From d3d73b3377f43c62d40b33b7af342e77eb0053ce Mon Sep 17 00:00:00 2001 From: zhanli <719901725@qq.com> Date: Thu, 3 Oct 2024 01:04:42 +0800 Subject: [PATCH] =?UTF-8?q?=E6=8F=90=E4=BA=A4=E5=88=9D=E5=A7=8B=E4=BB=A3?= =?UTF-8?q?=E7=A0=81?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Code/Python/.gitignore | 3 + Code/Python/COAT_pt171.yml | 26 + Code/Python/COAT基础笔记.md | 25 + Code/Python/README.md | 150 + Code/Python/backbone/pvt_v2.py | 402 + Code/Python/backbone/resnet.py | 53 + Code/Python/backbone/test.jpg | Bin 0 -> 270349 bytes Code/Python/backbone/test_pvtv2.py | 32 + Code/Python/backbone/test_resnet50.py | 34 + Code/Python/configs/cuhk_sysu-local.yaml | 15 + Code/Python/configs/cuhk_sysu.yaml | 15 + Code/Python/configs/prw-local.yaml | 13 + Code/Python/configs/prw.yaml | 13 + Code/Python/datasets/__init__.py | 5 + Code/Python/datasets/base.py | 42 + Code/Python/datasets/build.py | 104 + Code/Python/datasets/cuhk_sysu.py | 121 + Code/Python/datasets/prw.py | 97 + Code/Python/defaults.py | 219 + Code/Python/doc/framework.png | Bin 0 -> 1500202 bytes Code/Python/engine.py | 179 + Code/Python/eval_func.py | 488 + Code/Python/loss/oim.py | 76 + Code/Python/loss/softmax_loss.py | 62 + Code/Python/models/coat.py | 779 + Code/Python/models/resnet.py | 72 + Code/Python/models/transformer.py | 300 + Code/Python/output/config.yaml | 130 + ...tfevents.1697874586.DESKTOP-0N7R4NR.2608.0 | Bin 0 -> 40 bytes ...fevents.1697874658.DESKTOP-0N7R4NR.12812.0 | Bin 0 -> 40 bytes Code/Python/test/RolAlign.py | 29 + Code/Python/train.py | 154 + Code/Python/utils/km.py | 150 + Code/Python/utils/mask.py | 325 + Code/Python/utils/transforms.py | 144 + Code/Python/utils/utils.py | 436 + Code/Python/vis/results.json | 25115 +++++++++++++ ...nsformers for End-to-End Person Search.pdf | 30154 ++++++++++++++++ Docs/Image/COAT-Framework.png | Bin 0 -> 148717 bytes Notes/COAT环境配置.md | 0 Notes/注意力机制笔记.txt | 0 Notes/级联神经网络笔记.md | 0 README.md | 35 + 43 files changed, 59997 insertions(+) create mode 100644 Code/Python/.gitignore create mode 100644 Code/Python/COAT_pt171.yml create mode 100644 Code/Python/COAT基础笔记.md create mode 100644 Code/Python/README.md create mode 100644 Code/Python/backbone/pvt_v2.py create mode 100644 Code/Python/backbone/resnet.py create mode 100644 Code/Python/backbone/test.jpg create mode 100644 Code/Python/backbone/test_pvtv2.py create mode 100644 Code/Python/backbone/test_resnet50.py create mode 100644 Code/Python/configs/cuhk_sysu-local.yaml create mode 100644 Code/Python/configs/cuhk_sysu.yaml create mode 100644 Code/Python/configs/prw-local.yaml create mode 100644 Code/Python/configs/prw.yaml create mode 100644 Code/Python/datasets/__init__.py create mode 100644 Code/Python/datasets/base.py create mode 100644 Code/Python/datasets/build.py create mode 100644 Code/Python/datasets/cuhk_sysu.py create mode 100644 Code/Python/datasets/prw.py create mode 100644 Code/Python/defaults.py create mode 100644 Code/Python/doc/framework.png create mode 100644 Code/Python/engine.py create mode 100644 Code/Python/eval_func.py create mode 100644 Code/Python/loss/oim.py create mode 100644 Code/Python/loss/softmax_loss.py create mode 100644 Code/Python/models/coat.py create mode 100644 Code/Python/models/resnet.py create mode 100644 Code/Python/models/transformer.py create mode 100644 Code/Python/output/config.yaml create mode 100644 Code/Python/output/tf_log/events.out.tfevents.1697874586.DESKTOP-0N7R4NR.2608.0 create mode 100644 Code/Python/output/tf_log/events.out.tfevents.1697874658.DESKTOP-0N7R4NR.12812.0 create mode 100644 Code/Python/test/RolAlign.py create mode 100644 Code/Python/train.py create mode 100644 Code/Python/utils/km.py create mode 100644 Code/Python/utils/mask.py create mode 100644 Code/Python/utils/transforms.py create mode 100644 Code/Python/utils/utils.py create mode 100644 Code/Python/vis/results.json create mode 100644 Docs/Cascade Transformers for End-to-End Person Search.pdf create mode 100644 Docs/Image/COAT-Framework.png create mode 100644 Notes/COAT环境配置.md create mode 100644 Notes/注意力机制笔记.txt create mode 100644 Notes/级联神经网络笔记.md create mode 100644 README.md diff --git a/Code/Python/.gitignore b/Code/Python/.gitignore new file mode 100644 index 0000000..16f4529 --- /dev/null +++ b/Code/Python/.gitignore @@ -0,0 +1,3 @@ +**/__pycache__ +*.pth +**/logs \ No newline at end of file diff --git a/Code/Python/COAT_pt171.yml b/Code/Python/COAT_pt171.yml new file mode 100644 index 0000000..a9318fc --- /dev/null +++ b/Code/Python/COAT_pt171.yml @@ -0,0 +1,26 @@ +name: coat +channels: + - pytorch + - conda-forge + - defaults +dependencies: + - cudatoolkit=11.0 + - numpy=1.19.2 + - pillow=8.2.0 + - pip=21.0.1 + - python=3.8.8 + - pytorch=1.7.1 + - scipy=1.6.2 + - torchvision=0.8.2 + - tqdm=4.60.0 + - scikit-learn=0.24.1 + - black=21.5b0 + - flake8=3.9.0 + - isort=5.8.0 + - tabulate=0.8.9 + - future=0.18.2 + - tensorboard=2.4.1 + - tensorboardx=2.2 + - pip: + - ipython==7.5.0 + - yacs==0.1.8 diff --git a/Code/Python/COAT基础笔记.md b/Code/Python/COAT基础笔记.md new file mode 100644 index 0000000..1fff38a --- /dev/null +++ b/Code/Python/COAT基础笔记.md @@ -0,0 +1,25 @@ +## COAT 基础笔记 + +1、MultiScaleRoIAlign的基本原理和用法 + +​ **MultiScaleRoIAlign实际上是RoIAlign的增强版,RoIAlign 用于将任意尺寸感兴趣区域的特征图,都转换为具有固定尺寸 `H × W `的小特征图**。与RoI pooling一样,其基本原理是将 `h x w `的特征划分为 `H × W `网格,每个格子是大小近似为 h / H × w / W 的子窗口 ,然后将每个子窗口中的值最大池化到相应的输出网格单元中。想复习RoI pooling概念的可以看[这篇](https://deepsense.ai/region-of-interest-pooling-explained/)。 + +​ 由于基于anchor的方法会有矩形框,从而产生ROI区域。这些ROI区域尺寸是大小不一的。但是我们在后续对矩形框的位置回归和分类的时候是需要输入固定尺寸特征图的。所以ROIAlign核心的作用是把大小不一的ROI区域的特征图转换为固定尺寸大小,以便后续操作。ROIAlign的原理介绍可以参考[这篇文章](https://blog.csdn.net/Bit_Coders/article/details/121203584)。 + +```python +# 这里roi模块的功能是把feat1、feat3特征转换为5x5的尺寸 +roi = torchvision.ops.MultiScaleRoIAlign(['feat1', 'feat3'], 5, 2) +# 构建仿真的特征, 用于模拟rpn提取的ROI区域 +i['feat1'] = torch.rand(1, 5, 64, 64) +# 这个特征实际没有使用,模拟实际情况下,部分不用的特征 +i['feat2'] = torch.rand(1, 5, 32, 32) +i['feat3'] = torch.rand(1, 5, 16, 16) +# 创建随机的矩形框 +boxes = torch.rand(6, 4) * 256; boxes[:, 2:] += boxes[:, :2] +# 原始图像尺寸 +image_sizes = [(512, 512)] +# ROI对齐操作 +output = roi(i, [boxes], image_sizes) +# torch.Size([6, 5, 5, 5]) : 对应的含义 6个矩形框、5个通道、5x5的Size +print(output.shape) +``` \ No newline at end of file diff --git a/Code/Python/README.md b/Code/Python/README.md new file mode 100644 index 0000000..6630125 --- /dev/null +++ b/Code/Python/README.md @@ -0,0 +1,150 @@ +# **COAT代码使用说明** + +​ 这个存储库托管了论文的源代码:[[CVPR 2022] Cascade Transformers for End-to-End Person Search](https://arxiv.org/abs/2203.09642)。在这项工作中,我们开发了一种新颖的级联遮挡感知Transformer(COAT)模型,用于端到端的人物搜索。COAT模型在PRW基准数据集上以显著的优势胜过了最先进的方法,并在CUHK-SYSU数据集上取得了最先进的性能。 + +| 数据集(Datasets) | mAP | Top-1 | Model | +| ---------------- | ---- | ----- | ------------------------------------------------------------ | +| CUHK-SYSU | 94.2 | 94.7 | [model](https://drive.google.com/file/d/1LkEwXYaJg93yk4Kfhyk3m6j8v3i9s1B7/view?usp=sharing) | +| PRW | 53.3 | 87.4 | [model](https://drive.google.com/file/d/1vEd_zzFN88RgxbRMG5-WfJZgD3vmP0Xg/view?usp=sharing) | + +**Abstract**: The goal of person search is to localize a target person from a gallery set of scene images, which is extremely challenging due to large scale variations, pose/viewpoint changes, and occlusions. In this paper, we propose the Cascade Occluded Attention Transformer (COAT) for end-to-end person search. Specifically, our three-stage cascade design focuses on detecting people at the first stage, then progressively refines the representation for person detection and re-identification simultaneously at the following stages. The occluded attention transformer at each stage applies tighter intersection over union thresholds, forcing the network to learn coarse-to-fine pose/scale invariant features. Meanwhile, we calculate the occluded attention across instances in a mini-batch to differentiate tokens from other people or the background. In this way, we simulate the effect of other objects occluding a person of interest at the token-level. Through comprehensive experiments, we demonstrate the benefits of our method by achieving state-of-the-art performance on two benchmark datasets. + +![COAT](doc/framework.png) + + +## Installation +1. Download the datasets in your path `$DATA_DIR`. Change the dataset paths in L4 in [cuhk_sysu.yaml](configs/cuhk_sysu.yaml) and [prw.yaml](configs/prw.yaml). + +**PRW**: + +``` +cd $DATA_DIR +pip install gdown +gdown https://drive.google.com/uc?id=0B6tjyrV1YrHeYnlhNnhEYTh5MUU +unzip PRW-v16.04.20.zip +mv PRW-v16.04.20 PRW +``` + +**CUHK-SYSU**: + +``` +cd $DATA_DIR +gdown https://drive.google.com/uc?id=1z3LsFrJTUeEX3-XjSEJMOBrslxD2T5af +tar -xzvf cuhk_sysu.tar.gz +mv cuhk_sysu CUHK-SYSU +``` + +2. Our method is tested with PyTorch 1.7.1. You can install the required packages by anaconda/miniconda with the following commands: + +``` +cd COAT +conda env create -f COAT_pt171.yml +conda activate coat +``` + +If you want to install another version of PyTorch, you can modify the versions in `coat_pt171.yml`. Just make sure the dependencies have the appropriate version. + + +## CUHK-SYSU数据集实验 +**训练**: 目前代码只支持单GPU. The default training script for CUHK-SYSU is as follows: + +**在本地GTX4090训练**: + +``` bash +cd COAT +# 说明:4090显存较小,所以batchsize只能设置为2, 实测可以运行 +python train.py --cfg configs/cuhk_sysu-local.yaml INPUT.BATCH_SIZE_TRAIN 2 SOLVER.BASE_LR 0.003 SOLVER.MAX_EPOCHS 14 SOLVER.LR_DECAY_MILESTONES [11] MODEL.LOSS.USE_SOFTMAX True SOLVER.LW_RCNN_SOFTMAX_2ND 0.1 SOLVER.LW_RCNN_SOFTMAX_3RD 0.1 OUTPUT_DIR ./logs/cuhk-sysu +``` + +**在本地UESTC训练**: + +```bash +cd COAT +# 说明:RTX8000显存48G,所以batchsize只能设置为3 +python train.py --cfg configs/cuhk_sysu.yaml INPUT.BATCH_SIZE_TRAIN 2 SOLVER.BASE_LR 0.003 SOLVER.MAX_EPOCHS 14 SOLVER.LR_DECAY_MILESTONES [11] MODEL.LOSS.USE_SOFTMAX True SOLVER.LW_RCNN_SOFTMAX_2ND 0.1 SOLVER.LW_RCNN_SOFTMAX_3RD 0.1 OUTPUT_DIR ./logs/cuhk-sysu +``` + +Note that the dataset-specific parameters are defined in `configs/cuhk_sysu.yaml`. When the batch size (`INPUT.BATCH_SIZE_TRAIN`) is 3, the training will take about 23GB GPU memory, being suitable for GPUs like RTX6000. When the batch size is 5, the training will take about 38GB GPU memory, being able to run on A100 GPU. The larger batch size usually results in better performance on CUHK-SYSU. + +For the CUHK-SYSU dataset, we use a relative low weight for softmax loss (`SOLVER.LW_RCNN_SOFTMAX_2ND` 0.1 and `SOLVER.LW_RCNN_SOFTMAX_3RD` 0.1). The trained models and TF logs will be saved in the folder `OUTPUT_DIR`. Other important training parameters can be found in the file `COAT/defaults.py`. For example, `CKPT_PERIOD` is the frequency of saving a checkpoint model. + +**Testing**: The test script is very simple. You just need to add the flag `--eval` and provide the folder `--ckpt` where the [model](https://drive.google.com/file/d/1LkEwXYaJg93yk4Kfhyk3m6j8v3i9s1B7/view?usp=sharing) was saved. + +测试:这个测试脚本非常简单,你只需要添加flag --eval以及对应提供--ckpt当模型已经保存的时候 + +``` +python train.py --cfg ./configs/cuhk-sysu/config.yaml --eval --ckpt ./logs/cuhk-sysu/cuhk_COAT.pth +``` + +**Testing with CBGM**: Context Bipartite Graph Matching ([CBGM](https://github.com/serend1p1ty/SeqNet)) is an optimized matching algorithm in test phase. The detail can be found in the paper [[AAAI 2021] Sequential End-to-end Network for Efficient Person Search](https://arxiv.org/abs/2103.10148). We can use CBGM to further improve the person search accuracy. In test script, we just set the flag `EVAL_USE_CBGM` to True (default is False). + +``` +python train.py --cfg ./configs/cuhk-sysu/config.yaml --eval --ckpt ./logs/cuhk-sysu/cuhk_COAT.pth EVAL_USE_CB GM True +``` + +**Testing with different gallery sizes on CUHK-SYSU**: The default gallery size for evaluating CUHK-SYSU is 100. If you want to test with other pre-defined gallery sizes (50, 100, 500, 1000, 2000, 4000) for drawing the CUHK-SYSU gallery size curve, please set the parameter `EVAL_GALLERY_SIZE` with a gallery size. + +``` +python train.py --cfg ./configs/cuhk-sysu/config.yaml --eval --ckpt ./logs/cuhk-sysu/cuhk_COAT.pth EVAL_GALLER Y_SIZE 500 +``` + +## Experiments on PRW +**Training**: The script is similar to CUHK-SYSU. The code currently only supports single GPU. The default training script for PRW is as follows: + +**在本地GTX4090训练**: + +```bash +cd COAT +# PRW数据集较小,可以RTX4090的bs可以设置为3 +python train.py --cfg ./configs/prw-local.yaml INPUT.BATCH_SIZE_TRAIN 2 SOLVER.BASE_LR 0.003 SOLVER.MAX_EPOCHS 13 MODEL.LOSS.USE_SOFTMAX True OUTPUT_DIR ./logs/prw +``` + +**在本地UESTC训练**: + +```bash +cd COAT +# PRW数据集较小,可以RTX4090的bs可以设置为3 +python train.py --cfg ./configs/prw.yaml INPUT.BATCH_SIZE_TRAIN 3 SOLVER.BASE_LR 0.003 SOLVER.MAX_EPOCHS 13 MODEL.LOSS.USE_SOFTMAX True OUTPUT_DIR ./logs/prw +``` + +The dataset-specific parameters are defined in `configs/prw.yaml`. When the batch size (`INPUT.BATCH_SIZE_TRAIN`) is 3, the training will take about 19GB GPU memory, being suitable for GPUs like RTX6000. The larger batch size does not necessarily result in better accuracy on the PRW dataset. +Softmax loss is effective on PRW. The default weights of softmax loss at Stage 2 and Stage 3 (`SOLVER.LW_RCNN_SOFTMAX_2ND` and `SOLVER.LW_RCNN_SOFTMAX_3RD`) are 0.5, which can be found in the file `COAT/defaults.py`. If you want to run a model without Softmax loss for comparison, just set `MODEL.LOSS.USE_SOFTMAX` to False in the script. + + +**Testing**: The test script is similar to CUHK-SYSU. Make sure the path of pre-trained model [model](https://drive.google.com/file/d/1vEd_zzFN88RgxbRMG5-WfJZgD3vmP0Xg/view?usp=sharing) is correct. + +``` +python train.py --cfg ./logs/prw/config.yaml --eval --ckpt ./logs/prw/prw_COAT.pth + +``` + +**Testing with CBGM**: Similar to CUHK-SYSU, set the flag `EVAL_USE_CBGM` to True (default is False). + +``` +python train.py --cfg ./logs/prw/config.yaml --eval --ckpt ./logs/prw/prw_COAT.pth EVAL_USE_CBGM True +``` + + +## Acknowledgement +This code borrows from [SeqNet](https://github.com/serend1p1ty/SeqNet), [TransReID](https://github.com/damo-cv/TransReID), and [DSTT](https://github.com/ruiliu-ai/DSTT). + +## Citation +If you use this code in your research, please cite this project as follows: + +``` +@inproceedings{yu2022coat, + title = {Cascade Transformers for End-to-End Person Search}, + author = {Rui Yu and + Dawei Du and + Rodney LaLonde and + Daniel Davila and + Christopher Funk and + Anthony Hoogs and + Brian Clipp}, + booktitle = {{IEEE} Conference on Computer Vision and Pattern Recognition}, + year = {2022} +} +``` + +## License +This work is distributed under the OSI-approved BSD 3-Clause [License](https://github.com/Kitware/COAT/blob/master/LICENSE). diff --git a/Code/Python/backbone/pvt_v2.py b/Code/Python/backbone/pvt_v2.py new file mode 100644 index 0000000..a797bb3 --- /dev/null +++ b/Code/Python/backbone/pvt_v2.py @@ -0,0 +1,402 @@ +import torch +import torch.nn as nn +import torch.nn.functional as F +from functools import partial +from collections import OrderedDict +from timm.models.layers import DropPath, to_2tuple, trunc_normal_ +from mmengine.runner import load_checkpoint +import math + + +class Mlp(nn.Module): + def __init__(self, in_features, hidden_features=None, out_features=None, act_layer=nn.GELU, drop=1., linear=False): + super().__init__() + out_features = out_features or in_features + hidden_features = hidden_features or in_features + self.fc1 = nn.Linear(in_features, hidden_features) + self.dwconv = DWConv(hidden_features) + self.act = act_layer() + self.fc2 = nn.Linear(hidden_features, out_features) + self.drop = nn.Dropout(drop) + self.linear = linear + if self.linear: + self.relu = nn.ReLU(inplace=True) + self.apply(self._init_weights) + + def _init_weights(self, m): + if isinstance(m, nn.Linear): + trunc_normal_(m.weight, std=.02) + if isinstance(m, nn.Linear) and m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.LayerNorm): + nn.init.constant_(m.bias, 0) + nn.init.constant_(m.weight, 1.0) + elif isinstance(m, nn.Conv2d): + fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels + fan_out //= m.groups + m.weight.data.normal_(0, math.sqrt(2.0 / fan_out)) + if m.bias is not None: + m.bias.data.zero_() + + def forward(self, x, H, W): + x = self.fc1(x) + if self.linear: + x = self.relu(x) + x = self.dwconv(x, H, W) + x = self.act(x) + x = self.drop(x) + x = self.fc2(x) + x = self.drop(x) + return x + + +class Attention(nn.Module): + def __init__(self, dim, num_heads=8, qkv_bias=False, qk_scale=None, attn_drop=0., proj_drop=0., sr_ratio=1, linear=False): + super().__init__() + assert dim % num_heads == 0, f"dim {dim} should be divided by num_heads {num_heads}." + + self.dim = dim + self.num_heads = num_heads + head_dim = dim // num_heads + self.scale = qk_scale or head_dim ** -0.5 + + self.q = nn.Linear(dim, dim, bias=qkv_bias) + self.kv = nn.Linear(dim, dim * 2, bias=qkv_bias) + self.attn_drop = nn.Dropout(attn_drop) + self.proj = nn.Linear(dim, dim) + self.proj_drop = nn.Dropout(proj_drop) + + self.linear = linear + self.sr_ratio = sr_ratio + if not linear: + if sr_ratio > 1: + self.sr = nn.Conv2d(dim, dim, kernel_size=sr_ratio, stride=sr_ratio) + self.norm = nn.LayerNorm(dim) + else: + self.pool = nn.AdaptiveAvgPool2d(7) + self.sr = nn.Conv2d(dim, dim, kernel_size=1, stride=1) + self.norm = nn.LayerNorm(dim) + self.act = nn.GELU() + self.apply(self._init_weights) + + def _init_weights(self, m): + if isinstance(m, nn.Linear): + trunc_normal_(m.weight, std=.02) + if isinstance(m, nn.Linear) and m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.LayerNorm): + nn.init.constant_(m.bias, 0) + nn.init.constant_(m.weight, 1.0) + elif isinstance(m, nn.Conv2d): + fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels + fan_out //= m.groups + m.weight.data.normal_(0, math.sqrt(2.0 / fan_out)) + if m.bias is not None: + m.bias.data.zero_() + + def forward(self, x, H, W): + B, N, C = x.shape + q = self.q(x).reshape(B, N, self.num_heads, C // self.num_heads).permute(0, 2, 1, 3) + + if not self.linear: + if self.sr_ratio > 1: + x_ = x.permute(0, 2, 1).reshape(B, C, H, W) + x_ = self.sr(x_).reshape(B, C, -1).permute(0, 2, 1) + x_ = self.norm(x_) + kv = self.kv(x_).reshape(B, -1, 2, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) + else: + kv = self.kv(x).reshape(B, -1, 2, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) + else: + x_ = x.permute(0, 2, 1).reshape(B, C, H, W) + x_ = self.sr(self.pool(x_)).reshape(B, C, -1).permute(0, 2, 1) + x_ = self.norm(x_) + x_ = self.act(x_) + kv = self.kv(x_).reshape(B, -1, 2, self.num_heads, C // self.num_heads).permute(2, 0, 3, 1, 4) + k, v = kv[0], kv[1] + + attn = (q @ k.transpose(-2, -1)) * self.scale + attn = attn.softmax(dim=-1) + attn = self.attn_drop(attn) + + x = (attn @ v).transpose(1, 2).reshape(B, N, C) + x = self.proj(x) + x = self.proj_drop(x) + + return x + + +class Block(nn.Module): + + def __init__(self, dim, num_heads, mlp_ratio=4., qkv_bias=False, qk_scale=None, drop=0., attn_drop=0., + drop_path=0., act_layer=nn.GELU, norm_layer=nn.LayerNorm, sr_ratio=1, linear=False): + super().__init__() + self.norm1 = norm_layer(dim) + self.attn = Attention( + dim, + num_heads=num_heads, qkv_bias=qkv_bias, qk_scale=qk_scale, + attn_drop=attn_drop, proj_drop=drop, sr_ratio=sr_ratio, linear=linear) + # NOTE: drop path for stochastic depth, we shall see if this is better than dropout here + self.drop_path = DropPath(drop_path) if drop_path > 0. else nn.Identity() + self.norm2 = norm_layer(dim) + mlp_hidden_dim = int(dim * mlp_ratio) + self.mlp = Mlp(in_features=dim, hidden_features=mlp_hidden_dim, act_layer=act_layer, drop=drop, linear=linear) + + self.apply(self._init_weights) + + def _init_weights(self, m): + if isinstance(m, nn.Linear): + trunc_normal_(m.weight, std=.02) + if isinstance(m, nn.Linear) and m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.LayerNorm): + nn.init.constant_(m.bias, 0) + nn.init.constant_(m.weight, 1.0) + elif isinstance(m, nn.Conv2d): + fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels + fan_out //= m.groups + m.weight.data.normal_(0, math.sqrt(2.0 / fan_out)) + if m.bias is not None: + m.bias.data.zero_() + + def forward(self, x, H, W): + x = x + self.drop_path(self.attn(self.norm1(x), H, W)) + x = x + self.drop_path(self.mlp(self.norm2(x), H, W)) + + return x + + +class OverlapPatchEmbed(nn.Module): + """ Image to Patch Embedding + """ + + def __init__(self, img_size=224, patch_size=7, stride=4, in_chans=3, embed_dim=768): + super().__init__() + img_size = to_2tuple(img_size) + patch_size = to_2tuple(patch_size) + + assert max(patch_size) > stride, "Set larger patch_size than stride" + + self.img_size = img_size + self.patch_size = patch_size + self.H, self.W = img_size[0] // stride, img_size[1] // stride + self.num_patches = self.H * self.W + self.proj = nn.Conv2d(in_chans, embed_dim, kernel_size=patch_size, stride=stride, + padding=(patch_size[0] // 2, patch_size[1] // 2)) + self.norm = nn.LayerNorm(embed_dim) + + self.apply(self._init_weights) + + def _init_weights(self, m): + if isinstance(m, nn.Linear): + trunc_normal_(m.weight, std=.02) + if isinstance(m, nn.Linear) and m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.LayerNorm): + nn.init.constant_(m.bias, 0) + nn.init.constant_(m.weight, 1.0) + elif isinstance(m, nn.Conv2d): + fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels + fan_out //= m.groups + m.weight.data.normal_(0, math.sqrt(2.0 / fan_out)) + if m.bias is not None: + m.bias.data.zero_() + + def forward(self, x): + x = self.proj(x) + _, _, H, W = x.shape + x = x.flatten(2).transpose(1, 2) + x = self.norm(x) + + return x, H, W + + +class PyramidVisionTransformerV2(nn.Module): + def __init__(self, img_size=224, patch_size=16, in_chans=3, num_classes=1000, embed_dims=[64, 128, 256, 512], + num_heads=[1, 2, 4, 8], mlp_ratios=[4, 4, 4, 4], qkv_bias=False, qk_scale=None, drop_rate=0., + attn_drop_rate=0., drop_path_rate=0., norm_layer=nn.LayerNorm, depths=[3, 4, 6, 3], + sr_ratios=[8, 4, 2, 1], num_stages=4, linear=False, pretrained=None): + super().__init__() + # self.num_classes = num_classes + self.depths = depths + self.num_stages = num_stages + self.linear = linear + + dpr = [x.item() for x in torch.linspace(0, drop_path_rate, sum(depths))] # stochastic depth decay rule + cur = 0 + + for i in range(num_stages): + patch_embed = OverlapPatchEmbed(img_size=img_size if i == 0 else img_size // (2 ** (i + 1)), + patch_size=7 if i == 0 else 3, + stride=4 if i == 0 else 2, + in_chans=in_chans if i == 0 else embed_dims[i - 1], + embed_dim=embed_dims[i]) + + block = nn.ModuleList([Block( + dim=embed_dims[i], num_heads=num_heads[i], mlp_ratio=mlp_ratios[i], qkv_bias=qkv_bias, + qk_scale=qk_scale, + drop=drop_rate, attn_drop=attn_drop_rate, drop_path=dpr[cur + j], norm_layer=norm_layer, + sr_ratio=sr_ratios[i], linear=linear) + for j in range(depths[i])]) + norm = norm_layer(embed_dims[i]) + cur += depths[i] + + setattr(self, f"patch_embed{i + 1}", patch_embed) + setattr(self, f"block{i + 1}", block) + setattr(self, f"norm{i + 1}", norm) + + # classification head + # self.head实际就是个线性模型并未使用,删除后模型在加载pth会有警告 + # 下面代码是否注释影响不大 + self.head = nn.Linear(embed_dims[3], num_classes) if num_classes > 0 else nn.Identity() + + self.apply(self._init_weights) + self.init_weights(pretrained) + + def _init_weights(self, m): + if isinstance(m, nn.Linear): + trunc_normal_(m.weight, std=.02) + if isinstance(m, nn.Linear) and m.bias is not None: + nn.init.constant_(m.bias, 0) + elif isinstance(m, nn.LayerNorm): + nn.init.constant_(m.bias, 0) + nn.init.constant_(m.weight, 1.0) + elif isinstance(m, nn.Conv2d): + fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels + fan_out //= m.groups + m.weight.data.normal_(0, math.sqrt(2.0 / fan_out)) + if m.bias is not None: + m.bias.data.zero_() + + def init_weights(self, pretrained=None): + if isinstance(pretrained, str): + #logger = get_root_logger() + load_checkpoint(self, pretrained, map_location='cpu', strict=False) + + def freeze_patch_emb(self): + self.patch_embed1.requires_grad = False + + @torch.jit.ignore + def no_weight_decay(self): + return {'pos_embed1', 'pos_embed2', 'pos_embed3', 'pos_embed4', 'cls_token'} # has pos_embed may be better + + def get_classifier(self): + return self.head + + def reset_classifier(self, num_classes, global_pool=''): + self.num_classes = num_classes + self.head = nn.Linear(self.embed_dim, num_classes) if num_classes > 0 else nn.Identity() + + def forward_features(self, x): + B = x.shape[0] + outs = [] + + for i in range(self.num_stages): + patch_embed = getattr(self, f"patch_embed{i + 1}") + block = getattr(self, f"block{i + 1}") + norm = getattr(self, f"norm{i + 1}") + x, H, W = patch_embed(x) + for blk in block: + x = blk(x, H, W) + x = norm(x) + x = x.reshape(B, H, W, -1).permute(0, 3, 1, 2).contiguous() + outs.append(x) + + return outs + + + def forward(self, x): + x = self.forward_features(x) + # 目标检测的head被原作者删除了 + # x = self.head(x) + return x + + +class DWConv(nn.Module): + def __init__(self, dim=768): + super(DWConv, self).__init__() + self.dwconv = nn.Conv2d(dim, dim, 3, 1, 1, bias=True, groups=dim) + + def forward(self, x, H, W): + B, N, C = x.shape + x = x.transpose(1, 2).view(B, C, H, W) + x = self.dwconv(x) + x = x.flatten(2).transpose(1, 2) + + return x + + +def _conv_filter(state_dict, patch_size=16): + """ convert patch embedding weight from manual patchify + linear proj to conv""" + out_dict = {} + for k, v in state_dict.items(): + if 'patch_embed.proj.weight' in k: + v = v.reshape((v.shape[0], 3, patch_size, patch_size)) + out_dict[k] = v + + return out_dict + +class pvt_v2_b0(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b0, self).__init__( + patch_size=4, embed_dims=[32, 64, 160, 256], num_heads=[1, 2, 5, 8], mlp_ratios=[8, 8, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[2, 2, 2, 2], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, pretrained=kwargs['pretrained']) + + +class pvt_v2_b1(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b1, self).__init__( + patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[8, 8, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[2, 2, 2, 2], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, pretrained=kwargs['pretrained']) + + +class pvt_v2_b2(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b2, self).__init__( + patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[8, 8, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 4, 6, 3], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, pretrained=kwargs['pretrained']) + self.out_channels = 512 + + +class pvt_v2_b2_2(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b2_2, self).__init__( + patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[8, 8, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 4, 6, 3], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, pretrained=kwargs['pretrained']) + self.out_channels = 512 + def forward(self, x): + # using the forward method from nn.Sequential + feat = super(pvt_v2_b2_2, self).forward(x) + return OrderedDict([["feat_pvt2", feat]]) + +class pvt_v2_b2_li(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b2_li, self).__init__( + patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[8, 8, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 4, 6, 3], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, linear=True, pretrained=kwargs['pretrained']) + + +class pvt_v2_b3(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b3, self).__init__( + patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[8, 8, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 4, 18, 3], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, pretrained=kwargs['pretrained']) + +class pvt_v2_b4(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b4, self).__init__( + patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[8, 8, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 8, 27, 3], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, pretrained=kwargs['pretrained']) + +class pvt_v2_b5(PyramidVisionTransformerV2): + def __init__(self, **kwargs): + super(pvt_v2_b5, self).__init__( + patch_size=4, embed_dims=[64, 128, 320, 512], num_heads=[1, 2, 5, 8], mlp_ratios=[4, 4, 4, 4], + qkv_bias=True, norm_layer=partial(nn.LayerNorm, eps=1e-6), depths=[3, 6, 40, 3], sr_ratios=[8, 4, 2, 1], + drop_rate=0.0, drop_path_rate=0.1, pretrained=kwargs['pretrained']) diff --git a/Code/Python/backbone/resnet.py b/Code/Python/backbone/resnet.py new file mode 100644 index 0000000..228a61b --- /dev/null +++ b/Code/Python/backbone/resnet.py @@ -0,0 +1,53 @@ +# This file is part of COAT, and is distributed under the +# OSI-approved BSD 3-Clause License. See top-level LICENSE file or +# https://github.com/Kitware/COAT/blob/master/LICENSE for details. + +from collections import OrderedDict +import torch.nn.functional as F +import torchvision +from torch import nn + +class Backbone(nn.Sequential): + def __init__(self, resnet): + super(Backbone, self).__init__( + OrderedDict( + [ + ["conv1", resnet.conv1], + ["bn1", resnet.bn1], + ["relu", resnet.relu], + ["maxpool", resnet.maxpool], + ["layer1", resnet.layer1], # res2 + ["layer2", resnet.layer2], # res3 + ["layer3", resnet.layer3], # res4 + ] + ) + ) + self.out_channels = 1024 + + def forward(self, x): + # using the forward method from nn.Sequential + feat = super(Backbone, self).forward(x) + return OrderedDict([["feat_res4", feat]]) + + +class Res5Head(nn.Sequential): + def __init__(self, resnet): + super(Res5Head, self).__init__(OrderedDict([["layer4", resnet.layer4]])) # res5 + self.out_channels = [1024, 2048] + + def forward(self, x): + feat = super(Res5Head, self).forward(x) + x = F.adaptive_max_pool2d(x, 1) + feat = F.adaptive_max_pool2d(feat, 1) + return OrderedDict([["feat_res4", x], ["feat_res5", feat]]) + + +def build_resnet(name="resnet50", pretrained=True): + resnet = torchvision.models.resnet.__dict__[name](pretrained=pretrained) + + # freeze layers + resnet.conv1.weight.requires_grad_(False) + resnet.bn1.weight.requires_grad_(False) + resnet.bn1.bias.requires_grad_(False) + + return Backbone(resnet), Res5Head(resnet) diff --git a/Code/Python/backbone/test.jpg b/Code/Python/backbone/test.jpg new file mode 100644 index 0000000000000000000000000000000000000000..de996e30680f3bd9040284d759e2c10d5792e0c2 GIT binary patch literal 270349 zcmb?@2Ut_f+U^RW_Y!*V9VtQS1eGo=^dcgl^xi=rprAy0??h_oAYDLFsZym%?;s#3 z9Z~TH_i>-S&pCg&_qpMjtS2jzDQjlldB6AjhMymPE&=2kD(Wf#2m}Bi%pdS`7PtZ6 z3`Z=_#qmAj}M`EX)i{Ol({tylfmooJ>r7*Z74*#h_3q zE3dS?l(?LT1XTR85D)>*pU3`0!Cg%pvbwguvH5Xpd;j3@==kLH?Cbeuzd!)^ zk8WY!|LEAi^os)1FDz_qFgD(0zd%@im;|Q4#$gx3rBu?xyX!&4As&Vgxt{Q>_B8>g z1pEuNwdZ?68ZPKE_x@$qe)a5s*Rk;br=I=Uv48e!1|SB5FoOrC02G1KbH028WilL& z1o-m*_lbm?zYv9!pO}gu#Qgq$N+4yd|E6e^9t;Qa_XH{|f+hp?dddLg{~=)^aUg)6 z@_$arm;#0WQ5}#U_8)3s;Di2`zy4jSu03i5qzuvh*97qWOK%7+GimVi|D&GYWnZ@9 zvTMIva`^xVG}ZsOLGUX-R;gp?{-;;RBZlt{Bz3zdd~5Dx+hzjj_U&M(wPqgrLZyuH zsY%D8AO7$+>q-ZBm!JjIiwjZntpo~|yc|mn%*fCn`B1MV(O=&%hLW1jU=gDHC05VbY~s(K(JK zXI<8VQ9;o$hoUUgRmR<(^m~;9w$WF(rnFPvb7CpoKb9QuAAi)+bgI;WB6Y69A1(s3 z)IX}_RE&V4i}BL}kL2>q2)G091~I@OB2o~lSkMq3=s|6)&JsT^O{O|$to#<1?ZMg) zWk5dL`k8QMGKvYT#YTuNfqkG&hC*HOlsGPMzaUpX*GpOmd+6QmUnm?K9;-;`(ZPho zCRAS=FW@beBvim>cGPEQM$?JMAU3Pbte@}6#b%HAN%d6TM9@gH#;~z+eXs;6Mi`51 zR^crh4dF3)=+^O}Zd!{a>V#_e>+%=H`s>G;f!I9l>AtUIviiXs+nQ=r zJFq>H4?~eX`@dN%|G)EUnDL>oFa!JlGhyc=`9Su+5df-d4`6QmnIO7_`ZSO}c5pia~fs655b+;AC8q-4meuVhk z(n`Cc+DHXd>Xxq_^?b}g57!hC`c7BCNx?ZJFq5^)P^fP88STMVf$R%_837Im<1mz>y|hQPYCD6NrTOkx7U_oPdPtN z@verya(uK0UZbNP1$nS{u+#2XG(D~C^rN}BJEyh^1r2@fCB_XdB@hZ+$?Nv-D5eB^ z-J)AU#k-Tpfx^Aw%&g{f5oDFvc1RJdHS2VyR5tM0SdG|-zF+iG2o#GoTt&T0vg4D3 zraS+mq*(|MjnC{~oW?9&)GaX#eFPeE5M^wMg8?Y;+y-JNSCwVll^0cv$Yr}`6W5)` zZx*I>H(agsD){qpVTW5f9$+_~d6$@x7ZL0jpm&pv|1DLYWCoxA(5>~eEf`H<3I~0n z(h)V#{%CC}4_!te+t6S8gvlf6=6=R`4U;<`)_79CG&>Ik`Xj{9FVlY2CTBOc_&Lvn z^;jJpfZ7%k2HWKZDX2MetX?&Po^bE7w0 zDCU3`>$*IKeg$yKCEAlM?&TA2=L$M{yREcmVlj~2C@DV34X0|XmW8P z0?S=uYRh6hFWUQCyUWp==QlXA1vSK4+Qn{jds+&983=s%7CpV$wYXi@ zAZ9ccv%-d211HX$H6Aa>xIz1Zp>1?8b>rX|r!WcEvjCeo`gq6U$KW1%COVDkI>T|{ z&gZS$$|Wb`O&;o%rVT%u@1#=W0p}xlp)M6$O}4`AYjCO&{whtg)XmNifrlCmDT$Ng zk28`_k1M~yH?V}EHyh=fB6Jl&@Q*LJ%;2}yAEi;XIB@lRlt+V2RUpJkVdG=yKd|xF z_+9SK5F_ncE)O{uPI45>M1>%)p<&RI8^lXYy11sz0XlmH*77=#V*0!vwpmJ_8myQ| zrHY`$RgLZ?x+dSoJNW1f0bkT8B_13H>&9bYi;`H+)5)Bd8e1d-j!VRKtQu?I?+W$> zfcPV(JD{N9WLC55?p_+=I=lyk)7Qye6)(!fd)RzGYv8ktM|AW_cN`T*KKdHfV}@mW zsASVEHOR)5%LiKH+fm}o1qzrv9Z1CnL3c}dbHg*0j#15)Ukio!V06GJvClEeHru;s z`eED_j8X`heGH}7b}vZURZFM}*vLu2Yg$%D-0M@k*H5YKk5yKG(}oalvQm4^oEgpB z)v?j-!uxu1^NA&=HU0Blc_aGK> z5uTp@997dmqkuX9~@STe&ehp1yV_69m%XT2^<{*PRhm=R$z`j>`|y z#PZ?=PN-G21vj)3RflID;Y~pGl-YhSC_=tVGW%bw(=NLIYDN8T?*CV-?!VmD{xiV* zH}v^0t@yPQ|69qw)^qsE-omJ&_=;_ms-LqF$#5*xo>ow%`NWD3T$JCoceoOfDW;YJ zTY%Kk!@QXjBh-hKW0^JF~p7Ml-S zu;aCsFkCZ(?>kR!Q+4?XXSm*t(D`O63AMy~X_J+6uUGy$H{e6LLn9Wv6Y(9t%=4^3 z=V|%oK6M5y0=hI?(()qx+^wUE)$+@V=~-!oa%VnXw2a+XT|B>QF`x2>2tyaIKd*Yp zWnLiUk$i=H2E}sxPVte;z3%%-QfnJ11>*X~aTo4G=Anx=T|76RAoRlR=~;D7Hb3}l zlPN!odruC(YdW!h>3no?y;bIKcF}LH^H)UwH{L_6_h0NVef*1gCo1CIvTAl=VOHuONX#dDxZjyt%qj4_--8of{V$XE;jz z1RiZgaansSt3Oc0@Y7jVpojBwlsv&d~Fl5zvT*aJMe)xV<;lY z$pY8f9A8Tcx(5bWzc{A9n=2T%Uxzzhc|z`X6qxU30q&WyUTBFSMFqzlUk!}*pl>upBXkTC4CamX8@1bO(M$30MOhBKJ4}s zn^n-5Mxyi&0neRSiLVBBT<&5pibvp@;}WaDQAALZW)lP$k=5&4$;D^x63x~Hk6U?Z z7^vZwH;ft@5fWL%=KUufa!-FeRb%d z1INRT*q$$jG>Jol#ugeX!C5A6_?SGMcujhHzAa8xm~USb24WW|jVIIJm)E8yy*e;b;=4OT+Fe>YZtSMfhymGU3{(?tJgHG0Z&URXBn9ZXDt zBiNVR_tK*Mx73YYO6ab(v|6Nq1on6RUgutU*`BEGYPM_|OPCNHEJ&@u?4R->LsSdFE@4YsOA5sM_W|r*S-OrvcY{2K%#Wp^~!k=b79Y1u_vl% z7;ebAFKlU}88h6i%qmz9%e-Jr8zcU5u}4c~fE1wn?1@5hF}Jf@-^nxJ&C)rmhj#xi z8|nA4n$nK1szuiZ4Xq^d%&dv2`lOy+j}08%<3$h@@7nZe;A+4CPZ?kI2ekgM>$o#p zbfSma8E|s?43TyAHI!3JHcq-nzO8xS^Fi+Wy7yp3-u645t2OBcUd!b=Wlu!CL#Qt99#>%~wn02SemIOC^;KXOGQ-3Gu5k$xmh*dsQt1t!sY*bwb~-m1ih- zka_#Qrk5hx3w9ii-U$0Hu43eA;=-A056-V^jl38VL=%Yhwk9V$G!o4I;y?cCIdydk zFG;jFhHi; zn##?oc+K}>7chR&ey~RKg*|ckF`>+rmI`w|H<#mUjfrmj>x>7|xG(sG3lI+qgaT`~ z9V6>p2VK*2v$b6PN?CHcfT-QO?XgCOdo*hM2TNYYWsDA!8#B^r1<~Wg#o}Yy**I{G#%FAP3MOqw$D7B?NZ8N&-fyryiyvKfDPeQWi^c@7`d&alMo%W*~SF zP(ZpadZ{puhZq3c{LOBk$=;=90%ihN5B*45#TKFaxj%s-Kv-|W`kP9U58bwnV!x!f zT{C3#8b2{EnGKA^;od_>)TV%1$+U>%(;8CV zsvb@I`gND=z}LnIu2U2NU$Ja_vn~-!c+vn!U8;AR4@*O!=xv+tAXhBpVXnX%nclGR zNVpWoFV*I6Nc<0^{`Yy0o0vSRi}fBO@cc$x&@a@+(5qi}^;GN!f9-qR!rTxHGsJ-a z3>y0CFr0sZUzY{eZg}X_;&C;+n!kPcJC9DRgx`=t!}j&E@ryfRmUpYXuKQ8(FK0;caj(sw=s8my;vv6Ja`)KW_;PMIYK@Ad(UW@C5 zC@J7M&?m_9VL7ObIloM<27+1;W zPO7A+r*W@`R~Saf4p$e_=Kn@+=eR1r6~#|KQ;=r{9|+oCNCz$ZE2gM$fy1)T$7-~L zHsYCLjFKuxv;vtphiqjzPx)MD` zKO~x;6V@F7jfF`|p>RnSe+2r2(y%vYGPx}0zQG?0chH@p@PINIuZ3r6062Goon#>$ zCa+?TEy|LcOitJs%>TCfsE~6lvB2hLqI`-tdtl#lS5NuT#16+1025Kh*y zfP*?$q!s5S-*uQa_$MQPz@5>_4U;@uQcvlXI_C%6=-?U)i+*CFycE+GD4Rn1+D4q? zbsY$+nH66V@0C{uom-+>Kq2psj!PbZYwh&{?aDTwWXA}sXOHDS2+h0u14)>Vi~ zynHX#Ae3*GoPPQ*h7CL?crO`INPGGhD zl!>9XlT*=dVT;tcg1u9EDB=hUW|0Um52|ACTXb?qDkn<3PhK-7_nB_f!9}I|5kSCV z6)vY)i%7Q!Npme++%eajsg0qHZ>UoUuRG7#!@{{i=EiDgP0754TSxRmPD2fgv+jS$$AQ+S}~ zRbbNpg3iDv*3$IxE9&XTMqF3~`r)80OVgzvq52ccEiW>+CWG{&B;M3)Mu$+hl)O2y zWJ_eE=Z<$2%iwt}Yqc8JQ;AQy6c6HxCM|A}*X()WQ};wjskONeoBvIfyq3eq$*U(E z8-w>VJ#~gRnKq}sPT{Q#Que>yue(u0ukDc=cvOsIx8GRpw<3A3nPPS=j*SJsN9Us5 zAob##Mu4Qhb-y4vdQp^9Ud$w}M4dGAkX&nAc!QIFDbBG>GN@%`kt@2Z8Qh>M%JTZl zH-n4G_qI7j1CctJoRbn4)RVGh?7miI1zdR=`y@0|=3nOacgzPgC9Ku5!u#`XSSD1R z<-Q}~^{!Qa?texs*4IO=K1UipxhJeL&D#(UCCL{3Y=j^b73`IhUlAN8y>r8XD_l## z>lJ7GqmyCBqkeh4DxOFQ0zm;2}_FssQTKi{cE z*&s0>IyM1^Q6?3gs2NWwA$MPe>!2M6u-7x>PFJSKy}Q8ztV*B532Yjl5ZKMV&E7mh z5#5Y{n;`H!9l*~%z6*)0d-_^PTvH;7-~va{8*Xl4lB&-@4SsftBGo<-V@0}gfI+d} ze>hgQveqotD0Vw(c2Ww32oS|YJY&69ZPq8a{;_hpFg_F5tEW-QH^=E?S8xuT*m6zf z46o8bQER;3qtXboM%>dS^)Kl<`IIKsP2XCJBBHuYS71aTA(4&4?69F~fD?aZb+j}q zSZSS-KHtI{VBo54P5W#~E)SpxZdY@|ZTKly%ZW1+#l*Vr!vT6WA4wvIN-lG*mW1}L zeTVlq!~9ywykHddiL!EnqLef{AB1Hz)1R^1=6J=*4_9gkxxA&S<2vpuVbt_g5`D&5 ztYVLq?KwTm*_3{7SU)<`nbNFrtLl3DRN zAj_k#mb+1Em5t@OCb=GF2D&&{X(4LlJxsO~Jq>D6eoe%>RO8`}^AM2Er=)<0ixIDA zLarK9*rH&zXYlqq1Y}r$#v;KOc~4#m`c2cMVu}0>zS0=4q&&vi^Pg<%ONQ_#aQ=qK zzvCN*P+a0%a(-g6F5qx!eL?gze;L}BUgKZX;x~^#{qga#CcI>eRx&#Edb?