc} zEWM=_a!rMpY|&)q0kM$;v1lB!DWAGW!Ts0?;D71~5VVSnN<`kOwPYy9AZhSyG9Z)4 z_}hv;DIVmn{S0+^n-EU--C&m+jb(*MNgsx&=y(hqk&BqfXfzYhEXi*~b*qnz4Z1M% z7^7O-SyD}N6asCPQEoJKgdm>myqMTf^rzFXi&}nRL2-zVk3?FZP#kt78I>bFXsqtQ z<_&c;PGNnmFjP7%$ESp2+s0Zn{y%%?0U&2t=l|c7o$W1KvYSoW6k6zAL8+prq91TDm&`UjYDPuxDCfM*=3sV*LgV>Qb4t;}LF@ z2RplA?gg#08Rptd*n44%Ly_x5hRlFH#|UBRBYHW` zX;vCDmlQYhWAv5OZMGlaxm1$y6?q-Pq#V~ea)Asck(H6ANu&y>_l&Ug`+(F$ro9l*w{P05e0Nzch^?CdqtN67Eb_-d<1E;$50g8?b`r% zQ-OycyKtWAC%4`D?vt%kpcmkm*Oqa`k{ph93yfu-ny zd|GFJ_HoV2=G!MOYP20l$G7*ztsb?3*prhnUZ;C5evFj+iSuULY`(9vy#*(Gz8Z^; z>n}grK6ukA7ixCOUIJjeW0%x;`L*ZRQ!od$ZuYgJH0>3iKF3zJO)L|D>^1G@sn5Oy zN&JwV$u*X}%v;C*?N`9BfL{T>0tdGO`YyTZgCBH12Y1W<*8B?i74R!?Q;P+w3aqNW0*}Cz$d5?m?QOHFiYi!YglfP%Shv23 zn}d8EmOZhnxmRw17%!>oK9G-=J|cGz}EH@Q(Kh69iYMjt>C zcoK+HikqC2oqqns4y;Rb-e+x1kJ!=&mjU+SmB_L@?%;w*gTer3C%)`lz(G<&@r>HO zvI(EQQQOivXoG>YRRE^tCBxP`4A6!wI8_m5n*@5`y;s}|$U39WBCr#;wRTy}+%h}; z6in``ap|i76kEL=Admo*7=N>$GHxo8>{HV2F_5oL*kp+?z$C1__)x;ixOqq-|88#W zBTX1Ej^m7kB9?+R_vHEw@Ez9!(V5j17uYegYb}V6Uq{b?0~!D>v=Fl($)dX5{)xAex-Op=2(*E!;L13`DIvhtr#37#-LwWGc~%TVwPr>>AW9?K z2-^HP4Hm;ga@Ns#mLA+_gZQS^%sIhVNF;WW@R(N zcGkJ`0eCs5gTwApe=htZ;Bfu=^}B*8o(p|`F8A@i`|fixTqOtJc;k(`4n<)gU;EnE zT>9R(zV$7aUbt&v)`R~3ekMIO+oDB_cpp8t0YrhQZ+OES9B}O&qKw49{N*pdAY|I! zF=zi4v(59a%YI&uPoJ|pOYEds6KTX+cK_x+TZZ+;`_GvT!<$Jjz6Z~N(RcOvbG3Mn zcIxc1J)Ya!6T0c~fJ3cw{a?4*Ef2Jq(wOgf-zi*&e1`J9e%Jb5`|!=Hom93B7UDB) z*}$Q;A-}$J=1=$;=5AB_&aOl5^1c0?yAQ3WZAm_z8!$52Hl{ik-ul|!**g=Kz323M zvgZ|6^IO1J1>$`BEyqm@)Dy6K1_0n>P0Moo=&h%q8_yrod+wS3UcGv?-FfGo?&V?$ zpMLu3&vaA%>--A%74R$ISHQ1;Ux7nifv4va5A~k>?fVtjRe=Kn4+X;wZW$!ZWDxKM zATFJ>e!?_TfO_TJ3l}kXZ{5+wI@@g|%@v-ES`bE5M{B#y17r*rmDn1XXBlW>#V`(A z+gtGwf~5iLZERc2(j+bS6y{so=&+3ffYmMv+NIp!)Hfih#lvtLa;->Vp)ES5)`kXC z7KiQE1;Z@^NK_6(paO|EzK4(cBPm?N?SU&eF~$AnC{x3kyQV+`LE8v#d5AjK*I zFihJhfiIl|zKqxB+dwrSSQ&`TgQRs+YkIcl4q><4h9 zU&v|&M##S}HVRnBja-aSm0{|d$c$P(Ot}zDxfq~V&qi}C?c z`H7Mi90!ywLUudI&CIrrAsfTbFNW{paSP|$)=e91W7m)!GpEvm_$1CdVYXd-!qN7B zzwSo<9J0+D*V>uK%(MugMn3ZIq4Y3}h;a)8XlAHcEDi$^us6=RDyc5Din3}OA#r)b z`nA^FvdQ{}JK+-sZOfXaR)f#s*2f>W`A1=-{|JBA&$j6HR;z%$Sp)m(%=6AALAt`a zk$p-IoqX1Fi|`ze7oNT^2l3#PJjrazbk8>X9?ErE3lnO!ppz^q@4hud;c{r+Kr{S=h{csGZ}0^G-goqnd?W^x$%4BSHQ1; zUje@Yeg#|wJUNPA4!;7=QUwkOJd~GH+l~>ug%UQ@J7jeLSs_>wBZGr5&WbIM8zAnU ztq%~cr6+2uM}}+;DUK%|eYExV58307udtCIaw4{qH--c^j$9P*El^l%U4*Y}t1hw~ z5W{+!*Ao6wW0$_=Xsc@&v-Tz!cu242Evj>@!+r+rL-++LA-Av~->Lx(hY9sqx3LK+ zEBwOzJjdM2Ll&k1vgn3I$e%M~12)jp%1F7(=FYFPzy0oqw&ID$0qo>|m&AV&#sz>} zeVt^jW0nw;FqyEs3Zb34q;Agn_?76DyLEMhyhbyz{=u%+nx{7T8MsSENgD2p&T zVMPMEt=ZaXP541Y2)a4r;<>iqs9AQ`pVnFb(v>z6ErWI0ZFMs$ke5rAOz_KS#42D< z1`6;u#OOXA6%dD~Q~xMT#UQE9N$Y6q02JN;;MWewIY9qnutDqSSCOq=@`P>TTvRQ1 zgH_ieUkn!5NkyfW;`mWEhlXfO8NZosSJ2*evt+BE3S$d03Z@1gFZQCbM zHN7qQYwfK94?Xmd{r>mAw>fj>*wt5GZLfaytF5)Q)o!}!CS?93?(A%mCTjxVt6%-9 z&7C{fJ^SAGzSjg0zUfVGvibApd#k$N0ubd<`CLmNRuIpJF$>r6d+n4{PI0nj$+3^* zrdsP<9BEC!ox()Gqn!udDfrlZ|1FDQ)E^pV>ZeI&UPcn~HiB9%{>D;!8QzB@O#VHL z=U^vcC9gcA&ffE4KC}HctqRnl2KX@^ktgp%sywZY`78Mq@GIa~V3G=m(Z6=>+DVr9 zPd%3_@S`972+OCZRS3`JWAXd$SHQ2p^S1&A1Rl!oZuwI?obTPyjSa|MGb9HOIuLQ7 zz2CO2iNgLXQmXwal$k58_3T(xi4jUZKhb0(>r8I&h7od(%7bQ~*{FHpGgnehIOCQT6 ztX;8o6QK-Yn?X`!ig@W{hGfe?v2EMjLmjJJut@QYGOJ{NFJ5@8J@WWUj#a@ioN9a* z87G}!3ywe9@=3#q4-B)-w4Hq3dDb)3Va<5<4GzZv@)lT6ON%v>&1ai3 z*3Xa}{THOs87mOu6cA?fs+9(MjpUiMZJtkZB?LGIu}{T9EZ~?aqZI(?R8hYGr*;s( z#xO+G1i)i{DYAR8oU<;T&G98{J!zv|Jt-T7dAg%z)c)s|PuthO(Rf6IhmtG%!6=9R zLt4P$0}njFXIh2*^FRMHAWz8N|Ni&8U>Z;E=k-En+VVeCTeD`3N!F{MV~;&{5Aaay zDBR|`1RhFm{l+)G(N?Tjq3*jTfK)Q=0@COG_RK0E7W8jEe471fZI7LWFW`koJsqC$ z%(gi7tLkAkF2M(J1?kX_0wNB?Q&z=y{S=)iLi zc`Taab*uaAAC8}8Ls0@nI)(vxMv z6lu)>Xrv8q?`gKYnXuS6rn=IZq!cG@&6YM&jLWPau(FU)l)hLDV66x+FKD&%sx3+1 zlB7N#cg6x_#X+RRN$cv&Aoqr;iJV(0twroB79SE-&dRGuL>|dlJ1NvLwwa()k}($o zCgv3Y%mLhvArkz#kXvfsQ?n|I^|m$JmK7`A zz^Sl6(IzRY25jvb9<@#9i2tE}4re0!L;AG%=?@ycbIQk87|kf`-2cCBsjD@rxJAVf)AFSHQ1;Ux6dK z0tW;h>d4ZGsLhZB7-VYMB5>;mf>7_x0UNMQz8 znmuo>RUwUCv3w&;u~I@#x~&$ePofB)#DS=__a`x`0~`$G**Hu?Fhc9;4cY}b` z(B02?&U?SV^Tankz$fai^%>dS_c1f`n08 z=Lk(j6%J=asH8i?3NjZasNZ4PFizAZ-Z&G+wsky=rUFkTGAd+KnJvFr5Yz<3{{@Om zcOimhmINcB7&bX*GAR5mP{c$nv)^e;oz;;VB)Z7BQCXG@Gm5s*{>pk$JB;1= zrGqOyJCp#1pts%b3~nN_g~}`lr(~5@#z8ats1n~^eauDSBrLB>ZiAt>yu?-DGVo$U z1wYqVvJN1XQ}3qd1js673j0-I5M541I_|_c+$Ld7WF}|0mAm0wF4(SJibi5xE)#>4 zi%V=ddyV%V8`@X#Wen=iaXP*=En24s{nZ%#8CbCcAp#~QB`Wx-M4YNC+ar336IGe1 zWjK=Pe~r%5ttU6wUh486J5!2#au)BcRK|$qW|z*x1yu2)S`9=P474eugXV-Ax{^Gw zmek>3qpJLyTgqp0&rjEgu*rU(MkeEeE@S?3q=GM!((8TaGlx4A_eT>N;H)h1CkELJ zw9})y4)|_c3$&YCBHie=iv&hg;Te1}>C-Q^wpsSqu)uBBwY+CcovrFCUQMSA=e(DA ze5XtmWw{Bre>av;VM{q>6jCpx$BGH_FQ;!ei7(6l&5rpY{Z9-Ir_211GAxONX-;uf z`XVqcH~>D;9G`9X$z6CiQK>xpGrtm!B)-=EdZ(!=)=l*lhBpk@`|)Fx=E;3Pw25`S zHm~>IC%zI&Hy|H*Mi^8@dPFk!vPVk&o!~cqoeQ)d5DgiovJDlPv3@zV0gtuI+iz8` zL!DrV+>uUZTugd>LlKHOrA2aTk>fN=bFTdR43+U#9&s$Iv#Zwfq!hSFhd z+gCmFag_vK*wNh(2FD)WoSbNT9q1RcaGLXV2&YaP(td5ww4G2&y^?m48Nj}qK?y^g z@J&a$F@d7H`nkcjz+_xynJ=3Sf%_4C@c-Mk3#1NPtW+0QUIjwCiqzD;*nGoD?ODc8{<8D1_oIb+4wA=QlLT;LTMWEtO{tQPaaiY zN14s_7ooZI$NCtL#iUVk*p6e?IhqfMcN0k4^!Nq=u z6m4g+vRM?+k=$()=@#IkiHQ#G7U{>DP~XFu0JwGiwq6ZS~I{Pe*uS zXA8ZWZvp{$3+x{t6^H>;1(_1d7UP^%UvulvTssUNi*;MhW%_C8W$)3QgpmoHFoUWq zb4MadEMmh{Qh7L9NVDFPKYJg&k#UE0CI7*5E`K_^iJ>Pi56UK%%D_xP8Rq#Ju_*pE zrw>5+a>Go1bmDRIXBMS01y;XsFUC2yK5DDPffMV{*fCCa$}DbnrVnkR$ucIHI#fG6 zI6>)A27YDZV8mk4LKQ=Gl&$AOH(umRVR|(0fzETpC0EjbscPl3*b|$$Ipq6|d+=gJ$wb;5R(e#wVV+!eshZG3lKF^(M$HTnJXPvl13J&qdR7<+02( zy-cmLa`&{Ygh;ha@!TYFY9!+W4X@ntF4Zwr^l3w5MPxcKi15gyt6dv~tv=mq&5o2* zGN?4WQOqwnXvYJrq5eTJxN@KY&DhtKJb+1OaQ()2Tud3Dlf?%}!=~$s=vfi0d!1Vj zswnm9jPVx=Z>&8gfVbCOUh&(pgMiPUX9wHGUqQY)Cc6f%? zd|0-KB;3{kZnB(ZFh$l2=^TN+Vl_#)1N!o_G?Iuz;Bt%ia}YySsA=rRkA7nT zCVRX?2mNyhr`H~y9uf_CfR0X(xY)>9kZ^QiNeB1?SRc~CLS1fuH&AF|KZN7Vt@g*G zA5ho5jLS8UXNwHux^Z7jokfGl}#a}uC<4ptb2YnaTQ>It5F#xH@L(kq11_A%l z?4RN1TDa)zbtI#~^IxHk@MIQ~xBOK&HU5WHfQElb(8qT$|82)x389w1KFF(q16PqwO ztjt-yJooa!7PcZdlSu1d%|gE50R}Ws{lN?FgoV^awmcgq)F0>g6$jAySp$!ztAA{- zw7QGk)h5`>zvK`Hu_h~R1fqIse$uq?SY5QaSsAXE>tWiu>*CSlFBqa~ym4Nhdt+M1 zpf@|S(-NCJ6i+9uU9X4X=NH^54Haf&O~%cN@0a+fMwiZn$bc3mjCw0V#kzfqW@6I9 zhsyeD$1`-_(%1e65fTsuh|_NZ9ung67thQ}!aXFSIiZsMraBNt>UmD`w!PGea3B$) z2Z%ls*Lz-wE%S=-qgO?iFn^f=IYOTUBp?#v_{zW=Q~VhwlRZX`>7R0@92HVus*g^E z0d&S&!aycGaZ;2&feKY;THpJD#)`@oKJk($3l)H+N5CdGH*s2s7-vT@u8shWX^J@@ zK7wOyt{(WVUWq)ygFq7jRsKyMQqW%n>aLXU3HPmjy|}w(h=Po$Y_0=z2a-V*o9E{2 zoJ}0&SXX?;^8%7S0k`t2%h(^h>vTCM;eN#bZIH$>x{yh-b6EQ6^Z*+c}TlhSuhxcYe% z8lzIp6eH}>Yq}d%%zWFDEY|Xw@JMM7jv6TX@Xp%wRgR8G%jOebe6W$kOa=lWJ9Jym3W~r(Q0< zNeOuOuGnCmXx`%9KgtD!H`TtJEmt64NGv_rH(^1!xOnus}E1>W%#bOlHQ=SK4rhgDWL7jv4pU&iv z=o);$wRY+H%gI)&yzWP6=r<6k&T#X`nmKk7(6x~djHTT)cUpOmRr7kuHrq5ycsoCQ zGI6wAY$-bP;-g-bcOav@u8xE;pN%lXg2i$@!%=;vL(d7WHrhBCXnVeUKXqkP7w~sy zuKnJFftCI+_>6Q|Lwo+3i5yv+aJu|=T;m*3QNH%c`tk0M8G@kugrW>dTQ-Q|*9m!GSHQ zE^Rq{KzijB&1okSVFK5E3uMK56;$=U-p>DMxSdW1>=`ue;Ug!;dQoD#)x zah)1n_ov!8R-dc`y4AhJhNO*~m#30;yhMmR7o?{iT^pFQJlIa(XQWTBCf(;Bdcl7# zUEFs#=^=Qx!tB{-x5>Q|x+v^mk4}594SC9}JpKqrm^&9}y zP%$Y{_;>vQwLZm0yI)=Dc-Rg6ol9H};nbt>DYKJ{!@}SAfL~OZ6O(S9tS>$v(l4}Z zrHBhH18%UG$RO}IRQkl7=9^3b&jBBUyAi`dPS%KvRMw{ zom4F^Ys;|O=|cbkM(OY31&5BD(c?#3a+B8(X%MzaE~kF&#Pi9GfAvo{z9SDw9S0(> z-nq3^H3g-iB|Z7F=1Qo=?0Dym13L$lFn$T*22J|aW~}W}0a1HCZY1m8%Ls zI}z?a2Hq7^6SghuR@wk^^GP9T`0Uv!C&@D*qe?!lQFLL+{u`C>y(n z;?&RT%Divf();w43|XmQRmDmIVpc_6MWRj~h182!<(QbAWGfo|yN7d|&++_3PjBZJp;pOHJ|T%HB{u zLEB9Z{H9O?tjLIAdt7&ui~Os4i$(NZ4{bU0y4-m_RK0y0df5;&B?Qz6dr}mB29jkt zV=`<6itCR#QsrrYx^P@idR)TV8Qm6wxvCFKTXfvszd0A{8QP#2H1^X!+!jY~2P7(5XLDN3V1eEVQ}mKY4|9in~4y8g@|Sz%0f z zH{HS3kCC9SJDZcqcw4bs1M+aC2d_Hx4q7Zs&R% zq)0+3$EMQdOa|dXxRr0`jye0>gZtro7jN$5xdjE6+ze)5Wu-pk_X?I5WtKM810o+i z-mAa#06W_AzkjMghonf~)6hH>+IrTe{Y~jn_cXekUuBulel&8DhqO!k+&+Xx9 zlD?gZpbsQ}Q;0JaivqL@d?M=GF%-1N)}!gM)+B%h~3BYWqxEt5+djc>|#j(+wXNcGc_n z#-J96OvkQE?a}JXp6d^5Lg}haZr4}sqC1J|`J)Hv5qJA;dqeCM+b#0yUJnlHJP(&P zRWA%rnQ93Qd+n+5tG%M>Y9+U;bPIB$DrS-m0ui+3KOi2duQ#MtUZlZ)3obfiif=3Mtt4K4k1f@syR)OBQJ3)Z z$4leuSW{9OhB^BCcd3bOYNu(bTg_t8mgxTq9oO$DGg`&DMb7H>m+cJ(s03-{#%-Sq zhmaU6x((eoho0>#FaH|iJ*1?ntkS_F@8fzuwW7;V)Bm~{2|!jAQf$+5^DOc3*Mpii z+v}Ts7|VP*O4TXoF$atrpqF#YSgzf?VuP>8fu&bXz^%wSG1^v^`&!uoGo?p@0qHg4 zoe-*CWh1{S5mE4E*#Zae+tWeREZu>>GbGE4yW=5fs8+%Lri1{2?{D4Zyng=JL?Wfz zZ}Pp6J3QL2zfXW`sqcW`D!gx+u12w;FI(q~o}eya6-E)FpfTZm>h~n3f1Y>2yui=R0hp&b zLEFNqMvApqjsw!#f!3s%)*v%94!I@vXF4LpUxXWlzT3c_V6=F}-hMRVSM_D&q9(ju z2Z-9306{g_TgG|0Sx1KMRfKwzWn5UlGdaL&lznDL(87c?K1QM)KgqglY}3<}o8U*~ z3g&QSwO`UFAg%+W>>aE|t+pBI3((Z8{&Eeav0i#E>X!=zKmcT0jVn3G107wP5rBj=}IDNkeS1)q z_;+x#(}?WA-4ifK{8qHs*kukdE^>$CIsFgy*8hAlUI%n;7PcY_ocP_e9Kj>G*6YN8w&=2xRd0;+ zWMz>ukBCrqP8n<^QtH^axP+c4zUPlW2QCU>d0&00T0 zeheKm*1T)_!%sprl13S@^#B?uSmg8<=m4o}f{AfVj~rJTC)=p`KhQaeMKj;POXgjm z37^{9+QvL?;gCKJ0rqlb^x~F`Zafryhw%h=6nYwd+Q?6Hs4l5!U!qKah~k;%Vo&un zwnq{f7e2H%wC->^sQ4FRKWB$hRsU1X;iB3*a2Km9ZP1f3tzLrz<7M62(F+Eg*)2cq zm6^ryZ}CIImizY#Q6SJn{4vq~X!!P25gD1(Wee9YbP`XQkO&lwWViVNtNxTQMYzA~ zlpe`bS-neC3<=8mQ~0|$>4YWX1QxQ6pC6Uufr&U$cpD&=jV)j?8GQl%!O`_G-l4W{ zMFdCJ?xaqAwY6iZj!6BQ@=f4+-}VvO!`gANP0zN@wdOzOd-U7Lj-ZSl%zhJvY;wZ61_*w5<+$omLRKa zs!^-{i>1eb5Q#577F>vmsDT>+ybO-LM_x4aze(ZrX{0`px>B;In46`$k!tk5ItVXt z|K?JnSynr4bi+7&*ja-QRbyS2%H0TD0 zui`}6_asb~!!{;ApUJ0}-EgxHX1Ys-I&H9JxfuAkCHb7=3p1mxf$KBo*xVCQE$jaj z2TzkvU;X|drv;KvgGeu|UsW?YqoSh5Z1&!3%K73xyx-V7G`tZl z*qeNIHOi{GCP8B+YyuNpKWMylqCOOY`=2cSds@q`t^So}C4Ln9ngn`ICe=(H7ON)S zG9>7*YJ7!pZhsbu#$bI=S2mh6N0Mp0794T57r03r>OhLUD<*TUZHJr1HUguEkiuI3 zeET@eUQzYuKvWqBjmk;p3|-XH(m`b*tZwm}bLeP1@*}4ra+3ST1z8eXzkB^av7gl( zPU5*&S7$rlEEPm57)c&spH;CgeTzwa##CAnvk=Zaqqmz%MUD)KObjv^r7bH*)seC1 zp^8>ihBL+X93Ym_nk5}s_sj4a#eJAFX2Vy|Tee9ZkIQQv$MrDTSPqmHv$>TSQv`%= zK_BPf3p@_mTY9w0I#`^a&%v2VeB8be?;=hA<6Oft0X5b9VyMJr_Nv1l^U89ZR3{dT z3rqS%rd83*iCA87Oj%tvHg+1U)EowLQ80^&FBV7Y`=LBE_EJWW6X|E_Xxagr; zQ~U@WZNmxUehQzevh~VQUN5jUx*{GrN(xhbzBmx6xy;|D=jl7U;!j^BG(NBSmNoOt zyAewmLFO$YG!2D{j_3H;oqBF-FzBKfGY*CsjnYU_2_%JVDdd?wRq~?Db)}Y8o8Tvy zrK6WC>iWFHKpRm=YtdD#J+6BNNS?%Y9f4#-VE|p@Obgu7ehz`n!V;dez*HP?`J*_szSpzU+(8S zGI*}AAD}1_r{80=m**FZ=8*1>iAoe`es{G$UUwBkqz_x2M>XUn{GT6Xn8-(u150IF ztA5W@M=`cEH@8Zz`bdG3*0I%)_?ePD8c=D;91p$U4`lZ>p$Dr^d+M8fsrb6X&b(R_ z212ndef`d)POI(UQ_D4D)@e=V6UR+)A#=x_YJ%>*JiME}eCHXV10-*XguQqC$+6fl z#Vy`8PwM2tD~Gt7hJyaoOmAASBu&e>U<+lTIcHtazCWQ{$m~hxtuExJc_R)^C6$H< z`7y$y)E_+!#0w|SAjGW?C~U}p*`+gJ>lRK&0Ih;C3N0lqWKe+o_w~S?&wh~-EQ(S*8X7Kgh-x9XR@@C(#@r9cC3u9voRf-2-%_cjmBoQJIuFOo|Ldc zTlf)7&sguPF4oD_?FmLML#^mC1&p^F)~v5CISf-rH$f5sev!ShI}9n$Gm7TS7cNtw z=@xSFkPu@tO~ao!kZ?=7@7-VRiiQ-DUxVKeZx;Nd^RViG& zxw^W`q3ufW0e&PTiYn3o!cSp8BZgkRNN>+Az0O)u;5EzP)-Y2Tm!~nP2aw4DV?!0o z#+aW(-@aEvHX7(c2iXJE9-4a>K(L@-VOzCe*;9e$h$d~+tRuY)BikDf&v{-jfD=Fj% zDa+Mf?YV<)*0^atKHdKpblAAl3s`^rD}*gf2rU@29IxNHoPH-1)iBeVc5nGH*tWbW zWTThrp%ce%gDHR!h3wDA-awQ#{mfZ{bTd(yE&# zQn6BRcU(8BmoOLHu!=g^XM8(gN`HHRXA1mcM=D|@B{iXRDryJ(diaXM4WN$iWn*jE zP`1+AnW5h?1dK8pj9tAez=kgcp#E6^k|Mp|CUqGITmQ0y;;ux=wATs>Xia+3p4nty zzj80h#H;6vPBWJu&onX5lWHYmMWWH*r>w(UkhzMgDa~sM?*Y{Cz5eMq`vv`|lQFH7 zQf@hVj0HN|*oz9YIwD2hCS#&afhNUeefm4vV1Fpai5HL%U%{dcDR1(UUubmnL1T z2!{`uc?v3(f2Vtu^{ypbLR@WPm()1m^Ck=xmj?}unn1AVsO8h~v`^JudG5vOtB~_T zWX6L!{AIW~@#*QE@7#1Y*3>>AQSzHU{GX3$;~Pi*%gcB4i4%OMA))P7x^;_NTwx8C z;eH=k6Qj+mh>Jm$sL*2uh;a7%meLmyMaIhUM>K2`>nBYZv$3l02aw92dW$1$@B+Ti zO-K8P4RNAgJWV2{jISE@aqfQSSKH$*OJ^VUe)bu{Vp^CY;!^&-fy)`=1FXiPf_mM?S58VQa)sOR4G9m`LT46`sKF2<+=ol?xo79 z-{>^|<=;p7KktZBB^$TNV0TL5nUw>)FYjXI^NK4%u!|9w51wy;yu!~^S>HO*iv7*$J#!XCEv?s zkW;{5>al?<*DYMw^b!Jm0Ia92T{2DI`ZXga>^FDMJ-_}nkn3=9mDOyJaezPmH1j_zlQE5QNR#t zE9xnI(03LbFdxP7HzmrXo;iiP)xVDetz8(g2^A4vkuGV^`qMhBA}!|@t5MSIo*#pg z!V~{63fuIWZ`B)bil;;wFfa+}4SxGcjF@G^$a*`;$SJ4Afn37H_#%GK`qPdr+@B_< z?j};rE9%ODx^Cy}ll$c#QN51bZeGuaRp(`5TL&fx10;yFFH2^I0)lGXf8AQ|``|tu zGe6_#dt0lKZ^yqrJj!KO@^y!1Z-}HTLh(qz zGFZa?X+n-XqZvgNRKn8}6UOsK{%;hgyRVD*uxwugkE_`fyi4_4b(qnI7yK&rQC)@nKFc z*vNDoFro=o2NnSDbItHQ3)y9OxDN`T1YXK2bC#KII|jZFH+nUmyfkw${Y(R^-^S|p zUYgZhFS2yr1ix14zj@c5xhROZxI9PFiXU?`TZ_eGDu5vVY1%Ej9UWDJx_5wpUAv+M zu6(R0e|hthusVlHlKB-qhQ5Zn0srt*sN`cOu+Wsp@8x0LW4wt7`$CdT#g=KMBrlhL z{pr{v9c9+!IHE)BKX=I!_z5huY@?j~x=!->EXI95FZo#1Ta{a>ueE_G#-wiWTPlOr zT+pxf7OsxRbAz;r+_is=U=MI59|ryn&uTu>%}3EKcdit&n7nCYl4z?cZHVr}QV&2x z*Pm!_bIWxZ!m`Kr%&k(ou16wdVPSe`S{2=UIs4A$H2&sBxHpU=bB6z}BngWQt>?qj z&77+N1!hw*Q~kc_0DJAA8IOVbbG}~` z4U_3$ZNzH|+`vy;oZ1Sca(cUkPy6G`lult_4-n}$50+RJ#SUP=yGk4)+}}8sKeG-Z zb&UqR`G$tUHKJ=UX?wHqSx)Sw74>2}8CyR5d0?8rm!wY!m5ko^XPmIA zf9JytrNuYC$N#NH3l#}HKjLVK)&K{8?L*{64O73kFVkVq1DnUbGNTJ+@`ad2=BF(bDo^8r%QzhA z3<6;m5m)@a>~Ff4cZ~$1h@prx2)7#0K~(FhGsJd6irx2)BO&;$N%Q7_WOni)PBJCk zFa9gK_f7dd+Mj)#$2#Zo9eg|o)d8XOVgWJ>kqk0$A8Zx#wVV{MzESGWIh7fBVzh>Z z*6!*9EaUp+rv=g_)%5qD;vw6+f3Ug)CX)Rp;f-j&3L?v+?5;EAujXm={BqZ#q>deS zbaHp77Jjto``bc0Ty~UhGBWMFt_2Zw54_XuCQ?3E%Lt)~GGXB+hA}NBApcg9x_DIT z5l&=Sw3TEY*_+p9Dzt{)oxq__`S_X(j@3;4td?T&c7d008Zr~Q3tr7!NuI?@?_8`` z8yw7w>k;8jKfvd?h6g;Ef&Y>R#UR0Mub1f4ly!=I*jJ^QVPiE+eZb<{9l}aLnpUkM|)N0M6}_AVZ62HS)eg z68BCaL?j_)(eGnS0KH|LzMeGEIv_cHGF- z6pd!=vBG;(hBK67@)GJuZPdls^{FW9L@8F<8k^Y-iobS#d*axO+XSRm=i*Y#&c z1S9S_p49veV38+x+B!ZP=_@up-pLU;C@ds>po*dB0aZ$*MDu1j;>Ysor=Z2XdvOA$ zSr2!y^@B(#-6%!TI2lXvQQNpf)yud98%;jsnK9i)YlVg^AYWpH7F`% z!nSV&3{F7!ZHFvA$>*%I4@(GSHOc0ZbAql3n*pYa!%WK|+8}RcmVIFX z(%Be`&>F^J5OK#Tn7_g8!D7YCxu^>)wZDYWb`pMbKY%0G@|JH+s&$DP4&C z<%B-UnM6v~#OlKr+#Pp+)6y%l4cTKql=hAL9)EFoe1TVqibi5{64)vb5P{GnZ#!{B ze?R~d0chv^b2lx01F8BNY{gv@{H!eQ?R_+KZTVRJXdGsNDd&SP)_&w6*?b2FHv z*=%M(VMP8)UKJQf=5N)di_SWz`E+8el^S>-L-=;>ZGAbp0YU2aSou{rb4H`q>~Lpd z$&jTwBre6qX3>O{422!b(?7)trS3gfR+QIjKP0Blj*vsZ@Jlj zBDeSRXaZYgZRI;j*JCfZdw*lG6c9Ge=ZL;8e6}6NDPEo-^l5}jXUfi3Axg$`jxmlf znP!o5gsa-5OMdFBVsavpXr=M$k{UfhFfO4VFYD(a)A3G;z)>btE6k0(aK;aMgYRqz zb1@(sm?g($j=p?GU71K$q}Aj8$C4h0xA1_54@3Oa#r1^xMZB-9SH2R}*B5PISWqegT&Mrp>;-n-IJ z?!M-tHpZ*yv`;gw_ZE47fcjl_yWJGlb}dkm=QppX>V}oI`|{ai605nDxt4SE7u%v5 zLc>Z@!88iN$9Wkt$a`up5H8=$dle|ncO}+rgc9fg1B$K$lesw|mOk)z#FrXkE z@g6C}KIMHnyrQp#*<7sN$$;@JU^`Hw|7K~vJ>=&fuE||CNPNZ79MPa+TYZIu&*5Fi zjUlk=1TiE$dsm?97!h9$`5JA3AeIH}U%ivD(!ZSK=kqZJwwv!Qz9?9o0IN0#wu{brx)n@cl#-iXnX+A==QERo|P{@^P}( z!u=HfNH#92|EYa;>i`2hOb?ZRmsUaGhW{_AVV9}kH$Xf8r$eK3qg7cFgKgq)Bo?UZ z0dY}y&qDkksr3pQT`s-UQgY{D$bO5~nt3X!#`H~1UsN>%-h&D_8$h87vHkWA9LR)E z?E~XM(HJ^l5@Xd;LIb9lvPKNDOngu+Dg&X3L!=Xm$u7c*7(#NQO9o)TM`0kwPxE=7A`;bC@!8;znoDsRq9;}olhi<*B+;R9Xxj(AL27Q z0YhcRx85rbh&ulBpRW4WGHn)2Bhnl`E6isdOETNu+r9T0_gSksy!c#w^|XHd0>~>k?HaD|mr)m#cM*o0=aC|Cdp#JIaBjCX&C%T9P^x5i=v=SH}t{#+t zNuT}cfH#OgX-gI*j9;$H(MW3|Npi_-l`<>RjC-o*7{TtoYq!EJgUKYt8ctmwi&PAI z^BoLJsZw{vlUe<>b~GA!ldc#agK{>itmkErZQ#CB^tyHDSxiW~7P)>)p(8sbuhUbd z?@kNfq>_`=hT(l^#3RMGR$+UO1tYWhRTk0UAHh7BGEY9!r>Talv_&s!rd!uBEukhRfL zh`18QoWR`JCAFL70gQ@6tkMHjZBa!0S?l?EjJJ$oyz{#!Rc+k;-;aOh{46~x8Bb{I z^LMyG-@8wIWF{A$Axl-v#3a2mECaS6Pf?jceGEIkyz(M*RjoI?wsoPltru>wCih8@ z*)1;#NGAmv5+v}Di_bi0Aox*ck|fe4B|5m&s?hvi>u7#uZD;2yw+e#k>grN>dNu~g zU}-SaB?T$R%zl2$wRQTh$Vp7)rQu(a%6}6T!lgtLstrtsi7v$_UI7r(P_Hcj&kfv4 z`aBNw11(pl3C)p+P1u6)XJ0pNfNqu_EH3%>y=Wg z-tX6$lD&Z!J{{L(p#01rs4NQq7?4EeR5)+rW0RmrfJA{xgGkZYbsaqpc;+hGIip-_eBIlqV%8;21~I~COVwbPt{L_Flv~-MlfTsHK5X8|@&-Mu zm8Q~gcN1=7Jv+v@IZJ*Vy7HTEy3vqpCKf*#+6RO^G$T90h3Wo*x!p{=nCp_se~xS6 zm4Ayc?~RfUg=+Qi^Nm9wk$dl_*oGqFn06Ow@TcFJ(#;A{z3XP7Hy~*Y#l(z^!CML- z$plk-ZI}Z}`}j=sYQFXemQo;AVjw&XEWfX$6>3-b7$bI#h#H1>qrE}!*lbYuQSwsu zF+!`g%PRtAODu2KbssESzXwB3b92pm6AW`3z4s#zBZoDAAX+}67YSGx`+Se zHJUmXs+AD(ZEt36rJE}jZG(-hp>iXtKf-uZJG+i|c6=)Un{ruAg6${6p;gPfj!oHs z=P{4##HH$~a;9)+B%2K$BnY5OagChml3`%IIP_jv&L63dl~9(~B;c2q7v5a@f)*~+ z>6b1@vP+Pny6zpe4zF5fTp)@Fm1mM23e$eqot>U9VPUAz@8)0Am%#*q(H^`fc}$P}hJ3kUE` z<48z5Vu=_M@0g@AY?eX0`7Kyw$ryikj=64bYaLhlKMO5ld1A`ll@{;&vJeMCKJgIb z6CfwFjRu}+Ow$-iA$tT|8xQY?TZY0>n>yZTyAD6sf`VYr_|J|wdA{mvaTyl73^sS(bEQ+yZq`QcisrVmFGT3~_!QLR+e>(+uBkBaz` z1F}!cMol)ag>Tz$+QtJyP3gQhvZaL{|6!7FpaF&{({4Of{!$Gp&b`VIGIrfFme9&Z z-@TT;bMSILN9Fb0Ta}63Fs4_RBJs;_r6(-2>$AscbSQ8CF>~;>7RZ#%JHN|+kpcSC?RH^Q)v7QQ7JwS0lKC!`*53a#%Vpd?C)ZYo#*JvH)jeBZVd=k zamVc3VLnbMOj176f#IU(EBT{ou!PJ*X+#&~RFRNatNsIBJdZj-!tjOWzWM;(Z z#i@~msP<~$ z3Jlf-$EujiWL)7?s+kO&1C;`7On!qXLi%I5QA&Nu_ge=>nHNHq*vN?%_5dH8Wv(a= zdB}Z_>gJcC^C`=zmY$w3bq*iwPlzS}-qit)dV0%iMzvqUkvHQnw*}KPSN)X$^7Z@j zA8rFkA}Z2Vq1$<-C)!+1I_IWdq!