|?bmvp$ zQ%Q5;B~O{-7+vEIt4%QAn0gb*lQ1-)m#B4h#edgjEf-EBHC{($GE;EniJY*+*4~}L zTRpKY%(XCjGuEds7gvb-oua6%egdgn@jy?z?b&DJx=C+Swx)PUB&_S4GPu1wW7O59 ze%FjqOZ!6vB~Fr?#b)%x75W}$pHmu<2c-~+?t+Nbq8stl^`@P)9(`i>b;&rBbmuKp z@A{6SxLRpmZ_Ag}8;hIVi%%Tvp1hzis{guM{U~96Hcu#V!D=T@H|3;fTK2o9Wb~;)-TPh(Memjv9r5F8 z%VQ7lN5tz$CF~&m@`q;*XoZ4ei?%5euG(fCx*s$1`(#nO4-`*qQyA1;S@EAvu{2n@ zO(|BJ7fy-M%kZra_sM~2!)4OE}8+T)Gztp6VSXb`9HeXFVAkN z`J-?o>7SLvcqJ-?qpq>#C0=!NuLld2zOGX3#<87vM&C`&Wc}h1)hk0oR1o~iYW={isz{%EtWlkl?b5UyxUxliEF0zolh3y zVduo*!rd}hG@LxRsqRKe`c6WPfJ(bH#CMnFyTM!SC=L!Mbdnsowufn)U%6(SXq{cv zf}#e}ep8IDFh=i5A2%9HaP|(_)`7Bz{6HGL9L|kFhZqg1q^pyB@&r33frAaraXJ#W zl=M3+A7|FjM4Pf*@4-R{^`p1N3z}vap58H;M{IT39$Jg7IrbkNTo;1~18aJ=_lJ zHG^>vYFv^Zj5V#N-X;8Z4GaDkz3xx32E&B@9wTBIu<{dNx${xxk#BfUzsdu8#_Tw~ z+b^?%NsCI}`eBEwt?BxaSssBr|5X}(sEqrko9v(dh<`ZI-%TC+yoUxkloA zoPusz-Q+rCACl;Cv{k?fcdC;cNn%tWta;s2Jz6(-k*zSjJg>!Yh5d=?>bK@?i7hp} zJC>R&p`^Ea5+yYa54~vFssdTf4iC|T_YZ^{Z;0=vsJ|W#JnmPfvpT}P4VZ}AflI8vlN3)($s zm~WWji;(Mi;S`uWEgYRroL@;~p7=^Goo+~_)Z_ml>CN{ky z9@7>WG?nva2fLz{DSD0ShLsODRy26g0+wo=}EEeBcZgM)C_HtD01YQ)a z*xNL?D0&LIE#L|6n2c`6Ty1jj2o>Wibdw&YR;XJEcy2WYerl+=Bi46%QWPXAJFg&2 zc-k>KQ;KBcl+Aduz(rm3<;1DaJA-E3L?xz?Dwc4P_U$f}a_iXOT$8m^M*0SiyJ$$x z&M3PM|4n;jLN&m*QV-Knz9AHG8xk+>@VuA0`@Z2FuUj}R5w6085r~;>Rmqg)uk$vk zZ(O;XoQY4V<;*IGyub9h7uu~$SG4XtsXYGZ=8`o4fAx}}7hD9E35U^hfz(W4eQbpN z!PiH(4RM$7r*d+L7?7KKQOM5tR+70TUzEzb7d7wVRnh3t6={i@z1Ka|xu>J-{4Vxg zIuATFlIFR~p19y!$<*w?Xtibt+A1q_ypX0<#OAP=jM;o-f!mM#8#Gan+VwayXWtog zcJG*SE@D+q7w7Aq!m$0}i!bHbhO$AePe0n^N^{0aoJNW}3J$Vt?-R;@6KGlh1&*4Z z`3m}{O17j6904OZ6RElj&d(#Bd?{f1;ZW=$6p{K-$UYED!O?w;?e*NK7$nDjJ9Ex`j8j0*LY)DOz;{a)RDnk5j;ryM51BleHB6Ga_3qF~aXs7gmZu!6ta zJ-x`Ayj3##5taQ`a%X_MaiwKGLR#=>qCTT2fkpGF-!^Q^pn`p(!OxUE{su!0&-H++ z8N)?J9(NN8gZf~(tyHYJ8f&`jxIiFzYebeS(bWNB;{n~j>kPsb_4FDv%|~$1j9gKR z4}p|JoKE#r-#cpXf#dhH=~`-Dba0zgk!_kZvHb+@zsXSu+i}c(d=k zPv$&aMN8slb~v!GrG#qpyK-SK2fU z>#iP#9C#3`F8Clys& z8>Oq_ihcnbC`jyym3JUW{BRy=JcE>;Fcj-5!{y&!Sxd`z>|FDWS{1g z_>Em}1l|ydoa|j{e@hBlA9R{`psg-4x1{rMb3a>ntYC7ikYc&PR~+5RMMUPzFjuoL z@p0iM&3;i=bKL#uxc)qSEl0e2%Tmxq@LAwSQ2z&}ci-w5afN^->*jVl^E8Wn{t2=^ z2OU8l}OV zG&iI2#+g|s55_p|jZPZnTXeZ5iS%N}0Ch2Chc zrcFsQJ_O<6%Z}jkW*n?C%kvZ1jB#X_5K2QL!dOQ$L9Ob04jS$fgR)%bgbsMj9x#$_ z*%7r>q*z`EUpFZqh=?2pMiLbD(hqA~SK5N%iU*(&(p}iuy5cHY0F!rdBJJXq&g?=w zLPl4R7>|vZDUiW}+`q&&aP%{*?I0M5^>cm!`;F-F)+{OnXE zt`IT7dlpv$ezGbO1hib#gQl&{^=pC!A1f%PH^Se*ONu#p&1(tY0@rfsUX*fivyRrxzxw$6Y|+5v{`&W`zd%047!n!lim?&e0dcg#IsG0#`r% z1Z>mM78!)g#``GJ4kq|9YK{h0gEHtCA0E*Dp%pSD^HloSQtYnfhaf3$0mDwN+ zFb`#Vy1vgCah#jJ80)>dk^&~wI6o`XVg&275Q>4EmI7!-9~2H!I?j(j-pZ7~NN9N1 zgB=u-Z7~8YO=?#5XteL8BLO4&7AIc1UidMbGM>Q<;48$|!xa15)B1~FV%VeJ*Qkwv zps5gvCb`uuz4_a!cCM$Cn~t$aajk%%yp^m$ryi~?_jLn^ce=}0snZ=8{T&(++l$fg zncdZ(2Q;v}0EPU<3mV6FERK;d1l zt=nQiG&%lhm7>{~H>$j|yJ@}y8MJ4$ixAL+`P^GS@>Bxqk!)Lo*T_{_(w4Vq zmJ1c`=A>a_D7Zp=W`tsJP>Ead;v%=xih#R2FZmkBsyW9x-=&FLrG{XU?N^u&s@`aE zQR&*{jwy+L$J;T>4n`}kS~SyGitM-T-`2RFsP^a`~*;@`1VV z(J)4k#ko;2@4)bg#6_b0)%?t{R~JK0S`<$cO-JS6^NVw%RX=7ii{rs_#~06kl<<>( zE6aPkWwiH*W>SZ{l{Wp$UJ!CPow#p6f4V8-?G+_+1*VCgz%uh#F_~xQEk!>%IabFF zeV?I~9*SxqNAKs+Y$>M@MK9hWLL;!TVQb^WZsKx+6-BsQAyd-aB$T44cbau^Pqj$P z#fu`=o-pLJYIV!(g7o>AahD#^(*)*c*!N<^-9rU}!XC>V@O|TmxBk>qS{XxRf(%j} z+Z*$q+n9aAD zI;?1Yvgnz%9w$V?^9lD=L<5oL?2Y9g*Ku_3h+5cSiycdPb;(%FFpsl%L<<5e+^$Td zk0!a>G}r|>9uY2B_mVPh>09dXREt|!qz0Ea++e|nR8`=J_j!dJCS!@qP-xS-F;S{Q zG~~K^Mhty3PJd)Mh)X;`*YC6jRf?jM7z-K0bMxbIqqs^-^LsdZnx5gkstha%Z*cMI zq)l`3xZ1DjQ6tK%V{=?B7=FJ-^iFyPLb2V#-FU~cB!DF^|IBi9Qz!RkLwh_ub6}N< zmVxV4?;e%3A@SRekJz^ktyZ4pU2jSVkJ0*GH=ZF~K6x&gGG8wdP$wf!eD8eUhzeGt zpC_F4W22Hhn)dk^C$6BiD>q)QSC`{g(bxCf*&__f_6@JBjULG+Vl#3lc(O9978!(6 zZv6zT6Ns**_m3cf+jtHws%_DfbNrm`z90jeupW)IHc2}Vuk}FzNI2&~DpR}9(Vt81 zf5BQnVXGuEn+9Jd1}oEfyuuNFudCo#i*{rADOU%g%XanzN6Uvl&xSs!>lo~1tpoyp z^OnC}F((ED8O$HdK*Bn#u0=I%`TsEZYr z*f8qSRrdL$AoQE?S6wg~ZJS;!#`rSyg^d1b+zl96epc&;G24U$Pm1(&LLd=o-6B8$ zmyhA&IzeIF&fKkpG3)U%0zH^$KaeDDR_etrcJ3Plvoe%s4{!6<{FSVjr*%_MkT7I1 z??)!-Cy(e6FuFKqe*a9LaNr(q;Mb7!4Fq?7#^b%W2SsZ>j)0ljlYY9jUQ&4yqf~>L z!|tIE%y=3=yRyDS|5|yOZNkWVwichSOjk-#M7Ck$VS4pnN)}Q;r*}th5T=~I4{hqH?_W5(09aB?ZT)=9Glw_*?6ULAAbUEm(Im2^>4ES zp5|%T&9V($JKRD7waUh{HCKIKehM@Qx1ZL;?ZraKrLILx&AvLnb6kC!zDIJkiJP=N zd;cW+@VMHFl3lkW+6D?*3x!loNIr4d?J&K1|CZmdWXJ7%eq2@V_Caq;Xv?=yq+N3y zcI0f+mPLIYbm(wXYRTvpmTJ^0mLywj!~NU$P3wD)j%}5h?x|cO(zN4`QaoRxkIBlQRU?lpF(I~1e_=+NCss4KY}=Fhjl20<2l_(j zJ)5=WU3UbIwLx5~!A4Lz@>xWBkYUfbdYU^g7@^Fum- z;xwdTeC|wTW#i54C)$LDwwULtWMjD=77YVQMWu&X9`RNxp*cpWC+C9r6`5P_X=OR| z&4`cEB^8PML#})>p_98Wo<>VQL@EO|%f(eI7%8SX$ha%sl)5`by)wEYrRQ$K--p*y zZFLsl%KgPrvn82E8Y>fA9FWM}$N7;T=N&}{*BD2`6BZ?#ZO2~15&*yiqzFYX3fTtx zm!)|wsFbcpe9gip9O0DTs=xz}j9`n+ihNQV=sX_uWD!=@vd3X^W}0%&3v3>yPraDd zMcLV-h{?0PH1I6bAxrW>a4V`|=m@R>*&Ro%=^hA**!Q%E3x}m1M9&qgXa>j+X^E(a zsVC(o16C~gY3pEAVV}Im863iO3NTU-X-^<=vLw*_xwM@$ex6?jyaS?`Z04_I^M}DblmGH#-Z4nDU54y_Wjnt zCMY@4D+Pqjq0x5gMR2-^)t1WUdSR_zN^zBv(W>f4OLkZr>lw8px_EdMGjE3NZPOnh z#c8uAUxXYiKq6<1b!9#c`kYuYj7BW;yuW|&Qm=VG?@r)sfbecSANloHX29Xvd&wa5 zzKivf&~{#G$;V+0cLn;;xAXa!gj_~jiROc}Bk(eO!-68@CYcvwoGEJE7<=VEg45D8 zY8oG@jneQI>zKV-cF~^FoO+hH&7H^@584`i9#b)G&8PPlr)(g3B89g?N(z##mLMs2N3$=zJ8n@be%Do-r9x_O|z4XbF3bg z+CzZvxj!6Q3X6CUgg6ji@QA*Z6w`6xYGWwFtq~GHn0_S*+R|Hym3b%7g$Y9p)1|$-ZZtK z!=zAzZ?2N?(y)7i+u7f&?X{gneZibh_Sb%HDkI; zIGqoSV)_Y0Xn!IzhFa-{H0Rd?s7y?t68+`LLDF%(q04C3By@rNN05Vr(&cfrTl*Lk zuFs31zYJQ9$9OrH$jksAYK^ygjpM1t4b~rHbze$x1sb-EfXh?HMI>9@Xkg39TR6To za#vpJR5_KRH<0{E{VCwmPl394!o^!xYn`S7bBd;82MyAczqQtQh7t~4^J8IeyccO6 z1^s%vAl6V()ODJ=rPT69$#!F=qj~<@2Nln$-kgW{Y^DXq^gJvUHJQ^QqNhvGOYz9Y zWsLyL8pn>W;NB3Ev32odm%RcS!j;}=zAJY+liXD-G~lN;xX{jPx?euL)VK1YNz9S5 zYOwN6&Bd2${zv4|YY9C=03 zzN4e2hG8F9RN<%**>-1G^++*08NIVLS)eD60Pi)K6=2b=9fB$1G!o6@H4|InWAoD? zqwssl{9o%noRptGpmAIs&SHFmqrOtk8=v~dp4K}W<~c#Uq9~LhHT+thXwu}-MC2AR;tdUB6mv@SYR+1cGU%RJ&uxHs&6iV@4 z@{FTCp7Qlg*UG+Oi^DGaj=J)>#qFjVl~G(uSVYTAlLH&YPH~J{$(RlMgc`u z;R=Rcll3HZDy2{)Aw?@aT8-#}Jou_$|I2x4YaMnPEI837X5+2EV5y1sx%z(0d-^QlrecYsU2|u|q07|+ zb94F!A1BSPUro7tTlH;!ugI<|bY5f9DNFR*GYeb(5rpu!WyDnw2L~dXPGD@pPR8}d)Is+G7j37G01ljneOP|!xh+oRhhq* zc{;asebRSspOX5q$88l)e@+M{&Pzh&GBhv)6Q)-W_qud2CSz1BH4+Gh@~HpQTvf+7 zA})`MVj=l47O$m`zen}MSduB$oIv4#t}R|m7$&q_g9&pY=i`x{URxApTEZLjF@{7| z(6{M1FcopC#*-E)-@FjGv(ylJMh$p-8;dOPrT+xV8|h9Z$@hi7N*!>r#sEIa`7OBn zr1^6=F~R$K%y#;U2h*yUZOTE}ebZ>XSNa8K?wf+3*{^D3zN_-~;Hq(kO-ErgcJ`ja zM5m@~j^ij#bbbDk+niTIX02WIocws|``+0C3s=b$y5u_*(ccPVwK_+jfk7NeIjB4{ zfb-e+oje^1HBqjoQhPYJUUENXg}UT9V!OCo|&vsxXO8m>1N>)MxLZWI@O%rFlQZJHm9n@N}V7invuY$DRoA&kN%)kyi8_K zWI)6~d>x9z)OX??UUF0OJ zJYGMD4|og1XjqiJL3Gg$+s<=ZUcdag7Si=(n$tHsl51aid*VNyPkIm ze{jxKcTR#)%Ha&Kl($(<-N?dBvn-qgJw=Q7e49q@kU~ij$z3X(EP! zgm7kds5w4h?ZNBzU^JuT`uOLVX8%v&>z?9)!S-W&B@@DRkO)(4=Jt>j(>CK`3TVi! z2w2DJ=O81?IJ8!Y2A5UHAp1I=BewUZR;tQC+AY<4)Ery7k^OawwUQppwy=*%`Xk6- zKrc?MHtHewb1WIELCed-4N&+WO6{e=^@q;EaMnA-;Wl7NlP*W!AqN z90a7ktBkmlhdB~DCyMAK3ZCB6y1{hiB*V)&Lgnh(l!&B@`czgUt48$gg*~AwJVx?r zj=-l>UhL3lCN}-p#lgT!hSlrLeA`kbe)}LcN$2 zy)b3mb;0od)-(wrA8aqX%uSpQvOg>z>&E~(mTgZrX1 z-Qk_MlQOl!48vp#wYSVfx_FY(Q4LFp6p>k_3dhs_S>0DJn0#veQ>ttqpUHZJS>CA> z9$lnQPX4ecNO=1?+)$EeG56%&4BkDK2Dy)fiuV&YHXI6D@Xa@!a~m{{4L9hLS_&yoc1n@z``ndbww5I%8_oz7AfuAct)-=`%+W)7fxjX2C^4((+=rl#}fvYHt@d zSqsRiQZ7;S=xgZ?b%51{Na^-CS;hgzC_C#>%1=^#J7(^)Fq=i8x4V?Y?5-2ph%y{P z(8aM%8>7m7oLq^6k#3`wh_~r$K5Rbsq`#L>D=<^Oq=0Fw+w`DzEu}^zdv&ABn}2M` z8CQQ-@M-vhYV;jIZgTmZ8?wnDLLAL1PijKeT&F+B@?G(s=QR8Y_>Wof_!V=9XQ3fa@_qK zME3>>yd_KM`2JC7F|UXZ+)~Iz`kl}U4?A!riGByhwsfdMuz?^Zem^q0N+>ZIPdtJZ zE)hMtcfu1-de$WptZh#|mwVRZsDI44rJgVov*ZgU_Qealp_git4MOU-zLZd-chhNd zxxSAnb4ueSYkgErM=i6LMNIvenKn;YugA8-DMN0lER9nm_6Y<@_w6NPid8ZeKo@3!aEB% zhLUb%ZHwV%DAAE^nz2NSt1&Ma`MCjKQc%nDgZWIrL9iWVrjtUfQ;hUmz>$e@{2*468DR7qsfn=|*`$63L%?Np`Iz|?831>w!a~#t zxbC3}{%3UQowc4DHKzzRSea;)2&fNA=a;&mpYD|PP5n?H~MGG{Q zNS0POorgTNZ@LDrqI-Z~xwB>I90GEUadZvSl zHN};{TI@4O0-n^G2lt#Ldme9O5+z{Q@VlGVRQB9}vBy% z$#K=Bvr4$Lc_nDIwC8T@cs%sbZxS2|Wr$j`S}P@1T`(Im593dJhCyC~>WjW2l^|lw#{B&leLfq)wqYf`K z6l*qoOh*pBxub=^2w#wvLeOO}NIhZ&i6Jq8QSCT5kifwrN zKxv}dW#y?(Bb+@)J!MR`Hg{sqQYLSl-DkBuEVZg<9c7dY=p_kg=4Ww%4{n{t=3jR7p10Oy$~t*J z>W0mciAWdXxeSVsc`6F@PWdR;j@fy8CW0bDrjG{w-%m-}!qQ}-YxDaOsHFQ8ULIL? z1o6D$$#8Q{lX=R~W_Nlsp*c^T(I zqmkP^q?rQ;Vc$08B`&-S_Cm&NPLu! zM@&8e84^yUvl#csy#`&>ujUj^hdOQPP!VW% zBm$;nXI^Gp*k;3#V;Wy3s;ZLE2^)$ZH$NwTa>{$g1%zVS= zha0hb3u3{1j3P1_xB(TcBpBzCMO!3{*a%rv{J=dQee-bJx9Nh~8Pdxf{o zSP^&S?Vu;sWw2t=iZF%u)8VTNTdoz;jXeT+qt91~zoTV`OO)WWm$sde6Uz?~^tmKQ0uD~o>uZxm{>nr)p`UUkv$SSA&iIE7lJ zpCO^mF|_1m2k*o%qfxC;`(^maQM%1OP5Ox3L)jBiXVR}#=WaBM4uQEj%)71fF#|xF z;hbOKMk!d_xqgsi=3-gc>YylrNJ47M)GYeTZGYd@PuJ2#uMLs^*mL{|M15Cvth?pH z@kT4<{@sUTnVZlU>OEKZ#l)kl57&LXPJbXiYplq`;W~Oa=n~i%WlF;qTKf5`#%@jJ zk83TaxImp;#WkxyI~^4|Bp=L`%6d8CY{g1lRarGU_jO|S>{?pJpy&?7#cq+VA9yZW zA3SEAazDyeg_zEk+`klaJm|YoF4Ktj4!_&Y823faq_+}YUEZn>kr?#_fy4o164Mg} zQ+sS;9i|5XsZqUz9nAkk_&*$-gcJg;d!4)o-`NNg*FbMhQYk`PyUtbs0=(-gND zDv$gs;767T09@rV2$H1#4bfpDdMLN*`T8ozuMf#4$uBfAN;nLeR>v%7mQu*iU$}1C z+0Mf4+Z|GmHR#SH?kDpNaDGo0%HvFA3FIwzi5Vb^^Jg1;Qsx`_Z~}0B3*TkB(DmGv^ZHK%VlrG& zIm^8uD5{bbSe1h>3gVFbs=Wv%Ma1hm7Z#K+@`X^XP z=8QW6xWORGQ+F2Q)rWWf#XJ-ZfJx6jO&8L0M|@_ERLFw1308M!w%rMQpE;P{S#9cl za3C4NoH0cM0H%{DR_QM+3$NX%It?W;fxYQgVeESEu`J`pqcIGkI@LxIqtFQ|Mhz^+ zTf7$52(OInxRj`z-s@&6Aeo@Ikz~C!`*uAZ+<0q?U(XG#zP3t9r)~6m(+>!Ivo1W7 z=+jy|bPT}fmL5;h@BHy?_%ZUrYN@h>t|O23wWT!IX(&+b&%Q+Pe%q7!>DEtBnVTmu zfxytY*h`;tWqb&HTNv+ihN{U=*|W@lYl}w%H~U5)09h5=aa?&j^_XS75wIes zJ8@b%pG=)>+d90x#c$6^BL%MKfra(&*Q`9_mpRAV1iszU&+^OsG z|5m5kjq3L;zjCzm$`+hz+6-ntAjpiCpm;yBgT8u6W| zbR^0E)3-6<5f%F=IV2e*gf_aV>%Cuob*$d6yA>d(2%h)`WMt`t%qeJG$kd#f&oX~N zZDvTZNr;Y&DdYrsD=ww`*CuKIJr{$4-k?@ z0v4JHE)$7KS4N=_F>r?70VSIk8axkVV41xnt@m>gyYqu zcscSFGdu!k%Up9UEKOvtHf7b0s5P|uw#wxgK6}lga-#RH11vOkmKWt$7#b7Z`LZ{( zNK&&S1uDxmR`W3`f3N5v!yK&O=O(z?eA!YGBmru`d-Vr3hj4dnA=$`=D=ApSx&t(o zd&@Nzd`H}DrBj< zwd-r4I{Bdixqlbeb6JCuh}q89WJMv$&6f?RSgJ*AWb`j}_~dSe7NrvvE4}J+^(+sQ z>wa1+M!T!~deM4gEFsB5@YvS)V;$ZB6#x|TgY*tv<~wgPZbmCWK%6?m^vRU2mKB8B z44{vs_PQMdaL97Skmg^#|5#JmEEw?orL=%q2J%@z!fUV0;m8(t^M{(3hum{Mn}j{= zZW@oDu;t)^%t}~tXIEJ*y|v8o3f;%eOi`(+4It0apq7!v3QArCVGg#WZ&GU?PtA6c z{^soT)3fx{3&P)7X$+T$(v99tD|UAA(uG`)akw!?hY?sj6n%(IMIG{ceLYZ#`7^2* zt|6Rci=F{Tj1^d`?(65}j%!ba5ptpo(F*L#tPt&!6u9CR7Q_XdiOl>5;0EWEDNcaEY*2s8kOF=K#oncpaI^$WP*tVpE9Ui3cYU)Oa(d4^XWVTM4Qd|!P* zug4l)`Ye(z`pPtB4qUbGjt&*ZXll}PU8EQ$z%Fu`LeHPK5 zt>QF>&od}Pv0FE7X$f^@6FbB4-j+%ZHSHrDBr-dQniPfi4}ksEmC1_H_}E^N3SbMX zr*U$?0XB;UAUKi$D@N$6fg1SOk$@sqMHz?`n;)PPsy|JN4S4fjLu-Eh|G{BRIILY`UVvq<3&bb#!3KyQ-C(XKtclf6&rfS^#_zWzu zBO35)*I@_Wo0%q`TtVOO87Mclk>xnAx{9)CA||Iu&tZIVW9c6hYq~pio)QBtOwb4a zZ=pc*F9PlG;ZX`eDl<(YK~9&ggXqj@sB>8*ZB44`nSwFz283A*>5*_4B5-m%#%CU z{1{6SI1b4e#+SutaDM@JHGdqsWqa~$8j7RS7LXxcFv>uCn>?m|O0!(uBat>S^S$es zaj%q@s0aXrB{xab#C_K&rmIl3=Mh7VEYl_GN-6I&nM$b2;92MEb1MxF8ggTcP2^#? z4?O(hwdFoqnge1?HZn}cyFRFk*x}R}h!EfXMQHJus%_cpIk10Z^;Wc&=i{Si?ZySXG+7>{0WS5uG$jtRD)p~~n!;JT*l`X+(_ea{CXGL20KGhMYmNd{+}A2@HsP|WQxz)e7lpv=8+>48#x{zU#lyHLjlf z;c>dVfPi{DW3dx?Fo3U@JY#T(f`To^Rjvi+)Y?NGV-QeWUa6$px&B@@h49a%T(`ye&c3%8zIqkc7_jir+x8zoIqJg{0l~#DM9nF> z_153E=0VwVdhNOQ+YV8W#(zzq#v%Rju?@kWU9 zpA=Ub@AOG&`ub8#i)5XhDy8M$y z{`Z6CD_Dw7`oa`;8tiP0LKe9GA)o#|w~WFc8YF$hq+)OXi|hI8WwNjN zx*p!!WpQaGUhx_)bT==N3AT`owFeIdaXEfSWXVH!c`LOCH@&2pQ^I$S1wCuZz|%C5-^9IAB|Hg+=`edip`%$DgHjN_$ae72Qao&a)) zW)Yf=I?YLuuKx|OLRe~+^AS8-^GC=ALAXei$`Qxc&_j`5gzF7O1!8$rT~5ze z#lQ~^$VY5c%!yFlg_9}F5bVjfkrS}`$#6mBs3%>+NsnCOuntW|-L{iNvMmi`3||WI zeNR?Q5sUnDT0^0#hONh_aC~lBpLoM->5dG6JvPZZ$S6JA0!U4}t(ZZ7<%O%`AF_$8I(zAo)D_G6BQWe#i-hU(|5lQUvr6eUPng)51C z&nn&6!U#b%N9p{9%BV^LVVCvs*W?*SDWCJ9xpMpZmXE2bgmHgQ_nWDT@n+jQ;SM*J z+)|e%mumoaUKHPze!En{pF>CL1i3)USsBD^lj{O^u@GH7fg+g3Z)T4R7z>p;%0nA; zcb$k!kO{B+%rGLwGtTPHbIEwUoxNZ^KUxoQO7~qoiWEcJ;h%r<(0D*k|D|N7sWQ+q zKn5dkD*ssHNFuQ{cl5E~jaqssy??&A#~k{wHKFifA?LH26DpJBC6DO6C)=KfRm;S= z8{?8l5tn=qH~6PE!0ltR`J&1iLj(GSQ8nj4%Z`ba1vHa2_iuZoM*u{TGO-qi1G(9Ar5q?GD24)APo;ptm<4#U07E6I-c3G;owfs z&;J*gvPB(261%-+o-ix2Hjp6++|~HIUW2sypfWM z2H%YQlH102g;ao6eJ|3j?|PaM@S8&g9a(?y0VCsc0s5mK70{DYRRk8tQo`90<5%mqXxak-3t~AH0FP3mmU@p zf%%}+9$zgeS>^$O)(wk-7SniO{}&>15`_(Y$w)5qV01xtoUv^SC2VbCJ|rOu4Ct4rEG#ZSE$`@Q2W zg&l@>gY>yP2}q(*>_5PW>3YN9joBbXLJ0)BbnB4X`d1(&J;j=etX2#~N|S=UMr)g{ zye8|?EtS$mT7^`p{~meCSyYhMR8H2g%@$CXDbDCp-8BY{{8@nHdGJ9ulqKz@x{H;c zizrq{g?WkElCYlo-3_%C&)ehdP~)8Re-qr14TiX5#{nG3*vi`55t~ELbP=4OudV#) z^aQL>q>jhqlMI2P)tURBH1ACI&1)0Brps4vNQx;hIjKd<``aTg;Kn9*(+cYsNq4+I zaA5K_XLCd<8*_GBsJzn#ZKkcP4^v%lTAu6<}r z>-lF%W$;~Th5RUsQHniCDJ&IoCL=99Ti%o#qF}@T+4bNb5*`-EdBL;(8lU5p5wUrz zHJwLw_ri$^2m7i-aI#tG}^tcAGDFq?HKtr``3+=p(}X%l2e`Ys>$5^!jE&WD@hqWCF>g$ zM8h6PZes^W0uTyt; z)_TFHygzXnVL$hqJP8BzP!g>kbf%a|x|77Lbp<1QbZH~kjH&+sy$0aB%7U#i*;;qE z@Z=tn-b!Ta5?C28j&M$LLy>y>x;>T11VEIO^+_klzepn?Wd>`&W)aZRc;t}=kcE5` zpCBc=4S2m|eY1m_iY?0t7K@|e=tfUlV=cY`PLNS1L<*@pEZSG9js;ck1c>}Jcf^xo z=m{oevt`UiPt?<*7YL=lKQ9D?kPM|4Ckq(7^H|B-uz1~(e1mt0v8BJ>Z#qbhtSw)C z9>6+Gl&nQ{BMLlMcap!*c@_)FFm*UFqz*z#QkhU0-`8TC=>lBh^zSOli!o}3v3Fl= zuvS!buS~s=Wk_%G!~0*Q*kA_~S+^jlG9z7N6|fNNObhipePo1sade0TgN9*SP;q*4 zRQiQBU@JdB#5UC6Qu0LmApb2g9!)mb@rP-HR@$XO`A3nII$Y(j^?ZN0&K)2!eT6iZ zr0`w7-e@Q+Ns$u+#37Q4$5Z&BszEi{qWs4SAk|;r%X6F#51`Cs$CYBnNjF$a!6lSo zau9RQJ(7U8Ajp>{g`ET@Qv>Xi0<$%H{#}2he}UIOTm#gt94a9P8sQ~{{iif7&oD3< z^^wFFhQwXDxYNo(!ark^Z3dyApw#|3Q-fu98gTB6Ho$-8w<3&C{|uhNW0{v8sVh2n z7I>PiJmf&%PM#Sz5={9NriW4cBKlO`&4_}5d|6#j^7>m53}cZ^KiVX%HeP?ZE(hR& zI4S_o2FQjW!i5xBNr1rvgtFt2-RBt1LaxX*L)Y?wz>wl}W%dxsVhoUqn-H=9cc7n) zFgS|D7G6)1{(m(f3UanQ560Ovx*;b4E;Zl?G+*; zwF1B;@@X20sqN#a=g(`xkg8^E&a?m3dXU$0v~u=Tjfs^Pb-Uf~Z-h=-g$XhQC*^j* z)PJR}@2eQU+wMU3y53+sUY&*3!#$_0IxM&_s!AHKDcp&WF3k@w_7vh4H!7c8?d5L? zb|p@%1(xnUy`$e)pCUiWSaG8zR~^S#G-ca26Q%LAxFlh1AWDOE9kYlU{L_{~%y8cQ z{kbQ=kp_GI(Inen>v#?dD5B7oi)&~@)oZE3-Jw@KHY2C#G#q+ctv2{v8~TsTNUQYF zdXSr-LhNC8>RK0Lk~P@LX(vX13L|2tD1JRQNB?v^HXcDLJ*I;geo4ABtaDiq33JicU{P7c=8ow_Rg(Nts(AaVT~~m<3Kj)bZD8MpR}@#Q zyUyc`;U1UFdKfQgOGkE3qr!#NAkl-%3ze^_Sa)tV_V(7 zRLXZOllNg-hyz6$7eplcBH}cH+3W)4X?h4|we>5Gt#y8Sw6}HZe5#9<pY{9Q40Wu-e+C4Qq$8T#ec}-BmUu-Xi|O6x zjprLXWz35V)8d8;9rd><*wP^lCTfvShb+?W(!j}|D;*sqqaw`|z<5hU$BX)&WK#fZ z_rgbcT3ZKinyMzj7Di0q-%DuhV6J>J2w!oLc&hA}b*Als+N^dIn4aHSsLq~6clk0t$o4)KJ5i45Os6wj)4lZi z%iKPm7M6pg6Ke|(vT+LgR_FSW#53^JAJNJjs4$XYwlGia0)P!1kc=|&^?yzG0udfU z)yqQ+e3C5F$E^TdF2Ql7oLk2rXn$>A_Dw0pto$fB4nfwoxF9T}-v`2suwt>(S((QR2?`gLTvT_Ubq1sn=vvE#b;0r*3e z@q1>C4HMS$WAfag`nKXCID&hUCR8T!qz>-3Mu|Jw-Afg%3zxWQ3Vu`LQ5VQzt=F{Y zTebxj0hRv%XKMEi-nbBo(jR(lAGqJVO`92xe|#;CMoA8}nW-0l=$Rd39 zy=@2b7=M$vzIsfb#memTZ;nKRcn8+YA^Cc#Wap=ywVJA5U|r4rHq=wa(~P~&$?a%l zTJ+1*Fti1_vz$qNF&)bl_O6cYBfoglw#glH2YX-i(BijIhq&MYT2qlfv+;W!8FPKD zs(w#A&<}r%t(0jBi1&W$bu3=6qY8&aDf(epnJhJA{(c=;Q#aJo2Tq9G=Q;J?F6~@= z`<QaeC?rKW? z^-qOsqlym|toxFp2A&WkR^MsjdnNK{ zuOn9os?Yvpw@8Qh(YX5~L}mN6ozsIzsEAL&TToY`6O~mKTiAWIeMd5nizG%@qyO+W zZ$N=ZfC?Yge*ja-i*xM&99~L^uH-+ob7BJPOdNoWFrcab}uHvgQE@^ z;FtC7G<+(Y$MMG6TgFf^IQo#Z6R*mq!+N=x1_l^-36Z>~@#Lqf%23XYxnVBqb5HD9 z3MepfW0(pq8sVj*oQ31o-^G_^Z0Ub?pt>9N;d)=Qmd+aVzx!42QBOb3h#=%D zw-KClqH1+t>^d*NHNfa8tHP~zH!=H*&?&E7id>&N1X_0Lj$?BzGiK;eVQ1uXi(mc+ z8`UEZO>0kdwnF8>js{&omM1Z2q=p8g;(~CG zyBavO68jww?^kU1*V!Ze#{+4cIY zCrYTeo&Q`orL-(85EL_6!(h`7dsx$u~d&=PBvd)DRrlug|Eg16y(fxFRYtYQX zfP~h{f-8UNbgBJ15L)m2W?Azl^qklGt~^OSb~MU!gmadzZfeU1(@!9bdi|<2hHX;| ztXEuvB#1tan6|oGQN02MVT86^GuXV(EiES zi+q>Wu5IC8j&*JRR(^(pL z-CpuQ@gu{C^Cz&RltmT~=)nF*RBe!@)4~bHl`1(&*1%V8INqV>TPU{JVriienmHf$*p4!YVvPuYw0B{K$m!Mj|yU<()^)r z7+j>-+jjl~vS{Y43wpMOa2OX49_!8@2Jf&K;F#sS(wb2YM9x z8vsX@C^LdzY6dzusg>H(<&cJx;xmi9#DQPt!Uw1BMLnDfBAFmWIV!*`-@X`E?Wi1; zBqo`@EtkrIBEf}vaXLuu52MKt!=cr7Nr-n)qiz^0CsEO%{Hk$5kOoZWi_kdJjnmnM z+3#g{>iTrLO~?HPO=qp%Fqx62-0s-q$bLa{ak>7U)dW(3=h6mcKP3f0_KV@m!o^j_ z6sHiEw1c+*0}HIor6o%*`HeAQ#D_Ez*kt7_^%K-V1sj698(g=kRKIO^M>p;63RgH= zfmu#+j}XhHfuLcuLG?oKtmq4~n60!?Yea}i-~N;zHK6j=oAbWAP;Q{ZX*pofKePBp zd9|=L@v2GwM*oZ1xXSDMkFPsxtf!naE-HNT6vgdMEXWJ_`Z^Yn5}s;<5D&kvidwF9 zbsEHfu9;Kqb9O1J$nwa~9j{a!48Hq{+@Sar)2sb^<*!dHe+)D9;q75fDF5cag=U)2 zqov_^TunwPO~ab?yMnmcTL@sRj?{#MOf{Dq->OeNJhDRn3ffHX;{3SK#T^ehtanyW zH_gU#tk(H0XiY<(VK6}x5p^~1PuZd5a=3GUn(G3nGZWrZ#%eE z0P0BZ<)tSn0BDoo<@xFWsdUqI~p^M0<=Pz?*DZr|5@lzSA9+jehd;pqBV$T0|TGXInY;Zt~MV|p!{It`_XN(mTSJqkc|mAp~jRn zfuc1)vbwP$?q88?iRTyltZ6_9DLrN1La}(L=$_Wx>z|hn9=@B@_XK!nE$(ooAf^xb zWyDdZQY)Vzp%))wnYypG3mt_*a@{Cx9hdR`HvG$S{vE1Q_P^6Ba^|jT)6WI0+NX27 z*G3lZHsz@{ddVg>iK~Q!1t1MJznlk7Mj&&ssUjgEE4m61rF5 zQ5Z&yCGoosc+G5OHA?$A#3!33k7{7n;^#e*$K;D16e|$O*w(-4@;K@)F2NxL5r>+T zzWJ72AMGWep;Q{!FRRe6Utj|(A{cD#|D5$4%Ky`WU)OB^9g0&QJe}0{dKG9jAv5ZOO@StSL~X+0I#jy4^(~O zR+_)#v-u}?e%3v@{(|5c@AUa|cVXppzS08u#uDOqQ{UHfl&5VHGR8P zS&<1pc1U@W+1|F=p?1Kvr4mOFBbtpm@+f%Cka(D5!mu`VJ&K`n|GEvcmfx#Swq}Ct zW0R?(*7A$OpZ=V+5oMOyDawHA_SE*x>MxZ3oKvxH(VJzqa?#d4`i{$+-9peC^J-;? zB2q{h-}J0Dbb0XdhRX)=*D-4z)0Vv_E(|qgAc+#>9`PU3=53vQTZenYz(;d9xR+sT z)v{u5snpsXTP~ma%P4%c0jKv_pEFfgP!aWw;Qj~X5`d#)>^y}o$)9*aj;y?vYPx$2 z`z8egD{V`RVINav$kYigXQYf(zKV&&M zk*4vRj3({V1Y_7z9m3PwW=%~RUx>R!`l_5*7vhSRKz_^$J2UJX<(pCsOXO55ys{U#0n4uvZuHY!7Rxt{-`{tQM)hi81ln&sTB#LPK^HOd$$9W9Be z%A89M#8#(#>aHnHsoZ8UP@}7j{oJOE9X=A+2KuQmgwo!o8L^Q zXj&~{XWHaBXa&XVgFa)Qx6P6npX}5wx!bz~;i?#s!6g9HH0fV>y>f!Gr$^Z?d8V;L z6ScZ*{g4q;&WF#M5+>mn7%Nw`;z3MgT7s0%mnZPN08rZsFWaK0LpuNBK+##GjLVAX zAkR>ahj705w(OabyS#{@CzaDJ!Ay7kQJkYKCeAE+?arIFepjc$Wy;}14Bv$pZk|BL zFG$!=ljN-^Z#K-rDq$zx!knVI#%8*n-_A1I8iD^tmY|;p7;)UQ$WCYuE;R?-I{y3F zSh-Dk-e5oqAVlAjOKNVLwxOdd>+DTIg*kfb7tM6~MiV&9Em)^8>m=h~j}+lmZ~n#( zrCw8v$DqS=(RBUgFH;<8^=C3)>ejk@S`b3uM|LmQ)Po#`9G__(TdfXz`Wkij9uhfEXKaoH=- z!Ku28@%l%DYISxL3#SiNiv@Z1!3a!{lBGiESzBDMcAPsNLuRQ|>nu37TKzn@CYBgQ zP&iVOcImtOtIrDZw&!6<$c{n;SB`zD#jcQ5MueM%a15-F`;T%KPS>kOS8}C;r;kr_ zEP!Z7Kw3zhzC}*r8V)Y4r(sg_pRmN?O9OO2VFSxG*^57xs!ZB{eZlpnUz4n*zHy0X zJIi8CE4uOSk-rzNo^0?YTsQmKTrVy@<~IA%Ds%p485*svhP@ThiWp0xb&{Y28WK zoT+{V@Nb@T-XN3Yan*7S9{1_2Hhdjd&CEx=jyj@u)sokr(3yoF_zO&HQWqBbXLN$X ztA(W?&yviBPvLQUgEt4JmcmJ+>CzwQ_b5sSR}{cunqa-*t{9Ig+#DAXDwC36)kCvZ z`DXU3Deppv5hr)ROUm@smpvPcBhSbiantv&J~WE*L@sRRE)w)e?Dspnf1$MImS9a8 zmS^$wg~lX-{ZmPlDBePY@aa<7>wl8dJGZvP8<$D4F0@x`QOpg}loz0I%7A`Z^QBbg zRBc%f%g#K1V33X(c%8}NBRTDT{zbujqw<98i!&Mg;UlhK$DH{Gq=GwQ_d;gfYTBcg zj<6?v_R#DL!AI@B5bb4-9)_XeIQqqbg9gviu*};`?mr}!iJqjP#^?G`Z7*x0bHRC9 z3mIdQ#G-K@?=j%V0iV_->|3LZ9n+i={yE2ENM&gA5Vc8QWQ3U{AYOTSh97+V?Q#iw zQCx3wwIDe?RUv7@wpu{~7 zg&SQtZFY-OKnOfcwp08c^7Q==pFEzPWO?*HY|N!L2uPM+k;7>MMyFDtLnR$oqYdRV zXDpr$$<95czRSuChGv~o4f(pvSY*v1jB{wYBGW>Qm~9H%_1rsxOiZ5ppc8W!Ys4OS z>_SIX-l*alnocAUr*)9h1t4=D&9*1#xKmX!lln{f`eN`=}=+)tw@oji4%bu%9v^8K=l@_E15wB8h$xC zbO_cl`SLVlY8ZZus4%Us@#UbqiTcgSr%K1j=b0smnV^ zMkaFE@{KoKS);6-2Rv?owT`O3mNZW_ADHX9(e=>%p_Ns-y?WDn^!FQ&oDRcP|9Zvm z8Y#O2U9U)^mV1lPiXN-*-ygTW*YIU_{^v@Ebyq%nsH~rhZG%k3kYtvdTU)?hB(ge= z6srmUPix_-=Q_x*;pZaBLlXX7vHu@{s589{`CCNntD= z?J*Yb!|PsG;k6wRQ+{pUs~`TY?6SGh_PgEzu;1uLz7?2T|40p|HUkWnpC< zZ3(>b6YbRMS<#$^AKPv>3fG>Tz5_Dtc!|AaFV^9S?qs<%M* zEA8E_>Xl%Alw(i^Pky#&C!)d)x@LJbtuC`S8rl+d? zb)+M*96d?$ZA7Vi+@du!9aWL)Y2uj7082|tM{Q!9Oy5>=&ou$HF#=c_C+%DGt&LY? zKg7jf!1M>jbQi&d$y;6;32C3u1)L1#ebUx%^+wESdQyK7#Hu#n>Pd|4Gy*8l*O%0# zOaOHytllj475zC2NuXx314=G!W92mt zaw!*Jum9`r{-TxA*S0DXKo$)5ZeM1IKXmrP&)5kpie7}>uu6TZt8d&=k z!uOlSFCvaBdk4xq-fKY3=M0B5TUPG$R5e%TCXSt~!ci@5$wJdpHFjTAzVr7T&<{5R zOp-FSM*Ab5j|BZUmT9nP04cB_i;6YLT_|-JkpqEE%yw5$(!~i->RgT>t?4oyVNkBv zC$d_2e#WNE!LQ-{SI9{e`|DRez+j28^L$(^l}m>UVcJa$$mng}gk{HzPbv8dP36 zfMi%p)3Dt*_uHvZB1z})-8d&@k^iuzNL!-M0k#$#xm?#x9!c7Y0M3)-wQ1+U_|r@x z299%}c+854N(2lJAkddDzW^gGFdVe=%W3v8i*qP3NpC|iBnRl+G9M=<4d=Ux38)@Z z+)B=5%KS7H4f)yo#O|Bke3er)$_y&1?jS-;=zDD&JUza0e@GjN8K_8;j+SmX`m5t_9Q zX4Ts13OTk{L;1~bTA?%=(R?qHu%p6*EY`!M-z5!z_Hc~cFJ?OnYq)`>21T57ctYj~ z?_690E#t2jO#W4q?##ObJBv+%RwZoTWYF||3-9T=&4`kqW$=`tdNWYrVzgC_;@lEm z_IZWb%aExMee7ZbS9f?f_Hd-KsUv4!vU8TCfi57ZhDbzM#yiuVGN_8MoQPw(NTa&Z zF`NtV7Xmgnx>2w21gmxSoscU2qIDtrNl$Y%I`gSXRYX{blPZm9xvK$NscnU?@zQ~v z%;R&6O^Ww^uY138Rs+gFA5WEBoRvz-ZK=7nyUNq94my?EPLT!TSqAjiA`;JGaLL9&u69Xs9Q%*_O;yhCXn8RCcn&%KV`&g?xJ0~A8B z-y&lvNNf`2okg&g+}5a{DZM~%v=)sFF0OMO1MM3Z9*>lwP#|4NC-ArJQsf8v$j}v% zs>croOENcNB{q@xJRC;L0mj>SE4r6+BY|I-7FTo^G~^k@aed zQu;M*0xjW$**xZDguP#a2Tn}i?^1qUVl!Bd7Qz=Af`JmEEkE(W(Q<1^Zn;FBpV2#^ zRHU4!P+(op%!hy~NGU??rQP{IfLW+vRjZk&FWWc5vNVg&Ysufb@K8##7>No7jBO87 zC8#cRgW!j_y6i;nb~)fM%_K>6bChh9C?Sj#YvAB!Kaaw)a{MI~JNSeHmjE)AE2>}WbZ3* zm@y`sn+tye<)0-hv}j7@a~N_#E^}iaBG1S!*7WX|;gNZY1jDutqY*WInHCWrQ_>H*duKV&>sbS+pGs{U# zazyv$`?1pQ_IOMum>i>bdQJ&xnhaM5RWo1WQ^Hx2)89?MF;65eGdKc~9AD0z@VwY9 zWVBH+;ec{~4{0u9i>C_N|Ju)LGPj{gWA#1jKY+_}k!W9fnYA`MwQdiFuckg}h4jHN ziejiq%HhbcZuF|g1+FTSb!{4mFmaf#z zJtloF_$^>*DJFn#-p|dzM@D)e$Z^DaYf>66l%EQTA1Lv6LnXdCbdcMwV_5seZbBi< zX+1Sy+|6g(rT;LQi5^~Uv6gJMV<~f z=t9i^TxvUQpFM~{3}mLcBq&cTHhas=DOf<+%-ymqdfigzY1Wd;lN0QnMaCUsLuxTp zf?X(5VJ7HRGFo#GG+?*lZS~KWdy(=xCip)VP5X``Bfbx(7?kze#yjqYhX-ST^}0C* zi`B&@yY6|143zrmsJ8n?h{5JK^}kl9Y?>xPO()TL_7OEc<>YpHM<3%M}`yL94FNsdd_?1H9A zFU_F=VMfG>ir$9N++6JpQq%OphpqX9+76H$!v6q}P0Tr=)}6&5{Gly%RQA{4(8Z2R zMHe%GT9h;Degi#y_w9YLo^6xj)3S5HyPQA1ZFU{Oe~2MwF^VkpUc?HoZ{U&zgZ=oa zZ~l!w2lsU+s7t*0q=Nb0-{h{rTV0zxs5ym^^PLkT_HEuE&-Wt1PLky88d03L&ERXT zDW|c+i%V_VKN+FQsYxQ=o98DPlk~^1C>x}6=rz)r({vqdls#QYuc=T94sPV9EzKbYhC}yUVNk?>7j?u)Sn!;sFT_4>iZ)CMaKDN=m(Z1W#a=n8|fs>Dv2WWSe zg1iM1F{Jx>k`cw-McRvWM{cOT893Buce>j@mvzQjn=F9vMxP`sJ>NNaMZmj`bFu`a zWT%nAJp1_>a=`Yz9`eor&xQB4|DrR`?*_yj1N#L|HR>$nS`?c4s<1Tum};GJ0Mix1 z`?x^oe_zi)%nN_l$*j!!kp!Snv)AGR_GOYj7-vPGEPU?!#puzBLh6zRnLd><(Q|gn zu=`Fp)V#Q3TZr5y!AInn&kI!vD};F4%2H@u(-%=7w_W)h3FYB9{&i3K{MA$H@KwqF zk#uGNi>Lx-Y4&cJtr2eI$YSfRB^~mQ4+2%J^eH;jR$W>Go4ZlB)Xnv|XIac1h+ z0j?TzaDM;*@2YHNbTd>iAe7`Hp3V`>kKdBN5o}|JE;PQ$ zLIip1+I0vj1f-=4R1H2S;pF)dORg}6ns{t8EgwaEg|Pf|FN5R#!Gm{T5+#$p@Z`cb z93<~Z2cj)|pC*NVsKfqkxjov?X+{Lmo}1-{iZ?abk9DzhZ%x02;~SdhP6&JfpFPf@ z(>>&O+|UzPG#YSr2|D$zXx9y~Z-Ng)_F7&=k}%P&Ak9!C2@bECL53rF6D+ibjC%TG z$beTF5VanU*-eRsVjo zuX2loAg^D9%ggLjlJy4gMGMU*)mW%#)e8q4D1;`zjz1P^G zg>g|LvE!g^Y{{$J_bV#3Dt_YKKRHP=4OM{#`#C(D%c?hL8OABCBrt>!*0y$ zOt+1yKLYRTKYf%YVVbon=&$4IhU$MoV|+sDVffq#ZRF-3`*+9R?kf z9yz+ZLl96vy1PM28kAJ5=iU2l=WOTRhda*wkKc9SV{K|<&QmqqEUWz%Bm=-*ppr?oU0I{Iwcqv4aq3)d;a$LjPcmn|axvH8a#gPyffI z`1$xVdjr6NYHMPX?WULq3dRpNcy{{Y|9 zG~4Z2I@U)6O+Tux6$K3YSh4#CtUo6bm&4FPKaF7_3LSdr|*+(<5gOzY9ENR`SA}>2lN!gQu5m7Y2&6=rb zAqR71g;?08RsvoW5D_-24(lw#-7|in=ihWF>S3EE{s#z6O`Ii+45$$jwn8EmiSC zqMApmNn?Hib&T{upaB;1n191i9H*I2fMGhM&^V-_p5KWS3dZzy=!66H`Ffh`81?o2 zB#qA}vHf??GAfnXvs><)N;)iQ5!X^Y8}>j%mYvO-foET|oXj13Yg>I% zitp-=8pCH=+tH5&saUunwQc6T4pZ};UvwlIo{ERGn^wji5PKd#K9|Tv)^2~I}Npg!V0On^`tG151?K+(f=&?n>x^Z`DBmk|yX;wZz6=5kYRQn;q)Rs0@Ock-a zDpu__TWeWX`e*?-WauD1O-kRnpUNU$iZVF17Cdc6y!DowW>lq3r*gV&%+~HKoZAAY zw!SAGJE(Gv+xweursx_Po!#yUZ8&1MyT^ZKutT6zopZQ0^u4T_&DdMg05k|t-b?za^?%94`H~iu^&(vyM{=%ke;@jTKqpo5Q!7ns^=F}7WPEx} zd%Ez}k_Z1#FX>2|s{8!=bVd_3+$YeuBllZ_&*jD}YMr|wV`A#lYeV^+uI>VYPwd$I zq6}>qTFq-s853hicd(b;5FS~}Q`RBL!MMc~&3cHZpMI*SMSn6%;b7*;O{$@%CbkO5s~@t4 zhIFKwqzxF+WBZp7Q+`nfO)_qZigX2Md@qYI zaiUhWHVf4j4%1;SjFAaXdx_TZXaquuI}gO--FPRyCrOS z2wWE}w-zZ>r4pxQeY#I&vY%wvf6`&LVcPFQX&)r}F{4u*8%58}%KbTA+F)h;$oVVh z$k&Y4A~OMz{TZ#C8jedI%v+JdLh4ZUO`N;IOIHyk9n2+xn*x2bA&`ZER^qrhi|5L- z0&)sIn*CjnLa)$C$NHp(G``g6LTN0Ew{Xy_yt!`)sZq#ECzJE&C2XJ6R;1A;sw!03 z$iM|37KPRbs7=iycyc)Q{=Zc7Ax=d6wWuM*Ib=7y>vwyjycayv`jb8zj>&<~rCHEN zT}%hVmRxuym}jH=PrDjPhzwHD%b`%7MHu64cxI+feZQES6Qe~%a!>uM{YNpMoLbN{ z{KSJr{N&5_xhgkiO#_d!LNk2*eNXbD7WpRIj`=rAZS{4*1w~O(VdHR3y9ATcW^CL& zAoIEFrg{SIWNxOt!?NVD;AVXaKMt0MeEHtqck}L8;YrAk2D@qohK!s3NzrQlLbyw6Y!9yXGv{9`SyiQ9X7O=1 z6q9o>uj;aTIKuCEHt=3Nb%we)C$uRq3yF5)A73{#5HQHHOamXoU(7ULl!rYPKa!5O z*GMG86Pr7&$Ej!o#*EV671Iy91r@s)2S#`wrsW&yDYrhX`$~AL9Gf%j)sLcs>mX`?#yIa#6>_vMTt} za%L`$Gr8a#mB~WzHCBtBk?!uH#(J!Lv>;sg3Sz<;vYsWR4xBS!U*A@;&gKD8m!JHy z=T-B_NX&W=V{>|(qKm}0Sz>9w`I_S;30gpBEm~O$YngTni~YOLauc_E$_xIUi%3No-bOqSa6y`h(4EyeOthoW!Ub^_#6EV{Ae+YNJN`gONv? zB#~%pM@6ZL%L+sD{8yHM0n3^5vHQkx%%(lIDi!Yuel2L?vi_>vrgOzE>hHu>XI7Xj zBBIlFmSwu!_>}{rFhlXZMD0ScFL><<$zM$DuB&c{Ys|UhleGs@2R2nDTz657(RW>cL4}dWAjC`(1oPN~bGnlm| zFyXK>ZJY&jYYx(}f?GH%T_38kTw5dMC792sZIHy&XfTJIFstP5QEDQCv$xdTOR?vC z?EPu~0amG6w;qMQ=0lE4suv8yQo#1_8|=?~WwQCmAxiEfyxkPy<91tUydA2!%@PDv zGLG!iD=?tm<534XYRz)D1sG}MPV?=@^VhC3NI&JrfBa@We!=jL8|KunsTt05zT3JsT>ZR#@I>GDhld7|lcdQZk2Rt!99(#-XHO1ECgWnx+ zt`7>EaMxDoSNX%kfMI2sQnA!&A()gC67UJNlfks2mC`W$=F)}liPYbbi-V00RrYwy zjAy|qO_Lil`q_^R3tf04iHVuo&!au)i`~sc(Hirxm`3eU`-BDn)8)U8<)~@jLh1hi z<}T+^3*jn~gm@qGujtTdx5gj}Wbh-%0 z&%(1U$Ul2gG0tIj2P?r-J@BdP8*YS0#rt>wa74b*0B2+B%A^pfsSVX(H2L1Is%2vI zs=UnZHNQoyBxL{*MM`amwatUPx3i^cTg%%@9X+?BzH$J%s84 z#M7rPv2zg?SjlKAQ^p3ez6hO*AeZ>ZzEWRW5=Vb&FwWVa#uSn0?HZmn&Xs=J+twj} zoUh+lDl91%X#WNuuR@qPGXGUcH&_p>U`)qz4eh|dP;r3n#%8bEEBWlU=8sUWF?TTSp#9D8mo0xZf(D zHvx&NlH;5^ISf0>lPQJX#Sd8d9+W=|@>aR)2^C@UWbdPa@dKj`s(_at02TYm#8^x* zxl2p|jg&+AZVP@3JzZ@_guA`)y!*#7&%z8KS~%HdcSG=1gw$Asu_Xpzqs1du8=g%`jPM@b_`rx{?)UQ&{UxCL z<@e=lfKwEj4!}~?fO9?KvIcs8Ag{X$I&sE&`Y(JTo2NAGzG8s+WNef>!oo&Cg*i+= zu-nR(;&necWjkH zHo`yC%ci=_!tB%k~+K+r`Bv-3>Coh`G75q|&#HR&r+aE!y4ib)TxCUNoq5|fKtB@__E zd{Qo}Nd?sV8=)h6*4GvxG;P|aWAMDsAOV=`w>F2{>0Hj{&s;tF)(l{#i%{Wg06b;8 zFT)Tkk$k-W`~mHbC@2W_VR7P(0rKG15I`d zXSy_@ydDhZw+RJK?*xBQY5o+a-6Mb++mt*tW8wJ3;E4P|K30+}o`2uO_%orxaxFO0 z5pBmYep^;F)2`L_x9o6fr`J$(aO`%3W;Qv1(TgL6deaqk zvcR1yk(3t|G27?;miV6Ei{xkM{<&eY>M`1yQ;>A#W7(-ylNZENDVt`diIFG@jrdsn z>PyXd-3jeCs+&oo+I9X<-+sS_sINv1U9}O=>|7eBlRW=*XxtdQIv^GJq19^3QULr6 zyHk>SS5Lqw6gAjrY3B<98T8MIGZf@|Jmi3#+isfasm&00Sp&ke6)r9xuF7mAgu*@9{{m`zYo z3Y88ExTy#NQf+sGw0ZP?QJ~=z-ydE~B9*2+B+4U#!|^Uc)w}^Uo0L= z`*t1^MR1i3rP5wGQ!-?!Z5EPxFvSeCb*+`kdW2zhlzxn5e4Va9AIG~a3s)9ExZ!UJ zO^L`?#J=24{S&oh;7b|AlmF+SLriNOCP6Pln8k65SXp}1OO30g9e!HaBwLcsyPd}R z)tlJ3FN1fjJVnFM?^L+!T`pk3abxXgju~>GQ zESfgbpU*qA^KGVcmr}-~JH3jAQL44&LiFvljGs2=t6c1S%=+z=UL1x*o_T7vfj!Gz zCkOiSuD7x6-8V3VEA(3I3 zuPc&GQ$U#b@pr#$hB!c>)YAKh+C~`LK_jFn*5QV$2S*F>^{rHH`rdMeAZra?bup22 z{QIs%GF-T*k-%NBL*7){4Pu7a(t{za;`Sh2s1JX8Y3X6ZVLO_bYbxHLCzsjev-L_r! zz!)VvC2fvy>H2Hko|fbeiSG^+;)YbIW4n0@dXU%>-}1f?VXfd#TwiYYkdh8g%HJ1} zmbUFSokbrWI;|Ow+q;x+vx9jL#7uzT3N2j~MXi0v0bT@pK0zbYk^ZCmU2P(v2L6bO zoe{goi0U|qvxAMNxji&{3jx2;Ko%G_g1b^f}hDjf0nl-*3D;eZTIwGnAsG{TXE-$=H z)K%)qw4-}r2KP67`HZcwGB(`Ql4MCzfW$|Q+aV`cxTOywQGq{{Nn9vd0eYdWW&}cT z7{|TMDLZp5oh&$kjf5f%6jD>=pA`CN4i*C0=0INyl4?iWj*WI7IAU)q)?&1bv#>I{ z9^t{vIPhfh@fl$lC8e{j355gC)qY9Ot#x2hM&jQ^oj=#j8G>};FtM5%tBSwv!nHuY zk-hhfuTQLc6HUa7vcnm1`+HxZzdvg z9>Z^xl|L%EixWOn4&_Zc6(2@v!4vD~G0Kl=A?Bx3E2nhP{%`Yk+64l{k*D?;tdUUEMh>mlCC%X8VW+i6#Ua*PHFvZ42n`noh{%EDiR+WPvH+*| zjAn9WD|PEQE{rn@XT~-E80t>MWj>nF$P||ACwzV;0sgLOJdqYNg9m~(a3AUTMeMZM zLccvd4Cc(I80!rRHD_3wHMR?zg}=1!dejrM2>w4t-J)B|8_{Q z4L;mvieg(a53dhq`+;qQDZNP9vS^a*;D5K=gRyGP<`8tI2{4mC6P4}nmIx!>@nQqD zV-L-@5?(c5reu)sltyr88Q!F-%0doP>ogO}gx|y%)PhShPdy7cdJy8I6V} z5$P(S@4hUgD|R=yFKmx8xzRmgokGY$ma?0tgNaHylW|G8TRpD6#+Vu=;~%9P2N=5V z-42XmuA#Dzk<%9wh?~Naj9c_&FA!%rF7_zvOq96tW>`Gd>u^h4e5~51Y|@*WW?yuG4Nk_W4?!;n%SF_RO`d?L28a4}2x(5cTZ zLyR$znm;dmzO>tyDpu~UMF3c?j7|Rdmu9aOCdqu37oJv1grl3xpBpu7{Hu1BW0c93 zYs_k-^KNsvZ_&Ej=Dp8jT%XRnAEE7m>R#9}&oOFa-Lp=kU&(nKFS0J;qR@vj+I|mx zrgnVoFe&6n*2AAG=PSlZW_ejxMq`lCq;Zjakw+^p622~iy6KcXYf9Yj6g58+7vbdU zXP-Ae!VX0?gg%Rp7S<~Xs&@*1eO7C#DU!?WbHutgOC`w$aanD0c+EUG(x`%C;)6W7 z&(?&maO-}}bZ;$8#Ec}lBWjCiC>4=WvZjM>tQ5*#Ti^NtM|X z*7ZFaacAW|-xn}8+LLEhqA09QFWg*K``$8n@5p(>d zhv6!&)@rL8y_Z>iZ=^xGB_D}%zJalSOiS@8DZnON-4yJB_@`f}h#3N_hY51ub&8nW zLuW5dx}N|KqR?%0LrT90M`$&<`jeYG)_dBBIa20K@#^xsJcYLBQVn^kF4 z*QPl~Bp%V7>AVCKVC$ytMvL_CymB3FELFs<@}B+apLwYKsA+53%E0_j2Xl0qWhiGt zS9(-iTz-h)5C&ei8wqCmJ$Y%%nRz?pg8mUfTHtp1ZbHUrV?GshYyk}h9f_o#!dxE+u+yZvs@LD3KX0t9bmf*D~n!Y7+#eBBWZSiGbq9Y^iNUawZ4q8 z>7H8-TJkao$mf}KI;|&~H7MBE@aEd=n2yO_e}AwQ6lO>W=w>3lT4r2#?6Y>txWCk?uO1?sP-&@7+Tzw0P$OWui#6?r zM}o7qGMyjw_&eu2XqNrs8<~i|1jJvtWdI%Cvyox20<2F+`Bj47##p4mL{0RfG!J!Q zF%{F$G$e2sAPsd)B`^3ffjJpfg7>epC!D8|#3%YwWeT%ZSRuC27I{NPIt z2S9iS%i+SQRr!S8T*d&Vz>-Ks%=%cW7$J?m;Kn%Elurx_Q|)m>l4*CAFe;}FcmQr2J=Og@MG zdnBUe*YJd`@f*U!bY)+e4AN|IyglBZ)| zx-h3`{@*QcNbC_|`Ge%JS~eHm`?nRsDIW-)b|Hn6%8r_xzf+DBf?6~p5^vsg?1vo} zv@n^@DpOznBWRBghK!|UVIF)^WQ?pX(LP=Izx5c`Qnrb{d}l~irehUw6+YwpokzzM z2Gk(LaIACwu4zd-=H;y%Ps;yXZpvFhJ7e*dcFoSR;msM7HkG_HPt!?OGg!ykI`gy-4)+oxPJ)E$lZsdhP9uUy7{`44CwX-zSH z{=LRU+}zg=n)RWL6?N zBiQJaXZ^P3@M&%I0)J>j3Zf`4Hg@4}U{K5hsF=U@IJRHVlQh?Rw? zbTORt{}=D{!vG1)E;Po^hY`_d=z!Y7`S?VUm;rg9uL}Wg;(`t+hTBgSGmXY#{B*B) zZdif|{mOO7p33R`T2@WwG6O90U@t_WJ$;k`QmG8i6~%ZuT72FAZx#5c@Kl8=_#t3~ znDz8>jG8o@CKW?0Kw;Leu^0W|n*Sd|bNgVZ-+n4)TC&wlm_hX{2ND*7!F^NdrsEF_ zQEFp@rU5!D?FFKS&FNqC$YTQ}(mqs`JTwt4HGS)qOFt!VwNPmN_jMDm^L6Y^^A?lvC`S*m`LL8= zT6t$e)dsEz8--@X%|DCzzz$Fp;u?w!f3*ItU7^Ssj?Ws@;jBhp@{}PFxa40SMB0O< zY1~B|kG==R-j|KJB`v_cCzlL3L6IWF<{gF{_|!Q~Gr${;8gZ0q?9t^%-bI=jQ9k z!8fD%MFDWCAZ?_qo0z8>nV~$-M~IK)I|>i_dng(!xGHs=en3>z-SA2?h#@Gd!_O0( zQ`_bj8EVY8H<=f3P2Dj);c59fT*|l;?-sz`TK*o zxnTCl+b(2%K%elFH$R)Ly2K3sxKt`>_0PQK!yo&!YG!`kIS*Z1;Oz!5;mskj$0WZ3*G_A_(-Jhn{1+=%vcNwyEmYupyu~9+-A$Z8K zkXuN8GQ^DWnU+-uG7{rneqGx)q&JvX&Z_0QeWB+v(PpM)CQ0Qv_Dy$FUhEc>X|v^+ znz()0hB890n3S3(Fw))QR`x{Vbvgfl)H}JQ{dH*~7i#4iImvF3b#5jbl~n8ssGHvb zL}xH!0{temCDa8;T_-S^<@_Uoh={^FDAu+bgVRlf!9fH3Jq4t?pADlVYdr8&k-V#U zx+~i3T&`@lo($39fN>P*2Xa+dc7X%sI+!mM2Cvu|6F`35u0xJ)PqN8ETsVn@vB{CM zL0yVRICMPp+)Xy=kBL7_*mjAIs`A`5Dn6c8?* zR#p=rd=E;>cxC`(1ZTV;y_;v3IHZ*BX(~?)r_7ffcqnQHr~!qlYr8kHeCM1{CuT%V z50HQ{UeMsZhCa-NS?v?dukfgdf>Yu)_~kc-EEQ9F+xKyP$pB&)|sxWUvf%Ri@RVvE(s#plg^j3nF$0|J$jK zMdf(B{v->mJclrfC)M@Pi=s5qSL&$tRe!8iL4O5U)c-R{u?}`q02>>YZy3msD|agH zX;<=;%R{raZ<{6D0Q_=CLJXKlBe*^bU1$TQZfUwbyGqd0f|+e}cYo~eOlrcacl*N` z>*Z(S>p(BjKMP*Ev7Cm^rVi6~pPH>HI=rd@q@kl(qPlnW(F#6F0~Hj35%t~#yXCv6pJv_zm=KnDuPF?-H!WH_@gMObTR7sv?;YOX=( z3ULc1lFBRMx^HfY^)2v!yNNN)68o)-|MjyUdMf?8ocw z`hTXb=(t;i6Pc^-`ZvB)NaFtfwhTqJESBW=(GnTWZQ_Iea;@IHTCV$dexX?hoPxT=^eD8Z;FTY)e$0)L zoGei5sf12XO7jV-$ksY$Rx;Xyc~3Nr=_sNK@c>4zRAyc7H;^&Bk}w7}8)6UdtToEu2yFNAdCjV{XLg!ot{r+z{rY`TFpD{oQ zYo%E3*2wKdc{u5J9pBdr(oE`!Fagfn(_NEG%DIys`0P`AwEs1~^=&kBp>)Mirx2Zr zS?%u6U9S0DEn$pCI6o9=r;<5_ zV1r2F)jTny(QPHW;e5tC!oL_TULEI9&iUd3Ik>X_@?tV07OJPBJ4}o1_x$;_*&qTt zY80!L4dM9l2~!BmGWAgFBxyDWFls5NL6$Jkq@2sA-FK&hAWC35hl{*R(zDzLIf%xK z3_^uS$dJ1B$(~P&PV)^$_1Ct3#3>J=s2jHcgHxNHEm9)_JEDF49n=Y9%vQ{G#BhW9oA;lC> zThbqx$OH&Q+6u%yDvO3m)86gp{gJ$@EMo~CT|v`#@71Mw)xeWx4sMFH%`Rj#Fk-sH zdr#t!`{+8HJCdQ0u*b&p5xvsjKr*=EbG(%Xcl@E|9`l?*7N(%Oj1{V__;28it1C9b*(cNy~>l!)oO#pj!iLcE|8|_(oFlkM-7!^x<`!Ji+k#13FptE%x;mFd}etX^& z*i)jvA!f`|wNY`X)ZnAB^FSgALkZHH8T{O5+&Nq0HwR~(xAsD%9xIM2=aMn7`sH+B z>d=*u#OOrvcVd@Kw~>hzA$-5I0Wo7P)w3o~;+W`cETN0Cl12<5@O+aoyU-dL#zO2b zRj_4@#{G%uQHHCIHA-lSNq=gaW`n`03Zv&@cxtqabqP@ssQ&xf0@w6c*}@DrrPr4p{nU1> zBt^?3>L(cNOazjQqTEBE-WX3- z%Vk*nIU8%JNy4)ZNuGs@Y-Dp*i z{vjda%I2z9P8l;FMjQO;~9TsEtdhbKGa8m zx~hrWC{f;P4`ml=ti7gvBFW8sH?_vJ>V%We;U3@5v$RUv$WhtB z%j^u2*bQQK-bTTx0+>(wal^@)sRoZ_AqoK5nqGZ*n>-9>S@?<%p$i+ut8^yYO^QOz z=?9W2M5>4BPacE30RQ|C1=67X06dUfJ5fV0h9(2JWDY)at=AP$qc$KiOlOWo94=zz zFJQrh)s#6ZRlp0G%(t3=;^d51pOS#IjV~B{i<#131etf06s~%Bt~UMU*n$WqBhRKO zf;+Jab{(MPXosWg<8P_&xPB3^v`I62jde*-g}ITfUr~c$o5dvC?rTW@nCuHRckG;f z=LAW{+VideIvGRy0XZvI`xm^-v+}Csrz;eFBOe{Tz3q=*nB71Bs`CJmY@%ve7R%;#VFeri&4Kr{|dsKrAuMmVpFp<|UFbWqKaZzT@@ zTo%(1l8bHB@?ka@8!N|+hdSm|eWk*{wSMa&b|Mxq#b&+^pU`VwpdZpqfwZKI_ynW! zPGk^zt&9SX~zi;8!U(hoy+W<#M_kFd)k}e4qja)mhgX)t6{iC+ou8d3Lj>{X4 z8;=d*LaU(eS-JZ;!5VgVy6>cYA)gZd(AQaQziwUldiCTz?^fEZ8Q`lJmX~J)`cB<@ z8ihGIA(+Qz8VA%}5`et(A_=CLgd6tsd9`ofv)urH876rRu1H-jOwbKo$hjMA?1qph zJkxsB&*k~pSk#XWObPvv!LY{|lGA`DZRo7!ht29v8;e08<9ZZm zZNIeK+z4ioZgP;mKQR`PN;}cQEZc^j%~WdxZB&W09@ZQ#2R&_Xk)%?FhQ~?6X18my zHeYco3>&;&zOTLNuO2peu3Ta=Wi9ffav&|{)s5EtH?@i&o9q+|Jp!K*JZ9cN{l%sV zegazS8)Vmrw*=Ke09km5t5R9lsp%v;UKjLMBrUw_m+pi#%5pnzSV70rs={2 zg1w)f`HaV=5RyuQKh;m3cCNQ)koaAC3Gs|>KkoH96;L>p?=e(gDTZ_mW@k7stx=*n zL-Nf=If9nGi=Dm#&?2L6rJRut0|eF%HFK$Qp7E872;+6A!OUQdL*W1>WEM|YhVXdD z&ofARK0_SeRK%{xg)W(WWP{3F3qHSWYjI(7``>?K&Dgk@B7b2DpEbL}|fKBVh1q z3CJ29@mgzN{C7pjw0Uo*JUH6#u2zn2!*GdjrgTuVkyB9}qn+3lStjVMZCNMeBhzSQlZHGgK^i8b_HU z6J~AB3ErL2X&iqqSTh*Ps^nd&I))~c>XvwAL+Yo^@L_IIA@rG#{>;kCdoi~i&mc!| zlblz@Z>eb&o_k%nFNkow*LyFVx=WPqhKgJ`LnO8Hf3O_I>Z8DHyTi8umu<9!Uf){|x$y1uXlVh3{Mu;0@09?RaEAAiP&R`n+D z<@7=-DU>Cr@s;%W2}BTd2MwBp{)q9LAR`{l6O)%kZKfiY%PN}W}bw^+bN@82-J+pPID&JGX8W85wt~baI!rW zx$Yv2=M_pvK&15*xZB0+y!bWVhNSfTqdKYF#wwwsuQbIcEqFRZ_?)n`?2u;yk@C~; z6cL`SRS}+&udksr(sN{8e$!V&PM+hdgIcL9@^@?AYgvdOl8^bjCavObm~q41j&UT> zOI@$zRcR^D#{-`5(O(*IWQ<~Gr57sNGX+%GM7Ipou%jmr16V~0EAyN^hP!V;1kwh= zwFCTPjXIPwQj1(fy~*<5RP8E!P2g`%j*6HXnM7>po*CAjncUYrx641E%1Kb5M{vCp zK3DzT3R+4J9v0_OlAekNh=|`;vv=pzaO?SoqK!amPYgdGFmd4d#tSja$bhgAPC$sY zclnB9cc8m>Kk?c(SmurphklO?a3__QR03(n%TQB9hfWx0 zv6+csr9`?d>`L=lHo^80g?5u!kfOshIqoCp2X>`0U-tUn70z4%oQdB>_21=>abf?d zLVMPx%P#raL5#mnL+{Dqdf(_~f{)V5ecU;d;$~OHgfnJ6$9g4B(Un>f4Znc=V>Cih z)!(!`wA;fub-+ya`L=bao2WE&N0o&lFhh<0ePU8spJ2FU-=fjPjwEMZ$ctAjBW-zf zv*6@#!mO*H{MwtcW@e$t_JP5o(0*>cU{^kj4|n zT$__wFu=*#M}swN+ocx4u&@P1-e$A67^Qg5N>2_u4Q#c+GYPE z)LSD6;4{7A4ptcC&}c<{CRMxY6^3jDn=M%5!!O*%J*%Ek#f;mk=vy`HUKfE*59W%F z4T-~#Wy}m^RJT5^z(kQ_@fY3_g#2zJ3-2G!cmTDSeS_nZxU13Zn+xfxVQ0K&>LMa|!Lgn+`n zjEKk(m|yi3Tv*k>7ogjJR3s7wNF)-Hq1079f;9qg;6nT+9Ud?r5;{SVA$y>vG>S1+ zcp--;jr(?trxOxVNtqf-Bg9x{bSTH4YZufRV;4ABn|4!kUoY*P z6}%-AK^B0$sEgm}Z^ZSUIEtDtVt(uVX|1*kNflc%^y|6`k*loHr7fDeZGsz4$I^w# z;`kewk1{3G|Nd?0)gFkwtKY?}XSvopc&;-wkj)6kpEhf`CRn`Z>Ty0E}nJb-+TEXOsPd%WQ~Z#_urGs5gAHD}|Qr4(hBqD2qQjN+CB(c02h) zIH&!mNDX5qZUMQg3txzvrjjU~+=(oNuF>ut7})h4QZwa8b6-EAaT({sjW9Z0n_I|A zy#O&!<2rZ`Rc|As)7k+(h3(-v6UB*%`M0_<5##LrcaJ{{c+7ecwWM zkKnu$2r$F9UOlp(+Db^p7|#3s2H;>ZTYcDf;30B**~^DYNa1HR+aw4h8Ozao1xK*7 zr<2Xhf8v#_!P)}M;!Ec_U!s@iQ=jFbibk3*tMGTMRQ2bOC-v0SIo#eV^mQi&K|Fr9 zggRRDr<%S&jmi>fQKvf7snfeXypo&^nhyT~SZnUYU~la;+zY*Nmq%D;RVPw%Z zoPS;RLa$AK%u0MpWoH*1m^MszNqfSWMZaG?t-1mD#o%^m9SLMkQmJZFcdyt&C3h6K zK-16kRM^Lehxw_e{NsHH|MJ&Oa62>Iqr`2GpgcaTE!3a^RG$1iSNj4Tf#+ zXxFC9UOsRK#mJWzndiYK>*0>9yxfIA=3tg~fUaiJiXkZ@pZ+Oa{)!j4yNmq#$EQeq zDf#0|v4z9X)n^A$D37SIl%ko4{3Q@CUW2Wh>vS!X+DS<;R_E?)R_@`iWw#^=S6WAH zQBR4{28FF|rlmBgl>6Bz%R~!v#jD6xczpWcg6seeBOP^Rq8SxSWPT^rb1<{Ao$GwV zXQ;;<(Mq4=Wb8)=S;AW#gJkYQV8lt-vab%`VD_x*RnybEoKD7QP%;_eQGk7Cq~^+y zNTJWEf~cdCFHS<{JL{AWny}F+wy5^x*a`t|k5M3LXtKe2|5uC*J+_;NhsWp4PxsX@ zJoKPJq7lf6l_tO88w{#|;>(lE-4!#h@ib^K3rBSL7*5VbYb|C-=r7JK$}H$(N4|FL z2G2?9S~uVLzJ{na2XmLoqflDlXKM1kV>vMM3Hq@SO}GQ&8@qH@Jl`WUF%7*3w?~Yk zwPBDgT$&`KR#;0#$x(#+n|6Z^b-7VyARAX--HA4KjW*Wln0Gzd_0QF4&Jf`^5K%}| z@OKx|-A#ea-vtCeiizLwa#pZIUL+_BP1Buo{KJh%8Td6HDUF$*0sp+r6ne?y5cr3e z+?Vw}vWqyN=y&KV0Bn@IC)m?6FW%H=3%PfnOR(a&MS?gA=gmjW0X3~hKSDHjeG(T5 zUYH4hxu-}F(A`Lsdt4#l*PLOBBGS$##^@01H8HzPq>60yn&0@jN*3@;yMqlZ-@8km zV&>jRcTdL*QN&MPd&c%j2Z9xuBO-FJf&vFtMH`NRDgX;)#f8PXw}Dmmp-6?#t2f1V zZ#)lQ^M2mFQ3l3U@TLah=CGG&*Ziq=pg$@&qSV+%!{7&4t@pM{Pm1)-^kVO+t<3Fv z<(ZO=nemIsN7rhevd@TUi#ZX!jW~!;?cJUh8usYnSSOJ6QziG(O5EJ;<$Ysu zNO(6(`f~GWR|g4pxfA_S?>BAWy~rbvT*s%q=uQ@PG-CV~HxLjSw!kR8PB?ip&LHvs zdY5)Vz(ErB{dv7(z+*$Y&_VrA zRiNF|fT#53r5K95sOB_g3M~D9ZF&Zvy`Z{y4*R(Zxnqr|Oi*3+%QKagw(Y@P6s9TR z)&$`VQlbxhaxaGBE)(T77zB>EqOQ_fugrP!=WvHUG_;bYX8)kpy|0o1OR!W{hXeZQ zsK}hL##aPqm0%Fjx|gWsw~#mwUMifp0u|jCH}fhBxes+Ws?Wi%`F!BKPl#?CXU${( z@HHGWd7>5GbO`eKpcUC}wo>jJ-&97pOJ#9a4GZ!`03x*Q9v9-N0>#9rq7`gkULjxd zl7tgxETlz)7hz)TPZLRAyV^%W-8+emTYH}ie+1x=;8R1tew-AXqS@?+0^Oxj4anqA za6(3!>IYo*2e5r@+Qww8e;KRq{T}B^mS>-=Ta~`1gfo_|JU!rXVVpn$E}?z|R7EL?3{=Px&?Q7Zm8dc5TIVnTFdkxdQT^T4qyT+w773#*Rr`%C7N zVIICV$`&yh|04SUfGLukpHGHP*%w!%(?Jlp+?XVv3o~@7`Z?I5pzoLU8=*C)W4XKMG|5<=d!* zcR;q#AeM5LWf~!6O}5h%H6R5$lP}-mFnv5V&zn%f%9l*~Y3s?NkMq`DbEG9zOv&9f zlGsd9Mo-z@Cd=Cs6xG@L$NP&3%OvXv1V`{nm?0x&mD{Inbe?Q%y#E92Koh_F>&X1- zq$u|@h+&PL+oGt>XaaY-GGH(V-l36)Q`gd-EvAOx$0RSGLNS9~c7frDg^ASWXk{ul zYyjiCIhPfGM6 zT=IwIJ@dsxM42Ze9nD$;hKIu1o}GIY$SVCu%UVz2JB!xeJ?6~y0=gL|NRXD9N2fH@ zp4~=dnlKMgT9_F29uP}Ma&B10$BcKYiQ(NP4obV8`8AaWzF^hnj%k&x&+#bfS~K{U zNP&;~PV9FSkQWz5($eeg5x@h1%J!?q=FZVu%@M8_Av?FWE0`WJvwNbp@w0);an3z! zmel-OE_G<`B8;>^{G{kA+tWc&V=&fG}SznPQf zG5MIbb6o(_3`&po-H=KCwO^s8MWku5TFV1nyR415Te_cWNjqvba?T@bpSidJ$S3*K z&|Qm3WRMNThB*EoVO=|F8}MDWqkn8; zK_HEJ1oWzwnse%U{D#{wn9f))@YXe+ruG-UatsFfNFBY!YU#R##)i|%@|H4;s}8I= z>-p0t>@Dn?2+U-&E-*noY731j)jxj>pJZhqmIoWXs}@fd+=-#YB*x%!ds5u${{Y(d z%7_n}8}w7fBCcym6!9zF+OA@kiQ)e6{_yv%M&i=SJyK|)knNN1p6Y!oO3wFC)aUyl zS6Cs*X6SvZEuI@o>70$ue(`Q-B!b=ml1m)S%*uZ5cr|-KjqbG;l(9%vakSPlNd9X~ zk`PJhS1qqz3(S&szup3oB=`1;lSqNL4EohKSDn@}eo!%5cQ6H0ByYJJoSM!gBLk8N z?dwepb)@!|(>zyE?v78FclUkkMp&$E8axw}j+(^I&rfCBJnLLc+wLlQ7V;p9z%I^^jfEFWwdUI3GV?~YzKxGS=8BZCda4RlX z_nW?9(R0?Nj$pVU_BcJMs6sH{AFVZ|woSv!U`XczqzyZ%R78wU=?KX+U7t8UwG?DX zv4$AUM<_AeG(AY@MJoX$$LEePG6~71%Azt)AbQgrjDktP9cY=^*$#eD)Kvj8xd0L0 ztyz!nVC}*0RnV%hbLmr{P@CA`4|;|Iyf|Z!KX@-#6}o;eQQ|G>_$Q0WQv~B zRZ?6GU~noDNl;rD&uWyBjEvw8c&%8=QA(wYNTUE%P~q-;#sNX?NJ%_`Nc5=k3vwwW z1+w9zaq4RpE3>ol6mU!g<06Ox!NTHeB+)d@-4$yyy``4;? zIG^}JZ9zR8nD7>2G5zMW; ze5$<#Opq5Hu`a=a2YQhnAh>gnK~zM54m;C|2^1XXpIXVFEEaDpfN_&akQDQQO&J7& zbBY{)q=>=D#Q-)%lI)+HjlC9`u*QNm05*9wWu76lfr2Q1EyD0idR1Hqr&boA3}Bw3 zt0ZBVu>^(dS0+Yi5mG_8w+Ih44YZ1qm6Mb;acBe#3gCC3J^>5IJktUbAy7}XG~_W# zECZxaS8*hh)|!Ow$E7?o9=$sXKpZdtV?F5sEI^jeYSy%!tS+OJVB}!ddSW<6I~tl- zEWn<^sXYX2YFF_zYGVbr^~Y+(n3BnnjE?no(&b>YlX|N&bRBAYZ3j}-=2)SN%P07o zflV=)Xv$90(v-?bJa9TzhO40+C1KxqlFK1Eje4)Stoa}b7ULk@*i^^}4&S~=$mCPP zGk|0vLFbyQfb*y)3!ZA*%fAC73NR@#A_aT`bDYzZ?rsm^Lj~D@F^@_LqHQB3@q#G; z!y(^-I#5R7Gun_g;&5|P3}b0MDS+G%zz+3h*&+(&W0oIwpyhb#-lCL7<#X6~q%k*w z$C5MNpYo(xz$eg}W5fcFn=Ct1xF8H*4%F@lcG6T82cKF{0Z$GIW^n(q^tZs(9Q{9Fe>A)(a2i|Dxi=6>qC-c zBn*#QY%BvfB;EpRY-cbwhJo{2g zQs(d(M%81+JJk&xICgeN&kQ?NmA93L36Oniu-hM&7l5LMic�(rok;XlZv~dn=^B znsOAf8DAHRP=j=n1Q~vrN}$Jm)LuO)+XV=S;nt>P>+* zlib!uv!