@|Ab*$(3YBf5RAL*^cY(Sv4aA_RzM5F8mqmw4P zccOQ3C5nuRtJ@xhNo^IdowWt|HH(iTp2nZAMW43<^?-NQHg?Pt3JEh0%h)0MpQ_y} z2LBXQRZUjuGV09vW`Dl*6LTe+Xe)v03M`_--X+MFj3vO(T+#sMir))B*jK4=Q(wa| z86m=K%Y587#rD&6IQ(ACZHL$cd=Ap*4R-eRuYPccM$ijl zs@uKIq74b@X4vinRzo}~Hkf|GNJ}N80;I%Ygx~N`k?p$^(4<8}el?f?V%dWlvMrAJ zBZZu6#DHCj-dT$ZSc0v&8mpv-%2H?+i+&6bqFF2!As*t5*ihV`jwVA>kRVfJ^so3n z?^MAB_qy-H!jcF#2shG5L&Fgt6+eavRVXe-Fngbg6V9M*ppiPW^$n8^c!JYTOZmZD z6{Nz7b9+FJg9Zr>SB~kY$_c^Vp$mqApCf92^UT(Z#)~Pl(h&Az(QEWSxAQP;nu#ZA zG}SPgu_rt9EaTcxkGx@I$#h@ZAEVK&p(juUn<48yQB(LXA<)*sR=$ka{j*g}AJ-_6 z<-W77;sj#J{JNomuGLIIl&bn{SK>j5AE2(Aknj`stP6kFH3N^I^*qhhpZQO6K3tQ)PvjY5zj& zo(2Zh4MJs9L)gM~HaX7M=L8>5%(cp8?#DlGoVj{5`bE!L z3hmj)HEf-K=(wo>nYs;`O(7fy6NMd>-u!VTNM=UBZZlN*5yA0GdhHJ=Yqp0w@mzi$ z08hbU)^pT$X=PX#7M z%?>sWGY4QZs{fdACv)ZUNbxdOyDc4O-!taV8HGVJ2otK-foRLq|Q#0wC=9w z1%$K$*Uq9nV4e6weyg8jP<}f{I&Uj}MPzoUF&XF-q(CXe9|$i@wMR~Qg%}i=l?-|u z0=P2LP+?sUCsg6o?;xsw0MZN0^4;+^&IM$|_jyBqAk+P$(^sJifkXmTsjeI+Uw6fB zO4gS&8R+I{?ZlyP1O|WXFtVUk-gBNPxX6;mg)g!it8KFWit+5xloYWVT^0uP$5Qk^ zWUokE71^rPl!A;ik#R=7xCZ9C5oj-^m~qH_aV;MD8r4+JVzl$Yaj!+h5PkSq{?bCs zN!O)6x~u?Rt5^-^D9^_=j(Q``4Q%1BF%Q$t%~PYq=0A6aCD@KbEB>fwKIR$#XbJt|w#sW}ddI2lDr-JFFtm_mmxZ7Z2OFht%z++E839Hy9bu*SOT% z=Jc4LTppS_d=G1N8)XIS-qbs5Jz+apX43*WX_({F6F%v!7&k(#y*@{qkDN|MHCbe} zN;Ww+J+3GUp*5M$?f==B-UwC)-aT5kCW)1gTL8T`GKHjyPPSm~>%KQ45Vi0ossx4M zH>ce5Vro-n0ziMb%g>F#`eU9aB&+mIE4(bT4$JYkPARt+=@7d%V4S4mRyKL6^entD zku1kbywuf#OHs@06%XA`R1&3<`_-&g3r{WhEqol%%J5k8if+m^Tg-H>o40(qX=mR6 z3a!=EooK0)I&*Iq!?kk>S+g-1)9HH~+&D#-ibdGfV?T-^5b4+6?xGc0ixKzz)cIfnd`}OdTMHSc zI;!iZ-bZ)H@rDXmWNB$6?~(iW;VEGCk?{f7P!v z-gIE?(Uqb3jZ9-WJ^BQ1EWWbb4rH2$b);o}`P7zp$zhS15@w^MF=w1#|9j*QO-4>7 z*0d*rI}Ei;5LUeq29PHW^+d_=UJAdKT)(U5lsNWWuFCO>;SvhKvALg0Xeza^&QJAq zW`B1+ju;jJBZqJ+8uW5}GIa}Sj~SH2&fRrRl7Yi8aoRKE0-!}TnJfuvQ}=o>B5Ur*jZucp9~r`5G* zI~f|YW0eZzM|9Ca`*^mNWt7Ac&o%QB@d}EfJJ9yQOUuHchw3_R={-34v|9iBr zkCs=1lB5w3*9OhrZ={6*K5ko`t7(!`J;*^KACY@;6W{&rqol(QD`LzagKxaG+5RuK zzB(+*zT27@N$KvPTe<{c=uQCvNokOl?(XjH?iP?nLb|1uM!Flmn7&B`yXk6Q0AI^p^i!Dikh8{YZ zsuG&LJp3>rfRnqtnSn0~v}&U!D0zEbhm{$c7PQ@!v7dOx_*p@?uazD~&b<(Yrdm~ISDRp84L~N>KfhIBtn~hQj2Sgs zF%*AB{5!}d&iy;DdOBo9rFI~J+ry{=J8AaZ68Er*7HO$wn0}|)k?6T?a(&Ese5_Kp zG{>TpKT``{))c>$gTu&PF~)ui{q|6kt=5e5#^pSH?VtnwO54zF9AQ}wvo9AM&H5Zt zOPfS$Mh2mYv&c&_oK(h3po3ZU-@xs zfDRM|GIJ$@>3baR)JCy&>8a9DRJW1lpWP|1YPCS4nXAH6*y!eU%v5IUjq~?>gDr0F z_&dk-6?r%q5siOB>EOKp8+5w+Tm5QO6?f=Xs8EI`kq=ctmoCfe-w%`rs`FRtNh$=7 zTa2Fx)WFHH#XFoQYh+0|y74Ra)PMkFPTW>$6WhWQ=WvCkOitcU3>Xy0>GgNnD{GXG zwXfT+=V$JvglIaw|KntrD}10hq=Tu?6Q9$2ptlrDr1cjvJ$6OO?6FQ(3$nVn*_?pk zTQccF-W~CtNMP)rfL!*xrjE`^l?an&UEix3#EW4yRu>D9bmprEa|&&_p1C>odA#u~ zv1>M%G|mp?!PI$y#CRW(+CeG@_4`3d!B6wr4w3PqGI0#9<)%v%bzSbO=cEHQGXVt} zL3e`c_z_1Kn>Ms-Tnj{isGhO4j*a)zvHyGMOjuV1S(z%DS791iXC))X9SV&Dr3hH> zePfY|u+G0M)EP$!P#8z}Y#q>KyXyom%-dhtKiBH{nty=!1OU)D@ir1Mz6(N3ypM8G zgSPf1ak*6l+8>w)G~}3~ZE>n>wKVGq(wmQM?@qgXs3i?L4f?MyE>TmkWqPGHT$^G8 z+DlkmxK<|Ib23b9v8BL>-M-u?Nd3|tNt-SiQBrs53XG{526R-HJu<3;Qa+GaW}@{P z6nG|5oDGH%3}n8HU0-~=SOEwhZ9R$e*{kNm3NOoFCqPHjEdks06|cfwK}QhOEVcyZ z(6Dos?^js%6W{Kk)4mgY-jphmzP7d*bpKF|ONcw)FlC7}Qs*i2CP{-h+38JWBh6 zv~p`ZXTsx&Y?hw2=(7R~HTQ-)LT5X;`cySzhS%o&3mX!Z3|!w&SYP{Q6e&S`Gg|KF z3R*Q{2=7B&ce&U|3WLu2Ine}8e9mn~;Bp&Sq`$tBvS{<-zrl&QjKIbpSI3IU9M#XP zAZzUa%1yK%H-&coZeOA7_)C&!cM4<|LQbPEMNXPH3;ep<&u(mc@x|nzqm4Dns-M!9 ziA=FgnMXs(Cm0qE7N!n_6}cfhwV4ta#`R&^esW+7?X;=6{V-?f1i!O}=VwqUdKW~9+{ad3KEqpOg8#? z&;cg2TqUUywOdvO-d@qh{o48=K4T%W9~FRdbty6?dQxtGQ=_7|)%2o4T-d87bAn%V zKP)dbh0c<(bLiA(0X+;H9(RVK#55CYE{++cGtz(ZF9!KhT5+wYsejyH*qkT z9WtRP@92n62M0R6~%_>5|2Q3}-eFE1dicQddmbdS_7GvYj1Qy#Won zc18OoqYl58{ewfBmDigzPRA_!N^u3+iU7Gu^jC3m#qOm!Ksp_M{6BkN-UTSuI<+eq zy2;BZntsyq(R2FQR~2dW?(5^#lDwDGPPVt#Ts;;VSJMe*>a_+hPy_uCZI#m2I-oV; zB{+X4wvqn%*TlyU*RX&GQQHW-{W!mEG~bV0Pxz#K4>-OP?eZ>P-(Y>yGmsoc5Ji!$ zv16_5t-P2tZU2<@^kNFLcg0%VBurN;dQPnHtT!Y3uad`G7VlLxMqkV`DCHlTPOQFg zpfHwkK%&NN68c??Gq}SS=>qBjxho25L#a*^+R}| z)69eC)rjx$=e+)x5?UMP`b7gA6Vfqn3M}Z7S=_DBX!aG*Ykk3ixQmB79IMsb%dLHD z)QNK8haQDvFK0ONC+kzS>*yA$$LLXg0qG~vD$V+S{@2&yMLV0ryO0$f*{oYwHG0Gn zf*V10I z@e})hfvsO3ex0a6HX!oE`>PNt*itwzpsGREfqLV9_D}B@0P?b&AQ7Xx&E>XIJJA8BF`^b>N%u(Zsr$|A)dl0sZOJO zqZ%T$R1EFQzMCn|*cmcXk-pA@y^);SP%apXJA>;R!J49HeN$x{>t(sf{@aR99hlLQ z`*`o|vAB8}b^Y^s^`VoPt(#2dG)G#2{3>f;5EEGj(K3!}lRX19r|qb4Y#%*_BTn&* zReztii}sY_g5Rh-R?S8u_=|^WoV}ei`BNB~t#mIy{>dMQD$sH^jo*owH)XpPJn=>Q zO7&Iywz&Dp_aO><8ya85v|#U*PtYp^s&%PF{#JeBD@7`GN@8DO4WG_+_`UPz`a;=c zesnx0yAS*so~w=TpS!JbVmb}1(@{m$5JzE-KzFXkc2>04Zqs$`(B5uB^skhkvPf;e zb}kLRLMvX>JF>g;emT#7ch&)`JFf8R!jm~E7e;n7lP)pBrx$39I$GF^>HP5bHVH7| zxTJMmR2;0X?IHhV$inE=RkaYzxGdQ4Lryh*&Q+7vHZlf5ujdfJ5J&Ycrt>%pX3=_6 zNV_J%uKL92kJVc4IP?5&FXkW@LN81Rm3KN>2vW?pq<&-oi>nw{pfSHA3~EWPQIid3 zhFd}xoAk90eD(cmU+=Mh?Ct$XCJP*B7^ZBhA&Ghnv+04`c$>!7@-uxunTz0hJ8}BT3b}HQffcZ0qEq5${G^JAcDn-e&K@dqriWhq7iC zhkJg#%UJP#K0U%gx24_tS^@e-W3CLy2st`CyDJ`E0R;KQ)GWqYjbof@>DG8;fgk&} z6b}O*E!Ufy$gAJGQW|r_bJc>o1lvMM_)-(JvYE5+Vw*cWFld*uo0tEq4*wDu3EbmM z;Hzz@1(q(`4UoLyaxME6X4*O6h4ycv_fl1_e(@@PCmI<(QDPK^?^ZTyQ1~m`GASa( ziS=KxU_^J=$p!Af5Obeopub5mO}!!g{1q4h9~UlU_0sx(eZtC*ZJex{S^?_n@u}2h zGpk&}dL!-XhrtKkmzc1GD zt<)V6A5nj@H82H(0*&YFm+>baDx0zD zYmeZ0>bRVRh$oP;=Wv0hmBdDsz~im=B3CnioT%23#B(cr(uAuLm2^ox1tTp3JI>N- z*+z&oX%JiBEl8^b$tn!JJFHFbuMUsWhLRY=5y7@&uvZrvn1;S#pD>UoruXa8leU@; za}eo~TiCVn79^yE}O1MxFf{O9$ecd0UOQ@iz^ z?34NB&?YdKlvaZPhHUWOi7%HV>|EVD(Jm<#s5~g{lsNu$s8GbXnZ9&;V(&ip<958# zzGw~6oVmWRGwvC=-Br27_CsKfvMqJxH%=oIoUN;kbe_e<%A4^>EJ*J;46aVLtH2}( zH|<@^rxqROM@Ip#G&Vl(Cy%z%exk!3WEKJZl{7b^88%`hSX@koX{=^3?aPdkdJ22c zuQ21?Dm<@nl-Bhj9H+-iy=~X3?9em*?L~wA^BKttKRpKZHGsmU{UZlYl|o4YDo^F8 zK|2D1HiMNyt49&d$DnljTJ4#XBBM2 zLZ<>DgJO>)S~XkwJI;lM3692qpMx=Aq)x~2lgV-WPL}(6i}O*&c?J*b2Vh#(7Ye3H z);<9O6j4sB$9z^5T$N)**$6gdcVFkwCv zF-Zs&AKTP%(@T07Uj9V)%{Ox?0bYWLfR}`ua8y`-`38(jv@8DP$uBBFQBgH4dtEybWcq@iQZCBbc-v$<+bN+ z8_BBspw7${;7k4sTn#2+^txpM@>}I0_ zBAajIDJF4QjPvH|<>!Dr6Q)#J1NsB!(W0@OPBU4o;lL!ffI%avV&knU;{=R9#K|hi zV?7mu#l^hjQ6}D+j16-`oxx+1#YNqpolA*CjxmWYj+(Bt53qBSB8hnJI*ymewHhsM z&+e1aG~^cDSxgkoIH~|u9qN5`3?&dY zv^WGq3JU~A^Co-uR{qbF%wPZW?+Yj}^fYLuqiNL6t9H?dPB7+)D=Eb$@kc8x@$jTy z6|35>v`*uK%@`baCxp4J7LAsW7ABgkKIR+D361v7=Eq)qr|mVGJrgZr=0k}U{<68P z?vH+EadYxpP=LIl)#;F7IElF)gm4&?;1JGo|EPl+zb`)1qVL1USBClr`2XZ_7iG4Roq?-^m7uww}BH=ppj*Rr{Yy z_0Nh8njsXV2x!-vR30qX4qWU6BrvI|0?N0pd$ap0*-lx_`En^4zhDo6#>ix^$Gh8x zgyoiopX(p24%5_%$_|1q28}5w*DME{_#@{GR>fvTee~@^Au;GHhraNnQrOholYz=o zKUP+?JJ_olp0p=}PO}myr2QcaEA7i7*vQrsqdWn=q2);fV+;QEiXReK?G! zh`|KiSbLn0@|*#yy%bn-ceyVM|jKzHa?Mg3UZP(1B$fpmO=fE;31>DQoZyl@g< zki5BZ?#JpBDNQA=>{*d@N=s>yRZdva?@5j(m~0!q-jVvqH7p=r0RH_ey?*m z{nWBw)wT&7y&7R3Z45Eg_CICi71;`2rm9o8(71~l6>0C>o5oqnEupQkE#@ld-??8U z1Oo$$Rwy3x4VW={^;#`JJ9)rK% zFK}GskvHA^!b5q#<_ilCclja71Pa5TPYgU3Pg^~?N!eq=ZE4c(xUaqhk{qmEbQ~aY z9z5=R&Z_GBO|SiW&s;9aVS7Y8zA~x!e0IAgsNit5z3l)(ytEMQae zWHx7Uc9V3g>5J^Y>~E>aFM!^kSR|jWwSLlmy;}dI9g2RG_~PYT`}GYNk{Xw@yq{bN zxGWNyEzRqmAFtPj*Sw!I*IU8xrXwljfZ4A#&UqEq*bVTCH-T51y`1%2e!p^$<}6VO zGnhlhd9gHqeSh#20t61Q>*f&O!AQEA4xK@LiK_fHk zt^9Bf-OvU;+1C75garEcMLz=Zbm_2Y6)tqtOI4_s$Y@YO>QXj*(!HrBDRke1?zKBU zw*WVHK+NZ9W}frGm`(a|8RU$JtuvR*HtM7xs4Kybqv=#Pn(cX&TK$TkdbFcxFY2!a zpcjF1FbWY~HWD}=;jjk|J*}p~`Sxg`TDiJ(*7z=Me-sI$qR?XlieSQ=)ptp@#f;KK zph0YjVq&IRy)rG5INCB1a1g^qqDoO?V#3T*;Ro`Eo>Tk(es5o5n|m3YBOuP-Nc+qlBj24N^vH2>F6k21EQ5MF+b9Pcy$$f7mdsP#-Ty<8fm; zV&>Ph`a#drc(f!GG|EQEn4Q|@k0~h{DzE8hh8G3 zN7%VUEt9}&&h<-Hp{Cb{s*?>EWl_K9esyq~IPCWun38P?`z5zKnGLrBlT)YwmI-xx zB-QZzEsB^kd3g4NI>yZKEvD1XC&&FkU6_T^zufyjUjF5uTwn=Cd*7>hoOHvpyPW8g z+5N20+<5M5rjXH>qex#G=s<8GhwnqTAk@`5FbE6)cJw98-rL6fJmH@_DIg zRN)UR;`7Z$^dT)JW^hAl)0D|#l+gvZX+^Q>$9&*JY6GA;8J{1{qpjEpb%*%ej~5%u zInAf~=D+*Hqb;sche&$GhvBhUkMsM5N0<%ic|TsxF%ibatmzMa8zA#uzDZ*K{K&B0 z+M@^Vs%qILB)UMp#(hxlyqJ=GS}+2--=|s}OzCx68zMcTmoWUk*}hgLz{4|rgw_T6 zpI~xBY$O+daL<7vMFxfM;9~c2U>0mq`GDl$L|O+KEi=S7dF^Ch<38E6Z+yOxdq_f-9Tsixq3 zLt=to%V5y3nH@wD^QlBs>J|@ov}uY ztlP|@H-ikcDca4J^JADX2i01QGFdL`h}|TJAi^U_4JeAY4agK%y=X!jJ=iFH8u5Bw zx8J!5>Jrw}X@S}$3=A7m)%B`-bp}wHN-_)Z5M^{&Y%os>5D#|%;spuS_)NM-IVfwOq9NWy3}R-!>O`{vk) zr&Ivw(nr{BkBGca&}P(uias9~(o+z6yx6R}AIqPdZ*#UOZ+!lar>7AY79S%K^JRao zGM>$_|K|fp*B9*fSxnS!FowL&e42(p$m`oo`G@iCQnm7=m9uEG9wzSD()W@bPj{9d zX|z5cyiei?mk>pb!(2!5ZWRy1uHBwMA>wW@7Oo-xN|9>=BJ%wz5*}->F%uSa!VeR> z_neECqIX{`niNQp;(_%Ou3L=2fb9!#sgqLtBLV{)v@(E`8{J?&-5+O%-W1bnb|#-K zxPlp-;v6gk<=}l1IMn`omB(Uc@Qto|rPk~lxUp;@J#On|x)+ocg&Tg%j9&zXvLQL= z4aoWTUAFg=rbGljd3EPgD;IS(mt~Rwpuo#*V?yC>75tAw`e!S`AZe5_45k5cPLtey zsz^KQeD*1W-`OY{9swDm1mIpQ@Ywy>l{bY6lo$j8Z3Fosb~ksOd*CQn9TIq^D?f&s zd|77ybbq01($|Kmn?Awo(9JWUjx0H0K?#K*M!dMGYZuNMBdwqfg*K8lc@?Z-^n1)a zov#v7Wk+~7H#f&ND z0+T|S#JF$7mHgEZx3@e5t6!cyLwL{FNL>zU2Q~q5ma|l}{O(|N8c+r>lk6ooqm41!h)SBP%k7_wId}@F+ zqZrv@$XEdWCuE03{-dwGY3+ANto(;d&DSI%_#!lCM6kKLM!$Ok=S<1AT)p=tBMFV` zPxuL~=v7N%qN&d3W}9vFmgZ@*J*Lu$&yL@25{ooga!QcXPZ||uM+wL))$sW|Y!HjF zSZjfw1n+h!(@`RN$$dzImg|>nI(6Q(U#R@; z>PtivLuTNy;kQyiy|BMn{PExL1cDKQ3B%T7AXa*<_4zG%%%`)MZtf?iPk|l|H=nY; zgO^jyTP`9xzEAQACVrAW@yD^`9l-2pNIWJBfT4+Gs11j@W}E9+s||O$&>C~bVCFED zAhM7*Ltbw~ALZt3Y!^Afk&7d*K(O^g*M?xob6S2>vnZu-Yos- zu;>mFK1F&$#jr^w=0BSf%5<2Ffuz~T7@Hlyy~UFu(k3H@{&B2UvsM8JgWOSYl-a`Db&y8uT9$#jm&U$>=L&jyQX}jqUa1qzm zsjB8y{;%l^gB*Zuf1GO_G-!TID@B*8^{4RI?IW}s%oOFP{J9CvUtQ4vNX-~K5pK`^ zjf}Y2k@}BAVLL9_WefJ(U(a_k9HI^pXv*HCXsEoSMDPER$aokm;0qJk4)lXu*^i{M zIf`pQQT||C^OQV_JsPBv+|BK7^0>8ExE;|s6!!53L3|@DSHHC!Go^*xycg3>J;1Vk zb$$S(9v^$+8#J&+Tu*sI0%S_~k3mlPlmdu9?Eu;QpRyB9qWhB= zCU4?6jBtyl#)Y20HSebUbjHs+L_{PELyrM}{PZ?jjgTNgUs2hm3-H$VXEhOyTPAh*kf0ZaReqO^r5<=3c3Z5rPks zB6Fu`LaF{07h4T%Dprd&*QD=kXG|*dwHU?L!$bS|qlIbZc^v0CT-3W+*oyqgq;)9kQ#VXz5 zzAXlB?mS^6-U5?2YA5TYhhH19JSr*wjc+J{>bPMnnll=Yz3;Adhk7qM;TK`V!Ltag zrABq7pigDFa?>ziR5nfZA#DT*f+vvNOtm^%cI#ClcPZByNw-|ieXMLEpy?iK6isC} z-fTPWsNW=ZC6AsU?Nd#GBGDaH9SOu^(Pe71n8maaGew{T`PJ!ldd< z^TgTf#D{b4aD;wzUj&z6ip}7k-{|{RrY8nfur7`r{sJfb?^(8X?*R=u|+Z%)eUVWL?26aX? zAXlKm@PSZKFkpG+m9wX+4y7RIYst(wBS0sPghFZgd!UlM1sbB9kCx3F2f&Xf?fWd~ zu9kBZvEt#lnhxq6!@jt%6EI&eGTV(Isv?*eRK4ybX@T*yicQW~V`g<{8NcdaM#lksN<)M|1#cbiIYsw0u3gXbQmr+%eU*E!m-SHZHQ83 z7lJ`oL3htZa3#-FVLagRz9W$k3q*bI zFB(RWr3uC;fxZ9&y$}yS>591a?z@7W|GxE0jt;;YfVIH2sg%c%asZ`xh|rY%b7=aw zVa#aPy)n+Wf!S^SPNof)|2<1Dfis)GPgzgjNaa)z!+%a0L|xn`WL#{N#&(#%G$VI$ zMDtR3!s{P9Y@`gDvE~b3y?H%tMUBQWQaKUyzs@JVFQsJEPqSe&lBUlKQ*ip^3_RVs z|Hrst0}x$~$?&9v#_)%KFFf#tz&Hr#nhW9{3gT>TrT^VwBP0;#$)}>Pk!*8_)M$nW zL9Z;{bhFM?XwyzVYg64fk;Vs+FvuRlseuL#Uts9}k+%N#FZ5o7l3DxLYu`pDzW{G? zA&AN6?69n!%IB2JbVI4IzD*WG8635+IzrkY9j2B^-#ErXKFU9vXpb|F?q^c+Kffa2 zb;w|X(a4gHJD#+nNcd@FahcD!j81^O;=%Qt>cd!uy=%6hUsLISaPpTYB6tOC5yy{A zgjy1Q=YxdQXQmjwPV1zvn(kY_Rw+ZP1njhp_NPSI4ffuqp502&uh2zv{!!6Q%X+Vf zgv*dZ*GcoAXD|4({s3vcf46Blgm?@(qz-n0I& z_xxjIlF|4v0k+O`sXJzv-~J?}BJ-Q#oPrjUH;x|l)<>L#`nC^=S}0{mup0k?%D~JR zznbB#Tv+UO|Ik)OPqwP8Pmt#=jf8Zy94-xWiY9D0^)vF>Z^k(7WbVjMdHx&2{i1@= z?6r11_*tvcVsBikTB?$^>WbU^p;9X`N1?w0Fj$FxuhgKC^#SPe#KkDXKVLHX$NKHC z(cNHSok@?^LWe=Nl!ZF}NMlSCa&YSSczWTN*+7*-PhE3I14{b$O$kQhRldy}V=MDX ze=TH83&vkjKH%K2@(|o#ooxcGrzbRkX^GiGr&B2i;j~&6h`lm6$7L>1`rVUS)wxLi z@56%mKoXIJ)PTA}h8%m^?TcMXix1{^I*0+F4k=ylN5{6WAKKj{&_7$W__YFI!J1{;Zw5Q zgKhpp^NyM8eNy&TGx>(`TF2uP-z9H6xT~HEC^_8%gHsrR;iH;)i0(9dMNXoCCHMsL zMZ#eibez{oE@^z}0hs};u5v4|*{LYd4QTDi&1H@$3r96qk}uGnuNg%QVP&3K6Qi*) zhaw4(qZ0Glf{kB^{VG!_loJj46x_6+d% z5;;vjnMAnIIJ!KST3yQ@IP9yKo*kkqGCS22Zd70AKdbP1T?AC5)%AMychpLhWxbb5 zb1J7mNt>MnGZOq-kdns&EEA3Q!)frt-G22MkOvF_v7?pU4bFSXgHmDj>K8vJ1wH|K zk!dCbRV#a?a>|VRkYJt`gUcN88J!iDN?$xA1PJ^?E0gwT%V_~E-MmXg0Ra1|f$m2M zaTb1a0HdH=<92Bw3|nh4TZV{RKmK-~i9pcf>r9!N>`PVSCA@Z3(Ne6?ElvyG`?BM7 zyhz!JN=jS3#;K&cD7BpTEIR%o(;2vj+q96W(DMW+dO`C38xBrRgK(R860-?SMAgmjx-VIg(b=vDWfFf+KWCv#2^@HLPb^pFnUPcvzx75XkAwuJz?bp|~A zM-s4nYP5WhW&)`3tX7E0 zQ|mIE;6n3bO)1-xY-}8hWI}p+j>}@O=6Tv)n-MVe@vL|rU~{&; z6tQ3mcr?-k02`88{pMPz)8+)tLSDkWPL{~0zb%(ivT1;A{ioJ&U~}!&uyMbQtnuDY zk~;Sd13tTDHEhB3qbj-iN^(rJLvD;5?*(dEiSZb{AB6nRSFg4X#vBVRB7f{Ha#jkE z!_=FM#sP9s90qxO>*67rIe+^g0z~MLJOH;gE}$|0$PNW_{2D(7S}Ru`sPHtK3d=`I z8J2AQgQZc4b;*J;6QXly(S36jSpu$@>b7TQ0LbK2t&sT^dffC% zj2eydOE4RTPRr-Uk%tYv+v{qQI>%eD@7@f1ZB0F6>PvGB?@}pQJvjFy%y7aqfw)eD=OAj{^Bl40BZ%*>sVmEhvA}>ygMGv zzpoAL%GZ=C=j1+)Y0`SJb+EqpYEoeoUjgwcy#53t9&7AoG6lz>RHpYylxX#3M64(& zm}6MLw3vPrJNET-wzEIpa6j%pM8_kNRm6|VUKwkxPYBz(l z+x3wyX116!Bf2_Rn3g04!cbN2&p*K|-%k9j65(W|i_`OG{~Im+C*X)7e2MX-FHQ&| zqI+=|)dzEg{R8xKZ$y^sO%>zjZ?dJL1hngnLMs3gm<9C<=KPdw8fpmK)ZbRC9ae3x zUC+rhujUo_YIdZMWJ5=Xf6Ot0=fAl{B`~~a=jM+Y(ux#ZDs6fcyFRyrNN3HbP6iMvC6hG(Ekx`dz-#Y<(s0kuK~Dcr=$BIvhGw&u&Sh^Ybi41F zI_q&eyQg(9nymh4Sg@7anfeXEru|aAEpFZIW1ExJE%4NZ!v1h?q?`Z0%U2uH6-#OF zajUX)wh@kZ>t?&Y_TB!$NGbY2tvq~lgt#G!gJZSb9WduZhv+V7D%CGOrcMN`kj5zu z)GM;UE6+aq%>Zs#C~rMik-9=Em$T*%gkN4~A>zkF$t3S?=_)<6M&%I&t zTq5Rv!{pngNDp}pxoSD_<$FP!&*VpNTFrNr+-x_SWyNSJi>Za9;z0KRoD}!7A=+1$ z=CnL3U*f+3tHPaECp%sF|BHhm5fm|u$;8?0nh{u?AQIl%FR3SNvBFgDql<`R-`Amy zen;}Gnhm{OdDW<2RTx0|Uik{D7fpc6hnj^9A_i$f=^i{ba? zP<-W;RSww=U^g_q=_*Kd0Vzn$?RU)%I|`cLTxx4>eE1||Da1XlP5UDVR4TQ&UT{ek zdFTI`ElF8|@FlB0HosZ00K7gO!0A)q*0bRFyw;)f^mK3YGVDm@qiR{z_+(Kf@%>Yq zkMX9NyF%B6hU{k6C*kBdzkUj`#EF+Ijx)ofC291dVZ@1Na6hoAYhM$?`G!mcbhDI; zYi9O!RkfVo$|7Mip*wgEBB9WHVlQXO_PQ&DM1gNuzHKFaEbxAQdb>A{geLs@0%MKp zg&FV2{hB;+uE!a6%Km7%r3VVc@hXEX+Alb z!h|TwaNPD!gpux|i`FW!O4~<+y=!wz*I)a(Q@2x2GQ<*?n+S=4cUM@70I9}L@ae{o z%ueHlxdC_LUxf99;9L2E+|;|EXx zMbm_X1&-_SwVTt8Li6b&!SxurFTFu1@$+80X#q>f6S^eW`OjH)(@fZg;;f5xD?N^U&|!;P1C<;TFc^ zxLNt~pHO;7@*MFgKxxdd;GDEzgVlguek|P>e!Vw)p7*!*4|5yrjt|7CZ;e_iQX3Sb z$mFHiX}&RdM*UD_X5wnwNj`ULi17BBSN6cIx?aLN+xHPp<6)Af&t_;5sjC z0t~c8=EcCBOlMuc@0kEQ%!MWLhnLJfMrc1IPS@@`&YWE8nZ-{nm{$IG^@59feS8Dup)n>&kS4d#J5Q z*o{I?p0@FeufBBxwR+2NPk>QWam;|wXBL{Q1R;_Z2Yft5Fq9#lToS++vRIS6aoV{b zrKkbMh3pvc#j1*FYxTBKG$Qu_p;*r0Pay2UYC$ckEBLJT*nq~ExQiDK$oeL`oyFF}9LEI>C%+%uERd_ZLVm)=%&ru-u-4FV_$oNy$GGBpKaNN|j z|MuC$FWsq)#V8r#qAe7J{3>8Kf4oq`)XG$Ai-MwfHy3&?Y=KS?~_!V)Z;lw*C(FIL_Gvtwh`TcE~yaD(tX#+3C0T;rzF)j%+3rGF}} zTj*566_&_vU{X$XRIdtBj&3mmNEqsT6Hm`$Qu0BVSOnZ;v$hJt6f8UrU`zwT1$d@V zv#&3?hYk6HanH={!}&NKE>usf0Bt@&u!B73`TG5YG+18jFXGH!*p{48G-)W0JF=5z z=@j+m)JOgyfB!de<#3#_7CSg`+OGDXHmbZG1^nU&YKE=kIiBRi;2`JtCA~wM$h3KR zWfGz}tGMG;QfkZMqe~rcvo*GJmDOYZxy%{z8h}Gn?yJ^a0nSz1%@oKXZ?OF>LZAt2wQJlYv6rT%7gFsZ3Lh>$RHi!8$b zieS2UScmrUGauC|XSnP8V!7Dyh)#p+d-scieb{8$xQ`yuPN(iH5_KNWbw?Z0xu?$8mW)mP{HF9kNFf;sVr=f`#>BtM}aa$IN62eMdz@Q z*s=*hhjIDq^mhYy=L(^?o`hT<%ZCCGGV)G240fj4WK+C3t)?Mq4OJ|5M9qUjlqN$D zlOK%+&U$Iq#Wz0&Cm9r)1a4O7;uP4GyV2_sh+BD#%>=SLPOxhV+9eaOdNcXX{a8%p z-vSPWbfc5_W`)9R!Kx+~6_B1$N>WB^-zD%mY|GsOmthM44(i6d+be%b9sve1`9(G+ zz2ZI$5+n=-gPzTClYJ@!t~cg{$@VytCg3oMU}5w!nkW*7Wh-^KN$e3oISW5V_Ls>p z%9lof4wQI9(~?jRM5wY29AA3|a>F5GKFH5r3MrrMnT^q73C?vr%=rw^CG>GPBW{54 zgDRwevQoAlWY7b_TfNtAMDbCoMi6uKC*uXlIsanBxeda%;Ss7QK#;n5p=%SU=r_ZP zk5H9=sJ8aR%B#Evfv&Qiq z3Gta`-M%L(`_%*$Dc*oaP6CfgY&H-X@m}h>gF}Rwqy6l(ic*6nZC)dR)kGR>(_w`+ z+24=Hl$OY|Z0mpdoCeM&rGvo`gADbub_e7jf6!>8^OTTox#>qPSZWM5TD|zr?zti*yiC+FPGa*Y=Kes)g@K zv`QS%r&<7SpRCU~0+yeZ%LO@FPjkK=Y9`#zs5@KOw zO!d5ubLK4Aael>RBXVvW-DCruT>;P=3{|FLlaYR`diUAYi!HK8k}!aI^1!Zd%)#MB zGUWdE=rd5q`@{61v_lROr-{-(?lW5Ii`DZI^CrvtF5ZGqdMfh(4CXt z;8Ir{-#!F7*A)Et9QtBB=@m%0v_!l*$|0@whDqwhut0t!KJ60F!2WAO$c%DiD5Irb zwuJ+EFcmK`v3_xehmdm!o?fbK#8_5+urC+cc<-3s=sKyFJjRE%K;za!CEtPE++Eoa zfOAz<#4THeq2d)d?KB?OH)eK8c;$3cLpb(KdaCmfjJ|+K-FC@k#n|xAF&!F~vIPY8 zE9xtv>1>Q-1|_6;ImKPJVKe;;go)5lSZIM1AgROizE!jvZxnzZts0?1rJ`c`!|Jh` z?GK|;GuD7WQ^afJV&dkv`%q4tFz%vHj7^kFFTD^(D25ajE>s5Z^uE657aHCK=hN?a zOWisE4d@VpJB4(Ho(eEcSL$4V>>C{%T6emkR;A5X?rWwPaDt{X*BE_}5Lzv{DxN?f zC1OQ+gnc5kISVJk0X2nZKgU>cMH$;iM}67Googk=A1W|f-ve&{ta;AwhKWU?B&yBN ztn`rn+cL>C&=iqbc~F=0VzM<5A}Oj)-Gt6NkA5*4f$VP!;xO4UMP}A|pjkI5$V<&Q z)3qOm_Vr1^KUDSp?HOED6`!1zN)5z97Dis@- zMY%_!$=Uof3)?a7b=G>yjzeDvhPuPOUVfxbk9Kb(C|YEnH;J15egEcNLM&pS=d%Zk zU&n5g#W6y#fx=)=s8I(yA`7qGK>$fX zAywJ?Qg-UXfy*7)9l>Cu?ubHmO{$g3 z3p=VnsBAy*TFLaO9#Zt&pfxx4lTs43znlQ>W3EpP(^5_h=aHI3T0^DHs9;<XqqIuw0wbuwT}T8iWLdxR}Gx^%Ails(42!{Rj?))immNBtaE|g3t{rl8InmC z`j?RT0os98hm_#A23-L(6oe3M|Ahu3)lX#ypvreFzI)VY=Ex?DUla6m0_hQYsM2@0 z5w_NcCqv8q4dv`I0m^N^S1_MKRWwkJsEKz{pCq{OCAab!beO6&lx*9l#v^sz#OT(e z#PS}g$z0=dmak#netUuFH-&gijvxk?==f*GZpev9fv80vU`%%Gv!!-(62i=+BDch+ zOo3zjLe6?Bvn|o(L|thq#|7^zxcCP?PbTibZD&aO$BC1G-h;DV9l`g#_M~Jg9(o;ANka`qv!EEEV-yZ zI++qp6O{Adxc$yGp1?52)j#Rry1$w74T{;v3X5Tpb&jU>O#e{buj^6)5fXI7DQqfH z1C>dle2Ohs2+cO;X=HId-{8?