>lyTB(sk#>X3%n%}aDIdA0OBa#W=nwIw;VMvOCrH{&g3S=1?W07MWB3i`+ z=4H<2Kb2Sr5MXwsahy^#QP8~LHK$T5TSL}UN`S*8WUQEC!mY`v)NWqy&hs+M&=XC)@h$XPVMdn>e~5Zkdp|s$d(}-%8eKj1 z_T-uXZ-({j`LBh!n5;nL4A-fn289?9LGCNSt)`q^53+9a3C0$^o5PpCY12|N2$DV- zO#p0fPzfghcdkRk`jxfq!o>j(u?|S)x@*!_&BBhVb6$6A35U;SAhQy9Jt;AzsVoda zjw#>}#D&ikL@sBRg6onC8aQDuSwd;8?HKXY%571XbAC7cO%`{1IGbG(g58?KvGltdt8+YOBSne+6SrM0=pTgdTx%qs_{>Z8()Z7+C);=AG}B2tZ%Vf+J634QvH`TAZE;{FdX8&)4`U(ydPx6 z$jWy5*N#uCL2ag+Xl;RZA3Nr~qrmZ~@HL4a#HEktRDjg`EF-96^)#PmgZ_E`wK1g5 zC>RK%9V1cnqycf#pP#KTk)D(Yk}$!#*8{DbYqtRLUHS~L>^qv^HQ0-5mk*u^;O35? zQ4Bi_l6z1{M&yHz)DRc$f(YX^7#_IisWio5e9gxs{vCxUnLq#zpnCI2Sw~k<_|P;i z{`fp}sUQWI$m43SIrTLNo+H7LKpynds@gjkmQ?|I^GF$FyE_)a8SH8@826|SrEA(! z-%5$~TV-74m==lxFi9Dt355gFv)^2V3@Q`rnuWFU0V@jqDFLox9mal?){mZrhLt%`D62Mxr$zC^c#i2}}U)(4?KES2&c>`Kg|w)SLYF>-P$K4-LA*jb_oSZf zwC@uv>z)V%R9Ze#^ls{Dy4o@E1b8?H6co>3NzmA>;rqKqb3PosH(nsToRW6)p1@SL zcc%A7`!75$4RA4PSNdhm<&~_VM2BNBKYRQsAtiP@#yW!Q8qC;Y(MOPnJZIXrJ{jsh zL~~m)!WIJ+%B8cRZ#V+Pbta|oT(bWFZ#AGLOoxW5dmYnZXrl}JB$#ah4fs@gZ z>MAi2!6nJhV@u@@9{DTCaK0K8;hT4}k6bw8CqVt;f|wST$=F%b*pPLQ*cLA_%OvqndzYH$Gl z0DhvXYFBVtSjx8%huo)X`_Kgq3UCa{gdDLvR-}y5MCdXyI+N18_rQ%c&xqs#R#gO* zL%?sXcR$(*b9nlE$`m$Gk=)d+z{Jq6;*VXuvGZ0&4f3DqTRN<>Po>@3V+KUv;<-IP z!-q)m+^r;qfEhwhBhtI8xQy2CG*~PY)dA&x4lkx^_b^Q5WIuB~8oN9Dq?MzT;5I&C zTpiq`-=~;%FmhCm+}6GQ+xZH~g4pG%7#&5UiSAY~NdvW5mgYl$G;1IzqX2qVMwO_- z(8goHlNe?_s-CfOAlGf}l2Ea?%v(K85d)`z&g{)5&}!6iHgo0xr=|^NK|Q2^#VqJu zM(z%G4@$zD#mIFOghEmjI8J%0Ky`6Q(pCvi5QLzWa-+ilixJE z%DeE$-D{N9{9k{jc#sv5q=io)3~u}>pd0ZYM$)vGv`sn(SsAdveca=*{OgOowwFzD z9mx&2WMP5+Ro-~R#QJ8xq1(w6W*fC*kXN3cUX{)05owxWpz zhkdDMOpa6^m8qI_!-9qY8xWxRrA zwuVBGw?cTV2Uu+{z%Z7``CUe9X4>&uSjqd*o+-tpxFYSf>jGS}YfGKIw4=zPRxx14{Z4yZW5EmzsY1&b7bm4LV$tIA>T4p>I z2d-**fo{gz`!iZpz-45>H0%3IBO#5E1D<%rLYK_9={(Drz}gg5Yrr2-CK;K55wRW32xYBQZPQl+J9))HXzMgfB9ExW zTh%c7eiR-LBC6?7%45Kcs3*9faviB?U)m`5CS&KS{Gjx%F7xdw7CDG2Ju9@;Z{9QZ zc>4DuxhY2JiZLzEbJC(jnP39g9D~o&t$nG4kp@!u-~;JVzR|mAAx{LJwIERHiw`W# zfTOJ@G(LCS#y~I+LFrmrJ>8p}cn2O1cR*gU|NFAsHNn6c?gYv07 z0Z~O`70R{5j!2AQQmI8O&vq4AN}h|FzZjqG1)~aMQTxH`O=tx8de)8LZC9YQhr*V*2+2CGf1eb*qW(~ zx||LUd8?8tTtZ_C22b7xnp+5-8#{Z8pDm_7QTw+`DA4>Hz6WKpe1yVo3~0;GWcgktZi2q4P=Ov8RERz&wLe1jZ<$nnGs6 zV=4it-BqC%InO&uHC|;_DpZo*how7z`XPv~JF+Q(G$(SL<92wZC<|kq$C_olXz-bt z_Oc(l>sDS+?5qF`MW$6hl1qeOtK9okFiC>j&OPaJfiv>s4Sc6_<`cQ`F|PHm}$o3yBPI$S?Ka#QxP4iq>Kh2H%!vX_zFoW{2tg^!g z9M;iy1}eD=$?54$Ck$AV^rn(ePALflb5?;G5own*shFn319nNr4pipN&fbSB5lYAc6|;1x!x#j{|IDf-%R|sfio8&OItrau*Cv)6mq| z2hS8wosE&(*1cQ7SRMzo&-c&suO4MFtFR;!(2Di%1RVGV&;9oPbw~^^9l;#>xLFP) z+Aw{qj)*b`B=9<#?7VVRc!_hs@`qaFZe~-qDAZu}G^7Jg10HEr@Yx2G#kD!XBfV1& z20`!ZQ)`IRNk=5$=9T44bm!KqBK*TA0-O$KQH-y8n+$kjTRGrV$-!1Hw|4}N)fB0T z0M0Yt+JeZAV+6MyO#&sJB}bK`V0QFj{VJgO)Dh`cqr`4Af<4VvBbIeI0PrYGW6-iN z3kN^}AM?JGj<(?rL@CRzJ7#zFg3pFz zO*y%^ViXMZ#S8@!u?GN}nqe}o2t2J;idIG=p0#yaNpZNG0gTev8Ka?SO>ts%8|j!^ zqhVtmT>1+14R2YC!`d`*#~Q5i$Am+{TJu=7d)o=3RejM!a*Nm+Zl|o>Yj?)(?SVZN z2LM%F0Lkwj=0kHfT4y~?RFIQ{AtaweS035biaB0Zv%w)49!NDHBaO+qMtx{cOdOv| zU}CxF1GuT8kwMOJp0vb;%f@hWGwV+UiUuPYsP0@aIXkgPuEheeBzw_dCXdSz$a)db zR7lOdl6XJPlL{?_fb}@rK-?1pf$2aJ2MVeK9mlz;x04<^Wb$f}7}=AOJJZ%e1`pj7 ztOUGgE6=q%AdF=0r~~D=I6l-D8?%!|hDgUJt})(_Z3_6tan#ZlU8E6^Y7j{2Rc!$d zycx=;@;qm)Q!)c`W9T;VR&3j4+->M+ zK=vOM4tQfs$r~mKzyu&*d(wQfkwk&20 z2>EKVNMzq3U~)KG2E=3B@%5^@jO8s1P_QM3V_4_=M^TO5-rySoN*_7gmze)=Pghd1`ln#*zcl zuI?^=!t%^QDycapxNAU4TuMkHLP#LiW&XdZc#dVX^E|s@_m?=$YTHHRTDlws1Bz^D znh@Jpp4A~L81Ik<`qM4QDUd-2rYi$q4s}=ABO>h`4Q7_6jp%RXIn2s=^`~q;xgMgp znFNvT0%s)lHQYckYZiL#9R3vA2*^OEJ!>jLV%Bm=&tfZF4r?Ohs_JG(I8olF;L1AH zjN;^9;LRB02eoro0vWE>U<_m)fLB4N>vE*dv9a=f2YSJlLia_s?Nd@@$`?8Fhyan? zidgI-kxMh>vA{JUxK&~R;g2;N$_8*qt3oNt?;`-`h2sODrYi0|YC^ckPIK2Z^tNVf zDI9v5vD`?loNUoQhBh9V#~^ z8v~^$$Qb=bDD&>m-M3NoYO|kOK}ZVOyKcz7ywG5} zJekxFKq}1?45rq4i?cL$Xt9o1w-x33uBS8jsM<#+YYbbos85s&u8F{7NDOqXdfuOwDN=vt7Fw~|0%fsiR@S zChjxr2&(Pky%isul1H$lE0_@YYg52qkPlXBm;Mn;=|}G-M8~66#GWzITn&pmk5IK; z{AXks;?hRPs+s_-o)BQ!dy$jW)r9bz1D2VI9mQ3D9DLuq)0pGetyX^<-yijQa*X=W z2IPJhumgo=tC47SD20B;g-2pK*BdX5HK$*aBuw8mWynyOTTY<;>r-dMpdNn=$G5;({|yy{MBXiT>)CCj-d z)c2%|qZ`PufL%<`$l(ZFD;}AucaTef5wuW>(NVz$tk_T~IhlO=gd_NGF=gavTn?35E1ANL^a5E zmhuio08Z|)uvg%>N>VUzcs_=?E6s9w^&ug`fPPdb0U!3t;tv9r`g&BW00l{{7O8v?x2*HMlq^Pb_BM>*?TLhk9< zNgcy&Bi4`|hfbsqsisRba75C}AXHJwHOEPJbt{n5Fvp>%TtO&=6C*m2#!nSNb7Nk- zUm_uIFd{*dgIu||nmd7+3jlaIq>j|EBke?U_jA&pcL7vKjHv+ggGqsANp5atNamfE z6Zf!dqtoZp>@CD*ZTm)dS0NmkUQSQFOp<`Srd0PdkR6)pc21;;)MM7GzPDr!0~78m znM6lFcaGfEfo`Bx3g+O~>I*0F%Cpib}Ko)d~<+j!0ng=LI=ng8*qc!EWq_+y?Shnng-@RhMlAT`BI)em5`nan!BdU44O)@ zI{;n@?^wE}>5d>(ir{08wO~zcs2g2wC?+NMak{SfxhILO=x%_3cvP2A!qTq((M<%)K*K;kk}^_J+fe!Jrq=@1rM=A4Y*I=7B2Q}5gTohh;Fz6A&r#a5;<#w%-Xtib zb~W1gU`sp&ZHN#I<%@F0w1^`DPY3EcboTckq?=eC4^ORX-1uVt_7t4lpxklZwsjHka?^NYpeZ9mdY!wo12`rIQObxXxaEuQ+MT?m3x2VWIbuRmYJq$#zB|z z*Vopjym;)Sx3#vs%!)B1qh~eG>hd(#cxjBNoy`aVOcKOCVyt_bfrDEzNi28-^&Ke@ z(HCm~eJRg7O9+gy*m~r1ij=_Uw8WkqOp?PQVEnyJZQ8hY1>lWI>0Dl$ewt*ZqJ+o@ z#u)V->qvO2Sja1ArMm*vNr7Wg8*iio7%WNRsN6NkO}4}?Pg7Mcd_t1kxpg6!QTc5z)Q~~^wrfr7kitBb3~`;<{&bkpUQ35~b`>GMy{T<&Jk}2( zQ5fn;rUNGchBaDDPKp^q(nXk}@%lht`;xm>MK(6x_$TrmGZv=rTPCr@Uin zAdHjJn1JkOErE`dm=n;P%jue7`CUt3k3&-;AebzGuN+eBK_Csvk6Md>`3lac7zEfluX+LU zk#^;QJ$)&R!*MHsJ*s4X-LM@S@sv&PU4C8>1}4wg*pI09F8?QOBvM$i@^C^`|}; z9OZ{mQM2b9el#@N#>*80}?y&M*c+>0%BA-Dsl+pH4r#%IQmk%uIw&& z6wb5(A#iv(rBRWS)3~V5QBnYL=|ciXDo2*2g1(h8jv}a4NMrZ?GwV?*0x~%F%{d$d zIV6nKur8P$TYUMr$5b8a6_!F$IU5m59Cd$AGk;j!4H8F%}_ms1SfESD$%U+X5x%wNV%o*C*DTyh(;2 z{VFY}%W{|uQW7zR;0pBr00bQP7R-OP-_E?IR9A*fb=zL8;4nwS`%r%N_Q&T{9f0S) zB>$7ZR%0x<%E>CA@`1nxplAn{Wd|7O38nKS3S#@pYAIM1 z7#%xRAQQ^~gOQSRnnHFrUMaa7gC5aZ&@HuVF(3 zS_;a_#Ah{VT#`&{_eXrzd6ew~IpUoWVhfx#Kz(?Csg7n;GBXi_<-rnV7n z=Op@6stLAv4oL@qDj@7s$&7{dpD1E#TsM@!GJ)u6 zpcGtVk=mNba0wu{r2*W0$GrnWXD8`FIUTZSB_&esO5g9qix)fIH?tL zlH3E(3V1kOnByI20kMp!+)h1d(S;0291hf=kfBc?b*8!b4s(oj6w?cpZ&^|&$0}>l zyj_9tzeqeB0mXTx;Kir_5uTum^uHHIf8ku|L}zM&fCX624kR%`IL>)E?NTFha7Rk7 zZtN5XVo5xMQ*2U61Ky+wfdz05F-X$=&_!3t$;si=~xRmU_%K29q?VKDBle`@xb8 z3u5k8xw13rMp6dCMpmtOj>)cC5{Ct13IV5<=WNGanB+m-{O;>C%!vnPS#YFMO*d<9c#?4`5QXm?19;6yrEK=YT9m^6iS8Jx%3rZIHZ8TWdw0s zNi#^r_~>eTtJ&mLi5-saGg;}q@Bza5RJPLMU^-*HD~#!MD`k!qEi1ccm1gj$8` zvq(TvKAq~UTH3$}z!~(d6q*~A+=G+pPt3i_v1u?*3ry1BCPv)Vx76+JVnuMog&ZiT zrk2*pGce)5fK-s(*h;yKAzt~Ru^}MVY_9HvF}Vc)0D7ouVJ5yX#=)3+RGN;D4%NDc z2+DZcak{x*v`rP~m@=+CYAg+s-lHZ_#@FmU>YTAn5FTj^#CAOeTAAAAjLdmGsyqiO zBm^iuMLQ5>Bt}`Ad+h_7Yo-qb{xzq694m56D~0-2U?t_i&OHF2Y-)v3$SivbYq@N5 zw0erYGeSlqOlP_4REmR=K?5CVOjZ;up?4J}dm4q#a(!w;B#gTm$X{bfEiPUYG%=Qp zclE15VTMo_(wM69wh&~~e)k>f@@Cov*^TF|CcviAl=lHsapXQI?rymT>THkpsW3e_%>wnF zG5-JpsM`9;dfmtW0DV`Nv1i8VoxY}{c$K*&zd8W)tF1#vmkT}09lVSh<1XiEZd_Yj zI@^Q$vPWve@(>b0eHoQa}l&z{ZLp3}HYVdsM;LdR2!-=Zb)UJ5mtc?Vj};$jZB!fWW7ol?>n*T7Wa8 z)zA_G6ZI7f-n_W^I3BfFDK}~f&TCPy5CM#iyihh$H*)^~a8j(75@(cA>zYf11Chpi zQ&u2U6W8lNF|Rz~wgv;~P4j1F3+54?wA^iw3UCMQ2kAf#@})gyVg)bRl=YC*pkkds z5sNs7QcX15MlpaYai8)jt<#~P3Ub7XzzlO!q9E!49`yvrEy&I&9E=>A0QCzXe%c5l z-mdthDT2mB>;4s&V<B_sl@eXBBMSh7j^ed?L$xup}V@Zhu> z7nU3|Hzax=O64wRme*5xBaxXy{Gqzi+DqiCT}LU5FChg}ySb9~Z#94n4+67ikvDlA z<4QFhGC3VWx1g+K0e1p3gI9DnX>?qi0y|YO6wM}E6w#X+Nnkj@rx)0yu>cQKQpFT< z5Wu#aLuwsa@GOp23+}hkWLz)3p})t!^XbPYh~YwH=9pAdDZaXf(lsLmXs|_!UlL z8$a&H*A=OtI-7?~0>OHkFQ^ZO1L@P!t!%&m15_f_qZe%lmQD%W!>3xjZui_N1Z@M6 zSIjFFZfCWXNcn@W9cwL)INgvvO>63w2?>GcA2VUd$<1AgUo8R2 zC%tAPlzfhzg--Veb^z;BsL`WkXf9_aK-lh2O22yztQLE`&;r(EI*gIpvJ7%Nb*htw zmq>W}kV(xn^ck~jdkM>l6zv_2aULL)UTQgF3zPDwJ*pRP?A|S=XDkjzYLszie>I%5 zw{uJl%{Oq>t&|bDSON`q+P$LBq)Md~u({efuQSunRcT`w+&b2M{8J4;u^{u(n)fc#G$6Av9Pv$o zcSX6HihPCH+g6>vO2|X)6Ubj~JJjCIce86_5fYQ^lz8BuIt27{;qpfqXx@t_FivC<#J5FnFSDmNRL~+TGPs}q|O>7V#Bo@a}Med3g9Vo{* zl1AKvp*`xw?7*_SFUk)&+(U_N8*OPb;+f?uE~=~@jTG3h`I(8<27??$k{ywMh;X003)qEbB?&pArcY^!2pBSpA7eQ z*brSw8jgWYFah76#+96H$fkzJKbbwil3AIFJd$%scLpRrQ!w=+l^^C_{MDI=F2HuD za7Ar73{yFmEs?=A@~X_l5^{5jd@-5k^1;CaBbtRAqd3|@2OQAAT%ZR(ts!OIh{z(M zll0BplO$OROTr?K>^WhD^?ag~0ARoUi=nS`eb zRPZZ4S(rc&6SQ;$_Mix*Qhro8VcwrSV8I%h3ospNhah~Q6+P({UC9xEa3}%KVj@Iv z!S@XD+M6B2!4#3H&h9Zv8Ny%^G1{1bB*4g}mAD{Kz!jP@H)Hdu?{1b@&=a~r-m1&A zN_OP0si?~hrz0eGrjQMCLX4l6HPBAteHBRRi^XSJ>2h7!Ni%$;ebpnaPh{ilGCnn^p3)ZrUiqsbr)=lkZEigH`;V82{1 zS65TYp_>3_v`L;&0~L&DL6 zoSf1?MpJ6=xKqtpNlHiMkksLgbXm6fh=|P4WiGAaRpHVA&bu_o#xq zFvb8iIz(C=lqjI%C%L513~jqWz!)8=cM??R0D5<&p3p{i34vlWoYJg8KvT)<%}5VN z+6l52c<`L%C`&UlEk$&7&^XN z1$qi>ju}9}Qag%h2Pi8%iNOT*H58#y$OI5QC=c_14oUA!I4z2>6cq=W0mo6AW;4wj zk51l{z;QS^=dCzrt}qWuU}20Nd8YzSGI$gLGLTpjG6!mLVpNhxG}I}A7?5++Qc69+ z&!tF&a!Qetik1l8QUM?X>rsfD44yrz)JUub;#6a(p|OfAyz=T~104wdRZ3aRs4@a$ z_(fWrCAyc6U*0zxLH%lr5HZGRintLPQO6Y1lfkFt5uZxb1mqr{jXXl-OQ<9YX(aGX zN|H#6fO0*}AS1zFl+%=T=7s=wB$_~stO-T{^e3U981OMuqBAHU5D!6$u0SIOrh;;W zZUm2NOc5mEqll57mFoTm$nY($?tW&+=U!;@+DmA~i3ARYy)(fiKY{H?>AAn1GzjND zBmy;UJ;5MsHOt@LmbQix#J6>>o8oMu8|^uW&QS4OXmypdAnV_yCIn%|d87_NAPjve z(MDc#5bAmwYm$;4Fhu}49E=Y2C~{5+!KF)YkqmE^Zo8=-BNMB$g3LN*mVzD&l_2n- z@N-R4#h9QZ0m-HXGLQ9`!QghO(m;qnz$ARY8k<;U%OkiE_emW{s*MvxBZgqWo(MH1 z%<>T%DupMG4l0>)vu@5!2nmjQlSqWK5C(D7)Nd)yPfB_MGD*cffN*RQF^X`>;A5Wj z_X$Hp~40tGD?o-fE7XKzG`?$QgU%sv)j_9R|6TOz_lCYh-?pfkT@((PEQ%C zfycP1o>fHw2X09efMn7+O@+Zd%~t~p@{oP#c@>5U>)w}g6vA{BNI;UhIRp-SigA3e zCjj;p0XXKHxa50Nun%QWGsyZ-t}~wEnn?qmX@ewZ2AzPguDwa2pFH#fpcPzX^r;L? z5nqFo(=|349vC@1Cd^Rr2AVe0Uns9$nKZ`@s2>Mr2NAGmOX_uhDWH(^X13^MmWuScZ-`J478RXc;oP| zG`orI<5rnQ*2fj;o-o7wFVkFbqznqs4>(lhWb;-~klCtn;3(%NrV|mxO9na61r82D zJkwAHARhH3QlJl!!4)3xc^qbh2)}7+T4CqRv7z)m1#DdE&|0X5)MY^HT-d<_sm)o2 zBn{>}^!^;s#*Kd^=V;~M@{ybxwQCVul`Q0r^-|Hxt_J}2HF`Ym7&xSj7O1CxcX1Y? zs}UOk86TBg@g2>@t^6V~Fwp`@HJf}0)W9U1u&Z7&UH4FMc9@1uS(z=2vRvAkB*uGU zsM}r3Hl)!x8x&QYE%wbiE9rp8sb%>Mv;+PT6(8OAC#f*sqP*@vY*g(hsauL-zm zr9kD61oMGWy|s0y&bNPz{5V+^Eps@Z@%hS7rdRy}C3LQr1e6kfJaxqfD6{PmAk~YhwB=P+!ui9jnnGRTYrb!+^AZDiCrVs(-R1N_= zQ%Tv$B>DkKy9j%nbY0Bc0a2M@vW8evJ=3?|bKBaU?e=KL1I_*qVOd}^%Ixo#W6K(m zjFv*91cB@gBh0TFrzaH2fJPwleX1gHR*;392;2oAj^tL2ytCWG<%!ruAmK^I-=$}% z83c^?=B1WXBX4{YPT)kSBAX}X=e<~I0do6B4?&u(g75B45}b?!z@!6&yPT2+F~vv3 zj6pc`sJZAWWI{2X^aY6!gvS8m)}fS=*=!8@QuJeynsA0mM&Lq@*`N^~NXQ-f)Mln= zN{o!3rA3UBPT)8kRHgXp57MBgWaHkL$*r#?u(=aM--_xqTj})$l+3`g!Q&9eR7v0na@tfMXt+tC5!22Vv5w9ChZb#^+!jf`kOw zebksF@^MY`!u156)EQ9rJBR$MkZ169dz*%$}uKp@m@qOy|$V8b{E)~HHz z1AQvB$-JKIdBX}10eV%5K^Dg~AYq`+prhKf*#&1rKjLPirxmPM@u~)8-kcC==s$KT zx`!nPsHqd~3IM1MXThmZf2S3|;VLirdE%@>GpI;1au$IiQl03`YQj2Lm&LtxPlIr7ljywVs^{2h-y{LzPqtbvot3_zF?XIk^=+)48 znF-P@$vqfTZ}mMZTCjVu8Mo9U8DPG(Q&hNi@XfH8{_q}2pr@%%!?ynbXw(m72j)2K zT~?w9R7kiUnW{b-fgsaO$p8X37CmZVaF@(vQg(xmX``l!8zczJh|VSc9G)7v?RIsB z6B#?3&~~laXG?D~RRB2~QIGgnA#ykuncW65$1hRkFg3L64DJIFyKz10-QC1Ge9yXa7@UP(;AnHzig)0H0bn-QsSkGRyM$3)JNXb0rq5E5q zRSp>Y)Oj&*q!|x!Oc8Nz!H~w^bo8rH1S~leo%bV~-}}ZBiM?u7qCpVUXlqN%ph#@7 zN7dfcs@V~wGpNq6Sev-Xn=&PPQGF_dBJ^qfd^jJ&R}5&*a^(Owj@FXC zQ)sDwXXx~vV_05?xg7UEpGVo?bXy6}N|mq1=dE$?U+LKe+!1+EaClsLF|&ZgDKBv? z8I6bFg`U=1UhnUOepjNVY<`0mOvv)?AsHyG-DI>Rm>VV9(jJ|fGo_cLNpDWUYK&8B zbymo2Sl}Xipt1kATwv-3%iazGv$UmATv72|6GOu4%vfJ2{=~l2NzrP@Ci1FqiYWz4 z5+ABPdI%tK_^q@`t#5jj!&%MwrJej>s*V#p4`^ZaZi{8c-vhi|<)~Yt#BsatB%OO3 zo|UjIrO}G31E}4$swdMK2(glIi~cFSEzJxLv}Hc%+6-4dfU_`h_N5b`d4K#?ykxnC z!07daFbfY&KV?5h8EYntt>%9$fctM5j{PS%P|l~n7Pd-EaIB!m52IU;TVlRV-F$9xmfJ{!R@=APJ}-l}lMo`DP5wbAK%! z7PDuaxXY>AKsT?+_5TF^Ucj)JC9Q_O{yynvKRim|p?;PsE@2ap>jKT=s<%Q@G16KW zC|VaQohDuPyY6C(|6&npbNx=R*j;@~Vl>?|G1To+VCvM2KP(468bES~6O^r!w=IU! z0*kxjcp4`n^B5Wic|sius~O*9?$)@+-(Yf=pUvJA56^6?W6QL!I0Drvvu1bV^#$0o z@{nCoa>#Qo8r0rw&aLr6>QO7kRAmGxnl`ymas&BkHtIBZM!_-+#2P_?OY{pyhDMoExl)h+V)@+>{Ka|)60(ab;h zt7c37Wn#73>0&+p6^^vs@@XP`NbVXXL8^Cf*f131a`}{%r}vlDP3b3w#ZBamc@Dc6 zK!Ow-jyK}pUC^aR@09j}OXhKMV(YaxuREl{i)RzQtG3HCy}qvHJ>Zu#B=6`Z zbgh*ZE~s>=<5x%z)$$LyB(7z0I`WLm!q`e3-Nk%OlA9HlKKnO_jZ;EsZIIgX(up;^ z8r!_W(#_Lj2cztZmQ@RSh?6Tk6L^gKncC1HM=Of&zPhkba(R4cM z6Dp;-5lXE&?YUt(2WF>hQ(_REi&t%0Yu$qTK;GHs`3*Y>IyFxE^n=L^A0-szx+fJO z?jztx-kS~*wuDyBV-{bi;w^KCd?hfx6EI)w-_VlWWio#@p1&*RSmWfG*!?1dqHh2Kfb&$Ax@yto^Lojv$}YRp^{Xn zVfFT(<>Ae%#`o6-x|KufVY~1qY_phUpN{kCXX(*(k-?-5vZA?fhc1O{+8_J0cme!~ z7(S#=O)<>ii6}y8*1fOT)10xb|7IU`vC~G7@*~RJ z!nt1!3}ch=kp2;+Ss+?^HR|Bze=-}etv+zARU%1Rg|^? zC2XK9eS9GIWbT<+>^&AIW zrAk2YIXaL!AC?>-bev`iZXM*pGiunBi89m}PKd~lq9lrmFY3e~f_{xd=w-#6A-JHF zeYxS3x!W!AS!nOIJ5oz5Cn_cGFWEW!FRPV4B4hcA4-2;4LjWT>&eD#zoIV>2n@$39 z8EsI!@2{)M>=-9trrS+M%fl25{m-JlRwulS`!5^*_r1v2w!o>S3NwLCx&=%)OL~izG0&KyZ-=^fmxiA_ zz)|N64BMIBoMye$x60T2!mL@>(pv-B%=?HqKE0wj#BA^JMohHPLz+|8uSATejpqQz z)La&VJis*fkf}mNN`SwIGHhQP4$KmUjxJ-7HXxMd=cv|z`^0W=^O%>?Sk+17Af+Vo zyy9m`_DOA>H1>3RhrAI|ZVnX+oV zaZyI%@bAwPw=lvl9hz-&uijkwGm)4HIIptmLx-Tx`5>=VHTTy;wMDlWvUM?`GJH7T zeyNc&G;9PfZLt;3sA)hi=VezmBmz&Dh@_4P`e8&`$hn_d`9m~{OAz*K6FMt%ywBaT zrQEw9fjGnK--oGsB<_zBJZ(w$zd2NBOYdm38tm{r0Oj+(rMM&!QoT4VtJ*YaRPjK!`rUoar5RH2Ig0_ zr%;>3H=aAlKmNDmn&+Lb>&TG}w=6&>KFGSZ=7;Ttumo3{5oPyT6c)8Mo|uzfiY{FF zkwS;Okv%e75yjN%N#Ge$#XNPo-9{Z-dpDO(@z#lwF>G+=S=P%oDYh+2-L`7K_TP$K zV2t`_#^BhkeT<1Kmu{&&*w3;hpg<6nHhG<_{ z@snJA5`Z_%A@rT*XN#8OpM~*>p5qo!LbLMXrfQ=@id_YiTa(`?DsLIImO8C4` zLcPgeJ0kvZyv)}aO}|Md)_hm_eT)8_tB?cpC=K>*m)*L|EtX5sN<}pQ8c%?xY{;cT z@gSIcIXM5kW^_FlPMwYg8}pURbP*Zrs-!J5+2KCSgm0hxB@6SYoA_?gigQ`B`}8uS zSOA&c#?I3{98ZH5?xD7`(E^v8Wjz@{e2zPnF=>QLHH&46-o#OJe{SI5UX}DKb0Y~)Y|j}IY61dl)>@qGU9`s z6E%)-I|sC5%8p{-o@ji@z<+rUAmqgK-n+>EQdA`0@mWaxH4(8`;%gPX36>4W3PnTg z!harJfec;k4k`=WKQ@~W-3_uC=|h-Ri1Y(4%9!*@mE;c0czUC*sTyd68}*n{kt6LI z@B&LujoR}vhQHlo+wr=qJvy=zuR>~5$n4z^ zcI*tlxBLY3P{fDN?z*CHz-I*-d%r?AGOH`G-EPXEXJ6!| z2JamBh}udsa5`H@IXxx-tQVqTI?|hHi|=PO&PKzSSycdNj7D}Ebi`t8bUDmp{|nqu zG54Q#2w$}xUE%O6S71G`eWK8zNTvx!Ji4Tfkm~mjjAF3U7jY~Dqdv zEQ$VX`tMrK9G~(>iJ;0Ioj<7B4I=g9OvZX1_@sB16ie=^1%3=$8Xfy|Us~PI_DVwQ zRV~V#&7a-`=I=`H%`jU~!A}@QbJ0icc($|pRLs32Wu+FidXjvxePwFbDJ1?NJ&-jm zgjCCcg`S?gxF77b1m>MSThw^D4(9Wcx zoJfqIe+w~rL`>-1SN{zbkqddf1K8t(itMl^w#SUsER9B0)@r+uHRpTcy~#&XC>k4Wc>BULeAriy+mbic)*Wz|;L_TCyd45@d$+ zd_>)}i&n zwnvCYz&XC)#oG$vaFTkliCBx(s8B`zd%CNc%3@0_z9wG7+bMbwb^DW08%YCWPp+r+ z2H}qG=%^w1_IG8b4E6?DN(y6o5G|=$!;(Xxrc0>~ssA(Qxt=*!3+RnU=WMa1QSRrs z#X#E7nJR6DJuvODi?cvqYujd<3lhDF>t5zxeELc+y8ao<-fXd(8*6?W4v33Qw7hfD zJcV&NkNwl2OIOCmX=xqo<`=|tyH^cl-AOmDedPI`W~dlU?FzH6q2P_>@VvAo;l)6hvcMd1F8&7~Q0e{V9_q#F=`>&#lV=k~H>{%JZ z7f!7O|K)Ls8xm1@+c%nwl|MXbOC7uyBA@;wUNBc;cY~5Tt}WfkrNYx(1pK#O-%w{n za;^A_u6cv(8^NiAOjzlcH=RqeR|I8TmOp=9VQ2jk7@qC0s93lpW`I1l^F(S`UtL@E zwTlrCmz|`YZ@WZpPF_#85YENo09(+T1nLH774nsw9-rGxdXm*EkHr28Dyk~RzBkjJ zygg&)ukb+ypkZB>Q3Drnzv;U)x?51Ld8z{$VgyxPhRlxi8SKH`$$NAa5AtY5+utIL z%45=BBf>&0b(H15KBUns7Q^T_;<8zGTIGIk!M3f;XqWZPFpF0#Ihc#&pb#MU{{YeRLqLmo1Lm5)PbNbJ zh5?$B`uMs4ncNlmE2*DN^~7?CfVlJT4RaJ-J(&N4+r6QS^Et(y zA59{ShTp9T6hTYI&$AFxhhs!~*l<9A0=D_CX0pPqx7^**_0f~ck^ynqSN8<w}pe@^C@&>&g|MZY$$0Xf0xmnlTS;ZjH z{wh07+^Nz!71Q^DcGL2aYy}8pW>Hvw^P=jJ4QVbfRGCgtR}Fw%EC^f z2`HFrA}MM>1(nr#6Q0>u1KfFY7K;Mkzf$jFtoC2%=cvMdisg9yg2!k^rFpxd!iWz#}Mlha^5;UToC0V6A0Byi99Bu!`W!mN%7|{Xu+ONp9yDFty z@9~x^&S_XNx}+5H@PjguXEn@BR&(S9F5aS_Eo6Tn$2FQ1Gt&SZWHs$ETR8%^-o>Gz zNI`l*Fk7J*Qc|eh>(;$yy7*%obA-^@MnHEcaj5mE`><9iU-xYXCo&Jm zt)i+&{-fyzIt>cc-qf$avnI%UNAA^l>WEQHd=58eX+&3QALN;hM{ihfUnWS6%o4M1 zea%>mxZ>$H<`OV{H%QTP;e;RW|Ev&^W6@_LCTc|> zs}%=!9ffto9#NEjKe?H%tDUwK3TcFv%U`O=7elw7hz z*(}AKeVf);mS{<+MsYUx&&J!}dtG&vIkBN+sTS$3X`S>Iwt!B=hS2NsjLS_dW>r-= z{_*qYd_=qZbFC;5^L1q!cxxj>Q{4u^DzR;_wbF-7b*T|*`%B^j-~X^@Q6~m!a&Gl; z%5?|%RD5q}9ttop7H;Ea*~_+gE~fP24x)}0m&D%@H+N|(9m4HN?(>`Al~_11x1$ej zqm!c04RrPy1I&A}97FDR)8zxInnyr`D>;cHvs?Z=XIx$ zV~Ij{DLf(WoB}Fg(Pz*f)od{n^YB33adZ`lgo+`^3+}3~1-C+L@o>6m24V|zNQO=} zArx=OCzcR|6=OZHo*~Cbl=eNn89ed^wzXJQ#x(x=zpF!HZ+aNapUkj?blTZwQ1*q%^FgNhVfQ%Hi zf4P^-TJgtfs$HX^!y zAA+M0k+dv8SGJr344`?PUsF?hR%V!ac~I3%y8h<)Yu)a>s=I79OCp3$smTeVbr|Sbv64G~iTRQoUwmau~9*S9)WZy|x(#lhPbj$PGWsAMP zg00#hQxGa@cfWFM8T#Vq!Ws&9&1k6}zwSEr=X2T0_ad4gRg?2}6BZnQCnz)4sBKhy z;jkmX&IbzrRy-z2!YH?IM#%@9h?LI>H$SVH}L+Mh1cM zF!#JPz4%I~)_a;O*UWb9(AdLy^W?20lEiC=ICg#h+EP*Q^i^8))d^%3e^gqIuS zJhedmDQ%#YizBOFQp~?g{t(`dKZH5R*UhTTUCcZA)3Z9+2*2m<#h#uvFxO6_x22YI zfl41*`Z-JGAyG8B2GejJIf@$-Mh!JtHK$FL?E=y)@AVjhL1bk8q%=1`rqpECRc0f* zv#!3tsC;V5KI;iz2m@G1;XX|ug^zT0O&l_`ytJJx9V>JWH6UJ|l3!6WGA;oTF6t@> zawxdRdMy_W!H5*Bk3j(Cc!388HXjmct-m8P;Gw~WW)&!YZn5Hq2~^WpP~Qgsl#Wk! zHGawZUJ7md_Q6fR=+c^vZ~-scB2pZy6B3mt>MNt6)pRj|_a{~9%{Bd2zRi@(g<%gS zK>~(K%P~s1Gf9F{OOr|hjsTZ{s;|Y_cfxaqW1ihXJ}Y?bdBuqoSA6O1i-d;)7TQLU zn6phH=VGBq)%|39TXh=PPa1SyNBpYbi$>B;vJlGx;n(s9Xwj#Am|@fz1?>4sPCi}N z>A6vimnP$k6>DZ?6+n08rB7+B3D+M7-o0>AXwLeRUJki%G#4LgDt3;AXDZZ6Uc=SX zij@m3($ddMNkh10qR(sFA(v$g;d`2jxSx&n0QAy%?F~vyP$32Y`QqyuZcAbJW%JA) z3N-2ocZiJzz z#4Y;jN^r{%)zhCoxkOy^M|&V6C;V;h?|&1V1?HUbdT=F{%yX%WzojB2s;T}17hU`N zcEGje7fEC%5KjMri))o`?XfA-y?3GXhz;6cs=iqZdzY4j@<}_Ts;h(b_crpp-g7+N z1Gar?S{=`&Coii5g`e7rvdz)~4yNdFgjVxp)4}=I26k|6&6v6?;)N;Q@--7%$F32z z-cdPpChRqd2YP86g-Qq>Nf&=C+Ww-I7{_)|5A@1D64BRH&0M%0Itqr7bF&k8xrhsH z&`2VNah=GwddT=n>h0kK;E`?BFEN;BCh9Yaf}6E=eI-)2A#U=(Ry95AzqN6B5K z&8osnOO~@4J%waut=zd8a1x0E7!k^oHmQ%Hsf02p$!1grT7c-&(N*hhax9MSjJvH9 zoB#l224HKJ8Zxnm#S?A#riM}L(;4?hr#ox;;OFHOe9;k=>elva!H%p7hX1K|dV_tR zFeMND6l$Hz>g`J%l}xn#4zwH?1yc8*O0;asirm6!y~X-3-UU10zw{0wBVp2kUFt#W&s1Pgxj2Y~!^6?cSzd)+rR#nW)%jD4nDxRTUB81K6fo`j*Q9Q*d*vRXK+D5+ajE=bEYb(e-L8&qk5tSkk;6A&i3a>ieU45Q@ z&=V%?U(8%_SKVNh9BvxV#8xD^__+LgAzPt(L6bchk!|FexRl-mCG#L$zh$<~(d`uR zEH}IL_#UKJDzWp5>x}0-ZTB#<;xT5CM-WQy_@@|1=yD)6Gc4GQX?(WnO+UWef2Z1V z-)l?m4d)fDvJ0=gd`E8zg%_I+>UeT(ABY=Q`&wh z(&@=#DPlKu+#4$(^sXe4V6Ak-)_do&-=$Zm!(!}KmRksbuc*~`hn`4OUl{ZGz_gKk zR=Xt76EJ0WN4q*w-aU64fWEtXi(DND9%^4%6AuGP_zqIat?sqi!SH`8XxmdLiQ zH#uFu77pHgD#Bc4rDdSnOr&^;+JJv8_=#F7)ZbNRQFZ6z+Hodov%H%tlOG0J49utF z9Shwop<~mN#j{EDsT@~H_Zcu2-ysd=JV7`eT0EiPxjh0vwz^1rN@ zhgikfzD@Tj3AItfno(5%j*U3)61rYb5+8oEBjT2t2%x+B(Uiwb@Ma-YhOGz0w3@ie z;>JkWdJeFAShMULNHcMyT`P2@i?iXIX_BQBSi~h0pHB*qbC+Oll1O-hx&Ux82phmR zL;ANfEB-*Yt`R3#u=5eSrG!t*R8P;y)Q?beUdHK%^Y%x@_;9N_|Mu=480cVLesJVh z4p=pWr3YlUkwT=f@K9>C5M~RxTbSKh?GW?5+6PzJ;cxsndXZ-b-xFJ$d}HrFW~ev| zf!-yhVSW1Q-)T5UyEyNZDlFpAgd)kho+AnPm!~VZ*hD>IhKJExfftronbJUY+q15= z#b_^g`5!j7k=sXnifl%&3z@8%pV?p3(MjYP1LUUz=dbIyhOly+i|If^;jqjFa1Ei1 zmfZX3eN`CL0`^_mV>BWwaMm?*K{M~oN-K10ul?F;=qg5HiuXH1A+N1|_SouVCP<)d zXI&iOlX>3$d`YL0rY|4ae)e8u6?1&vSU?uZ9)q6^!LKSNW#1xRwOZ^f%XZ--DRyH% zOB3>2S8KrFBZ^gEp##6J8RTB&dVHnTq)36v=tDNE>+>%g2Dljn!z~)Wm_bLUV~fR# z5`bRD%q_x_=rvTcxwjx?ajE^rTat?bX48z_Dvu#}W3KHctmnIhV}W-O3Zm>d}X!*(H8r9#c%d0Zu0e*S1of*4IlilD+OPt-ayfXSrO^$GioN-n6?GSuws}GXQ9_1Y@ zAvwfAKKXahy--Vr@X6XSyzk_A{S<6uxg3Jt^S!87KV2=R(6?O+m*1<~&C8`!%Z1tX z>0FU>wIjsZv|GFvJ8oyAN9!J*RfXtm@Q`0;RE33^n)6bT9>XXog+7L>a_tITqq?>D zRDVwK(Y7yHw$<2X<+QeywZg>rA%ui{x9M$l54K6Vrf$51nV3t<;Ue3}YW%&-}ANLpt$Xp9e9r z#U|?XqY!r|4G8}YE11Uy*4HlCt;(Cm%Zq2#f)&zAFnESnH~Ht$icBLvEbWvD+*7gO{pPw2M*pa!G+gtAgYj zXz!QJ9#7#`3eTS5gPC60``QNH*ZmlxI(lA%6y83_=)4j`Rv0o22P4FcQoco+`@fzvzKmc zIl#n(vUBD3yF5z#;!l!Yaz$W2#m$@SA0ucVHt=3QdM!_s{+py=euIS1S)B!&`|&uN zwd^r9<=o=t{O}x2@4f7(Ng0WTo%c8K{APtl^G+ObEMpO6h>i?~}quG{XLtm-E=}0ASzYOMYoF?738twKNeysuSd0epz!Oq^cg#O?|bWJ@}tDP)7sXXGtJtO z=!cFDPF{zj2fydWXoZ_{m0vq5WO~nefLyRzAn>tKeb=RA|rFrZ{7_>qX*&dV3jP%-`v5TL-s#vup#NGu)|K zQ0=~(M|N%=Wc^Bdx;ne)?q{298(Zy{L$A(3a@V->rFd7thA6l|x=h;P!oM+Ynr~06 zDbU!XS}mT4?-X}xcbJb@L5eCmj5Y~8pXhl}tSfKj)I<7w^;kk~rG)WhKH_+}$Gkb( zV0m8q{nKJI%aU-Hz*#8oRW`Gun)bW=zdU6q`r_X!#U?5*Fx1EBUWL)BLd#m5kC1ex7|G|HRQbWa*C z*V2dwgv1|K=8l$VW?X7DL|uVhf4x(M2ds|;-#}jliI)|;EdF#)mXIF~3v(*2dLeck z?zk)vV|(g(uKAw;;J=)%li0J$-SZkE^Zr;RZFhs^Pul=y{^P)Qb4@h?JU;Z4?XSO= zGhweCpe}UQ%W)QO_$<`81#@)O6;6fzi+BWZ#T|mWm1Y@DW`RweeQ?baMGQ4c?6mq2 zGQ|!6XIWaRsQsF!&|3aN3B^`$Hm>7zKyvE&U;n0!$rhpNXG*Sj>)-inO+9FnL;Xdu zMn8rN@wZ2)hP=XXwM>^id(gjQ8k%GXK5yC&z6<{^hI0|`9&mN+BUJ3}vN7kr)d${! z*O6mfZ<2mfelG~#edamii1nloL-PLaqIAr_3on_y9WtiVW(-PU{T4>(`SrlYPG3}; z%O4z?=Vtpy>-4kys@yUFmgvyIHFhKQMkTmTI)<(g8cgsZ#`k-qN9EG(X77f|NChXQ zM2jq_|K6%pU0*%OwR-vNhYjdpy!jCL8LPJYj)(z>pn>X+~S?=lJdH^3?Vm}F85j{77VIB zK|ccnKbkVVm2U-`l`SETfWFl$6p4h25bg~mi&n>_<-48i;MO$jdz?jzdTFIy)9>3j zLRW=XtHJV#Z&9k`X&qX7Vwg#TBcb$r6Di-f-@|5!9tTi2Y**@zSk<9WbH`6h_JkI^ zxssvOdY#O5wfQvBoR*hDXTZke)Mkv>a(!UV`i0R|Zl7+xvk>$Hy8=y%Sg`2i= zbp<0D3o*`$2>@ZEK%g)ZwwrRQ$H;ia?`@62lvZ0Npb(Eer_fXKo>}k3ug*oX_sb_P z6&K662TruKep{Mn&^_Vq5+(9qJ62I8g&2lO&%J4jc|88y&4I`m17JZNr?;R2q6zq5 zy^ALr*NkH0->&7&x3y(6(HrVG&)0)ozu88tya*n`iVHvUhvF4IVOds=5p>;tqEHJ4 z^@Ygp{9q3LRhyzJKYk!@?1JUx@1PKiSdt&`S{>6i$;{A^h{ulb@wV_G41UrTir;ls z)ylidniZemU)F1v8&B5sW2buS58J(x#^Si-Tqz}C()c1cN6*&7(k^B2?=4phmG)=( zZ%)(htgMI}R3?t&h1HVdaUOo)#R$ms6SVc9N^5>%z-(^- ztzLoQDPYcz%61`KL1UxGMm;;u0Bsfucv8AIjtTmYrk!9|lanG48z#$m#4; z2WsGwJaY21&ff2e$GZRzElPaEsx%|9LP$1RS6j;S?{=_t&XlyVi?{r@d`9rRD8E!M z>_&MVRCgpdu(^yujouruTjp+tq$^?8o-H&m1*lJ4H#nNFn)W9&IkaU;j^+|Whpz%t zA~)>D6SUen!?4`5%C0&Hj+Ce0Jy&4_*RS-LM~VC9V@HYyHei0v+3GCWKDBu;?b+?j zB#5 zEadSH<=X|x2`E%(SVG0_dtlu|p};)Myv z>YAGsl{poh?K@y(E=FRVo=!@MC(3ISr%=^3vWFG3$9PG|5#FMk5>I+gt0W4|_jLJ^ zCml0Jljtze4V&x!gPwWAIzqX_@n4;kCWs$Ls=y!XlD1iFfy@H}r6z6sb_Bs@P3ix> zEp|TIOqvuaMmJ^d5@(#9k_uA*TbTh`-WFFpJ*B^&H?bZNF9uu@GLg_)PiKQul%+t{ zOY>L;C(z0zSH)zzu-Ax z^Jp$->K0OAX&B8%e`-q1E_Pof4gsyQViDJN9}~_Y@Cb^d3(EDOCPQ+2wTGW(0+-9<+*Jl@qI$f-2I+ z5kd=|$tdkSRVZ~xhB@1y&$oF*?>>>Yie{P*$N+yS4LG z&LDcEDnd(m?y!a%s}Q_QBLOW8CaiCKFhy`R7?es`TH|+3>p-ZjKAG~3Q?mdHH|1VQ zr?PkS*Lub5%v?S}!Z)~qWbLu-rNPe-P@*M;7JUfwDX)Ex=)`4Q=zL~Z!FpYmP&YSs zY`XH8^>FYGORNBic|p|GPS#M^vE56&qcRSR8{}~npMJijkMGKMTyHK+P>=%(H+f9+ z^ee)rfX7b!s&dMk{r(u6FNyIcMJip~GQlIE>42#=5*J*Nfh)7CiL=>Z)fm>H;1!or zWqh;SCfOp`;~ih*{{RCc#>uwKFL;`Pk1Twl0KS_+_DLaCB?|Oa`cnx z7*v?PRUezJvNV;9PxmG9$)>XTT@GzK;zo#y_djO*>? zy?O&#rmNdXuRfl(v^!_|)1<{F+#A!l%Ep$cd#UQ@KkMX7U$N3EMwk_s)@z9LMu+0$ zoqg#mA89IS$SL#mj`PPW#HS;fuV3DRs{R03ncO9Q)n;J`+y7U^S=L~I59*&j<_tWm z|0skcx<(x9Vn#mqbt%TNweuZ!r!>AJE1#@`8=3%xcNT!$^Q*_)Y|LBc3alKlRzkg{yCUC zPyEkRzW4Rj+i8k3=^xJy5Y4Y%bv))C5e+su)AaSKD!*K_nIZabbVAmHWQT-mE0n(O z9z&$tva={ifu!Sv{Tuv%4$lz9d=590Xyt2)L(^|5yFN^9u0NQDW&=?7t)#h`Eq}}} zF`bqpllMTJN3waY2hd+j5XMD zUcm3t`zJz05vo0dx=r41F1mJKqRzjCdVcPnLQRH4#d6jQXYh&hRve1`H97m~ZYT{P z`m$TH9;2*EW~DL>CSS-AE^4VUJybXh57OpuB?t1fWYIimoybdHVu@QjFAZl>c> zf1I2YUpg!um5v-m>WR|e^kJQ94y_J+XQPeY$L#_OFQ zFE*|CrM2pw2As{~9D>y1*oJqx@%Vk4#uD6w7z${tPTX|KQ}*@l+HYFQ*_U zqps(b`P(u(#RD|k>5~>5@$NG9j^|G^srbR}ZaFEg7j7xY=ML}e-+Ucj>imG~{&SFb z!aZQ1U!?bPqvctrQ?~ez@GH*^WI9i)83lVT@(m?L4EdC&r`bQa;K*DL)@sTDS+d@Z zx9jWI0cC)vhFchp0FyNG&OFR3W+=$s@Vj>)9d;C9tp(Hh+gLkJOU!8Zbu!XgQ`mr^ z4oovxMbr!6=Vw)jG<^TI&Df}{LYV;2whL$I|Aa4`+ynN1+p+rRRqk3)$MS14!`ZfA zKu|Ot!>qc^L!Ou7eO*i{N1Cs49bb2kPwc#Ai_aGfX#MuGL8pSjwQS{v^7v$Mr?@Sj z>`3c7r!7R%K!v_q`1jD!!`a%LC+1i6c1mF9qLtc`g7pqTFy_k_o6~E z&um3G$MkaYN{Y;fnBtO@{uJ-`*F%Oo_m6b2&COj6SF`-~D?5|9T7q30L%oWysTDJHyS5 zjG9k40Om5)M{roC#75oWk-DKMzPVn_=By+Bdl-t3zA9(kB)c4>v75H>TYT=d_=mQw zkZL?>bNRj4PZ&eJj=b4b)jh;tzuU*fXgSX?NCU@aliySLe4E=f7+Um3p9GjGb41BEQJ^f1hQJ zP=`=N;A}uQ42QesWhrlK{&7!DUS*%Y0pAPUic#{wz2~Jy>m9Q}V&CXnI*1x>KN0`( zyiKL2P6zF7`?{KV=IVTSCrV30?g2O7FIIQEusgYfblsKF?DJaPFkaC<#Ko5zc3&u?R1=YIfg zqkRo0&;J2d%&$#|L~)T4lfT#B2%>Kjrz8)IGt3^~8QTG#Ww`h5=;QQ^DaW?tR`rA( zlGt1PKN~Z9$mpiBJAa+K3cgTZrcwz7F&EWKIxA$ zw^=U9UH1b{D*ZjaU8QNO8nu*#oYh}sG4{dBa(SH zQd|{$8Nw$xVFKwrsC!V7$*=aOUBUyqbpFk6dlmi5)(>!su?A%`Gzjq#`q!KuU1-M0 zjGc4mI`iBc1t;hAW*9R+NIO~T+k*n2u>04YSLdIceSTRmO4CqJDx&RAU%d0@xkV7T z+_>0WcnEvin*yPjQ_{84XlFU z#EPXozYdN2=&u+0QJzZrnbm4_{ZPqXjH$rrkPK9ge1A5>ebwbH_MgP|4EX9l=)JosHa`O8B_1ef(Rv;#~*Rk8eFIi4)+Sysn+I5tts!jWAet7FKM*Qo9Kd^Wwi)I#TT^H}z z3nmqwT{G2^y!~-@1GH8Tiu+jgGjdHu{mcIV2eT@5AOA6RJk2V<{jU#z`FFJ&B;^tK zpYwuopY72vg_g$9*sVV7-{%#X21O#4GkoRI{LbnBJr|WsZtMbp56|jcy`rT)eCgB| zgOMLPKBq|h55V=gXd_88z?hn;pEm|`*Zb?APXK;Xd8Sxmu=LZreTe5Q0R0Px9_~ifxywvpVb<3c3&`_>Q-dw5 zUFQcbPs(8ZCFe#byU3BnKE;8XnvID60U~Byv*hP7rnqet^eN|^*v5C_@3`51!6KXP z2g5#JSau?b8;i13dRk+BH1HxvnN!%CQ zF5aMg?&a8Cgl15H1tR7~uKk6Vw=MX0wn=`o)VGJLI-^^>8{d-q88s&X@q&gpDd^iL z+W<}@vUQ4#D+8c7Q$p3G^CDSnqV>pkiz#%*I>e0Y&xlo)9)|Ji)geT7k~i7iBujkMu^|+d zorPw1Y%kXAarVhO`C|G>pIrL2&L^k`#WA>#iL*bMT^W zE9{%hnaBC=tLBYYopXnX7b%Y;2_i!Uk1n z7PxSeIB$q_nED(UtGn?G@X231JBPF?tYZRrKF(h)EpCW44jGqr@JhFl5Dig#cdJ~O z>B^-WWN#v8A#L>c##lqKR-V+zphC{WRxQPy-ZE=tsf#!*b(6F%k*Ge0vg*rqct z5%<_<2~br zUy@r@%xt^3S4Tg!oO(%-s$r9RVxn;qLLN9TW7+l)?$wN2Xe2T6#fnuM`tr~&LNxb5 zGVco>0dBx<%DBE>#vhV&f9Lh0(OO}qpBm}8MuslAFVmU~R^BHOQAp)7+e-lS{S)bC zuRA^FjBL^~kG=rD=`iF9p+w`0eV?!+=9`BQ&$yLk&Cyb|&<}zB_GGHfffKs{>h0il zywFyY9FXEKc#l9s9oXxIf=>-;cI&UMr;{o~$3&BFD z@W5IEGKFf=tM(tl$UkE=X}9T`y(<%Ktodq3(J`JwQUO_UGyhrihNRC_0vktQw&;gU(JWyMpa<$Kc1hjr_fPDkdr!j!$6qL=qjs( zAXf9L0NgEqe@GQfj*FXn3>@|=nudau=y*5I>O{wzMa!q8-i}syo^psumR7-)uGL)r zY|`=w{8eYScFj=Yor8j2HuaOtoiCRyO(aeq4;pe6mtPl--j)*dgB!ZlJ0V_5r0=CJ z3U>XGd8Bd>r1Z^`sAd;cZ_W~Z2P2EYbvd(ao%0I&bL%p*p+pOLuYH-3C(_xIDYk7) zkG$zfpZkMunGx^?Tb?xPV9HxXSKq zaan)abLpDwFkFDFr-Bb!^sOr2&+y)yA#)q-T%T&>d{Y4)CbL|UK9-$pwI}?Qwv(l$tTo`$sjq%8TPBvunPId%zsLv$DD&m z1CCBO6w!tUflk~#Mg<`wj1Vc68J92k+t-z8PqSd+werr}SPp+{^|UFwf>Bv)h*v603;p0ydUl($A1r@f4_ zS~MX~%zFFN5v_B76w4jTC@9Eq53ONZxlb{$aQUlnT1^(7v9?K5P{gH{NXJdxMJ7@s zzLz$3(d2Ja&OIuL1bPA5txp8OfDv#y8h~0|zdlw$^`MdxI{yH4oYEY(8OPGBeUj-H zEeQnl2AV9c z_n-(8XJ;XaHDbm;HJK0H4N;gK7!ey2^s82&#gai8ZsL;~+>2AW^7SkzJA(0wsXVL| z1dYEZiobhq?{v}x$zU<`s^-FSqbPXpC==Y0c*0qh?!vQ3D{C8LB%X%1B#6mwRNx$O zRL!xKQ50tfwIntq=B>cvR(rJhN4u3I~Xa!oDS2GNNa2far*%yECXDVRp~BMw54JJf7*N;w9Z zC@8}{=roPQJx}XR$K_5yT%K|3nvldc<0JE+wpU})lvIWwd(&ACI^uvsh6n!uUZ0W2 zBAP9wc=sHt`qYry5J4oB&H+6$=|EU?s6vB+4MCM1MQY9xBuwDvwO3|?ua`x}Q6zR1 z(`lAhZ=?yW9bQxPKzit4ocvYKpYP8jwb={KR%hNl_JQQv1VEQ;M3aCxlF z8hGt=tC*MNe4V-CuA9F$=j`O<5OQjgTc|C@a%yj&Vj!U_B258H9Y7LDF`VYDY1)Fp z8IDH6=Yvsb!B+QBjCPKrOJoaQrno7_-tg?Tdq2pNys0sAT}C?8jRK#TkbfFn;B?YY45dm) zrw7)aFeVrv@zhr;5tlm{fmZD`Hnx>Tz|3d3?N69xyXIunLxY9_nK}#j51w}c(;l@P z^P8ETKse78RuguYQUU(}9_OZM>N874hA1s=Bvn#FV-+WkKr(6KJm<<<&a;whC6{m| z7}n2=?V9G=#z^GY>lh&BsR-Y|vy%6+FacDa-Reu*w)-&BBb;SWEat!iu z&(frLoT!sw!*>+1Lg|o3exj`=^p9^i9jIg(+Z>J&kI+|5;A?XCHxNsejntAWIK19j zz)_E0D@((=)vhG8krq3aQU-X<0BZjLXJ{7}4Qw?9GO0OEFST!oa7X1x$Hrk9f3-)<62f20V0_8(@pbooB(kvvK?H2o)V{R3`waRNZ zFQoYO-9}bc!+k4zPw}Ro6e2mIFt|Jbyc6qO--#lg?_D=B^YZY((Qqc$V20;ewVdaM zT#WnIsl?=4#7ATw%Di!5yEib+D-sof&*NUTZF_BTYK7N!o&!HLFfv!g{wu$k5;^2p^Tsk`Qu3mr`PdBSO8oR6O z<4%QRv6?e1gke#50+{mZ^QH{*35sPv9AygEpK~VYhf^$^{$1&-;b?cY&EBU9A?SioNc=lc27=gl8&6&H zYPUBbdnyc8?S%df5rYnu8$V{6LNi>!)BG(0;!C-u9pgmnNpW%E)o9r)W}j~vae+V` zt=^`V_R*|X7I9k^9H`IhSK`(8s_eg#HEwYl)?Tx1Z4ZUvllKbD0Z79S<@r||KC66) zBet0%KsqfTJtF7Ixwmrql+46&yyCI79XCxd!ou|n0f!49JlCGI*V8dK7xESEH&vZB z?#oZ}Op!E<&7IwIO##te#im6U${JSB80k~NHMP4(Bsy$wD)eG|)+6iI(x_i4lpffm zUl3cOt8t(|ik7}+wMDD~SSYLVo*83w4b}dFB13xGq zO3XUV&fY*7_ozmza(iRxKpV!`4&(5o`!F5r2m4O%vwpPi?Hj}VWAmU5mx~LG_3J`J z17kfa7~fqLKQO3lFK!<75=oeoo@fK9R09|^+m!zRMl`9?q zYaZ`oJ~#w=S4rZ#GWz2(V=aT4%96pbS%Q}Kp@D-aXxoZz!2FJDQhOI=b|>zPfP2 zrU{rxy$A=rO!k4)u#<7?iYx@1+AIu)Q`po@%ItUpK9p`*i0U@dy2gwZ2|n~#3oUH0 z+ADwiv1M;g`8|EEFFe;Z)ybq|V>JCXKttQ3; zcRZS!9_5sk$9j7K8Xb?gu0i#w9H?*IzDK5M=1rQ?(QDuQ1TqNdJx$4B=l_5l6~W|js_~aJ}Kq> z$@id7%N#cfW{kW*@+q)Q624|!k6LrejUhxJsp&`yGQ(|lT5CWf^^U0s zj(J>EwvapCMv7Pg)QY#M+D%}=@*X)o4N}+&43nae0ovS^2Z~5fl-Tc5g6_Et1w|xJ z8mx>C3F}VdLb^Qdgp9YY1y*En*F1XHS!9t5AuX-Sw3~imjzFy2y)r(KNZrRZr({^E0Dv*prnAymYEN%)RR}y})brXcrQ60nbR87X(Q(|%xq$h_ zN{~HGExZkL88F6N4vmWF2a+bWy1R#TISNy?O|3v}E|IjjjCS`6oMVa>p*5+_Eu`y_ z<>MViIbnA{D9$UQgHK2y!8_TH%+21N29&A`WmhMfvMgbXDcAt9f_(*AheW#EKGMP@ z{w{f~$b@hVMgec{8f=QrOBUqNhhsG$k}y`-Bx{}@_`f=uFYP35XUY!MX<|Tmse+(5 z4n{pFxL8|Hw7mG0*eM-NI`qjEqdZK-howB+swp75VyY&lk~xe<4OaHh0U=^Llg(NF(L=|SMm?%!y@_MmA9IXj8%irV0j(vZ<|xlGj4t>a!pl6ulT zj0EEk^%bT-Ak~X&b8)2K5rEM+Adjsfa+qgJwf_KU{U{n`vFygL(}fowDV}ueAV=BnVdbU^4({jqZ@@d>GP!>>@8H}2htt~fT+qWL|ZyEW|A6ipLEK)X50g(s* z`_f5aVC|k%n!Uh=LU3_WpjPC7ay=*q5(Kxl-TttO8q(N8e|}Hlinc;+8ATqPRC`tW z5LEgKEQQKzCbyrfTWdx!PhZ zTZ{uwOFLzDPbK#bxivP~7hWLe%4N>sR*1yU>z+k0Q7S!@CNMtC*vBHF{>?`Oq)HdC zHK-ZAaZk32Tdy!inPvVF)Y7;(n5(BRIfQ#t(@uyuCKWjKt!GyNh8Xl1sLcYgOj|`0 z3|pbctp+qDb8Q*Nty=`RY_8qCJ?R3SppXN1#TOqb9Cix!a$QGj7+9Hd-|ZT54e$_p z)$4civ@5vZqsln-tdzRj!5wKa#AnzP$Goa$nQazi09(Vq*A;Bs#Ec`8|i!m4z^{k{5S4FtaZOSE#1`@O|BZk6eo9^zAb0+gC}hWsw=lJBK^HjdZe4Z0^7? zEE^kv>rU4)b4l2YiIb$O&-*mXfg{?;vNE?EWK@oJsceytO098o6qY_@WH58oQn9Uw zbck+uNi#WEKs!)+`_;x-q-_1Av+gPz3#Jy&5$Ff4I9=O22>j4rwha~w4hb+LGqL(p zz?A3xA^!j>jFLW7ATXgx9Y{0}luL$Ww_;>0zV%;D3daPH#C)|S+1&virlPZ8tPV#M zn5aKwCoSwR0Z~aC+d@hLR9yx|DH}cVmxw z=k)8Fu@Ms;(PIU(&2DI=4wtBTZ;(`+j@(m1W>Q7vu0dr!gwn+jl3^2;1ob(nP2brg zA8I)#uoY2tRFY?t=0WOu(gB*y_<);xZgJF#>;4s!7z zx0e3^!?4@iMr4!D7(vw5nq3VGLbSHHbQf{N1C##%EcoODQaG!e29{z=y+BI1CQ@7v z#&fC>TkPB^O?t=5XVm9Ckf$0VLnK6LHJm~;IqrSF|}1Bk&^?4VL( zB*TyxN?0EFrc2AHcFs>3sy35L6|=gH!Fr=p{?OC9nGg`i%&F=ks$?`%T5 zL!1R3m7M98JoDP5wkWcO1a;=9M7|(Pad_=)OAPhL=Tm7~eX>}-p*_rPG2$pxf=8)7 zl}=KGkVaUZ)gF})pHVP0g=6Y?&p*opU z5i!E>qaA8wp6Vl*Wb(=OpjI*d&pHweYzRDzQ}qahY?vUDITfol+}Aw00zf$<_`T~A zTS?@UI6H=Vng?P9;l(=yRQ~{Ck-LsP>B7!#oN+)9XB8ZPpDzHMFsnw=PyxdA^`!ee zo`i}*HMLuoxr}*g5(Q8dMRgX_+dsnSZ6uBm%;lAfeBFI3f_+4YOmcM`VAgE9lq=!qmXWb?dKZQx=t!r9$*);I>Ay}{8W9wYhSC@0@R)M8rej9VUOMeTEZ0W0sLuvxB&a3 z^QOmR9rWPC20>a{v>#|oRNtMkfrHYe@~ucC1M{cI71#+Ba5&8X&O^kv38Pvn01T32 z1JbxFo7t}=%&toM16^mt)(L%Rv5-MboEqVa;*t?NxC3Yy6pG++oKzdBxy3Lvto1o8 z?p47hbI7kiNn+G=)wzWI<>h@V%L5#W^p6a|vq4kco06*WDeKeO5+ROwN>NADlP&*jc zI(@^zCBY?uZWLC0PRiS2O{@iNPj1aU|{Q|nn5F{zWx&em?E&F zed*#+5cyoF^ai1olgr+?&V6a1Az$`~b6kzIB5$;zerA8ps9(+!Q6k*BfH_*Q@qnel zA1^gQAX&ppHXA48QhQMw+z08GCf@YT9GL`Vl%7x0tLoB=!c30DgOIf7poON9z}vTh zim9kwsF;Y*0!SN;btkA2*bO>%^5>bY}zv}$P zF%F1&52ZLDDl$o?z@7v}kVhugDt=i#D)r90d$GiKO}KCf6`6oK3Sj_rqy))%c_hmv z&D@ib)m^xzN##i~kj6J3Q%zp^xJ7!C7C z!yOsBQwJaqUtqjnU2` zVeg8%v1$cI%YeV-ss-Cx?{{X=0L>itsy&w100Bpx? zbbtYm#M7s?x|R_c!sEDV#4u_*a&FrL{i@05kpS5EPrk_q&hGznv%iBlo?^1OD}0BUC@~+aHYq zbuYYT&()}4QvU#ie(bT!DE|O~RD(de3UE-Ie|oKdrxEw_k9udDsE@iE^P<32ItB3S zwEi_2&~HKG6?@Or$3lM`(tW2>2df$Y>davDuA4+4Y07(sz^-c}*18P3?QiFckXLT zcs<26_PccyT&oF;TXgF}61WNCT(>w`PH@u7sA@CAeUE8lKit43?56 z)qLTp3dbN-U4ntZ?^YQ?08o!}T6Q+j*lSW+UZ@dC{;iMc&1trcYU(3K11CPzhsw@K z9CYV2&EvTob>_6SX>G2hMYfOZ%Wv{ABj#gM-02W4vc0o;tXC`rCWT`qnOz0|FTYf{1~1-?OHijz_M94!#BEYdRM zsX3;$24&sYn2-Q+2YRd`aJd~vdf1*Dn`;nmV=KRv$n8}n((g@)xr`N$9EKR;hJwas z@W7MSq-YS@v%8g)AG=TprDwoa2iF``!)_u3T)7e-;pvJjD-l~tj85pl!S7b$*i=ol zsvb7_(pyVw6_lc74Jbb^(yGOBL?$vg2j%)vV6i3AAZ$i*Pb7L(b(0DKIixM-v0~Ui zT52xl#z6Yez*jr5&q{=jc;=n6CmiRnr^Nws;GMfhd8Pvsy)=)QFe1q6ZzV^UfJ z6A2l29B`(A5QPBazok22BO^arw+5dj-RX>#M?I-Lwz9cvz>hKQIApjHnL)R5z>qvc0<)XrwW9Yzf^rM)y9S$lf5;(##vrCWw2D%M1M!VK* zE(9f2U`|x^{Objveq){*v zhHUy%E@EW3AwE?nfNP+C4qY{jH@55x0iA-fWRB+P+2n|?lzwJC0s7Lq5dz5HWHGV> zwD4=E@cxZ%tsUHi8T#N?J9lX;5u~3s&~iu>)#y58vWV{l_) zKZcMy6XO4idNwbSR4IV9Z;#{?D__QfcHj+3LVcY%*nN@hY1X6f%p znpAS?Q$kqA5TBLK3Hl1N{fTT&3layZr_Ey2Q$BH(Wv^s8-QYhr6`vN!4yVwn*jqf`50~j$v}E*n`hPGDrilrCYTplDIt%YGG+@XkKX{ zGu!R^hxlql)9ocgAddl#KnH+5D7vs&6^+`Ca-Uh^+4;3dN+xPCe>tYr6};+d?a;A=K36 z?IU5dDf&^&9_ffL5qpu^=by^90k(6GEjj5`?KDO=%tWfuGYz1eWAmlVCgNt?&Lu@Se!PVh zAKKggdCUI*eAi1Y?wNA(JTVlSFOviAH@!jUMg~bvX?sf&nlWOP*<}6Gj1S@%ro}st z`DWN2)w6XpM$y}Hll(ZWCcKg*Br@Q4tBjLFyi1KUNy(3=YLW?Ixzoz3l#(OC#|`aS znsn(s*O@iYSI2X}sU_5nrlyhM8r1Y7`O{?G7j8q^TBOn-F}Gd4MKU*%R4%cdr>5bG zn^V zXS|B(-YYp3nHTR4MOMp7jmo{BSw}hB6!>&j;3o-N$&?gIAo|Lm5Qg#9#`lHCW`e0yx=bBMnmchtErR zO5g%MZ1t=NE|5Vmkr)$zBwl^1V4*>%%<9Lg<> zeDmJ1ZLSg<;-m(QuQ==NR_rvp`}>I{is%^DPcguLG4!C7BY*6-PBIC}=tWk&mj3`v zkI#lij$l4lUcZG}n_CtWd2(A!0{2y{onu^GLTF=#89aqK!4;a^*P1O8>N=h5wzlNT z2g}TdgU>wB$t|Q&8Scx+DEV6h`c^KuBx^#DhA4SpJu7R&?w39tdmFJ9^1H3&W6=5^ zO0zd4Nf4ac%{*+=d0)c3lTWjYQM!o9Bz{Ts^{CTXFOPm6e!`xVhs!&mBx#C<#$NPkV(k{sHq^djbrj!W`TkJA&O)= zt<{rAw-F;IK=W6F)}O6|aU2qPfw|x>u03c$%!={DByu#jH?2CTArN)?=CGpFqWhkjTn>up~n`V+t(B(X0@aRjDTbhN}HNoW|Z?z-)9J<#j+^dAwRs-tY5XU z5Y%V6pB`9P{{Xsb^|sk%5dr}{N2sjwB;V#Z89gymzyW_XSgfncb3qroI!W|pHiUVf zD=$_(KDEzTSzPL@(b~wi_7JwiAnPITie>z|wxg6;h>5!Mjw+-U_b{tL9P%r~4ip>@ z!xUT`k)mGr=^Uyb~he)ST}B9dHQi!2o}#pohO}yg$rc$C+SOJ zU|UVM4(2l4@_7Q2dJCIFdsDWv-z1ioDx+~GJn+LcXGVA-vD6;h2P>9e?wlIJ5kRD> z0OjRqzi7uotA$S=&zqFd% zHMEhV1#gvye@eM&1gB4HXwi3&OFn0TU~3x@^e zZNv`M=KA%#x_s8RBjt3)G5o91yc?;FSHtf-gogx%6+zIqeSS2nV|w5czjTq%*O%&A zy~eYsF)}cRJmCG~UDuAm{{VzFqz4V=fH|))wSOs;`%)=8BdhRct97DTYI524ecc0V9{=(A66s9VVymxP?A7$5$|svkbs6K3N66-&PW^rDum8f4LmadTk)%~S=(Eyl)-OYb*)6w z7FW1|Wg54i= zrlw6bi0mi}9OPO=1qqr*1oQ*7N;IoQU7*Nw?Oh7#V2)f0fA(?$esX97on0Qp9*)D_ zq+Kr0X#zK{gjvEnew6WSgQ9^*4s_{Oqz~NUqq)=V?ey8MNb-ze?I3$%x_=~k3g`TJ zC)vCj#1acgI(PP_7Cfrrc9K&mz}$KYs`6roa#Uxqs-@@^$yxJ`XcAy`s0)fs^Z{qh z=dE4SH7PAFf)Y$le(hw3%_xzPmBGUUK+kE>w5h}^CzwJw;AbMO>waanh%FG|7-85N zt>D}FbsrAKBs?i>VDZ|m>*{6Erfi+b$O4ltnoXSl0D}uYyK!qWD|vC`IqTNDW{x1o z6~K6NRks@KWk`gw`D{-a_vX8)56Va(f$lm`nWbucuEbaOcKUsbO)~E#u#t|eYSe+w zhZz7Pwhj+!#nqHO#gjfltDK+4w)Iw#bQgGr=|K5KGZtaJ?bW@~+D#gWWgqJS?^-s- zBM2U0+&Y#u&R*JITxlvLeX^Fw2d;f84I0~4ztoML*>tv#{cMC_k%|O#hGBjshB1ps z!QSM3@1=8=7Kco{Yw-x4CH@cM1J=69;89@K*1#xH^5U{=t)?L)gs#$YCVNl@!c85_ zYjF#1jzN%rr4>rilG&z*{#oa8fm55fbAZ`Cl!l41+tz|d04S=m-$N2*oMiSDN%fW_ zh$1J@kw6-66h!2J522#$#DPq$#s>nhP0hoxE=eTQ4b;Wd6fMV7+JPL`kME(oyMj0( zD$$OtFimlpJ?paZb(GIIyGY9efN(ljAkj(v#-R?wH&aW}lz;9uIW3*rfJfm>6i3^D zWXTy(&3cZGfizoU1_KP@yvRiHOso7PiuCP2KiO8`pW)zADoV(>a65`=B$1K{sK_Fg zGNHK{J&C44C?o^HrIsg_0yBeB0yd6E=TWmM##QC@D9dB!*zC z+#2gHQpWFRofb;xkyTEerMWoXJ#Z)kn_JmU!9*q4b!F*N%N@?7{#=d%;0%i0HX3wG zvJlF?n59cgL6?n)1F;ki`WX|di$iI13m1%j>FRz>0+jj-49P4pF3ce4PbA>D^^y(y?z3>jjMcto*6W06K3Pp`F80FlDC;wzv* zE2u3CF+SAcZ98>|RZp#23mmlQ=QvjUswj|?kPUVJ0NGPN-Z2kCO$nsN2?l6JJ?Vlu zVG|SgPvugGSPnt<;<`4qw2gpkfPDgrX!{`l09GA|?#t4EIo~OVP)FfVyidD@Z_2t^ zSP_DuvD1ogp5NU71{a!_iy=7V|D6`KBBrGKInfMeiX%bcOperQ{I3%{fv8l zl+vInBw$wSSq;Z#Pp1^ISpwN>c5~PfKpgXeS2#5o09RA}l+L;GcKt;v=pe2n2s6~? zfH{yd205hL>ycZ};fTYQI)b3mmFpJgX!8a#e$%+=j=Vx$H$D(652wWIv5I1SShl`ROG$?6#+@ z&ML!bnu0ET#Xmz#8b+cdD3-J$Jxt%bo9|RX3i}K;%EXB1)=M5!jH3Ck(In* zik0*|PBqJ0FSZRp+HLfFn_>7+0)3tl$J<=~G~sP(Mn2p|Itqx}U0{EspUQ@^yBYrg zML$eX1pfeJgn!HN{OLuiAG>_R@v5fQktWR!Hg zC+gKx%ani1vk$1I{N3Sk^b`SfTU`(Nd?)?|N#tI3y~ow6rsf~=#s2{BnqN7`NFU!K zfGznKeXoD<>QAy=pZR_tom0UipDp?JG~P#0AeA-`jyC0n=*)<@fi?PT1RY!I? zK4;}XcI;+9fuIY<4MZFpypQ*&Flr+hy9elMkdp%h%lL{@DO_dTeMJCw!$f62>l(JS zOL1pwB8MzkW@E9%(q~fY>$e76@5v0TOe8-w!?3jP&q5SGVIs5I+82rMs7GYx{3;eCazW!Fsk?_T&3{>I_J$p$ zgglXs{8mG`DnSH$8ql6G_Pc|(DuaLpX572V`8*mCERxu%0TDMyI#tLmp6X82aM5gS~ZPj_eGClaBP$&}C;uf;l|WNm0Q9yG=UTBGD}K z4ou^5H0@Fg7SJ3uu#Qy&X{`GT$(1dkG7V#hGM2j zytf-WL}>Vup(x7WSZNH@ChPR`a7!6DJG@70g9<`y`JR;Bp6CQ1V7jV}}?RAfEL|2*d?q5)<;C zl<1xjbcR5DyznWZZY}_hG-g56fxxXt(qd=?5J|r49E{Rn$KT7OnW7fV*$3ux&{lH@ zuCJs>sx(%JObFKsg++w%piR=1wz7C75%TaE>GniL76*nuUm(-`MLe&)U`2kGo+!JR@EeM;dlj|& zdDfF`oE}DaG&IL^f5vvw!uFcQv*fS=g>!oDqSvg{`It#c05T!HhBm4Pb8 zj2O%27hIBCJk=}BcJow*M7y|H z2wqr-l@X&k0h_HyquTjq;4TXlIIar*_E~i~GOzNn18q312HEL)^`h$0MR^3#t;}ol z6mGxLun&krAq)#hyf!(mNi{hw7)cDWD-Yp4Doo1B=f^TD%6VM$qmY}kuC&!<)K%jd zRwEfT9kuPm3nVf)ZH#e)S(;XzcOx{yVyLU@QR-$}1<{?Y(&ufs!B+41S3i9dPh#dt(mV`+91?2gjjn0Bev)Ikl4%M4Xe#;SLQ3!R%uG% zc2f;~2B`}?$#BvGh>1A;Yf~4Ga75URdVr^j_%#H>CVf^c;N#^pAq>4bq za-ejrB^d?TXhM0-#y+N+v8!Ymm=V;PsUzw4yJEPwcnJ5#YbaPf%*_m!&e4bYN}Oa= z#u{oGo8cjHe7lhU0PdQluEO)$EuFNvnZP_%xCV`;M6j7Q_9UK9)~jD!X^C;?!*I;x zbY8>Oh{N6y&BcFvr-KCGjhq5_HKA{+iAj;hamh8Wccn+-Eig%KE@e@bao(_2(Avap zrUE%59IJ7-R@NE2X4ccj^Ba;QUU9mtKp~lY$Ym_2I3l@-d^bF+8krd&W1JSQz9-W( zqZOmc9B6=jezg*a%vrSvbWK`0A1~${V;QNYmrj>f6WiQ}+%n0YDoswyM%C|}+G??- z${e6?y49I?qF?E{oF8enRfzNEuiQTQrlK^Bqi3egY&_dpBL}3hHz(8@qh)U-M&j1m zK|a>|@^OW(i%i#ads}vhu<}rR%NWl!Qtl(D!uQ%KhGIwWB2$OOS19#I8LY-&gvxnr z;GFcXhe**aEwtFDcS&51OE*gA=Yvw7c{kfCC>h#LKb=&z)Mt+oslj8k7W=vS(BpJP z&c6OA4TO_NauMPg03Ni@4oNMwq|@EqhH1X+eR1w~hK<2DPZD%eOWnZ8*%TJ_@Dp>B}f3(2ED(9SiYV+&1 z3#S7lTP}gxHVTPE4coms+9-;(!YJ%})oV=>%Kl+*=14aVxXpCBCWWUxychSrWy2K= z5x5zyi7xCT!~K#t$lwvhIOwzso>Qs#Vl6W8`RycekGUZnHDHNiz15c5ILbjEBp$8m zYuJ2gEtad``Hi*hptytP^4-AQj@YjfI-C8n+Tfz3(XZYe53#Kf&dP7GCYnK9GaM-$ ze=4PSeQBgywwREu)Xp=FppXyuy(=d7#HlN!!X;9pg#(S%Rt-fhVR;D;cQM?~!#EVV zK$_C-?@qiTJ5Xehf+Ght&{*rU&v*8Ju#r0b{p<(lVb^bZb^~r`t@XPpq_xSO73LH7hq$g^NlA5GNiAM+8e0;|jo0Z?MSC;^ga6&*x$y6ucwm4;-vXkB<;n-znh%XN2o z{hv6BI4u)<%0?B2dgs=z>jn|z&hohr!zes^R$ig0!xT?#WaWz=naKSrkQOydxKWx& z({dm6X^y_;vyJ?>w^sI1rfwwwyAFYUDy6sDWN$e>X6Scx#Y#)*vqx|^ZgNQFewC^M zU0%{%J5u{(F@}u}7>98wz{FNpP7z*!2Cqa2RETBk0neL2Z0i=K<#n>1jtBal1P0F#xBZa$c)5h~o> z@=S;37$ZF^dP|KW+d+@)0^#oayNm#P)<5=i>1+0hBW#nx;>?ft|tLed#TSdB~e9+{|2L~|Tvowz_dRj8u5x3dw1ExW4$ z-jLAEQ6)(XGEBub@&`|?QV%(WLdxd@rD)8TSIoPi3KU@DJv}PWgq0y}f)7JT8H$2X zm^-uI6)Z4MI4wN#H#{jdw2`t8^pq^?$Dnhaq1j``W zG1zyllor)X?V8Hva%6Pu8RkeIqY(wOFeUx<{>D8gy{N1dQf@yz!qbfS~Y6#Vmm&QX{q{hkBS9 ze2*+glj&3zxnKJpW?)Ui;CfWCX)>lhbvgB^t>U>@LXq=(3YlVO?%D6fMT26ySxE)~ zk$LHZP@4=+9L%Kq8qgMTyWq1HQ}biD)~qF!xNc+IM_kd$20R*dtP`7ynHuE(0LwHy ziqm_zoM78-$3iONTf`fPmaG^&m_*VjNQ(sw+;dLX10=rXB0DTMsi+9N^ADG6f$Ll3 zl{h2==uJIVMgV88YB^AjT3ZcTw9aYvrAQkWSq$4^NQL{uPl(H=+6=P z@OpYxTfIgrLSeU7y1NU)Cr`xH0nd21OSw%IZe}V}H$r)>pN0w#g>??Y%pHFk$MFq@ zqy3UDbqPl4TRvF(sq8Cn;gBEji|PQ6`D?{72aMH^gk>WJJ>tBzP85AB)x2hz@Lc@i ze8G`kPzDu#l+Ytr!c&N~=0;Ge zq_(P}+UZ+Mg~LLBIpj zgh{Xq^aL>+5-CV_!z8 z{fHEwVY+U7;rP~(7@~v>%Q_>x>vC>cWl@0HsUXps-QofxA5qJ;ZqlwyM%{=d97a(-mR94 zD=RMczyO-z{5_y+bJ;D$oX-?zq2GXi&(gX(PX=licTvf$Uo?>^$&bv=X%`n}aRiW| zuuBuc9c!@g9sT65b!&Gnvqegc)QB-RybrIyC?4c2DC18=(NAH>M%{V z^_*aX#yvgg9OmTi&aUPqxwUB7NarIzTEBE1bXdfBb^{jspngp@w7$$u0GlIt4KhSMvSoC$;qtgFK6<>46fPbLCpg4P^5rK zJ*Z%6dBqNL20d#gQubPxooxG{mzP7>)NHd{sPi1C&j8cKu|*kj$Gr#!eW}r;Dl*b~ z_NYV>vllEu?m??