$(&$WPndQqB?2K_Zf+ zo1T#O?tP5~ejk^$=D1e{_j)yeU+r4extf35vyGarlihnu!|8cFHFdCjr}93+1HBJg8Sd&~h{FXx#$NBGbhAN=V5LszDD%xM4#G@F+w>prKI+2k6*ZfQ$CmcN3j$XV#- z4>H{+&(FOJz8zZ^y|fgiTBiiYy}1G+VQH)$WXIgwMn?;7qXMF)sSnqy&e^ZxhSr&c zl4)!R4*vjMI=4P1zT4`ee(pn}Ytr?iUJWQi!NX9vw6yYRMk{P5?K>;5&;;QxWwUU4 z!i0$8p4bREx(xNw4r1<3{=jO%tuykBjzY&(%Kh!3EVArak@;_L_`(w8_y4?CU5mQD zmpSV1FSa@_@V6=``9-JGU^4=5Z}hkh7)pEWtLZvvXu)qh1d2I(qZE$3J=fm=I)+ol zU`B*Esn>?)x1kacMFEW=#04&Z4c-v5zhc!+ie#h3Odh|FhWS^czL05T8TB&q^FD3AgGxifxZ-Pz{^*NoT5W6{*!yEq5={)pA5*)8b&xsuRN@gprJw3YS#JE$HdKgCyD6D(HsvlM}M9A3XzM zeaO5wc;IQAN9f0@*+5hTB>;2)Vj?q$Yg}>(1mIJ<0&FcK-E7v?Gk^v5A-f;dC>l9W zBz4uv9X7&cDXc%6!!(f9wrE8An3~@I(toJxgCWLqwAtHLpc5S1(4RuMtOa^KGbrX) z<~j&VYf!xydS?pO%9WN)si<1Pj0g7ArsKAsTJsF24z`k>YMFc8t$RsAF7I>{mOjj> z1Z(k-llZShp;&&kDHm}YFQiwGO17 zaJxm)))k6xfFD+`;+jb0|8ez}L2(9c+IAp7aCg@sxVyV+a3{E1a0>*2yITkj!Gb#k zcemg+xa;72clOz>-S7QDO;I&PQMYvW)qNhvb%7wUNyX@QL2N3$A1>ib84{Sj_@qE8 z@t2myvAfS-1wYVBDTRX7OfwtQ0(l{lH~yTU3SVTLDT6T-4SykI)txE@eeMNH?i2=6 z_jjJl7-0rG?z->9uqS%R%=(AAczh+I34OH_I?!zM$ zWFtW!w5yL)Ib;kJxHG=l!<5`dD2l>H8~|yDv5#UVSF^vlo*c+IWRip6U_$8Dn!jfIyTH<^HHQ1mc?J{nVLRpH$mb+X^db?VV8C^^ z%d*|>enTL}(yR|t|IAKmE8v~6gHE;`LXL=zuLzw^%{$v5YGEqex7p}_V0uonQS8h1qV?~dxLkuIhWV9DEnnmDWKidL z1|uo=)Ibb?7Jz=QBU6kwa8dwYw>~r$|I%(89{vn8c2q6IS)ZIpqd@3>gxWg9kzH&V z$i_G=^gU}CM7?T9qC&6dZS@e-Yfcp-Yo^7MjhOe)$|fo6Za~KUx7A*b0pD@}(=(M2 zw$+%>&D?2_!>U^3zskX~S3fBCUv)x!fbwh-w>Oo28+R*{cSmLlBdXY=DCqNDH1}5s zpWEUgw;R=0n=Ut-uZ^cB5`U=H_YqGun>N34pAYV}?N@b2dk4#8@#|R&IT+xyoBCPi zm>Mu_79_#qRv*JxqxD-iQ0VRQpE|v5bJC&DGLc zY#8PG#bI}!6nv#BhqLZZQV^Yx!}T6ADotq6B-#t!kPXQPW3$;UkUW-LBxWje8wP=D z+~k`Epv={SRM2SJX(9W<(&z{UO^Ei&MfL49TWlo(Lnm%>n1_d z#gDAkH8x%ts7Zfq1_U3xavbW2-K4u2UK4oCT385a(?RTA~8*(N<(p!{?` zfi2%y52U^Fc-IQvHVB$I)j74SD4d1d?KcRXUX-$q6r}Onmyw{aW)vZwBrr^W(Hrnl zKqU>}bA_pt!^YSPakrU=UAO(em|V*Y6DLIKoO9gUaTu3(c;YiCLme;_NIW-qu6URW zzA+F!_zwkhb8&Dj+V|rZi^4E=kJ~7JdbyB$IwrX$S-!c}OKR4lLci+K!qB)(2B?4h za=vc(BXA2gce00P!)LVB??PBb&M<4{OXsXL&`_$=7si9o(y!r)G|L{kp)db;c+?79 z6Mi2gZkQ#C|2_^?>T@VC@v!`xcq-t3E=|%>!3RJ;NGgPvo){v2suj>%wHkztn`gFK-w&eJq($E^1h>(6u0mta5jHln~BGb0-cJYWCri1QonH+ zppuk4Db~XSh<|Mox%5_auwUuc1<#l@`@QzC)P9+cjIUn~p08OfU4Fgl#rHnd+kt-_ z7_PmCoDO4#@hQDawcW=}U|8q>MEdxOdAP8@iY!MwU$R} zsL(n%1}zs3gj<}(xk^l%&V4b`+9v%3EwupRHldpR%{;wkn!fYtiCF$;?L z0b_(J(+NP-U>vN5lvgQvjib|Ty6%?kxLMwGe!_!d1ts+pp7vN^-d#pgvGv+eEt)-^ zpsa6lDc#w!0z=%gG(w-GfI5CreL&SU4~GXKY_>%CyIcw2e3~OH)wxE1_Kj`RBlwQM zf9ItdSU-Q%t}+Nl^&NIqHlf*~*_Jcgf-SjKPH*=2nxUR7qG`JA{4^b+tPI}??Gi3% zv&vLB=c(m-TR88{D3AXknB`na80Hgv3U9Qz00mZf>gjT~0E>F2Y=V7B>OYu`01s+F z)kvGSIhCRr2Z$c8#B+{SucfmkuZt36Y7#)W;CDU`utaxc2yj$M%J#+qF&6-R*0^Sc znd5d^b{#R^#5#zL{~s5?@H5F-HNCF~aeP0O=g8gdQ_tsfh@;5Ix(|+tOW(MM2~c9V zKSOF~THSVjkL4{?=&_guW?Q^(K3T&h%Nh1+lCR}K{&IykN_ET3$n3yU#bUvbonXEm z?Gv10Hg@@}bajw*Ema@z;$vqN!HsR1diHG+(P-$EOmWI9L!7@EEy>^NwW6Gz;MQi! zLkbHDj{F}*Ws(@Jl^s=aVoVDq*-lNiPf^X9Au$COuNy;96K0z>>A^W6e(2a`zd)cy zcT~nV*$RuFH|Xp#QsTjrgmoAIQZoRK&?nJ`b~P3;d$p79`2kByR+gn~h_9ZUO$2NR zm65DLHcf7Rxdj{s?XkDPLnjOiAdA=tc%Icee2oq+lwvhARUO<8^?g%CgGvjIph6q| z#!Yid>q7=}IF%=X1!EAz>K?GvV?$-(>$1Cak(r03wt(>9^2bG7#E9frjxOGK2uMh^UM4M z;ZkJdvZ}?bWO<@Oee&Y2V#{PaXTUB%w1f-n>U zX2%kwjn+gz+VnLBlEpAcg#zP$;RwvuMT}euDb2{B+4+L-2N$R4*DPI6*UaD!H`a|Jp%KlJIR^0HM zi<|kC%BcA%*gxV5mT4Wk#q`eTT9?vnLyxY3`6DHh?>x8ghjN(qXguJ%bry+iN=6(O zxiL4ytOY#Nb82}3YGsRcrP;HU-oX*IJo=319Niv$#;hV*HLEfXZItm^@T~8ESZtzb z9~H9m1=qJd!o5Gr%xx#^3Y}j5P_6*e0{V@t$a+|A&{E4H&vwoVYP?74vu7!Di&ruN zHlEPlBYdNTGlgfUczJ?AP@=6z@P>5|=joOi4Hv@? z(jtzKGz#YIFd0K9vB9l~19weYLzz+{Err{&z7CeYkC9m3whc(qdr4e^tL3irCu`akrK`jN9ZpS4=s zlPeSX&~+U1`F%nm@m=U*53O&{gPmC92i_mJc#trV#@k>&Ph*5x)4UB@$C$)QldgN8 zt@S`73IkbtiKC2jek_R}QtM4|nQl6K&(7@fpdG?>B={t;t9!dnaSh7$57U{&0bsdn zQn2o>z@d4vi^J~)>rOx0^_(;QiA%@e_M3o`H7?*-{l9`GvO>`9`)kc9o^^pYW&>)^ zr0525?EszJu$G^4a1L2%_|Ar?7YUXc8iX!cWDof=0(wVw?lZ8>m`=Oz^X(W2$Fl%i zls?n4pWp7cPAq@Q&W-dD+y^)DR@c1P8+6IN5(>^*zdz$z4yS;jzr=0|Tr|yiFv}hz z#-}YhR!JJbOG(hm$xM%MG+F{;WX~_x_E`Pi<@QDmw1sj=YDo+Y93fj4T!m*DT;i<* zv&3x*FgCQbu{rTYb&K+$^1B=~P=}9Y`cmZORDT4>f`U^8;J>x@x zx4zGf&9#6y{T_xSgO=uAP+pB|U76u2dEF7g+HG8JG^+#_6{kPXP zv)`Y8!avCQ;yZ8e#Gyejd$5!w!uv%rZHZdA)60;|KT;F>f9-R|q>EP9>#~!H!ey$6 zU@xAt9%r`(HK&L~06SEUPF*h^zUK!>iaPQ0 zq>!BS9hb9^tkXo7m*QgPi^Rzm+|M_;+U$rer0;&;!_5*xo~fi`!LGT;JXlRe9X?B; zP@RGIrc!qN%*+#+;7*g+=`WI`>}OcySl*L0rNK|%ATb;-S<0D9N&Bc0)`51oa?Vcg zx*vYIc)yd2Xp7h%ql9)iw0eGjB|K(UUrELTvuiid0j2zqb3w{C$vF3H%9*Qc{tx{4 z$A^bALf<>Op9S!{A7RJ0_dW)>U@Z_?lLi2XO&+7-&2L_?+vs?xj$#qV_ey5Z$1Da4 z>i~(kT(UGI-WExTjtadrX3{?)n>4f9ZE?cZTT=CT`)i3a^0!H=b)#<&B zdq5J5&DlGwMw^|z;rcuV#h)oJ6f!m*i*>t=V200>2t16;3?+lZc^!k8O57a}r=2ZH zQX@Z@8`^MFJn(o@6N`3~K4b1GfJ_xuwFpG)iy84P^Uoh3+11lXY%a~ z%QUO?*l7-J{wF;z`fvB)=kC`)8u)ry+w#2IhgOQlY;R}jzE}jJD9rS3iLob@1N9lp z0e@>~emBcE_CN1uZA;1y0@r=VgiL25p5D{eXIzoc9nQ@9D45%FvRu-YW5)eCGp!!l z!f`9Sn0E?68Rjn#d%0#QD6FVKKUl7jsGa=0y2r#mW^G#c)je-Il1Y>Oxuqw;{n~so zZc;Yycs-F=YUKO8<&RO3S3+8a@y~izJJ9)h^M4k!s-}S8$FQnIrxR!Q;1NOPv-0Vr zN`Nq!`Oe<6eM8%o=ZxMv3vyQow}FDE?_~2{_+C|y2#>~!+kR6C)jMz_9SuD6*l#L? zwe|U!ki+JPvwYgmafO?i?xfNe6uExg0A@6zI63ARg{4)-@2cN3{K4cK`_*u}BP&)S2OB@(7oha8ptbmhOm>j#;YZQ8iItl;n8n zD~@sXn}!~qKCw^md%)7{ck1Uk@1#;Vk2E6BQ33@>hVsA-U2OGY+1P<>RdMD1P$G0q zeB`)S@OXm}LjC%O4z~RrEf(#TM7jGQ$aPU5ZOBlhF|DqOj!tSq_BmA6Z?_CPU=DIF zNU1R3klgze`{5-I{GxGI@jO!=NaAfWCFOePfES`f%x;~-<5u&0UXu%MFzOn*_goyg zYj_gsqi`4n`8EXrak(x^maXbYII!p__ftq@-NQ+->F(rko3E^VQb{= zt~n*J`ikLzzZ^zba*XbmUN{s#!s+fKiJfT$;>0xW5*`=)it&txRemfT`)HRum!b4* z8TEl^A{M2|WAdf(y6Y4+x2}W8az=z?4H60I=w$jB!qMJILE5HO$X8C`k{o-UDuNk# za)H*HPDNpEQ2N6d$MRM1#MP*i+y_Tdvs7*)&lQrZ12+~~&)KfCw81Pl>9%p;mO4z* z8VArogzrMeZe}g-_9AWqn*XZ5X%uj+)$I4rG%D~s%nB;dV~B1JQ7k*PZt@bAM!eK!fdBX_jRrupE=Ku%N>Yq}om9zuoc-BtG!FPgWInenT^CibeSs&Z>& zO){S;=W$#ok7(?Ru%7wk*%yactsjEWwvE|>(yo+?7)enq+Fp#5#$d#h(cyVWYLY+C zX;Q`x-cWt6_V7T))9%m~m}-w^v3?dQ7nHIBPT@{lNF#Lr6~g)RhQ$qXCdB>#@n*L> z;E&M%GGbM*XukAD$RS7AjO-uO8aZ>fIzhETi7$AH~!kz%EN%bBBKP_6BQUIy!zstWu% z6%R+wW&f>kiZgkQ5!!}U+yw5m31t1=Da{7gCEJYqYf9alW6PyB0$0v2pE*@t4b;mV zpltl*n9AmV>OsF5SNW~|zcKb#c-9E%PxL~ee>fBiXT_&}O0d$#VMp9g;~9t3v@pk^ zebpR`$FSnE{aB6arR{j^`AtQC__q4@<)QvX#N8UHLydmD{id7Ry7_9CjqPJ58_pJ@r#?cd((6yfOb z`S&DGBElr>!#@O5;$YG&Rb1j(nT!-BEcv~2=vEAOjuf0@_I)P3a~pGLnY`A5MkA_6 za-z=TP6gVem5Ki{eb|4slT>o041F z9rtW9akT~eLiyWB_1&Pz+NWY6cDq&a@|b3uGblbnNuq?uQ69RFR=12SG5QNA&EjbW zFBLjt>AWhI&-Ka+${RFcXw9$G9A50_U+tH?9tQWzmuZ@AeCuUg=MTOAcRKzr$J3uM z(L?nj^EL$J>!BCO(@gDhtVo2;Td9i*HVFP2kGU2K*-k@bH?TcF0$b$n9HG|smhiIp z6X)Ko5!MszK$>R9as&7($~RQkZKQT*2R*S|t)sOQnqKpx6NFYJ*K|n2xYlXEzvRcw zX`P!#66mhE^U@z*2?0-kF%{1^uot~KrZ5RX@Jn1FiFZ1tyKTGe;rbar0# zev3?3W#Uz;5Bmhy&#PFwsYv?6B?Tqa_srjC)Pmi&lB$77I6^I!&N(1dQi@Mqg@On+ zMGX0g#Tgo*vvIVbJ`fIMB=azipwF?VKeH8PPF`PsXtuSNM+HrsK?kJ9;tb<&|Za-SjcGq zK0K*UnKma_U0Q#jtN&}h!hU!#q=-6D@?CPEbcXdfK#DEkRKU>$qVU!3kAaHp_LEu- zBS)W&8;1tGL0*W5E#i!S_7(#FcPRaDbYoNM9p+_|T7h{Og2!KO#XINqd@1z`Sqvwa z?IB*yyXRqvG>kx-Ud68|S!XROXI(pu;cx=3?l8;ZLloAs{Cow91m&9WO9YW)=|U^E zOhzU{E!Oh#zxxBpg=uJCx%Cz*H_*rTXy^qn|AOc>uqfk1@3L#{HpKXRPQ3nRE?O%9 z*|*$?s_}a zqoTv^u(Mjk{@UB1-clJMx>}GrSE^5QG7sZNrB!X%AKX7H>&% zEPIK$^@Js8ITw(|sKdPTfhnP3$8)qZCrtd9F2th7K)u1i)MmLObIwM!Hbra_q*@hyN96gKAXRr{vEec$s5O$7U+o#ZU= zZL87VjeM*<5twiA3r1;a4sUOr6z3gxk;%-OfFF3vpng|6m5oR?$}G&jvA z{8`X9l82}euQKoYVxPQbV5D#|L0#cGXm^6|KV zCmcu~i>=RhU$$Mh>y~7)QQ=yY%roK%0H-!Q(BWGMzJA$7laS@+7Di{1 zI~WoP@8C?t(r+57L3_h9&MM={nqCd%Ob!m6DTUQjYX0|bQGRyd=Sj&BafrWlyQ6OJ zY5#cVAVPf|Mw%!^1(F+Ht}8Tca-FI0H>A^J+=?{mL3&SyLvJ8EaXdZa2c4_J>>h`} zBfL}n!0u3rFvkA$lbENRC=Xumdy(yK+M{8V!Zj)i&_0E9Ffi!goH!R-Qx{mcj40LZ^N`(ocIZ z1Y=N8viIm;3zgEUuKGPiWcA|1ly}f)W)PM&?!O@ew-1toCXz^>!m#{@m6=Iz#kt1+ zqO7FIwI8u|I9wuE?yWJ z-2#keLMH&EmSd#qx@b+;LO<68_31!ycO=CE_^CDN4vt^T6#~R|S3nD=hu>aLr%gpQ zx?Tr!Wl1M%ZQB3bcK1@mfG-sciNEeddiDsvkACXO`G6)D^N1p;9A*6FVluSY&=a^~fFlbM}Uo4YZP;s3w%O*jq=bi(&C8($o(lg|t7-UyL@tvTs3 zoaRckn8bX3egiJ;Fp4%L;kCNU2BCdcMMOxoF}z5#N@qG%YR-xl#!u{sa3iW4+{9+K z+a@M5e9-;=n?=;$7U!B5-)(cs~u3Er5^vgbgE! z0v$LbX4)ByYkDe(CJKRuMZCXyI^Xof-o~VGmj7s85J-?9IALkfyW4z;J8X%YtnvB% zzj#lx3Jyb7O7cmb&DH6ehw2^*-^c5~ALKqH5<5P2p%i+rR@#oX9@}>gzgKj+g^gG8vI#JoHJhT5!4{h7wrueMI;)IyUGr^S?BdvAV)4 z^|P6Z320X@LsGfh?NB3#B49_^xbi?0FHo+@tpUZAh4@;@UCG8+z z0~8W^aUsELZF|kwy|$KOIoO2p>yog{_yJ2976I|?|o@r} z!?TH!MHqArTT{gbxU{spPCGwX~BVB>^ zDyh8SK?;>ufKBqHXxZA)x|-rilTBloM2O%mq*>Y+&XTU^DFD&Rqrr9w#V7QKwYfMwkp5g_)5`Qy)7) zSHvk%^HUR2kcJC%hiJ6MU|V`mc3An=huOL=JpT>r?m;oVTjf8j-QY-N2KS zm$vN5_@oJgm!sM+Mv#R7g~c&Wf}SDbNDJN%rU#X(W!Mo?My7SoeAn@A))_ZltRTQf z_N4eOQG&e5#c~48pS2qg0R*2X%Vn0SF(ApHD6bQd4WQ@hC0K<8WzGOQN-KLUk`8pR zIbnVMC7wX9`AZgHc9Ot3-B;%p&-Z>JF zk|h=~5%sM;w?}=n(1q9>#o|DK6Tw+J2^e(Asetniu9LRv-I>nCQP*o>y~fX>C?MB` zjFS2YIMf&2)G8f1r_R5|d+8hJZDihxXMx*vWmaP$6jAHmw-$%1dH$L1*LOru!?xG! zCq9R}>ctv#-N8q7koC)Xk;&&+vqxX8g750<(PXWL0Y#U`Ub061Pa34`kfR07$ZTo_ zKRg*{S_Ate_J;}6{DI<>kZ+aO-QimM3{D*mS@+*4tdNL~o9izEGqlpp`+O!i^%|r7 z0nLQ{KI-!wP(gExeFCD_O5U46AN*|6nMKSw(~=TFN|`_}c@o77nmua38Gv)gX2-l8 zG1R$q52ohl=y3{+BNa-dSD(cJ+(^JeQ_dPQmz+Nvh2=~rWhcG<^h@JIc!gf4^uQ~x zLh4H^PsYK(61C&2$HTne0E!L+7e8*|LdTI@jE`nJ&5D134(%(Oge6Ku()?^=22P}; zE;I-{>_iF5%{A6DHc+wUDJ5l9DUGluu@o36_&oRVpJDn>*gHv7n4Vmap6BUVFSM*H#j7x5PQSRAQXR8fca##dfBBHCZ`z5>hr;(Zc=Pr2wVQF8^G@&Yyp6EH>JUOJmuqJ0}g z@*nF+?d^4QFb!k*-AK_3r2AV|A&C4EF`%&n2}rZB)lW#4?+W3cJe@E}KsZF88|)U6 zy^}!jmbEyFV2d}aok>%P7^en_1;z|=I-)d2Y)2&`A|Zo%j>Y32r7>LVtnd&*6@^5mq%Eu z5*3Ui0Bdjj-2+e}ys@-3CxBROr-H0vRWm8NU3lLAHH)KJVTUfgXaiu_{gqI_CS0=O zKbA>>h`~ufP(lF&R&cNhHL!!6|2+`MeXe_)46;j!3peE&4Z#KwS=c4d{eTSC&zWPS zq_kPMCn)mwB&&AMxUcoVGa(=P=vJuJL<#KUVPOf`bVZY~E8rq;FbnXUsIZ1B{u*8a zhh(c&m(CsP$xa+DF!t+xuks669gIt7t_yQaHXM!10N;0>>v)K#5-|<^;@Zw3YkLL` zj%o>^0d+k(0T9+#JX8$c>bgi! zUdTChd*)pmA8e!^&Hs7?j*MJN{}$U(38f5THvX`*Dq8~}R-{6TbHDX-^zXofSJLi8 zS=(mv@tyb&K;+17ZcoT)DRST5Qg(Md5F|}!5|tLlRw(TD9Mdk(s}c&r zl!p=|1{n?a4gFES_;>cS6sfoQN&D7R{j2__N6dcO1s5^t*Q$e1bs3{%oD%#6Vza54 zRT7HrXwTC;tBI*BfD@8sJZvuIAR@UMOsQ`;W&7AcigE8SCKFv%Px#3cM@M$W7|#Ac zt#b?`6=!xAHoMFOEDg(9{r1bgUetk4egj%_VvJFVCnVA+z>R;WlPYykI3tmjvIes{ zBTBJSp@3jx_;gAgkhEe2!Ul{=i}M^q{~8{5N$oIZH_~_-x8$aGg;7eysFaxW(0lMY zNVL(XZ;laRU90vzJjv0s@P^Dbnq>OV1zA#BuI9l{esaZBUP)w#vtnwoT5X`!(U4A~ z<#6oIngq!EkG(R{7w(q|5+5fx_Huy6kvUv1JmgScL z9FHjRD*l|ZuJ)R6CN7y^(=A(UPJOYDU7^JKKA!4bux?*@HDB<9U(MjI={+VSLpgd~`=^n0=}+hmE0=gohcZ zc%wD7hp+6C1#fykq1C}bSL!$2Nip;e8h-?vxDNfBb6XfGawpSRa!pe4=@9m4Sy%Zl zFtCRkw-{K}p%HM08%;Y&#zF+LJtUf?Y8}!$K5+P>l{hf|27Za(8O8wTHO6i1$Tp(5 z3i1UD&NU{mBs!Q)e~pvBf=|A?CeQ~!d4arRz&%|L$d7Tq=9WI4bs2X)-K~I;6irco z(7@XnfbK^_*V^=%8FSVleOx;9>Dhj{2J(Yd=J;eIL`*LJR1RM(iZEZ$IXm|n%(4p5Qw}=e(2wIXVd6E7@`*_vlp9 zd5t8TEbhMHkgYn4t?<)Y|D0(LevFMtlc?qTypa~z!rgxNLZ3>nE^5=B(j}ZA#URl_ z_&i0Z?;hg+s*?6iLZZ>^8ZSd8vfs^^!5y?nE2+rUag(of2Kz;Wx7_xtS+zyI&1u7*57po*v89Y?obY2k+cJaNv!GbTe3- zimdGZAvMd)u4gv)D^OgC)D#$(3}vs39eyJi=+SU?m;dH1C440V z$QNi%RmIVG14j1HcN{hp!!3JqQQUpvBy_&?W_ea>wr2eUq2{l@$2)O?cCi{qkJDZ# zQ}i=F{=(BtX^pXcgiGtr{9{u0dH%|E{AJey660&Woa<)MilB(uWD>`Pu($l&@2b$h z;9VpYx2#@gbkux@J1M)ocm&e=AWmbm4d1!HS$nonn z*%Hv$}RqS0-oMtXuK-1soqu|l_= z5QGJc&e7L@@-RRTv6ctOsnHg+sj$>S5NMRIK4h4%MT=#`I{*^;$CWEXbB}djh~Wy0 zQ|ABJWhF_W>Y)%aUAtlNblyT3HG}}#_wMBdpxyO(2=i%~UT^+|?jE>r7#OP9-ocSN zzdJr$HEq@9=|I)|k@)ldC*?StEXHBSchQe>)X`{1UG zB>~8K%eB(V!(R5aVU)uihUWU4R8TkD-|mMMTSsiHkN7Hzqzh3--G#X+t> z&zNzM^A{6EM~8ud`mc`}DrmrgK~BQ$P26Zb9c%;!->NExji>V^p^|>Vq#cSXy~d`z z!2?qWJ`}q(|7Bq5%Fb_n{ry|rBSTO2XP!woR@5Za%pXHlPm(ckc3G!7v9DGG+y}nHQ_zY3N zzTBsy$8AhGy7{Q2v=w8`!IK|n1Rea9oE#qh--pSEppr0@f{|=2#C4L3`-_R7`gN(1ylU}K zBqBpf&y+@>kwW=W^4z?GlV#>0j#kb$A@l}A*WH>vPZE!q2ZQWDeSJqPgbc6soLPOA zG@E5ARd9mKm(v;V5f7^YFB>$L&SN|*x`T=5FEXkFUdipL*eagjAtkZrVR(-hS4GcIfs)k7y?SMve7v*Gou#SK#50FW8pvbq^*tD`S(f|0VdE_nz#iMqz@I z$>Z6o?&+5D^;PjG7~?t@va~o?W$gmO^PAV?q+dnP=dYunB6psHqp0$&Z^2a9erdBr zHPRiw8eOS;Ap6Gx>%5X@{Gtq2r}+oF5y{D$sAYGW#wjjf*DcqUQpalcxppfhdfnC# z3r*eszEJ=5A!;e}bKcPNL6dVm@N0px0UVT|gQdk7FvON^1J~%K@D6*+X}Q(&Tp6$| zsT$|4R-AenWM_urBZnCGISN6G!A7c~FDbZxIhNV?jafpptl0nl)6cPX1A<#rJwraC zvjgixaGEY_?7J#ND9IpxftdRdcPx03_l)6QQc@Be19A!cy6i!LqTAa!qDwx}A)rNhtApa#hb^ zf0+H!Os;_|nVnyNfLErHlc>S#gxb&<9e(}&8$!MLq|Glw5ZP_1uAq`j(u7=Slnrt4 zeYesIPEuGd2nR#2m`T;pkcFv4C|xjH*uNFg#t1OhVH$`vyV~1VAa+R`$%ITqApGa8 zDMW+$87mkqwA~LAbQApbw)*~tz2}QCYJB)@=A1@u^IxnRNcK4P<%$iz8)t;f*{kVc z3xVfU#9Es5;Tis&w4i*-GPnd6qE$e6D-rX|_v3bL<6;WS7tG6))sS(=%&TxY_?z_Y zJGVFD?$6&D#T{-!LaS@hLTSAMA@gs&7w<*?A7Cglw^*kJ8rbSIF~|8@6j{&O${s8)77;9 zFT5p^b1V*zX)>Z!zV7w2+*eosj@$i!%xCTBAhldv3w9Xq@TZBzjk`}k`fJKx zX;ih5yxf;^dQZaY&_#G4_YgCC54=^|VP$=wy@FFbn(p-!;7l@7%4@ZQ)VFO&dw4BU zP^z@Hee?2jd7y@pqbyF;S{5EKR>-^i#Y#!n8@79?O=6PXnb4KlaVqy_2zp;lRpbU1 z%kbqc%oHgc4ww9(Ouju{Nds1vg@W2M&bKoS|1*G*!<#$9ga|73lj!7sacO-!Wd5>y z$x!bz3|i)=P0i=Y-io)h3)+c_(EbR$9^O@1>}rak(I69G>#KrAuQSAPjzHSSUA-(; zZgpC8pt*mrj6>x3y&}_qzXE-}xrDsod_MbX&#enqrGGrN3YdAwL*W_M-Q^ps^$OtK ze`zIKvIjMs$IpJN5q%}T*-5&!KFTb(xgMdy2H;-zGNb4p2L=h9I_QzWQSUayuzy>llDadb>29)kjh-Gtb!J21dyQ0h23)MI)HjpaCR1M7ip>xs-g7M*UtK( z5v%@NhqYZv&HkPe8b67(Ddqmv%z)jnWBe7rd<82O}* zhZ6tJc*T9T`Qk~1sAs-DV^poUE9=Q6{ZW#n9UQz!p^-t6ObPnWbn~CV)DXB~^-&s# zM-)zqSykir64(tq-+@+!c&A3rk<8f*6H@T!`BVv3b5^^3R2l^9;r_qW`lo8^{a!)K zY;Q0*e{+Y>niqZ$`GhaI!Kulv^vqQlhhK%y?Xu&*zyz(ty$g?(sM)vC*ia>0t`!tv z<+on#u{JYtu){6TE4rQy>nNWwR){>QZ93O3H|MZaa(-WN*WLUrqJNz zr>+S7QqNxX8;?o!t~Fvo{{+ypi|Bkym_)@3Mi?HmalwZY#{!temrG@&t0~(Tt=(6+ zziARFKoh%?^d!84`7>p-_4*(=hDLH_1)#wDmy^sC@MLyas+HO;px3Ive*w%ZzvRXn zTugg>y*98B@ZJvjQAAY%<9|3q6D-f3oHOnbd`zLiKao6nQCNl=Vqp1l6=i$%fM<-Z zks`({E?b1p;3odD*wx~V^mOlbxc&dUc})M_yqyQS$O_IRo@Zn|9+OU$IST zjK99@5syvu<>3-HHCw9CG(WmNe_5>jKKq11@k8i1t+49E!t3G4U2l>F&xG$j(}XsR z;wraD3$=dkWc2S8XLgOidMJkDWF9Iv{1PW|t;J$_!FC3tGiJ8?FYJ85mI|S3MuC=L z*sObe5?*fsn%WY<*g?_8n2rqtj602jSw_ukW&7(qWlj&x9^~eiaYy}ji6M3!dqPz+DWX5x4r*&a{}x1MmE@UNx7f(YcBToF z%SKz@e98YkT~V+oAfpK;wp5FS-Eus~@JemqLGWl_WYCBq+KSB-wH<JP-c_kD)a*Jc4=^ATfPPaLm%dlqM@TzBwvv<&X819KJ(Ynt`%Or53 zz*hkI|UZYaG*E@cuc{6VrUTDn3VBl_W|)e#SN?@|$BWW9t_O+>LXf~0Ty9pa_b zQRAY?7HGLd2`6&i5x~;QityL`N;e>siaO zb%VQe4Kmh9`+kDm*W(h1(_vP}4QM4AfD_Ax+DqnGAat~3(jakBY zq0CI?*GP|1f-mGzuVO@${_cDu_h`P-PFDu^ziOEOEX@}rMTdIz+cz#HY8_{fG)m;S z_&qpdQz!IPo^WZV52^NFe5icTI9RY?yB*F87haB3WpCx7LbcjgMm>RgQkD$!zx2XpT-c;!?@LE3@%2E4fA%SEwhU{!$Y8l z4CL%sIMyI&L~+v!A}60UCy8$)pAc_y&wFkuf2l2d`o=R9?4Nz&yHxeI8M2Wgov>p6 zGOtYAa%YvZUB9)do4XRrtvVy+b@D0^F;}i@GZ1OL#!TyyLaX9oYp{M=O6E$S5JgfLsy;nwfQ)Z`GGddNlA4Iqug zCM8t{e0o~t!e0*J1~c`?cUp2U^~|py4Bb+j{0bHX^f3~sXXm!HpbGpA4srpbF=7y0qO2;^lr~N>lb(3b@^u& zv-ZrMnH}G^p664sN3eNenZU~~ce-*)%KpCEG#Ga-@+BMVns3^WxbafFkLu@>-)SiV z6@4u)#E!M&vJk$?eAcV8QA#YQ_OiLjYX}n`e{qbfSY2CoO^c5lgl7gd?TpC(0Gsbv za2GmqWsz>O{Ud5QnIo0e>QwZd6#-}q9qKol31W@(JTLc`+~@seqrXL!S8e2~I>FAz zyusnPa>TRWoi&qkE5|qgY=Klx-YdS?rDmRz#n)p?(=FM~HNR9P zml#OQZASwS8cy5!hA(FsuClt%8*^(zB#4Ac4i|W|^$BoP*e7B?U>&_!h(?qiwYq^e z=>2}8C!ryk|HWx*M?byKQf_$a%xN`mj(zA%-z`hEWOU{J*6{CjB}A1VT@)E$+w8I~R})=T`m8~% z&3&=G9^zd)8qo#x93=+?DKP5`2z%eeOS{rxI+llO7lVZpMwL`d{qQ?)i+G z2JztlPyLUBgM)z-Z3d%*P5zG_S$y`y0O&Bcu&8LZ_z76~-LA_njU26)01}5J&?BXG z-*rO-tg$$VO@Dh;<@;w>M1SjsL9>z1CS- zg|SU9qdU*oHUEwH#Q3sOiGk^t7dlD0OLgrh9P{{!=-rRZk-r-%txk(Q3CLALjg9F% znFwm>p8T%E0@j?ty_dZoJ}=p>U&ig*-b@O2nKyEU`l07Fse5At?}m=jiYZ`cr= zBT4-TCkErYuevvE@Eh0dcYG2W7+#$zkls%_q)oG1k3)Q-WgJZ&1ygmF3hrWj_GHLv3}2F(^~=h17^R;4n60#7B2 zJckfx5iU#6&*=spkrB$3N5$p>W%7QF?AeFP;dw5`&-V12Q^~h)ghfFCOXPAt4IjN; zL}a`<+)$fuis4@TgwTmd_q{WhQJbbs+4ynlWnrh^m+6?xl1Am=FD@;9igyGx{_!H; z+t9`goOM1?b^SsjVxa@yNqzuk$QzDMJ8c2LL8$7!9?J>b^-eo!f1A%3u?%6mm=zix zi_WCBE8_?pxI(8kxa09eSg+ZsU{Q}OKEWUxm|dgZn(Tx2`K+~MO`&bA0T6pxzygjH z07AqN3e6arX_nt zP4s=HiA&SHiz$yL)BA}2T2P+YksUbte)vAiikTl?~WunQSs9NF+FUh z0mH40=ZY@WN0H?ppq(W|Ocq#5B$eThAIsf>#5g`Bj?kF!lVe=m#67UyH&L^%m#|^* zn7H$!4h8x>jNzRiQ#GW-;F5GgWy5%jPC?me1^XoCwp_avA#n%VX+E=T-34t)Ztr{3 zO+^Ge$y_LVZk*9Y?7IWNKT_9f265|_C$?b;-4~VAkm?DMU3UDtA90Wt_s;RRXPz9! zpGztQ%;Di%8pdhcLQWy@uld+WG=9UtFvY%G z=G&GbDN=fhTjU~a=#E@=nr3+*=;Y4fuB*=(ORqzK@?g3o zA*u5c;Gch}v&@}Wd3%l|>ah65abmvwk|-HU+PftXDFvo8)i;H_030I}&RQGZNRXm% z07#)(P+#PzR=E}{fb+%ze6EKKST2Lbvmh|9D{<(dWLRDFUdAI5Prb}q`asiU);Svb zhigEqS*j|*uE6&U@PJYywE;H8K5%WkYJ&2j#*+#bR?Ae_IeXXgkU07ju^P3QtWMi&0Uf zoc%6FTy0RE{_!