&1jcy{OCA9r^fXvyM2L=~KIWtVfsBvBtn5eNoC;5~Tkhf5(-I&N zGvwxj85qF=oa7@MFj4iSOU*hUTINzQ+MS1Ct^>qGpE8lsxm%c`60lgY$-u@dthw>$ zhxE7ziqFoJE&}Z!XWZvC!QSih-#g49SP}l}tACtO3D|6<6!NMGsKX{sF`A-gB$CIU ztuQ_b!Npb4T*$EKWxI|bGFgBCSER)XLu(Xy8C4a>_%ST+Z{%r+`%?YD-{W10LX1R! zgYQ|`B<=u#+)xT0gi_)*7%DmRrs5#j!31T9Em9B#sYi zL$I*h83*`907OcGg1H&M0+@D_#xvg)DGe(a)pAeXa(|UGUG3#s+d}pgGGG&poI> zMbS+SjsY3XJcbL%;)et>F&6tedN? z{{Xunk6}t@)DHoa4)~x7zhaz@az3=b+0x@U2kL6cH>dB+-$7A%a=e%_y#Ph_7(m>` zH~Qw9ZIpi+)ZQp zw2hoV<380Q*-70({b?n=)ItrDV4i?fS(*O;*UabFngq)uPIAL>MfCZpTEgBe87@$I zVAUfOWw@1()X>(eyVvSyV9S75u1S=z9fdI5*%lx~%ss_bR75;rdVx};LGnugC<0-7 z26OKkM5S9y7}v({>;}v;ir( zBy%GZ??`1}Imz@Ciy0(gS%;_WRT;~Rgr(D#<&o(jP+qajMlhbjTt%gT6fDM z0Ufh9)p1%csYTUbPi`u-nw-usm>)_QSZCQ?@%xopa#=9WRwd0>7Z(rrorloTnYhET z`p`QT&71&b*$1FeP(7ug8QMwoB8Ln}Ae_=EDcAL&2_lZw6KS+Z`qCFcz_f&Y1v7gd zbNNz$PaxyzO5tIKC{HbHoOI%&7Pih#ZIha^z!mG7jOVohV^agM2CwNL7nKh=$Mvj( zJOGRm2Xbqsg5DcIo=GpgcNsH~b6oJ;gsfB4k&J1Q1}iWEMt6bu)|R)lS_XW88>p-l zxr1N_bzNPFE@wR?QAv~i@l|~IJxHU^i{7xf7IIJVui-}F{q;3e%?RvA)|1YN^vxF< zEf-R!kx|~;N2zJ@S;)W^8AG1+T+0bu5P7G4q9kB?5!0G#RtuQ^8q}WAZgi`e0+{~j zJ^uj4qrKE^Q0jK-K+n&Lf=iXXvJ!~HZs5OhTX~dC1FJ`S zG*~Z_g2J)kvq`N!(dL06Cn$SWt4YPSn;?zBm9nQNrB;B(k&F+Y)~PTeNZ81rfOG3t z?Vao-5zGls;5~t=y9>{>0$bEps6%t3I4q^(I8oC$sbF1~Q4`sDlMUWk`A9vhoRWEG z)P%~LOMTT9By!JhBik%&=27Nb-@s7+>kh==b9>?qj*qjEghBZmIu#*^SH zvHPv>Ro_h1d^X_Ci-_bOEQ)e5?NIA_g{HGKOKcfp0B$5>6?040?rk7jIfQq1%0?B& zPCW%u_(2->a@$7;a2YpeJB?BCF5R~G$m}FjgO5tln^&-bNRrUTpTmVbRS9(sFH^Uc z0Ll(NQuUl;XP}H*-PfBg3Kmo&ajv=xg%V;E&4?+%sC>Gq1qCb*9!zU^w;5dbR)IL$gL?!}21uZY zV2t3or7$uzJGO&X7tlghIgWBpM{mxh@eS3z-kS@mkuQELe^k;Xywiw>Ydk>g$E9<+ zoz0}0G%4k(U8`Y~ap~5ScLIV(Z6==+mCV7i3w$0mzF`bN$g3Nk~U$iu8 zNa}iX-iWlhVBEf3nNgAms-|HhZH#4)pr>Faw%2d>80KGfZ#FfQx&M}VWhSf%snYwA{(IzLllgs{hHL$qn^o7 zzEwZkt&!tf*p$Z}k7i>dk++($ZLH{e-MO~ZBNlgTI3QpHP|y=tOD6fGQ;=gl>zKB> zoL^i#a3hr@lHEJj>)Okv7lg~YHv6upwR7U`Z5zx<2K1LZSaLz8i)j%(w7RRbf=FY@ ztY({yb*J6%FE35|g#9I^H_&OE10n%LQ0O%1~LR^V56VXa$u zlG!XgM2btV?kmLQ*gPLxab1kDu;r&&Nwv2b$$Xg_O5$#MmVnsaW2SXUn#8d*4od98VkH7+*sJy{{UD$=?5v5yHM5Tc>&t4cp0Jxxzeu|Nsvtt;g{O9Y;LWg zgJf~BlzQ}{-I1^V0Mh^)zUb|mE=yJ?x7E&xJa<+zD_C4G+?&4dx3zWJm6n~VB3;aP zMmZhKMKjN|E2=VS?ssj}#{iyT)i zERKFro^(q}tA=4a+j9 z9AI-wmP5;7Cis9GvPEcB)yoTQ{g-oa*0TqQlfXRV{N|~6dUlIiGCjlF#>_!0+LTEq z1cEj(FY&PZ$JVB?P@Z?060j;*0BE^0w?kvZ?ryZlp3>;dVmoH~de$5|Oww9}hBE3? zB-ByZ-`~ylXbWaV%M9_4deX9z@;{ObmL6Bi=sCgm_M+ri%AQM~vHg+BR*dbz>x#I$ z&Yt!XLZ%>}D|gLPpU%0ynaqTc-D_qvid{eLD&<5T8YGbnh4WPj`DOmQAb@ ztZR39BcpP`TR)vB%HgS*6ile|d9pJwC9%;Q3!X&Sbulgm7T%?BY=s(P}W|@gllAZ4s>F$^>};87zC$XH2|_ zi428LEHgk@rKDLI*pSFxK8xP8Q^~Q@Z)eW;ZIAL9!1`wW@=$ zH!yV#L2YI>_G+rVz!jNseRDODj%NgR0Aji#o*qk=O>3V^}kbzh!qtdrMn zYLpo~#u%LfMC22+jB!@(HHMTC5^YoJD|=PbZEUo~jvH{M3>NX!_k~f4lMi-9ttElKOT-dR+ocXKH);R{bF=)u; zWsTXp04N-#b4NnMnWLIlSeRu1>srYzwn~uij)01r!`ebyLic)%W6hHuRABRuaoV=f z+i(O4k?1KgBOW585|ELf_G-#J;sB!D?kDc!iqjGfil71QPTu{91Gf~0W{9;197L)| zLQMwF^~PTWpGwi(-N`h&m;=clN`y;Z!MDM zIRY#H00Z!9;zhlN(hg5t^q^-k;$1~_YppC2$rDYPnSDRWty^2DFGRO?QHHU%LnN|e z8RLLGYd-cEyi?+ow16!3b~q9o^?Y^xDt&hGQYG-dgoEu997tj4tKXjAT4+q?{4ald zc{TTuZp|gs%vMv-4|?q4v|D(@MarSxOb$w6g zw$XgJ2O>!h(~oKZ*Mi&3nO7Z6aT@K##ooUx2Igk8vXkVEdT#!;w|V0UbnGYCWNX(r zSc3DO^_iwNy=87$bhT@%sS9p(=uf2pY-zg8HY(3Hg>!v%D9RR62e3G&YC7<>(XQ@h zwl=q?AtM8Y&rE$krCYYP@mvUJy1Rx+d&HRI*c#)tzY*#ho}mmHgeulnvTkU9zIp5I zK#O{0Hdv1&MLf>t0(G zq|@vP87CcU)HRo3rO0{7Ju8=qmKgE^uduBl3z^ELnafz&U0!O*V{CxRPbBme=u&ug z8-%w@oUAsZ_skA6^sZ;acS7IB(nt|xVHw)3(AQ()9}`7oqzJ{Z6WlHU^!n6ES(?S& z9Im52lM~M#kYq(*6zn{EijrMs>}kmrwZvAov5Xsa9Zz#y^h3%ow}3}XRCC17AMXou z?@|Y-crNudi&UqVtG9bdO_C6DHs@f@zOI-1F~2 z%^`Ie=Q#ABxBE(QNCX)tp47PMNK0dm)R}H+g~h-e)LNdO9<`#)X&@WIl84@&Ng#44 zM`V#mBdY;p}%ldXCm#9a%0$kr{FApZcZ+g^N5@${yKL5$Mk zq}#7r0*!X{4lN%_#YCK+?Ij zVDo9Z)z+5-V%`W>XziSH^yydr({!!WH?C_VPM3I=`gU(VbI8X}N|Elar^taeDgHO$ z(gFI-ggV`zj_YE&{n-a<%F}e{Y^9Cw?%wdkenc&}FQr*{B`QRcJFjpL29;nCpOQ69 z^~D2ax72TDlwhii@H5h-J|L9C<;m;OAH>q>YT6*gC#{#2M*9a1n$F~%qhj<&Lz{h4C5*P^vpRC5k3tP~ z-UhgzQP#f2D;I>REt;uELCGX(lnQgfWA{O+2@1P%42(Fb^$TUNxnRVx{sUD)h+*?s zA2GNBvt$a{7>zI({p0CPDz70x0R!(EYvKhZvSgF3J@IXB20(Y?0MG*vE6h&CRbKTZ z1q-yqZX^9?O1YgkVYz5?e^bF7a(V)0xF~t3}pjirby%d2*R3> zKtcP!Q)GsIO0e7NC>j`IBN@lxONcwDKUyM&?nVlMq$j5wRoHwtdvS)D)-*nyXt-FW zB!ydmp!#N>7!oiu=m4#B(KO2dzI&ID4svQK^;>&J^6abwx#J{K8Y``(+w&c<AgscP2?lENT*0C}wGY^Irkl2>;3Gzipp(xPAAT$ji9YPr_*n3oa6 z?oX=K5A4FDAvqn1rT)%v05PV0GfXU5J|LF`V75i|Jt{x#-9)d+<%Z7~s2a)CjHn~H z6s>4u18QtIM{1AEtEp^N3%LM#W{}$arN|3F5Drum z#%aYy-&&O|n5i-_2nQ61g;dDuc6Jm3B0{I0K^^}9ttoJLcOLxpt2X{ru{^Q>k&eTz zC_xP2oJ0g;?&qxlR78xP7X#L;0H=@%9<)G_&Ph;wp-+f;+Vgw`~ z?^8@55(^M2M3Q+f3~|09UZDQ~5vXx7x*@`VI_7{Mxv5U&HDdefVBsyT5eH&LReA3vC(M;qPhnBYLlLowQP@z*%(xuW z5UFhL0e2xsb4@m3->RQ>proa7y8w30I}w=w0M<6)+NlUUg$h8$M)vWQ19 zr7D|w4fqN`Ra;@VAx1uwqTVykFe=XF+r~im6vFHGc9ZTYfgjk;+^#X(nvZA8R>L?O zNd0NJBytDmLjt%NS_DPcB}rdWDsZ^S#}x2L80qauWnhXp0+R*03{|iI=gSmjdoSfc z%3%rYe=2B$J*w_K0i+*zRE5d`wAon1vi$t@u8&5YWV7-Me9@c?dRLy>{hRGV+fxr| zD(59f-mOhPU(@t`X(BT`kx9WIXB8?IcOu7ib7XJrnlQmi^Ye84Yn5fSj%J2Q5J;y4 zgT-%ZrLJ_@KF=d76Tub94GL%ZLgb&kNuqYK7P+Efgbd^#dIV6O;-F0)^bMi2kM^@q z8a44?U4o9-JXb#}=qnNkpzd+>qsq4I=9qM8x*MFIK}xza9!%#xpwhL6VZs|@)y*M} z+kzWBP&AL5nV8fT*4}K-41{h|j=a%f*qVELOZzvqkb$^xed~p{xNi<#&uw)Xk_I^B zabAL&a8r<=`=NosK#JqbOm(f5p(wCRwRy1MXUus5@`*lI^1cF zObiFg$G?2nKMtpL8+@yfe}q>_t4pb^lUvU4J_yN1$rXpED74fgxRhmAJYuV$SlQB` z%)&`fd8BmouFVa!J4lQ%$6Qt}odk}CVIE{7qVuqO){@*715j@2$j%n0^!9i*`5y=vOs_;zOU-&GN@=&mvRs6rI zox0CyCn-8$irxyyXl?D0(iuW1ds4rY4krh?6GB)Bgz=!2p4ty|4{ z-g~2Or^O`E4jI7fP1P-KEdnL6X{C{JsyZn2BCQf-*=g68%n}=7g( zRV;1R>Tw*>nBzU_$+2-S!YB{5he7z(t+uCjnpE~kRp2;a3C=yUQEECJm7<}9nPLm~ zk5g4;(i`lbY18gWVb(T0k7@$O$A|O@^%h&Z(};olxvLtSA80c;y#1aRz9z(&#B#fiUA{QGK^>5nlf(6!w4-PMJ1y{@_|yJ zB#?9Trb6v#%2qJg90Ngl1Np!ZPhcvUnjYlGl9?@5&6HPKN*4#t2O-z3N^KFX7Uw4? z?_hC?TWN7?zA=^TO(r8_PSouuvVAH*%`8ckW7fGiV|$y~q_~in(Y{>N?5!TJn89ad z=qY5fxq{itDfy1>4?2bAD($fPmxk#S-q zCH&Y=%Hg>Jpql#Xdva}yMx^a$Czhm3l}LWi3Xo;svFs}G)0*8?R}Yb#sm%;`D_=zE z3~{&*DIYUdY)WGzDiqd)rhUZB2m_^2xbt0uM;R(T1qeBq`B|_4J9FF$yBHEG5^}?w znxzz~n2P2yp!YqhMtI@I$yQAC3TkDrn=R@$4A*wdt%p&`9fe!duAj`1Au1b^aaj;s zU0urZ7?>y>NUJu`Y6#d^T#uz^IA|lG7b;f_0W}Ph#`r}cHk|M(y4u}JG3Ax_H1yJL z+~kxQ^=iT}X@L7^BL2`94-s}zxGMKGTUo!p)aMWgJe52U4s-RbC~YKz=QD-$BAp1f zwFhQh$;o5hx}h%R5x|fAkOj>yM}TM@T)5Q!<+%@ zPzj=ex7)=SJ#yUD+$>VFYx{WaQG>wKo^TFG^vyvW7i%khjyK%H1oXvijbcXO$Nd3UhRkz3lQDQ>6lA5-g1`%T$UVo8{K zRHiLb;aB|`ht$zvu?)Io(#Slbsk??@+Mb$St*VH`fzN+j)OxtT()7PEmu5~k=Qyrc z`&w&ql8H-_K*2P*ZYFkdL20!4gE;o75L&)LK*Jr)OKGA!_OZ_;%LSBf+67pPM$^Qv z7`ZPXA2R3kH7cElp+oHYR8B~?Lf)j)zTa$$QYg_g)PY)SrC26OQq=KfWWRFNN8wh4 zVVku$D6DhW6ba=lc1GjZir)~%hcU*geL$y#B=P|I3I<>SbmwY9`8{g14>iuAb7>g; z>>qrS`Bu)WtXpW3+r;W*x}CmA*RQ#(?+#f`HO)^_xjRIyfw*FU4*tx$eypol{vn6# z&_aguHQ=6CYpjBaLQfm|Hda`>Y9Mzn;BC~^di{9feNw7w%b?V-Ej3rHJD znrW?}lOt|iboIfjSN2wCNE>WpiGvI{`_;?XU20J;*sWSZt0Cb=YTVDS`Cq+^5Uqkq z;}{{ZTs4Uqzl zM>*~(LJGGHq%cH~L&R#lWY#6mi2SRkwbS&giljIR^&0`#Y=MZ+^R}#?J+-Znd&s;%{(jFB0kgA$>9}PgK5S zj^*(7@wNm?dJ182-W1cX^$S@q2B9KDB&Tp4@m+FRn2}Txgo09<`yP+iE(ch`zhj+8d|o0R9C%4k%!a4Odl%NQcXa3ynffBZWCR^&_=s zj|V;bE#A9!(p@mfh#Z6-l)e(v8VyTRyPp?2lyZ<5oxl%JPkQNAPd74Wl5zOb0}|`P z8hz_VMa<9$z`~*8v2|?|Rnpj5SlN;)K zf+dFS8dxL}s148I%`^smw}l_W+I8LCwxKY*SkB^uhCZEZOTt##ewU&PsOLw#xhKz& z$SysHwO76ImYoiQNG4mU#}N_G^yat*wz){sa>YcsZK0?JdUmC)=r$5aS{SZw-FCJ) zNmD?+gqwn zYD+7q=chkf+l$Ay$6%Hip5{TrH}IOFYo%Ig+Gm+@8Z_+tRX>TFxTv-5GTTYkt>?M6 zks*;c6;I(lgVKT6(-+#b(wCaynCFnKT&>z%o12Lw{w6scdz$Jj<LWQunRqlJ)x zSW`~-7fm;kQYHs)9cTj#t8su2tw@2k^Ut+8K}if`5Lecu-k|Y7iC~%8wzdcZu&%Gd zw|5p6m-1R#Ez`7sFejk($gXougUyQK;|FYG0RI45>^>bxMUJe>atn;rbP;1wo?E{U zyt7*yd4IZVjgi8|xw?8+cdUaZmc^R_yw_X0P?19!81IU>Jq%>7$n?8|Z{ozc=%q(b z=UbjOxwV%1)I%b^)EkPNistldh~n4Pr5Rr=*Gs2pmO4DJ>K-B@;qI7=do<;lPJUuL z4wW+8+ABkwS%A()e+o&-F&t!{L0X!=jBGUtZP6I7-cydC@;Iu{X&2@>rj90(C0w}l z6$M*U(L4n9R$dc~+{+v@7h*$@4n1q0@o$Llyit6*HkcXc+kzO&zLu9e3G{bLudvsjk3ix>nJfIL;~m0NI*SWBma+p$OrBwl7`IByc^dr1w{= zHy1JnJ#cH$*H6_i0Urnpl%#2`9eVE;G!2-F|sn%YqM~q!+rG{{WZEk@T-n zcr@r#pRmLSbGM3yS#;G0b(93Ja4CrM!E>rf&)cp^J-um7=BeK9;QLo{;22sf67vZYzdyuuV$QNSl3o@o@7$TV3lXSBP9=t(4JgxtM(J^R<4YgR)})TE1U(8r~A zXJ5azRWYg*UI{J!e@f=H?M7X4=_Z*`N)7_&`kI^SX)7dPk(^YCZ6lF{W1je{mXSsF z=tQIh&nCSd4I0{8WpzNnjtDf{u`!P^&G>Idj!4Y250rGsuCUuga5kyOLV2mJ^u>xI zBLD%|3{zQ5O@qZUny`rz1_}-W_Z4L001|WSima28IO8=TB=s~I6An5yezhl+3n?uy zEJs6C3NGA}Q5cgWjQvdj%VsFiR|G2hQUiuL$x-W21YV_y9fo>SNOO>6VUEI>GUt}k zIL6WV;+*FP1D(A{s&Pumfw`OAs&h1iZ3;2&XaZCL*C2uJO&}l~=cPtsc@sO86!*2XjCc181qn;Z&v7Udvjv^4V1jfW(|&dej=uq_!5HxdEnQ#(P%_arUdZe93Md zocf-hO1P_)W9cbv^qVzljofz&DC(pzZ_2Y`p2FKA#?BaWbGRTG{42?PCE{acd^G)H zZT9ExGhmf9-tRY8z@h&DMgSEfy-QXRx^GKkG8*$wjDWmaY?&og9&5CBIA9M$$gF=I z=;v4Pbdw?%me}qC9OJ!6@1fxYz@A0&0_7lYr=R*wc*j?Ee5#O7?E_4C_#&G5K+zQR*o!URAY`;~Sg~05#7; zue?x&lH9l*4Qblm+*~MlB2s&)eriT!W_eYm$!SlmQxob&Cn*5;Iq6&178laLnQn_4 zAHE5!$zav2-^^%%2dD(#(?VrLmRG=VLms)Q7UAH?AnxpHQ#q89V=70es^KoDaAlBS zbWuz~3%NHOA>G@WV@l}FB!KQcD)PE0F}!GB)KYI%&g3ng$C?1A6!OO=L}l^V)P?6H z$lwh00zZlsfp z6W0`gf>Y+Av5<^^4MTAxTxLRtJYuaqlQ_oW2=7rF3uwSe15DZAkxdAT&$qZhiby`D zqq#=%h>~Cs^&+jkv>W6Bm?bCyu7BCG<&e<;#M*c*O?B zHe8tFQ;rU5snd!anHL1`15h+g4dtwHlyqi8&j7&l?$zMuAacYFLZgP5pD!RuQZa}A-IHlw`9>#zivcwyBkb-IQ z&jhjHug%$j=xUSMDo6n%>sAv_Rv+uY9)f@xmq`PL5;Dj;fm?R|DuAd-(1JgR3d;V> zfqL94W~)7rE%HdX`qCZF#vNNtoMX+(p2nk>NVB|rTg!(k`aHDm@oYeZ?5Ps}$M%{BCi z_WYL$eR&iCkn8}#+)uEktn$Z!pEMe-6s2l1vG8?_|9?0X7qMGv*H>kdC!41|ij zVhA}_KIBwnTOPc6P{EWPpKlI6hN2#M`>)Mv{g%k`X2GW=y`r3Xfc`WH#U}85=KN`! z?-QerYidhjyM|IdjWKKxs4pibgcmZ>=IA$7KZROJWsv27KT5PLp&d?sl#XGDU<_lm zA(&nzgHU?~d9C4^L>LlAbNs6V!`8O5>cQm8I*fqa;;(3T%^E$wo-)MY81YiW6c!r5 zzng4o2`?Y`PzP)FrHf5z9|;xF3K zQVA!Dna1doyuQ>%qh{jH?XBgE=XdwLt0sREYO!0#3(A9c83&PE+DgD+9-j34vBO}< zbJH2cOcjtFzKNLa-fNkeobUru&ElOp2@GH{E9u^&(yr6&@yVz!mmYDs_^tav;cJ%* zZ#AOGP6U$UtuJPq)DCU@ZD^c`+~cnmg!<&qsGHDAmOLn~tHl=DmXm9_w984Xopy=f zT#lXb(!BR_o`e89Q}#(M0NFk#zeJD;01SE)$gH_a@DHD&cUt;OL(D*2a_85z6v;<;DTX47MfQni2GIm-dmS7o4UqV)t*e57^FX4SSfgcEw1 zdai+{S=uyQ6%&$UEa;D&LOk5PzT*|ahiwhdW&sVja{QSDn~Rxl3L9k(p6CO z2D(Tt<0s8o5oVBpcN`jbu_;}c7J=mxEK)Qxo*6yr#E@KB#Fp0gC8U&LlpnkATN?hD zk8d8MZ?z_m?;e@1cGFN>EkI8o+#8IZX(&vPAx=n%I1ecUhi zf29^gy%D)MwA3yhX)L0*40uEs{A!Ep`i_NqVAJH1OG0wi>~{tFRBv!wGj%7@n+5u; z%OFlqVlz|BEe-3NTtJ%sohvqf*1+5qt5fS2TAq?p*oh%!!^PII>@_v8y}P%&Ikvfs zg;CTTZ~*C5d^ldh=#jaU^-wx{(@&^#4wq52vV+Tl)FTc^BcH_4;Y*vF=_ZC?$9onM z0mMV!+NJSoKvFxaUzy3;$~|h9ovZ4WT1l|9w2u-TnHz)j&swr?sk1$VH#epkt%O%C zoz55JlzM?&^Mm1?P`qRUPe6Dhy<4AGy|vR!S93=4{{RCi`Ip;0O<+HtdWLC(G50+w zJ%TRG@AQpcJu2%m0@`K&0N(+>)t^z?vwTwpg|)n}+g!sU51KO@1JCDJMh!sP2xTE{ z$0H*Ks9na!-AbVm1JHM+7E_j_24}sR-pz7UADaiQYfYs2H!!SWnUA39So&0=4MsV@ zBWceyxGpcRH8SwJ#>cZ&5prA0wzh>4h~>MQo@ioAQK(x@y_Hx)j(YqNB zrg*IwVr0-{+md8BAbvE9Qz+lWiqL8{nI*6pM`PbKHPy_s83P4l_qnOXu}v-c##@4Z zwJh3X8)2R~+X_B$?NkV_X>GY3oPsmdcBUkdBQl{RgVBa7P9?XqxcNY6<;F8m>K8Vm zPb69dl=YDGq!$-ViYcB`BWwT@xSFYR5SAly6o^A>mCOSXrwvcaSVY8NuX_YG$W# z9n7l*ngF4=9)ggrbaq$DblCRcN{_qgT;8ib`{2qLzIh~6$Q(8m&mPq-$6=Pi{3||P zO6Sm_e=^-hv50VS-l+wYsEiRBp5Sv^MkRJ6vFF;F_R%wPq+`;qD#(Up;Hm<0#C1NE zIf=wOh6<6v6>sdDTQRmhRQ~`F^fd{$3d|#BiAN=RkHV;u)=GGI0ze$`nq{C8stOr?qyy90;ZEjl&F$I5POv&$Q6J4 zGBNk=a6QFYT^8Kojmv%lvehs!nkF|P1QAY7%fD zRnK!u{rRoom(<=Llc+g9ezUhm1G@Zjjo55!@ z0Wt?3rxYc&mu(>_Zx~_FoK}ixmdk?DJ23P$DAFu&cO#Sap$3LgxlH`703L#YeK25S z-f`CpTS;YU5dk7x4#ZTzD(ClW`BNT-FWT;1epnx$N?$8cmjGLkf7&&+4l*`@^rr`J zU)GBu7!9Rra^P)6KE9Oi_(tzvpSDJ%cCF3Kd(so1S}X=!UKxmFO?J!&rCD7H#vTsy zpIW^V7h{~90(h)H4r?=OI_33?rtc|^)m7*z*haY0wDE!DDI>K#BDDh%!y4nDP%E3( zZ!f$#;@Iyb{pFO0_lV!a>JR5y8o!LRtxopd$3RWD6Jva?oGA1Hfn3?&wD1Ds+JhvA z{#t&OAC_WJuOVgw8;^QGF-T+Qf(=T}TPwerBwPY}A6nonydxBzG+hy-GAw_+JAb?H zUGfY!*0}E&MRjH3i%myQxRM*`6l^GYrY3e8j-h3uML4*bLqvzlj1W&xO5}VWC9=bR zuIg7|UPHn$Lwv^8>zVSd;E@Yozf10EI2Tv?ghUj4hb$iHFIb zS_EucUESY5n-!pj(DX8OHFy#0Qah}Yh`i{`oudphS=z>}Z=pnua~rhJ(J_z4ftN*B z)OA$QtiIaz%{T`bQ@}m5?Og00Hxu7O39%s^wwLs)ej%N;tMt&Uqzh>u&v`nWf!}DM zh0bS8*X^!+O*X%+K_v38{CdEHDWAutE3&q>ztp0AYg2a-0p`bOgO~IN&{iD!?u7-T z*xSINmx#z;x_xt9W1EZ54q4ggldRf>^LbyoIWZ?0Cmf0xBZAd+onOW?Hk}=}kpxHP zjz0d(YQ~;S6G?4+2A^#b?DCXzA^!mDSEShZDELaq1z$E?k2*ogC)T{{#WBq#^2+hM zs0T70oqN`_{vu_fE+(&MU@czA^#1@@q-C>H-1wH#TWK<~GZ*{24&TPPtq~yp+_p=Q z7AIh&ogv`S)4O;=F+Bv~WNfaj%1Z9FmIyRWjx0KUFFv&n|qYbz8^o+N@rS2j0Fr=7)n zde&-P>OMJ|TT65{IxG!|WIPu9dz#gk#!!Leh*UI#7&ygX=z5G6_gB_4UI^`p^FUU> z2fZL?Q)ND%rNX*>ghds4Z6A2|B>L7B-;QInzGx=1bP9in^G?(C?LPFqwX-Z{Kf3IC z`_)}XPt!F!m7ef*agz>mhbEHLb$aJ`-b`P{N4F3Qs0iLH4L1k<$Aaqm*mfQhz>S?1? zuvRvgH?XIj`=AR91pgkgaS zXaa_Vc?OKShM#>ht3fyJ`T3Y+_N`(IWg2WAWNY#sz|}FW%B&|EU1ha5<=X0NG^e+kNdgYa| zT}(U6bBQC3m*!E=Cb&QB{a)Kki&c&_f;(vya4d9A(lsRWkA z0Z9i&?Lacb5+bVx0D?OE)9s#VZw#Jsj400k07{}INXQIv=~p!EI_p@zx3PjZ3o~Kg zvafSNHalMf=&!BF+Kt?Y>{g)pMf?8%v`OjGt9ZWsb=Ziuki1rs@<8f1=k%_F2U0}v zmV^peTaWacmE(J3xg2%vP~7O2UIL9~yO|||=m=UD$C!Nx6c@R{{jSuL3gl%*Ty>~! zFN3wMjhj5I2VA;t^WW8Tj;tMhi35}poOnYg<^t0 zH;%xlJe<%;lj45|>Q;u|0MkG$zfoPL372btaj^Ot<*x0X(Ek9eiND=&YtuB_`}_Ob z`yFvoIB(Pxh#lTvai4m^IwqWTIkf3)Rb-DpI-koOs2J-@7_@H$ytBx%UEZ(m;$DiU zxixR$vmfm3TZ|JR9DX%Y_Sut3F~*J-*DJM$@~b}#!4_JOU`c5PGfYg^*IX`%bO_`Q zKRWU`&ij+cO7;zK2huKa_pmYf*N{erLhOF_?oC`-m589o)gdD%1aa$Lj7BvWW|r7Z zaU4Lj+kWq$#d+TGYpBB^832we(KO4?F8bice8F)Nls=g0Q!QDnNv_yx6T)s;mU6p% z#TW#3%~U^Yf*YMWDYi&+h64xjs8UHF)!sX%GDSZlpY?1#4QoLZQpa%8us6LMC!AD) z%^O*C$d>ZZo$+ySfb!n;)>z%keWYB%B;K;XUO5l)HISih-dKW^n_&c+XM*k~it6gZ zL}BDM?wT0nbQWaO^?N2k32P2#;cY8LS87AytDz8n?mSJO3W#`$#}J}aJ#!{#1_ zpJtK8YOn%4pD(%V#bf9arMulg$BpE!eJLaz$s$f4RO)V0zVWIiIP|(9#*I z*D=S*AXEoai=f=Z_2Q_KT!3&#y*5`{Xq}j#V~zo!Ot~(i$WA~9&>Yu8pm<{IScqO~ zQoX&depSaU^ri5JhM+c!t!mMN4=~1moprO%Ey;|Lu?9AvJp~pE8aCQKn-!t9iroxk zVCSi?pL|C5I##oNr=OHZBL!TZ2eo|_6YOO<;Erp?zB6d8X{+07aiQ|18)P7Ho(DBT zXM6DbS%+WnO`#zkSQE;T8@4Mu#VMq^ydv34Fgu6`3)h_2mi#{PTlinZM%qFJjqe2Z zQ|nfKA^5B28eW$&vrqHMIyQb@z#f!_jwf2VRKJqm+DyY4;}w&<=aZ8`0T%-#_a>q& zb4VVfrv%q`;Q6i|Af{r`4^z^(5Y^LoA5vRwN=r#k%P8YMw91RI?V47RX>ka5khd8l z6|)zG^sB$!v_XzK6#lh`petKJmL%kHT0SH3O}~Y_J3aJ-eWAwKP@EQOEnzmgr6e9eL<6UqxtIHl3z; zZr;}RC25{8Wdsw+9qE#JSa8ZnBd4tc85se+jdgw^@Jc}o-)T~BjAWRPIQ0P68x+It zw&f#@pinej4+b#ACp{OvMJXY%83Ww)#UP1fUEW^a!1pxx?Ogn^j1KN-0fP*1arLEP zopI3}+{dq={AdB&__sfyWfeI-(+|#p;c)H3Ff(JPwvYc1s$tA z6DyDpKUz&#Z4k{Ca@-P0B#Np*2c>8@!w?QdMq%E-0m(d6g|sQ-H8e;%oblTg(OURI z?r4O7KR$xBZ9D^gI{>lBeyf2&D9P}(t+e{gM&?ySPDbJYuTYUPyVcc!^la8Gr^1a& z;HVCf0DkdoVz%Y@SK=EeM4EP~=MV?V#8YKl$h??AZ6t@PjsdSaz1D88-0qQ;0pJ5& z{;8pOp>1T2eKFa{JgS~+&2Fr&>?ASV+RX_E?z)lu=^}4&q0CAHX9JMc>Do2IU1<=? z&L3)wp0(z2I=Yt5_@*2WQ@7HM79yffw*7_iZqruz%h_1_pwCn7${V3<&<(N zS#TjQxwZk)fFg+G^(K_CEDlKeR94fhP~&Oq=~BToMog$D9f+g^Y*@$xNJu@8dUVJP zM1z7oDYpmr@s&bwdsC%+!a#(sd(Z`xl2(KdH?OT|i8G}}90n?IO<^f-C;+35D_cq} zaiv{CMlqTIh0VDb!tOmer}?aaV+49;s+(P$llsscra?cQ09a{MsRsbnb(QU=^DWtx zho?jBPQ*tAS9w0PgcHY?`qMyKUlHFTlF@<(V0zWaJXVgll0B?@VzR_a23U|sK};|x zB!CWR9nJXeblbs@z-O*;O8RBA<1xsf`?YgMAUY-wsHX^}JtUcZg&;SdM0DI&X>RNd zP@dZQ2LAw5cK70|$2I&9#FD?UtqApvMOTY;Z&1R3Wd^yqP7EfRZo&TmSsvExaa&2N zu~X++rcEPX>5s&g?5ETU0hu0fA8>){NT-RM9D)zhv_fdpo*qO#^oL5cAc(J(0qn$6 zVn%4Wx!sc*5%r`ua;s#jkD;w0q2YF=$Ul__LSVmpbqFkHeW}VkZ@vR5a zW*GhBkHV`@qg+2rh7^E+qzrPvlkHIbni5Vy=ALwhgk;>m;Z7QR6$D(ieKAdih|liF z?$wArNuV@xkg^g7T{uWBiEg0(sJne2) zFc<4U7bLf~C+C%LJt`ObC{iOEkEyDJo|vUkDPP^H=j%WW7Qx#tFy4Zs77D~*vXRh= z1-_(m%MNktPD%ARR{{k5MF53ZS|Aki2Xbjl$Ug8;eMK(68f)L(MshA>KEzZg`iRCY;UmAPGcW`b?qRFAttB=k76%L%j=wu;>Vb;7@XE6gTYEbgSYn~<%H*KuX6n`nH! ztV41RE0^&#tgA9ykbJp%w`#SqCRC_VK@~lP$B{6Q^d7YmHu!LVhrKL79^#~_p z8r9S8#l5tV92NlZYEKTpkSv!nlCnt0IUI^fuBOSRb6S&`B$1|8S;508?M$${n&Rk7 zvn?M04@%SVO|*-4X9ZbX86ehHl?=}~Xu(i>dez@U8E#DT%F?`#5e=S%RLgU1Ex8h8 zNI74vLw04|gOP*YqlN@6xq&Czi=iiAxzuj1K#8R)fN}@%Rh=lrcf%}Uf&MP_pCklM zOkl9|#aptF!7*-}W11MZCl(@MA@du{jPQb?F91-9p1n^>+_{NutXXX4R%r*%AnEv5 zK5WlMBm?SbObaNi?SP6i-!)oLUM5@s+38c;fh1xuaUxS3d2*^Az0N2QSeYV18G#w( zRfdoP2;}w@ky(k`0##gf$*nl8tt`KJBMDp%G0|!qUBQ`pn3H4;Ck>v5twe9gCK!X=4-sg6wj_t{bZ<)-<>VJEb^|LO(jK zaR4_WStdq4pz%Tr5WT~g0)nkw=~qqusysJxYCx?x zN4Fs(!5oYV+pvx;V@(o5Lf=EiGs&tEX|tmK@;1+{5oveOT#JiM=;D&N4TuP*bh?R_ zO!8QCtJb#fG_3`ZXK7C$bBeZ?nv|=u`%8*P9c0_qrF*Sc?9CpVX9baAgE${IzcorM z4DDtpp_UCI3B36bX5vLT3g6wQh!JB6PqWfi%w)^vN_x3DHEugwWN$I#cVSf7MsTy4 zaASnXi_jk4^a$da3fxB6>~UK{a7h739k{6Gc=qlnqw%J;3mEHc3YhIJKlc1}1 z+H?>AU4u8Ns`B3f!p-;!uJW{{0NikCj>huaLI7ccezfr&lki(<&mdMomUHsQ8#-5>}8%r8TkC0=xr9lPYGY}ghuYYAmgCuS= z3s9}LJ3PHoFJ864EkHW2lp8y;#1q=))(={nn zsS2L;W(_*>6$!sM?rULVCnT{awMZi#rhsNo_I=4YH#qtVPwYrtiIQm$dAy8l z?_P7^$-GP~-rGkqM+D~^vA_q84{r3(9q81ppHlk;yBVb)dC+B7@vDJPe2PssPJ>9( zmevIZM&@ZxR%)DrXk$cJpsh+HW6@9LPx2(|w*%DCVGXndPBISOgjbo`>zCdZ@ty77 zo&<(T4(N!;a5=&BuS3>#IQ%`M%Y7gXJK-RV{{Rs^>xR%`)?k`zh;)Cp+)tO1M^lv? z@CRyWOxe_-y4JigsrZ9gL2W#Q7^BWV01Y$3nhm5jc9%sNt{r#oVbFa$RyMQZ8{K9* zJsx=2Tp6<@YB&UN02SKaTU_15BhsXf)>xD#TxXB13`O@w401=lO)#`8lGDbx>z1x# zQ1JG*YiH-3Ri~8ku?}i0Zvtv}aI;@ulxAPJt@;{6vDm>7xnwCMW<34u@%h&?cdhBx z{x!UwVz-S9CL2i851Bg=T&((~{*k6hqsEW+jpP;`hv8i>fONYb4?p&J1=WjA;8FzK)3GG}Tiu_v*?zcPXHzq4NK-`h1Q}|bX zf34qN+M7Xd8rngVF(kT7x?ZU_OtJ*-i)2?o9{HZP?W0Nwkf2~KNUg7obgMo>XB>ETU_8paR&~h{qgNoaubk2rp$Id(%0f2g>@@*noH9I z%AdTA#xeD$r~D!p`aRrJUBJ*vq=qa82M9MV+L;gWnD8qy?#kJGTW@IKExDKiJ+of6 zQX5qe+D5TJzjYO9^Mi@NTxeHOX|vnd+eptL2PAc>HX2^3;d`q+V(vYW7xK!J&OPhX zVe{vhMQ#hoM?u@`Pt|NJWU{u0QzB5(jsg3}(xJ-bC1aV@yh9$1q)9cC31_({Va`J5 zsjhEAiU+lpdzp9LNz1byO>20@EgwwMqtk7z-ERb$V&0zKwT&0{P|-kn8Vj5snRz7A z22HEmY0yC&>oD_4`+~4uD@j9i(fn0<+e&Ne19KFMydSykQCXdrMma6R5!Ch+0cGy2uJw4QmvUP$ z+U0+pbXrG^kB4lU!%wz_=UESzbs_mN>yKLHZbVMLE^b2zq|q)D{qn*F@%jkb54`Y*Emx(nSy?akK+7xRRn`l7D7!ok< zJ*z8L@b$*Op^awJ<>kD#O_xz0yi{}}*NO^C=;FkPmq%t=H9Ze{zTu~}CfF=%kQs+u zRY^4I1S(b2X&rZWsO;^pu5L}OvCE#g=|L>$b-Vk$QX6d^IF=aZ$C@MQw0AXsz#7e_ zm~J$S>HL;f`6Of1dR9c*cDtlqL}$2+Gp{Y4ap|7bm#EoXNXO7N(6d#sXJav z6|S5hhSbTu_G9;l)v;EkXVj*XO434FS_R#Gbr{A+_dx?0HRgInh4u7LCZ9CzDlS-t z>0S1P;?(fhhHHh%RS`2es zNX>AO?HhWd3JOZ+oS0JbQykiHg>jswc&j>3+H9|oS!xoj_&ZU?54awc(P^NCHi|-A z$PdnYR;Taer|)l771)!msRT8hRZC zwBqsg8(=b05(r`Pmgb}IibVyj^l_+14fA8SH7uszNVA^qIThMx+*r5rs@@JJaj8s6 zC7&c8tqh)o`sgd+>)aiVSKfWu*+@6MkBQpC!OKn!l11O#50KXhBu=TEk!xA!mq)P{v9E8WeZW=S} zD>1C5(!5QhNqZrc2`}h+^u=yFTG@D><{6#7!>f$ND-1MmLm6LAwRr`?Obm@2yFt%B z#MbrJl&gQH&vHDbDl?8ZpL)Q!dy5@HNhE01p!sIld6Url*InXKd8>FwM${~$KWT`G zh{r6R^dSvwd*PGZG+l?w^mL{IL2F^N4;3nwYAjzF@HSq?2vOrgBzQb{>;ilwgJ>C)Oqr|IRRh{@($I;i=Np!J|=u%Boau=&7@Ao*6H zw1*{Sk}{(w?{VIuI=$Sg7ATPv3q4CDA?=9Pp%Fwby5N(Ly3kgRRgItSiG$ujx}i+xKKNq^&bl9FX8PCrMd&{bByi&@1USXi}#5YVSs+_EFzB7 ztCwK8?kXox`%nyXl0{jzP-X=56u{DRj1NIsek0RU#C{sR(%b^=8EDD%6?R7$G{~kY zC_a=3`C9fTwwh~8fL2%^13ha!=68_1jLzqbvt-w({Acjsvb>L4wFE~$`oKFH@?>zs zC%p_~iOHysTC?^`r$Z!h5`cWfcKZ5NS0phF!5ydp!-^JHx0x;@IB3p66wtu;r8pxU zjR1Wa;eBSt^TSD~$siHO7&0?<i6+u4rMjM&^{#dc``E0W!aJ!J z(nFSyc?Vf_vUY+*yF85#n zJ-sU~Arw~8+FPhtVi*7liuPj;n{gmL1p*&!e>7Jze89%tSFx-uZ%#JX0`l2FibL}O z{uOEl%rTI2$0oIHQEzQzwtnN~H7KKzAPi!jjt|Ndlb-b);!9iBwV6t?@H5_=9mffQ zp0oiXL>+R+Xg+pT*Zj}4!PbeJ^zL;#Lt zaoxM0dZfra_RHXF-0f{wR3Kz!A{o!)UUl&g!&ZJ0@e){A+!=8Y-}3Fp91f@d0N0;d z`b}@yC@x=gjLsDcJEuUjm zFYUCC5JGJ=D`?y}#!p|)vZgH_a&kKn-m8hp=uT)6;J!TYgx(JEBf^JuoTqe8?0ZyR z8*vt`31R>zsWs}~6fHlrye2LjZj#-&W7ieq5K2>Hj;ec6b4coXrP?WE0ARNmtvI7t zkx@q=b*zm7=xVmqVc!Bgv76E-7v9Z2a&maNRHyN5T7BMXJ^nyqm)%&Hvf0A%Uj6odXOr$+rcHmh*6P%$ju=ko>QWXo(QS*^g?$#mGs3zNh`@D4_dQrdlU#2 zpi+HtKn%De?I6bFsi$2}Gr$nW03)cVuJ0D+bumVc);&X36L@n#THD<@oP_@XQlsiBHJl*G zg$X`_gd$;aZbun8>5)$RN{*3?dy0e^N!(Ev&}NmTgb$dH!kZf`iNWjzNGEgBOdi#q zlSb?S#ZD9-;va<}*sy1tk|hB9(yhZc3`2W?P>7fehe7O3Hbk5ZuvQ+_116RCAC%+i zOh+RbIr`O7@(=lDKLbh*{{UV+>49vR$;pfp?M)Ft+{g$X{8V8W41zxcOmn-b$f1F2 zWFUN(GB427k;^21cIC}wx-oB;1M#UN-o1ID0jxC}#s2`7g~zz3ja~8tkf}JV^qtcK znsJrMz=d(@X#u9Xgb%|&GwLXN-8oop44ie_S*OhdIRN?!fcb|$Vs7=#12%!MpYB`_ z#+uq}4ULy5N7k`~P#oqqUtvx*v7frmzP!*QN%TdKaNvR02AFh49V5@s)_F^ic)4IZ zQ^c2}7`t&z0b%r5#z{vfwhdG^a>PfLuD^v$x`v|{{Iw7Dr;iZdC(3P=zJib<10~w< zC2@~xXjvbVEQF6*wtP-P{`*Z*O-Tl|Yj8;W4%~ZUn96@jbrff_|vVxw&C**E zTapO$sYK9|@&%v=B1PSpk8w{BCUOa--hgC-k7{2w5IT|dpbt2|B3Yo=q>#LjDQqB{ z?eUF`gVdUA8vL4dunQ8ipSoFdgHp(KJL`yCNxdXooxB0{p$f*W-n9f){{Up!ADnsI zJwCNoEluS^4cu!zu^VxYSKL*v59v@|>YL_8c-MoI-m-6PnhWXRjGPG$z`m3LUg%oK zArLbaJYdu?c_5V}mK{Z2he(_3@=Gj=o?7P(P^Ot6g>QyDqHsriQn(C>ZQ@{j=`-vq z__~+MI0TIF!mY|$Z(NaIqDIDF((W(EvNknQX-Q_KZ7MRpA*QgUk5-P_GN#S-n@ zyH$@IQV3m+ZY~5?^wAzlc|y{rgA`xjC3Scjit532;dABtp&Y1aKUryOqNqGJF)bk%xI|~ zc)%DLJ#kl|xM2wk!y1j1OJwuuP0r88v*sT)ikIS9)r0PAb`&eUt*mmy51gc7YVt50 z#XJQp3BmNOBRhymZI@ArZtaKf7=HfT^;7BvR7-aa%t3M3)u|G3axQI~WTUP+FsY5@ z<;s)&o(qoP*7wk)QXTUMtH~^KI~qV& zy?Y4urHp0g{_^(xDfY=duy3_leW6_E1E{Mu&t+)9!x_(ZVUt=da+2~RJCAT_Tr6dI z@D@8Xsj_NVG>ePx-dvS}E~YTt)_{@8I6@Tn?r0^u@kPhVNSbDy96?MgfzV>3Z92<< zkf`p6zp!Ha?9*Vai)Nb%UHpiajbsveV+hR0gxN1InoY~}8*xDFUqc!$Bezsv zVNW+dG2kz)QA>N0aMNQn^J0UOJF^bhrC=>R$tUlq`qXcBsl&;G{>Z3BtYbVA^{X+# z0LgeuvHWS;!m(W6#zq6V&$S?)XJQf-Z+g>2kAN+d0o3B95i#c&{3r{U=GyvE#A>AV z1k;mE)Hw|#YxJ#iW@I~y5%i}EG2PhuQD8Ghl`h=9+Vj%{)0a!O8S^J3W3_1uC`V@e z>C0&d&&q0$?q|iO>G2$`xF^+(OfBF}64`3^ksi^I1v|?fu|ot^0f*gCDcG0VtOXtM z_)tLip@^az~Ocqar0(||birURq<aU zpX1cNF*J}v!9&J<>(J3yx`jN~8RGaYb$=OKSRqsk7&i{1prHwuXYsUpszqz0z{`C( z+Dk9p9<{lrX|n0|q+Hz@=aA*uj{>S_o*vUQnN93*<=cqM^#Yx(={GvFDYn#}*bblsjUXCEdee|D?rAAPGjcP5LmD~VLr(Er*G_FOAy`TIamFh*QB7;Z?`d(X z>T5J5w-i^;*N@7(V-pUfuj5?rj_ot2+3F0txz#Knb!WIN`L#P6mh*}7;EV2{ z>q@|A_@(sg9}+>RBPGLJMe{&^hun(7(R@Swn5>sw9+SvCC)Hm>q4;jWq!5h+=~sk$U%~O=B0^muGHHAqXV3rRZrqK=M zv)fK%lmNr1&q}Tv-xa5%K$@3`E#keCF-UOdJw-2xbX3x{qYbmPmTWTDK%A^+@i+@-c%Byi-JGs>BbONU z1lOc!TAjYLq}xhnRJcDWR^#eTdG@N3#jdhRBF!e^3n|WO714F8t$N=;vz3-vPenKg zy>fBVhBMNl)#cT77tlO6AdWQ$?YfX$oOK~sam{3Sl1rKVPh+R)P`$;zop&w5$MH*fqT1>* zqO7sD*JVAchOn9wx#o{@fsC-}UAx(9x}J$Pp753~qD4{GxP{ZNppe@un@#IuJRoo5H7F@Z?Fa zMp0y$iv6BXy()T-dI>V3vztM?md5%#c%&&lUKn>94iz zgcyuPosfDSI#4mTms0q@T(;1(TR$U4v^XrIYN~pZ(yVxkS+Yq_hO|r@SabG?Bk10_ zB9p{^BC+spj{Y6+<_+weT->PS{v+#LXNAnVmHoDlY`ML?m?ZL^>z;X_tK9VcBF518 zdQD?h-D9I$50O-0$@CraYnZn2CF$|iwanJS!%Vn{!3DYF2zUgKdhNVs)~~7C>2BLJ zeG&z^xQ`hO{{X---;d{BYbE{1il@5OS~Yu!92jC_^6ekWfKO5_bHn;(ovO(U;zg1} zys8ZFf0aw3tU5{&r-YhIf=Ox4SPwz;$*!^Q?6n;x-&ee~^QVl6rv-Atxr>`9Bh;m| zkpf_eqGdeoJ+VMLnOeBH*1SV+r=KxoX$JknoO;&QryMY9)|zIX5h5`ZlX1d=2d!4q zuHn~jWVV_{wYiL#>~9C?t^PGV+#Ys;HH_htR%Sn+}z9dXvF!C=pz*k4^Hn#*>T}AHv?IxZC!R zP}Z*Qq5};QhX8WJ6>~0G}x0LD>3#S_({``!ZzIjiizfwyd8ksrg9t2fb+O zFzSO>w!72h1TGbjpU*y&%X#fCHpW|J)E_#tcc|^AynSo;5(bZ~t=M}|JDYd6wwm9E zu4MB^nG21|!x`t1Tz##zww)xJe8^*Ij!~ERf$3It+evimLwRam5JNQWj^_cqRq=+i|fmU+R)V^d9YE}=A91hMaHau~YuFgn$p zYS^~1r(LFCYuLBShb{dXfOu38_3obG%f=w#+R5AHc+}gKY?Sd!~XU1_{Cby&gpkY+}jJ$>! z>r!~MrTvT$+hEIYhx0M_YbNhY)?{mOx#o`0pDS_6RnI|M4HfOgA~_&iWs`>ra!=Nf z5!zp+&yx-Eg}#h(`T1r~bL(AY?zMFH*4l=YRt-MY1Y*(84l&5ad9Eu;fjs%)m}Xd? zsr0Lf6IxuXF2$|nKf5IT(@bXl#<6OehuiFIRVO2^+g{xtZW=Wa|%__ZOOCxu=i;#+5*7|$8??Opz?Tg_y1oQ^BVQfbtA@q&#J$R~>R z7%x{?(5uI3(GaOyOKD`DyE<#0;jl?$mI3O>rfNT05p;m*P;A2xmj)Hf;S0py@|zn=UTg= z>Jn*M%oC#(1dZ7G(;4(EP7FYihV(Tas=(-X9{8x>nP#<)V1DrCqSfF2B+N5_T7V$a zPWw^;&fIcqPfl{IaB+&s((~n!pOv~+jk}a$dBsW<%NqWgy0xLXgaLC9~ zRoqE00T?ANqAw&!I1Q3VB-ah9>6b@RxJY6yp}0P^)kd<37ATaKHLYu7du(?SyO@00 zYIe9DM8V;dtjf`_{{TH}Rvm9pg5L`%U|_EFDzH)1VCKDR zQoPx5B#%!i>$lX9B&aQ1BL&Dz}#$C{I<$Tz^l} zr_%g2rRhpMrBfjOEK{({wpOvGj@Ht%9m%zT>-bgO3r4ijti)E4Mvo!MEZJuKYABK< zSqh#si6C^iNmJPsA57V^(&qZZqY%t07HI?Fz4_kPLM`M8<>>R}^{{UL6 zCC;l4hs1HXlJ!%9{fFgPo*vZo;dasA$nP2Z`-VC8;*gE~I{xhFHmP$NGos;%`cp=# zkPXwJRR^DHY^`%11-syN0Gi0vZ)Fy)E>{N~Xal0u1UkNfcN#EtXwCroSI?)@*@*QVDKpiOU0tc7S-zK>#f*lF1p7j{y5sDQ4V+ zasla5M|QD9iY0JB=Za*OE@V$H%Xo@p<2c|`{>x|-4>;npWSU99N0GLkpw!|ka-V(2 z)`kNvUIenwjSXHkj6xhE|3DD?ydD$49Yfc z^{P-as+>r`XMs`)ZbZu`m|JPjGy$)!z^SS#;C(61(YA6y`cx)3vyg&@ zG&#^n35?+5y+Fx!j0w5Ue}q(?OFl4m(u*mM2r7FLO&|!~-@_w}-5fPa#SPwx)=w%-yXB5#4C-3ABN)Xv5A}jJp zTkAksJHH+3BjlkXA&gTz$#)V6Bhb*qS`2#=OeS#nAcUr+=>q^R?^=1dX*eeoF^FC; zxjE0ZL}Vp~4%O|NdlUmZfcn&At6*hK0K<46#u)u+uX8bC6a@pR6!nG>asVGn3!*4o z0ra3mBPvOdg2%l%?&U%ItYmkf>^zVP_oo1@=|ISgjV26@la5UwnFe+$l6#7%K+>F-WnSPKb4HQpY|=J6Rj0N>IC8&@Fjz;_&PFH(R)|fx585Rd z{{U*OE#sg&Zd{sVme%1v|lLC6N7Eo?pxV0G4QTKr(SAg#7s>efHCZo`X3bI}f0& z_G2qxLIo<@IT_jpJq-v(nrRv#`>qZ;=B56~u_F<*WcJCdR!k9=+w?T}rvT&5Z_b82 z4TGggz!F3UpfwblFmOW!Z=tHcYanDuarLO$=65H{xpn#)KyZ3?iE8$XcYSh-xXF(^ zkHW8gqRMahmc{#sWc#x8=hB`u`&4BZ&Ibh4H}G4nutCWu_(cdAvEl0@12UYh(sQ1b zlXQkV`Q?Oy+m0#r9w3^@e$96YmNEBTLCz^Ibz3YGYi%>i-@;OX8JDxlViA&A1josJHb0R&L`)b*z$EJ6pVdWt6>C{{R8? zt1qQRI);kzKqrB_n$Y_)gd~(0^)*Sf+bJ7)c0-&Tv2;fK_v+ zJ7AlEQpKjCwoSty#;qXGe)$=)Wg|X@k)}ld09i5T-jS>mcM~!EX$GAf=Wa_6QfL`c z^6C=6M#YD0RZ}aRZH3RSMRYM~(8Yidb?1t;_Du2s0QSW(Ba{nzdO|?$kyjE8M1i(E zaa|y{d~iTNN`H|3L`_$>BT*$aep++(1n#VZQsL1ch&k?u`6SwubR#xqNd(?hue+eM$dQi!4l0Y?<=r2hc=r~?#O zcO8`406~n?2_IT^D8L;CD6u0&0-cOeK*SlMoM}J+7m$TP)VE3naiL3e1mn`6H+G_L zvm1o-Kf9Xc_3s(GOZ}aq#?s3F04o$3KZYpL{4Bb2Ca16J3YR41V%>wEPHETu zMko#)7DR44Vv`>90u+HoEg0a^upu*!f{dR|w7n_A2chXqV>zQ0B^`Yz5glasw#Z%h zaPSKwWM;NSMSnC==~FbrBWa*a!0=~}^gS!X52kBYIF=P6Hc!0$e;UxyzTc=X_Jq;} zwv=Tf9hbKilVPE0v*`{dwMU-mvl||&8tr)dj|fsm|)Wq@@_}y-tEcS$a`?=>8%Uo)+N($w$eOjqD=~cJq9nAtgl>}1;yM=*>@|Yb3Sw`Lg z9qXC!_lR_x9}gv?&GRbqO)UO3wz9P%+7l%B`E%IN!0H?%V=^+QyBt?N;*DBcdsx>_ zoNr=tgIGFM>+17JZ>}BW-M}sKilM7XbEn@B(eH@zr`nPo%dvQuTZ$Dj#`0iup0yUK z;(P5^PHQ=%k~BQG7|ms!W^DYeie$R|+d?9Jgbv_yOja)2>$=oBf7z@IT&u6l>#Gy#ON1VRr|d8WL9 zh7VeN@H}(8M;no_Ksl!QO#=eJ=g^7-5FvTIvJO6!raigOHEHg4+p5NZ+{k%h=}|f` zk!|t&);Q*YnZ)JIJRDNp+qJFJ!r%s8xTt}kMU@~N^ZC+)#xsmmV3IIt*$1TnSkvb= z+Ks&UB~ive89$YGUNg2$TSkuZ0u|xmf#Z)#%kVmBDQ9=6YJp2cN0hDH*7EL>no3H}+HChSbg_wxO zz?u1pO!=w6ojJz!?Dm^O~_`eqw>FwA*j=xdHn{$_$;oa6KzF+d{w8E>_+k7jgUD ztJJg&3M~rM!)Y3lNAK=r>ch}b#Cg@KTu-RleUcZR?Vp4LC$}fsy#+j<3ffHe}#MTS^B2Cr1(bKaivDG>NA2K;DPcF?y2inJR_zoT1$AV#RqId=ZYyl z^ZI@22576t;ms8;bp;B?EQ#H{4N>s^lYQd7MfGQd$l>h zu~W7fKs^USM{$2fe;(?X*?N3DT#<^zTQiwqvD4>>;0GAb<(i}7cfYoHE+%+V0K5p?0uDM*OE`&c?jqHu)k$k>*xVFG z7(0EddtcP$yS3BxprR|N4%yL1QR`7fcMhduqg9N~Ng*5$nFp`(sZwdJEmu#S(rq5^ z_i^3h{aOC&&4L=wV>7YKLka6r(2>X={K{g{LTLW0vzJ5 zXjjXn=~wzywZ7d&3En{e09w4@k8D>zf2ad|g^L`FN@VKZv;#2iZk}LfX3Vk@OB(Bb z4@KtuL$nfL?F`xX0FhYMI$UY5GTZ`e(1W;kJ!`7bG&!`79BKOPq2HvLK$b-3Z?6;# z)cA#WByelSCL&9#^BFn&$e@gUIIdg4sX9V#lpicPRwuBolgHXjw>qWOq&Fu9V(1it z0ArftEu_7)S@ig%k!KR@2tSA(=7uAr(ylM;HOrW;?Tps1^Or@+?X4YG!*bnf2L9UR z7tK$Vw{`yj>s4EI)pW13q%te9kNsQpZ%}G6sHND3(&V+FNlR=~g~uF!DiKYb^|S|0 z)g#lcKptTsoOB1;x~bAs7WX%Zv&mw1yLWi|XX#DxW`$@pv3V8r8{=hUQ6MF`$E{e< zukCditRtO)Y0$v&^~v?2lFX~wV$g15y|a)th3_h;auxoas~X*BxzY7uG)h)K-zX#I z_u{l+(k8uZb_rb9k&=VoZr<&TVJwPSU)wMdc>o4J2lsXfc2QCkRE0*|@{G4AG?HentJ#zCM9 z{&$-kkVzO3N~AU`651KE_7-`FAJIRve%i6w_|dz?Ry4X&h>IWrs#R=?tSjlWw{w zu#zx5p}4si!+PiPu7knSO(vM{H#>5vC-;S70K-5$za1j_^oZuUB>w;x&DyrK{YD{Z zwl+5Gkw7qVq-6Tj1YNu)dt19m&exGhR`jnw)3q!60``(8nHsSKlg)H9-_H&uk~tNG zpx_SKt6Hare%mO%vt>x-P|TU{^q@vOHQHlVRxMvC)LdURPDqtI=(-aWfy-D^4ayLwRbOx(m>VMgau-k$i zhb#?5osD4;bsLt7+`-3s>pl`+HN}RZWd8s%D~9K){uSl-`nYg1GW`Zedi76)x<%fd zV|A$AMq>L$Hty=*ohWL`scRkFm|TjfDdwz5LCLC9xUCLxk01(asB&0yM3QHUiCe#1 zb`$~T{{Ru-`(C{Y$Vj${e-4>7z+K)UVj&+Q@TR-Zh&O3{s{a6G+K?0+&nNV+Jk@UP zk%hIe$U%bC1B0T59L^ryGNXiW`H9NB64y_sfMR=M$rDahN@3P6?1*IJzMUm2zcEZ;E|)4_jtacrv$g(6}1kaPOi zncet;>Uap512=Xgn)F`_U9H}UZy@IlZG#I76WEbc#Q}>_#L`E=%7A)R z^Eg!?%AB6YfJPLPF=YT1Bd9dtcHuFwH`cDj9lh=JhFO3JFaRR0rk$tbBI!C(YpdAROm^9!C7v$sA&=(TY%2{2>kpRzK+*Rk( zoGUk&hXW%GRJ8Q4baayJs)N&|TnVSft>xW<*x+uU4R1B1(O{5(!5bK<#l?)UmN7?F zED*`z$pUi2Bv&!^*=O9OGIPkJGp#Xcmn4YfP(?6k#PXA=A6n$1h$+HI;P)b}ZJ2bv znE~{m4ut790k{fBv8d$JrXTXpBigd!p7tDUzh=kxja*GnSLLJFRQ4yDb^;=jL~w0# zdz>0VE*z2eZNFYCK{c!NP-Tq>Juy-ZY_~E%0Q8}OjPG#=KW5$SP@DOf;9C_w#=11s zEM&+q;2KjtjOXS66F?mD+~EH4SdT$SZ{g@7f6BTsZ=*~19aN6_6dfZ^ej~j=--Q6q zWZmbaZa)fWyK~Yu{A;8-0>9n9L+i~jcz)?u5!^=pxio}ft6aWFjFIeV;&T>vTdCu{ zYMmQX1A?D{s_&y}9QmqS>CFSNL;FnU0XDB-1uxrC`6PaIG18p|3@$#4Rc5d}{_a8a zT4Eaaaf6YPdjUdRyRZg6J!&zhNHdN-&uWRSE&~uQ3V}c({{Y(IOzwyer9#@AOxQ@t z#a8RKatMRErkVngm)x9e!Q~ zNtoA`$KzDqUnx&LDyN+zza;IX2Ea(<;5Z9XEs~6rb&OVOPqlbJGuN7H+^ZaUWagOJ zreI^z?>|aJjH?eaMrQTRRD=Q7aH;p;bAk1s5p2mC$AS)hYPoovfKSSM8i>moI5H4@ zX~7^PK4(vA0C={t89W?%nrp)m{{U91Jvpf45e(q*-lAD{G1$C{7>P!ozn?Glp{*G> z^3FYJ!uI7xRVqV$JMchS0HH0jyI__S^t9NcmaDv#1js3*kNM~i<3buK7>Z@Ga%z|Q zQJW$|f$v(43rau}4ZX%`%ck-Eun(mIDF?Yx%LDk(_p_%N{c8JZ$T>3e^{UNb7UP)@ z;3xt(uGPNyCaekV%KreVAC)3nz`Yos!lWq@tqf?5&9s9G0Q%BJ7C+^nKaEDwN4o%G zq)>yRpT?Dd%F2#0NDM#3fxRk>nv^O}B;(LkbkxkU6beQ<5GgB^Z0=F_V^F>6-f;vK zMF-lk7WU+xA!ht4f3)1PkRdsu%vu^od5?Tl6UxVvA>;k3s2275M#CP|9VY607gi&< z6zl`O*BKcuynE9ny+qdW6ntEy0`3ifQUmyy03z>~-R~}qP@D%SVay!uK%n**qy|UW<^JwIrln0fQZjHeT3beXll7+ongGul zZ>s_Ht8rSyi=Mctc4m|VNCt#YLq;j$mj;;7n8hd*v>F%)Xaj*uj8qr*w%TMOOPNBG z_f(!uFek=n#WLDtytY~6B&!Z8OcT%(NeKzImlU|86v2zPp0t<)p`^giS_xI;oDWk# z4!}LdAvIm^?IO-(A3$oe>rf&25V4>QB600XLE^C+TXH^FfFAV|YL{<}5Tn#nLN~}^ z#~+0odB#WMT+zL{Z02_SDi)GgCv>bw)`8sWvV*LOKBkyuh-3Gu{{VegEJjpRP%Dt=PZhF-(e1YGA2sabEWLVG??|%P#xfz#(w%_SI{lDR76KFxlr1oLf&s{eL+x3{=E$6jVmS4t z`RM9G+ku)xMxXZjuoZ2jB}7Wk578a*6;l5C9_yr z9KIP?b6pRBZZ!`M+}wX?>J2)iME#LQNc6>X_jfn`Ch-N{uX7N#hBm@3(m(xXk`bY& z!n;+m{;5KY)$TWQRjr7(jU#X{!ywhH^GKoVv@j*JozN7-zm|lIqjA*a;-|2b${qL*XG~;gy*rSCRpiC_2*k z3&YV1Idwa@+Jd zZVJh9kCrfUbM7mTGF|CjEVwo{Pa;T8M&2=4o+XO@((UBCjl|A(ZF9(`2CenQ&xq$q zt|k#LMT~SoQR`kDg5OCucJnEcJZA^3QL=((w?}ax2l$j$jlGPw(aUWb$i#zz+wq_Z z`d5do?sQhXl2TZXFnU%{u#t=TC(KniAXfK>jkUFn)OWXjSd5Smo+%8L5yJlf+3w^i z`K3K51D=-BL?1L^X@IcGj@6-aJ38(xPJ0@oos*$FC_LtXX7!2w&x8{J!}Gr!)wdIB z`x4nn$KQDe$_LiE%X4pcq^nv*4dN*0E%R13zh!Z8Xdu$A5;zy{L^wI_4J11pp1)%q zmC__qLh=>)mL|wrew!Voo|-N$V_7CS$Zpjwu9FamMoSsXWtg1RZARUG*p{#sc48EP zObATc+V#Up2q1y83ywiklmQ-P9Og*zV^ z!R#n6$b-ZI6IynS_p5-w)^W(~U2XS=V!hJV^3!*j5yK$vD!rG6H0z6a=DXG-fH>fP z5}!jsCIFZBc*i~I1B~)46G1h`ncTBcxm`rST z+A;a^agka&c9W?80B%F6>9&n>6ygZVZVCr{RnG-@cH_o3=X8QQ2nY;|)sLs?*1Z?U z9wWE#Hjf^OqQtMO-N&^;jF^|Ear~${Uo2vC7y3nqh;(UXHp^+K#5YS6eH7Q4$pxCo zwyPwbc{@NOy>^}yvDS1sn)_1S<=)AO8Jnr+uW?;scp}$Vxwx1tamNH^Q#b$+f0YJO zJl9;agTvZ->G8wAQZBA#CzTin@D;IjX%C3JGih{HVv^l(;xU1qU8 znRba7?hS*F%9q3H+9dw~WWHe5GvyL+a-qHGBufjsof25gZj%r)B9vor?afJX;>(FH z%W6u|s6Q+*94Qp-a?(eh$4efFI*m#Hof7-(;$jQe>&AjD=YP1$Grew@b`vb z@dfmrB-Jh2+e(0DD5T?gAH;K6o+0s#rm?M$wT3!Xu-hCFwgaBo9Whb(uf}?f&Yf+e zh*sL%ugoJP2|eqc)bzHph8y1@g{-Ucvkr&egd^0v0dp6Iybr4QvRIg@+_v$z*P!;! zI#(fYsXmdTORNDT-XPZGJ6XZriJY8wA6n>jw`jf+_)|@cg-gl6ln<#j&R*Q0_=^k+ z^N5f{gmb`A$LmNL6ZleVEgiKfZUbM24YZ%SJJ(gAU&d`$%miCpua`0&3ZGDF#r3z^ zZKr@b=0zYJ_pWzJx%p(%??%Z71dmbPg5vDN@h+WvqO1neX8B|#NF;9=;)#qNBhfs_ z!!68A46z?x=bGyD>7l>3lG9Pz^V%*^*nQ=$dj1P7Cd%(yj^szVHY8x+7U{t6Oqp&_ z&{iq$ZtU=w1ab#%b4#h)4-M-P+GaWQ-AzZC89#G9&!Mh=!}n5I>OW}%_i|_NbteXo zwuz>k>Vj9eVYVbgkUq2szjtvyhpR$u$C%cGD$aRiHE+azA<(rw2GU4uBRZYK9u>Gx zT+=UMeMiBuU9@M-ux~Ai;Oy;G>@-a|ExgGJyppdZ_MjQ9V-)%Y#gV(j##Qp?Q}Zql zxT@Fs%-#^bxU$lvFK=*nBr^0|_4-xa8%j~9>Q<4?@(~!8He-^wIl!za^dWxY`s(@S zmHLL`9@K!;(KTCx;(OFHCCszHB#U$Z01z1p4Pjbe-$$=LqjCz$&Uc0c0qiQyqojEj z@#-3ID{*T3useZW0sA+Iv_Yss14hGS$h~8e-~4H?W9;B-yTL8R>pjH%7#jQD&%e98(Oz=#9cKQ3CO3;ql-gs`B8Mk51Ke_>1X;u8V zWB&kj0h;A>>z}nxbE{t6A-;2kL;nCQm)3wq%Sq8*xaSX~bLG&W6_?FV= zRJpd(ZHaHPrA@Mh0RVKQ9`Hy4@v-2doi_&*=^D&A^!kYtJmvM@49x$ zx{#CCJwF<8d{nTc)19%#PpO~~#Y>FjU9qQ#E~GdYCurvfidkZk7Qx1Qib1*fB!TK_ z0{||d$u|U&Is?|D7dI-n6Eb722UAm&kr$Axp!8m8vE4E^`hY*)6apLmoigA_AqTk? zDYL%vz-zfN{n6T#-#afdfydoSV%=RF<-)1%dead)>Dr8dfp$V;xvKAGVo)TWM<=G! z#UPqid>4`Zhe~eg!r+nt>;(WwfkR`=DT7jy+i(+q)~f=MB$+uQRykqKX*U z((x$6M~w6eDrAXWGvy!n6A|)C7yR-Eb zjd85oTTLajz@P&lo|RZ_qmZg*dR4yeL>rzVm)f=Ko!KyPMd3iWJYa3bdO}2##$MZeWUz7#t zdm7R>R{U##_?S}FtftyL*B^VnC}7S5SJduiyO$0_J7z}DTE=A=C)cT~5|Ylu@=4^> zdrm16xfa}0fHAf3scc;d9uTUfv?X}OP5 zMH1cV&HJQ?0(!TlGz_6E&^89cxb)(cKF=7-Ze}NtD)3D^kKPb_98xdX-I;CX9$@NE z^q@sKHC7+Fx3&gT{8;H%EsPdw3qW2*p@X=XN5S*pKxop_F}q(Dc>DxQ@K zb6M(-Pcuey<>XULqt>CBN=QPCQ#`2{WH1B$>d_dYb0F?TXX|kdPez`~8G<_xyn0lU z7$QHtoP8A5b>6FJoI;Gp(P#q``!h$=yf-GBe0RvhcJO)K?b51vLsExGf@^!RERef? z?<>NJnp9i4yuoC-C(^AAK37l~5fpX@G=ywJso31H5RjmrpZ>asTV#C(>?@tyM+URg zOok>7a!BpkrPUOl4cw5Uw*rBq55Yson&xBKa1C|8Z2>{9Q^SaU!p9BEdRD8*%A}p! zMIn!p=39wgPnct-DZ*F+oSFRY#ky9_wY8!^xCNVUQ|n7|mZAq~6&H>@e+p!r^bl`i z&gUn+O(nX8%E);26!hByb^yumR~9RQoDuIs8H9X?k;#W|J*oR`it!Nqs@%bFq>;%Rvo|Mi zN=yv*1{T7&Bzx7k9oqnq2fa~A?Lz`oocfBF?XfD5knZ|Z17IX5qdQK0Y8h`AaE>q+ zJqfCDJIV$iDly#EkZ?xmv*|zzw#@vSw)#|!5Keak_|zs)e(VJODl@o}STOc910L=a z_37wn4+HQ=PW2YZvCz|6C2Rns{uB(D{h0m0X{IGTH-2=%Wh-|Ao%TDRqZ28hLzN6? za4tU@k}He7*z?!{?@bohfDPv>=~4(-91w6iPzANW)KPMmB>NheYnqC2ls{8cNF%7l zGhlu;lR(WO;w?mVL~o@^JV9`IduaavI?Y)2j1DL&-OuYl8Yjedh(CX0yXYy0U(nd$ z>{}k7R&vDMNe4AP7X*20K$&yxej1mgZkg$opw*lR#9nI-{Fkd*GIrKEc z;Z{+MgX%?QM+Nc&i<9|^nJ#rS01Kv|M6cn?pu{9WfbMC7MATvXw(8jQq&lvuhl%%n zO<0dy)WY=#@y#KkxrXIFR<~kDQWl_Oa&YiC9-DJo{{Zli-hqaJ575+4;?_pP+3r4| zQ($D2gc4dO8TO{{X^KZ7&j7AN%Hkt>}%zSd7pHU`UVg41Fqegl*vF zt_^2EU;(zXh3E?V zP(--HC*@iO!ucDBa{R*-y&?fmb$XlS&X$xmGKzXt@G4AB8+31OBXjRWLwk+r<|Zh5|-DMf|D3 z+tQpzIim-*DQW~{GjdK%7$HUmG1jF6vE=5If=4`Jm@*x$j%W&fO-+JDC{gc15f;LG z((M@OQtZV$9CW6^5bVgM#Yw;vU{V;(rk7g~A8@KeO3yNGG zedxjNX|V~4QUw^N1*sU(id<5FXu&iv8%7Bu0FruQqzhH`NiOX)nJz38J;D!^5s*FU zp(l1TyKS&98B z{)aZZr6iWRO}G+WaMBe&&$n6$Jp%7h(>ya}4Vjb7xC{3a1+(u|ttQvCSyoYQwsyz+ z;|+?RLGa8PVlCF8{*$P&-0tUa&tNNhN!~`w5$pvbkp{x21m}uPr`Dglocnd4u%KfK z1Ja_N$tPX1llWBm2czHio@rTV?orl7a5=ZiKh;soAISxBToyoLP_juzNz9{TV*lWLS|#fn8W4It#i}( zzfp;X(GVl3#%Ket7B(u}TdDfgiw&~pY$`EarJs&rKP~JfTd`Vuc=EtGP?+~L!0N*) z^oc(zUp=x<9Q#!pEBjqeA2!-R*dH(+wK=75M8;M>#KYJcX?7>6`kH1yqy&137|A!Y z0*4H&FhQtN;>y`YyfQ}$sr#sS6)3|iN1PTMH=(aJ)vdKnBTx-$&I!eN8P{$io;f5X0x-@$!n@xZ%KDFo^xaYz$z6b# z&Otb!4IAB8Pe@lYsm3^3lTOxbwKgdPn04a@yqehGYWJyWXc|de{Hg_dcZdETU1^RE z)}H7LuugDkFg8yec%;gn;+b=6b7;&iBXvHlP@s!pW+P&Zlb$F7)bJbKHtN)zhe80Z zSHZVU0^VtIGY=`w6#oE)SxstRwG#$>vTz5rE}ea4r|Ne)oy;ZVkZ=Ix`%_?bT4sl- zYV#+P8%GK2D=riY>g~KYpxdKECZQC!WO97bk@#l3gH!Q8iuLzvXfKx9)xP909fu!< zZCL2=cq>W!ZQQMMu3de=TOv9`Mw;r@zuL{G+ak2U{rqP&=N>VSP z#rh@wn>C1xX_s;?)sxio)SvUsbNVICwyR=bLL$0T$RqDmS2}&Y&iL<;2?6`)c{CD< zCh*a4VUPzud8G}I!`7*4E~^^aT7a-e!x7xo`7cGah_JQX0P5|@tm*9>B1+^fxc(gT zK*@YLWHmite+Oo4bO-q zlGrk#{_w>iSX(1;Ym1#8@uHMjx9#B3~!>7G4Hk{3FqSa6OL-NF)MNQysJ+J&&W|aQs-FGwgtPkyI9tk9J=J}7_ z$0s$prcXAP;n^(V47b{Yi~-eFfJ)~_tN5PY@5NEe5NEQm`94vQPB}Hqc*@~#wOHm5 zG#iu>Pa&(*JU!tEY;-1yJ5xQwMoTkt%xadUr43I&xVF5ujyvmhECJzw>?tzsbH|C~ zJ7XiIIT%GOak{oMQ2n_WWm+?-sHOL7yp z;Xu-NC{Ob`DAWD@<8YG2v4-9jv+TS%r|MVJ zn`@aSf(YTEA4}7({57dTs`z^M&Qv_c;{mbMW4>v&8t_eHR@U{{$k$|I zEfPWUMmZVhxb0f|kKd<@suA{@cz?Z?goYBZP{gIRqdz$l2P8qbVHf=uRZQYFHHn#(j zpL(0Z*XGjIp>{84G4keI^1k?_J<+$Q+C>h7r%YJyMCDITrl{Y8r?8SZ#M*qTnPEK? z`ijx+D45#GXM);6GhFH9fdsGjm;IAn zCGEVLrLL1=^D&M*?_BYW5AdvSAX!ZvK=Rug@i2dma z=x75MSFw#QWYMOO$+U?ellYgOmAfso>pmYArghj90R7aC)yLem-Oa;m7etxa@`yTt zT@9|Tnr)1_l%b8grvP>HJuyIy4OFat4)D#qk^?oB{?mh=GfNMIuJp}P=UJ5u>oXG* zqXJVt-K&wmmr}m)>g%!xjbXY{vF8DYJ&ks9-RoA7!GEFNdG^;4hWj+UpwChN0P3NG zE4W1@wDYTHIH>-?Z#B`7O*2S%%PvJ&9wG4?$BFbiCSlyu2BYFFO@R9hHV_ZK;dx;| z1TJXA9ai?52%m+c51aeMhxoi;4Uz ztQ}8I21^kb2Qnh@EcEK8}Z8jh7Qxv?icU-87< z!4;AHnRxcDzusyDvV_+OD(TvpQXX$5M{sda9W=`Ld0Ip2&5$WE5q+(qP!U#N zR%&FIFE}DVh`;QbymV#2^DYr{)MphVX?B*-5}-{W=nXJ3l66+hQIIdT5XKPpvC7GSODCVr2DJ99CFm?-+xOf1xsy;;Xo+|ULdx#8$_*pfz&M=A~u;5htin?4r5)8zX_jNzDdU;hAA zc9Nq{i3{WXoYMe~FZFRQ!@dc%1UCeDZORL+6;*H+fQE(p^3ywOP^*;dJ%PyIy#dA54(*;i+oL46e zh;YCG9zOF{zksgnKeV+ANG4a2l=24+R7{Szoz2&+Qn`GwHFPKM3Z8)0eB^FC(Px~)bR?EVjs@kNurc_amE)czzf1jc?%`i@ zw1;W-p^2E{Jf1}j7z%jpK#&RyfT`w$1#o_BQsV}ZKrd627@%T~6;G+6Sjmi#I&`8= zA_vgb*p+03Nbl58BPg5LQRTsuR+}cP1gOzO?1YYAxT+P3`pw!zg4)_Z^Dz0y^n%;f#64ttYPTw6gA3vY5BL)403%8e+NoUVDnuP^X-#N8vqULA``n$^jSlF#Mmc7GqGY218X(PbbaOf!s=5fljG{8?;m zJWX&2z-Gu4z7UAq_`1*`AdJ!CU3L!?YDV%1*#ZEhk%R5tqwt`)i^R5#XoaNCGwD*d zHCrB`f99*U7im3BV@{K>!I{84mb#1cF(b^36M>ejDKDUj&zS*if3j+f%(16{K5fmD z$s(qUPA=Gr5>KfWaQK4B1{TN@?g*-PUN4zrG225NdFVwuh_d!8Zn>Gl;Cj_%!(^%B zHJcaqj-@D(x3+qN(zOI%W?$bp+<$>iX$)(|Hv0PtbPx&c=CqUU%rHHwSPGD2et__% zv~;Li;_YOZ1A)NLN(6HDR*z*5*~r0-k5Ny#^GtXEaz;6=JE@}keCspvrlPc-1A6Q} zaGVcH2Xc;e0J{V-0qiQZ$h$0}VsP*QcCgXszAjiEk&Jy4l*?zSuTSjt8Gz|cI;BX{H{AhcN zp`W@>)|_pW9I0VUa~gje6G#W4l>Y#%Z2c<0AbZtBd~~N77<2-d77TzdQYoOT6UnNE zXCt8eX~`?`z@TWl2ptbv1B2XEe>4x_G}1vNfk2BS`VmeF4>uGZ_E)P({5BlsFj z2@f9i9>{aR#YDlEp(dd-%BO@U>rDZB3NeC3M))}W;a{PuzigA7#hYQ#q9y^)>L$0*qt5 z0w)@Vq7FsFW3Z(fj<3{Qo_*>8E;GeH&D<~s38XS_?R`Z*)=USbICzHTdaz^lst+2o za=FC<-3c5DVlOv|Zi@|(q4mh1c&25^k~JiHRWWRz-Ct^Hvx|lZC>_hh7U1-y13Xi~ z_N4@n0P9JNZrln`yi%T&ndXEmhT1j{N_J?;pki$TjwxuS2ufNpMIiyAl+lV9#KEHi zor6h=09;XyXr%ySttJ9>6cBMiz@t1;5)=c)7~?dXj}%~UYS5m0eLfRC(_kpzR|^N)d~@Pq zGlH6BuUroPf~gWe!yXNq?2S)VK3I_N13xj(JlA&~$YT-0fm9AS=kuu@RRYF?2%~^0 zf`CG0iROxM8KRL_69$(YQi?Oh0K~-@r6f_fP$8EVw%4|;ZFd-Wm~uK*TVD@omQk>R z#x|25BS=uNnkZC23t7*W_2tx>)N@m1>VA*^3#>zvvL%A)_jt+ z$_Zq+d0h2Tz!l8T;twKeR@E>ZV21Ur3k^j~0l>>Q-}KEp4&$}^n}oJO9@SiM2L`#Z zEUn8NA3|$-cpmcTJkm0O&<>Rp+ENppz#l_QMmsquaz=X^*3i5=_TBOnX`lZ99sKJ) zNRlh4!>;J}ay_frv`-J--`HD=C>9G=UBQ`fKRO1C%`;4gNVHhv0LXbQQ?sb*!n!GR zZw+Zf{wDq)g-H9#uhaSaR4c9gGk}nFC6hniEPtgSMjrI&2q(TxCP!giWxU@HbtM7| z=n#{E`^~xh>c!82ZSG?->6hTC>65sAVu7QI$qm6DN~f!7clyG`{hSoeKJb6I2YlA9 zuMOXZqA}lT<>ZqJCkH6Lm}wPUZ-z9L%OpRstBz$rWl0&(w0iaa}~zJWHSq+G^r zm}IW+(y|&jE@LZo625!mn&)-UbjU`ZZ8P~&{L(J&52qB-21>Ic-~;uh{{U!0ghw$L z9ax@fsh&`zE0LbHUPOi04H*n*V>E4IwHlbd1)3;6U{rnM>0ND-&3xb5T7s95gXG4? zAwBU~o*2=^#h@|~9h^rj!>o;6fm>jkzT{{!xfm2Np{kKsSw5wxNwz50fPaYkR~LIM zTEB)bFJ&M|9PM278Q@d3T}J1|8mP9lW=%TVf_f_->r?5vE}At@uw2gGM5Bn$+zspX zp%%3~%GzTLf=Jk`i_Yb(i1m45MiWM|NPg)fp{;KecpBqEn6xqpB0UM?imPSd>-)G& z&vR=WVTjAV4Ft7jRI7dM#Ykd_8e#9Fl#y(m=S%qmD&r zcuV2c_luf2;c$=!