+)9q(Uuips0U8%xw#Xa}w|U zuCRrKdYoqtu@`%0&O$kBaW=-`&#csf{6>IfM_98DOUQtjgmvY5u6+JZ5D2+y>W?E~ zR%wqVZi2@2UM9WoRtyXbgefp;b+bJkdvVt;9t0q zY{HweG~L-(6Xc^OcaZYRWS4&e*?cghtz0?^`yhmWim`V4af0w8{-Qf~81F&AXv^N@ zv+u2jX3Qv!yf)50k_&t&0!ymMx9FXb0*$}|HG>W(hlhitMa8_&-=e#8_J_&#Sk9kL z%h_iFd${@$WfuBpb3(zx=^3HMXFuO^Dl&9SVZCS8<}1?_5>wK1&p_we2g3`_Ey`4t z!o|D`%iNmgdoN?&@w|)ae`#Y+t8B)*;?A;DSm~W6X?H~3vHB^dH0710;QIm4ISwI| zbiREh`KDtjyu$*|T8T6mQ>aIwodZ+SUMlC~@|9BUa0=Qs*+Ci)80yEbui&K9JrF^c zNvz3Qae=lGbbL4~r;$Dy^u04HwK$FiyGUvGtoN7h+6CITU*ta8x|-YUDfH&PbnyVo z@rM7)yeZ?ju5Kn?ZX+w-u{zmeWxBVDz6O)Dv6HfNVv6JVYDuJ;YwqjL(;`;I;xR%s z?WA^y-??{P8uyX@JZ}W6e&wpR;LVsQe)H4~LJXXDc4p-15!K7%jo1#g;8iucOy19L z&=FUysNUtD5G!JxHWlMhXEB}1mzwt;<(Xpw3qE}tVS0j%WKrt_-Kl2Dh00$|(`+zg zxAqHVADNLdh2L2aXbKY#@7wLT^fgQeFco}irI195@zjBKk2FQk!p0U4IWXsA$P6Jp zPmjS|p8-6N)z^D>nmTrB4F>@u`h*&rslwsMIc*Z?vVPp^fhR>|&~9CP z-e5|e<$QjcL5x@>mN(RsA7A3Y!Gce938BXHiWzGXq=kL}5P%0LUZuS^1JDsO#Y!X( zz~F%`z=;B!b(sP0>Ra4>n?`8k$RFzhUbwNv*O}?(f5Gqfkdp6<>~tT;X{G5yR21arRe?T*Gu$8SevRLZnRKh1pKxa z2u0&E^O3G!D4z%slF>!Jojww3Ig*Jk-G}@n4fp}TnLZJsnZ4O!*}c$GoD^AYud5}d zm;m*28T;Fdy1f@&^NYIFc}>`YTY_F86NVzx{5S}>~zWZ9i{ie`v2$qXrz_97I)_ZKy z(WN3+oL}7*dH4(7k?oWuP7Y9Tn++=Kx<>gg+e1#74O3q+6Iz=}ueaj>&?KRyyP`jq z^Ua%{ExYQdY-DeuscItvX`MB!JH`n2$ND0+V8ViKeO)ZwrBvPsWR$fOr1@e@_8{{5 z2aba`aASXhhw>lr>Z{@U9F%C)3iUw-(hiD*gLa_bFP?n9$_>_u7$ZXSVNu#aJzO(O_gP+ z-}~}ygSTn%QG%T&r;6m_4$k_9(XSIzr zmq4*e39ngPDbG+!asz`%&d|;0^rK00OG}Vhb6neft~b)xPgdtztGw;#F-ltk>_#6) z+8+V=R4ujifvV20xsNMf_y-j72>2k)_ch7)%@pVR`m`ygw)x zjTj=|><~2s*zYQs7Y1RMC-!FFOY3D8c>D2os2VxmWexm3OV|I5kD7brmL&M~2MKfD z%QREEPc}2xP0NCHp9|scT_-W54zUr`8}5nO2OG;+dg^Qwrt3|i5mf1>aQF(dC5C3) zz-{(b(P?E_8>&QTj}$hIM*eU6f;rNYukYKrF=|T(j!a*aDi#=M6sf^3;k>yMrZYb)^=r4hc`du z8<%*M|CM#>!!Ny6)q@F1=0!6Dqm(<*^#lf=Hgy?Vm-^qTg=H7?6x<;?cXVQoy;%&N zzr-;+Fu14g*8NRene(UFbuy5`rCO4iPpKu3Rv%40YZC_=EckDPXdavOITXlv6MWE&%^K_UXxmh=HH&qCu|(YEU7ULB@7<8=At z68ZZ?x7(csvcJE_oXpeAbR6MY#h18)H=_dU0=|?e*Qcwi3-VrPwx<-BmcQ>O-f0lh zKz+_)xg3@S(o~LuK;)_u%7DO$zr7!2^^7K%8>y#I;`<*}U$hN^V3ew~fDB}UAd)-L z6vBwrfA{Y9?K_1?1o%L0^1&wHQYz=Li~Zxpf1nEvr5%(u4zC%TE!W0zX_gQGdk=~i z2k!CgMxycr82cBoh>99{dzjiaiEoB!m-J&xGf5jj4B&e(1o6(vLMhu`=r`C%ahnU~DV2ZCS0tn7&z|L;wKEiz9 z?U@>|F1)E*_B}gd1$^J?CiQZ%&+=phI>idncew^_a&Gqq(u4S;qM}|)djf?PKh2j~ zJ0p)oX-+@IDJcA}lH{`Y_H5iw)_oA!t(L7v`$&xByHW@&zGkvquke+QJ&u&vSo`8& zV{6#(N>;T$@?!|8ig7wGD@IEXd zZP&^q20sBXkE4w){>lD2eC0^o>&9in!N~A3cSeB~iA9(F%fQ@HScac3{$DAyGdn$50OAtBorefGP zG%9zFqN>P*Zlj6w-c_ak`;}UW!ipi`YLagiFayxwmpyHM&WJuAI@vo7%IQ<$B%k;a za_HstNEFv@1!1|I-n=dieuW^-e#2|Ta;RR7FlIF&9y%Q?kaI09LM$X=kQ4z?rFdf) z?=#0#)k-vElzBS3RC2*2>3k11UuLP`@E^OU8sTyVlT5W>i(FqTr_t9uH^0Dj=SfN= zI3FX|)HspW9NI8eaM~N7;+Pf$Z4&kSo$(9rK~DLfGKl9YvEz;~N5$m5=<6FTg9+C+ zNj&lkv~~9d2vRf#;qTX_c=urO-8l8h=tSp_g(~9{l5RsMxfSO+9uAE(5r4X``SX;O zr=%j>M;K(CRX_*K$bYxkfi~k_tgs3wLAKkHVP|o;J?7h>_ZgW3d)STfRsWk&Cf&>{! z!CH%VXJ_w{dZn~zT@1I73UUCX@{6<(1;n*3;^6kkJ?eO0y#!(Gr;h>aSC?&}G3$*l zXcW`zwFejGVd4hl^HwU7MjwgDnmvJ8`6hl2$hkdY={mA)1k; z(xyVAp+E~Y^YRj?H2kXNJw};>9e!;>B&{dz(k-6l4}i?bO}oIkNI$|SMXz9cTQR?b z>!zZi2>URn%v%cZ_km7t5+fj}wdh`)J>tLaNjl56HjRM=74Ju(^Q0zR96>N%7gpZ{ zAnB6_+MHTSL0DilOyVxs=U_q!upNMs(kVPXMwTZaWpY=N{B4D*fwA(f3vUB3R)w??Z!r(oJVVgW3lYr`n$9x% zQLz#S7Cnv^Kh+F0JHG(Ej6I}sF$;#u47TD)lt0$wT)=Lbj+Sm@&UJVBrj8KM!#(Z1 zT8EE4TPO3=|6tlP*)7&VdX#svMzU^C6jJeL*2n<^E{Cq$`C{2JpLx}fq1$=y3eo(> zFPxY0t^`#A8{0l?>APQL%3F@IEMS7&h05U{OlX`@Kz)Tv$VBx`>(G43}bwVCTN^y zsoKLCXd4M=*W?$ev`olc-Z}kR6Sx#j0Frv875$jZ=WfP`awy-qRL z^k6zccr6^c8oyM=p7wX3)P+%Wux!OOPRLR2T7DSv8nBZgF7qMvdCR7Cc|^Or7GVLB zlM`Hkmzy=e7%m-<&S1*swvK<@1Yq+t`&T?=iL4fI2D|gzWQlOh&;y3nOcJ^+@;|GW z5MMuy)o7;y@NaTEf3Lie6#4}C!+Ct0r_uq0aJvbMAcq~39`Q8yy~%EddTt{+ehuME zZn6|mSuC>5EP=1KkPbBX^!(T9kRo5HhgDmqlT!^&EGJ#&kRP~4J4=Y&3Cf*h^%mlL zC@65XP>`VhG;UJ2EWn-#Pu8C` zO)$A8JG5|S14XP54=|VDsk$$``hI$<>(;f88S8$53JdE0X7MS+_^nXJo!ViS7#;Jh zPtDlT^In&GSbGMUfVOJ?R(6Pp3mHrFmWi2W+WJ>Mx+P7bJKTVzwJz_$&;q7jK0DNg z_M@m{6EmaAgx-ElZYNtpc+}!O2U3p%=e-vALn(cKvTjEn|1s%zN4du^Y>F2?GriFn zG@5sS|1EHq#FhIT6&!J#%9)!OaUXp?GD(oDR@>FCnINazDgcoVb)03hB8qz00O52p zYiAnbg7#6kFS9ly5Mu&I_Rq+1GUcRukF1Q9JK-16A6$&`h6v(L+Jq-GcE&mN^qN8h z7aW=ptk7GY>Q})~Yht*W7Rl#NE!BwQGl9Hy{#=9o$o4{8&=B{zUQc zdScw`M~G@8@N$T3U<4h;k2eZf!bkp*4$s7>wxvyw*grf^P|1SJS__aiPzR<53Ruw4wCnTWS%TrihZzI-#|SBuLI!NM}&mUx!S0w!2jq zSDvgs!}`>+h&geE^v8z-=RA#~<@s1TjMJ7~a`!yvy^aud3I?+YMe;&cUy*XrAH9=% zC>GRn6M|%MTsK-;yDGr^Q5=^NdEIdR>+pa{{CNq?N{=Q2b4e2AFq5lZNtFX)8#;{R zIdd7?+5CH<9`dO&w0Y4ZX2Rkl+GCSb74vo{j$R!gCbLeh9VlcnPjD_8U5ypH;D{6^ zsE>ldty^;`uk^h=@tK=T^-LZ{?c!(JAjwdpn|`t0gYv~R6ei=vVd!`C;>Af7+<~vX z*DItQ73t>DZG?#wa@gk0FZ7A>aTPwHd5g74VY`tuw^5zKuC9qRxG>mawChPMXGN$`q1pQDvzv@xa%GBd&;=LA5JTjx8!$-AKiLEIq)tK8}KVItEM}C{)4|G zYAgwH7VU`lC{hZT`tT|H6jkX)+#_#%gcHkENkZS7>~MwNQoSYGjrn4WMU+Z?MPV+Z z2mevBroLT19fsRHVg|GmP`m6P(yn9!l)-rW`1TtRGpNSUyeRB-*hg7nLshK_Q?qBs{j#a~r7(B^o?gMJV^7LJL~7*`U3NvRiBl`T6fbj6f)8smb|- zF}_4jR4z9Z*PnCKK8HsK#J$7xgCY6i02SUP`vd#mhXx_2BC4xKYa5x0a^y=szy_K7 z9*w1hM!Q}SC4b;}?TMM6S)YD6i!g;M!aRLx&qUlK^0||5|21&s*D=94u>=Mo)R?a* zBMef40m@Z&*1@kU+_2WTyt3%3cPo}Fs|9svh44K|UUb3oa7O^uSPf;o${|^)CII}Y z?W_lte1xYPmJ=}}_dHveBVhtseYikW?NCzETIoHE<;cX(+CTrr(Kv)Bh%lO8FmzWA z3X+UOY8ittP`AW1H|j|b zY6}gjfNS}rG@;KZdFZ31j_JFi{CZ_6s7XtbR%?6bIw(h~O5%)j@SUBt@3EQn7bAtH zp~p`!E+SOb92cs=ORzgmsv)1ko2$LZvl8CJTsFhJ>5YpvzrWV*R8REw+6;lmV&Twn zBy2-UTE=xuyo$rXK9tWweNW=pn+PQ=#z0F9Y!w+EL!bl8jIS1~a7b7pgG8_ogG;58 zm4G1fSlxVg8UDcRPow#|7zS{hyfc@ILPq9uPC=Y1eX#`qIe45SUHpS4-7T2@9u`e( z#0(T4zGd;Le@ffoaW;8Di9T&|>shH4n>L%R)~8=-Scn5c z^;hxY_8*Xi^^vQ4kcu856?OYD0JbYxSkRHeMcpm^!NZ9xx-N?rJr3D)R<@Bml6^p) zL875P>$09juGyjvW{KiEsN3oL5= z1T@VSTrX;M4nq1;JQV41c0zsz>9}ig^E|APz=*yrq84=t6NZrkh4B$gpvQwKU;KszJ0`q3KJbE)%R?0TL9w>;E`h%hqlW z)M8aF?@Cfm%!u;E(P^G#g3WU2VYmIbxerESA&F_2;&~JvpR_4x@bLd`>{3%f1TnZb zj8ZsJ;XcQ}l*0)pS{RFAI5igz^Y6T2^{NUS1RreN4?eL3?&3Fmw{cjwHA-&E@|6B-yn0C(zE@{ z%?i#p#j{M{x~bBFITC9Ieqsmh3A(R_CJ(2RAa z&jxbvW9W_R_xn&sQvRA?#CiJ4QvRs?u}?{b#9^bAlwaSz*)*0+SPLtPAtXAnYQT}s zjki(MFn+6l(GAYHT`>W5NY%Pwyf5~K4i5LEnd~@J%5S=0Ls>| zRFwyHgXoI^5`8IGq^EczArdUk7`%8lLA;8pa30|NqKE#;BXI>nmCmADIK1#xs~rMk zyFampiO7ZaT<=*Vr+G7~X@JzH=%f@Ra=YwWR;9~lsFT9en24V z#1Ue;Oo%G~4X8ZN!LorAX4gW*X%;ytF^)greu&R>>kV>#x^wPiT?-5SqPO7f#T~}4 zoMqpyPqnPt9`|!g)4!qn<>`n(N!V+U|$*snpne=IayRj}o z5Fq{(UQ=QM9N}T^Uu;__d+xYyuDg8{u@;;!fuG>!@WQZ@qlfA^)pitHgSo?pb*T{ux${`T}GJ`^D;G2={(@JS;s9o4G7zJ0n_iTjT53gm8c#+Q=S#ryN9 z88JcG%PpjNRwsy|zgeOqYw2)1Be*wMN*{75N4^r&znp36SMzx*tId=L@R}%smQO%R zkg!#Hi1{6kxF;z3R5J{fbScVI*()*DkCj>sj7>OgHT5Wr#kk1$gzMU99m%ZmnP4G2O%-!?Rbu$ z-2$fI*?9i;8{fnbqE6dH3Z-4n3r&^bfAW#<AW9>5d;h}%QVZ2y>e60(Y+N5z6Rb5wnveMd$M)pvp1Lk6h z5$qzw!eNZgSPWSq)U|cuOEIfblV1Y&P%dI!7@B+HL>NU{8}uiNlE&Bi3CvcjuaL}A0tVdjD;bd=EnOX`2 zHririt&Y*q&a^f_Vss%$q4bebgy?`}Z5cgDi4h%8;$)@-ZrbG8G1)YO?(h1mj+RS#R0Bu>?az6 zU?%rFQ!C5ngfkNP@^9qZ&9_eRL_8!jCZPPt@aR%FmGu1k=r9#EwWff1)b-Y~k|vEzGvVA*zd(U{Y|8KoX`r;{DPv z2(Wp0=h-HJPA7cLs(+c7=z0v&H5J0Yy!`Z)C|*X7r|+wj6H*rcnNe|Pi1e$|V37sU za{HO3AlnbemZ$Owt0h|OX2)~f)k`PPJYNBkJc*mS+oCDl!`Tf*SyL2iK*R$}n4w=^ z8&i5;ZdP`FhBhIJj;J*v&^BKRKOt)GbQM~74ot?T^>BWzE5nISIVb}WVq!wD&(ESj z_-(V+^9G;L`Zv&8NrGK|0ETC{&JiFqd&tw8NZBgadOxfh>`JgnZsR&ES$`qZ!A`Ju z?0QjxXio*#Wv^&Ithu(ilx?P=ahe?_7@L6)7#RX?U+-42ToyP)4dgl^3Dc_rVLuXBZ?=IP|nU|4a6N-IUcD5`Yi2?m3 z&awethe_E-YF<_59IRYKHuyE*`QdYoWn%bQM$mu};L_xlKI|G1rZ6*ZHOr|vt{@ni zi{=O$D%B$;OCm{oZe=@FC}YP0xj6gKJrtQnj|$~pI}UNS#l|ED?n$)N znvtEEOl}Jy=vS-Y6ay)+rhg&np|o#ev01RVmUQ5yMQNglv60iSwm@DjFOpEyb~4nh z0}KqN=B1@taYy7SP$Ytv*b?V+T~8U?Ao#0!NclTR?}838t153}j%({(B?xZeWI^ZC zn4_^yB!9Zst2YC1v%N0BhMvZd5c=Sbeo)zA0-@YeYV6o}M^8Y6Tn8Ddw8MH>mf{t-l>)|j^Dkls)D>u({r(i4rcd6zdX4G-%$EF- zZJlsRlCJ!EhEM}PKM2k%2qvNm=mdRcARyZhUOigN6BsC3t$C|&Zq+l?o4A)uA|#MH zTLfhe2ogXR`^W$deE9(*B9w@Ol4!3h2%hYz%dugT;!dG8CkpA4PtjwDLZUJ`3LYg5 z!8a~ZnAFw;ts%+aS3i+nI+>fB$6d!!h^?qzNs!Tq$+#%ru<#t1$i6DMgpUZhq%Nb$ zQ`NRgo+%>7ZM|wu{Gd)ECN6ka{1Mxs$#Hc>%1vfI>F*Zw-}i6_gg--)*TNFa9s`?VrOIY%a#T;t$HxNzRafsu#--LAA5 z@EuxK{!g8cD+ChEm}xFHto3iLL?Gk?7G^hYT%Uc0BpDHfV~D;jkp8sA%z8GzZ?c{4 z-{mq^kZYxqY^hk>7s^0##a8ljn8B=K>06I0q(A;=3Hm=C1_i(fmN^B(^8eNu{fA!v z-!E9xq5{N6mD2iie`1S&i_!m6YW+u{ZUF)GWuxN4ufqSy2>{WjTNLKc-%A-~=_*N+;Qs;r Cnz}Op literal 0 HcmV?d00001 diff --git a/scripts/run_test.sh b/scripts/run_test.sh new file mode 100644 index 0000000..faf1d58 --- /dev/null +++ b/scripts/run_test.sh @@ -0,0 +1,12 @@ +#!