`JK8bpj`|4ZjBA6har+^#F9z_ZO1jatN2b0XTxyn1{Aiq#sDV_ zaqC@PwXXPM;mwS2N*4P45GKq6kHfWa9v$&j{{V}%>*+N=lt~!!5OAt9z!ZTPHriH` z9uA>;ZQ>npIn6fa+rnd%)aK8rT6Nxl2D2hwESC<=fg16}F00`CT^`iq7!7+BKDg)~ur6S7LKecpBZKrmUMrWK?&P$a zO1vAdt=uwX{p#!WcqG+yhP<{>4ehxCbRNEtecuamyMEl6m(P&C99kFfFy^q?_5}5d|EzY$lhc+(Q)CcBI^G%#o|)13<`b zuPvm~Csd9V5`PmOexj?#92ap~>NktJC^DN|WH%j7YVp(b-#PyPjfXo4;eDxmH)$@b zW2sxr6U$^R5MOWq0968K8L8ggU)@gel97{@0ee=~g#>z^hOaFy(Vxk0Hv_oML2gi{ zHY07|hBeT5EuojhCd48Ik~Z9c{q86RPUhcL(_X~!43X^!2LsU7PlB(dj9qwM?SP&Z zEo@lz9)hWPt*2@i5H#X8idGmWfzL{AuWU7SO;<;hN2=QO3g3GjaYz}}2LYTrozedQ ztS#Hxq@HqP1RMwZi|tf&EpErf_G%==8nh$#u=Mk>-|I|$LMWt?TZq{nF@%kW`ON@n zs7S2@JBboxwg-BqWQH@h%*pi4QoFd7-ZVxy11xHssL6EBPI1zNJDM`yKn4`CW8W18 z-Tl4Jn>DrEYcwvn+Wn7XP?>(r+s+7YTG`QbDDPkUdt3(FN3{9;vM|z-&|@6tgattX z@HfKifYZn>wS%@eSn{#@;~5+i+}Ay)YWgYDV2)s7Xuk4~;uW#1CZpqhbNf=}AF^q% zk1o;&IKqyH6$$YEk!U>2!mlTyeA%WVrRKJ}?Zg(AmWB;3-0s*0JkPJKXtWnML(Ps6 z1Sjs7`9&YvF+m7}Pq9eQe;W>Jyt7MoN=*m>QSRdyTSXqMO+1)3 zmbsLL^vyI3uW-#gAQoq1*i-Ga#(WvE5|2)_;c}%wwq3dI#+4s7c)B#*d#kUe>Z+e|)l!C;0UWYXS z+CEs$J;f=GFn3Ei3OcAfRDh-641C+UoS)(AO6pt>B<)gqntWGLDv=aXzoRgxkt?b5 z3MnI^nqXJ*kc>Vb@u#5x;GqN3k)9S$m`EL+Z5kLO5;cnG`>=A3-1c>ZaFH+qP?(x?#}Deikv2p-TdCR?2PjMF~N zAtE?16!od&h9q3FmOaU(7wC**jShRar_zD32ATtInaMt+(iwzA1OLA5@jq5m~cOY)sO86hsuzyeHNG% z6HmBx%Rb+sr#-QWNdqU)RnYTDpt=MZ=nWYNr04ad1thgHs4^)*+^?lrFAORbBRjou zPia`L0XXhRq{tsObM>ac%JCtd4-QW#b_C&A))&JIlMjlmkPL6@TYfIPcJRxE0H)!^ zah?>`A<}$BWqTr@C0pkTIsB+VeHA7nGBN50IrXk`>h3FOT5FctfOq3H1^)oWFAYg5 z#$%Y5;hE#)AHd-E?_74btXbiTP?g5DJU&AYhV#P-{t@uW%2c&o%SYd5STVvr#q z0D9Lh*b7LrwCsBZVog5a=0WrnAR#2u_N31umlVb#51y=^l>!X7#aSzb1oWT?Z%S&gOzlf;LD!hpHlKD3gnB*Oe07r7!4J)XJJPXt(30ZSr($D`N8?S4Oq77E6lc)ZklpA;52XxQMghYf=9v~S z?=0oF9$b5O9y6Yl>lmW8U>Y#Mj!kJB6>eTaNujNh6f!fYQ9}Z>_i=^tql+whVy{|h z32hL0LGxH;vTF!lfbA~QT%VDE=~oj~ltv83Qhi9IHf)P4R0OPG4(!#yc)wE@a;3Cc zL_%^0ewES1E!L|sUpb?<9YNzY!}y9BEVV}x%5F~BBfYUtK+~tN(sT2X}bL&>2e7k1AAKk2(Z}Q(N5J&NMt~n)Wh-gV3 zpjSnr-V5b1w2HE?K*t%NE?pXd5`t0K0Lnl$zYq3JbUH_fEh1o&MA<#|ll-eSEenvO zDxYIoD`^d~g;E)b%Mm~nd_||kx8`Wc3p#_ys4R5niZ77hw>iyhc!pSR>_Axd;{*~p z;;^H+1OR1Wk9tE!huJ6Y1dU+8vxBBo4xXA(qkDy{VE}cC&J7aRrxY6Y(`d+ek_6L1_rd>}pY= zLC$7ub^y=}bH<5!64-_Teqs$uwoz=yl9@f~s#-0srh#0QZZdk-kd0%?f=vKWxrMEv z62hpiharbiTer~(^p%=2&cOo=_0M|GmN6_$qyv##IxL1wDm8!M1!)1xNvYa^qD|Ye z+*C;|q`ZI$KBB4!oXY6yoH6Puac8)Ks-qw6Q$jC9EwBR&5$#izwLz1PYa#7rP(qdmLPMQ0Mu#i18`gZ`J_wRV%ROW>M95?h+p2?p!_PyxwR{k3g_B^lL?UY zarlaB+&CN*KaE22Ks@^gdjLPDpLxPBDl0o#QveaN8*dZG?ErC}eYDj%~-Ipg!DnBTc4=xGcd zG;`PTsRST&G|wrqk;ZzOJh?D%*rp~th6AtbP`rc=DdrbE8JK2)5Kb}=zGwtN_LmEf zFAeLOciJUABjf8*41ZsY!rCXbx2~@|{nCc16G4!a)6OITT zlpz)blOC`}N7kBUkRC160p6nqMfAB+vuZi}FS(`^TxKD(3?xj1fp^9Fxu| zs)rpo&nA?&Y#KK*91QfPgv$tn&{CM&*A*HWKgp*Z{<)!mg%9_S;Xs5R;y;~5BFcE@ zpGvIo$a+ZY^r4KtPyy>qWNhFLed>>ua5_%M>r5$hI!?#yK#Pq9!8{NLYF{ek55Bnf zs%q1Lho2uxvm3VD5?K1021~MSqa{i82CK*}bH>8I?_#G1IXs`KrW9P`9eYqBIP!Co zlT!|~%wvpGurLYlK!xD&Nc`zl6bxi>P0VMme*snGiX)seiUwReMleA?T2e%FYr6n1ml!fU< zHkOkC#*EWw#%KXaqcm;yqZC|1WPv~@6!3tGP@swckD9N4s9Nc839jVY4?$M~Rcrk= z&sT&&dV!D+N_G*>Pvg44b60@B^yI}bgTK2&b!@T_ZZ z2wZA2`IluZ?ZM(SUUBF%Op`ia8(-Q=L)!w)(M?>k@ouD9WxKJ>vws?oyIaZOZ6Pt{ z2A^pDD%Xg^3?>AH1Vj}oqqQNGAilMpAv9&Mdsb$z;=4^QEQ7iG0oI|s@On9S)3php zM(1g+DYUmfBuhJzWNp~X9uMP1ftqUi$Bu4*!L_glEa#2~YVY*jKGQ|9OFLBPIec}e zErd|m3s}Ocs`Of>F4Dpsx0eV4{njU~0F4upaml1&h@`u!WBc4!IX{WzpDCuoSpNWh zx>iimq>}@w-!nUNu}=bkxzyZix^=EWn7a?|b5%!*tcd`@DyjZ5D;*zA97O65sizi! zmuQhlJ!k`}hVI(wL4ss#^#Qr5c^yF?THvQ!Se&#j$o~NBo+?`p8Qfa~4d7V_`;s2x z-jE%}Po*VtR^B^;Tl9ulaIO46*Hw@}DtIE3b{ZtcN793jN{e|1>p^o&Xn7#|&`Ad* z8jQI;F-eo06HH}@0W6(JJt-DRslfyc zpvpefy;V;YwPmdMyTo>}>6SN-4V}94CgP(VvU}GiBXSIm4&&VSuD8JxJki`*ZX zL&Fz1FwJ#sCvI{-l`3d{Eb#22??Bb2x`r>9#vJD!nD1KQMmeTl-?ovZO?o6KReoIe zJ*W#B{u=nRYphDzFN%GH%rcLj#CH1DXNf!?W1@J02A0U*Y~^BJSTC-9D~}q* zw~MrLx`v)cp&NeUc!%El`i_;arbTuvT5HSG4U8*^E?v1kin-`$98s-*tJvsP4-Kx+ zs6Trs?tKPp14PoVb=!%x%hJmPV3?4T&%Ix@@bhc8LsYwhNOV}aw?e;vw&Uws9x2t= zN6?Bx8pg7Gk*MR3YHZpvNXpZtTaj@fAjo(s4 zoBLh}p%Xg>WA{`Z^dcv@)J1n}AZeYj5M+WYk<>2@{oBlQw45j=qPy4DctmWQK|JEK z&ZTVa#|N=A8578$^r+EyZzqfnDnGVHNx=rTd_7_{E2tBb9!s$v)B)OPR>^ImTgNU3 z%eVvj*D5L+UNRSa0hbNoZDD_h2% zEz>?5>0jA;IwNXRkD0~^Pjm0-UPEc4UhC3HtZP><8ZgQi8D{ze)_}R*>T^Gfd$)jJh#!Dnh ze)raawS7-LPYhpN%(n4mw_>2fkTPqF7L$0pReehJ-87h-bsv2C4&2s{hqXID8R(-+xpN)d2QL}^ zAUk_jj=Sc;Hjk$1@Q5uMby5?9)ODd2mD$mFmsy9wJ_<5h!m(UW7T6;kZ68jx=9(3n z=~^MyHAxxoF9|6LJdbl-7sUBLwtQo!=<(%}7=n;Gde=8~Ful|SVavyAHj$qG)G;-7 zGV;nDMiKUi#(IZQ^DnhjHC%K_G?SzgVcYO&f} zxoD980Heu{cKg?Rb8`&yTHMp73h~a;jjze`6?HMjCwCJ?~ zA!*Of`?_P&vvoM%Tk$xwh9UuSByQO5YoOJd2sB%ZWsHcR+sHqA)|iv9?-0P6)upzj z4;JhGxfj>gvtrb(K3h2uNvBKl6+gn>qMKo;OAUmVGATt^T?YIXZuSKXeh?`K*ZS^!#F0JrX5AOO@HrklG ziZ^R=&f}i+2QjQK(U?po10O805yMnkTsC+1x|N-zWJM~RfI7EPSe*Y2ogry zqe6LVew_C9zB1LKxP=}wDcW23dFfDUWwh;fJwn<=F}WMjPj5;ID9R=ZrbmtsDY?Pq z*P+X872FU61f}(fRVR)>&VO3q_4uGg`&4SOEchtC{l+WOtWnOB;S%eK8aK+0+${ik z=A4p^8Lnd(dlErk?;k^3x@M;h{+hQjgBd@3cLu2VbgZqa!`R%mewC7v9}jCS48;A8 zeuQ+*13D+RwEGxyB#7?+05M-m+VF0j6^D$YhSq0fnlemmFghB;)NVG~!N4e7VaG#V zUxAnHpAlA0JeaMEWALE~oHhQ9ZZ*r~lHsFhr68#Ob+z#F(%LT`+j(sAF${7?ObW== zWjDSg)ow>1+%N~Z89bWl{u)~2Uzbupa@H0k{YR|;&U3`JRRL@$a=O%bbJeOipv}(vUbzu^{KQ3}hGDQe51v?Tn3Ue7x^oGJSZfk$Ap% zm2Espr`ElOIU+^Tp4j^tKkvE19LY?sOds2;T|>MV+ZnWe$#PZYtC z+}z1<+hmq$0R9E&DWWODt|C=j@LHuh#mNC}?N&8CScf8H6^ATfm%D#FExKpc+vrog(g5`?4e9`zG6 zXfq|iW<80hMZN2(^OItB1FbZy5UAX|{PX_I5x`FQCfK8{O(W`LfFie1_*5l?qxZ@iJ%HkXEiCru zD{B~&pS(pWwwccPBSOA~ssVQaA{b(A-rNCK7RKUS7Pt|q=%u-!26@8WNK19keWsim zdDIt8nf@ACAxm{7C06xp^{7_!C+0X_fQkfKOGwaUxChdaq9^XQ)9X>2oisk_By!%= zhfuL7LV3TH08A~Riv~a)swSLtjaXx-#X={`rpRG0Y$e{;(z!BQ73xNE@g;0MH z>rj7Z#PSw-S&8mw24{7X0TE<~ODAUysxAgD>lH9T=Nu$eQ!GyyCtnJZ67(_2~BthB&zCU8Ft^H|F{Q=a0j z>6+ZSMzd+DL;+|V92x}Ar)=!4yg3EErkx7M3}9|xIcDxnaUUA3Y%hE>4ys~QzgG$w zN8S~xo-NXKn+WdiW_wVo8O}f-j%&<*B>3tN6Wqh5X_4bkwf_K?r>uw9(t(@_EEfdx z-k>rvI>{4lIl;VX}T_w$sLu741W_RIr`SM{PPv^Rf;Y;3c-&28J7p46{#)KOFx!K z1&0LHLEQ862{=PTk@4YM9To+M44Fa5u5kE`FSOxnaut`+#&PuKw7wzBaO|)!#?C;` zTJwKD2MnYUS91&>z;tHL!1D_Q&!#FCuuSA#5%tAk3#@b}@~C9EcH?=V>^hr!6b=lt z2T|BHUN%+?dMNr=DHfNgzMuB^ODsd~la7B})g{z!vCNEpr~|K-+TIq-QURXX=~nEt z`y*=iEqxly2S&mCGn(NV?d9OH6tPb6xG5t8Kpu%>s9wsuhahkXYSfQay@Z0%tAW%L zS^5l+%ceq^P}uvqt?2B&UCks(A97ewE7+P;8rGQCF_Jd$@tVf_0Y&IY9jioM#RB;@ zdxU2@m>dS@_32V8p+mYs?LgDHi##rt>_8x5qK*Ve7c($#YSh1QZPp}whdlF2mX?7+ zkjEV;D9t5$`L2GIcS;trUm$Yih3dks`Bq2{A!F=CKqT3G&utp0+4BM@6E)bzIl~-! z3XO_{W3zSzS6jQI$Cfcnn&#|6+hYLtp@AKx(z1DY+S%wT(~z9*Q~1?80TLi3a^1~a zDz0)NQfLB%rOu}TYyf-yHKWgZsdnfjg(LtH+*Q+Vng0M{; zz~CI>ou|K*G|+-@PG|uxG`}+LPbil4BB@Pi@SHI|*cG>DapYXcn}UX`=6IxRw1~uY z=}P5T;idTw?=73~snPPFlB=Ga*JF!D{{WU~-+-nYOBNj3A^Hj~7CC_wZ}UCS$8n0T z*3gE?lRrx7-$$}_`BjI|RA2CpK>q-Ak&dL%aIwzfHDICh^r>|PU1+*E(cIQI*IN=4hJ=5^sBU!{aGXFNG!?{WKvjrPz7|nm;QO5&Zif0 zk;0mgMvKNjN`6&W3PAOsEJ60UkKK$Psi&mQ=l6)C9)^_4z1V#PNfD2BSZ6(r0u&H) z$o%OF4_bEEhd_TiV*|$&0U3b5Il|LTu^r7RHzV$VN1&$pw`B03eP|mH!o!|&DUG~i ztw?2@by1pu?%p;Vqs~nN5Kk~{1tz5v&!3twPjiZrE3QA)f%O$P+SqhJXs{Jc#H0RM zezXa}I5C|23b1F-C2>q8o2MA{G=Ny7LVoEVg-e7z1}YT~yZBGzQi@>2bV1yTuHh7L zSf6^Z*gSG-KO=J;d$1Xc#ikwJD^!60f7CK_1beAV-IP}d72eagI#0revDt`i> zsjBjM#O>q{Q%w67{{Z!p0YV!ui`a+(k$*a0Hr3aZUbRf=P=WGX6ZuqUO2GMMC!cBr zi>2)ua1#cj0ec*+R~kbD#G6m9YDBP&I5%ut&`=`5VVq;VI4C10A4(DhA1HE1t|?4? z!8xFzr3W7{rj%2h6Zq4f9AxIAByIygiJ(KaF61!!!dcU%!`ROG+aIj!DPsTt|v7;yRocc3YjI+DXR* z)sGlKbN!&3=Vpz$0Prg+<))S>?V?ga9RQ|Dv8Z^5QZ}e^vBXqhq2&E*noE|ux!p9* z>`wuWTGjNeM@ohC^HuswU$?02CN za~n1VL3c5_$ND-TJxE#*BMdpm86LGFPb&0cKN^xq0+G!|@Ujf#5kQ9-UB(F}s2{y-f0QoD9t>QF@au<;aeMhKTAu282dz-%b(;a4IJK&;E7g6yVTomIzl?vY^=oy z5tPRq{VC=`&67s@L$H9eaA|h?&`-^gP0b;X{An@=9qE~%2X+XGOEJI{0X4i6-rX&| zvhJ1pj*2}^XZV}NI(LL75b5SS-Ar)u7U51Y+tQ-(cZtV@bk@?e`4sAx3;Wko^C&;c zxScOTlmxuH23z^h?ycLC{__t?qDE=jW~buaS*5#a0y*D2tT^`qulS=^igkxY(=fI+ z{{Sf}dY=CPTIjFdds`puZ9YNvwvTl0A6)kUbrt7mBw2(inYb^E8e$|7n?^>A79*;U zPg=QodnA5c)wv*#ygL)`U2VRVZQ+e4?V5ut-Aq2~57Qo%$6HRfbIwFz5TBJrGZib# zLvK#iA=TqH#x;cY$seU;T-mjzpu$$%I}_fsaM9ffA$&5LxpjRd?8pk2n-~FU8=>;c z$;kxPr-GgT0Jqy{B}!nCPSLy{eW^D4u-33+g3I$0T~3u{ZKJ~W*2-E%Jh>d22Wy)0 zjAodAhM8pW(h)ma6g@Fk2RPGmn?cxUrr#ibV&qoCpQ-i zfAQ6(ib$(v4W5yuExBb#VPD_edY?gA6Wd<+)+xM}Yh60sb8ejkjq93*2xswS+5?z0 zh!|l{1^w%^fZN+bB9Ck~u?&Sj)|qb0Vzz%CfUXS9vcfx)c(+#^snw`K> z7jekXHRrKv^6R=3@3lV+#|NEqk;J5Ag5&vCRQhC#zQ#BYCfC59VIXf!MqEKXpcXb6l5)^nE(>UbnV_?d1&RoF3H=$1PaR zKAGXma(-eOO}$5_>FZO}(X)loEa<yLYc@%+GHdm&=@ajmgK;+Pi%_MSF`|tyfwi zD0URLw;T+ApGsz%;rJ}=?b}e0MW+TX;&09`3(=sgNWGCVI*B_wWn3zEzC>-NHwb=Mx=xH7%wzs(0 z@s`YczlZ5TY26t=81GgsM$bXC`6E!f)dn{=sl`*bGT2+iZ4`zSjR9sJwFioBhO_Zd zNCPTIF#wT*G3{A?Fu%CBnr64aP)5)XS`7M~ZL?e7#>Z5)SsFFUP0+FQHIH|wUTPAL zvs(z(+aY!j^O~_?c=32{2eG?%AOR=|1Vl^Yo#WeGXRk&Re+# zr(izKs>Sn55a3EZYoXBmQT@AdVDf?XnC1dS9cwE{6W)n#=LHoTaFFyq)l%@bi>=!0 zwz034(gmDjkF5k=#_79~e~DMpxGL&|52h=ev5CgNJnBfXLQL|WpM`E*Uc)brq`Qr< zw-G8v2k~)ROQc%c*d0DZVHrE6lOK4{7cjL6H0#|uInlw1SY;31&1Gt3ZuQ+hS3X1q zKx8Kb`_`VdrZtRlOQc(wfFtCPXYt3qa<_8LD@k*C5Hdyg)bL~Wpl(_nKDl6;jf{&L z5iP&X8)L81t@t}pi^vOb>xq6>+K+1N}H1?8Njjc31`DF1>ojX;zfca(!0`MXOnx-yg z(fm>Nla{x*KQSV=uV?!e@Q^7YL6rWq0wVC1qAupT(61xgCze1`IW?W5BgWU(KGAQglV}=D2|T;fY1hQ$U#ai|jgkn28KeB-On#DWAm} zbg{82sq+uQsOmQaM+`GAS-Eg)R?6-xO(OSS2WrC^jREd`r~{5nUwD&LxsmaSP9HpV zr{CGEwxywz8B}C}&TBhKGNQfAqjYypcPZ~yCbVc~j#!wOnB+EjA6fvTYkJqO4w*b< zWb;(SaraJZ+~tWZXSPOcCX=U`8$Agi41Sg8{sZvjTF$j5wSJ*={Wy80$ilhoGh4np z)`f?KWss6?wWkQ7xbos14m$V!CeU_s>kBc2aJnJBSQb$jE^&bRW!=!k3 zRq;H#m0mL(48!sR*0|eG4P9#YNgeSP)=JrO#|P*urtux^o~5T+Xi(fN8g-@{WLWvg z{U`&Fu+z0m*+GU8zIVxX=rdhbuYNQS437-xK-^wkf5+X>{YFJoO-XGnUKKe^+9VtX z#%n;O)#{TZaob0pa5G&H7VAmIV&gFuyH0}~wjPz8jOPyh&{9FB52Q(g=67-^&& z{{RkZH@=*VETw9{n=3K%CEe?j(va*pff)48OXgimgBySkS_W1y5BX^k zYHyke^5TOS>yC!5pO=Y9E$f3Irlq5%b8yccJM|^JR;Ra;ByG5OvJ+ zmG)CeC$Y3$k-2m1C_sjyYBQ7eiFP6A7rja>;f;6712h(Cx^MXjeSSmbs!lrC<`DlimuCY%yd#hKW*tpLq1s`>I^F5R#& zDZklQZuyWZ=dkTn1>ML3INY3iRhw&j`3CteN`urAC;^gN7&yo$&{R>_T->-jq(!YD zVzzv_Mq}L66YKjJ!vtCPBZ^?gofJpRmjo|x#+dNM8iiL3Dy)|cGkKE8#QRfHSe)>3 zdl~?@95J&7kwX#C8nA9+fikcL$E8+^HFnEMjP@Ps*mQ|T3i0Y_U{jX!%v^n(t~=tJ z_SCms;TRgRE~Y^UkcS|B;wqz`H<<#T_C+8q!1q@wTn{ZzLfvZYafDO6hd!pVOzuEZ z%-9?QQUh{FGKF96ngG>%xZ+%#5IYKp-J_rY1@$#h#5gSD@u(!3W5R*I&-n zI2op!wPUs+$8%XiHA9 z2V@k0(>ja+U1N~GRDvJzLjpO?`hI9lH8`i#W z@t1|JJRRaG^!c)2EKDv(1a_ciF5+py$Q0FF&_*Z_Z#?=_l6O@gF~RLonr?AG6NVV0 zAk-P9%>Zd#U(0i66f!WxV+sXS4xnIgDiFqylRy%e7&RF=G}2BeUO=D;?d33CLnt^Z z;EMJA(9drahaj>8$gec;_KNz&_!uGxzGrUL=ubI6y8wWr10s_ID=dUy4ECm*X@(pJ zQJ$inlFEQ!^r?mX>Zc@;+!{kFGfJG9B;(qf6Ug!z8M^cY)V^%@Jg_PcKxu*kJ0Hr1 zGQgB4J^iUA)It%M!EZrOI*>2{=i02=S_B)24I%1DrhtR(QoH0ra(ydr?a5(iuqZ+5 zY7`8Smcoa5zjc%5Es94Auf{yvGKf0Af&9{{%x3!zJx&?s+k4|frkoBuMXhV`VW6Y|13Q!e~ z0;_;cOsL9u%~8;m%}B5AW3>A>pCOMNF7tprt1ei!u_L*uJjWf4MI)2eq-`q=3GY%x z88WYNnuB?(Hb->8dYYmRjwfY_HajWDYMJit-8RW{BM(f~a&dv_QXvG4^zT8#T5k47 zU8W>sNl+9Ha!;*D&?q?uv#l=_M6r{F?N`7bc#?5Jwi@=-uQTkE0G-37J#J=Em2*vo z12x31e(oyD+Y!(M^`Pk_hW(3S@O>~U=8(Q^yweg1G9FD(XiAcBcof|_;6(vmcw^Fl zM))}N=9zZlJ4p#6rBse&k$S%#)fMB#_E`Zeci{ysj*Iv3Oa_tQPzY6 zqdDT8V))jh1w(m)m>3=aH5rs!-rGttFxbriXln3;Wsu=_9ApZ}7Q}LwjrfY_^;Hw; z%-P9Y5zTYphg|%*KJ_SUjg9PJd2@%yeBzZg9ZCkq;=uPb!vv*<)(cDIF#FR;**=u) z7cNDw>Ign~kY}c9(D4kV0g+Wlpf#NK2;c#71){ zFA!QvHiII!t}6oHOpeeJA8{3Ff86~kSa&zSwC#`lv^65%TR7;gT)WCb@T2movd?lC z_d$K~Xt4Q?(3@#T5X32mPqmbB0&&!XTq`c2D`(6j{nJVgu7HTuHXj$= zAN7_XFzZ@&-Y5*9$#1p2MJ;-RBmT&_UYowSru~BC43uxmwAWoj{5(|SR*BdBXanAu za+ps9$h^kHpFvgG9G|#P;axbqgz{yKA3|zC_O3=`kMJ~HEOK5$w;>6~bHy*0AnZrs zU0OqCa&U(yj2eyYt;paX!i$BDRgj*$hv7~8F>Xn0p2oU!WfSlLAB8~rL1yAc0)be= zjxB>21L;$QJS5(ySN3=Z~c|pAEpEL?B9- z0#-icQihxk31izd?70LSU{lqb80;t;D;e(aKXMK`QFtoDn(-wB$k%2#t7=7sOs~SXb)9m&(f!; z*;ez#f$ka`2o1*GHxcrRqbuuI`7>Otx*noF)sY3uX?oT4G6h)O_agSiT$@=&050-- zgkF_Ei&1HoiZd&-k<^x~)2zjBa_I~p0C+g49{%oED3F9t?;f?4d2KvQTO@|-iUiGR zb@wgT@~Ts77jtARg;&_tNXVv{C=qfw-Z{L@<&UYRU25~nNZft-sN)SRiy8n~jsPaL zpzuDaE#Qt|BZ%|AclDqQ{Tkl?09Dmuj?6nUuq@zYFS)N-#>kR4ee9!_^)*{ev9i#t zg{_QWF(15>yBd|>EKNgNl!WZlB(e;Qmz5juXZ9;$1E|$KF%TWmxGG#if62T}kDpaS9#_d*Z!w zQt&OEu8}1Ah2Sk2+!TG%JuA#L{Z%zP#kY)z?V$NlM*|etM{`G0w_R&Nj!bUaxCGY> zbm=Uvu_Bci;IQlNE6}tHNhPrm#_D1x?-Nz^I5gx&w7IxRCEbY1pSmet<<)7u4owIk z5IFD6C~}I&I8uFS84OHR4iw`w$s$=Xl6H=`re;!?ZN$W<0C&wu(5QrfPC(?7)}{ys z7BRF6Lm$bskXZG_0yB^T>N}IgdR>%e9Xbg87QEdC+qhS!%q!GTFWDm?=jEt-jSa&d zf|qG0(vx{!*`PTs$TZnPkle ztbk=k*opr2U5Z^OOc7)<9^mx+YtOzSYs;zXG3l0Mt+W`*jsZRXw9s6|(xR7E)owM5 z;>{3!;h#S->?^lPhJ~m90BFtwY8PKDQ4^8}t}2d+rG1}Ej(d~k+1riG&%kE%6)mxS zLi_t>{xjrsf)*J198*MI<;^(d0-JB9Y1UVl9w5GmCP(g~W7PVJ zza`LU{OK^M@5OOCrmH`QFU713LMg@vr8Gp-YRIADEq3Esy=f$4uyCq60a@0F?7&AR z&sOxWM6&Sqmjpr?EriZ~`x@k;(H?&ie`ngEbS;c8r)n-#Valve4wt20pi3))w@MCG zxZUh4Q^A(d>Du^~?Gcc%RNeQK*2j!|1#RJ<4BP7BUn=aLRB%mk5i{#Bq~=o{!s9sU zOQ6qZ)-BrR)Xic*mOq&n`^j&9X(7jatjOv>p`xT&@Bu)c9yw}1pX8q zO>(-nqdu*6)|P~X{{WV(r-dGdrq=aYuWnk}$n9>DI`oNu#<#o;rHxBghfjvde#;o& zE5B2Y@K`+9@srA zZ{nwoEqpzr9S+B7xRFAYQ};*VUPa-r55YWVTGmNhO#bdXb1QpLM&)=kty5ivuI45< z2P#~3$E8~ErOYtPJ)TKZox>H^+G{Xf2Ze0Vg1b?AY#2RjnbK{dvDR;4o)9Hr`?gV@ zDVoAMn%V}1q~71nWjxZ0g4sZWjCz{U*Zd`>=$cF1&3vZgKP*S94k6hUJ0F*K%FS8NpxR2Jds~LImA+(+ zj|BRDHQnff%fvn#7A2#O^4lS>Fk2l7uQ%0Qhlz|YDKS8K+ISpLW_3OS@dJ2I#Suxb zBPLuk*3&>-#@%QtPeT5u1asS|w~PiHsZol7B3)9{%&bM+JSvXAjTYL1 zAwaRd(r^J#78b zB8C2Ze;MO|D@RGYmJMl&NtThgRy;8GrINthc#3Pwa)M2tyN~!(&=cH(;V0Y~EX(c2 z)c}P->shnLmQAQi@&;K@ZHykKy4#fTZ`n)+&I7y*O0WFun*RWVL|RPK-(QEg&T?Oh z2rt=1odyGQav@T@L^_{*RcN3WFwbKqNRbIl^{n~z%`;3^ju7{^tlbAHrmkq#_Yk^j zx~zs7E*J=+?t65gMox*SwUyL1_X@skwAclParCaASMd*s;nWI4rKI-lf*4mn;;SaN z@k^`(qe`KH$5ZQC+D4&!d!d+7$iB2~tr`CSmV?w90H=R@;)}NXOtHggpm3?lsu4pi z+>*(64A(Q<035Kw*08+=kDgo2?y7mGwaXR}tfb1^FZ(nA%>wx}`-wEG=wkw3nj(LM z_5k+lM~ve-cDJTnpa*)6wVSV4wfe&qw7X}C{%2PDb*=9m+ejwxwW5`h<)Y=B{{T8b z$Yp=E!X%9BVfT`vH!rziB$ZLgG?KwSnEURPfRlyD<2@>rvx!l}ZUm(FrhvJ73fV2z^)-;Vr#QMaVhP8JMy{Zk6K(EAV zIshq`dfolf#|^TJdsxTHql%(X1@k77ONTvFwE$SMvC#B63)@}XOCjKG=xY7Xh;MG# z7;U4BFWqNas{&my1#OZA#|4F25Lk@;uH=^f>d*#kvRz!a@2_2(`>1%Q!>3&p{{Tmc zi9K0|TE4e>ZLlH;H)Eq3lQwPVKC_ew)f(hCBn-;_n6X4sX=ZJlsDtBphYsbQ{=p41K5mJXPGU&QlK$C1y42I^~&-@Y1l1N^3^hA z2R^2NB{Q>tpny+$h!7hr%FUjD)7Bv801&lq3n=Z}%tAZ%4cdTYF{Q+~5W-Kn998JF ziAc=Ozj7+06rGm(igFJKXPM>P9NO@FaQi3e zYNP1VNhu~&0QLrtA~?nag&oaBAdn5Q%y)J`g;DOKf(S$#dH|sUK6jazdl3e}5GUJI2i0WM)0_ zNNjl0u4cneFj3t>tr+8i);s_S$5UCaaUdBX$v?y1tXkMzTw+U-QX|oO&?ZRt^T^&^ zq+$KQ;-NOvwhZc7{l#k`F(8gO!l?A`O`iQNlo>If?t#rPGm2a|$qu;hR3(;XVzEd^ zsm)rt)NU_Spdu)}2UArQRWbq2I+{QvR_Kkmw)qcI+|<)cgeA891wrNk_c=bIodbky z$r`hE2b@q0vtg#Z$*YWBbUvFt0(@wciYUOVW}nrxse050`%&`x^6DEatk5khs9$ z)^xj8R#_CJi|8mJ7j<6=YI;=6s21WS=<&9A?Vn1+ktRclBW3!E*0$Df?Jyy`muUVL zT zk7NG;*R6TAyB#x5YfUCSvcKMt41X#KIt>~tTWFt0u_2lvx_JjBkEUw>0FVL686?*s z;7gZHdT7{#=0b9F_}6Y<9r{vbElT7no>URM6 z&Wc7(O+{?&6oll0Pv=&fGBILvgV5DW*nmLb6OT%XBU*B^Hm%<|IjWkygg5Y&bOhtA zQL?`c(Eb&wkLIpLVD65~rjIVaitkL6g(afTL)xhu^5dL}?sfYCB9cc0V!ZC=BLt;R zMh$HZPHLJKe$rUrb5Fn1ngFah-RLTeB<|w62WFDlJky+e=B(!GbBcDiH8_+GNUL{N zXk3-+RA#q$n+^Qvx-?N}kX(W>flQUvhXWN3!%tX`dIZrHF;?u5iL>cfkB6_0keZ6Z z&jwE;2m0o!K_U^y1a%cgW}?VXB-H68W~{iWl5EnsgQa$B3zDifo@=VIm(SABoDw?M z3LIb`*1ByHZTfV8ALA60I$=#k8?dMmCp`rk;w})W4I|9JOfg<0^Z~d37J%m*{MJ$q{@D#v71e2k(;UvUoabSCz0>#rhMo2CJH6WO`+;RBTDCGr$m=%fc zYQr=s)*wEV3~@(coPvI}50NnHst>WL4DqVu@lpMy8=+!-=m6Tu$#S1TN#{zZ<(b%f zig2Do&Q*u|My6YU2l}|r<3a+X>NhEc!#BPv7QeYHe{{I@tv|IZE*dn&S9e0hh?0gP zn33i`ILFegDiu+j{sx-HBkG?@nPZ3ydCmBW7|6r97|RdBfF%C=)sO;=i3$3Of!jPR zlz{;A4t`Z2cVknamlz>b`#n_h8OSC=0QaedkRyrt`p`1UnSbZAVD`;CUEah;mmy)? z6IFi7%aP|3j>3?`FdR%k^rFFYL;Gh?h-B^Jk}ncn?)jHBKwCR~>5c^}O2D|nee^!ipaTBC4tN7#{01r{GMw4Nn|{o?uhRfzmWZu!YJQLUwtWZEiw7~#3;PBD6oh?6C!eJe zf@501Xp!(-WQs!sL-+^dKr^A)r7->v&XC$^L!k%iYnv*Oob>urlm~2y2p*KgZkRN{ z-BypYY3GkIN7k`+qVu~3qH_^El75s7+G`y%oZapEQ-8ATAC6QV%!Im6qit~ z_L*^N;YzX|4G2um@WtTNbVyEe$}mMqtwztM<$9|O8s)qbdTez|jXFY9o&Y|z*=l=D zl&D(=(vsW`H^r8uEsmg|V1TYib5-D)H-r!X^{pLs#NHWb&~7mt7JDli%>Bxe`WHqjT?1GAUEFRDCIhkEUrMGdO87J7l;3(={6vwnTV|Cp?o{e>Z+V z8jAW@TF|771f7m(10u)~eQh8;9Dh3XknB_g(1Bh|5Wvxr*!hPbSE|7(n<$CFC3^bQ zx2VSvK&E-h8z55op!5V##)$%fP9p;~349|-f^ajzt~ESedYZ#phv(Yra?XM6RVw{cNy*OC=1+8wRNteT9`f}`#R90Th>Sf!*{-DsW`j%%=2%;>Cn=DGg>7U>UfZw>S%n4U>J zYj4FqBN~pa9h4*sOLzI09;TPXI;NXHhQf)L%|9xrJknY+t#okK8qA3v$;S1qNL~xJ z9#e(&4Oqb-3zLJN?$vTxc|*sbHEffkxwd!+1CV=)sN^CRJRd_;pw=$ph^r9bbk8*l z-AQpK=`wwVArG9Ki8>H?uR_o+zSpCmCoH{df`Bdb!T?6%Iu5n7;rod!uVk^1ki(8? z0ogkRZfGt7;8jMEfyv|EjqE>)f{{AQmc|PEnsH!w!9Pl@UCQ8|DeHG4jgbOL>?v3a z2^u(HBf{eZn&z&&D+tzxp>W0v7)P5lq!z8foXl!G`deN9me+=eN9TQan0VbS0x$cT&<_dd0LTS03xB*j+RHNYpOSJKva zwAkZ?_Qa!;j8{M69cD|pf3xigB)5O@rhzLFY8ThOA-^_Om{=p_+dKj3T0R@np|@FO z+xzX?3uBQ}_$J}by=4(QRs z?;{(yrE$pOelef7YFd7u&ee~555(7(Ug?8KWV?qZ2{>WsYuNl}X$|L%QW@qEZiRL+ z9sMf_{3-URZ#1(ilFO7Qsq00^Jm$kdzt#NHr-8OH$SwK`g+AG&-x$gmE+aoOXM^5VfQ*lT_+ww)5?V^}&xziDr; zt!3!ij-%nbsUnUs42*eVI*j|$X}9+pUEZX*8xmWt>x_2RR9TjDlWHg?-mSL1396jfXOO5ehIVrlk-NqHdo z+;VeK=)M}B;~I_ZyQFSNY6?wQ(D2$=HH4AJX(W=OmyB+sx$j)&fEvR<)Gy*CZXA5A(q+F_=fKX_qsi}1uCGdH$VVr^(o&m0bmN60{!i=E$S1Dy2x|~gD z@3vcBgx1cRD>{ft#L@6`-ht0lHtx|hg}K!2A7pYzmjv<6VE7xucU~vDxzqw~h&k_* z^*@zA#`=><2-2;abdnIR6zA}(I&50Mf+2%Yvb#lKtLMPYfhSyw3>nbdU&{`sBtdfoFMij4c`qv$x zNe+eLKPX5gjmE;j^q~&=7nKKw_0^E#OB=dev*a65K-C zSK1ae>B(`bq!xf4`GqifpN!DujDdCGD8JQ-!lRE)Fbap56 zt{&QH?(dpqk))BE=1@2$v>@>P&E&@a0A9Lhk&fXQId8_gT{hM@6wV<_YdE<851G$l zKq4lRYfU~mB)3s?;|ZQHJ?l2o$6DIgUu@xyMjP(?R-^^>YpJKXKPn8W3dGU%JZg6q zlWsuFKvH^8HdvQW@jUK4?RIZ0bWtg)2TRml%ztW;!TuuEwK=$gW?7%*?AiWRD0yaG zurjI-zWwn)ik22|+A^##BQoUq#<77Pr48Ak6NJ|w|*GD`(>!} zEF?d?i2c*-Yp1lg)4Wa+=TDL&ARqDTA;I?)4H)`VPkX6aTLQ*O0K{69D-FGu%NSvRNazQ>aMrhtsA^Zb<-sAEL*<6) zf@uiRw(&lrq$$(2yFq(tpOxFF_Xf2G{31HBOO?DfMUVQjxx-dAp>po{L=IR3imz+o z%Z*8Ajco#{KPkp3pgNhnEe+OWi&e8=e(M=9NU5~%08e`&LpGrSw-1*n`Qo{_ya6g8 z`&Oo49?#8nHWylNhjdeEV9zYahLoJS_4-f-e~)z^?HR2+FQLI9((ITC0xu4G)rr?# zy|9N(v5qYtOhJYq;osc%sN&Y$B4vgYwm^FinZ4=;x{B$Dp62FdJrHp~53;t<{4c!1 z7V7l%mCjGSLvi9;+1RC=O9Xw~3cD4pnNU*LbJ3jCbJ^NNNO_T0z6~HSoLyYV4aL;5 z`);eY`ZVN%flzmI)}}J)@ngs??dkHK z05khW$i`!}v}|YP!qjE0=V9iv$G4yrWTM6UxT6{G$4Z(#EnQ1ZB9Z6~17$QCLN_lX zpIVvXNpRM2?F3*FD$%sDfp8B`K~S+^0Eee+iUdY<`H0N7Imc1Dkfd=coQFB>%{?sT zl#?T5RKUe=!iC7}C}Tt-JE_YR2^#dtr>&GR^DOy2^HPC5!i~F7A5%^mY-NFxUD@lJ zKt!P%i(6QodEbhk!6txP(! z=1q$d1RcPtxsYdhB%bt&<+uxst^FS4*xw)OO8Q7!viRPh1RBol1^^&cplM3Y5gIp{9^9 z{_P}&7|;bH*;G?wMPU=jL6x@GbCz3!&D4w|HwIGVx54#>;`^J!r z)OnqWRAmF9BBT-I<--%`Yff9FjdJBjJv-G|t}dlgEaFYa{#rFO1!iNC@6Hzjh+5i~DHX03F?iDuh>) zzcLh6JxHg7x83Fwmi3?uGT*Z=$ay}sNJ}y^5icjMMruv=hwkBzs5z+(keuQ?E_#w^ z8By=&R{sE6SPpmUN0&k|$?R$5eG zWb++Y%N-Xq0ND`k3kfZr=B>p9NTA5RV*}LGK-|Ejl~6k1v_#4B7_50Ev>w`X%A9q z<)5jL0q;;vBycGuiElwv(ngWI$)n2u01BEw$?k4uBu8iqK6zpeDyu;*{{S*T%>Jb2 zudVAU;6fF9VxoOvVqk_c%ui0Zpb-uhdajIO(5{ut;1;UthdVC@UW zD}!cXG^*nVbALMTQube)frbQQ+PNJ{*{$wmR&vC)M((sBGS-cF9@V2gMOD@`{{XZP zIxqyPImhu5;S!R?+y%h=MliGw+Edp+o?EomNFR!iFK*)zkQ|bF0aU|~pkRBEMZlXm z`cs3iD#I#!8iifDftpg}D8S^N1u!zNAo~r*_^@MR$j?gD)34N$tU)-awR=!>E0PJ^ zi@94B%IO-q%Bl&(g0h?rigga>P`6vFRwJk!SDEY9Y?78E9<}IJm#hc}<_E21_>WEV zp)*E+qYiOd!P%Nr)f^3k4KJ8L&Ic8KRw)D{7{_YT@b;US?n98g)eT4(=P@?~bj5CR zY%yhw@ZCjHxqb4SoZ_7tG?EaUochycw~{u*idDPPQPj0ifk55OSin6hCV;5T5itiH z!K0K;XR2ry5L@UlK_<|I9qPup9~o&nWwzVBK4|>bKQwB?Kc!;d-b;4M2{=_9Dz@@Q z3p0C~q6m@L;2O0OyPN@@cwzya_MpGjuwxY9u+r$KemG!K<+vz8QJ7rP?js{I^rL<8hA(aK}v1wDsnIA|P-Fr6B{g12i-?0?m<0AzblQby(Eh{Nn_U4NIU(uszIVfs@{i zY^jzB3xEOV^r`A2Iqf1VfbO}dTHe+#^^zG6t5m`B$~YpTaWQX_6=B@9QUS>gspMNm zanPDk7JucMs`_T3kV*&43NNY}tYeI@2JTSZr~>bkZVu@fs}7hH@AN~#n1k*rs#-Gx zwoUl{@u`x{%lz9CdpI7oH|8W^*)}n1j&rw;X2Rr{UJDtT7Dc;ME~4(w<;a2SRGV+q7i>`kDZ+R4B)o z8`7BZDLhDu$F(#(L!jx_nC2bZg}5z1G0kWX-;;3kr$+*y+5p8?dzlCDZ62eVbaFGc zesDd-0xqb<1QXl!s^mH7?Lb+F{IqHYi8fr8H~xyZea5|G!fhV!2;eo&gfrDHi&&U}2 z)polH^9X?YQ`jgS82&Y%Jog)jSk)AC=QIN+Yxx5lKmhe86wkKKdMs=1TB;OAIhIC$ zMXNFWgfIHCXaYfdDPfjT^rSkB!SeY2^EZJgx>2xg?(^t5eZY~-xEpnkp-lD=szv&jA54@Qz z1lIByQ){)%qmlK_1$ksXAJS#WOIPayvQ zO3&5&H-F*t9m-sn1pKlC{OA$V>OK&@(?8?cTH-FnMon|Gi>O?rk+dh##w%+;_?LgB zTSseuZRSRex6EUM?_GuR>Ao@3MeVUxV!O7l-Urf<9%!4k{Ono1YB^rn*af%WAgv4g zWwKD=xX_~rnGu|46*3zygg;NMF3k7+Dg5`K?(8#6MSJ;H+eewn z`LV#OUk$t)29p%NGVvJ@qJq$@gbe%O{*|-f?+?eV>QY?a?KZZ&i1WjJeYmba;;)US z@gAx)4Jhrgf%cObKfEK@arCB1m*Vdj>Yotx(_>`M4w{XHP)GoJk(_=tZqmvP4kV7+ z43a*1*m7!b4{0&!cA<9Vw*177rnfAu8&JFeDKSURdr}%johs37;cZUvkdcgn-B{KP zw=b^h#%YNVDd2Xiz97`!QM+9>+X5uvh&1avNS#CxgRy@53JTDAjs!T}Qh02OC= zo5Uka)7lvD11{Ldf305CH5jaHKujoKx|PS+*uJ-^$$NY^#~(#KC!q^r6VIi-r>fmGqy={d zZZJD_p^X^+Ecj(Uk+%0om|fY)$l5dV_3d7K@Xj2ejf<)03tqe7ZxNP`Z7K#Aw~*LO9amuIHnRuJn1U+Mi})JS_Znhjs;+bMhm$A01wu!L95=& zI!7m#!b8b=x2)O41+-TX#uPc`MLlRCowl9e=zKiOcQY*WNIp`$g|2_ZaGg6|TeKW8 z&P8r`D_u9%M@PKD82!Y+<%iaf6KSn=q&tuGk(x*uZXLH)P|gTD)O0imfUI8!-L&wv zqaIg)Ju71SSh3O=M!)HojBv2V+5Bh`Wo;M9GR)!_m+w2A56-hE*9m8}&@Bzbqlqq9 zWmni#Lrm1Qwii0Y%>}MNY!=91M;)_OC&LD8reUv2U+W!l~ZcS?VB*h`}SHFIr5b z?CxO8cVROLVz_HY90pD?UcK;&_3pH*<&x*^46>=;>&1Ast>NRQ5p!-@;?<8TM^CMH zzXosOv(|1b*K(!G0j683Xo0C>$bu8Bu$ag=^ydItm0-)9=hKRVRns5Cx{TUEkhPqrbWC{T+)#kh zy|!Im!aJxCt;9>nBZnTsx~8W*BSo+^;CW& z(gu~P6hc}#2IVKM2otfDp=d`}GTz)yMlWAb1`kmRTUV!8ba>3-VrjAw5_ zT>z9f1XQxGax3_S&6_}QRQ=y$RQzLWBt8brw{J73Ra9g5L96X5#L5_fyQWQJc)su* z7DSP-4mFG?8y@i$Dy>j}b$8y2r`b&pifky^}Qg%7`oY>q8xc8hkB-}YZ zwWD{aTBY1`TDdOZZ~2A?!vRT>)~75y zF{()^6I>$18-gkgcSTJS8+*GzWGde?9_G5{e77x{isVOoXx6d;gZD}7X@OGRBh*sc zT!Kbfva2d*IOnZY@d_O~#Btt1gcFXK;2!mpqH1SC)h4sL{{WA94&3AJ`WoqcWo)x( z7I#sQ%CC&)kIsTi0t}xyn3zXbJzV+6(pP zT+Gr*_Y;=S=}2g|Y@cA$*@?u{{ngKJdgk?8Ez_;sGAc^ndbTw=m|R`o}R?TB7Gs_d!vo$RaSz0|t#1T4u@V#^E zS2X_s6hh1_wYXShU`>n>`Oplp9O0SR;HnS2D%XTG$JBgN1~Spa;n*6sbn7^*T1y!O z>UkJE;7jo!T|8zS+hqkH0S zCqmJqbEjK2B$pTxo}H@PnkJ2Hq(f~uL@}>WMm_5cYBw&T6qRk@1E}kYu71kS6w5T{ z^r48_8jg#ns8}KMNFR8N)eEl>-%pVNSR)-V)~bt1n~1HMQ1>g=llwYP<0PMcC_qQ{ zqNg&uO6R%er%6f4J7XF9z~s|X5UdtB!yi#rqtnadc?vxR10_l9V;OR;KigqbNv!Gd z04?p+$Q+de6pN%<5td)X)1rkXtu&H@VNssS! zt3twASQ8sXA8ggMu!1l*f_}6Jq?aoq4=y#0eL7UoBu^$JaHG_kxw6qg+YgzKT49PC zgNY*%j{9j0aGt^+kq9!MyP5;E+1hePcBXxsOt$0}WBfho1X4^$hBj3_+lpagL2DUc zZX^T_qjgF(J6m!RAPWuvUTKM>L{uA@nVYxb40ZIFgx-N>LBprSa`ZX=GQ(u>pw5h!nQR1902GBclGDqtc^Dh3(rfk_I* zmwBfc4zUkoQ7)eZOkCaN&vQsEow}WNh)#No@tX^O_dRh=cX#Ux*QkF5mFnNQ9&c< zF-T(h4=?)ZcCVo6Q+amKAjIS74O5rxcPX+M$S0{a96DXZ0gC|4-`+I9y4Pf>5Ry-+ zsFGJ7e3m|@t4S=eV{jiqOB`3XLm^fe{{Xyt&;`cSVTfi$!SwG`-%*}^Ac#gkyvLfI zG}t3Miy0f#(#ZrPoPNB}1rH~4d6LM|H@`{?q7nflp2Dp84&ZT`&|jZbq!0k=2P+eep< zKc!S#>x;z%h~iV+)uE)q?dDH0cK0;dbjuV3yp4hAXkbSbv;gPKEZ(eYNiOZ}K`$=@ zs8h{TeLu|u?3=*PS2(K>X-Nhd!IArxrXmA(E#5ehA_u4()r4DcF#cxmQYz--8iEy9 z9gR_YyPLULV+s{`Esy0%jTT9>PORXb*r@)^=k&s<>S{Ew4CR_eE`4fOgJObi2mo~y z0xZL83a11QtrAOb2U&)F0j#Mby0}(LUFV)y@x?3}SCn^146oNMKo&-&EbWL(2*12| zsbVlQ119DtscMLa10G(~6RcO6ek0M>T2h;Cx1+Mt%?%N{Mr8RK?(4_cy{ zRK?3pAj$2X1x~toPzaEWcFz=md?4Dd?&C&d)yd|kI+emH^AT1&btbcJB^K?nIg7}D zgmj_@Rs-$jnCInH=qZ728>#gdV-f^`crrHxpK7@sm6S_{lY94L)~YtAZ0r&=!YKJb z991dxB`>ll%Q@%;0b^y-)dup|9_`kUuH`;fKBln})u(YS)8lUfG19c6l*XhfKSND} z8kSc8o%m+;rTaD8=W3_}``lDlx|P%lJg^v^fq6fbQcvwG{C%O`IL~3;kTO>{Eir{; zLPy?ip?;M$xsKeDV+5b#J!$bn6brQ!@!Zn+ZH>+d9;8!1NVl;T1IidZ$)?;-D3v3& zDJ<{K0r^mS)lkyit1K~vLV0pJ{VLR2Ye5(gxESP<)X)P5hpuL0B-cBnJ!$^{@Q+Bj z{rDhvsf<_3yj>tZrm=5z8>Mq?70^H5b)*CJ2-3-fFw5s$G2ul~@g|z1PloGol41U^ zfz!}?)%z)IZP3WUq@4ZdVOGuEoy08*#!9lD0{5Wt>dEL7RW0Y*hhC(3X*rh-T~6ae4`M-<`(MhOO=x_}Uj0&2jy+Ynz`fbuHNnPV=c zs7G%ePCoJM1q8FD@NSeYCwu9!g&17dRAR)e;{;})x3`YY-EHm3!j4GqO7fIU=acJ0 zEe>Ihw5TA7c?`yq58kd{Bp$}CDT8i4bM+LE?m%AIl;SWm>rhKPG4za*eJaem0+Lh# z>r|mS{I4aTD@u!X=-PdGe^PqoA&R7k?Faw%L1HCdH(E3!@$ zr%Lj;%SOPdBNgagEWLzyd0~WMqn(r*E*7i1x4bd>` z(-r3)2+$kEej<+8xkylMk%y&vPl>>=h8-73D+=THlR4Y`>p4cpL??A)p1rcM(ym|2 zomr1zjz1AxF0mkz{p1HAa1C}Ey^fu4V6m)*Yo$}ZO!YOv$jtIK?^>9%I*8~#9$Sl_ z5Xf9)C>$Ev@vIy5EbRc}ttY|@WuI2Pb{Q(Q(fHcM1?qL&SEegdGt~fET&0F4)@~+}#3NLQdux0)e3{Z7`l=j4fK0Wk5Z93b%U$ zppWdtOpLiwgZw_Cv~-UT;}q)ksYDGC2Sedscv_;8=NWr8V-`HjLo=vQ~aBUVsfE+@M%I$ zxXD&(qFDscc^4MmW9Bg2X13kbo}m3Jot#}=>Pc@PL`CFa^ID3V1~d7Z7$V>+Rj;3A zn~+CJG5*k~Z^DZyIUPM|10N01Xq1E0bQL$9GIB6$HV0scRZCzGC|two3sgCt>eYY$sExsEvk7^#-;z7);u9>73+Lv7F3C z)zEB{1Ja&eBfz-;)kq7ZVP>}rj^d>9;U7QQ@_jK)2$Rc{f&|5fVVZi{o*coG^r#q= zQg^cbD!a*itPD3S%0GmPVl==bI75nIQhF;dxT+%eQ|%cvrtecYI|#>W0JcM~Sr}6o zGAVIzdVSJrF?Dc8WQ*oKX!DfhNQ3BT7{zOog7*!Yup(laW1RHOFkQk98ZpmIQk&?T z7z{lzKoWhK%I5=u*r4F5jId$ct}w zZ2D%UGFlD?nSox!KfvjqFe+ddem}i zqhSgZAFWc7?pFXA7a8ac07)gxrMYsW&`>T49F}Z%sN#7ZOeAW@{i9aIPVMu&N(ZF? zMlVmJAE>7rre)+2^{IqWH~hUQ{3)#su5kA*e+mGq*Cl%8zLW`PephO*uUfKWv0e<7 z1L{_G%1SQ$9tJ1@LSCP{af44b*KSVhq5$ojR(ZYDZ`g};5Ft6x z#%9T3v2)2iO=>jEKZ_rQS9$Vzkp3o>#E8raogC-dkVBjdpURm%`ozDxP|e>xs;RxX z-;&As&^BLNXo$gLezeB2o%-zA=o+fqUX+*_Kqz{JH0Qg_jM>7Iz|AoerIct(2xDS9 znsL5JmkVf&M^X(^Ym>mq{DZbM-~!4>K7e`e^`?Ic#Q#~P^sk;_+=>K6Pp_7RjHm^T$Q?Xv2A9Fh=AF$I)+j+I|SoN7KAQTM)FaaVMJ=G{Oz z2uNX4ft(CCkjo2MUBUrEM;X@yPhjs#`+|-7Y9(bLeR@DV>_#$!HS7Kw(k9R}FSA^b(#S&)J8{yb z8g-Y2Zqqm4)$io|rB1vs6X4R!wZE{!m-2VVm zSM|MC9Uj#*tthM9FvGg@RCP}h#ipUrbO=@D0}m>U{dpCMYKF*}CL&vz4>{(VG)3DB zBNK=t1*ezqHY=*Sg4e_PBfFK}SHF6GnP~=-w-jSz;#{9ffsKMlGROVHrIX4)q0wnHG;`k?_;VH%Q=p)9GC=gLKdB zU2Zp&W+-yRcBLVtbRHJ)y|tZ?)wNaw3A~5lSKQZ;{7U$Nb>h8EwCe_V^vD}(qU1E5 z2< zOy!m{jE3!9?}(B);9KNXXHoM5{6ewdf;X`e0IQMH*0k*HpI5OlEP-~=ioMauO{Qp4 zoL$;nT9)X_xdN%&_;9pD>3832i2ne~HaH{RyVne`c^5IOY~ztwm)a~6VtWE@=Nzb0 z#WESi>6bHUI+FRJpprQ`2a5F}B46683>B3*t~O~Q)JNELh(tFd zx{ph~AltG1#lh}94InV@A-U4^yNFupHhyaO0jUyYZ%zBFAs2 zMyzmf$8T!qEzQ-=ziTj#M%#=4oK+Hcc8hYBF(ve#WZ-;B(h)Y*4KB+!rEytayaW&oiDso zs);s{ZV$?TgnJ6=_1zg8!saV<0!v&t+tlKzv`iD-ohGwm_IP2A0zSvIV5sZsSz$>T z!N;v>_(JL*6!<^v+sfVB{pHW)iqBCbOwhL*PAfZ_jCRKWjwuxe4^i}~ypSU(o?)~jn4DR*Mhh6YG;jCxZ* zdgq9?>Yfsr(*!(u=Dus!{5>w6FZP6N0u#?Q=>87Y^-XU=xzgsnc;k=cT<~%A9cza8 zfjpLXLrn#lBLjjsG%m!I{0(l>_?+EGCet4$++&emh2wt@TKJDe7dE9Myoa6+2^Hnm z@oIVuR`+q`1jnJSm9=NpEMSJ&rG|DmkdI1TMl-wH)J1y)5oe=bF*}r@&d%KL*0#|E$5OaaT``1sV z*jQ;+GFaMz%;~kHVa+fw{2U0R&bN zS}ADTX!aEhx=_2jhDjzMFDII|UvcB0=}$XVNIm;ea2X+8#x%y!#}yNfooZ=F801xB zI%k&0ur!#_Avgk>=NLYm)CTEya1Y^1E(34}=RnN=01)ZW>Q>_7KbGM~AP%CnH4z~A zS8N!a!co_+O0PSiRX{Pg;MLC?PL|pxpJIe#8QLk5#I-{ffoT*uWp(+aAIhg#1W_b8 z1*ShY)3tHhUx;-N56B^!6D6Y@g<+nx*jVcNMz3&^Ex?9R{48)N1U}_qHw5GE@k=8q zNW^310-H1wtkM)!nMvW7nq*cQo%CfQhsgx;TZ(9GNTq0){K^UAlT|P5thGcj+$a)` zjDwomUkzB=AeT_R865#NS+#vG(qJ_EZ#lvH#B`uV9|w3=Sanl#s9nh(oov9WX9i=~ zbK5o1c!tn;pHy3|Qs^zDKkA`Y!i;wR0PEHz#qHhe0@of=_EE+vl%d^7^PR!;sMHRQ z?^>~eV@qgKR!@~xM*vkP)o<>``DREWJrQ`tWx-{5>$2Vk0QDqQwD9fQoXdg-Jhm!; zWbwe-ZNerxp0#E;63a1^jhj7Iby|R}yMh0|Y7o+)#AKlOBE0+v%E= zAor#FJOh~=oc7HCL@kyc755(7X!7Me1t1>ctO@Po7)%!Ssa98ix(Ela6bi)=2L4>J z$742{Hr=?x;!R6SK?@`Fsuz(Ba=x72XB=g{tgYId3f;o~=pRHDFwJt)20CXf% zKmm(8vlH0RGG>iKVNPl{fXKKcuhO1wVMYLC)6t$*zy_6oB1j@2l?0CFp4Y&W8jSnX z&6_X?9gZa&lvj5ADlPrXVl zo<<&Z!zlCyrSo8319k0BRP#9ljPOk{4p^*^1D)9Z^*t|b$=e)Y_81&ge`1WBvl4&1 z+MdXoK3X$-)nd~z1gRPANr7qR0P)Y^NQfoF zJCz=Sp=nwq3`cH)nv&ei50eXiB7iT5EaOqSO#89LJMEUFViYb%aJ8H?+lfgx1Pt{8 zuO{nw!o?Z|9<%`*(A?btwk3&swmGJ*l>8ilgWjY%g!_Vs)rt4wq!T>260ksc!kR!s zGED|QeUsQNF<`ov=APiH_5!W}3g-n^+?qo1AG$*yQB(|yJ1cYqkC^(Jd&vkOZVisY zn!(++j4II_Nghh7kF6jOqeyf27uuY*s)X`cy-h1PL6#s7Ox1V2EJ#2H`&0rf?pTI$ z0UoqQ^V~KUVyONj)~Gb9>`R^16I~(@ppxBy>p&YK!Y$%SBoF@arpmU%IATwrHJjyK z%l9&)AH_&5ZWHe~X6{L(#)$|zy4u6ZFrf;}W_rUtn3GQV$k7-=; z$NEqvSvOi=@*UVWISbg;=-kJEpau4#d!&F9 zCmz%Yh(&Zc$W`nGRk^=5$_L+*uoSZ2PjI+F<)H3QHBoKQF(ypEsiNSLug3Jt{*Ixe`e$ z79YddQvv}Im2h&S)K!Rd^@wg9XSk*EfgH+5y+P;Xrgb@WFCO-;Tp)$%mwcvF%B=;*QCOGrz zO<1y$X=GGHRSVo27#Z5GfjqY2<}y`>W8S!1&_flGHWAmgdnMTh)z|W`HrMSH*tXvM z@mTX}b@Hnmi`$I#r$G{=pplSIN+cx@IiVbe2DMD*m5m5A=fA%DBp4X`&Dd6r&WCAW z!+hoC#{ef!)|uhC{=t0HTrOgeV{zng68B8-NXTA???CJf87Hkp6U_qRJaO38 zi&=-5w1kp+nt0RVCy7`edJq&1?bzwC;Px|+1UKRvKlZU0(q6os%5}9Z2pE%n9$B(nK4Y&K}!vAcM#vqVQBJCy8U+ND94bwakR+ zAQE>5;GeBn@OJa7GmqgNO;XrKhmPk5Rknwd7#YFoSw~P=Y+fdeaJ*uy_{wiLTtS?b zj8-sW1x$-b?tCc%Tj;UK%jP>Dl(%79{&*Y^27OIs=rhDL2nkR^j+p6J#MZ74n4!H5 z1dP0%1htcSR$@3%YOS1CkXz+eJhvz2=9@flPj?(J0lkk?TEE#6M9O@?NEpUykQCAH zkNmPj_|iPOf_1k{A9}uQrA*MLx@vclkGZd0Bs7IX7Qj31l5ba4eZ1Ob{%q;bPhn5!v@ zGlSlvd-=&ZO#cA8NNtd6S4LSFC}V&sNWvxzMYHN?M3JTQmdEydjy=;gWL?a|5ZD3i zX;$t;I5L)`H;xYASf5H`6issc7`A;VGTouVMj3rtp=;SrNi07Ks`pYma`Iw(IQq~CV@qxh7#=+Z zHK(^s1%cb#)s%t}o%1e7U}{n=M+QXzcA!RKx`1`IA-!q7cw>isPmz11U7?sYfbmWzpPVyYMRM zyo7ROVTxmFHXw5&epCTYOB4;bs3+Q>b8QwkL^3)9SDRSUP-K=PxT^20+sh!1-oU#7 zknFrr17q`w??~BwGATTQh)a-3PE3RooSb z^~EaNPc(akfiut=vL%^D1cZ-Df@x5;Bso5UkP4b=fTrT)vG2DPIEukoZ3;;2O;wV> z$pSjeQ$0cAp<88&VJpgBUqMX)s`JLbB9;6phJSj``Ba=J6ywPNKh}V`ZSF|MIr>$1 zzK}Nn^HDp;7D~uYeQ5>IJwW^@21?V$ ze&`^dS_C)%2dA|kjYdR=8D+rg1t==G&f}j-28BO*mn5jCtOdSh1Ora{JNKYRDWmB} zQ@=JrjDDnyTW z&iwJxftp`xo+*Sya0kjpDk%`77Ly@Itxfj9EJ8_?0)s050OL|dB70Bm3+dHu7w(YX zod^yW#G2oqF^V_Y3|^hhat29m^DqRbW*sX=?gjBDiRXh#-fVo#l6b)HU8TN>Wj3EB zmAYU?hXelruRtRg!1|fAxsu48s^=hfu9Cv&#i(4s7!q3}73bDb$){?$ zZk<5e>rvbymA8~jK2Prk#A>WjV`G6amQ@G>QsT5KMJj? z>pyMSw!oWZ0FZdxee0jp^&9K;*(K0OfxtyL6-8Ygjghv#x48b+k|wvfA1abQU!`;2 z7`uH7#-G`VdFNP}IOi&TE0uWE;K_7b&;w5%R6bOe(>qTY$tHnb=g?j$wKq1g&Y)&7 zkV)z*2Eme1wD1jQX@3&5yNwzqaYdr*JVu) z!8V#Cr(5wEMJJnkV%(1TBl=XHA@QT#+6x^$MYX-nzgp*YJyL%!?fT8Zn&MNK z;4R0tM{4FZ3%RuzQb`;Lf%!n-QxWJ|ZG=`4G@$R1hb&G>HMOK^F*MDnUMLZ-DyFc! z3vF|ArYw?1&k~R$2dS%GEZ1bSwl=~*q#jW@CZz{4mE#`~+~3YDZFx-KDtD-~Z7cgI z2{NsCe(`RitaxKeTVegDsDfpa{aT*Fw&ssczMCg-ap_D&33Uik$<51oQX$3&>-4Wn z_-$;XK>KJIGqK0gyfa_8X|;%Lfd&aN+Wv|GZdD#qygdGKQi56FI zxp+YzF-Gbt7LLe%_S;kQB?mapXhCZ;y*GMQjDTu3hG0fXCaB(c%fk^9<> z$6$SNTd(mJ-rMGf!rv(7kKqYgCgjpU`-0n0J_xb~;q_=@5k zb{H^L-XavK9I^HKQPf96t6a72o*{-VMmA()Z@plPZBo)FpYClPMRozz(I!Sv7<9!~ zx(hv|vHFhm?iM*qEgJUb(A=?BkhVc4sOl2xP*01=r95z1v-sCZqWQ5{v?T5-dm6KI z6}8?C#5?dkXahIFT8x8M5Y2MaMoch(RLq)ZN#8Vle-VZ7|RJNLZrJd||b}+1S z1I~MWD|^K-6uGm!*jLO>MHdmtKiafs6T=~U5_uoptyrf?5haX_IL{R##FHzG3JvfkHq?LyS5iGug-&@TLswT?$CizYGsba3uCMOHS0`@g1yjnM7C7ju`&{ z7qv{n{s2_Rh8@Vrqy*qNm;e9+)YW}p2mT*F#VzS zWNsOzJPuf4InR36!tDoW81$y@2ZC{$Vn%4Rl=T5={{UiBbeTz{O(;3}kx0bNBh26&hBScJwz$(YtvyAx%gD#EywHrW7tf2Lh*(+sPRWK9v}PdH9dz^(KK0^5c)@$jPNkmyNzaPJJrmI(ncU zX$*VjrvezcI|rdOFenR~=YC04^u-}yyvSIS+|}u48+hkF)kT$_LR^A7Eg_5-D(#5W zvGf9_7FRP4SRg%xIc5;95fmRF%0Con30}{$XkmNBP0jZhgh!6k;eFZ{pWO77m0_UkT zqc{YyW8azpuXCtKfbIF;(u9OAz zjN^)k-N!k_v?fFAjz2nJVJ3X*WD0q}sfFsIVmLxC_g0YE8Pl2AHN%sE_Z0C{h>U1N zVL-+8#ySsLVj9;1CCi?@0P9hU$Co&aBKFTyQerk>PBJ^wT-zdy z=RUch2uMQYvl4OBG}dHZI63TT8OHCCG7oxk02^^kliq+EvE}7Z1wGAJg4RoHNFhd$ z^kR9b5>*54pT?t-{{RiOK_}jTBsVt+!$tr-$7+Dx%EJOYvFdwNWp1w9=a4A$Q&uC> z)*wumILGjc2F4pllmjDRW1^aW*x&k&v#$j<^}C5~IA%v8;g<<0N&afWxFs z`A`ILqXx?oN$uEFq?1nPuF?msF(fk_LNor+98v+VBBN3pE%?R0lMg%h&S1X8@C zDICGrcg0U@Y@7Van{yxHJwFPu5VRk8fU725IU~aJ^`Hrs?$#CH@#$4>b&f=Ff(Q4A zsU>0TTt1@TF+RY4wa^fEd01R16s;su6&O4k8 z(hJL0m>w{Keb&cT`jE6d66YdQ$yf~=A zzQ)0Ql>Y!Ksy-oVP^f0UnURM8FZmTT9}}2 zkB4t8*|x^bx9;)IE3;pU5`)c!xzD2-oP0-ytJ%JTA>quB=jl@{ zv4sEy!00NXLaL;bl78_XwJ1pVBn%GJ470x6k)M=$ijG@|B0|N1J%Fek6@^lf15N@i zan#U+T7>Uq$T$Ov!_{OK`hoKt;0_0B*h_{J2yz*S@7lS|Y2%joq@-;G1CD7jmW64x zcp}IfnTNGdn_MoKi3dH+c2`F-u=(QWMkh#kOkb5xQtyFEkU z+)8{o8b|?BN}A%ePYuT(itZqc?Lv3p4_fbh1!}{>wv01@l6~r~x1%`KrPL#B#fK}N zlr~a4?_UDm1dT@lxvif7S*`3hk{-lnvV2P_1p^r*()eRtT@h|1-oVH{=*Bba*EGTI zLE`yW{t`(9Yzn9VVAfm`?)g1xE6Gj8+>;Vc=FVy;pJb|i4NmM=JsZL|k&73GU|C0R zO4*iML6DL2>MND-p)WnaJfQ<3x+abo6_~bh*wt7W1*;i#CXx}4FFe-b&3M=)0Y6&C z(pl9dnjip?k6P1Nu1}_WQ$sBWyFc>DN8?SDUWH~P00%fVAKLCwNGhlCs`t8#$z>q` z4lrn9F|9-Gkh2lF>Tsa{02$-bwDhey8Eg_s7#42XtDo7ntI(02v@xRtbcz1}Eu3et zH4BniNpsh&bWNn&H#^vV6_u%J%WToKaux*r(@Mc|!fJ8GfD}7{>?+K9%5M48fPJeh z5KrAB98-fR{t|wa#Ar#arZF66BcURpu$aqtA#zmu3WZ%kLX9RJBNevqc zfxn2-7*&6apRF(wIvmhc9;Y-6j&xBT;&94x39Z{!FBEQ0a=mK~cq5h<2R_xMr_K$G zVFADxp@_%TQfn~rikM!`>@jJKReasXr}xpEdKytKrs@P?PJ7c4a6HF3TzzRD?Lg%tKnJO+ zQp=tukKhml&C$809^B&F)|E~K|)=-A1)gb=ljeE{b@eUbOr+q`jb+K zwHypitN741OeMP=Z6fF1l*>PRXvgbSgjd}f^l|A!`N*ez?moOwB4;;m#CGVp@0y`= zZ0K_|oOb}w`jpRz?VaEKp-hU>=2<++rOzL9ng)hN&;A#H=kf$9^U8iM>0zGq4d6zB1Tnzit1i1$?Un%-xfFNu8 z@^dU$_5+HcKA|K0f-{rYirYR=A3fVO2$swH$iUoswE)ayg7)P{$W#ySaZ@IVF<@kw zK<))=8DnmxK&1OkupVceq#6LIbchj@#;V+Nk=~~k%vS(`ik2&wr9mW3!RQF-PZAQi zI0v~DhKRh9tO+^AB%wmK14zJhH1=R|$o%PYQFAozA^=8Dt!qPJYiAL5 zK6I_skMg1HBDp1r3f`iaY;GcD5Y8AAgOgQaZdJK`>`qVPRg}C`HiPPEp)#qFisYyS_Y}b)Jq=zqLy*!aJ+Ntp$#ed-K=w2Ut-Bq8`qF1P z;}vXa@%1+V=ia3I6{rB4k;h@MGHH-TNs?oc)KJpdK*eE=rI31#DhRJ_9mycGdXZALv1xDeh)HAI z3IU9H?p;Y#R9?VTYj(?lwB&X9YEi4fEBvBOr=ZzZV$|(;0@&d7C1?=q3k8yO5#dBb zU~fZOf@g~sx|}{_dBBv9yYHH>rNHlLy+J#PB-OL#-!ZYt5p|jSw6}w!CYv!=q^s>DpG<<&Y1%_l0A4OTyB) zI*y=r`GYIJt9$cQ2;b2>JT(0^Ev+yokOOmZ+z&xlZX${+86sCOTLn3O^!V>zOt>pC z-2ogLz}EFqdm#hmwnNbIyX!~{D3aL{SmP{WKXkWK?^(AOuBQ`AxGDKS^rl|w{(R)Z z071Y$wOODyHwq9Op1^gc43>RX;$`yF&-p1i6S60idnh=#d>X(v?&UewK*Jo!m>5EK-Vk@ zga&8lGzF}2heCF3qI41u;3t}6=-03efC=q}t*t`Yth{9+nAz4sGC=ApW)v4Xsz70N zBys?z%TUnb(^A!JP{uB1jwe4dhT^q!?-MPpgzy-1B%|e!bBc{Sh5BTzbi2B zT+XB6$BD^~GZQJpBXs(TLe#~(H#hgg%yQ2m<0iVF4|oewzq&-1YT79UpFO>+lrJ@< z!jcGJL3*$Vn)WJb7|pyBtr=c9BM$W6G_t>Te>>6`jxcZ zn2_~=7U#Se16$>O@KQ_0|%R@rwnlQXy_nF_GL63|UP~Hm%;(<8 zv}J;5g9cx|@74abo#MSY9b?q(01(PExBI5LZC3g3?TkjoP{*MwRBYilnoY)^a)nuW zRrjF*&3H#gpHDo;4 z%ykVwVUOHH*Xn6pW%zQCqL4-hdVcOIM_z*@;-fe{1wm;Mxy@C(3wHsEcotaCX6;uB z({|99SmI~!-R-odO+Hse2aFzR1<#9O8%5Q?1JKuZmmLi+n!~O?Dyxdeo6r5fdib78 zhTYU0)%`oeFr$gJ2j7l%k6P`Fg!KdRs7!H_%IEN+;bNR~#<8q+$YYIr0gC55U8XC> zxACqRec~&vF(B**(v!%F=Gse1fGZ&CX`ng33+i8LvNq1&JbW+Gw~!Mi2_zcx>C$fv z>%+$SZuI-c= zVsD*u_k~86t9NW9jPQDn^bM0uF2xRnj2=j?$HZgpJ_xqE&P;4MHNsCRiao=SYq!1g zCHP|_NrJe_L^@}ta|=6aV}q?0@&@=qL;#-+N-)4#1eb-s}a&d)^~^`w4EC~<2=-F87;^o z9<`mOcp@!5gtxkwP&wL-jQwkVZC^~&&?I4}Y;YHv0_8}pCY<3Bhq--$8&JGi8Qnhv@`WD@hpJE6@rukMl{kfOs7=ucXr zZoH-PZBS=DR8*;I(y%voAy=>z*dmPOv2X=n*Q#XvI^Y~+*!Gn{)>$iK5}xsgF((>&G3wz|2=lWc3~DW<|G{%Hzs9nV?> z#2UJ{5kkOrJ9wr&%+jtM%7f`hToM&}4{B9J=X8S|!8Fh!xe+M&i6h>WI6vyu{{Sk` zkL(a~#aX}FroOKbZLvk1^u+*E2_u~CVfa+Y>ktH|<|@FszL9erDy!;x)H^N)T3`;| zaZi09l>i(X1F4$<87rW^N81WEW%FK%Qw5h$iH;?<8+lj~CXLN&=@QHOaO z1nu?|q+7;6c;Nj_3;;|W2m}oGG~X)Rx|tjjI~r)XfqwT-MtA@pdU3l*mmBhawAc;)&$)6;kCiTJu^TSOs+mu!xQLgK^(5Rc2z!r)lkbA;Ep@gZ+e5}QpBF(ftU8% z4xvxEq>_7d7y)zbSd%f74DM0fP_C(f0s7Jra^_c*V%!jayn0ntvAA)WNqluA@lO{; zGmM&+F?Db-p_NZ_MaDC0$B-~T8esFCuz+XO)`!?YRRoqJsi*yzAmo9cT4E|Cw*bi| z=KkoZ!bF27k9v)sAi+?QeN9AAxyusE{n`-A21tf5xu8U5A28aqMJ#axxB*jrwjH=o zN%R7NF{0KrB>7`LrkL`_5XT$61u04HRPK;QzJT*f9kg+DB%kjdX|N*9((t2V{{VRP zr>(3ZfjM^{#7}yZsRNcIQwb$-gmc`|0Scht^v_C)Nzi0R8!;ZWAb|N}e4Cp+b4n3F zBx5JN0F2p0(>7d{PRb2A7^>hX0<;P#;1YA_DGjFeAU@MV13jI$X9qL_{)2DpS6fVM zf5*?w>xzx+L`jyrP~YuPG9YjdPo*)P5FD@`wAF%3mkS($SG%_u`c?Qe$Pj1E4%q5V z0L=aGE>=8&>P0#`V7M|dcJ(!@v11tyuR_mgu+xXc_8F0yG{t zlyNZzv!ekW#j5mQX4rR?1XL{c z@q@ZBK46dc=zjp}YG^KO;)jTce_V4` z7g9i=1!3w<06HlyV1-sY6;vLS^K&u`nA8sW?N!dE(lJzx+a8CC1-!ES(wyh`M@mCO z;=h{ePcGgtMm}j6;0n1K?R=NseMzdJL=o)92cV>RRb$*(0q$`?jS@!yVErj1xQf~` z@?(zJ>syP$}p=Y8SR?lmuKU?^i8W65eI(gbvY; z^>E#!j5eT1$3Q3qQi27Aa1itSUbSO!+AsjC0`3#Q0OQhoeQpmgRKt(^nntWE*#$huZ()CbB0<1Nq=^>gxN$gDwLlVj&z!SAcPAMMV z6eI^U$qcI4W0Gq)r1Q>EE()Og%nblqm4G{9a!Kz}+xbx`B$kl%W7?#K-X&fzNaH@W zXb6!=+P_+CcNiH;@NrCSqbG0*JDQNXt_}eD)mDZ}&4z$!xm7I+tv^V@TM4H)*@}fR7T_Y%5 z0oV%VJUJ+XUyYcM2*Aa5@*-{|50q6$VKh)K0LyTru4;}=)A^ti0`LjyYFom$R|eWJ zSw}8ZRD`l93j>rKU^D!P_ z5va>^{HZlFX?hhc3!f+s7yE&nArOxWT}u+YQUjjZ6;59b>M@)c!9JkZ zT?d_EeGGfaSM}nynOivxmFx{M7`hFC(=`0tVBAUfy?v@{mmX8|o;%iwg5Q%tb9R@4gMfJaJ8iS2g}EQ3(l zy1u2H;O#jgfI3x03&Eud4_wt`1TF;3eX&n5wm;UjF(Pt!6QS_LsCG)?K2J+N{oB8HO{Me${s|wh!47^tpPbFGH3Cl4g78hswAuAG;U7f z*zRe^dFt#l)C!oQV;*5NyF!DUk=y}5$OWv^^|>gAsTDW&c?x%3xE;3|r8c1<%G%qp z#|5#)SGKd7_EK(SnYqarAPNL)8(5J^HzSUK8ez7vl}k-4G42Iaxt7MkwzOrBwL~?0 zW$9wv`%pA!gtrTb0a5BIH=5Si2b*(~(Nt6eU0^oHr-cWps2@|gWyrOUpIQJ*o7bFv z?iP)Hl|kPa-dOu$r;`5wP>_&SRZT!Am=fMvpK@prsdW*~=;b5XYH>6t?%Fx`IjCDy zo+SSOREOAAyLt6lS3hS(Us7lq8@b5JTYx>OvK!Jcv4M`6t42LR$R*GpK~cOj0rOme z^fUoS$eGS3n2%5mO%b)WPcO<0i`Q|X<4}2&{uNp6k=rImBhYuCMDptqC&?UO9>Hm` z-rNTHZQX`D)UX7D=Z@KOJGELGjKFRd<2mC7fFq7=Ms?bjBR#pN8*OVD7V4mSHC?k! zN`IWpv5we0)`2XF1h?$Kda%s{M>b;CTO;KkR;b0ku^HxVx%7JIE+6yu6$l!+&2 zC#Gq{1?8U^^`(eSdf{PJP6#oDnF2p?nKZSH@Wu-v8 z6=V2RqT@`9fv_Ipft<@hl?r2!k3c9kYC2mt>s>+B>`^eTpIU+ZL1ZzyL-|k#IBmC# z2*~=yVxFJAsHlfpa{Yz@Qfc)C( zdJ3y~uIj!VnLNoOl*%{m2PAt|ji!TdqiC%y{KXt)m<(gvn#a*Jr}1XA*E5z|2!?ks z#_9k|M2_b9b*)0(=Tp^LNgqL8hiiXhsM!g(D2^o<8OGmgv9{TvTS#G6w?GtSde@%# zq+013mNfYo2j*yZe5BGFG8){u8T^aBbsOKD<_5 zv*IbP^(!f)fkPp{RTbP`>7E;rqLGRc-2#zZ_P?T8MSX275`aAcs}TY5805)e6H2@* z5yfjGE11+x)wTNUwt0lV#I-IM$+Q9}E+T&5v0u$yQm^HJfYU1wS$e#}jb{#>Xhbk#}w?Klz;TX6! zvhxh1)6mxsb89V=?&PRB1XrT#P_5pDC9KjCk({G?{cDM`oL#`y65xow<72He2}aE9 zJRz(_dt_icR(1Qp{{R(lIU%_OSCho|8b$EAjR{pe*Q;1xL#yer-NJH6`G=)s)tMu) zj%h9yX>DZ?kg~AC=e0awkTXg?cLO9-MH~hH0E2F=o;SR@Ep<8hRe35sd9PsbE{|z( z;Mr|1E*e+bz-06_#@y!j#PFddk|^=bbiN0@7MkR?4S^eE^Fs*jW1q0GgxXJMBH+a< zC?c42XhsZkFwb1o%kdS@i8V`0OMp~4V#;ze=~YT!TOFze!upOXiDE};@otT0+z$XS z;O}utwg<77@9vRhu&80_|j@I{ieuEAI!ykNdPcBk}EUCw`yT{?U7xSa?9KCp$Mm;*~h4Oifu|k zykzzDuC;`cxo2RYaf;&n9bu`yZcN@qsA5PX?;mRI9D;Jkk) z);&fGwH!NPfc~|hYPIBIL{Iiu8WYrQ7)xyxhmB=o2FXBWEGwpYOt@qDioy7WV9{xs zee`>S41z$bx-^o@p~CZh;wX@lE>aZ~w1uf6(9)pNZ9bT!XQc&7^4K(hLrunMSdKZx zFq#B7;{ae(Wq|5wk03#kb5-Y>Eu1*XrZRSs2U02ryhVJB8qR#N>qu0Q){BU*;wxD7 ziyi2pW$qrZ8fx};>|;b`^al2NY;!8?6+CK;1gX3pU}kW$a)b-MtRij%v)vM8+s95gQyW@ z@U;*~#L9PJhB5T6J_`Y=YEcOSq*0L0_~RA3;yp&!Sn{nFQw^+NC?DSSpiJWtt}o#h z@eeKx^5?0oNT6hmA-0Hw1A~rFy=*}*hphmOWZuJp=20(*;6@_W*s%w$IHm*;XqQuf zUkJXYtQ{{;v-z%WL*t^=2h?xw$uplVPe7-URXm8dZ(`E6dNH78yXzKk;9A;-BhXY5 zUh0=;2o?}~)KRkq#9%MAN(8OLIb8K3h9bMz6vNz3%*U}bBZy!3QK@0;Q@l}d(h_mh z6G%XF`?%Y8sGty!EzF}b%t!km(knot=Z#sZ!q#)iiTU=cFu@E&Zi&h6SWv(ryK(|s zTBswwD$3hjxh6=!9+aZ!46HCV?@}qkJw|?q%U?