/usr/bin/env bash +if [ -f $1 ]; then + config=$1 +else + echo "need a config file" + exit +fi + +weight=$2 + +python -m torch.distributed.launch --master_port 1239 --nproc_per_node=8 \ + test.py --config ${config} --weights ${weight} ${@:3} \ No newline at end of file diff --git a/test.py b/test.py new file mode 100644 index 0000000..af019ac --- /dev/null +++ b/test.py @@ -0,0 +1,226 @@ +import os +import argparse + +import torch +import torch.nn as nn +from torch.utils.data import DataLoader +from torch.nn.parallel import DistributedDataParallel +import torch.distributed as dist +import torch.backends.cudnn as cudnn +import torchvision +import torch.nn.functional as F +import time +from utils.utils import init_distributed_mode, AverageMeter, reduce_tensor, accuracy +import clip + +import yaml +from dotmap import DotMap +from datasets.video import Video_dataset +from datasets.transforms import GroupScale, GroupCenterCrop, Stack, ToTorchFormatTensor, GroupNormalize, GroupOverSample, GroupFullResSample +from modules.video_clip import video_header +from modules.text_prompt import text_prompt + + +def get_parser(): + parser = argparse.ArgumentParser() + parser.add_argument('--config', type=str, help='global config file') + parser.add_argument('--weights', type=str, default=None) + parser.add_argument('--dist_url', default='env://', + help='url used to set up distributed training') + parser.add_argument('--world_size', default=1, type=int, + help='number of distributed processes') + parser.add_argument("--local_rank", type=int, + help='local rank for DistributedDataParallel') + parser.add_argument( + "--precision", + choices=["amp", "fp16", "fp32"], + default="amp", + help="Floating point precition." + ) + parser.add_argument('--test_crops', type=int, default=1) + parser.add_argument('--test_clips', type=int, default=1) + parser.add_argument('--dense', default=False, action="store_true", + help='use dense sample for test as in Non-local I3D') + args = parser.parse_args() + return args + +def update_dict(dict): + new_dict = {} + for k, v in dict.items(): + new_dict[k.replace('module.', '')] = v + return new_dict + + +def main(args): + init_distributed_mode(args) + + with open(args.config, 'r') as f: + config = yaml.load(f, Loader=yaml.FullLoader) + + config = DotMap(config) + + device = "cpu" + if torch.cuda.is_available(): + device = "cuda" + cudnn.benchmark = True + + # get fp16 model and weight + model, clip_state_dict = clip.load( + config.network.arch, + device='cpu', jit=False, + internal_modeling=config.network.tm, + T=config.data.num_segments, + dropout=config.network.drop_out, + emb_dropout=config.network.emb_dropout, + pretrain=config.network.init, + joint_st= config.network.joint_st) # Must set jit=False for training ViT-B/32 + + video_head = video_header( + config.network.sim_header, + config.network.interaction, + clip_state_dict) + + if args.precision == "amp" or args.precision == "fp32": + model = model.float() + + + input_mean = [0.48145466, 0.4578275, 0.40821073] + input_std = [0.26862954, 0.26130258, 0.27577711] + + # rescale size + if 'something' in config.data.dataset: + scale_size = (240, 320) + else: + scale_size = 256 if config.data.input_size == 224 else config.data.input_size + + # crop size + input_size = config.data.input_size + + # control the spatial crop + if args.test_crops == 1: # one crop + cropping = torchvision.transforms.Compose([ + GroupScale(scale_size), + GroupCenterCrop(input_size), + ]) + elif args.test_crops == 3: # do not flip, so only 3 crops (left right center) + cropping = torchvision.transforms.Compose([ + GroupFullResSample( + crop_size=input_size, + scale_size=scale_size, + flip=False) + ]) + elif args.test_crops == 5: # do not flip, so only 5 crops + cropping = torchvision.transforms.Compose([ + GroupOverSample( + crop_size=input_size, + scale_size=scale_size, + flip=False) + ]) + elif args.test_crops == 10: + cropping = torchvision.transforms.Compose([ + GroupOverSample( + crop_size=input_size, + scale_size=scale_size, + ) + ]) + else: + raise ValueError("Only 1, 3, 5, 10 crops are supported while we got {}".format(args.test_crops)) + + + val_data = Video_dataset( + config.data.val_root, config.data.val_list, config.data.label_list, + random_shift=False, num_segments=config.data.num_segments, + modality=config.data.modality, + image_tmpl=config.data.image_tmpl, + test_mode=True, + transform=torchvision.transforms.Compose([ + cropping, + Stack(roll=False), + ToTorchFormatTensor(div=True), + GroupNormalize(input_mean, input_std), + ]), + dense_sample=args.dense, + test_clips=args.test_clips) + + val_sampler = torch.utils.data.distributed.DistributedSampler(val_data) + val_loader = DataLoader(val_data, + batch_size=config.data.batch_size, num_workers=config.data.workers, + sampler=val_sampler, pin_memory=True, drop_last=False) + + if os.path.isfile(args.weights): + checkpoint = torch.load(args.weights, map_location='cpu') + if dist.get_rank() == 0: + print('load model: epoch {}'.format(checkpoint['epoch'])) + + model.load_state_dict(update_dict(checkpoint['model_state_dict'])) + video_head.load_state_dict(update_dict(checkpoint['fusion_model_state_dict'])) + del checkpoint + + if args.distributed: + model = DistributedDataParallel(model.cuda(), device_ids=[args.gpu], find_unused_parameters=True) + if config.network.sim_header != "None": + video_head = DistributedDataParallel(video_head.cuda(), device_ids=[args.gpu]) + + classes = text_prompt(val_data) + n_class = classes.size(0) + + prec1 = validate( + val_loader, classes, device, + model, video_head, config, n_class, args.test_crops, args.test_clips) + return + + +def validate(val_loader, classes, device, model, video_head, config, n_class, test_crops, test_clips): + top1 = AverageMeter() + top5 = AverageMeter() + model.eval() + video_head.eval() + proc_start_time = time.time() + + with torch.no_grad(): + text_inputs = classes.to(device) + cls_feature, text_features = model.module.encode_text(text_inputs, return_token=True) + for i, (image, class_id) in enumerate(val_loader): + batch_size = class_id.numel() + num_crop = test_crops + + num_crop *= test_clips # 4 clips for testing when using dense sample + + class_id = class_id.to(device) + n_seg = config.data.num_segments + image = image.view((-1, n_seg, 3) + image.size()[-2:]) + b, t, c, h, w = image.size() + image_input = image.to(device).view(-1, c, h, w) + image_features = model.module.encode_image(image_input).view(b, t, -1) + cnt_time = time.time() - proc_start_time + similarity = video_head(image_features, text_features, cls_feature) # b dim + similarity = F.softmax(similarity, -1) + similarity = similarity.reshape(batch_size, num_crop, -1).mean(1) # bs dim + + similarity = similarity.view(batch_size, -1, n_class).softmax(dim=-1) + similarity = similarity.mean(dim=1, keepdim=False) + + prec = accuracy(similarity, class_id, topk=(1, 5)) + prec1 = reduce_tensor(prec[0]) + prec5 = reduce_tensor(prec[1]) + + top1.update(prec1.item(), class_id.size(0)) + top5.update(prec5.item(), class_id.size(0)) + + if i % config.logging.print_freq == 0 and dist.get_rank() == 0: + runtime = float(cnt_time) / (i+1) / (batch_size * dist.get_world_size()) + print( + ('Test: [{0}/{1}], average {runtime:.4f} sec/video \t' + 'Prec@1 {top1.val:.3f} ({top1.avg:.3f})\t' + 'Prec@5 {top5.val:.3f} ({top5.avg:.3f})'.format( + i, len(val_loader), runtime=runtime, top1=top1, top5=top5))) + + if dist.get_rank() == 0: + print('-----Evaluation is finished------') + print('Overall Prec@1 {:.03f}% Prec@5 {:.03f}%'.format(top1.avg, top5.avg)) + return top1.avg + +if __name__ == '__main__': + args = get_parser() + main(args) +