#I1rQ`0yepo-nt9aS1|x|N(xe(v zjG5+k&!MJEZET0+kc{=s0Labk^58L4&w4=dsRiG09m%S)jzY#5liw7A6+d{lwF5<` zyN8efC)%Ss-<5-t*wCgZ`T)MkDhCi`RY4SDS|M5bI9pbUQuwRAq=2@ z6AA`u5vRk++E{hTs9ydY;u~f;?gdhU+62z|8bW&-(ObBqKmZB{U?@T>5j5+}Mm+Zi znrN~`I6Ij4CaoPt2>Ey8*iEunySr#Qs$i%`Brb5PgBD z#md|8sJ}r#G0tvh$YN1PVcwbKW2gt~Q^j$0bC9rMM{`q)DH(yA0D1}pXSAU)kWPIC zAu`Czvnsgc*5pwtDFQVZ{AiX~qFl0|`icO{NYvwVnwY~13@ZXnMK#L1fgF5yIO3xv zP6-`7C}U&FZa5z?s|ls<8Ii#rf~$#@21f(b(3gdq5e7c^ppwwGiWAtMdU?F^K+iep zRm4)tFi8TQEfq<~&N>ol3}l*w?zxO89)#6$?;y;MSp90t3uIg{1bTOQ&NU>va&OInsXE_*E^)$XzXC&mesi3I!#RwRr0y@!!`czFK zqXo`Mqvb!v`BDMp)C>R^(@DylkIH}(7zY@oBriD>fJ1U(`9vg-QA~YGBwUps_7uZ% z&+@3q9Z9AOXk=hZoR4a31N%-%c!mN8W_p9{#&;4(cgSkswuEH)#A2g%Sa?~p?LZMc z0G@aQu&R=eD*!Pb*{d7nnT{D&G0>j0^@%tq1okBUv<#p`@;Ca%RrD2VJ<10pf!vz0 zwHKpQEzQ1~1Z?bjk6Dg z$Vv64nOWa6OwFFz#VK_M1GNGp`!Xl-7W&fdQhM=?(*4Gl?!_Bp!*L0Ik@qAs~|;RQEmV%Ry=s{{W+@ z`q03_1p<=O&(RVBX6-r#Lz8 zO*t*nNdr5A-t^D09itKj6u)L=$@97PpheNAL6Bs8wMpb!Ai-{(Nvzo!;X@)RA0A5|XM1twJ_{03aynDM3NhkH&!)qSb(20Uugy zy13iOBObLy#7k& z9-nGJ!<7X7Rmezp%m=FhU0a8SQxwM`P-C3d@kR}qH!J>=GoRo?%|WI{31=haQQoK2 z@R2dj45u8@*hJ3|QJlHyR3l>A30hc0Sve|uTh0Fk!{vpq=C5SrE;1>d0L7~)svvE zwKU@>GEE@!8}9*BwmGC-wu&1#mN@Wp%Q^09$haT?8E`rb)g-n=P%=#o0O^6dw=~Ho zo=|-&8&H%Dw(;{To^k0`F4b+|GP|BS4EL+Mw1Aa~6m%(5PN=qNzTMSuVTF-lnbRdBcfVPq%-1!PRW6CBAF9h>e%nW|vX3FzFW}Ro|&FUf|Y@HdgS(v`iR|rO#T%y42y7 zid!LaKITnK3I3u6}m<~y;V{G|S zJg4}I)W=t~Kr;w{OPF3s2039s5{*>Kpe4KD_2AQ5;`EXh z(S=+7-ck2$l|b!8TD{fDA{#a<>S!5D$<(I*0G1$qX|JVf2L*yC?}J*8F04-$tDfA{ zEo-gLbAY++x`7ZyWj(Zkks>GkqfeIR^+8Io(1+&_RGXacZFT=M?_nX4&k z&Ci@T?Zr?Nvyh~tI>r!`!q+@t25f%fT2mRD@U z6FK(906dHU21@o6!hixfA5%(n`@{bLEgSNvp3-hr9+_L*qn@-jXe6xe@O#>#APKfiI9=Od_mN16^kF5tw z){78kPsN2pCW))MloBsJPT@d`lFp%sKpndd)ey8Ywr0m26>9L(H4AkCEtHYm9<!u-Z;oWOb^Ge|aC?wIlE~Y7KS(0?wrvb^?L3o3uKg zi|!%Q!DDY1GBG{9&3av|7TQ*w9-nBTqfflp>U-8Ffh4y70EB(gI08x-`HX(^dm7(h zNy%Ij(xL7&L4A1E8g!Q#2nXHAU&6eW;&!^al4ISEC%NxkpN(}Lfo(&LtJj|O#9*vo z07*Tn(JWYPWtn7|5z54KyBwPBwCyU>#JV(d%`+^j4iS1O?NfMnNo}!00NNKW$GNC< zYiV@v6kXV^5+^%?XMxR28Z$5M^%$i(Q41Mf{=Z5NoJN}^p#n+4^BDEbbv`4~sawWR8&*V?%aMVjkXSjQy4%soYVUXUza;utRC#7w((vBM$tq-hE0 za5~&xPO0ZG4H+H#RGtWtCqB?2)x9QPEkA$Bds6m>OL+U#EGvCN%zj+EQWrnJ(o zBp4@d04Aa@p?53j;K_A&cH|b`R5d?QX{@cM)GSE*M#4DizW&t?lsvsEFmt)`#ClcH ziC1Gb0R$SP?!~FY_ybaCwfR!!LR#P)N?7ki#X~?TJXoRy``dtF2ggV$hXk zxV>TWo(?IDr+ufkgJ$RL;Lj)CQH}?psva5A{@X}kv$&YDQ>O#yRKTg6V8IrKFj+gG6-d)9i84JmL(G*}DLOpLvA zRUJ^AfCha9LRgP=CJ^{1=G&48!sDX}sG8=i52 z-i?^%tu4Ir@Gz_W?9+vy2M$TaA)>G?f#t4AtCsdt&fmO|QAfQ*$f&>}>FGf8S%3kC zdYWuTx>(snGbDkSdYZ5nxiD| zDa!z-&{Wb!VpF+x0qQEKEjh$U%s!NcfVjsaIQFB@LBP&^0HE044t~to@0xT>_QaEF z8N23y9+vkP9OGc@aauOoT0`>_lj>@^c!-*3pWNGQUwRNDSd@)MWWf63 zs7K5!`uzv6n-c&=jd7>>mMt2zq_s&f{;*D{ersLJ98D=OTjk39s{{Xzkr`$@M{{TA0dGIkC zJ2B`*T87M&5=}IxKfnzFEl9`{X<&UZOi1K&o`RhcK!fF0C)`xVWQb#cJ?VheLXE?uqnE&%{~3W$#=5>7ou zGzgPo7C8cttN>(SW2vYC^IHfCkM9vv#{^4*lFjOA3}Gax^2a{)8HtM$K_v96ps!2= z?@75wIS1)Lia}U)1pXAP;W-^gYL(jJ<33XPYtS=wq8%ZyOG-&SNuUahUHHKn^{C81 zFeGG-^{M@o!H#Aop`OYsb=@V%9PlUtro{ku1a_$2ML=>%$6-!*%Qym37d=HNhylPH zcc5iw4JiOSC>?QAMil|bJol-5oM(`6O(jzq=jlm^aCHNLkF6)#7dRaKDkcp5ustYL zBRE1o3I<9;&%knmpBIkV;=~Y15MmhkrgiLMPR?EnG^c^Zdj=1MF5Wi5o zrVe_VY1Bc;J$nI8<0tz}@bubo>s92`?_N6!DNM=-BoA{!0mf1XBPX^y z)pxs9ZGaN~f|_S}$y;Hc_K!+Mu$&x%rM*QUWL{UC-etiI-IR0{A&Ceb0Q9FDOO-sW zH|*B~KP502V@=ru7^t6San+AdDp=sUo^cFH2|e?``qsP}R5r*)Lri}2pXp2)fB+53 zG4!bfx$3S@u&#sbQ344d=9w%>9|#nmQAkE6ThNM)*n$QyeJb_D%oxXSADJ=hfxxH+ zm3~;r$P0JP08~i!F_U@Rd-_$Vq?bQ5jZSSc@p`Buxy>-!TqZIA&!MIWxR)g}nF*&$ zcM0y_h^h`AHNgav*BsKvYy%mjAQCwzwI(ulx%(!`moF-u#=iZjZhRH3YQ?o(QJBiv z+Fn&0cIq=)UI^3QQq?5Clx8ST?sp6*_xvkQ#J(%hpkr+%`IDml*vjkhv3SV{to^jGs#E?lpTIP?2qNq51h=isEl=%uO*|1ue)F(9EcQd$@b% zLC51=cBq73%%h;ia+auC_5g$C-M|&n31psfWCSqzSQGhEB*@jsmhu?8FKXJ*VJ#`? z@U2lcrSDN?CI077JwrCNp4%D%W<{v318Ll_PGQ8LRWs@=q z1&g*gDOhsb+TL2IE<+CZ6rQHE-z=_kkqye&?Oi0ZEcTExt{OOk@;^GvO(`OjkF*r` z7$fnk2+R<~PI1O+QnArmzdEsdNQ}#J$Iw>l8>GMvN%b|8qd14mBxiOxt&u8{Fx-1p zBbn|?_N%za$Ojan_Iw@DgO23XerW7}TB$p<*@89z{{RyYN@5%*Z9?G9FAzodQ?WFp zDd%o8O+m6SiGZV^6!pj)^GSfdTA#f`M-UteKu>;Z8QqfzoV)y>&?2wBWhqwkSYW-bZ6mnMenMD$4=tDj6jR2{=DmE;Lb?o0(P- zouigDDTy)%QBZlzip54tdekp*AniaF$ccI&sGn#2^8o5V6~9`j)5?1f&Y^i_rY1h= z)o=zk8jQ-tcGLi~Ic7P>N_KHV13v!%Dsk#69XOx2Mtv%6U*(u5pr~};^^8wp#Rx{( zmv;o>tVEF!&sxg_mg`faxafac25JaXw=|Cc>r|F$hkib^{{XZ~MhTz^okAg~Ev7N9 z2+j{Cn)0zz?@e5Q2c-xZqLC_IeQjBy?c(8exf zZgZM|sx{O~=Y#21Jd^|##aFoslS3ik1I{T3*pA*4${b>@MQ<7V-2G~V5`=7oI6aM7 z7iv2n!k88a0kESOsyeh|?D0+;8y|sI8tpd#M$mhjuc!|))=U6#$e?KGqrHYyjf{#u zQPBHV7Q1Bx`iv~s8$^n8lZw-@g3#&q(hGITLA#FiOT-#nH_HbGHXTaTJ;R|!<_#j+ zAX?>isK*DbW6ybD>$cY3Mq|;Mw8w|6BVi_BmDzm-g9vV)TfljsFPE^HNm z69y-o3X!fXhdDo$08+TsOrIonV*~w~s;_%?#Ca_m_a$psYId-(V4<70%bJE=Y#jWO z{tG|}ZE0@@&muIedl6RV)Zw#D&H`X?n5>u9F65KRw6}b>1=w`=t9IISCN?vB6;PccUxXXikP&HSi;)#QqZ>N5~emN#d) zqsTHZ%OC{zru~3FCS>|hGQG_DrNWhm%RqbX=Cad7ktg$RWJ#p!hHfiXO)K3sdD#kL-dbzc@*g0e0ZFJsNGv7Yc zN`Jsfh3Nb#RJym11*~+OTxvCa2?DneEQ#Vg(E5y)3%Mui_PJT_(}(ZQNm}U_r{HS(*mFapCLc(=|}R zSA}!a9f+!aFTayfzXCJ75H{`pFQq7}2IPJTvHsN8<+_uUi0(hFdIim-R}u*nVnTQ$ z*0TILqn#s0L|_t0erE%(ur<8^!>?|8(!Qk}4~XHB_2sgWjF${X(Vj8tYjO<&_sL6n zZUk1rc?rQHvUM=c@gf%_af}bbyPJnDK;#gjsjw>ATU%-N;u~ZEK;^w^VB1&_c^>q~ z;YjE`sy)>s9eZhQs#>&najTFp81-LqUT3RB_RiMe?vK>hrbQqPf_Ob^gYiNrx+Dx$ zB3R86#dB#MjX4Uk)Zq;EIq6{`!dy(l}zlOBSElkcX$pKdjgWjKc;Wdqq z*)J15jA>b1M|M8Uw&@%<2v?vv=B4{4)e;Gl9f4}|2ej3#v9PiF8fwX|%fx?Z9)mq7 zwV3X2{6Vm{PqSUaG;Jh<450E2TJTn{_Khk_SxIM$w|rMJx)!y1-@Ha~j;!4(orT=` z9WovH% z)U0Ab=Z(R@=xLE!&wFsFT%7&lX(lswOn5Bp3&esLN6Lr>DznPWq&9wL>Uz^PR*gQ* z3_}PH6(*!Y+=1=IFe@~Kp}->t6&ZYvY0tZ8IU9TNRA%!VAsYbq6pKZo#Ezgt%K9Ar6Ec~h36w9wMfVB{3!t^tvV=X zxL}aP%*W7H&7X!Zr)|@ejeX59F$u*wC@yYJ*kN`jxE0iYX6U+L-*+;z4xqR6sGr5U zbQzAq*tR=`pe|Ci@XhS#48%shwR~v0J(6bbeaE=XP@h=7zZ-nzfjy5k0$SR2n(uQT zQ$ULif1_EkYg=g~I3Nz$?N#K}^$DCbeq2a83{sY`g@BGXnfqXIP4XUoRzEBri|I^6 zQe36P##_D8lhr}MH7E9)#yq=7QWf=8sXoGomK^)j#0Y}{1p{SY^tn!2X6Mw?#gHrv zk_PrBtblp}O!5FE$&;D@U_=}s4UbBcTFmDGK&b=yV>|)dG~sgR?u<|bO=R(txDUdV zDxk(Q^rwRF)$#PD0b?CN`p^uK5=R37mGmN|O9pKDj0e#3RHf7r7$}&Q^c7x9`?pi& zzTZPYjo9sBw_J$9C%HW-vR%Un+TK|{)z7Tg5^*KWgj2xD>(kzVFTSX*$7~@$?nOr> z%0D}fJu0vxX$K^pf|znoN@6Z0)M&gWPJ7eR=JxG~juVV^BB-Lch!Y1ePe&J#b~t1)R%rz98p)@SzZ`N;CsvFlLHtKQDI;y-nyz~6Ca0+Q;0dJ$CT z)nLeu(g5ewjw=MbkN&aCA9{Mq@%_%U0k;TQkjZkVZ}&jJsZ#F7EXI+l0oOH-_qv6| zCNY4$yHhQ!$R(%T$2|owX6N>WjE}eEatBOP(nfH6xWWQ^)o5q6wgg9QwXw@%`q3`0 z0t}RF`U)5#V`mX0%Ix5taCoUw+8737K@j@ZQ)}UlBDW{qhAOF+{{4t~FbU|V6oDHP z-rHO9(-On7^I5X$*HYxbLIco|%}oxB!3GR!M>!^|T|lib8|^ znpeNMi3aP&`Ua+kbSY%99HIcjrA?iRLofh(*D5dXrCu(XRQELRHbMuRJ4jEh0yZx7 z8+h`m8Ik+qvS+!PQZkCF4**gJ2d5ueQ8Xxd8=Jl;0wsN?Aq6~MvI2I2=qWJH$AF@h zAW(e5dF`4Q(Pr8!`|<=yv3r)|n!3IoA@e+?z~~KA7dH{(Y{vuAhtzKeB49Bl2~&lMvyTILowLU1~*%Dpa{*1jxqSuZwHc~k^-LDr%9>@BtaP@bSyZih%C0l{E9VJ_7zdB=DRqUj340!fGbEY44_9Ul|AuJ5i0J_C)Ap> zG}5>NWB8gwWZ+=P37`l9ub?!)y9brP9+W&rHortd`d69t6@QMZ_?k4~aYA}ql z5>qYMfmXr*I#hvAVM&2ZZXA$CC}ugv59L>O9^?v$?jVSO`kFvg-T=l8GzKmU^Ny7{ zjmgOXp7g#^9YGYvgaiiWpOroFND!Wakc?zf0bGHTpU#rmZRMPsxmZTO!oS5$*jt_r zKg(UbsLeZpu#(v-fgZ(-_RTn4Tc_QTK|S+WepD&Z4<7W!SjfiCXcITy5s%kP>$cdeuX6^UdT&>Z{$!{#5jid*B{GVz(c4d$m|g2!{Xw zJ#$PEW(0=PKQ1Dt9a!}>I?8sR-e$ASgh|kx{b`MCpnR;r(m>4zln_A2J*zhIaS7M} zX-@zS)lzrzNLc1(l%CzGq5fh?EXS!d!2*^b0&ov{x2I_{>k|ZQrJ}biIW6r`EIw?p z!nrReO6_$GPfqZ5h9|lzB?*Y(URa;!KpcO>KMjNoQSv2~e|pK)SJUyYBN*IC z%M;wzhOw&8tZK90+>%;G;2+@~g=dq1PhV<{*oP@lz~dP7tIKk3UQr+)FzwSk)|Q3g zNi}^g?)FD0kq?vw+)4HsADv-G4B?0|y0V@_41N`83;r63XYnPxcm$5$O6YZT39Ro> z6k#>6~|={5L>xJf|(9z`%m9RS^}89ght(vVtdHxdr5AUszYY0c!V zk8xeOQwEzHLz4Kw{Ifudk^*d`Y?7sUK9$Ho%2BX52D=@MbQ$si9F;5@d{Y;mE~m9<#1HOr4=2*4jwe&4SSo4jBd$x;(`g9HZ37;a zS{v7b+BnJr0OFk5i$4M|1yTXGJ0OcaSo8v-h}yuQ88S~(iW&UYC4~YsZ~+7Iq#zSR z{3K&N4F=*NoM(?pdA5rH00t^1ffqQz%>W_0hzx^(I@LYw^7(|2dk;!Uw!FSt<7)lv z`qC5aO#vZiJs65%E&l*L4F%5_2i}-ZJt+(caneG5wFAEA0OWu~TB^#Q zX*_+;PL#wjTgDUvochxm6$6Ty+-JYxQM2Vw7@!V+QjopLIn6f6kgZbPSWURF83)pf zcv>(49cdvJ5&ddqamQM8P=kU;Ur|@ZvXvh#F_eUWae{vee)_U))PD#x&nS9+6afe& z*bdctD3p$UDzp)gJ0xHO#a>52)_?(S4IgLe^AS^{r}-3x(DeRPFtHOLL}DE06&0ug z0CSQ_=A@m_MsPlE)q3AX#3*Etg2Olir2th9K^-ak^H*0$T%X<(?~0IVaSo)KLo>v< z^rVY(-F%}s9M-bwkdR3yj+|9n0Fi1lBd{0)siq-CwZonUDgOZ3_h-}Tn$Qy{JTUwz z-g)&VhBGAEOsA4XR=bJOp_hJCFyl40?p$QnZm1!RU}Cr%`qC3E30rq3HEtNWmCAYG0IEy5KPh&MMo$uD>=0DXMKP6^xQ72exSe zK7}vZ^p!E3?Z_k0({-pE=+oqq!170GtKlgi^Y5XB_eNN<4@%d+1?;Dc4DM1fQzE(? zlv*d53LotSZaD$F)K8`?M3FK%9;TcuZDO@Th{jCgG^b3l#zBy`ahjw-LUR-x$jCGA zNgvtEhJBlVh-S55@ZGh+4_&W7zQ=ZdS)R#LRNH_7DOCIO;VZBl!anFC>gv2F2NIFH5C5XgA5%b%i+DeELXT=jC_ett^{#kYT)N>dqzB%vMW+P| z=iNMwj`R&0qF8$}kEx)^2~r7DpL)z~IZr4}14d(<%=}Ocxan!1xP;Yrj>WODaNWqD zXinSx@)m!IExmEI|JNMsfI1A|}%=j!IrK;M8xXY6IqvQ9HfO zP4@CnHts(Pse6BL7ZFB5JfKJB z2|k9j{?Q2OFsS9!A%SHzdS&;>QsFLU#0NpnruXgFOS+J&Uy9iK+z&AvDEPV@iW6pmX+(NqwFvxxwdshYGUk}NpNhRH(0@_2& zW1#v96S&#QB9)c1$?j{V&>Gq|U$v(ALlRcGpvQU7HPrZ41-ZHarv5q~ttKO|e-r7c z2#yq$RCZLV>*5h&T;<5R@HCf zcC)&LSQUSmkrJ>#iWsk9O%0JgziROA#Ep)HMO9xCTcHFAhx`Vw zXcDxxk(nYuSLM#ysjq7`HVDwc9B(=4(~1z8&iJWyQWF3j66a?*a_RkYXcCfDU*#P#g z)#NXRW0oVHYnReIH7=PtT;0#T!Qca$=o(D1KD9F3XmdK8ftq0>2AX68tuddP5keF5 z@C|Z4C&-ioU0OLa1n9oC%6PHWr(LH!Rib1^;OO_wa=n1-_}5YPC_`k7=hnIZ00crx zTuJ;Rt#s$DM^Hit;RhlxJt^UUU=#uF1x8&*Rs-u$o5+Cs;M2IvLPCwfBQ?%=!$ez~ zVSjHJ5~=yZj-s^AqJyGm@unSCV!;G|BV;n3c=x6wo$zkHEhRdA<8HT;pkvV2Wq%;k zZI{X=%%`uldG5cWO=}^%fmp=fF(7^4V_SY0@f=qQmO7TxgYq+Xp`uOwUgtM3s*)5h zVNcbazME0MF}=*EB)R*)N`d@Sr$9nM8Fv2wW`QFj9}Qnh!yqX2Ca*P)nWREwx&7k- z(6=VD@Adsw?4KlvQnGNM`ImA_GXvc9G{$cq7{d`US!wxi;c-;1b$w>|987J{_Cw7_ zZ+ija9X;RJ3fZ@U>Qn?;Ex0{*jG7V)m}#V$e|d0O$?DQIPLNrnZ3(@HWd60dno5(p zW@kQx@l&%~*{BGr2<*LRufr(E5V5&;4q;wLBYtM=Lzm9Wg9$lu;$SB355;}F|m zdbL1pZrtW(A3$l?R~aMPD*%y!kM4}oydHr2)Wkio<}fqsRgKFADzH2KC}Tsho=N=a zuRKw3+fSgWfuGSRqmZ zBx~wLQMuM^V&DMmJ1FZwjP-kBz(^eD&~&EDb72_3VhHRiDfMfcfKoV?H9p+_bx+Gs z#FgAnQfZ-*z36ttN%SOCC0<;aBsu=*=~Cch00T?FUV6|2V}>9H?#6v-#S|v|5%n~M z^S~JQpq!6yN&%6B2w{NLBD`GVaQf0WZgWk+$>7i;Lpt{v`qJ(UGNPCQ{{Rp_h^YoM zfq*?|0P^K?gCJG*r=_K^Id?35X@&UWk1+tr%>zWHC`a9pnvKenfO2t0^gg5LDe(oB z@fw`{C;|}>J?ceO85su^ZLKg403>x48MZ6f8UYBBgc#!TFgMmh8}{{XTxs`-&N z)7T1U_IimrvMA}r0EQVQa7N%VII7~&<0eLO%-u<=MiID$B!TKFk85z`Y+wZdLQnz8 z0+Y=tk1e^OwBShdBx2uMQE89kGyxQn&oADUlzIb9MGMFoBe|N6pATm0BzjPDmeGj7ZMdjZ1sb zG)2kh2AX9G*a}N_z^hD?CmvBJ*iey7r+1Ts>O~_K$N{BG4vsH$F33g8l)I-^b6R3XWY)5Dq6oeFIQ{rurKuO5Eev@la20 zwyJY;$m}}PCB3-0a9{L)})d0=tYfjZyU#)u;bpQiRZoI*$OHD z0G5r~q-`-ag_1(vri2$W(n%Rlr(sT5vc-wbX|04CIc6V)2Hq6t>~re00w{}OdgCXp zN-Z|^AP-YdoUB6#OEx(GR2J5f+{xx$NJ4|c4wS?>ZOq(4pp)G6r=@^a{qlp3pc>Rb zR0Tj34uDe}s{P^z){qs%K^K9*=m4PH#D@(F06T$1x`ng~S)U|y0U%FoHcrH~U^$NfE$Hj>n}djgn5Q0&kG0`th2eOtavEQZG_4 zYf941U4++!$tnI5(0gL9`BAq!RF1s(^sCJT1%7Y`rUhqR zJ-wnCBqRNl9ZB@2AeQYA@>CB~RRzt}{DwO?_{aLj=qeZyZ)7rDsE#E+ba(cxWVwJu zV~x>NbWz0s%4?#^;BUCgbMfJzuXhTxhhByMS&OXZxU4 z=+YC8cBtq8tdVbUPZw-4+|rnChuygh5BI4d8-XDN5zpaKTuTo*3O==re%hbwE&%oh zr?%5%l=-)kv5a(4-|IkzPd?*|Wh9^CJt`RDn4QEDPg>MstU{sEMhG0jfrO%#*YXbit^e>f|s2Fmvi@JBr2m3IonK>}sNO za3+#4R2-s_)}I_KKzWE}JqM??SsuBdb{ubA`6@@@PZ!7u1sDVAQBX$&oB%qLKr%yr z8+Kui_^2M}&5;2hAL2C4lFq-oLSyyCJ}Y_AaAH2d3Sd}*C}NBSOtI?5toc^CEMier z2cDTeQxC$B%QJ9dU_O)qJXhA5I=-bR%+Uf+5#RF_=6Z&$ed1kN?(XDg+{a>`i|Jig zic#N1a*D+68-ttb-oCezJciOZ8yygmTb%QrDT+4Hwm5{7nAHju7^joTa-e6UoA%_lPU&- z@qwP6^$8@g#VcSFmd+{3v#}IdY(QHX$6rc9(&L4x!(n(Jh3QQ%$6-Mzu4J1T$Lmnb zJjjCpZYP7Dm1LF9bH!8G(#mB#4u~ii=%Qp(o>=n6r3p;|h~R_trP%oEOf($9anMvJ z3c!(?QXAHxoVut3l6V4!0%5LhvV-N1(yb&7=~rN~HrB`v12E>SBJ9U{0L~WD9)SK- z*Md>WQ(HmsxZ8muBAa(bG-e!JU&4WzLPpzyy*+89ZW+b}XgQ7gC>33k9Xe12SmODK>N{4AwUjQT zzvWOz6odeYnzI?Wh!A2l0Wa7hWjjVO?NweBk2o1Q?Nj}tU8EEvG{lt^zIe&{ibx8# zA$G(zfOmBjypzO{E@aL?>sc-Z?bK1MVE}5=xYMG36ywlS0%1HH{_qdRnr>mw4nGR3 z{hb46EraV)4JrURarLA$S{Ja6OM#BO)?8MQ-|8~m79t_occN_@?F;fws=kEO8e6rc z(_3>Q@;5I^Vl{*jkC*{YQ~>6esKC$VLb3Eel>j|QBLg*`;yBebq%FZ#;162TN!BJ( zLBQ*Z&+!!h0BO_z0Ct1`!vxY`%m}abrd%OWj+rzYt$hCg%gzUXn-wfM5rTV)QXKT7SCktiO9l(ree5f#3zdmPi1jRrziY_|;Te3DcjLstA(ZRL1{ zm>h0QrnV%#6~*QXeXWomL(-M>!*t}!e(Zg7)~OYBA0rmUYguRy#FAd% zo^Yokm<@}pA@g67w=lmp5D&?(NN7AHE5m`SVIR5~E z)mv*fyE&R=Y;<12v|`gNBgYb5Ce ze}JF~*H^Sw_>X$M z{gzOYVcbu8a%p;CQ1C5$HuI)Ib1~BR+zq7x59wzvV#6 zr^EJvN0D;qdjKg$nRyxg-R^POg<3a|f3!ZLo+pH_4yWrtBA?l{R6M+FzgmWS>$^+| zq0W1QnzHxeM)IxB;y;Tt^ne|$aUqe1Bb?A8yjSwdyS~oAd(*|~A9^PrO1ZrD>Dq$C z^`K?NIW?W)RB1FR06jWlwr0|2i3u_V{A)8&x0Q66qjV$zzyhUiQ`qtte)D}zc0LT& zBG9!IyP6R+Kw*^EGyR=7^JiFCM6Jok^Q*dBqq{=g7!4;Mbjy)`7jbn0()mq%=-~8%S2x&M_QnJAaKK zATJ$HTCNG_Jxw@h5a3r>{+H#v3HJ;$IkPqWflw#j}pJPBHQhyQNsT(cSvHlQpKRQ_Ty-GzV?D416)dZ2F z90AQc&3(hZedq*DF`nlpYlbc84;0jhLtD!5{}P;u)_b#=}GZ(P-xpt_Zo zHNr+lbBbWIbZl;BW7HZ1Rh?!#e6R*O^I8_u%^YGlEyFv15vSW}!9iz}Iqh1TS?YOn{bq)dw&r0plG6+tcf&x z!m6?PvU^pjE@6?!lOd5uQHoEo*|~2qMh|Lw#S}n@qaI#3BfTaA9H0PzPI_@nAoS!_ zk_l0j3xnRFp6&?O2Q4A&qlzvxu0tvEA$bN4JDPN%4Uo7&w_)m`|vU_G1zpaa4{p(H5p%h+lEuo0l=$*-ry!Yu&O%>xc5k$yn~9NajV9l>?EGR zccvk)2wa012f3

M+`{NUe;lO+_{B%)HHmGQhKXv8=IwHsSK%(;EIw$0VPnAU9n!@WA;haqCnrO^C=?Mh9SOnwh5L=M{F_ zP253|wyErCg^bTBCvGDszO`oB4L%k=V30ql6}q<8kuF;ded?U%+q8K4nh+63er%PR zCEti>r~}(&4fYqG~XiIa5D|e2OLlY&8gko{{X8TdYW=V&;GH?6ZeKV zr4z-B0fipbD4hcK1J;3z`vP=18K#{w)ecEH_NDu1cH0Qw?^8zpEAdbdF$=(KeB+@f^ zTp6+Hik3^1e1LlT)j=}XS$Gx@<&3(v<8?ZY|7;0 zqJx1}BDM0A1qwFt(vTU6rpSJFQpI`cQV59Z2>RBhCk#kDA4+WC`9-8EzNGY~26~)x zQO_}qZfC}N3WQymvFdxKE6(n{l&%Q|uzrR8Bq)|{@N>1aP9*I*W_>UjEb;0PO zuZu{REM&)~I?}R07XY04(i15iO^#fNi5&*oc-ERclMKai(-kAi5Ov^HX>P&bj1OTz z4jPT^-^&C$Gtr;5PZffymXP`Lo~5dwx!&Vxzyq+UR_kU)O$c^063uoGFaif!9@f)t zSYZ2AKexY9Nm^jLGUSY&Xt=Br#S#)h{LNBy^Y95P80rD*S5hGFzC)J&?s%(+h;jr< zPpLH{v7CsJE))UmDqLfq>sFdLK>q+zH+MOx%ESgduswxP5aa-P6dRJ65rO{krd*hc z1dVp{$rTcuElS40K-gPUBH~Wb+;| zyZBVra1SdRySK|X-AweR1pfeRNyE!=%J*D;RfRu?wEKxn*5_zr$i^$7x3Y?O%N_yk zijY~`h9?A%r2;ssp9rq<@K3Z8(?8JFL*bd1q@eya+1*>k88|2CMN(+N%?M`~d#6id z2{MDVxDB2v0vQm@2_Bg5T?dO}Hu@d3XM-e#zO{%-y{u6#8T;ak2<*HEr+tG;xVX4D z6Tiq$r(;=q>w$f825`r{bGn|Tb#okcQ^@NY{ncP{Jv#L0D`!{-JmeCCZyl+Oc7Q}CR zibI+PjeT##ac>ske$|h><+0DqtqSpt>SMyUrw$*we)p>5?vW2E{GC9YsATcj3MYM?!ea9U8RA0yKR%3a{NnF%Xub*^X231cLCGEU$ z#1u?gMmzylVTfAWDvWMCoKOr_`%B16u=W|H4J!2`@HEzxj-b;Fzgj?vH_S*G6$I}z zWak(I)}#){?t*@Ts@<%t$rb@Fd(aH5yPt6&lHQeOIUO4#sOeMr5}{S;>6)BrlR5_s zfDZepuoWboocnW=UdVyMuZVX@OPKs1(4h&~>E(SGYMm zVyBHTz|aVUMB$#^Kabd7I`DfB^NYMkXMY=BWkD#~hzp290ZJ zL`ncW{c87`thr{-wPVF;JcoisO176+!H^U0LK82$sV5aqUgqs&Rz=|BrBbxI5lJwS zNK(d&h_(+rig_on;-VK36MzZl(xnf^KsfZpG1yXy>Pf)%s`{0wmq?L-0aRwEELn5q zk&e|@Q@Na2Ng0a^jxo}uh~+Jwc3cpoW7ntBrwrqRjCM5)0%Oqt9<@0Q+*KeA?EDN0 zQafj#T0n&JgZNZ}88P<`-=zR1mSjzO(n7_C{z>g#ojECSfC&U=BD}>z+s_+-LEX^z zuSwqJPy$Z_pTd;38aa;{+Nhq|<8fAH#%q=c$~kS`#=EZ+T79QWSr`&yYUBl^z+^<^ z9{8mlgvz^^e-1vCV%q)fWZV_G>%|^a!Gf4%0QW0Rbalp5kEp5<4EK;pK4dME(~6oi z3y?hJPIgMN+Q8jVeiVI@ z-)ROg0}OSb4u;-qAi0i3W<6@)xJ&{Hf;$sje#?7i4vcp%AOk>oW_Bvixx3J-#0Vk^ujeuA)VwCl-0CgqfR)y2~;IsX7mWA&gJeG<^G`j9^wY?jtcxF8RuR%;8C z85bde=aWa4>cAXi&;)W=T9x?=egdP8!2tnhW9&NAvVElE$_T6JntDCVN=n)cdWr#% zof+NoE}d7<)5eb(0C}!`$f*}mnGRmjjyqzV{jRD%c?&4|P$8p3j1!xa$4)5*g%da) zaUS@o;?!c8l94|hNfhILxFE+SJ%s}*zlXs*T#@)tnh<~oLaitJMyxie5b7L%z-fn5 zfPzN+j>TvJpJlpC;33bwHJ*5RkRbIUp_f)t`yX^<()^ z4AK76w=0quAEjsBYkY{{1#{4_rV?AIJbKhlq^ZPVi0BOgVUaWfY|PuGJ=@l`Ad&-& zupdKN!U&4uSn|h~VNZ(6)Ql49!>%Y1v;;@)us@ATssO+s);Y4b3K(2Efzve$yn%|_ zPRy(Ki%>J6DuiK>GW*m`1O>Q>e=4C3#OeSt1|W4NrWZ3Fs6Pq;l6{H}c8@PV-J|S8 zFYfMJKH`+k(;(2(#EX}2!hj;#c^hCdx3x9zWPx{08sK&Yqqx;kK1cz14@zuWb??xtu9z)vh4dhp<~cr@trI1kK8 zgjW~golM$YY$xSl1$QiokWL6a>Mv~uh_|s?X+lm-PUxe7`crnEqKl5ieptcJG}8*N zBNZVX&jYq7eiTu0k%*UQ=8@C^QfD;D21PrFiNFj<=}HML?c7qaAx{RPlI2hVfLlD` zh6AK>pd4{k9`x?oqw%DV+#3`*bY^;_*h$+rs(NBEnA zRF=gDE(haGC?&`Qx7LkDUvyi9{{TTtO-XYA15}#Ae3}%29v7DlzVc42) z+7;XPV4QkX5ZURL=b4O+?$tBu_BP~42m}tKP=q_|H+K!W-6Kz0iL`4pV$Xbcp5WCh z-C3>ySoZ*Z1yS28s1C#rK|nK3Xe^^33zB~t%$^|ogmPe>=cOotK)?jkwhUyP0o>3C zfh?9G^T=G|p{Y_TvI)h2`9)mvg^@&vHgHj3xh#E4$ zgWipp?nlz5$@HTH_B05G%apbfQYqd<`Olg7VxA&kcyc}H^5p1bBOS#6JyF2wYTdJi zSrPti!@W={!2bZOCWMOV+a!RZftJKFz`;NU0n-#Rf-#)bN+nT(!~xoroKS{IA~2H* zL2Pst9?ORS^yj58%dnQ}X?)qtWTNG}W`PIUt_DGqc+?josVMm4rm}txH9LpCVGKKiRDBG^&C|an3PPrToV%xI>I` zC>eTp+c5wzhz<@aTWeWmgv%nG#Pl_m*K@cVr6(OdDSq2}S7Eqqy~P4GKqz-KYB9zt zDI|>~+6ckx&1M&yA2f#_T7~XojB-J5V?Y{)bm@>OqVC#4L~KbN#bcS4RUqVh3Y8>@ z2H4YYtspPSK0fHqY7ub$P*8Rb!!=*cAKuT_lX_%igPz%^U?&qwNhW4&_A~+$B;kEY zq>2lhk^~W-a@Bb>Aj%r*W+(frO2KnFd-%~t0hRq0pv~03G=xOHg147TvWc*`9`#OC zM9I!+fk_ciamn>G?bPj|j?h@Qpd8iPT?*z`4{}UV{{VFLB9QbmT2Q0Z`U*r#tA+wN z&ppj_iKbgC3_=JU&09o@A_$BCJt#no2sBH+T1E#P;F`F$(?o+ZgIDC4S1iN|%(>NJ zRw)t}J%Hwrh~<0O$tqMS>CIG^QoCRyz$`kENZ)L@aO4$J`~seBuCemM0Qbc(xRGhs zS0prrx#|U7i%Vp{0A{L})R6`@sQT10-(AGK%u4~$d7v4h_Ky(U!Ex(UWtk9UkWZkf zT3g%2+ar{Wb;0JQg4QJDoz3cLjDr%&*#N2zzO^7#{utYyrxkH_4xD<^npHqaAPPW4 zl9-q7AFe4L{f#U;L!Jofn|VFH#{w~c}lK|Ke0i|nsI%t=W5DCh?jS%pb8NfA&4v}7d=f$=O`QyKN^+RA<+d^ zlt2`cs%QaB>&GBe4{*-dQgAz(gajv%fDUm}246sF6o`U3$!xJcw9#k}2O~a}Y&ab# z65@mfQDmxe2|rqd!xT-EBP$-j)yFc+keLI!8hEiu6bS(*vw!vJu@x=!(;zQ(Gi06> zPfF-5qlzd(!~)~4D=+L!Kjop%)|z0ELB!3^S{RL@Km=q{JmegbKRU#8kN`f=*{DKI zCk-K7`Wg@$66$b4khpm|fGa9_XVeJuiH;2LgTL06D`k(B=RM6?7Ok{4M>GKtaU5be zqY8td6(U{4tAd9<)TR&)I+}_0rU5x`K}c*?y9AsD9CxUiW+MtPJ!oWdMg~SY3TP7J zlmWdvPzX#0Y_?4WO*j?@1##{uFYQcYaX}$e=e;n>@_dm-OCM3iSxX{FG8~iGQDC_T zFOEJ?Ijb=u?Z6lwm44dIavnemj@4;W*fxBy0qaV^b2SqgslzG;1%Ts&GN2+9LZ*gI6D5ITx70LdT^T4+p&MS?Ih zQAi1YDigX>+dp=PmRXobZSwQ;KcJ_rlo5Qw;zKWX^`-=nTC4+}Te+*Th``CgsF6Ny zNi_2mMYHBQ{U{M&&ln`A6rF`b)8E^MKVzdi9bHpGKt>6|V03qfN=r*4Ai^kV7$wb+ zPU(>D?t!!jND3ecFDgThv`XUA22M}4=kv^Icz_3$>>SH z;jo$&74QA^DCj;1XngTp33_@#-hRJub4L==oxtEmCL+fgTj|}ez)K1}#27raAkf~o z>+#VN6|RWit*Cg_Zf5%SJzKL9Ro(0y*F$>tWTi0t$3;5AvneHPfXZx zeKU24Csf1!Cf~*s` z)Nh8G_>gb^%r5*_goVWNZ+=={{05C38p#AEV3w(N%52CgXm2iO3KKqmCUq3IAi|-a zmD%XwFf>#}K8m3u3YlKb)I;N4zz1qwES&2t6v(#KJp*lV7PVTt*Vld*GK~*IUw=mM zANK@uM4a&@e3#{-;++3DqcJk2S|nK^%eJQIg}553GB4J9!1mXrF!2-qNL54SY-UUO zwrh0#{FxP>tj`sAA?0(<7T03)$x%@YXGXd`Fa7&ZJ(KVb0vo{IuQq*o_qo~>7lFyY zM~0*SnLM1lJ@O&zgQw+h9wi)JQZkTp_j7HD-{$xHVn6tEXDT5h?p4#YG15;gu*dkI z_r$oylnEL8xta}E*e@WZ`IQPodR_j+0b}0LFV%3s0(~k7!7~b>TA|N&O8gyD+Q{4Y z-if#8{QWUc_dpaEDsp?L6q;zQ(br^s0K3p4Ios6s^S2Oq>R)fA{>Yxgvs-n!<0WtB zHsCFtXR@4K*-RFr#;hWu4J56rH!*7of5Y+3Es0COVK>05`e7dl(;Xv66MKHIjGu!Hay`&Nx3-P-jySW5S6Z6IFC|XM-TfSahVz#p++ZVa zy<(Mz=T#WA3W@%~rwgM&Vi-|gul*c6PMO0>d~!U{9%Yoz=Kky6(fFm(y;g>F=;{E0I!uV`XWN zq!_CQRt<|vGvr^V+onv-ONSv9C|&%j1pYZ1fq$B8N?^8WPmDhf{2~wuHrgOIeh>gH zzqJl13(tMC^FEzoziN9taJ`wWg?=K|-7%)1TI(WgFU|NBmY!SM)~DT?MNd7}NxMB$ z6nM)9U7*WYNr@xusMaT3PxVxnqC1H9mp10ouoNQPbkFMzY=k?=J7nijmLq7ZLBjKmVL_d+xfomKcqvNWt za-^oB98Y(m?jsii34lW(p6GJw8sUU{Amt|y^W{xe$}3&a+zH!VsM(^*Ey)=l=%|er zLkbneX3tL8L!lxy1$tFIK5zpgVX~e}bN%{o>Wop)O;t@Tw=JP(_i7^GyyyO1z6_|5 zN(|*MYmj8w=)h%)h1|QeobcwtX$O(LQDUnWX;UOF6_(gNHTI1~^5HvATZ3L)+QUsy zSM9fc7lUWTI7h)irFzKQ>9z^Z;BCiz`lV+3=9CVvV_vG=2e~LJ>z+@#47>nylB!i) zx(k(B9}0C8m##@03YD_}s;?ih3Oo1Or33!Seam4hfn;)ET_7padQO`05q!SbrqCrR zfLcYn3uh_tSZe9$?bha?j@Sy5T2@JkM&H;q9P(P(k*LzQFQ@bv??Ms$4;S6jID~k? z5<<*T1a;LZn?U8ieg<_i8% zFiT7|-sXFo|CoSCc>={68?`e&Er=ZrZtG7S_Av)^AO;ZcnM(-6>?$fD#faZqIg@!l zg{6c5DyfBm_a#Enn{u09`tV!t;$Ca2NdJ3Klm--xn;$C`Z+M_((X)>;`NY;2Nzd>t zi!SSSk;@GG^sVhOsQyQ#Uz*>DPrBn!!(*cp{{yzJ#RudCrxWLsv`QNCsGM7T9~XQO zoRTvlJa2vWN7Hjk(TJV75y$ zQ^M}_vJKElT%9>;FY~gLqq1MBM3PlUw)uy2j1C{ggH~NkxiaL72+=o%p_@~SYYVq} zmKp-rI$S+HE6&SO*`0m;^*f^%3OV2Xx?P@|Y{%RLa{P&T-1%YP!_%J!E^Rhcp_7uc z8X4Tb&fX{U^RCG+Cgj-XWum^tUk_uKM}tGFO?I8?P%;RA*x&yQBJ#kdu;2KbUnXsw zG;l)BC3C?m>1Dj*J*D0u>Po8;jq|dcsGT^f!7>;4j`UGF5yr@FV;;ujkn=49er0FO z)7vCKLnj?}f^>SgxVe$yarTSwS6pOP3Sh!5p$n0xOdEG%(#Uqr__FU5{zl*_7jJ$_>Ln}qxVKUq>KaVK}! zObd%4=iTR0BiVzdI~(~;#pymq!BSN)vwmoiv% zKamyhOwfKYNL7mQMr@ljWd3%JYYd?1BLQXsnh<Mt3w@eT?X=_o-n(?Lpp}_3!zNjcs{7Ih0naA( zC*F(8YiIhIgoQ3>v6I>jA-Wqblt_ED0)~&P_F*SJOWUq|YnKjE|KF9umjH%8tmTJJ zj9zv?2(JLW3i4&GQIh5DxiQ|sa#_4acSe6`E+Q5~HQFJc3UV`&f9?1%lSZ}0W$>fO z7+D=&(!^usvu}+^OjX564zS;cll-}vC%3$a5`UP0c33`AD`(o@Cc8Ch7+2U`EV$@Q*%mhKOVPsJw6@zS9b)cTd zW&<>?{-HH62427oYa6LvhkQL|Ix&Q`YAjb{^vqL~kjz;JMhre_+9JD#74L2(B1#N4 zJwD~SzFfjfvRm&NQ2^xfqg*(NCW zNtL1_JooU=v;iN~3R@(_F5OSzq^=N`tEpBm+9r{)AZsuEerK|&hn*oEhcVAcp!C$= zJ3@sviFtZmmYWw+xnP~rD>%E=8+u1#w;hN|k!d+NCm@#^$BA&lbDwB8!}2F(m7U4G zbcx&;q9Co1-LKC5Eo6dyJ6Qb`FCOKgqW0l!(gQ^2l3@_^M?%$K7q~}V|DNrS;Op{u zHC>)=F|zmkjX$N$JK>d)f2fG|^RM589b8r9DMd(*Ae1?ip8|gS#lh`ZyN*Mks^_iF zhOq1Kc=-M2+ z@btz=5Ke8yPjjj}+^-rVkVOEa$ch5-wb*~{leDS9hWPD-{3LnaAr-un^D!8w_D1TQ z42RpGWlLpFkB8#a>flIGY95?mq`8eG{)1=n#*(40{aBk;@=vBj0UJq?25)IvlYsVk$=n(|3+#$&aWJ{JfAE$ajM?IYX1yguB)n{XpaLidN z1DW_)yrzGP8+*aF#ZPT=ZO?cRY8Z!ouY^!?<3M#-Qu-2wrIg&+btUAb5WLXEjaabG zW(}0);cCF#EoY5qym?jQ*+S|JGv6Gd{E*)opN zL2X&_=~68A%8Jq@A0V9;9>Olv$i?IUdANUY#4!9U6<=VKr@o42VC;Xu@ALKCk9USet;iAe ztce2*qSA#E7W>nI#>$KR*9hgY^U-U5p_MwA^6VyITo&z2&?2gD8lFN_#_D0UK$pck zJpRYUUyA;P>3ZMZ9f=T8oN2z%zsrWxoLIr^EKMJttiS2L7I{O%D49GTo%4t58Q|m~ z2yg#RL34po78^E-oqZQM?xU~EHH0ZJ`vp{#=b!#6@_8JxL|zy0**9V~;<;*~PR zHjpI|1Kyk+$8{QC!fGY~f{@LNVJdQ30tDiCKf~U7c=KRd)Ej-RZ*1q|CDoNjRs7e& z4)xR2;8%gA?1mv2IWd%ZbgGw)2a7DI3c`lEDzx`c>n#cS#Ly<#S=^HAA0YzA3;{gr5TZpuNaum46Y z>#gL}yFaM`waH>EdAn<2YT=98Ev;ec3O*;=-Qg<=qba%?%`B)?B)CJokehjYyzksp z@}ROPF)D!+@(_*sigm0_Fs5%M8IF*kbV=uACB`VH4ld_*@}%iy*lZQ^;%Y6d0{9^SI)+i`^Y{~6kf zPFDxz;1{#}8I7CAK?Yy!>(ePc+48_ABk|W`tYb4!r~XxPx14IJVJU_85v8OLA!Phs zrTF*>fJQRxCMj9bw%;vo)Ef{Qz>T_&;Qt!)9{Km-NJ~`M*o5k|t*Ym-Pp-Vk0{Nid zI!z*klO$5|44e*6UvuMgj18p*FDk;4)zj-_mnVX4OP(2hO1?aRR#%nqj;OXs;$jpN zAzaq-_dYp^&9Q2`dTGCF4c?TId9XO9uq>U%4_B@CKkR=KA1z&7X4lXMWB}G*qxI&ZB3c&#b-{F(#^C(Fs4v!@*=p z{}$`yu|-k1us3h=u;~pux-ymYzPgu7H!kev5I7V%Dh-n-L{#hP;$j>ET-463$8wz} zVR!G0;0d&UIso)hoJkfL850^w_&7{ih>$0N4NF!l(5K{0bW?K>;5a62WRkZXD41u* zvg}Jj%*}XEtEs3En7A0A@ic#BM!xz9j#yd}XWhD@Is-K%Kz<+PNINx<_x_<}@A2Y~ z;RH(yn}inVti@($Whp}oES zR=;4tJXU>>{=2sJ%l+8Od6Cz4%QAp|x=AMf zz24}Nr7R6j*8ZD?QutMzby5$H!KSn+y;O*(MMos{_pyMz-_K*Dndv9~>)Co*!1t0f zrjM&hXUd&1xl&hfHHoT@&_I{o{;1Yl@%aq$*v7E`dfGnMiGU&TZ|lymlt`EH=E9aa*=GEBe5${P*gMCfU{}=bi6wGG0G2ap+>CFeJ3Sz3EnVV-ltK45uP9kQwC9R+3b>4Nts6UsR1Et497yMHlXlAdBiYa zA!jiXlAdz!UJZ&FmAo@-Yml5hK+>Vve(vYIek3}t`f{XBDYNxGH81RjI|o{wmjS^# z&|PDQ?YWeX;ip=VBtnhIK5003Wx?${+Cqym2$V@KR%`UYy$hnS+fj|Da#sEeV{aLE z4!?Yqkq4RtnLF%xlq|d*I#*|l#uO`U3`9KAE#oKbF}0@kVk@hJ1q<`(Ap3A`$DeDg z^5-kypXO@?*=!B>14;p!^Y4ELGo{n;waVBHvYw>n0wtgWxMp6ND*?W5M3ak>J(IV=U<-?sN+HLhZmWwGMTZY;@PT ztLBLb$ADSHlFL$LP(C(}D>0pIKO_9WPs|khh%1uaq$*ADn=zSj>tiWr!nb=%6yJ%OrB~}MT_TQM71$}{X&nPzA)<^v|F-Pv7pNsoni^^1 z=~}8=pGtKMWB;bLNWG-#V^j7>1ikyQPSo7zzZy{E#AfW3$79GTBpcevRujBPK9Gm6 z@bxTCQMu#E&$InU``%TdQ7%I~x~MiW6_rc7oO1lAt1SuMNVd`_S4$_8Id+kqz0LqU z6!-+jM?La@HQlz@Ff2WR4A ze9I7N^%mw5BkgW-Rj%VNS?2@&(A|jTVkQDJ@y$soL{(&*>9e{VW*igH|KD#GlG4XD z)2R&b!)|TgNt<%ZI>raDyY&k~g#Vo}haCJx4+Hipg0v;U-RkAJSt>{%Sb!-iJZ;e3KMUK;HqFR6-_$I;sp@!_+ z7NVsy9;ie*F#bN$&Ky~wlJ`O#dl@!qOL+gkXgyHOzEIZwoV}KaY}K)mObJdPdj)EZ zd(pr4!o&RiyJp-I77rz(1(36@rEbRP2n#ZqZpldO zodN`pm3{Vq4bO7ikw9(?!QU(Uk8$I2Kz9pDlctzH!)M1hG?h*uq^iofmTyxg`zOlO zy16AjiOMcbRS#a?)z$twkM5g z@7SqPE|$6;La z0D1QI@nn(5#?s;054;p9?)Lp`-yH463+SuaO~cvmX0lt1(|n=M`M3CUKP_? zn5@w^yOI4^cv`I&>BxL^V0UdMTz=L`;T%1(V;-P2wdc=@@5jugCxPiZglh;(_JNlp z3B|AZMt_AN_#mQBjOjbPf+5HR0@?7!(oW}>>Gq08ig?vizkU0;G4wK2FE;Bmh!*SA z4t`Z)I-A>Ix!zO3Xp`tR_XK)3667;-Ci=ngi-t3ob49vPKl#y$Dm&A#I!n)+3j5`4 zb^+;jAv5FfIpZZ|yx7{< zfJ4^`!VDCKLnD(1+9bFVP^y!MykI!xyX;D(Ay59PGNN1Sj!Sy|1IjRNeWY2Ew(=al zRZ}oYOvuNBzrh&^xcUC4Ay?V%KsDPHN21!ewU?T$Qi_r=9pyj)8ArH^YN^=AQyy-1 zi;9cp)Ik3+d)eYrVTTTfNWO;(sC9Au0~!WuUIBzIz2myN-hgFge8)d3N&446B!)c+ zHmrL!E|#NEr?7iow84v8dk0l= zT6gMYdh8cb%XDeCqrcFB1U?L(r-W}El$!E!=P%HhU9<9^Tei-R9vG@pk-bZ&7%^Do zlX*mG%lBdd2~Wj$PT}6m$J|u;9K#9VgZCq>A-wH$1@qzg3+ZenSorF&D9hOQ5Z$2s zW%ZcAT*1G6Z|MFm6l@29kTi;~U%P}UL z(j}!no7*`*7(xP9fngbY0Hvo5^T9RUS=vs*b!Eehtks1H{;N!TLA^_QUXY>RZ1+X3v>(mw5bYX`Gjx*#RmsW@T zKkY#QcKV~#8Ih@EeD~D_Jvdc;7 zQB&O#x8QY9S|Jc|@nYGCJm#gw;KkWlM;yCg9w=5C{mO6OF2 z`7y!cHX*5@Z!YOUT{%bQs$-GoyWLXsR5k$HB{@0jCSWI)4TbN)?-Lj4j0J^!Ju7g%Y7GEY*2gi=?QQa(Cc#Mr9-`BMI^)cut`VmgpQQmoDpS^3bl&aCB0y?263j{XO%N& zO#M2K#Fyy6kD~S=yW{lEXOT(vlc_=B&y3<9^GO298m6#aT-ujR%L)6O4wPqP;6g!Y zsF)DvZCHG_%Hs(wGCR$?Z+Q2%o|N@BM2wz4fl!(m2#o7nrf+k0XOR5FN$0V;C0id zbNbOWt{9aqNsJ0?Z?ODDFPL=vlbl`TKjT9-P6Be8pHgf#;748m;VM;nPT;vNX~I8h zwd32gIqkpv23hX07V2=POeY;89Tn%FJcuB+=B#<0Q^sPbE%B+LQal-d*Z~&H!$=V&U?87Eu5_vv`*a`~#X zjAse?`fn^+WXFmg-mwjKKP<@g7L1HMCBMO$Ujg;rIyn;WdXMJcc5;%yLOc$8(~b{l z6dopw)E-wAuH%6fRhaiqiNE1JhtPh5&KJS~Sg7^FpU_U#tYjRx*StCKvL5KVPi z&kI){ag{SpQ7&)aJKLoTo1O~`bZqyU6!#@DZ<^H@tY55K-n38jEXP#;{vY5}vHwsm zQH-bu^fSl*8d#!6+ypD&cI2Ns#t7Cw86p|pF1!SC`hS!4cB6;~_M5fWi|q$i*uoox z4xXEuB#9-aQ^?vZq=GBj-b4~XvL*L|jQX)R?D>lH&3rei^upnyBO8vi{qSQ34ejrAfG)2A4#zXELR_8J@XCSI(U?*3@ny%*pX_M;cH8PQYfUC zXe^AN{riRA%e6=n8c6#g$w7MC;of{?!HSIksMTy^cHx!RWn$aDQf2W`j6$C3w<=CF zyw8W3O5zBBLwsW@UH))ZHBv10OMtA=z6_o{bRSb7L3O%e98yW|O_L>Q3o47$`aT9; zP7g%dH0su>$J+|eNBp-4;_7IPYUfP0b^iQtER+fZscJanM`jLkSmFhfBt6s=RAJnE zUZf*WH{^ez7!4c$T5A1YBd2%?PJtVAXHwY{=l2!*&~l;LWxQ7_jpK|Zdia&Q$_(dJ zz2g1Yiu<;ag1;xp$m%SMsV1JhU{$u6)Fq4Mu+&q3 zX82&Ldm#N8gC0MYB zwKK#i#<8!8Eb=|J-KaSZ8tCvqZosX*&53G;@O@L-Nlv;Z@Un{(BS$J!U&zU{1e!iL&L{f$8 zKI7?)b>oE3s#L|139UbE(3&iwyHDWbKlsK4c)g&KS6rnu;0--Ie49V!cMGYiE?(So zltmaSC#vbGXSHljmtq&Qbndu!tGXL*e=Kvd+Z5+FuZ)Swm%E@D zEzm}W->h|jrAVKHkCcUvm+sXYBS5vxp=8fzR10?C$K9?b>k5sn(k0nnS)ckAVWfQQ zd<3?vsGBiY4lE{7z0r<#x!EL16B#{s`T4z*6i^Bjp~cLzx*}flA#@cGJ z#P1dsKz9t?f6b>Vr#;r(gdIN~hrHB{h|y9{dM|ErF%;z2Eosr=tv_G6)Qm(Cq1+a?}eiA3U&ivMNAUxU)I9WI|xoN-(^hJZJSA(iIvisPoIQB#}D0clBo1beG|;tnJ-<2C~2t6J1i|>vX?aPiLt! zjsIO3$JhzuWN(?Q>Xm#>{hcAIBMpiS zyNiR?SOsV42PXI!KkNv6lcEXQ z+iWb|q;BqIKeT|*h6@A*n zA72EtBKZr#Op%!;o@EeZVUSnS7%12JU0DvqXZ$+>F2}P<@4!PmA`f1uo4B*r0!20z z#Fa}Hxqa+Ue`j}SBOAJ zu}ItU=osXy^rj$^ltce2&sD&r;j?wgFT%B=-dHxap*%c5@u?>rnN<@&n$ zK;GI4bZ&eXly6OZFE%$S_c$&s8qqM<80?d7X%fOK3|VOdnwhgPI8{`>HLF197#E(^ z+slL`g;z`l%XFzS>IF5>0VSF=3H8t`F_kZ0p2VbNoDF#yt}8pYYkJ$Ku@5M_)D^i< z5seJ9itwRw*|MeFro4kmIvEP82+sb(4gWSi*vkvyCl=SVANeBk)Ver_ih&0I1r_K& zeX#~)N5&`^Wqh;soDwZN%Xs$gN}aw$zk=uBt(_o}j;FgPyVZO^kA0V`szh{VQ=A_S_OsmBUTgXFik%E7B4Q0Gi0f1!YVj>wS zz2x7Soomnke0-M`Us#;Hh9{xoZb|CjC>YSWMnpYBNSJ%xh|;rf8k*qO5Vfm~V&^3E zG^xEcr@20|#o$OpwWXi#O0;nl`(1b9f9%UByrg&}?c4JI0bg_glGz-mZOH3>R@8Wf z;M$qVE5TOTz9eUIrc@0ypTO6!swZAz)Auc_?6#`n9IOHMg+U+E*1<>GsS}P^VMvoG zrM?;mPY1ncJ4-=9i$U;^ewaEB#)3d$dE!}voJCmlxLJTS+hB{9(gG@dg?KMiqk~ku zF)~S<@r+W8sNA(g%?PpaLv%sd)j-T_PC$){r0!Kp=p>D5El0Pc+-L5!Foz$Yg`Agc z8M%)zhuv@^wtvpv)fq1>w8(?=6&`zi;3!18O1P^8ntG4WhjtoWCk{8N%Qj#A)Fx~E zoG^wb@OYSasoVq_75c1BHa%*{9)+k^W&BynUmAv zH9Ul}-g6LnB#S|~T0g|Dp)A)GoeI-yKX%Cqj$+eVZEYk1DH3lQnu

Zz<&Wd6+&ra`q2ErJapT1T14S0IPf9*2{1=m;n`^w-+A0vzX*`oY~ zFxkb8aIc^llj1_zru>KFV9{Mswv;ZATVN~9M~&3`*)VY`E`DjX>^doUZ(~&3eu7@k zOPTZ?u&ntX(7GlK0V zJwxDX&qs}3Pqa+cHfNB?tzFi*PAeDSVu_>v(_%z+9X4TJ1($Oup9C^Lv28luekiz` z7rd52tOH4kG&t3JmOK+tA3%8M1W>H>!5oV-ZJVL~N=BxK*ElQl zPsvbf_UmhT3;mCZlxV73Rl{Rf*#*)Q$FULSpN`FRB3IDaZZQ~sV9DsNnpM(B&hw`A z3k>noCt4t*78B#emt~qyE~+7Eg*M9-FU!~5>}5`0T!M}*))@ZtDf_f#=h5|#erTw` z0i7%<5V_M?X{Ni)%8js~hrFX7Tw!?*;@JeHN8IUg6OIU-e#{joizzWG&oFWaMa~Zr>8JDgkNDMsDQ7iewA^W%*nZ% z!@lTI+G*}*zS)I>jl4V~hm3b_6wl@!$#Xuvp?;#Im^tgR`czu0AsQYcf^BbL~7s=$~)-0k{lFjrM!JA)jcP~ZvDYNL? zutE)4)S)nUD=(zr3RccJa!lusmo81w3`_8Z7B#OwAtSrROYx>JauzX?JmG}P>5|-a zUTXH?w#*ngiv#;?o%RDK1^B{e!1Of_biYGVbGBkaKY(V_3F7BJ6Q#>lgGX+={$WdB zb^62<=wJ`T{^ezSLwkBVXDYL#y@0|piF#T_LkwENlFg;XR^iwb(8uK=@dO>K?;pf9 zO&`2N1~OXEeDyV%uEQ_kmKwOMf`vJcbqr03Zbg)H9?bff93|E0$a5GlbKKKJ{Oj)J zua?MTjlCeUS!gDLT~*BN404xiKxQmT%Jr4s41 z{m9>?66An*z%{F9`|r zjM*RU(a@z`iN81>FjDBBJeYMN(UwkU?OS-i9VaM)fq?HJ(-L{7=KbRovKJv2i=u zNnS!X%&R&VVnM&B2GqOYRto;HY^}l&qEQyy)VHPx{%_Gb0bY_tnd{9KNQuMQ{||6? zbt~jVheWwC>ICK3&ETbcGY>fe6*AO9iUsy?07ruz!acS3hprUYmQs#G!ryyW=?=wW zdGv;$@<&?KpP%b;$>Z|v3KINiVfU>J4RZeFO$i1xN{R;;X0JzzwyHni!H5Y9yyqrF z+%dg`Clh)gh7FztM|_qpXSo#nM!pTDtqxHJEI6US+^6q)T_&9Y>P&UP`$gwhiUZ9K zx*FE4DXsU7=AFD4e7J=gG66oT80X6%0R51W?yql1j06BWiax_kz2M6$I^e57(rr2Z zYpcbGh`Bh)A5Ngs5>`OY!gZ3rl1nBhoyh`}u5{jNp|%=$$gkx2AIaNBU7k{lNqZU* z1UdId33YJ6$1tvYVUIMva#FUmep>R`K^@-#VVf9^z>+}+28@!J z#mUm5JmbK$YbC;*EHttiOl$mb{-HE%4ltGYy`wKl!kZ8vnTr?H}Dh@Eyxm962~+wpN%8^6b1ZX({cYlKjFyQa10 z-0P)$$f~*n>qj!I2=XVtUBIg9tmXe*bllod>7FcT9&M$(c)s-kS94;+_tEqU@VV~{ z$e6w7j_W0S|LIIExH>u!XHj7iv$)Y|9ZLuwE!%QwSuXaqSNm~FmfKFIO7H(gwZ3^h z+}`?)V|AHAoPv!?2(P?PA(Qss8H@81YlK2h$LkUci-QTC&;W54^`&Qdh4Olxn;N}` zhqy(l(;}#GRWvX6i&elZeKw*LXTpDoWA+cBNY}h>K~s*pVr03|eTh#_{AADyQy( z)4fV0m>S7AvS73erdv)j8l6OcrN{K=LQ)A^5D&;tkc_|AHzq)Q&A~YxYmMs8;dV+q7b~%wUluhqIu7T1cUsTV3Hcgj*NPA3c`u$?d*kg15dXwtKcQIPp6!Q z^=EUH7upzqdT!@_;Wy%>Lq#2<-;v`x9Vi_ndC^qV30XJq40> zBDvBI6Qv#H_b7J7{aGazR*m&u+sr4*2=038xbS)8(2g;(MuC;RF% z@YE;>xD+&uw++lxP(O_mf*3pxTQMHTm3a5ZoJrC){A=~ysbsvh35b?-JY}2l;M*+{ z)9qA4H{yJsJ6?zo-IQy3Mom<13@%`(wdKhCams-b>=~Dyl1;a=x^qB?)a|zM<#;8{ z7Vj^-@DObs3PLgAM`rP13$39mgmKvnFe?rcL{(uyMDZfqQSbZ0QW!yuXWkj~Zppj_ zYBRP)e77XZ(iC#Q+p{ENk~w$1wRPE7EL$v^Fv_^5>k_6@l8H8-b&J~&DFfhj`0}uN zz=tL|$cgM*C9eU7iudVBk`7{8pe|LC8VN1b$q)!K)Kc8YFlIG&CJNgsPEHXG{fs-h z?K?lqb$LNvh5H;K zN$ex71vDrtD=hX!6t>~4?=56!aW{Obp7hJsIPMJn9HheG7c+bs-ureIY=fn|n<$x` zY*~RVT_+JEWEYqB?ton=%fs5OX;VXZSI%T@RqKmD+!}PAPia?->~)`fSf9VK0SwZH%ot67_^(8*&z3$OHI!G(omii0?}S zXef2%p{@mItI}RVVNgAAhtmw8iE=#^rh+mnnU0adoU?OFpVBEj-!+f(BtC$l4*3%4 z+3tK_Ucn66O+EXG?0(>DG-Z2x<0WNR+9pAv?Ics7F&B!o9C44=7s$dCiB30`R!$9Q z2f{JGOi*!VukZ|=`#1R1g<3v-PM9Df{QQC`oVEY{h-SgG=tpCl& zu4_@`AbDA_F)kfGr9k=lV==tE{0K?E^?dKlTD|POl^^}9v6yp1u~{yGZ5|5~ z)|f`QZVg79-T0eQFn+imx%rIzn?^)J*kdktI_ zNIl~Ky^pm5{Dk_*d1bdRGPPP9QFMgKu&ZjN-IF7&j3v|H#)=z^BE;lg;}#jjRO!hP znE~^-WXUn@c%@)X=(HQi`nRfCKYjdlfy(_978Sj)_u--ZA>mae9=H#;MYO(QDQJ#F zkClaG;DOTAeiTb?8!3OmjN=~2uQMFsBc*!?!vE&DRMFJlqb$BZ_22zF{6?4=={;J< zKP3Tx9`;il{O4m5jn0B4Gu?P^s&x6Ui5+HTT8&Z0Q6LC=WJ4!H(2+hZBsD9qK%Fl>bz=x|uusTKpgb_)CIs*Y zlERx8U{ZaA2xT*B=+MDcbS`7Marte35uqDcpQKOGZco)hJre{bMP@woMk$ODE>G&^n;q1L%@dJU6hI|5g%6eIMw?1^p}LX=CF=_! z!NRst8-^qRVeJF3*lNWtPtGUto>A)I%#6=KsKtE#09Ek^1aP9?Pqw_!kSen9RKbbS zPNy|OD?Y8~sOQ43T19U&cu9mcSJoWoZYyfDbM@Ma=GwM4<%ozAHOA&$ihapS%0-ok z%t^6avYv?i`&Lc>9XA{O&31Xj6Zl}#aI~T#RfdcNqOa+!LJ0A%j4GLu1dOqfNuDm& z34Ewb_gAb)IYq5E4}oy0tJwp=34Ro*^q zWc_s8SDbl+?C)>mvTiCN)tQ5{3XD_cbqLCRhg0+K&NGy5ftjIpDvSeYp9#t-W_m!N z&g@(AXLRvM2TlJ`3fNsvNj92~ZT}^kw2P(-g{NbV z>Sa|>4T=~t9O{OkDr5HE{vSnW!O&#ehT#P;x{;6`UDATo=+T1#BB0VKjilg42{^hZ zF<^8^hl&Ey-6AE@ZBPox`|bM&@Gzd;_jR4;arnc(EYV#;!Gzc3-tdkmEqFpYwC1Du zJDaz(#%3BL3ghO}7O|US`0a;aE>q+jb-~K0jJ$$iqHj4Rio`>G7VAvIGN`W+T~Exd zP)5@ud&EP2Pnq(ch@!j>9-U$`P-t72MXuu`xSX%mWl|>!lxwPv()*iY{SIwX#%qOR zm)cw?y5Kw9q5Fe`DTr)-NpuI8UT9C=yimAcjGIf&XuO(Xy=(Wpx?SRl8_xJXS8ig{ zLON=OmCWM$tDN!3{ZM@V7P=SfAV(I0(jpIGxz_WLE-cQ92 z7Xw@9-p_0@>8UP6o)zh*=IK71oQWgGaA}(AlL4-fAX~|yH-xb{Yt(r{Uo|8Q&=@Y% z-slblC+^nPX?5#=9SA9#J31%LkuhfD4Fg**EIcu)wQ0T#L-0B$GGMqB&Z}PJj%*_+ z&lyEftwFG#6YWvlyyV>sFmY? z06PR9=uzVcSYI%MD-gk$e72Fdm5;QOtH|8Ev_on&(Or^w7~wYsW%GC%GYCf?h+6IA zcTZ5$S%ZMIh31>7&^jL`A}QEl#<7*1s@lB5jWAAYd1&vYwOiVB6MOWbA%*ZhW%Mmr zpEvg>&xHS&d^j+ge+_)3Q`+7D_$&4%vUx)R`K&Ro_f|pV#PBFSW0YTw6#w z#Q!k;_y~+%#MX&DoM}9b7K3fY*65nIni>BG7|Ci4f%R^8#pB?0#9Q)OXor!n*IO2` z3tj~c*XSeC@&a$^7-hRUME2z|U%XdVN+lx|Tkq9M+I2tYP8oe^;B&PkN8OU~fU#;i z-7Ytq{W}XEq9)d2rciC9DpW$KTQ!}I*5=tGQ5;p&xN$hJ$=^P=8df-`qV#C+b$Q0PHwGU@ zXBJ50G##C6q7R6&$>w^lhd09DMg^Qy;x{UmRAkQav|8|$#0VjfdW$e1Wugc(%iGdE zJQf=nm32JNMK?h}=tYK6Wb_Qoen~{VB9DCW&j@xoOb5Q3a3lo!ZXVfKRhd*)MHo1X zVo@Fq86ygp%VreUI-BFbu00@ikh<<=2?W&NH z6VGeSKQ$%#Am3qKl z2?3+lyh0~Y;olvE;hb;wsj&Jg!Ho_$&<6Ndc~(6JS*r2V1T4H=c5Bd1koY|DXD`g9 zeLIzSG*z|L*x&{P<(YiO2BeAG7Ek4~EVNG1u5|sfPN}}4cguvAS~144#^^_gjJM^v zyW!&JSIz@8h#nd&CnWQ+nc$S-W}rpi#G*k}g_$&(Y# ztMn4Nr7d*391Lnrl;}W5n$s!PZyU>=4IS;E?Mo_&Z3Cm&BzE?a+I zqbCyAvvp-gafi+UvrX%|ly4l)Dg4PDd0WDM-KuC7%q33}=76ShM{$r{Ap>ObF@FhK zdh6t6j#ryV#;|s%ZjeWH|(*M{chz0q}HWq!s{qN)8GDi`u&?m@_!&;m?-Df zRo1~{F~Hk%xqGg`%UkRhP%NF;^blcTwvbP(2rbMaHK@{g`pj`wc`izl8cvmB?dBGr z$8W3Ep<0gfl3Iy!=6^qbJh-p#L@w>G#Ib;m+g z&#g3OBwahYIbtadJw2qExdr@Ikkj=$w)xygR8~nm7(0i8EWtRg0fu{X4!IE zcJA)-aalib0CiR^Mm9^gm7)mXcaHbY7PA5*9rk_V)sfr_H)C& zWjg6pJ~w$d5SEuKv757#Hs-!a-SX!K|7^XPx-7{(l;Vq9^(Dy~>2O4~o1>P)wndY% z?u*%{76~NMBq}0+l#rl)vakPkYEs?rG&F>&g{-2h8l>NSdu;1RBtEIbTW%n{y|du} zxisHtdHr3ZI@Wa2+&Str?awSoLA<2xyCdtloNyA1yHfGTzNyNJ`#k!_Cd2LBj-yoo(rXh%LH@JHklg zH|n#SIF?AlnSEP#q4Zne@oz6XrI~G(lhj6)oK`rWtsSij0Ouf-Ng%{!D9H4_il%#&|j3Wx{7#mO68b8gGNkKO|j!=gix{+4Pm zkr|zYUX;w->_{a}8@@_w@3<71`OEjiR@xu)Ef4|BP+q;Vs_u;+QlGRF0%`iOu!{~pIB0u#Qw}-u2h*6@C$wp9)IU;XFk-C)dmq9o#>sRAf zW~}k}K5Jg(bi!zHbuaI)dbRWu5nny=J>g;ExdRFy%OoNc=eS+SH(^CN?Wga?o3v0TkG(AP``s`=uupAYAlvaqFwI1P_V)!$+J+3L<%X=cGaIC?=_Dkwk1`|k9)9K_@+!G zkQ8B%Uf)d#K)i{DGR3>DoRt&jWYH3SUXR+-_xU=Kh2>bDQRk+?mARgXN+R{UD;n?= zq9W@o?~}|_!h`$$ac(^d-Kf^;J!sXh_&hJ!A0M7(n5~`QZ%kt+qELc8+a6A)+f&5% zFqBt3S4OF`Iu^G2D?Q>%HFzoTJ4}aWq~#EiJ^j~@lG2}$opweu=JXJ7C?Q%c(W)iJ$o0Mr?ma+iIB?R<`RERZ2HR-d{qAJ<9=7Zn8c#-G0=RrrC_S)E> z-F^wngwnexjS&zsiQIXs!Tl<}8!|WV6;Hwh8`QTq`~`POaJnUQs7Xu-f3b0?6f-rp z6#J)}&_mdCrSs;#g+LeJIG#CR8dl9c>L-+ZznhTm7+Dgvziyy#{LyYLMyzn;n(MN6 zzE@ITmPibC+o%)4oR2GDkbKo*_B|sTHKRV{`GA)X-izVD7|ZA5E51CTHt5CYIFcqY z&+Oi}{vM@YH6wMP&N1xo3wM`FuMJirFSNV4g47NPS|5)QbMUibz;|^VMPoJWz4#RG zX8HrHFT!L@ulBTB8vVvW=7%v`0})rV)S#Uk*n@0=m$bV|r-Z1}c}Q+jzNrpl^HFa< zF-cC*o4r;tUF}1JJ8^Q#Y7IHH0=+0{C(OpWAmgWz- zxtVD+TWkNsHVehS?HVcdt#T&c2zQ4}UO+-DN40rsvp?xoqTL`~*GEnm&rB}W;i@8~ zx$?O%58p#2$KE6cf0PV~bWdO9^PCjCZe_HbS#5tK#2?O$W3|*1=y3Mxh>w_hfNgNL z{|_LxeEYWs4zj~gTErH7QBHQF%a@4yx3?I{_&tKl_wz0I;Syp{kclV}gRdt$!;yY! zAy7Kl3;WDXs;d62h&(Y1Vf^ayTWwy4Gw6Fn*THIRy0u_|FqQAk=1c*~MpTBxb7rMX9TAruQ zQJvQ2Y#16>;%4he&&I;LJVeUZ#`wIpm%3EJq2FtB@6%fOgK_0J!d*k?dK}x-p-uh) z2qQNWv*W(0q9+~tw`iGOnZ-I=2N>dq?`i8B`k6 z!-eP`=b@e=EyPPOHE`h84L*6E|Ep&Lag#G@d+64@n1d8x58F=!WRXZi!ouxz{+`JJ z-62|d=@AnVh%B1p2O58^8)Ypu)}XI`W$6=7E6^Oa;y5~?eebi)Ji|BlA1E6MnYFx4 z`09acGvN}qrWdkrs4+bR;civG+D@HHTgv|k(tE-zo7!~Y}QFODje(2 zlq+!mGt%A_o*bV-^y!9+wpL*nva5eReP_cbN{8tBrB&~g!M#qM8Bb=P0pksvvlUXJ zQJt4Qs3rZkZ0_Ddt>gZeaPEG2(MY%uxkOji7C1tg$Ob|fr+mW@lwK?2{+3Lb>fMe3 z&mcal68M*fS~r{LgSmed)?He8GvyV*jKF8WL|;U>xyS9<`WYY>P$=_f3L@(&dtA-J zxsl3pb@NF~IKA)w3dg}w@O^2mI8Xl=>fCDT-lq&Y>ckFAA0Gc!S3>IE)vS>mJJ}ij+_=!qYCxFoR zfRiXF&oI4W1x~;=D;OI)sZvQc5&C~QX!N-ief$ia?>30P(6g7d6HaSbJgaYf^&<>@ zRv&aLw01ST#k#b})GVL>?eyzF1eJhH(XWP93ZfzPB5roh`H8s4xF~=Muzn#zWaw?4 zvWp{^g8jqevn~eHS;qi}#-Xq*fpiMn)20B!?z5Z2u9u|lO^qT)g^Sh5KdkKxR3pd7 z8Ah?mFhCgQpL+m-jN%!#*=vmvq(cjY&oX=trp^B*tU7AE(HQ$d37E9@xy;>q&9>Z( z4^i4!2XrJdXde<$>DRfCzfRz*#6jv-zdd5S-=U0*T~iE+2hXGnZJ=n=!6!!YkIhJP zaUhKcn^+*jzj}rNIAqRzR7CQx6Y{*8Ow`!d3uY22yzdly(@Vp_EDL-|a5$FMNpe3S zAvEc^%!EK1#w5a|;uwPUbPYfKA$b4=b3mfZ&0R=eX@Oqlmu$ML>Bof5q;*As=g0wp z3G`IAjwBb1eawdbF-+&)t>DkRgyRY3C{xwV@y&Z@Xe=quCy zt5#k=fvlJ%lqh@#7a>g+@&BeGs^S*zOgMr$GXckk$?$!P?f1~_IQgKnDymE^-+@d` zK3%%3tHKt_T5*Y8#e&3pz9K8~4eFN+gng-r^w#scuNJW0w)B*toO7f_Zcs{8wCNiI zUB&bjr1p{RR@yn^FaM+=`#)1eG-XTKfAviC-DmSipq+Lii_R*nFTuu}a|n`vrN>zS zWBuf>#q5;loI$6(o;r% zu~ma4@{~MFcGN19`EE*;oam$%=qD3wPX@+noFj88suXS>sg>A4Ihy>6Dd_QIjWoi_ zu7l~}cwsOJY~&RVgyQBkoe3T~5?;5>9xCXrsT3aw@%?<=TRV7xP$yi2S&D%gqTyc| zPdXx6{i#?ZPd^fTGS1KMN-hH-;8-TQ_wEzCvAN+GL|m*JcQki{ozey_bUGA9(@=#p z%GP|7Alap#*w8ku)q{A8i-sO0Z#Z?|*u)jOhg z2lUTvKyp_i8BgoAlKQ-`I?^laA|*m6Vc7RfSy?4x1#wMmAEU_NuG^gPwN?QT#9CsZqALjmd*57>M;nZMd-<^7@2|BFxLCK^9m{>02 zxPd12R+DZcQWsHDdm_ySs;BJKGivn;IM%6Vp##{}oJjy1wUf>{VBvw=7X~irtNq4* z^L3L0oa*KR_`P-Ta1lykoGBA=1vn2inkmUWxw{MXP5A zKN2aiS$iztq-v$&XNj9Bj;B|5Q5h$7mjCqb-B2t@=p=mBY^86_>GiJO?Q|Wg1_f9T zWK3e)R2W=93BT_2JJqU&*z32~+fXn=J1Ye{V-&QNRxX~n-8pSog%Vk=1Lw?0g9dPl!?hOoWGwz9-l3+h09uX43%!xsG?V#-1ijPKKeI9qn|}Fpflmf<7soB3Ey#f zF0B+)@kp37m6jO{pz)AaqV*twg{2F}vj2>UUfC=Iyrw+pSkYA>)^ZW+cQjMkrzb{s zCInqp!TM#TdF~k7X6%U|a6;Yv3io8`A;?4`Nqz<1O+LynY{ITRn%z0!tU8!(%_Mz- z4)QY^?wnA+Y598{Gb|96oY^0xt5lHzxvm!ZU}oE0Y{~66g*J<*cjl56lqJhyg0V2J zOIetGPXODq{?L3ZqWHvsx)&wEkQiH^Wz6UeZK%9ZI)yTwfy%YCYJjw2_h z;Pq*+gUGrW&MD&z&rAm#J5Xs>FOa&N3*UK-x^c)%CD8+fVT;AD;-r>$9uc_vs^-l} zU(B+-M=AgaSrgTg$^iw2G5c?=F7f3ZIS~V!x04>9*dxti)zJsUYL10xAdz~8Z3^^} z2yFd%6(&@+mr2oIQpJc8ps(bRR*}Ta-=yo|@T${6e3R=3T{mG0GSwRl4<24t5dxL) z_piNZ75TKrTd!RP!^@66?lO8p2?tPyldBK77t`fJsk&LN5T@_}2ek+rpnP}7bJ~rFW{6btY%B3%_5g>YQ|2n#GPfE z>ERSxsum8=L9k;Jz1SUBEVi_Jx!}#YkzFdz2Pl+`aKA-x`2At4%KO#xw6~Utzl&H!wQ zS@(oHEbV@`*#<(&3zb|gqL_T8`KETJ}zp^B7u!U2gaaiJ``3V5k?hQh*msDgUB z4x~=EwG7Z9Qqlfr3JguO$!L;k3~zms%!Cf=?@j)5h~QJO^|tHWWc-PNTn(sMyODLP zzWQB7V&Z6VcS7y=VoGl=@xaS3gbs*cm-M3zG-Y}r#K(FvwEQ*EaFM+c?T60v?F8sa z8Q7_8?fmnIym}$+b2(LBZ(2L*d6r=ng=6FZVBe4osvZ?m{7EG2SaFw$;p5Jr?F<83 zKnHrc%d)e;tDD;=t;3vaB0Id1gihx#%Xh>}Yp)LvrSx6t5(K=D6gYcP(Dp`O<-_QA zy1Q=2)(D@3Xi=`Rho?TH-`7nlD-!BI+b!?zxse!b-}DvkM8%wy%NGX}imP8GqE>DH z157q^^`iI*EVS^Ms@2u91`1Bfu`n>gc5MV>PB~&MwQpu^#pomL_zt-;6{pD_;61Uy zaxUl2-5HtAa9;Ck38X2tZwV5i7LFgemirx@00YnDavqbs=-zBw`eH|(rE-A3rp$RxJa(KSA$`BSxMHM+?Zg?ZA}lU`nwL*&Q|?BjM+92q#@!57RRD<9yoLI~ zysODkC8^gIaiC&9EKy>ZC4T8)eCazRNYHuO@bk;tNfzimE1>5CC-Kj3vS!Ps~J7?eHwrQMw> z3J)3F@aS6Lequ5fPVN^3u9q?&W!*WwtH2>+sFeV)5Lq=rn)SOg6v9}Ju`=(mVfjdw zO)qA{NS$0egfCgYS`cuT(TNa5MsWuYa%gL<57LQ#wn*0rsoWkd27n^Sic$RlS0>&w z#_qc+gcW4m4+8tYDJ2$END8g9xZ6dg6iz*Wr5AV>RIaMQfQ=ve+~%HqvJR4jlmSeh z)k#qMS(CZxsD*g6V!i5UVV8IiMG%Leox5@sp?Y9z^4)k%#(0P~mv+Z~FrUC87ikP7 z<9^PYHbheWWaN{RzpAyNW}uRDp-oK{P*9n{rnhtau0=YLBnw4UD7WQq(S)Qs+Rs;b z(B0u7+Cpn>AlJKhS7ecMF3whV3ZS@|oL9}@@e>xia-ZvHf&G@pg&Hd8cU?-TP+*g0 zAA7nWFYS~cA~{<<#Yi6y*(q*xEW?)`C8Txu`x6JrW1nXtFcQDRv5x#~S>@6$eAIc2 z-(NlpQ;}U-RseLDa%O(_0tF_x1AesGG<=^U?89yQUM88mmE+1__I%D*BBXoMXnQp! z%KD(JyT~k#W#}2FpUrw9P=z?a2lRQv>P6%K$1H)A>y3Q0H2Ne7_s!xeQ5^2Qx%6hV ztLj(N`3^Zy6*szqnw)Fp0L~X}5XL`pR`<-MU4uKyJrxYJhSxhL<^04q<9J#Dd_jyr zmORo;wJZgA1;!QjrG~ z1{i<0w^bMVJV18h@qRy>S+oi6x2Il}0ImWb8a~QQ$&5ZL&9#(q{#jliVc{G&8GuNk z=yBvadBmnZ|E8)=!@C^WK>APEY&FwCM{IRm)oxpdcj>Y608I252lc7!`0{-6^jq&1%fb5}|z`+6j6$V7^);##INqdXBH)2mKR*FkmNyb(!8v zBs|-cG8{2+5aBxF^}n-O_?3}-KyR3c^Q@QgqK-B2P316vgtPV0v4o>?-`ZliC=15}wMPLMppngtW8?~!1-Jo}k;agx3zCHeg!&!#|1RmwVCi*xs! znua^O5f7@*sv>6?YWX8#;q5{pBq*XNg*gD}V3*P;AUa(&vv}$(jc~nfgn^MUlP``ubQ|ZdkGV{9n^0c8$M%`^VyB2Y zO|EGJ^y*(JGSoWN_Py{035vo?WM+1U{Bit&$6i26CP2x~(q_%Xi||q5d?m;FZjOJO zm#*qWo02LhP(8=4^IV}?`k}HBt0Mt8me}mY zRAuLs+DHhT@m`y6(rqVf3bY{gUw{Lo0OzL2{^vfVOJ$6}9!8b(wqRw{KPs?bTOx}j zFGlzWQW+D59n5)zfW@+=I3~U=&_AQ?)E4}~*#ee#`4qJz?VR;+S+4ME#Nb{IxzxEp z89_akhR$zES;=@9n@Rl9Z60pDe@OzMKHmDp_>ks?j_vwQm6r7V}_xe^)CETS-}=v{|C>WJzKEc2M+5y_*ajKSHwE9F;V{K&Zs}u_$d8d{PK7>rv)Nz~Y3*ps>2_`9& z-6fn#@Qn%w9s zeBAqY7T`bT^NUXw_(9?y0{NzRS)lK;bg@CMGj(`TX4YX96Kf0K@Ms;~%6@t9UuZ^} zLAnlL+`Qvc)YkxLR5-vR+JiY*_fiO|c|+(0y5O620jtp1K}U1`1;Y23SxoeePPKTa z%c@e|-Ie()a5+KJMxyeZ6hM4==gOt%UzyixE?1eX*X}lB`Xs%Cz7XN2ZFtX4ZGZ|c zaXfg_!d2ix*qSL$|}g-MppxrHw;_kHplWsAgz8B1Edb7&$0^I2NnW{Oj|ds|+D zE`nGErk+S7XF$1`Vr`FpoWS>wtg89XoXko;i2ek4hI8zIfJ$AFy{Yg6VC}xonr3_x z@D{pIouVipk)8_QO=PiJq#OCe*90bD7w(81Av5L*TN9l>F8`h&cp7^nVC;FC-~(cy zqs@4aA|vZ!kXn{gL=D2YI*H&JGhoEljuB!fDkl1FgdF9?i343gx170w$|xP^*T2hs zq!>9(o*xg^I2Vkz%;dlk3K9f)U*d?ei;j%s`MUYW5_Fzeg7nx(;AdVzoc3Vw0omNSw z;%fGLR|6Vmm3zO=@ZQnmcWHlTHTV*RHXk=s!j#Ahpu@Xpi1DC$h0hnGue@~GSC!T3x~ z49{ylo~(qe!c0nFY&R$ex`0j|_73=C79)_#J{wIplRA(&*u|q1x+nZrfhxWy_>4ou zyeZV2HF+isw{Ond5uDY?wiPxXUzbfnt?sHa>Cwo6rUazc)4)VroAMSrbDb_gsfpK< zw$u^YN}+$eKK{WpEueu3}>pn5XrRcRebU@mMbFSGov)d$Z8C6o5<0s4@yh5XZBhxtHkN>~a z@4SKtKn=Jkr^w=NROkooNW&oc&x_HLEcOP7zrQZj3WW0@4?(H)*rcuHZbFpj!K`Dp zL7UW4vEyoEcU_&5(VhPQAD}Nj))~^}+<6o13x<>LHZb|gR{cRpsvP=rBho_!TjBo3 z?om5pTKp17oEz$xoJOE-hnMAVj}W7f9H0QH((`pVh&HUL&Wb( zZLc`L`D;s$J33zsIe$wp%8zJ5sWX`*Z4r8JB9N0*a-IcqI-&%BOds|kE6wzHZp&hPJ! z&CukZk>Ix&`aRy2a=lX{N0$&ey5Z;$atemphNciDZMhF60WAn#8AT{N@YsS-?EPKW zoo*H$RQ}lb&4)M6tD=5I`h_z<7c`7Y)PEp#xVDbCQ<@MMUDZ22wifXZmD5tJN;hO9 zcKE6|sEFsjnp1U|s8G|_^zG;oK$rMRO(l-aJ%{>S=aRacuuiUWwv20cHmwfXyM0%}%yEx5e+ZY8bZ0ai8+4?N zJ0|#KpqRSG)sFAy4rUjj@g#)@brE6NrYM|jT`z&hKUswAY`0@$nzW;`nGGDKxO?4e z?RZ;9^K*(aj)gDb!{1x?<^KR27mVNUJ|AYSgCt=!tj_k$A`0N^n*<2g#I@2n{r!(_ zenPuraxX^){6ngLS8T$aHN{H*jBAU3UhbWR6U6IR^BFAUR{6j$av7p>^F!I{*YOi{ zDiM32e!St!S#N(Q``^O1bZ0gE?a!-kLj$q}lNT$<)OQn!5|V{UD=()%OfmEEVgV4o zb#m{6`jgqwEkUj|dl*l32WMg&Bb(rkoA@un(vuuK`4 ztSvxd!j9mTKHN8bFRW}{Chd1+dfz1+5n$atkGg?eA z=*|yg+Nb~+%k-lUB7p9iU-{2#%2(+6H5>-@9fALZb!Ab=2H3bLsZ-tWGz9o&FY^Zr z(WxnKs#HclDFv{*;s=urWeC9wDK$VPDJVe`W?N)k&+E6Ap!G?p-494s%$&$clsRS4iJF)Iy-&%RG0`a=5&{6qvr2A_8Rtn5KHVq* zJ**6TSTe&tn4Jm=cgdA%h-HudV}S#j4iUoeU%gs(Y_9_Gj}=eTqzDeA-c5F{fm9TY zwaL*wL^UV`_f?-cp%Ns_nD5FtpHh{rV=h6yn@Z*Nn$>n)Kj6fZ?ig!?SiVD*yfsB~ zo*DEXz*QIJm#oL+=tlHXKar1)8$(qMQ8$ajIif3^{t4q|n>A_gn0=Ba;f%55ihp*T zE!z<%{#?o0#eqb}{h>`@V+ zQ>(NUHf=UAm_-(kaqZIWkdSuo|B|j)veEHMWj}^MA3!|J@8C*O4|q;o!s?U?P@$0p zNy+87wYn`aTz^l(S=Lg7^640)SDUPwE;U#>hS%x(GG^Udd1(GuIU4&+3n)N^x=F@Q z-=;&pLH5nSSTY>xX>j{1lYvy-u)gC!qO(!++(EU4wACyM>e4k-XI7uuHyh|jvrJK*24tZWkp)|W`p3u(2v z+j>`GbFx@A_e5loXB+P#*kznX^tk$iV;wou+_UFun%Gdw0Uf_X?cPn`fWJ1;kBxjs z!Ri_CX%H@$_C6733!9nDI5!K97%Gc%$#_oS0VWdlFUlANPN-DpRFHW1}!UStg{RW5Rf%YVM%=rn0Y7O881nbKAHmQUEgbP)E6c zonE+C_axxFG}pF5<`Y+l@hJPpgU;XGJD}bq9GmPXJ{$% zFOm8)m%is$?jB}-T{|Nl&o2(j+3G7BsW#i_An|0>lql`}rRiS`d624_|4(!QSEooJ za!E-kW1RNO2ig!RE=RqK{#$-Klh#Kn!laW=+(0}JT%-TaMhowKKE*BfZBpXQb$TU& zM$E$z#Q3O#C$6bF9oIETT_QU6O~1?XypTgIdMikQRTlXC1UNy6V2N@X093}cvYQo% z^34y+p<6>%DFHCr*E3|KWGbDwVX+v{wzky+TRs#8&pD({=gNUr7yAtfql7yi0qhqF zw>37S6U$WE#z?)b+SFcQ10Pu2L`#n`nLKf`6Kmr2pMbP#lzYZ4dr{oKc4={#6|?8= zbkBboR!P1WdBoPRj>nNCbL)|UmN#O0AB zyQs&v1)j3t`(#0s`QlQcDy{_&0N%K9jKk|nUY%4jIl*BZq6J>|xf@cQDKHUpBmM12 zS32Pnf~X|)oYc;Cn0s}RyyoJ%s{2}&FM72q)jd9jRr+|Pv1UX^QUR2T*=_mM2{}d* zKRtPC?Xf?=ODO{6>c`G=oOYkfSsz+NE!w5pOcBB*0!v#jsdXzWpGv)~{TulKN!=VA za{Cys1l#NLGt(|rKH=}m&lcPvcXMFLQO^WOt7uy%u|&rR9*9~mEzOWd^#c@YlrjUg z8Ea*o$~q_D$`*SrbeLGKB*iT)LhX?=%k+d2L%$~7cP>~aOWE3ls5Tc%n?&k#2` zlixSZOLMdrsOMM=rQX9!S##d=%@j$|OAPs0@x$xA9{4AY_2IQe6u|4Nd5|gmISVL*@7c$g`BX9v z1*W3VmtGJ`&5W<1vSb-lI$zX6KmEXl&K+6!I|-`9+GmLOY`nN=nFX)=A>PQMxm^N#ROxXRj|ZpwFoVH5yvdLcj~$QR^sb z^wP<%$ogfTfBx$n$PAWluJ$f`A3akD?XNWdCPdx#I>+$>Fe?djs)s zTQR4X!iL}=iMHS`SWpH5;Zt6@=JCtANP=f)^s6?|f9$mX+4~*4n!WG^!*?;4Tk$3t zq_@1Ga>|x8{@>i^oW#EMuK$`X&zk*=FDq=z*s3gCy-Zr^3KjC$b* zML{Am<-2LVe>tjf>ZuQAnD44{T+PN}R?rg0BAABpyU*z3UaIRQF({*THej6Rk9XW( z&KH!<&A)#Po%~y0K0@7FCzn(Vp^AFI0K>$0$EQoOoC##2SGKzj^k_v>sR?OqS*awa z_(9P@I1&7Tq;&5s&mg6ZXz?Y1W1; zdVZ`@FpZDY?W5SW`nh9M!DrUF^tuc1ol(uq+Hx!`-|4 z=JnnhI|@y|!|F)%yq^xWDiaJ}7j>QnaIuZAETeR%QU`8e&P5j5?|P1dDjqN8bSZr! zvs(0-ShN_KG-qT5SIj7KKe=O`^F=a7H1W*8Tj)sy`8t~ZF~7&uAV^y*Sng)$EO&LM zmsao4)SxnIK%p~Wf2sEAsMj-;n8-{!yG6LCJ$)V@VC3JY_pqUjSDvgaCjnpN>;xAI z)6T1+GJY76YU#EbHnN{unn^7uh5!(K=E7)f!lG83hF^PeO>(jMd)n#;jkTw@nQH+_ zZ3mIsx0hW2{uUDV*zHNdri_O-e+!ym7oe(WnZR3foNe+3O4dxn$`w3QxZOCR27Xjr zk3Kd&_0~nGJ%CyB6%tEoOsoc>=dLX@1N_NAQtuDVtv$bf{VwC>vmp|WkPgpFS}A8C z;lbRD8#H*4KOon(NaSIB0sOX*qfpim^Sc{Ya%HxInJ11rVhnZUaPLkPPTsorq)P}S zOg$#FouZ#js$510*IGM?Fz>v~n>6$2_M5}PpMluqHxG>&xD^EO^t#Eooi`MznUnhR z4rP?DQnh6}Aj#T1lp;)q7~h)1N0sG|3Ipc;eJeBa6YhK|Z0v~H{@BWEhr-#Blk~yg zWE7Sz6gJYC>2^}<>ZfMFY+rlJm@*z(Qv5<2`sxw-Exp@jxpGe&di)+b1KzUKUMg*^ zZ;=}srnuv%J#1-}kkslpNGwYQF=Mx{(26!#pnK3dDIRc@2-})7wsGgsE9Zq5d6NBvHc(!L#E%zuV?zJY2$qPcn!Ym3z=zQ#1orrV&jQ~zxJp=M}pFi7*?&)`bz4(q+ zcaCl9ugOg_K_^6BrMM&nYF|Qr`&~t}XQF9#Wb$`MXh|s%fEmGI3Oaw7%S9N^to3g` z(i~a^C@;ihPfyf03yCIY^^Oy_SjP<2PB7l!ryv&Jhd=~j0YHh9td1A8UU>f0;4$`@ zCXtgxNkAgWKn$dE=(2*(;{m1Fe*lqS60}u9-FL^13MLA7OBu%(p;z$ zVTdDZ(xj;kMk?(Q+h}g9&=XZFYDkw=iuohPJYHw-8w7D(CteP6fl*ERi)c?J9LD|w zpr*i>pSvV5Dq(I6d41%VRntA>Tq4mM8d((f?1XSZ?BNh8NKSD2Dc)DJBlBCvY;BeI zD;ywZMTgwyD_~ps=Z>S3HBu^CL7P!YPn!b@R1StJ5&^YhwW;)8m*GevOX7HWz6kZ2 zj*3^R-?9J}i4@HKRnMv`<}5r(vq$^xk=vW*;N;304V;2&N6&uCh1+~MEhx_bhYVT7 z_lr;LHl`8}L(7z#viYcKcncV!`l!$1{NMVwO@XXPI2bK$uWEnXHrWBHbAo2;%lvaE z_~h>H$Nu~R@wftO&{2)A;``O(hc@3OI&!b(rp{i zN&Z99Dt;4yU)daUNlK|sv(1>Ku!pnL=*L;%QZu&7mB?)?gH=St0}Qjd3AFJ^n9<`z zD_6wy5b4=lE_uo9kvk@r9)W}wuh%)*V54lO{*Fpu3HlJOM=rJYVL|-m<938r@3a2^ z6qW@=Nk6<&U)S(J9k+0aQ3E z*@T#44IMC?XR!%oe#zrPd`?&orzpP})Hfl;o4t-fAHi1P@;HwD70xsAO=2}!;(pn4 z94kNP`Yc&DOZgT`QihNxV0h1+>L#(y@cyjwiQ6V|K{vQ^{Na822^gA;Wvii_x39j~ z4;p>ssk&iRXisU`m#*k&nZ8W)VZ3wPsDWC_!ne_Ue_;&&yM8rRBQR4f$mK@cJqor* zA~Xsx@GTrd?z1-vpwnEDMt7eEvGePPNti!0pIVE_m>T zpT*3uCRjE}CVal22185^!Qn{RS66PD^cq#}q>0--k;jD<)Z7+Fv|wxbj| zhBm7C@fq^_L$(*zAHC{7zi8_*4`PfJM2?B6kppZ(c-yz3M2Rf|io?|@!WjDX6c6*$ z6KY;eirEUHCwuLj*UT!-BDs2E*{e8|<%+!ZP8NNGXXpL)=TEXKXtF@JCrs+gjKE~s zW6LuJu_&h71FX)^11RV*-u`QiudUbm^abiGp=*f+?U;vIObuq!na}kO+)xt8tmWkq z#sr73fbQ)q4U$F9{D9_gdLP!&M5!R2@E zXhwMt461K!F%F$%vivT#zP;leM$9S;$h+H|W)w;X)ZfP8vklnj8aR+<(jYC(0O{@!l@izp2~h#j zjS?nZ!bBL|2#Pd1kVZmENs$x~kP<0>@817+ZD+f-v+on1`<95H6f!Kncjv-Z{I%yI z)dA^{w~o#7-_%0@GGsno5@n9(K@B}}pU%-m`(MBR^e7fKdT-m3)}<(juBoEN9sFfY z><$hWO?_g4kEcq!O9+5|{D?BfyC>&;u;7B4+mDyg9r8yyMy(XQ+EnRr`Pgp79c*`-~I71K!j)xcaL<7^S5qQ0%b8OF!#@}19_r%_+1}D z3ACLvWWe0#x?g0G@AtAJF&{(H!gH+#-`#HXXPDycde3)r7F_#9o0AVk&Ernawp|2? z{3O{vc*ojEf{~-5eT}eguo*o>zI!OwvzV0+F@NKsLY!n|-tCrB6|t3*1ZVPetJbe$ zi*FVG`K4{n98-bh9Q>!mVt_0I<38t9?6^ps?Nf}ml*gyyg#~Fsa9*gDkCUX>A`+4@#|rw0TYO`ViM>puEQ zrXPZXSB|H&ytay>)-bs3D;rsOR!2^tXVeNzNv8zK9G9CF!6*`VF|oIfY?TDne}YGB zf&%|e8NW7LWU+Zd-tsD~34SInLh07GST#NC%mf%L_O+DC#)r36vuiU&Oi~pmsm_>v z7v|NuMS}~q0FHVL(?lV%VCSCPE*MX2v8lEJXaTb^Ml()PX2M%uBoUUPNkidDhKO*{ zPmhSP?L$0v8ikXN-Oi2$-RWS+%#Uqjwhr>A#-WF~O$9`%j@_b)#Q0Z_M;G~ytL(B; zW~ER=dDWppc~oB#TxhHl7@n!P7`L-djz2#shlEeu(RKE~>qzX88-U=1G=ME%a;ujb zf_%sZ)(U^pr9Y@U6X6Z+=`Fn~(`_)iKMC7{=eI8mREZZ!TOcw=jnHFSTqeOsL>hi_~fIJgTVxQC53awR9_oOxZhEpmJLIIYDI27Q*OBrDKgvip!?0(Z+1xw$f26xIIbgg#iED?q507B&=$)bPd7knI zu1gczYluRttI{Ni3Pj4Xv!ieAX(*RCP9E0xO-ECHISe+ZjG)1rkYr*CTlvrgRH=af9SMel%fG30Z~>VE*u*_64M&({UH(7+_T zn8VI|9bsv0RF|8*4Ei2?&vpW^vhuuxe%eEh&AsfqsGR;a=Ivs0uD12KS@<{n2mI6D z$;qSMd%6lQ6LD3k%a?8d9NSbQ+eSJx^m( zywx{(Hl}Efh_G{U&UkD76n78H3+aPE`0W3}F%9vZp zx1z)-`QOoW)^&1|>#_1$d|ZL}N|G18aVgzqPw3V)iXX+AAtKC1f1bVjx1%|o-lGM- zV`mn$GxcsUFU!+y;`8b2=XcF9;ZBB~EH2i%)D8PTRV+}XjZ`C-SO3DE6cVgV(hX9T z5pe9qWP$@j#&bR|s_ec7>|ugPxqwb^U~}?9%}tKoHKtx^;>EDj5T`yO5eiO;>&Aq8 z7BlNC=o-inq|0g`ZnQpj8v{=C@0&N7%3L6+W8+yp;CjXx0cCyzg*$74jTY3OZlItF zzN2;iNJ?%~kJHliAG;nS&;{r?uF!yJ&`XlpHrMS_|M@)&`5Uc+4I&57*ukAHdi2uE zMT?B`ZC|I!iwDGe^=aM|Jj<_;k@93kwUhw$$R>q283(N~1)Zt;E~?-UyNXUTbF2(` zA*@8C+j}RYzFFgWnTR<>S;;>j^(nrMnma7^3Dw#@o379nO~~CxahP&d&5sdtH`49O zloBQd!RZu|lKe$A5V$3Q5)KBVlOD?-$XF<;{x;}Q1xa?y|B?M2liKR`rnIrMB_{cY zHF@_^kUk-5v9_dIClUJ(PMvA(XunmhQJB}-Zo|HdP@dM?(_{=oEXs8*S0TRTeFsH6eFUK7cS z*%$K#LZ7^U5M6)1pl<}Y4#;<)4LWxyC4Hlu8P%oyc&il@m!5Gu+ri;G)KN+ zlSO~67puH0L!(5Ma#htFsj>#F@6= za)$MetJpn_Z|{`%+O7I6?ifUh6wk+BY@STa#m&4_9-Khk2h5QPJdwG<-|)pvTQ*NO zJ5QWa?n*%^@;<>q-XFQFgUpXA*LRFAD*L8!0fDc}W^q|fe(Uev*LlQpd~Cg#%FNEC zqL8$j^16=sa%!TdtW*p&;xeR=VhD=N%U)Chmv36_jr)y+(ni^lhJ`E#{$_GcI8o|R zys+WE=sbL&@NOmAl|FZSgmKt;Vv(v3(Zl>L((9J1zv8>lsK0@>gc}r0)Wba9f$hvk zC5QJUC;iy8+<0cLnM}~f_d}nBtFwt@i&^X zSu5#j0}h-ghhiX6gjxTlMgR(^pFM9GG-t|skrFpjo2Ieck&o55j*Eu)>+S~jD2AH& z0+g{~Q=w9SyZA=}$!_gp2mUeg-?nhbV+xvEE}CK$>g1FV^=S5AGG<^LW{FCYhV7wx zwb+Z`d_56-kiUjijjgp!z8g2LPE6L78?U`(P>+FfS1_!1{cZfm2bn__wJhN4853Pl zy2I7@2<`QjE<+baoyE+-I*9Vw_?lMmo2Grc*K#hZrO(=BoS3%kUeX?X&iM}rYhQOr z#WK8#4JX^k`OLGNWWyo4&p(G%k|_z!WN-B&B$hJN*9yblK6ksW&keKuxa`(@;B9e! zqLk$!Ptqd>m2)c@LGD9m-KK7qTUXd)ZncS4_+NN@h4GOs(Pp)eXVuH=YD3lw>40Z~=FPE}=hHhbk+4QiJH9R4-eC`j{Aln;G_=%(5W7(2w$rt|Oi)}*ze zAi%@on-r^DZ|X}AsQU$;^EDrir^pnKh&pV*=`6IijnFx84+2V43EClahFT@Z4+%iv zQ&CWlK2|h13gytxpZ{Em2Rjj|hfN_iRlvQbiCJ3+kgNfSyGn=UDPxUbD{+Vk+Tmed z%bI%s%9pt6nLMAY1^MW68qh1&?T7o^sf;q0t#(hEzFrZJ?39~?*hU*^Y^9pBpRTT2 zz{m@r?T-9WE&qfRe4Y77^JP4l8T;DO&bfcUFK)|jt?pX%=M`H}4P>&W4J8}J?+u*t zN4KcM;M)-bFob-Xd|#bVEz%W$73dS;5HZQ{`8ePNA2lBfxy4rPNrJ+XF$rzxBolyP} zS*l4a(|9eoawAD*jx9KdVKqXm{p2@kj=@RiLVSQo^~$Gu$#i0|@Ifnlbz7yq&ruBj?x5y_yXhIgz(^+X!>7v=M{H!<;KaLgA+0j|&MUPtPbPEsSGN<5Pz zxnt}++>uzo_7|m81g1S5>6675L6*Rb^eM%d>P_1fA0jU3VbC1? z%6}oe`J)t1L%0Ybr4xs5ldXJYJ>s>P`n%7fbT}0fYHd;*+*`%Yp$TI(u#=2cn}~-rS4LXq6&;pdO(6&Gj(YfC(ylb~I#qw=ADAU`kQ9xtOBwJ) zmKwXM(1lyqIhQZ`)FTs%>PoMA$woehEWW3#+f}X-7?h?m1@dtK^uW_L%PV$=@ToM#8QAWf=<12=xE}n z`*mgdo?03Xe5nHpez#ebf%AzwM@d%*6bin;$ddl_D|x1y*&LGFrr|S+zbUP&OqRz7$xN)*LVIER5+BxXn# zE8T~GBYv&TKh5klJcK-M+fgM-XaSFUbUDJacpN-Em)}t2TUv0aWxpel@!GJJrUaxB zrL@@GW@_i5;q#}bRYVV$hs9+Tz241?{K;0PV8Mi?mFe_h!Cc63`9`})Nj|KI90PC8 zUT&_u@n|2_Y@*f?qb2#P>BTwGN^_6rKfowz5M>6JQKu$SGK*@248>*~p&mP-R(T9G zGQI$sF{;0cj|a{;y_uG}bHSh!`B&M2DHu7-+`F`3Q-^FtkPuc_nA?EY+Q8F>1L-wp zYuv0T`zCu>@PTcO&uyVag(RKkeyClEirun~#aXb|D4FY%Q|UY)ByQJ-=fFO1wU49Q_$1o`dvDTk z1LoIz!sn5MsuAZ_xys*uF~NKiw`o)3W&F7JTlRV0dl!sRSkY4(x^ZDOYjcRgO-w5L z&+nOP80oy#2wi@5tpWKmHv66WkVQ(xTi@KZcV{d&QS8@360W!b+ym9dFPb{CEAP47 z(RhD7Q?ckq_LddsO9WqaNC{)&hS`WDKip{v(Vbp)0NJB(5JRHiN?(D;*%eC^m zRw!D2=Wqh9#xI_{Eia}le||eA*UxfbJrnzYK{5%?}q;}b(a9gq< zJmp6~)b2(HI<$zmX#$N5G)EF#T#aDIrI19udCrIET5os6H^B)ur>(nU>iA&s0ASn7 zP>4ic?zC}xc*waF>DcO3R}AaG6wWf``m38d=v@t)4#>?KunOKWx-b2W`Mn}lYa+>N zMR?Qk?kwGF=5m!<_|wfzi2Uo`$K{_qmfwAR&-P6;k<0{pn0X9GJ*oS38LK)b9<#dW zv5n@H%xzS)ElGBZ>CrEn3pMggfruYY*Cys{r<=ei$kbzcrEbI$?x+f#o*RhwaRCR& zq2PkSoDd)HDVI1y=!P)W@8#F z;f~H;km48)7Vs$bw=3F+MxSRC^JwBH9U>!(~@j%g3F=6J>J4INHW%c(YrwL@>botNvw-RsN z-{?3Enu>!ElY2C=J|?VtMhdiV4HZAuI1U9Et|xXM%af`@98qe9R3Nw9YO^DS-+SDJ%C2jdae zd2iCKw(z&J%8ak}Y^KRZR>Zl;JB zKF@4d!_;j@_d5;07}tz1+c05zeZPrz^6@>=%Ap1Tw!=&e`*nwr=hjmjjd#9-Y8`W7 zD{xTx^K?f=EqkXnWULibs4)MI!_s|zV}r+B4=TeT?XwA00Rh8{1W0k;XJdDA)dq0O zm@wU}Mo9#2q32{!U~Cx}t4~4hfKdP0(-I@5d4pwTbXdmJJis*jW@5yZfX!`F2$|rI z!jnnJZ;d(o4eT^Ucbvk7g`*q^W_*+Wt^@o@K|biWMR*!rdVABCmgB2>>DQFmdbPa$ zgDQ)6xV{z^T||c^*b95mzdv56SNg=|mc}ZhF(@dUJd(?8i#iz4cwZ9E!I&EmJ_Sez zh{h+f^7%>&YGg{>z(g@g%q!I*NA!`g#&F?PH%gs9FAs)%DUv1&f5fc?>SFI+TV9pX=p}f0D7hY$ zglDM%LE)44;+IzT<*OmXgZpGJ0?$LSca_Scf#a`NKdS&XN5_RE2ifv%1L2rD>eIG; zi#VGY9Qwr!k{ApJxHH~`Z&({1MN zRyOf!Qzxw$Z{S{}A`>%1`xj z#7{N*s#{$Ao}<3gxp$N&Q#@}egm4>>Z#za!8U!o4j5+WAN=D@+{S;CzvOhd!eC{E|~uU6A;uceL)|Z z=7@mq)*_w5Xx_fO@g>D-bAUV1I4+n6&qQXj>h~(uvS>1Iv#-!|1to+m*t_o+S3+kc z0rkN&v}1DiHWk#;NY96bmmU38P*zSbj7{OG}5JpqQ#VqG1v1MMOVv7f(a?@04D25=ss}l)CQL;?iX;@(Esi2U8`mjUn z0G7ui7Ny)tgf@Jhnf;h})Ak$IP^0S&62PU|bBjhTf*_ zu2J2QF8Znf#@t{9_~X*T>z1nAo$ZQ&LD64Urtl-NeR|6x~Iet;vX8rL*#0M~vbtdI&O!r>fZ~4eZ*y@A^ zfHx)|RO-!?xJ?**Hb;rt2}Cjf{xC@ylQHkSkBo*~2&4+kHp647>kpV}w&?jI*BEYy zk^$Ln(vQ_erJ>dq`D!7~_?v0^TjUp|<^Qd$t~%)%WC-{Rj^ljC-2(-`*+wVYqAanh zV-&QkAFuZqrBogvD!M!-NJM6k2?M2Y7Nez|*_aqK(|(bF7=Q6ojD@+5E$oH501*A(@?)vZp#N~qmv zZ&WC#=AMPS70HkB=aYYxu9}Iwe$P(Vb*0P#L^i%9TN@yzJ7$|hI?rsh&jdo1{**kT z`Q*TKLIFU~P*8}UNDi1nJ;GevdG#_(n z3l=GtJobuz)DWSHuT2|PW#;nIXrRmOuRkzjbTvsZ4T8lyd_&ggaLZ^NN;$OU|A6A` zQKw)LfYHdsDzcZ>|Ca3Fv$(066ytwy)yjXN=g^7?oCxZ-{Xwa0_e%t?K8XSKUC`vB z8DDa~e9Bl+00GJ`X=#!|t;W^F(}i6Z3mrXLg1O6=A~ueyvZe#)B7YbU<$nk#I~jHS z*t++3^TqS9goYI0DY@{kq9HGC5wdT}jEytjay#m|4kZW$BZILsP{WJH;o7iO{c^izXzB(rs4~g!z3T((e|F&0Z^_yh1ORS}QTWR`aQpP@l z1|Z!vx*dtF_ui8JsFU0k^ATtM{UXM8Ch2H`lMDkI`VW{@EMED%o^iLcIq`3wm5)+a zK`^N@olzdKf>=0tHJcfY8LA}VpS)XF41n9}f7cv-ICJNN!yegMU^jIBe&~#l5ou<) zI#JgrACvI_paaNOI8jC;l(a~5JP4eT2DKdR(8;wjlr3DVQ0=+$@hMd%N z-OB2ew{C@x-=NlC7IO)<%hbbEhUmS$_!AF+|ttbV|A_DjHfNjHOo>Mqv8zmEHh|>}*5r&poPL8`! z&;=ce;x4?RK9g3Qd1?R|3lGXxoIUk z2L%4{o@M{G3H8ONq@qKjiT>XyYk&Ryx?+(PY;UaWQk(1St3U0B`09EC`#0N`bphv4 z-AgyCOlb;cd+y@<_#C{UPX`vW)&2>8c@ z4ycUIfXc6>Bt_c<87Ll*X*^?TnWR~u$M#vyyWZeUa|wqO8B1uNn>Ur?cS2BZ?s641 z@avfv{a_L{pIA)!gWn=_+cZ>b&n9tv)q`0-??WMuRnB8|LN4!^IWyv!3i{eDgl zM~k00NSg-r>`x6>7BjDu5i4Z+$T=2PW_6B^5wwXZ?(oKj^+o~%rRaGPe2lHzyeZx( z-JL3qf^gXw z0c?CqaF~B_XQw5JW7sW;Ekr02`^OCPg|-~OIO(G{cbJ6S+JOB_$c0$gJP7403p6g29a zPv;`?Bqtf&?c$-EhNu(I2 zw04)Te(B*2rJ=+?60%lo1i zAXCr`?!~22{|DGn-ohjOX+Tybg}p_>$jO30R1WQ}uE4lMlXI2iCAJ4#Vb;B0h5;{x zD*2pp70$eExr_Ap?Grf0Hfr)!;{c|hCH%Xh6uUhH?t4#x@8!HuUvZ15(EP#wyn*r5 zLeRNM2{@m;@B8*YfWt~$&1Z9VX0%b{-<;LVx!fg+c(18mpD%PoW|AfkY4MlNOl694 z+Qki&*m*2atn#|fO_p?0EWjwQy9}sML!EvG&8)YmwvpQ-O)?w&&y{N5A+hFGqKOPT zv1|iAZ#8n3uQ&95L>8sq4j^%;`{eCEa2=oZeblL-u9aE(cz5DSaLlo`kMiWFqjTv&qx4-qU|fu zP=-sp;y=7h@$i%;>k6``KM$S2`iP|+^-9oyzW2T_zFB_wS-$om$^6ulO4Wi&e+ExB z;zZhVsH+~@XU8g06-4yP;=|6zD41rQ7i1g+7m`+&tQV(YHptJ5UMHx3?Ea??j-`$8Y&tan9B-rGI>e&XE2a}sZ2hMIcDDQXP(R5p|}{|GifW8Olu zzc0Gl1vr3}cry6pmg}0d(r9IlckCu0SSryq1GSS)ec)&q;NvJ^gEz^bS{~Bck{#Vx zWAEmF`vnQ@2Ys;5Nmss2KRBDk+RdsD&%~8py^{IDx!>d28>38#Onn+kuq@rlJB{-g zH1yt%b)uP#1)W5tW}DMrf$I_gP;TPRO$m4<-cBAAaNX7An{r-F(SwFH3HGq8YZDoI z-+Hy&%95G;l)9ZH3YL8417^TLKW5p@(RtMG;rZ(bbqA#-DQFk#EavRGosXKvERkflB%jx51fJsN;@38^M5iV~XSwy)U5{!`Cmj^=FM`n56E5;{5IULz}EhQrn*q@?5NL&+4%>bZcO;6chnr0?ik1JIW9IQ_= z9CfwQ^$HI9;O?e$c}74D?unH}^o>~;#+UZx&cXjs)n0374k)^QxuS#g{TRT!O#tEJ zDICb4+(}~8JSUcvLm@>k-woB)UqK0s=$Bvo9Kn=Fr=|*uaBp2#CzuP($$mU}*Fz_9 z=MfB)vID6o?R~pYf6zP0?QmvY)W|DJ(Bik8XvFlpH-N?-!1>t4m8{bshLY%D!23ssx5-SD;Ng>J98&*8hRZk_{wKnW#+6 z)o697%1*SXQC(C32j~`_|8r+!8IRL|2ugcNh3_Uk%*R{a9P(ei@i$!t_?Ljkif|()=NY(m9UU1H;NlFkqy}(J6LK3 zf^DU)Tg?IVhc^~1FENTOSr29AAbs}gl!~-^k#}WCY3>VcwtT#l=~vEePrvh@mzx`X za8Mr5)UqWQzYK7a4p5RW`2J9lhZ1nM!YP+r3um@zpMeU=qH6-KBv#A(6cK4~fb__e zBB$)KcNRf&7nPu(uY50_>U+B4O>Ta@AyF-ey^_-gBAqD6+Zlr6g`UZ}&mTrv&UH6# z$EfCBZm16{&-0(+ly^l7Xl&SpYs1F`fYrdiV`<_n@D1)B4J;F?BlOJrGi~lhnsUhi zbdfL`39P2hrpS~yFxkc*vDvMA=^d;f>$iuIO&(1zsa2m_f3xaiDN~l{+v5b$#T(TN zr-e^Po4+?u0GIb-P~IFaoa6u%1x}x!OQ#$8Z@Ez77GUF&#pRxCZ81N8`C5^WUhZ;C z^EE%QHPg)!;oCp&V(Y*uu7?z7(YLhH@+}`mMmH1(MW|QI$(U%<&etOq&EFed7AIss z**Pi2Z58Iic)LVED;7}*iv1n4^C!rN6>Nl{t|Z>+qK5cFZ4VlUV}V#~no^E(%G#*4l~|JZ0)Y~s)FPHh zjfW8em$PMs5T$GoHgQ72lBoNbh3t($rsJ}i**ewlSLf196_|#kQ{OT@VDnbIS^_w% z@CU|l|MZ~k-?WtPyKfem?YR?$w+D5*evLEpVoYcPms8lt-1-0|DqNwwj{3J4)gT`O zH1=ZA^~^>^+iyWWYCU-RJ!8YhOppUeCZ_O3fGvB%T?p`O@WQ^cYDhn@j&WZ#1U0%I^1;Nnt6G(q*cg` zF2u+mZpISe`8PemCe+j4+x96Jh2=LLuRxn>%+fq@Z^z_YDi_gzN?5)G%J#09Qbbvt zwvTf#%BTD?l#5A73!~Zi5!7^_Z!LRjZpJ(-blYafMi5MX9uwxm*;jht?0BUe)Rd=W zPtiYH$yY*4!;$*V)6E$vMxfF6{D}J%^R?6s5oL{{n(x;D5Lzh0X!_3|ay&O|d@m@p z6Egc6OH!GE%HA?e|IS92$ESsD9QWG1Et-*Wnrd()P&sc3_wb}Z9xbPEO-gFKe=2Aq zdiNE*y~NSLwP)V}I8OkY&|c5X90yysKADJ&sKQ8`T7m;JN8z0`b#WPDM}NuyD9?M* zn=~-r^sfrs0DnJ`#wyrA1W^nIktOaA_v^}$>D#96S-=A@L0jydN1jTUMRYI&cKEvT zY2{iD^KUBUN*7l7IjVK9^TOJan1A!XAQ}wG&aH33_5YdTvvCYXgw{pkGgIqm{3I3&nQ1>L1vc#N~ww5Og3pQ zOI$9q3C$|x1gmi8F;j|mLSEz>MCYbOJ71meQ8C?U+uMU>N8EsQ>TTVI4}Qh6VQ-v1 zy{7FV9rZ{iHTh8zV{i9lEctO1;J$c?saHOa`*DR6iKWX_?k^XZ-dU)_jn>*#D_jK4 zj^y3i5g)^&Mihm3tS-gO7{e+BGHID=68pGpDp$M*^SiB?rH?C$_=1yk?d(n}*jfre zzKHoJgQ6cjqbs@qdYyKhxuH?rA*hExA)LZD)T5&Gs_0mPveKWbc$M5G&)j!%V7(g; zOG(2r^F`bP`53h10?j4n*Mzj+I2ZHel=A)JmxWo-uO(m)KM{J;>QR|!uYvNgUW!_d zRAtMNx=6SqZt%tr1M12B9>duR#4bP)m_DBB6>`l$P@TFI)*7IKzkjD4vT3V3#{e5v zx*cQ3+}eyq)|tYP_09{7#b?peVKCq6yGTHO`q4rpjMwP>dxL>(E0L=K zC?TvIge$iZej-p5!oskj@xFZj<|j(fa*;PH!ZK0>WgEK?c*qrQv%!^!{>9(a~!{=_<^K?m@N5bfF$`VZKixR_K6M6vPA z-f%O&+B#ucNZB70QTba}X_b@Cfb7C3hZG4Z#V#*__AEITzDbA#ZiQLhLN_-4b#HZ4 zcdA)ZG(fCl#UgUsAo4NE_qfF@Q<@Q$KgEKgI`lTcxCG!)sk?kzS8!y6jHPDoug3>p zzrumyaX1@i*&{-po4Z zijT<-ocWiK3I*0uVi7H$;NlxYr8pLIji?&?%i}(+`Urz{tlWC*hbHGNJHf_XjJICJ zL#l(if-Q5WaeNozO6aHla6)Qo{HPHSE2%-*8FbHotuiRCoWh+V%qm)K6=x9CK@Y^b z!)FbzIlPoW^;J}FOy0}6sB#!`|J%Qey?4s(ZncX0bEW!L>nvXOm#+QZL> zX%Sb-HVh;li`m3bUWny=xf)ml*GwFM(?byiVHP$I2D#+E>V|x56eVbB?~SV39Z=6!}~1x)RRh zFgvN8jLXe31QVPokxTB=B|8jCo%3dOqfh7H5rUv(}ge-S9yvx6L>_<2TdP zMk`HmJqq3KK5SZkzUz3_Su=nKZxA%C>dV2~$V+HLmd!#xi8ago(Sp7qN4yWd7VBRiGEgdeN8qSVCRF~f% z3Y!x2*`eik_bb;Iw;MZ=+hMQHr|d_Xn~jcjJn7SVh*s(3WCBEoU#n zvsbt@6i?~fm`wnjz(_2M&f1`t5oJEFRGrZF7=60itNLI*y#A*cIiyiMubdjc>V9S$ zjf(Q{d9PohdQXu8f&~yjAd2qlqi0UJ!a|X7RvbATStk(%ea080R6d}Okilz5e5COi z;4-?S*L7wAZU|&BaRGfLj2x`Dy06t6JP*KF-Rp2uHi*!-t0K$b#S%n*QUW^nT`45j zRrXR&6udZgm5z$?jwVvja8=+zky7b;!Wj5?$Fc?R_)|I*P+lD3P6kdC!uI|(tf-fR zsr?O?W!keOo-D{{Kg zDt$KTc}V}SI=`!d?#>jXwbx)NeKwZT^-=SxUf^-Dr20w*WGEqGeebVL8};hs5UE&5 zLC_#Y!i5sPBxgj0CXtIXv2v(T1`R6Ml%4=yjp8V~;>=5Ra+-V~=_8lE^QS?(LB=Z;k*X^C$o0fAAky z@@_)%MUs0{hLyHyLA&0}MeTVFq3`p&UXm|+Tz#{VKbxgHp!5ZZI9|@7Cc>45f!Rf9 z4fbVVBR1r>uPR@+A8DaddKMF&ANI|nvWg4CE<--w!XuU3nDvynHwUpim|l{;JUOS& zG^Y2NA*0B2vO46coU_S3@^j^ipc4JuNp7xhmfq-;)&Nn0@4U)5zYULY!cVmcOLDQ3}v5R|_^ zpalORw)_Gc3G4b}WsVY&Dc_rzEtbj!f-Tx{S`q=2;O6n1>g`w0(RA!9l6el6>PKH$ zBM4)3`Rz+b6-)7c>A-4UDV9$$=>=9VJS}|ulqF^~n@WYIPPUI=$t;}k#We+KuLP*D zM4-?8EtqVnq3>)uVZt0`+5MX)xzIj9-1;CzCu<^OhO!aUj`%O3%^^37p1? zss9IL&_rJwUAXIX%i9q#B=Y%}YI1~h#YY+)i!+%BSSEN zF@gztx(?z5w2@0cY&oS|E$rMTI?yDD*-*I52xZ%%bXQ94%2TmP_AU`^hJ`HzQ@mQ= zd2j70K70&9;Y<^NO`pzn_9`zEr#mKkyT0IcGM8{G6*Cw?M>BzXt}r7^Ec6!9k8D^~ z)v9Qc3|H|?0}>L$mqWusPfC7@TQ>MyxnoTc#%dnl4Xf)_3F&cil$(Ct?e&_Iw6T|L zq*HK<`Mfb~LISp9@YYY6Dw8zuuXnDGFdsH$Sj|HP3?<|pf0X}4+8`7Ky$GQCk!#It zC_f>`B+O;&cr?J`Va>;v-{yp7dLadnW#@Ld&$R~{O2WBgz0P>)xGP)?nIbX9d+z-| z#gG9GL2`B=o`zZ^AUJ;arcunwt2fUzBg)4H7$$Xc@4nZ`qi+X#>Qk{P}hD- zVSwH>dP0#Y%+aH;;VKu+uNP_&Mj)`$GU-D0iMlUPv_K!Exu*Z+Dg~X#gX&8aksRZ< zvBBF;l{P>#S@a6hRTV=sfOnTb-{oP6qiocPo=SmH+g5Vr8v+%hA$hD7+eS;ltx0!n zY%F6a0%u#5iuEF8&G&##w&9U=Q)Aj8hRF95I+G8n*?-uprJ!-e2HY@><`T7OpKqAo zE1rlj0`9w`R=O|hh$!U;`fF{D>A7um;W2>e4BxkU<`?}R;7ChHZl?OuQBvfl&*uFW z>?PfB&lBe~XPTn~Zj$o;16Hj)_9;Y}NuI)uA};o0z)R;4!CjB^+ddyc`<&L)BwLNQ zUq!+e(i80M$Ss+&YehzV9x;qH%;-7jo{$8lJGzI*#^3j-Le_vH!Gi3ZRk8Sc2)m1U zM`uMMiKid4J*dUV%AjHnkxIyoZAYGKiBG$dD%s+hC*k(k<6;M{`!CHJjrx0oN1obkPIOp~`9-%Td|6o+?BMTsfxg`OCzMZ|FT#vQ zJ)i5e*5*{nmMp}k)*CZVmpZs-8f8M%0>rMOX?K+ept)1o@75W_jFb#>JD&ynmWfq| z+XmeTo^DWhtoD)FAPO*$8>md{bqgxZp?kB2r_fi&n2g6ln@eHQRNMo^!Ak@SrP;$B zioj6;LO@vHjt&RYE4S6$z?+`Co8;5rK;VUbi88j&ByZ}@dW0o1afc>Gr-@AkhF@C zWQLW^h2EJi42sh8EJGIyLQHd2n6)8xcw%dUR~n;&%HqxW01(=1w9+-z3MC=qI}Xca_H0zeg^0{I-1( zx^Ro={Q|<$J0g!*C0j{-hg3!-ceMJ7;zH znC!FtqKo8z!TfMR++Q8HX$R+(aQP8I3AYwyfEg@frM(NW9_2G`qUoPm*P!XTaFEG6 z%_nXdly@>L4Jb)Fx^Qb3j?yf^+3oh~=xryX4CfWTtZclf`o5b`eoQTDT4fx739(odp!) znHc0tuw0pt$uGM6vPBDRpWWXjeqQg* zZA*2RW#sxO>u85rN&0YAC7#^l&6cAZ~u_YF{X^&#e?t z1H6x3DZ(HJtrSoK`B~^HBAM?+6oHwO-EU(QC#P2b01ApQh^HrW_a=%c0r>;CA6i_4 zMHC5-3&Ef*6jK=OfOY1p%{YmKN%Km1$E6fdAd1&7=E_SqWyeae0)@allj%hi0Ma?2 zpM23p04aV4CYzANXSEbi1T#(|11EDIy11z=EfJ;{H(xssx}CooD5M6K{pZ+J$UzwE zMHDfQr6)8|Oh}E0RXM1nmM9R-DF81)MHB&;4BE4Kk`o=MJT5-9Slk2u03QePqKXgzw7m>Jco=$B7J}ki zgBoC+wQ5d^Nb@idYV zz~d&VTSU_ncP}LU(0wSPh9b{eTv0^>1H~L3v{6W4deMp~pbYojsa%+2%G<~H*dDcL z?Eps_?L`~`MHJAOn8i2@jC#>U00nW)HxyAo&|p(%l-t5c8FRvqdMKd`SZ%zEaVyEX zX*$!lo~Nx8P$A*@6((~<6ay3-RBq$9dMKfYiz2GTe%W+M$c8i1)X_ys13)5^k}5$2 zAaVeril82Cpde$Z^rkc_IiiXNh7?dTNg1Y;$;R`Kr4&*?K|T^9b5=ClMk;1w$sBP- z6wn$;4#0g$9VM?#43RYRHr#O3I9Jb4ICq8E&Vz+Iy+c;wY!U^w16bTa>YiG%8NcrzbY^>X#vY>BJD58Ku9X7&N z1?=O<^rkk0rjh0we0ye!C=p&w7R!(!9Mx?)!8Gk@Aybr-+KMO{)uJRWc8{3#snPM@ z28t;Zjz`5wDAf{3z}`S0=Ca;)+6;^H4?{&1A_fVR@;RjpJ5fb3j}4Jd6j4YJrF;6+ zu>gz-0FO-3MKOeg7dXJC7{wG&10{wcLm1Sa#+s3+mfcxT#C_@m#9xxOfP%Y5)KtQ631Sz*b2N)FJCks jDnSxVGC(-$YDaOn0CS2cq$DA2_%xw2$E_4lG=KluImf`k literal 0 HcmV?d00001 diff --git a/Code/Python/backbone/test_pvtv2.py b/Code/Python/backbone/test_pvtv2.py new file mode 100644 index 0000000..d34fdee --- /dev/null +++ b/Code/Python/backbone/test_pvtv2.py @@ -0,0 +1,32 @@ +from pvt_v2 import pvt_v2_b2 +import cv2 +import torchvision.transforms as transforms + +# 读取测试图像 +image = cv2.imread('E:/DeepLearning/PersonSearch/COAT/COAT/main/backbone/test.jpg') # 替换为您的测试图像文件路径 +image = cv2.resize(image, (224, 224)) + +# 使用 OpenCV 显示原始图像 +cv2.imshow("Original Image", image) +cv2.waitKey(0) +cv2.destroyAllWindows() +# 创建转换以将图像缩放到 224x224 大小并转换为张量 +transform = transforms.Compose([ + transforms.ToPILImage(), + transforms.Resize((224, 224)), + transforms.ToTensor(), +]) + +# 应用转换并将图像转换为张量 +image_tensor = transform(image) +image_tensor = image_tensor.unsqueeze(0) # 添加批次维度,将形状变为 [1, 3, 224, 224] + +model = pvt_v2_b2(pretrained = "E:/DeepLearning/PersonSearch/COAT/COAT/main/backbone/pvt_v2_b2.pth") +# 使用模型进行推理 +output = model(image_tensor) + +print(output[0].shape) +print(output[1].shape) +print(output[2].shape) +print(output[3].shape) +# 在这里,您可以处理模型的输出,进行后续的操作或分析 diff --git a/Code/Python/backbone/test_resnet50.py b/Code/Python/backbone/test_resnet50.py new file mode 100644 index 0000000..3518a9d --- /dev/null +++ b/Code/Python/backbone/test_resnet50.py @@ -0,0 +1,34 @@ +from resnet import build_resnet +import cv2 +import torchvision.transforms as transforms + + +backbone, _ = build_resnet(name="resnet50", pretrained=True) + +# 读取测试图像 +image = cv2.imread('E:/DeepLearning/PersonSearch/COAT/COAT/main/backbone/test.jpg') # 替换为您的测试图像文件路径 +image = cv2.resize(image, (224, 224)) + +# 使用 OpenCV 显示原始图像 +cv2.imshow("Original Image", image) +cv2.waitKey(0) +cv2.destroyAllWindows() +# 创建转换以将图像缩放到 224x224 大小并转换为张量 +transform = transforms.Compose([ + transforms.ToPILImage(), + transforms.Resize((224, 224)), + transforms.ToTensor(), +]) + +# 应用转换并将图像转换为张量 +image_tensor = transform(image) +image_tensor = image_tensor.unsqueeze(0) # 添加批次维度,将形状变为 [1, 3, 224, 224] + +# 使用模型进行推理 +output = backbone(image_tensor) + +# 输入的shape是[1,1024,7,7] +#print(output) +print(output['feat_res4'].shape) +# 在这里,您可以处理模型的输出,进行后续的操作或分析 + diff --git a/Code/Python/configs/cuhk_sysu-local.yaml b/Code/Python/configs/cuhk_sysu-local.yaml new file mode 100644 index 0000000..0830c43 --- /dev/null +++ b/Code/Python/configs/cuhk_sysu-local.yaml @@ -0,0 +1,15 @@ +OUTPUT_DIR: "./logs/cuhk_coat" +INPUT: + DATASET: "CUHK-SYSU" + DATA_ROOT: "E:/DeepLearning/PersonSearch/COAT/datasets/CUHK-SYSU" + BATCH_SIZE_TRAIN: 3 +SOLVER: + MAX_EPOCHS: 14 + BASE_LR: 0.003 + LW_RCNN_SOFTMAX_2ND: 0.1 + LW_RCNN_SOFTMAX_3RD: 0.1 +MODEL: + LOSS: + LUT_SIZE: 5532 + CQ_SIZE: 5000 +DISP_PERIOD: 100 diff --git a/Code/Python/configs/cuhk_sysu.yaml b/Code/Python/configs/cuhk_sysu.yaml new file mode 100644 index 0000000..c28a480 --- /dev/null +++ b/Code/Python/configs/cuhk_sysu.yaml @@ -0,0 +1,15 @@ +OUTPUT_DIR: "./logs/cuhk_coat" +INPUT: + DATASET: "CUHK-SYSU" + DATA_ROOT: "/home/logzhan/datasets/CUHK-SYSU" + BATCH_SIZE_TRAIN: 4 +SOLVER: + MAX_EPOCHS: 14 + BASE_LR: 0.003 + LW_RCNN_SOFTMAX_2ND: 0.1 + LW_RCNN_SOFTMAX_3RD: 0.1 +MODEL: + LOSS: + LUT_SIZE: 5532 + CQ_SIZE: 5000 +DISP_PERIOD: 100 diff --git a/Code/Python/configs/prw-local.yaml b/Code/Python/configs/prw-local.yaml new file mode 100644 index 0000000..c5b1331 --- /dev/null +++ b/Code/Python/configs/prw-local.yaml @@ -0,0 +1,13 @@ +OUTPUT_DIR: "./logs/prw_coat" +INPUT: + DATASET: "PRW" + DATA_ROOT: "E:/DeepLearning/PersonSearch/COAT/datasets/PRW" + BATCH_SIZE_TRAIN: 3 +SOLVER: + MAX_EPOCHS: 13 + BASE_LR: 0.003 +MODEL: + LOSS: + LUT_SIZE: 482 + CQ_SIZE: 500 +DISP_PERIOD: 100 diff --git a/Code/Python/configs/prw.yaml b/Code/Python/configs/prw.yaml new file mode 100644 index 0000000..70a26f3 --- /dev/null +++ b/Code/Python/configs/prw.yaml @@ -0,0 +1,13 @@ +OUTPUT_DIR: "./logs/prw_coat" +INPUT: + DATASET: "PRW" + DATA_ROOT: "../../datasets/PRW" + BATCH_SIZE_TRAIN: 3 +SOLVER: + MAX_EPOCHS: 13 + BASE_LR: 0.003 +MODEL: + LOSS: + LUT_SIZE: 482 + CQ_SIZE: 500 +DISP_PERIOD: 100 diff --git a/Code/Python/datasets/__init__.py b/Code/Python/datasets/__init__.py new file mode 100644 index 0000000..58a3459 --- /dev/null +++ b/Code/Python/datasets/__init__.py @@ -0,0 +1,5 @@ +# This file is part of COAT, and is distributed under the +# OSI-approved BSD 3-Clause License. See top-level LICENSE file or +# https://github.com/Kitware/COAT/blob/master/LICENSE for details. + +from .build import build_test_loader, build_train_loader diff --git a/Code/Python/datasets/base.py b/Code/Python/datasets/base.py new file mode 100644 index 0000000..1a61cad --- /dev/null +++ b/Code/Python/datasets/base.py @@ -0,0 +1,42 @@ +# This file is part of COAT, and is distributed under the +# OSI-approved BSD 3-Clause License. See top-level LICENSE file or +# https://github.com/Kitware/COAT/blob/master/LICENSE for details. + +import torch +from PIL import Image + +class BaseDataset: + """ + Base class of person search dataset. + """ + + def __init__(self, root, transforms, split): + self.root = root + self.transforms = transforms + self.split = split + assert self.split in ("train", "gallery", "query") + self.annotations = self._load_annotations() + + def _load_annotations(self): + """ + For each image, load its annotation that is a dictionary with the following keys: + img_name (str): image name + img_path (str): image path + boxes (np.array[N, 4]): ground-truth boxes in (x1, y1, x2, y2) format + pids (np.array[N]): person IDs corresponding to these boxes + cam_id (int): camera ID (only for PRW dataset) + """ + raise NotImplementedError + + def __getitem__(self, index): + anno = self.annotations[index] + img = Image.open(anno["img_path"]).convert("RGB") + boxes = torch.as_tensor(anno["boxes"], dtype=torch.float32) + labels = torch.as_tensor(anno["pids"], dtype=torch.int64) + target = {"img_name": anno["img_name"], "boxes": boxes, "labels": labels} + if self.transforms is not None: + img, target = self.transforms(img, target) + return img, target + + def __len__(self): + return len(self.annotations) diff --git a/Code/Python/datasets/build.py b/Code/Python/datasets/build.py new file mode 100644 index 0000000..29ab278 --- /dev/null +++ b/Code/Python/datasets/build.py @@ -0,0 +1,104 @@ +# This file is part of COAT, and is distributed under the +# OSI-approved BSD 3-Clause License. See top-level LICENSE file or +# https://github.com/Kitware/COAT/blob/master/LICENSE for details. + +import torch +from utils.transforms import build_transforms +from utils.utils import create_small_table +from .cuhk_sysu import CUHKSYSU +from .prw import PRW + +def print_statistics(dataset): + """ + Print dataset statistics. + """ + num_imgs = len(dataset.annotations) + num_boxes = 0 + pid_set = set() + for anno in dataset.annotations: + num_boxes += anno["boxes"].shape[0] + for pid in anno["pids"]: + pid_set.add(pid) + statistics = { + "dataset": dataset.name, + "split": dataset.split, + "num_images": num_imgs, + "num_boxes": num_boxes, + } + if dataset.name != "CUHK-SYSU" or dataset.split != "query": + pid_list = sorted(list(pid_set)) + if dataset.split == "query": + num_pids, min_pid, max_pid = len(pid_list), min(pid_list), max(pid_list) + statistics.update( + { + "num_labeled_pids": num_pids, + "min_labeled_pid": int(min_pid), + "max_labeled_pid": int(max_pid), + } + ) + else: + unlabeled_pid = pid_list[-1] + pid_list = pid_list[:-1] # remove unlabeled pid + num_pids, min_pid, max_pid = len(pid_list), min(pid_list), max(pid_list) + statistics.update( + { + "num_labeled_pids": num_pids, + "min_labeled_pid": int(min_pid), + "max_labeled_pid": int(max_pid), + "unlabeled_pid": int(unlabeled_pid), + } + ) + print(f"=> {dataset.name}-{dataset.split} loaded:\n" + create_small_table(statistics)) + + +def build_dataset(dataset_name, root, transforms, split, verbose=True): + if dataset_name == "CUHK-SYSU": + dataset = CUHKSYSU(root, transforms, split) + elif dataset_name == "PRW": + dataset = PRW(root, transforms, split) + else: + raise NotImplementedError(f"Unknow dataset: {dataset_name}") + if verbose: + print_statistics(dataset) + return dataset + + +def collate_fn(batch): + return tuple(zip(*batch)) + + +def build_train_loader(cfg): + transforms = build_transforms(cfg, is_train=True) + dataset = build_dataset(cfg.INPUT.DATASET, cfg.INPUT.DATA_ROOT, transforms, "train") + return torch.utils.data.DataLoader( + dataset, + batch_size=cfg.INPUT.BATCH_SIZE_TRAIN, + shuffle=True, + num_workers=cfg.INPUT.NUM_WORKERS_TRAIN, + pin_memory=True, + drop_last=True, + collate_fn=collate_fn, + ) + + +def build_test_loader(cfg): + transforms = build_transforms(cfg, is_train=False) + gallery_set = build_dataset(cfg.INPUT.DATASET, cfg.INPUT.DATA_ROOT, transforms, "gallery") + query_set = build_dataset(cfg.INPUT.DATASET, cfg.INPUT.DATA_ROOT, transforms, "query") + gallery_loader = torch.utils.data.DataLoader( + gallery_set, + batch_size=cfg.INPUT.BATCH_SIZE_TEST, + shuffle=False, + num_workers=cfg.INPUT.NUM_WORKERS_TEST, + pin_memory=True, + collate_fn=collate_fn, + ) + query_loader = torch.utils.data.DataLoader( + query_set, + batch_size=cfg.INPUT.BATCH_SIZE_TEST, + shuffle=False, + num_workers=cfg.INPUT.NUM_WORKERS_TEST, + pin_memory=True, + collate_fn=collate_fn, + ) + return gallery_loader, query_loader diff --git a/Code/Python/datasets/cuhk_sysu.py b/Code/Python/datasets/cuhk_sysu.py new file mode 100644 index 0000000..bdf45bd --- /dev/null +++ b/Code/Python/datasets/cuhk_sysu.py @@ -0,0 +1,121 @@ +# This file is part of COAT, and is distributed under the +# OSI-approved BSD 3-Clause License. See top-level LICENSE file or +# https://github.com/Kitware/COAT/blob/master/LICENSE for details. + +import os.path as osp +import numpy as np +from scipy.io import loadmat +from .base import BaseDataset + +class CUHKSYSU(BaseDataset): + def __init__(self, root, transforms, split): + self.name = "CUHK-SYSU" + self.img_prefix = osp.join(root, "Image", "SSM") + super(CUHKSYSU, self).__init__(root, transforms, split) + + def _load_queries(self): + # TestG50: a test protocol, 50 gallery images per query + protoc = loadmat(osp.join(self.root, "annotation/test/train_test/TestG50.mat")) + protoc = protoc["TestG50"].squeeze() + queries = [] + for item in protoc["Query"]: + img_name = str(item["imname"][0, 0][0]) + roi = item["idlocate"][0, 0][0].astype(np.int32) + roi[2:] += roi[:2] + queries.append( + { + "img_name": img_name, + "img_path": osp.join(self.img_prefix, img_name), + "boxes": roi[np.newaxis, :], + "pids": np.array([-100]), # dummy pid + } + ) + return queries + + def _load_split_img_names(self): + """ + Load the image names for the specific split. + """ + assert self.split in ("train", "gallery") + # gallery images + gallery_imgs = loadmat(osp.join(self.root, "annotation", "pool.mat")) + gallery_imgs = gallery_imgs["pool"].squeeze() + gallery_imgs = [str(a[0]) for a in gallery_imgs] + if self.split == "gallery": + return gallery_imgs + # all images + all_imgs = loadmat(osp.join(self.root, "annotation", "Images.mat")) + all_imgs = all_imgs["Img"].squeeze() + all_imgs = [str(a[0][0]) for a in all_imgs] + # training images = all images - gallery images + training_imgs = sorted(list(set(all_imgs) - set(gallery_imgs))) + return training_imgs + + def _load_annotations(self): + if self.split == "query": + return self._load_queries() + + # load all images and build a dict from image to boxes + all_imgs = loadmat(osp.join(self.root, "annotation", "Images.mat")) + all_imgs = all_imgs["Img"].squeeze() + name_to_boxes = {} + name_to_pids = {} + unlabeled_pid = 5555 # default pid for unlabeled people + for img_name, _, boxes in all_imgs: + img_name = str(img_name[0]) + boxes = np.asarray([b[0] for b in boxes[0]]) + boxes = boxes.reshape(boxes.shape[0], 4) # (x1, y1, w, h) + valid_index = np.where((boxes[:, 2] > 0) & (boxes[:, 3] > 0))[0] + assert valid_index.size > 0, "Warning: {} has no valid boxes.".format(img_name) + boxes = boxes[valid_index] + name_to_boxes[img_name] = boxes.astype(np.int32) + name_to_pids[img_name] = unlabeled_pid * np.ones(boxes.shape[0], dtype=np.int32) + + def set_box_pid(boxes, box, pids, pid): + for i in range(boxes.shape[0]): + if np.all(boxes[i] == box): + pids[i] = pid + return + + # assign a unique pid from 1 to N for each identity + if self.split == "train": + train = loadmat(osp.join(self.root, "annotation/test/train_test/Train.mat")) + train = train["Train"].squeeze() + for index, item in enumerate(train): + scenes = item[0, 0][2].squeeze() + for img_name, box, _ in scenes: + img_name = str(img_name[0]) + box = box.squeeze().astype(np.int32) + set_box_pid(name_to_boxes[img_name], box, name_to_pids[img_name], index + 1) + else: + protoc = loadmat(osp.join(self.root, "annotation/test/train_test/TestG50.mat")) + protoc = protoc["TestG50"].squeeze() + for index, item in enumerate(protoc): + # query + im_name = str(item["Query"][0, 0][0][0]) + box = item["Query"][0, 0][1].squeeze().astype(np.int32) + set_box_pid(name_to_boxes[im_name], box, name_to_pids[im_name], index + 1) + # gallery + gallery = item["Gallery"].squeeze() + for im_name, box, _ in gallery: + im_name = str(im_name[0]) + if box.size == 0: + break + box = box.squeeze().astype(np.int32) + set_box_pid(name_to_boxes[im_name], box, name_to_pids[im_name], index + 1) + + annotations = [] + imgs = self._load_split_img_names() + for img_name in imgs: + boxes = name_to_boxes[img_name] + boxes[:, 2:] += boxes[:, :2] # (x1, y1, w, h) -> (x1, y1, x2, y2) + pids = name_to_pids[img_name] + annotations.append( + { + "img_name": img_name, + "img_path": osp.join(self.img_prefix, img_name), + "boxes": boxes, + "pids": pids, + } + ) + return annotations diff --git a/Code/Python/datasets/prw.py b/Code/Python/datasets/prw.py new file mode 100644 index 0000000..738c6d3 --- /dev/null +++ b/Code/Python/datasets/prw.py @@ -0,0 +1,97 @@ +# This file is part of COAT, and is distributed under the +# OSI-approved BSD 3-Clause License. See top-level LICENSE file or +# https://github.com/Kitware/COAT/blob/master/LICENSE for details. + +import os.path as osp +import re + +import numpy as np +from scipy.io import loadmat + +from .base import BaseDataset + + +class PRW(BaseDataset): + def __init__(self, root, transforms, split): + self.name = "PRW" + self.img_prefix = osp.join(root, "frames") + super(PRW, self).__init__(root, transforms, split) + + def _get_cam_id(self, img_name): + match = re.search(r"c\d", img_name).group().replace("c", "") + return int(match) + + def _load_queries(self): + query_info = osp.join(self.root, "query_info.txt") + with open(query_info, "rb") as f: + raw = f.readlines() + + queries = [] + for line in raw: + linelist = str(line, "utf-8").split(" ") + pid = int(linelist[0]) + x, y, w, h = ( + float(linelist[1]), + float(linelist[2]), + float(linelist[3]), + float(linelist[4]), + ) + roi = np.array([x, y, x + w, y + h]).astype(np.int32) + roi = np.clip(roi, 0, None) # several coordinates are negative + img_name = linelist[5][:-2] + ".jpg" + queries.append( + { + "img_name": img_name, + "img_path": osp.join(self.img_prefix, img_name), + "boxes": roi[np.newaxis, :], + "pids": np.array([pid]), + "cam_id": self._get_cam_id(img_name), + } + ) + return queries + + def _load_split_img_names(self): + """ + Load the image names for the specific split. + """ + assert self.split in ("train", "gallery") + if self.split == "train": + imgs = loadmat(osp.join(self.root, "frame_train.mat"))["img_index_train"] + else: + imgs = loadmat(osp.join(self.root, "frame_test.mat"))["img_index_test"] + return [img[0][0] + ".jpg" for img in imgs] + + def _load_annotations(self): + if self.split == "query": + return self._load_queries() + + annotations = [] + imgs = self._load_split_img_names() + for img_name in imgs: + anno_path = osp.join(self.root, "annotations", img_name) + anno = loadmat(anno_path) + box_key = "box_new" + if box_key not in anno.keys(): + box_key = "anno_file" + if box_key not in anno.keys(): + box_key = "anno_previous" + + rois = anno[box_key][:, 1:] + ids = anno[box_key][:, 0] + rois = np.clip(rois, 0, None) # several coordinates are negative + + assert len(rois) == len(ids) + + rois[:, 2:] += rois[:, :2] + ids[ids == -2] = 5555 # assign pid = 5555 for unlabeled people + annotations.append( + { + "img_name": img_name, + "img_path": osp.join(self.img_prefix, img_name), + "boxes": rois.astype(np.int32), + # (training pids) 1, 2,..., 478, 480, 481, 482, 483, 932, 5555 + "pids": ids.astype(np.int32), + "cam_id": self._get_cam_id(img_name), + } + ) + return annotations diff --git a/Code/Python/defaults.py b/Code/Python/defaults.py new file mode 100644 index 0000000..83661af --- /dev/null +++ b/Code/Python/defaults.py @@ -0,0 +1,219 @@ +# This file is part of COAT, and is distributed under the +# OSI-approved BSD 3-Clause License. See top-level LICENSE file or +# https://github.com/Kitware/COAT/blob/master/LICENSE for details. + +from yacs.config import CfgNode as CN + +_C = CN() + +# -------------------------------------------------------- # +# Input # +# -------------------------------------------------------- # +_C.INPUT = CN() +_C.INPUT.DATASET = "CUHK-SYSU" +_C.INPUT.DATA_ROOT = "E:/DeepLearning/PersonSearch/COAT/datasets/CUHK-SYSU" + +# Size of the smallest side of the image +_C.INPUT.MIN_SIZE = 900 +# Maximum size of the side of the image +_C.INPUT.MAX_SIZE = 1500 + +# Number of images per batch +_C.INPUT.BATCH_SIZE_TRAIN = 1 +_C.INPUT.BATCH_SIZE_TEST = 1 + +# Number of data loading threads +_C.INPUT.NUM_WORKERS_TRAIN = 5 +_C.INPUT.NUM_WORKERS_TEST = 1 + +# Image augmentation +_C.INPUT.IMAGE_CUTOUT = False +_C.INPUT.IMAGE_ERASE = False +_C.INPUT.IMAGE_MIXUP = False + +# -------------------------------------------------------- # +# GRID # +# -------------------------------------------------------- # +_C.INPUT.IMAGE_GRID = False +_C.GRID = CN() +_C.GRID.ROTATE = 1 +_C.GRID.OFFSET = 0 +_C.GRID.RATIO = 0.5 +_C.GRID.MODE = 1 +_C.GRID.PROB = 0.5 + +# -------------------------------------------------------- # +# Solver # +# -------------------------------------------------------- # +_C.SOLVER = CN() +_C.SOLVER.MAX_EPOCHS = 13 + +# Learning rate settings +_C.SOLVER.BASE_LR = 0.003 + +# The epoch milestones to decrease the learning rate by GAMMA +_C.SOLVER.LR_DECAY_MILESTONES = [10, 14] +_C.SOLVER.GAMMA = 0.1 + +_C.SOLVER.WEIGHT_DECAY = 0.0005 +_C.SOLVER.SGD_MOMENTUM = 0.9 + +# Loss weight of RPN regression +_C.SOLVER.LW_RPN_REG = 1 +# Loss weight of RPN classification +_C.SOLVER.LW_RPN_CLS = 1 + +# Loss weight of Cascade R-CNN and Re-ID (OIM) +_C.SOLVER.LW_RCNN_REG_1ST = 10 +_C.SOLVER.LW_RCNN_CLS_1ST = 1 +_C.SOLVER.LW_RCNN_REG_2ND = 10 +_C.SOLVER.LW_RCNN_CLS_2ND = 1 +_C.SOLVER.LW_RCNN_REG_3RD = 10 +_C.SOLVER.LW_RCNN_CLS_3RD = 1 +_C.SOLVER.LW_RCNN_REID_2ND = 0.5 +_C.SOLVER.LW_RCNN_REID_3RD = 0.5 +# Loss weight of box reid, softmax loss +_C.SOLVER.LW_RCNN_SOFTMAX_2ND = 0.5 +_C.SOLVER.LW_RCNN_SOFTMAX_3RD = 0.5 + +# Set to negative value to disable gradient clipping +_C.SOLVER.CLIP_GRADIENTS = 10.0 + +# -------------------------------------------------------- # +# RPN # +# -------------------------------------------------------- # +_C.MODEL = CN() +_C.MODEL.RPN = CN() +# NMS threshold used on RoIs +_C.MODEL.RPN.NMS_THRESH = 0.7 +# Number of anchors per image used to train RPN +_C.MODEL.RPN.BATCH_SIZE_TRAIN = 256 +# Target fraction of foreground examples per RPN minibatch +_C.MODEL.RPN.POS_FRAC_TRAIN = 0.5 +# Overlap threshold for an anchor to be considered foreground (if >= POS_THRESH_TRAIN) +_C.MODEL.RPN.POS_THRESH_TRAIN = 0.7 +# Overlap threshold for an anchor to be considered background (if < NEG_THRESH_TRAIN) +_C.MODEL.RPN.NEG_THRESH_TRAIN = 0.3 +# Number of top scoring RPN RoIs to keep before applying NMS +_C.MODEL.RPN.PRE_NMS_TOPN_TRAIN = 12000 +_C.MODEL.RPN.PRE_NMS_TOPN_TEST = 6000 +# Number of top scoring RPN RoIs to keep after applying NMS +_C.MODEL.RPN.POST_NMS_TOPN_TRAIN = 2000 +_C.MODEL.RPN.POST_NMS_TOPN_TEST = 300 + +# -------------------------------------------------------- # +# RoI head # +# -------------------------------------------------------- # +_C.MODEL.ROI_HEAD = CN() +# Whether to use bn neck (i.e. batch normalization after linear) +_C.MODEL.ROI_HEAD.BN_NECK = True +# Number of RoIs per image used to train RoI head +_C.MODEL.ROI_HEAD.BATCH_SIZE_TRAIN = 128 +# Target fraction of foreground examples per RoI minibatch +_C.MODEL.ROI_HEAD.POS_FRAC_TRAIN = 0.25 # 0.5 + +_C.MODEL.ROI_HEAD.USE_DIFF_THRESH = True +# Overlap threshold for an RoI to be considered foreground (if >= POS_THRESH_TRAIN) +_C.MODEL.ROI_HEAD.POS_THRESH_TRAIN = 0.5 +_C.MODEL.ROI_HEAD.POS_THRESH_TRAIN_2ND = 0.6 +_C.MODEL.ROI_HEAD.POS_THRESH_TRAIN_3RD = 0.7 +# Overlap threshold for an RoI to be considered background (if < NEG_THRESH_TRAIN) +_C.MODEL.ROI_HEAD.NEG_THRESH_TRAIN = 0.5 +_C.MODEL.ROI_HEAD.NEG_THRESH_TRAIN_2ND = 0.6 +_C.MODEL.ROI_HEAD.NEG_THRESH_TRAIN_3RD = 0.7 +# Minimum score threshold +_C.MODEL.ROI_HEAD.SCORE_THRESH_TEST = 0.5 +# NMS threshold used on boxes +_C.MODEL.ROI_HEAD.NMS_THRESH_TEST = 0.4 +_C.MODEL.ROI_HEAD.NMS_THRESH_TEST_1ST = 0.4 +_C.MODEL.ROI_HEAD.NMS_THRESH_TEST_2ND = 0.4 +_C.MODEL.ROI_HEAD.NMS_THRESH_TEST_3RD = 0.5 +# Maximum number of detected objects +_C.MODEL.ROI_HEAD.DETECTIONS_PER_IMAGE_TEST = 300 + +# -------------------------------------------------------- # +# Transformer head # +# -------------------------------------------------------- # +_C.MODEL.TRANSFORMER = CN() +_C.MODEL.TRANSFORMER.DIM_MODEL = 512 +_C.MODEL.TRANSFORMER.ENCODER_LAYERS = 1 +_C.MODEL.TRANSFORMER.N_HEAD = 8 +_C.MODEL.TRANSFORMER.USE_OUTPUT_LAYER = False +_C.MODEL.TRANSFORMER.DROPOUT = 0. +_C.MODEL.TRANSFORMER.USE_LOCAL_SHORTCUT = True +_C.MODEL.TRANSFORMER.USE_GLOBAL_SHORTCUT = True + +_C.MODEL.TRANSFORMER.USE_DIFF_SCALE = True +_C.MODEL.TRANSFORMER.NAMES_1ST = ['scale1','scale2'] +_C.MODEL.TRANSFORMER.NAMES_2ND = ['scale1','scale2'] +_C.MODEL.TRANSFORMER.NAMES_3RD = ['scale1','scale2'] +_C.MODEL.TRANSFORMER.KERNEL_SIZE_1ST = [(1,1),(3,3)] +_C.MODEL.TRANSFORMER.KERNEL_SIZE_2ND = [(1,1),(3,3)] +_C.MODEL.TRANSFORMER.KERNEL_SIZE_3RD = [(1,1),(3,3)] +_C.MODEL.TRANSFORMER.USE_MASK_1ST = False +_C.MODEL.TRANSFORMER.USE_MASK_2ND = True +_C.MODEL.TRANSFORMER.USE_MASK_3RD = True +_C.MODEL.TRANSFORMER.USE_PATCH2VEC = True + +#### +_C.MODEL.USE_FEATURE_MASK = True +_C.MODEL.FEATURE_AUG_TYPE = 'exchange_token' # 'exchange_token', 'jigsaw_token', 'cutout_patch', 'erase_patch', 'mixup_patch', 'jigsaw_patch' +_C.MODEL.FEATURE_MASK_SIZE = 4 +_C.MODEL.MASK_SHAPE = 'stripe' # 'square', 'random' +_C.MODEL.MASK_SIZE = 1 +_C.MODEL.MASK_MODE = 'random_direction' # 'horizontal', 'vertical' for stripe; 'random_size' for square +_C.MODEL.MASK_PERCENT = 0.1 +#### +_C.MODEL.EMBEDDING_DIM = 256 + +# -------------------------------------------------------- # +# Loss # +# -------------------------------------------------------- # +_C.MODEL.LOSS = CN() +# Size of the lookup table in OIM +_C.MODEL.LOSS.LUT_SIZE = 5532 +# Size of the circular queue in OIM +_C.MODEL.LOSS.CQ_SIZE = 5000 +_C.MODEL.LOSS.OIM_MOMENTUM = 0.5 +_C.MODEL.LOSS.OIM_SCALAR = 30.0 + +_C.MODEL.LOSS.USE_SOFTMAX = True + +# -------------------------------------------------------- # +# Evaluation # +# -------------------------------------------------------- # +# The period to evaluate the model during training +_C.EVAL_PERIOD = 1 +# Evaluation with GT boxes to verify the upper bound of person search performance +_C.EVAL_USE_GT = False +# Fast evaluation with cached features +_C.EVAL_USE_CACHE = False +# Evaluation with Context Bipartite Graph Matching (CBGM) algorithm +_C.EVAL_USE_CBGM = False +# Gallery size in evaluation, only for CUHK-SYSU +_C.EVAL_GALLERY_SIZE = 100 +# Feature used for evaluation +_C.EVAL_FEATURE = 'concat' # 'stage2', 'stage3' + +# -------------------------------------------------------- # +# Miscs # +# -------------------------------------------------------- # +# Save a checkpoint after every this number of epochs +_C.CKPT_PERIOD = 1 +# The period (in terms of iterations) to display training losses +_C.DISP_PERIOD = 10 +# Whether to use tensorboard for visualization +_C.TF_BOARD = True +# The device loading the model +_C.DEVICE = "cuda:0" +# Set seed to negative to fully randomize everything +_C.SEED = 1 +# Directory where output files are written +_C.OUTPUT_DIR = "./output" + + +def get_default_cfg(): + """ + Get a copy of the default config. + """ + return _C.clone() diff --git a/Code/Python/doc/framework.png b/Code/Python/doc/framework.png new file mode 100644 index 0000000000000000000000000000000000000000..1903b5412950a81a4fd7f4ea6658b687fb09a7bc GIT binary patch literal 1500202 zcmZs@WmubCvo>5>DDLh>in~*+I4xc%?(PuWp}1>t3I$4m;!@lpKykO=6p}*l;P!=E zp8f3a-9I>v1d?mbnwd3o&N;J)R#TD3L?c6c_UswvI|Z2!&z_;ymwHw;PVoo+2GLqlS@PMl+C=m_QzZC%R2KzZw`b3Yai4w=h8fNzo;`ak zekUWT>1_nPNA{-p<#QCjchUj&&rdu^t4?f47RHZzmW)6vPn$9%49;~M7nV;k85iad zv<+>aK7614`)8q}Zn}rN#YlRng`(Et{dyCbhFXF8i_u_&7j?$s5?XWmbNq92bB{lq zU@(6<-myHb+uwshQ>6tb6-6SHd^6BLd`n*!CcWn;zhGtCUbtsFOxoLs+Cx;3$M|^H zRG|B6b4J+h%W)QTdv%+m`r~XZU zT?AZSUL8XoiK4UjGbPo5I~+30-?PCqASY&vtzuK5I`KI!jK8JGp&iCMAq+4hrP2oP z7rFtmR0({Ec&t42GJXWa1Vzqq@0v4^!!Wc|cC}?5=!#^_s_WTx8Vvgv78lWIK7l;eUUu>>$|Yr8){%o1Q+Qr=cDmBu z+$Ey_*G{6PShJTIzt4e=n;mlSMJfXO?+Yh+HJlko{#I*5c+61H+bxbs9u+eVm(Biz zb@Yz$lBx+Di>>qKuZGqEU%O|_9=r`_7c70)#>0#bwgI>S4};+qs{9zC329c@>=T(f zF@-nZ;(|Cr8G;`tTZ-Z4+Pd(PXy#AcJ&Ew4ztJ3rdrQV#8v)OW@9ZQ;5l7z<$V?Bz zQk;lq6AXYGsxOHr5%0fb2Gq{JR-U#9&7;Bh<=9Hy2D+WhF~BgE4_f9#rD0`fmLQuZ zr#$h$mFe&kE#S5|LRGiz$p3nmLfQP>&HpyOtfg5G(qgQ2^kJxfgy5@Fc2l7?I0x-7 zzuU2xRI1-uv?I9L@br>7fBB&G4N!rVd(`14hwGb16rNYCudkn`W>`%F|E}iODn0je zC$zuJx7Y$dHzRd(OfW`jiqPx&z01Bk9DBcrtzgt@9}0j|BjyqrJc zZ2R&!^yuz)mgI`pKgSNfFg|vIlyaXu0<|7F+QGIYGP~87gO>d$2L!j z-kgbRK5Ctj`^v(t2GX!{yF(LMg1_bek$Q_#};3q8ZXHZp~}0} zx&L>N$RjGKrY=+8kXq;azz@bZm73UwKl~HAme)ygVwvqQ_1mn)`er5@MN^yWNM=U+ zj7)(BCoI;kpxfpAljb+;I2HkR7=yl1!?sf$f{tn<)Wt+ggpLkr#zx&Wp*@}@^uLg_txf2dN+#b4_C6U3k@NhF- zsrRGqyx4J`xE2;=kD&0#ra|k_iR8A$-A#;tpP8WrcFT82!M*%4Yy&@F4*Y2MwSK8; z8iEFu#~EI2;4NkI4Dc4u?D_E5#C+`pbfUA^=L6x&{;Kf~=d9xERpWjH;>pFs(bt{G zUXMBlsmky70?Z1obii2&->U1>My+Y&p^DO`9>>j0A$M*bStI`iW9Bo*1)`#P$Vwb#&!}+LUs^$Cqi0Ta_v!XlwgaOcW zmC!0l`mICAWMM9)Zg1yNUC(?Ix|}#6j6w;*tH>Sn+dkZF2>M^n3|L zfD|Wf%tn21^UC0CyuEho2~7 zNN%BlTjMCRnwaUV|9;*mpL?iZvCqXKV3=D5V$U1#E##_!_OQ*Br-BHdysGxpr66NR z4As3aB*)d+i+R8qoAaydS0zby*a|0_*yXR~dUz0>i9!1aAq~JKC`e9+~`UW!$T9u1cT><=Vc=`ZQ|ZJ>K%3yhHhsW zJTE6Oz+$BX>V1_OUy!j5+Tr>pPw9uMX-IC3;lQ^@q6G0VFnp4EM8_gg`qcRwk51lI zKUS#NFFF-8q*|wS{CyJu_kl_0bqRDtUvvyN0E(-wn_J+NFP>iuSD<;+WLI+1-NQuJ z1$Q1{e?Up6uGj#1fc?#i?2=en3GRsrdj#~Y#8^$hJSMu+OVsm@A>@esqKbuV+k`Sot14e z6=O^Hb+Min%9=cDz9D>WR{$>eHIln~o~n}&Zf3BHzkTO6>mu=(8z~F-A!P_L?Z1mW zy%w2N<#ovS=nEmo&p`TqShATDK!13~ywCc9M99O7gQKv@yyZ!UMEJf`-~#aiaFmak zL3;H?G~hvauknOuZ^Dq{Nq#z51%*6?M#O0iNJ6DwAo^D2Va~jLil?9iDm?2G@e1@{ zy0=x(I$n&^MKw0P)uV@T^49IW#s@G~D-9np!5HY_K34nNP99$cWxMjq;6>JSVeQ?M zKn3I-Y8uPhrNrkK*r7`8ahA*l;2IFGVkHD9N(HXAHYqh$`p#MPK!K%N{cX~Dsrdp~ zbbJttl`)olxX}?Dp(QcD;oWTR^f>NI5=#?$z*{V9evPiQs(QcB_Vs(SU=Y=w zBNgF4;e;&oNu~htsp@g-a>rUW^lMsK81Jmqgp?-|&3E9bneTS?Pd7_lF}S6oq5=Wy zzq)+m1bxd0#X@h1&}B0d>27A5Oq!3+7Lre0x7ag*QWtA>KaIn#h1l4sDu6iH4RA3* zf}-q3g|0FM)}e}Q)y}fLGi<*BojeN}TE-!DsnSaIYVgnhx7&8we^JwzO%;r6y(^OW z7u)DKh(-reX&V>E?7)C6II%t})f~4qwp7Hp_gkH*LFXjS4N8!Ft^UxTBwIa!A0}y% zZ}Jfx@~!28xwRK;TpkkVM*G3pj5MbhS>CoJ173$7ohX!u*02X{t?OxKt!)`3E7 zEb6vOgiX)`A`6d zYH0!tu+~zmh)k$O(1*!Ed#P%(;@eR8nhmM%cvJcQ`rfaH|1643jvr#nm}CbR=5Y%aMLW}5%ae=7hcsr4&EcC!0xr;NI6crk~o{utglY>rgU)5aQE9 zv3|wGj6zE@>ltZbJQ9hIGy2-d-q{)8C`+Fq+>x>ow)Bz&dmG6A_2`(DR-YA{!UqV7 zgInKa;7z6VOTfBEN#7n^{fQDIi1F=S zKr5^XR52chrnr9Snh5S>-&lG>9;qt1Ol^Qa+-V;Kf3k>kFJO`o=tK{crg7MF0 zPaewhWJh9r_5~`wWUO@rWt{5nxl(+TsGxd6T%yyU!F6s+3&;7$CvXrN@MPf_Z3$Xa z?J0q!xY@6EuPufe_0gVUMM8zDFfglD@Q({?ND1~&9G+RrOc%M=a^pL{qy}<~eH^EF zl){$iySFIP2RB)L&ppkSfOmG(&h=4?5}H=$@Piz`LxZoaAvJFm0Es{n6xblnbZ7%M zKTc7W+J146I&-0uYa3?*L^yzoll~{q9awitT!l(pg#qXO+G9ghE5@b7Wyu8laV!nK zkGytdi@z=@6&!@0)!j^2uoos4?M2R+oAvRhM=BX8qw40I7r>*?;#Xsnx&v5&>TgoU zfvO6!f|6A -V_^K0o{^6J=|*4CB2SAh|1kANp!C|*FE98Cj~%U31J>vFUD#lvQx z1X;2(UiYM!;-pPi2bZ70;oRN-v5d*nG8QYh#{#nrN_;E^LI6J%NQ|#q-2xl3^e74mre6x$_BR9w69{VCOk;fWAjZB0e1BrnADH%2JK>e{5y3 zW%qt)xdIy=4I3Q_jFoVA1{{@73I|yjrP~GaM86R#e8L zgT3HKsA}M^Z375UU&QXJQ5DWtJb`y}=lJ(XC$_RHUQZzYA7c@Rwg#*XkK=T)IWg4< z?1%2bV~#o8Bh6Q?PnAn;$;!2_F6_d9Df-3~<>d`^wvR$G-CADfuJRlB7I zw@m6mFuYjm_uwuCfl=S6mfufQgRbge%KWO)@Js-2z~c4UKl1P>SYif&R9 z0T>K0v+SoD-(t&>MNOM|aIDAwOx5!GdocWnMW6)~s=kJo3-?yw-XGlXm^AXY%vC7Q z`j%Ob{dgp#VULNA;K%#QW#@nO6tMPO!`W@CN4?aR;`Ir`E-IXi!v3%NY!Ij5ao_pw zMd0z5d{N%NDzyr{zaoIeRx8Qu!I_K!5%Fdq(H?6($=|AXT#{Pn(kp)jFTDOp|HbM2 zr*gA2yMmV)x6q}U_eu`U1E)#R`(|oQ6Vd#}W##v@g~rBNz$Z7;?6QH^G^6D+YBO9? zTgom4)a0zWXMa5`su0*2B{QbMAU)-b65(`Kvy(p42s{>Rz8z#UaO!}&TgB(e`iali z86z(1h<5>@-+Tt(HOEi4|2K^Eg*}Kzx5eBflOZv{j+7XgP6nnF-2zGf;%tcc?en^0 z0n%IzcYUAD#pS*nmQft00x>_OSsRb0?2yL56+VC_#_G2Nt!!z|v_{DfIIMRAolO3k zvaA~4smpCF1@*w$k<t6(XDr*uB3_^n!&p}6DG~O=?2OQL*cQBc-jRlB~&nVf< z!E3VtAS==#e%C9YvF)pL(_>$u6~^7@9bvn!id@JxfM^et-Vq}S1HemSA5EzViHzIX z0v#14-sVYOZ%T)7D)Kb0j6gVNMBx2~vB;!KoZqf1a~BkS%tHZKXLkO7wIMJ`oavim ze#ubq-Kp6(p(nLzH_QlDuD-w;DjsMg%%L;NiI#bjQ)-s?hW)0$U4C3xBq|DV! zJjis}3{;a;4S}-<)n-XMy#1Y;MXC^=05*=8SC?*?Lc9feS#Lx#IMa7dfc|ity&Aab zQEl90$}xVLc@=B>GLf9@hiRZ^8qJO7eU0xwo>9(B13y#nlAfF#imuc#Hsyz})(336 zy<#t$)ZoX)ymjEvfwMN5trc%nm14!YC)D!az@wQhKRk-TU&YnCFc%R2hu#^J%__-y zcC^&t%rPbf@E9LCy}K1$%Z;u7_=ecGwt~buH7awL)vq?UGpR_$joLXjO6ag`bno9& z^gRrIC@0~ywnH~3m!a_8!e!U&=$8CZg0%918e!vWJ~Qaby^qwyU2ctvG0gZVTQT-v z68YBPr79B_=r%7H3x@rlH7GNKo*tR&(MN@C!i<6%( z$xZX!8~6-&*{6W_|4+FLztNSnu_Ue_MvSqltE8dXdj)7^@F#7r5UY&Ad8X(CE;tYW zcdE~xP~Wh;yEq@I>a#L9HTA!~ zdAU??n)W0>S|nDqtB6ecCB529;L+Htg8XK&=lmZ-cRmzY2R=pelK-K7pE!)w*Dt7t z5uZ}S|9S*14Bv2$(egTx+*0js4PH~6fcn%lgw+@beRr*03c$7ztwz%S!Uj0;A~7n8gDeJ43w-jF&(aZw zUi;|^n{S@ap{|GU%fip)R9GOO)EVAdDo|pnVKtfdEJeP9R7#eXK{&G*VQlOlJVm`Y zs;VYP;L)6I%ejR|C%42Ww`7SpYgW9LBItE(r$6@?_1Nz~D&l}b^@g#FBs#vU>jvhPgPAjoB_szHzH^*5t;5_X`__(%&;q(z=AqZy6wa%#?>|S-P*o0jH4Ci^GgCEa8>&1qZo@ z5BIo~N9Qu*z+8S2)-~c;%@ZjWH(BpWTPQ@<`$Vm%HOa4do!Wn2k|rfL_zqWYROlCO z?;>Km_qS;0g=-I{aFf=O)D?o8KBVhSm9JZrRmm%H5@`ovMV4rPfXL=EMcr(PRwkVB z?C~W|xQ}*Tyy9mwc-IwlGTeS(oFiQP>c;y{{Ts6V-tJDV+8j2#C#W{?GW{PVW2`_v zWv8r3G4DB26aDMH1`uLt0x12f=c==%Y70cpk}MehPWu5uBhdbJ$Tnrzp+xP;OIl= zCd-GF90}}mfy95&c)TQm4DR9W3^-3i%1h){m|FkjjA!d&ubGWtiV@~dYm)yVt zd}^rU>0a27?)B^koqJS(ej@0zHx{-RJ-13vce%s{{thpSii?+a0Eh}4tOTFy&ztOb z9-v^j0AI#>xS)CVV?S({EIM}Kr*~?hU|a?}CXqV$W54R6As*}d;!OtC*cz00w7#25 zd?53BxO2R_EXgnYQ9>f@VS9DX$fn)(Cn2^B^aKCq|D-^0!cX4y9L}9ZZ@;5EY&&$n z!l+|WtO+O~oknv_HZ~63N+6P5DQ^=|TUv@}?R4V9JTLNbK&hk)g-}rSM^x_DtoET1 ztzj)5*?n@OW|jJs=RvV&fSoB^hHazXP)9%$BM9mv^#P4+`~cV%-(<-)WDLV7gG2MvwZT;Ks`*EKg9s4f|lsi=JSW&GC9oc-ZY_2JXQBW0j8{;wtEh2tCJ zz_9#)8}bH>1+}iZS49jjwbxpLD{kmVS6Y-_e=-iZvHv}vVGe^KKKzk*#6-fpu6P5d zQUpW8I>B}#vjm<29Fgn07h&|}HTymwlbx2;ly|v$T5)^pt<`27f-k$w=-Q<#B z*c@E**+dhIpGh0NqSN{A-k7#n6t~FwHdzNRv|*Xcz-JpznE?N4(D(sO9cgoxG0(j? zDF(ai7L#5ZxGho2agk;FE~}KKjNylxx~A!mUTP(H@2sE}h0#+_qLx)I0HP8(@v6EJ zElrG)soYsg#RF*+ONX}P`+MB$;VMr}T(W2E1e-xy@>vo zj}M4JmqpaHMZ(HWz@vD2@=#uLNETIJ)5Ff-kRwx%e$a`mCWh9Z_s^u|{czKXLTj!R z8k8}%iTPBy3nqRHz15Kt673V)Aos&Dni`Md#C$6Uz%x`vEGlI{&XdGqa-0|py`<`9 zUPPr6Y)b;+MGpV))%?iEtofNg^T#A39-IrcVGDVO8enCK8m)u*1El|1U&s;@b8&kk z*!8`(djpGLr7wGPFLl&S~ ze74RdhzPtk7um`2gNC>4JHaT)fm*SYHRp}A$)bqze)5aAi<_&7T?xi_7gKAkwv?3J zoI&^GcY8CcliYgoLrOt+cTHWuq2iG!1=K-jg;CW`Uo7MMwyt?c?zSI+kNd{JjLsW` zs`db?K5e-vftAp(UZDmRz73JbQ@T6BG*)Qo*EwH`Ubm2wUHPL;V~K0ZK>2+9jP$tO zPY8E0h!UdABu)k6-e;jrE==R-+`v30yZ7>zUMvapEd}4|aU8e#6)Iz-ytQ6!y`RC! z$&9@Uqv#*7Vu2*2mSr)($jB5;K1dl)t3~!k=<&fWQzjP*3oA)w<2{C$s%3nvb6oR{ zTI40f3s>@;b0|XM6WNWH?(sbJj`~$%*>#!%#5}1M6FmGH&D!RC9hM*QjMiFk_dOlD zv0@K&>dh%VL5Blce~yfQc0n^CtV36S>{9 z*JlKe1Yo1KcnF3>|8Ln>ZOmjRS?{j8x^BF_Y0J{qf3@(W<7uQ-Wy0u#v~Ya(+@+)C zCFMr?1QA;b3l=i=X1vv|w+{oaa`mK9+Rw!+cIjcwRdKxB+4YVAUhC}O6kWydLa z7rBY|`?T`#zkl@Ke#^;IUY^G2LIQ2X zYzv>^=6>GxwUSGunN);LaPs|wWf*cl?3J{=gf_IFy!*hVOY^40<>oB`--pdhF!$!g^0-? zJ7hO6a{67M`R$>{VtWu~Zo30+4srPRGIhSV#3D;yj7p6eo9wIs;?4^My##9Mqfyib z3@;kmeXh!MbQka!&=vcin_tLHC&UtW2psJX&+bdc3y)w(7)C;gf6j>0^qC%&3svfS zD&Fry+I)=lrW0CzVtsxI5CN1GkaosrU}c?#vMZ*BZho|`|%NhS*^ zyji+EtXKgG9ww9AZVZT2(>BqhhTUPIiKK3ln}!A>Vt>9MD736VSi&?_V2hE~vwdlX zp0J@%h)jEiO;b-xx;B*{MDXX+X3@6G8z|bsMyLV{TDaFY_RiB)&c3M$GI7(3D0Wz= za~-$l=v+HMJgO2Pj$(DZ_3(n{sbOT5Vg*0; z^DA*%-?az?=4soi(12r@!^FkQ1M;8cSub^#nJyu4)yHEL1^AQX2v+yZ8P&C7vrGIgsYWj-K6J3LKu=3X`#?@qQjfYJcGkz zt5+EB9zV0$6;+&okgi znm1x(rt~n5K$T{XM+P*qnB$4AE2M}0)OFKftvz$%NSrTO!Qa{y`iYRXOu7S`DF9)r z4d^R$6gcTS2>B$8G8U0^Y-2fLAiRgqmjm)gCSCjD6e?$7Zc+FKQVuv@2xGn?dNm_2 z_2&1l4|qxB-e1go+l>DF1BXJzHDbZk_-+pSk;pcl+eL%`i?QjM_f=T;z8Z;dYin|H zdctC+Og|6^XPYPCoxD-{u?DAAzFFGp^hyZ1+9cmCTG-yWCm+V;%w7P7GTjRoOtkEP zygaQl==@ltn0~G8;G6b_>mb%dJ*Sm>v_`$E!TA7A^YUv?hs8D`qK4jevreiB=PQcJ z)27~0JM>Y*#vayQv|Fek9m@o@^_mZ+^8-+u%ioNGa8-7w0#nMv9A)_>x%zZ=$V#>v zpIWI2p?5aLvC@c`z;3OYUvSdU!Pnto(60qugjW9 zJ-aKs!%5nU32D{zmKWY~DWrZL-QH?(m1@(5wA7asma}T#IQ`kx=4^4fo4YUuNh1yBY{P59kBohQ4Or_tw{wVR>We_H&&#c=!D~hCOJ?2 z=TM3jQ>Q=A>c!GsTux;S4Jl9E&XQ76B2MebG)RRQQIsM4GY+`C%mot_9P&Q;=#`N2 zcfa-3W|vD>T20rZ9Jh^A3Tx_`B4q*z4&(=qrw72bmJ@mvOAn#~GckdKpT@XKKHhtR z;_3Hx7cDx7axUvY0??nxIW>c($et|~k^82K&^i!G369>>ccINaKQQ1(@n~bT(mZMm zvu_hozTc|N40=a0oNbn*P82e`_lll4g0_vHl-Q^(vZ?D@xfM@HI(72Zo9_(VfevK6 zURCD5S8VV0OSkOK-WBx2 zhP{MgOqsX-OirD*WC`EAX~U|do^Kg$xGuhQilp4|?MKzh+danc2uDY44{dwhzQ{_U z(9m_ADDmx$!=`&w|Ju&0QA)PYr}}JybV9$-$JfTAl$0XAi1knA?1eHo(h>^`XO64`yuzv?BlGgh)zyU2B)Op&CbqlCOOwIz|aqBn?k?T zkdci@3WjN|B{J2GoAic`SuK_=>vMjkvsVfGSw4FB>E6JH` zZ8iHl0R9AkU(7j;DT=0VRp z-Cu7|Kq6KJK*>hg2-XtF6flWWB`ffeQSi@w@kJj{x5x@*B&|Q-@I0qs>oT~!8a~+q zmGe{=Sh1mXfz<=41`VTFvE(O?Q9{h=0Ntxt$ZU?AkUdOmVr-!|Zwh`C;_Vb$ma>#f z{Z6)lk1{R)(^}UmE+{R)0>+;YIhV=P`0af!$0S@mC_OyNzAa*d8^Y2Zk&>=|mZ_2A z6-|@Q3qJ`r2fiSLeXp*NqK|I(iU;yauj2-;Y3MzN{<{sYo?(0P zAIPq_NzkwDL?^#>i+nX1MA5QrZYTC^46By{%sP7jBQ*j%()XgpNo+NjG9kEjL0w@Bhrl)S=erR*iI}7h&0`)qxOt+FgdU& zsMtGbzw8t4Mz}E2s&Q@Veh6)=1GTYYppHMdBW*Zi z+I#ixJaZ7MWL}TZx*vDJboutK7vb8&@(QdPggmiZdDumT0XqkqxTG9IXkhMYC%j1FW1ry3yx9@qt1qTOm0|Ym%cXGf)@}-7+-YF%2C~ z=MlPDrY&Q_aO{hB!DtBct6|N(qo@VBisXi3vs|8GHy?!6Paw3O4i%(zP+kZ_2LmHJ zqT6M1nks{?r!2OATVreE1?JT-n<43)A@UMXE z^3xKPH7AMWs71?bz(gcdnnx4>pI6Nl*?>{ot(yg6V)D1nZ1N5{{*X3Rr2Jt+m~UiQaL3*FqY3}x z3&Y_`GSBL~)e>h*<4iJgxryHd4hCMP_2-I*1|MDqB`=^DG5=T@|zi(L#PZukv%4d zWm9JBfWoA_Vu12F+a{!oI#SBtLa2f^1G33xC-q#%dCf&lw>Y_C`{kD-vyr?nLIisy z6^moGY1HYzBWr%Y#k+Up@)Bh1kqAC$6frq$ByOw{h?;o!^<57d@;%grYnb>&$@dK+ z+ZW{eUUAWDT7|9)k+|uCm4~ zVJ9@G#*II4d-@ZADjR!;-H<8TFH8>_iEI0O*&B5$fZr+iYXK9iI&A?j1da?<3%inK zT(NWSy?W>Ec`JWocZ>AC%o#O)RlD+R0`kH|SSnTKm_x_UIRcbyh!W*4<)6p-yl7Q{ ztpgWtKdkRWWrzt)-liSdl?5+ZKP4(`i{RU5YdU5LLQDP@K6S#v%>H$;OmVtttiwQo zVS99n=M{v>f?n&GM{3A$Q1EHK>?LCIq=>J6U(XCeDzU2RZtv2PMB__PH~*-*kKF)h zflMIpwr0XI|8$#)dr7?%$~3V10;E1~m~i@uMae)o;_>+g1RS1wO3!yb&r%JrY6_%y zPJx?@i>gg6qT_QE3hWVEwC}>d$kP%^p}^pc{BkS|eVIt-p0*i;Gq*an*f@ugP9$*b zau$&j%lJN45eJ6=MO#~2GcApry$ZpxD!!-EX}kYHZ1$scz|!reago5f z(KE|Am&??x?z>^PKN%j7C?dSKt_|S4-AvA?2?Re5^lTgmd0TMiz8hj+1hE^AnNZuj z)IZ{nVm}@%@D}MOXrW%S-?}9PRE6;A)$fk4SNESvDK6mSh~!Ye@6CCO~7Mo z-&&|u2pD!{>DuaX!hZsX9EPQpRdM}`ayOy&SYAPRD}Bhe{GH@ho}f}Jd#D?qw1X!f zR;pTtSK6k66q8fH@yp5w%FPY)&|nnjR$uOtv`3CBpm5)ct>6k|FJzU+6{D^Xp`-)e zG$0poZ0s2T;WfH{+>lC5Ny`z2hE&!%-a1{~T=gt369q;-PfAaTiHbt8u(0@AF@4pf z%TtiCxxPzQ$y!I@XBC!*%Ch|ou zwYNGRL_P25m#1}^4-70}KSo)OJs{fOz^lm*TcSol6{xucMRhdhm>$Ubq~~yPts<=J zAnOU|&~ObzyM#GM(fQNnZoHG)CsPQaK0p-=QoI^$rJ)nVD+4B%+Qdr-DwCz~7A2<; zCWfsr(Gvpc%4rd*=*N3d#T#53$PExSyQ~t$FY7;qSjGDB%8XXcJSQ= zUOyo{tpFzxvh8c?J9pStrKNUg>lN z^hoI(ZSN{B&8xS?b=q{8jxGS$=iOBHEPgJ;4mQ2q^{Z7V?e?$y-bYrsidK}y6EQgq z$(y=$x=sWhi7V=L_;nA*Fpy$%YNl(yqM<=JI5>dp@B3ItRb#JODK7ES!H6lvf@twS z{!A>nt|Ur;cgDw&L@x7r@|7Tue=5sgu#MxM%>v?q*K^nsHVOWCDRXreH-gawqAn zCd^L&qnh*8m?R9&#iXd4mqN5`Yw|t`Ur@#UCl`a_b?CjO%GI2_Aqlo+uv=z!Ai zrrlRR83;)+b%%Zwc)xo&t(fwMr5ANqfUivGD6BmH#YMJbWY&(S&KoFjE!1ilU&OCe zT%OuqCuwpp;~U*i7UZe$GKI=9U;?F<3*e#~0ez3!9{F=x8Vw^Oa%kv%%;J7RP7edV zoB7no*JSpCyfiS3bGwIkU!!k|q#2_Az7-WY@ii{2qqJW48X-kAM9fI{SD;)?wf=RZ z?HQN;FYH42btglOZTbsyZ_9i1#iMq8pShZ1I6N20G4IRMu5nzKLt8Lu0%El{Q0zMK@?uA!Fzmq7D_y4|Bm&vwA}()S1@;l zi`|O1SawIVutZ;%kA5HHT^)2+UgFng+Ts=02yyO(w+h%8u)G#ltZqh`qn1*ns{{ z5NjJ_b}B;&2n-Y-ut}k$)-ZCl`ur>GR()e;<1F`(PHUMec5?6>`SI>&^;)FDp!woUJZSt1Vn!+1B@0XX8W(=w;c9)t=?EU<}RMid?7Dvsb zvPUrbWd?@N#wos*x9|>Mo9wkGxV4hgl(O>pQpXXvOv(A-PPSc!^+s7_!3^|pzUXj* z=1=QbGZGS@e_^>(nPG2x-Zg0ZA~(^YWKICzj2O>e6;Z~omva$I{8Qs_M%o4Fs8Ccy z=Jjol@K6Xtq{$Vda8Hcb1eN!*D)Ea3Gi(M)>|keiF0z-c3g2FA5RjTvRfvk}gO$y=pu-}(N~!((UYP!|KtdNm7rJiQc6tAb;;v$2 zcQ@?!7J&@-`zr=URPJy<6w7-lZxxK*=|WunbOmkBM#Rc#%25-qA;K!jaRs(GdGBXA z28+}l>>HA)3!Z1nH7+3J$3-qX&bGZF`dZb2WS9`%t&EP&BsfREZ+-w*#0x6<+R&1a zkdWr}Yt)O23kEtE4^hJ1!?5CKKNvKpmj8ZrxRQJ)v5p?* z2rag1D70q1Wrz1#7Cy1lUvQe0U%#was(ZOFPz}5};M~0S2#UxMydxDjq+g%sUu?L1 z&C*6H!mhB<-o#Y>cG0$jO4c!Jv3Z*i>a`pe@t`EsBGktS!^suPHQfh1bLwm$yJ(cR z;j0|Fci7yrM$M-ace(TkzNbOfv#q}cr7H}fgn~?iWLG*u?vs;JUUt=}HHW|K7P+h0 zQe{?_(tH!`1V81tGTr&7MITZCLZW1S@{F5%V99e|+RQMoNFc|ek5F&4)?*Jd;5acs z#=8_-3Xc{ymm&d0OVxl+DwUbi3$ehK8{Q3%_|nGSizj7zv>O~X%cSG2I~gN^38y2W z*mW0&>5Ds~dE#|4{-$WkXbpQ_BEcwlmr0*>u7L8>h(wqYs$R`+T1+OYR%;fW6K?j% z2#AUM`bO|OA0ih&2@YF?+|m0CN!*Z`O^f3qw{f#EoMul}!!Jh}#&8;ZA=?FHkxb*L z_txE*b(r0hZkz|f$E-8%*x>gOQyu&K?=^(3IDbSyoaq+1N>$$)dj3 z&-t8BWT6V;!@?Zz9CdI<0BPSrR_q^QEjHUBA`o>?!XxKCW70nCQPI_v(5^Ee8+M}S~D9@QOP_Q-D+NcSL!oE(L zP|$yBa;X_WD8H`}v%zL`cD`beqj@!ywtRrmg%gB#M_1}pc%xCcv2_%4qA{buqy!Yt zS&f=V(C(z!$Nz&|BCTRW4V8o8a_%hoqJzaq@=0a<0Yu7JfQI4qL|CqS93`c!g#ls; zGgV%Cl(w^B_dPlB$-ruPvuEH-`1Spvkr8QaZQ}Q_pCxTS|LR{LnB+fF&umcb?{Q*M z`fYqaY#7y`%s(OBxC$Ri{(J0{c|5M;U8Fv)C~463e6bOH{9GsR&3NzXt=E{M8xQ(S z8W#(_(41ZK8r5LP0+~4)Z~Pg zO@@=7S}hu&u{QVVW{qP9GaX750D=g;8I+&m7E72v0W4B{Bm61i2c1N#dcb0`V**AT zRGW+({uJ^a!W|Dpt{wDc_0)43R5^3x0<}?cI(p+;&4Wx#?c>{_h&m#REaxl!F4$P( z94;rPZ*4sYMHMQrQ-*GCz0GRM$vmCLkB?72rPZ_EsOERuQ{M@{htI5NYNN6azG%R^ z48GjN36qoEk+-15uRTA|5ej$$2_a`D8YJ)KU@%#Ul1LqwF5Q@hsbfBl-a zq!r_kiX$p6IxMX((7Uy*cY2wkNAlAwhdi{FUtY*hJHF{f?rP=c_CAWLwm$u9d75mj zR%AoN<`z)TxG!}DHdS!=xl^Y8(c9*Hx)0N|xa0toDx-vBkDrq2TFN$%_<9i^A8%^mKv3k4kw7IefK{c=fUm0| zyI^6iyv(>|B8VvaTY?rqY?DI|(53--{`-FocGzCSv=h%&hWpjnid5kDVH|c02__BGoLO0Xx6>J@u#!%{EZH%msJEhRf4i9_+^4P6`C5fT=OOGOe#YOV_ zi+G)#`LWt}?n#s21x?c&;oIF(b_47s8XgHMa<9%fb|U+CP&ShzGjx3~R=kIEuKMMe z1HVSo{Rd?@V_lh=Lx+b?>%s)#>NVd2+#et-Fb&D;S-uVzJ{H|VUr&0ANO=+NRl~UA zznYw!rBZ(QmICb}q-34u%FmA`Y}oSqz}NIf(h8P==vK5`$BMzFMh1f;n;!O77N5zP z1Y}Ce=JnMGKSTEBp|7Y=s0phIR^!HR1@Z(;ucDv^s)P%_O$Gb~g#9l=9PfaTVk7sw zvH^sq7bxhbG8?#F-V~lP?w%x~bYfFtnu#Z8bT#fvFYFmvGnX7R)(mX-O%wYoY&0=5 z%&vUNdlS9;rU4QLp$E37fJkgZN{fa5S8cRdq1xHp-c`7mgRE2Tb)=QNUzk|S-l{v% zq->|)5K+V&fSSzLI|FL!>OzW(UyIbpWhtpClN#2?bKB-eg$6KZ4y`{zuw?WYb9RNq zU41w>K!N{^;%lk+!*5WiA2;u3(Clkq5&QnkM-@#h4^Qf8#GQ!@3Hblmdh4*L+JEg^ z5$PT}rMskCX^>8(L%KT$M7lw`ySp2tap-Q49+57AA>QSE@4esOexBz)jyaB*wYXxf z>l^3i#CuNw?i{-lve>`-C_uLc;2{nHP3VR2iF!eG?C`Q3akjZOo}vgkD#U5PFV}Z4 zPFFp2ZG~xz>B^jA2G&^1L&lN5wx(xy1NAHyxYYze-Nfzj1 ziDhfW)3IrSSv7-cw0=Thyw#4`OmpO(>|@2__oCy^aj~W?7Sk+9H7zYFCP-3Y_w)9I z52j;z?TdrRNXPC*_>|F6$F^oT3u`9FwqgYBQvH?;61h?#$Bq(IKExF#aN#TMnCqXA za||?v`CN~3;^TxQXlj|n;x8RE1Dcmzb6?{tj-fqEUrrj_T$lADtGBGV74ZwK%A+Kk zNV^Uy7;1vyy9kfDq)MSmQffq1b1s3+Bcc((ypFwGJS1-677Dy9dkU~B&ETZrs5Vr z;xSFK%r5Pn)?Fv;Qj6^!ZF2ND4=xB4%Ea*QTNolT@9^mT@dKHcm$$aI)(CNdAtAhs zvB0L8lkOPgRLd@{M-l!IN^=5N1)@0=oKRR##q-wJ`7Z^F`d^8~ik;LKbqpcjoMEq9 z1|v6-81EEuKxhGo%k%NY5mu%5L61Ne;`kE-Q?kASbg~ZC*&ay2?U&)X~JpM32G(dzQ!n0g`C-G|RLJiBSd7a91|#kcRl#?68L$ zw8Wdj{7$}TNnT7hP_U(7dSr8gfMvFv)T{zRI-|ZwdU$>|4X%4}ep?ItVAd~&qR9#p zX3DK<>0#A$B&DRh0|iR&;SbZi*~;2{lp|KrK}nP3M`Ep*oHUTvWLC1(=!07{1h{{O z@=67WtA@W#dE~<-nZ}or#7c_Sk&tGx$Ub=FRWiR$V^x(^M3#D&NKjvnqq3G2bJ6TN zunVK?;3Z`p#+g!RBv%$c_=Ve;DJ%U^7MH3o9~+xIdf*l}H7#xHXK&!y+1dAnD&6H? z9>`}CYX~&mE=mq2NqTf|MCE_lzlvp*W|>JnU4nBEyQ%iKgZ!E$_+PM#=hNiVZi+R9 zMAT*D$}k-gcu#UbZch$SMNK#dKUqotZB+&~reXBhp$;xDHx<92!Kdj48Rli{?&8p{ zDO;dp_!tC&3W+M7b7tCG4HPZl>seY!>)O-NdEYx07rp!y`bt$_B}gcN8tM8>QpO4| z{nFVnzlq$3<&P0;;}~cxLS1EXHyX_zhk)3)`0U@XF=Lx2BgUz#MU(Lg#bqW0b>Zp= z>h>}ZkZ2*=869i~1&WGtG_1q@me_Z^T8ex{Q<~vk8Q@dPCvHMzY~F>qZ{Gp6?nfiv zaxWeE@Le|n?8z|`IMe5drr4BU%a&bjgk!Yl{6%ZYiJxaC+@oX_sr;O4nMCa zT(YML%kKIUk`U>a&M4W&=>Z(5N#M!}JU99v^_#w6x*%CeIv^J6L-evsbBuM8n8G$B zMRApwZDV|3740?jhx0`QT3Z{iBn~pBeA-Ff0?D|&qPK^0o=Arcx?;jtwSQR$-QVtV zJ2y1MW2JnF>zDa?au{;oPJG0(8ou7~hpENMb$Hz9f9=rGkMg@j6^c-z#^0Bc>7j>j zg-HPgn_z6DHk^q7&sYun=|3Vippy7k2O!P47h4zX7R_K;Dxu)b8=1??rD6?TdHMDA!(BA@ zT0iQ?xLj+dT3Npnzcu#sY29(v6`A1E*zpCkPRz}3+bZHs%qN=;$Jkj;$jZ!Z^+QKS z1_qg19FI%HdP95e@HXyS{Cj<#uPLCOJLtIDnz?q)#03^gCeSNRJ>N^-;+o9PFzd>z3+%vfw=M1&k>bs zdX#r)4h(HesB}`}e z(^qw;B=eW%^g@f9tuHk5%8TKo@B~Uv5BrZ7pWp<70oB!RK zjCdj*L2e_^>!6raYE$~oSQSCMFZTP)2C?qVsnpN-{@R9yeo8Tl0m;yrLY$bXT#2yo z@GrCPb&l1+)!F1{`I=kR4WHcIm8l zM}N!ZthzD?ZMJ3p6KQUKb#jjS=otlH;u*r)`^ zCtUJSbUd#iYaDNcU^O*M0V9Y1;ud*R* z>iNiF(<%jddsg;(S-fqEpqZPpr273`z}eSyYg}HQg7St}(T|T1A^UQ{)x;7L9T;rt zeFdzz_oaei>z7|U!;Ze@2m$Y9jGBk>L5(vMS()FL=4gg2lQzV-zZfvBip|8 z^#?}Ah+MC(^LqSWyo^65G-8*_5RAy|B-NO*@R;76S)YxLnQ(6ek?E5`bLTxR_&&7c zRdt1Lk1fVjXY;zM8hCgx6O;T_`Is6y*9asshu={0k|Kvs%gRN)lNX1tZ%~U*$_hKm zq}e6-Ow~ezD%JK{c8p#6qbJf@CtUou%&@P0EQu)udG+N;!Gp_TQKC_`929d?n#u=r zPOfAk(a{-v#;_Z*#`cZa{0ElZJ#(roB(y7;cexaL>zUX%_(7lV*A~j*J_-o+Ev#Ut zxv`eA%1IcsViy0tP+4D(zRzakR*o(>Sfg>LaP1ATTjiXZ51f8_uYeJoUr_eiOlq)J z)F^yy&9<<(xE?h2zmG32!0{B2i-vJW&;ORf^*%}X2cY$qr*zb@nEF>meP@z1a8&uL z36&Ng8nNUtjNZLa!{weUsBBYhd+Z(Pi3tLPp>JSrjLi`aWWb3;2-a%G7d~}%OBgal zU+Xo>+j$1@-qU9>1?>!Qge`8au>xLYOp~n~k@j zxWx`@?`$jxNcHvVM*H;AScEa}s0Bqa7VHBEg`7|dcBl!7NQS0H-t_jV(jJjOi{|~Q z?-4_$Hddo4)8E}M?}}fcUonHE7SG;zTYWpsV@|+W$;q!bX$>x+?96{{vrsvBkDeh5 zlqpKmh?pvvRrGa(>my7OwG#94%Sq>5HE~k11LJNrQkTgkZz&zxQ9ed0t~OKgh`i=> z!bU>62o($O%*kPoAr<&Km+DFCd=*%8Oi6?IIv4DUg-C|kx4HcC3DM5c*_V`}8%8-_ z_sXW(p0c@rKUYM0GV43xF{){42~Y{bJWR>ruKW0Hse#_%KVMnqaZ@DB7ier(gUEI+ z|HTYa4``SFl*RS=U&$*VHN&`$Hes-|R}0EQ2CJ%zL|D1$y=T6^xZ&N^&}6Q8XY>cU z4B}VVCF)ln{&{>Fh=ViqxUV%b!q)ezfomjB^I~pVH7Z9G8I=T4r!F?PssL{TLu;vN z^P6M?f{(53G&eUIbBRP)?!3q5G8Y80F*HkpXlsW>Ocp(Nq~Pi4W1M5bu!2y+>9Q~U zw2$Z?>XZ&oS5g8!G~&$^<$e9ZM^}<=z~oys4c%~YA~HP>wSHOPBe}hjG3EB`Y}~u< zfkutS+0RB>+rcY8J|LmTyiS=YUAUM}IZ*l$k9M^E4#ACgg&0s@D+) z>9d8uyUVSop}01Ct*iiTX|r#Y&zKB<@rQ(X)Bp1@nli~NJDW=2Y$)OU2IAxL1mA*}z<4yz#I#jDgg^zSds=XZ7>6YbH4jZeHkewTA`rAS>Bvn=0j zY#FCjTwqB;GB{F4^!Z>vx2%dHCOh=!)=p^g1TR|L7Yb3Fmo|t#8gp~TzV{4OCx}0{ z_oMT|ksGJWSMFt7sZvS!js})5Ev7t9(0J4Bh7oX<#GiuBct%%h+6hT5k4T1i z>1c%XBQ}pDlXgL5n?+kmD?dghg~{BaqSx1~=$6)YQm=y1tDm`g;-a9D4KKhj-Q^;27t5sR33C+I+a$oaW>Y>YX+{!$j$ANB>>7c=!TG zjjPsgln{#d*p<2+FD2Av%CfPe zqM{g?Z?LT=e@-FM6-!&rZ+sbw!9c^n%+DDBhl#p)x`qXT2`3QO9glXAcL{K(-ECpU z@KS?)%cH1mIhzqHVyjWjlgIDGzo6E`txtc`jyP*ZMpIVmoj!R3C(+L#2{MqALJpx1 zaXMb_>6<1o94cb>#Vk1mqdWLs4?8-#1yd-h^t#f%eV4GMdV^%GNJJ$<9Z#U2yC!Y@ z%WBvd(?=sk>kTCfE|1wfKd)$XK)`#nn`_g+Bs?aV;Iv}Ga)jlVL(B00n+L8GOQ#dH99a3(1)B4k>pK=nUn z>t8u#gT*U16>~+Na=9ba!{700YC%*wpOO=DYuS~Y>MYp#Y-pX#D(*0Jh&+^{w`q0K z?3Zm~f*#;(mzqE~0liE0F7&*oE77F`@H7@?jE2h|S2yo9d`Z7j_1BKCA^Z|}jf8>T z8(C8s*fsmUl5Z2Sx*PH zI-mA)Ap6)lM_rU2jFk~Z&BAkwi#BiP6y7AIB)wsxL}*sRfF2)b>z`xZn1n7X+3H@t z{g&f{yybsEH6sc`F?nRc-s+?vU*P5U_-$7hV<@$A&7NOW5la{M5;qy|O%PpE#Ddio zMNed2Le2JtjbZ=Q-XF({A)nfMv9P>pW7j|Kc_lR@p%`9UN*@`k1!(gtD^akWIG37C zNu0T6@F1>}#bj+s%4Bz2ePb7q8BO`#dKS%@L@9Nig_!VL7}r;7C^0oaLl{^9 z??W)%Nl_fXRz_mjC|VTmb<43k_;6F z_4OdD?DLM>?NF%0wxz@CavZqnOfSL?-kRYjyVbH7dH#WY#uo1-yWHjzckVxmlqH=c z*gy6N1^qCy68KaWMWQEuMM5%YW$1=Dgl8}tx?r5L30soy=&IX_nJON>e0ec9H{U-v z`)aT)IQ5W1%0eIY9%gls*L{tSE^hY$z5Tv}Q`~EqK9-Tn|NfRyYS#x^UeZzb*fOkG7?Os(My>p6NUMK{B^X(=E>XZtu;`5F!a7G_J1FB(+AKPUwYuj~8n znkFy&IoA3_9$5jPvKnsl4e>4Vpak?UpGbQ?#sKNc3Fn~f$a;pU2N#RtiHV}YIO<}T zw8_!gJ50hd;H>|qG##Yf_*!Wo=D*K!7S~TX7O8FTa6zVj?d0SgI-~{(;Tw*+O`PTc6F*OZp1{dx|{rYDWt)- z&_C8k`f64^HB%sD>xWYmMTQo<|7UNUKpA>j6`5%XJ5ytdCO0Ezw1UJ%MYxrX>8}$T z7>!LH`Hh{VW_Yv=ERYZ$MRLY{AEzY<3TONVKd(k?Z-_10A`SIb9H^6wbvl(KxGLu5 zl9D!)ZIS`d!u0K4l*W9aZ(IoDahA{NsE@?*FemRREuT5W;Aq86(U@K-lfO&>>s4P0I@Q?~d9$6BAd=vB5D@g;?Yu^wV6UJ?mXa8!90Q>0nU< zfzx##9?m^4+LYwmcOYYJ2@#=EAoZ+(z9rQ#*&~xNiOzPy$8GN{?jJj#FSYJ?Exc{{ z(4wrb8Dx+(3;-@nbCwrQ!>s;JzZU>0jTTuLxtz-zYx%h0>`V0_33NGc_G!eh_s#tr zvp2rI&gETB1=u7rn6!?49t!fFrjK~@Op0*{J|5l7j=Zd`s`D`*iV+--tAgG&_k%%~ zzICd|s1PC$fVgnWE~mhy&O0o`^R2iz4D3txPIPn4{i;>#CL&^K#C-2}<5NcsVa>dW zpI#=&B+DA$d%j=wgne-6o&NE%H}sJ~I1D|5m+Jc>iB}mBO|3o>GE)Bvk4>#hjljhP z>eitP65Bwwh|kvEegHbjqVeWSW?NH3g!=lSgU46Kr@v#@pPno!pn<_juS1HZIV3Cg zu+#MrEWa6loeatfrd9_*jVFIM$S}x+TH=XSRz8KwS}ubGE73aOjI5f`E2za-Nhf$= z9Q@0n9NI42Jh(d#!IWzqq9GMr$BxS_uYzUPj1G)~%kSm6n>7k@`E%$Ph4|aysc1Ve zqQUg>26JB{APArLck|1Oab5=x5|SRiUmU@zIYd}XKSgm3E1Q_#GuZ2Q#Mq>;nPxWkxZF|M8@7L0 zJ(z3=v<3=;bBWVDtAq(R;rvTP!zYU3(K-W&N^9x#R~q9Iy{~fs9BnvUFs|Y{~*ac^erZEL8^akzT@Vm&eOp zn138P1zJQ#ckWCW?!{nh76(NHr~>(hA%e=Je-cXw>wjA|t!Tu`<9OawEv0vhCN^>x zq_0;Kl1uATz_#aJSX(Al3LE?g%GS!;d<^XwZqjz3recA2s_Q+wa+cDtB|Ktb!Gi9@ zfF7UJsi+RA*; zF1d)5hgt54ycI1AOHk!_87VyIn}=9K1cgS_r<9lP6gi2M8k_NXRyO^eli!i9Ek6v>T?$MGuTW zRCIMO!inZfj|E~vCT5}Zs_cx+h0Q4id2L_eyI*+;+>Nl0NJ*Fy>8}h@3kiWp_%fzH z$49PZG7N-zQSykspk3zVcX5YPWOZ}Az5qgzWQKC4{vxger@h@znQ6iysKZM6Mb#K~ zP4kw86%qR@I_@ed^hTOOE&BlA-@Bz7%>Ge!zZ3eShWW3w z#h)yhn7zSP%e*Wa2fvwH)R?_b2&Cd*0=~iH+mXRkW5dQ)s?bk*V-~fOSeLi+a5Wzc zN9eHsK``bU&SOSU7FBAr(HqXJL?m9QNkKXu7*IwAfnTx2tZhR#fh1SY5C2 z2*zNFJ~8!yv#`Je1mW1B9Dw)_ctWUsEZ9|-h% zC~tCLTU7WYn{SKB*8a$i4N9rHNQ+fOW68N&hW`#Bb$02!oi2!Qu(ie-#Lhm=-4jV1Wt4tT&X=@ zVL$du5WZQmE2!=!Z**_&pPfh6KRPVUBky{A6^42(Y0^k>4_j4DCI~(cSK15hS!T_Q zC>NjOTilwPCL+y9@16QyDlVfhqGMw{ZJ--k>|CIoR-pBu z@+CJaL1crjiisE4sVR2rFGtrzM?Z%0ril2sECb*PD}f6LBXs3Vh^qZ2oLCDwz%bkWzJ@ zq{~b5WNS95^=zAwS1`-K!1`r5+3l=;Et-Sb1wQTcePsg4nyu}WPO3QEMu7s8$g4+4 zf~XzM27C7vih<|3S*3mpvTjS-^kE@5D*`IvGVpq8EUKFxnMd|#gxuq_Kej#4=|Sy zQS#fpptNXF5VLpLFNC%k0+xvZ9dv?=!JwzH4EiX1Z=QThE5cX+i1jb|$DNHs!oXC- zIs9Q?8aHk!rJnsXt~AB1nJHGY{?B@?CV2E`F4fge$z-mX=Lf zEIT&_)*lj5QrOn=^-~La5*5qlS8jYWkVZ0UiDN>t-?{TF;pRTCh^?+y#CSR`PD<{V zW?2=MbXU?74}LCR9vmgTCeyd0X_kQI{Rml4Ha7ILwzX5$nmSs(b5D;-9jS+%9>wM= ze7q9@)3pLcO54`}{bK!)h;I6nf=s(3V2I7g@ON97W27e@XPxs&F{ zgfsfVyJj-EmE0hnxnWJ)q>Y8J>|{7J6$6rR@aYmqyUcx(*uaekdTvbv1*kuvG(Wt) zs*LD*UbD2Sl0y=D0Gwj}7SJhH0BBBXr$j< =SWYXG(^3_P@S{sXQCu!bnNyC<{J z6@WHc+<10-2hEe|l-gC^tYZlH9#YL_##7^K904DN3_iH!Ka@>n+id?bP$>ENvl$gF zD^VJe)yU|ixT+jwJ!*sMr{vg&KGNNT!h*cK_g*~jG&PHyZT459MFx)ziN(O1QGD>}a`+fs}$Bw>SyY-F=$DPgR1@d* za>cxv)s&~O9-TQ~u}R?+aKYW7k70y)T|kjtTik!1T(7qJ-oVLUxTqK?Bv^bR3in^7 z#`bo;)a?0M8AW`9J5C|?-1DS$Mbuu!sge~t@OSuIx&EO~p}fsI@XDWRX#C&UD89Ye z5C3op0r*saVAy)K>V}bAezGz%%mn9tdjfw?j`Ydps~e31aMZV>8p*r|RQEKhzygY1nnVPC@aMfROd|7&KP`W$Ty0RX-=9IBzk;Dqa#6C12hc)FD6`_E;@LXCl?&+nSOfDFT%eu_C zDe=uLsNQm;)osOxp&&~@%DEk7R&pU}GN z=bt`bK0gK;hFe|pQYHS8RUkcz`iJesqf-0^Xgt^u&MWypCg~rx*W7!B-AlRLNF7}j z`HK5*&F&iUSX_BEhuHvT7oZGSm?&>2W$OkmY#GxOo4=tF#s86J#Zbl|V{U+vkAs7i z@-50&Ct%;4mbxYPUD}I?awe5Ag9epP5tUzsKkt9uc9ewg%Lh83NTQ)o%K>`&Hwi(k zS%;%}nznw%qKd?tBNObBa#ryddLp3b@^mKLWZZ)KYB&J_*VpfJ2A}wa+-(zCst{=XS^jc=#$oF@JF?FWT zB2e&I>}if3Ri%Kb13l08QdHtH0tgHrNEbRg$=Ob-ArwCSa$l$m`jQ;(Lh$!~GC$vQ z`96$07`ys@1@zmcKR!t6CGxd*tR$`~94#c&-=ChUc9#k9Y6OBB(;X;Qeeub0S0h0NL9mY_LFwUwpab+~o0BtPwyVy})@Z>83jbTN zr=%paRVZ`61kbKNO)>eIX-jBsv2(5l0O`lKs&WBv-k%=WyPb_S{6)P?+B?kxd zYx8mI&Yd6x6-!k)EI3bJXT*1LcW2y>Zj?DMKA=oVCrs}CP`~Z)e_)Ks5>?cG#md0K zu2l`UM8OfsJZfdOQGw*G>V!;8tP3sAd!2UIW_f&+s&A&OG$G==ytXU{>f?r3`ll`N zx;N#I3!qT5)up;CekaO7)5ByO)V(&ntvL0SNYh(^Hhf&xUg(YzZWpg>0CZrhH~j~3 zV$wtA&r6V#9}U_Jn9AtX0<`4u*js1lXQApJ`M>$3pBcU|FOJP?DtWa&w=fYPT01N$ zQ@WAA_E|v@lVLN$EY?{mO6ljooLr`;w{%_xUC3A>HyS2}v9D)PR-$woIcFB=6FI@A z79$FGC`?i;wnBpZAR(|FEi?s>@|l|R`U^!D4-yX^%?6q(RF}SH?2bqQ`l(ef-r_H! z|2C!Kv)5?w{GZa_zNG(_H2)6=168y^n(R+BeJlzkNqjJDoEuyvb2D1&dvinUp>Cp8 z{;_Vd)!4)bHJz>4?Y{6?S!HDj)lZBOBgyu_VPT8 zdAFw0@)}LLuP^Vd<7!Ko5fE_pi(+IC||$AVI^Rp(qmGPGC}%a z&$pn5)t)C(;{ZP-5uBJ=3v+V^0mYd7raC-rWy68sf)dBaFupSfWa0LJsh?(V9r6vVxxK==o~ z`(KrUzlZA!*;^)`_BeIj0wllBI&4gW9V+XC_N%qpcnv-W{g%ae3^3JiE7i-o0uDWw z2<5+-lUCWSXl~PJ4&&qFN8SWf+m&bNgA-~~zMYv*mG{&(qP5Ya6VV(2sF%acKH)u4 ze**)IdMnMGmYdu;>RD3IgvFi`9#R-8RFn=#`pD`k_Hx zF{)0qSTUCW;4kA!;KR&qeJUf^Pg8QBwU%+7?QZwv^U365+^z~z<5k^9n;Av=z-Z0W)_sU=t zCK9HaS_*Lp?4`qQ?1Il| zyUnS=n?aYlmM?6Ex4yy~8;cTmtZ<4S8z;Q#=$YIYEqKs3s@1-u zwxiS^cfGkT=&m5*ai!hfwT_%B?GICkD7sP1Zz%!|)5UC`9Q#0x{23-kGysf9%V)R$ zX}7wO$N&;g{d}<8;>sG?0D!(3DU9;(gYsW56Tl$mlT*^9IOoJD%ReS5OMHfdzJPJc zTIfHOf}rfAov=Pj2F#Af9r1NKz&D~M)!Ec{oTD#&CW>%pOKkeZ2FdRpJPDTrT$E1Hvu%f%N31fnLSppZ6|h`xwP zjfuf`^>EKGXu?bT^~*B1nHP|q1=E$L-y?80x8#Pe=qT^qTj8xuZ4|4>z|>`6YO4!h z%8L>9lGUWZJkAl$sF_z2)RFa~=1y{JYzr2-htUYB(-nVWxlQEg8ofL$_@-C>vE+W=%;y z6tFkxZoPNm7w-Bd-eb12LIF5cg#kWz!bdl;fnwkj0b19V1{s(4@i+vqfR(b;3r{nI zaIlq3M!olBg}tNzvIQ+N7#&7!@hY4N8Eoefdoe*mcV*Y81OC1K=j`YBYOSzQ?DRA_ z8s_yhQ#;AytAYrV}A{^#wk2WKdG{d;koh! zX$|hh1i}<%Gvc(|1fv#rk6G(B5YITeC7rRu@o&wb))>jI@P})%hCP$z$RXKMW?kYq zZOxEvhc)%hr9 zuV0rkGfLS>(UKVb&FueAOib80{fegu9IQrOG{W^?7I1rxd5ef3U$%%t;S<>H1h^1z z$hqX)=<$@2V{hu}jyqo&D{JEqoc|$S#{#mMo?OA%-U|dw*hGHu3bRq&4?I!!m^3J_ zOhsg?_L0}we(s_8AYK8wPiNCHzPZk;^MBVCJS)rWd&4`*x9LUT(CI-E$c0`gGTCYue>}D!Q_X7i=~dcI7nm+k-9d3tc7(lc9>HxXETA zlISX(02g|Oq2KFC|C86PfXJi2KawuPzHwG`LG`)m#&tSqs#>^gXJ;pHw^8F`M+aqR zH=5YvxWm*Y-`9Qn^eJe=AvB^;!s~LMLs(>enr9{UW=r&HYG7t&CZf0)UqgE_zq_3@ z8dpm-M{^gy{?&iy;bD1-Kx7v1dtF6+Mz{8h4C}uRGJjnm3|j?x#s&<~(O*hEd?ZRE zyl5SxN2v(ww&Sk{Vu!=}sEU4o+V4b?y$_`MQZ)N7fyv1+fh6!sDMm9;<;j=ex!P+c zePeT=e0g%LsdWKK;G=;aC8L92S^y-QY}f{%D9TuH-OJ7`x9AE95_9khe#zT1h>EGr zxh_Z&4qqHW3UVi z+LkSg!%OP2w9YlMMc((rcP45bMD<0yEpJGMv@j~4)dJ1T1of#u>o?1*PHi)~)N=9s zXzjG$YjfJ}y0qBzghPhXfle!}H!Y=v(cH*&CEiOQ(If1MAG7q9 zgV{m1x1OzDt$FoM&DlDK>#+36-9wqG*rU;+QgL8gKzy|UkbG94@DftCrdjESKpI+Xu*j-tbnLPqn0hVhomFk99u6Yk=TR3O&&O!>g#BMzC>wsi z<4VDs$m|XqC8*w68T{Sqd!F9c6v^j!GvKAy<@;)}dTn6-1E13)#BQzK`IYvhp;jNs zZjbLt#DxUOBAdZr(xrA1_s&Yu?^dsCe0#&5$O?_k=nwFFo2>&7!@fPBIGELJTzgx@ zMUY6ZMMyBAKQM@z0(_==NLQWN5%j^LY@B|Qsb|&Ocbfr0r-O4&C~P9xU{8dLOP!vB z$B)!PNlib+A+MtWbC!A*;$yi)A-7y3R_9(X=%5BuR?g{zPQgougy%W!RV7qr8y^k_ zbiZ%pZp!b@!?QaU;pYY8l*DAI9UdM-)i$hL4xvOvN()LufgK)Y%GD<3Cd6)dcq8(1 zswcCHiB_lWoO3{?$!OD7^RIo=@D9%3Qyw=OKxZF%6G8QFR2B?)cCk+ce;nKKb6XBo zyljPn{u($LTDQ9FxUF^EAygaseIe04jeFN45BK;b=teYrs#3+!*aUpdTP5lcH?^(? zVKkGQJKboF6{3N(RBx)nKX3mc;rI9&l-k_pnH+SpO@=eY%4;W}1197%t+5(*Gob%t*YD36*iWC*LTNm+|C9A;5vsNoTw7)17#^54?Njy2Iy>m! zR}A51*Xq-|f2L%6CnRJ8ZVNmU2Ai08oi+_g4f=iMw$^s{g0Dv8&3k`zzM7u*`QU`0 zvu3KRMcjD$ExPFrzi_SncH}Qr8y0E$^9@PQ^OuRkxk;iRAG)h`vi?@5W8Qgiq}Es? z*=n-ZM2b}gbE61I-MwgPc0-YQ!vLq3?RE2Eby>L#8M3dJ94jQkW@*3UEQdW^7H-<=y@%0#Hk7k7zxv0juRS3CLr5}cVP<_S!}Zozrzrb7#4c52)+j#C6dfZjpQ(!Lxa+&Q@&D~i z1I)qj36;pjD%P5fzPkHv;}(}p7)7)?o?x(jlQrz*VBVMLqAsl}RXw3M%l-Q;lTMAv9VSzGG=;**mtxZLi;2Wjn0(q%c>b*B#AO!oCCDMOKJa%&V-$eYDF0 zEb;hx-O<$h)d`P?R0hCbx&pf!US+W!Lv+b%GCLwJOC}gw^kWp2wywsIGlktXtVXAQ zB|t4tW!yADV0R&XZ0@|G`j_Ztd!;O;@3hP*-_BmDsA@&-OQ+MchfdE6$X5KJ!!^gv zEvS0s(0Pu3vhEXk^M`K3`*QMp@Q-L8dV7AGqBe7uqQ0g5p`?R@SP0@U2k%=ss`cmq zHXP@b=JI@Ef#qOX`5)5aYWOIT5LLs?d?bF|ChbJ6*@O5}_0Fa;g5lzc?W5%iLUK`g zFP>7S8VQgh$0N9(u(%?9ZI^~yb80|}8Me<9=x1!5{UgYYcADpR-QQScU3)cmUoO0J z2txHQ{2%bOg6pRVx3$xxj!~Y7%iYM;JbSg);bj<}BkC@F_iF2%hgkcHP7-YFNc8&0 zFH^!o&0p{SU{#rP$e{@(&08sYv6iEbI>sD!y8OadQpoE61?;eN;g|$<`svM$(5D#D zqVD)7W3(xVM{Y1%#i~#eo~@Kq+l8=~gNztmh^3j|7TX5+;8o}IV9!8@gMX6b&F)c) z^eD6A$q|oPzSnc)=64~(+lX(^3mKWEy!&SfkI6g1f!0XrPwFR$g zJDAuS!Ox03T9#EwdHJzPudb>lBn3dOGgs@EFEeHLJN#*1SP~PCLU9|8#%hqv$NwlR~@3UQm>GPKI-b%yD5Ie1|fC~ zHH@=&Un_MeVC6`k$k33`TvI%Lt@!R%RxQel1}=r?s^P4 zPA90no%TlBhQ=p}Zh6UIGHE$2x{FzL*)tavU7et-R!K3|M67 zO_mO&bkn2nyxwClMShrGT#?REkA0}r&`8G3uWlqE3$>=ripPyTN`xOELl(C&B@?tk%716U}vk+J;k*&9j&GFsRd*g%`+mWAZewAe_<)5rx_PXjI-SrrGc}> zl+IB8BPF))ihF<@S<=A;WTzeOiZeEIL`nq`QH-XUYiuw2@wv6()g#UAAWiXJ+cLw5 zk_>aWvy`zYV$fH8vhW6cN{J&YAh>{7hk-ZQ>$Z z19K(_ii@gFYVh_L%ie;Lq8BpLC92A(!B}#RVoplvAyqn>rMP8zZbc*nWiA;nuc_N$ z`MLMRey>>`9P43}h*9 zlecfTcd(uK;RCw;kWf+HSvq2Ei;H8)Nu2zQMmu)tYO9mR3kf>s8Kd z?6*791O+ox{6R=3M43^8GUdiqv%D=;AhrHgp4;5|?p&JypAn>rpzk#|E#DKel7)j8 z-M#OQb3~`1BGByLq@nGn)jktaoy?nVln#6){iY258qX|D5J&vFsDLGsu07vmZ@A0G z%HKj7;pfRwP<|uYu36#i(_X^TaNqFwE6!e-pTCa2&Xw}hNXxvT=fMkoe26Ed2qk68 z!6AW31{-Jxn*-({i5XNQMKl_Ajl>o$rXk*fNq8c zY3Jb(nwgIVd5MgWA4QtJyxY{&ax}BDUrbfw5(1O=z4w~sUhXw`9M{Ux(+LOBg}ybr z&cY%p^4%&8pFuX>qFL}NEtvPRHi1k3u_?~%xQ8k?H!;ypJcpMwvpXvVTM1T5pIc(h zIccVIZTPc^i#t0nneBWHEF*?9FznJ*dr9H=j`^GVV}-m*B&$=#%cM~kaI;l0F;m81v68u(}^NR5C;E&<&=CXecQ zMf+4@cYs7DMFjA4+U%UC^>K(C+8()A>*seZ2{KP7vQX|A5xa$mgk^eyiI3G;NAbPV zzE}~4REqJS$^3hb8}7(X(E!8hk69OhdDg^97Ti1GD-M6Yhv={Px%+&1HYC7N;M?*#S1yTmRTpTNB3o{dc%_6zDp~ z_!?%d-=$<~hYSh`cag>)?9F-Q$EMlVx_lH!d!CP#U3zV9Kpl`n<3tc=*Ybb=0%u``__@)+eN|?;^rowI6u?ff4-~loiN^;>xNOR2aKFA7EcK-H@>)b2i&=< zhkIA)U+rP*_5VUaNra6jW02YKn+J+Ct zaso$ZV6Dx9O2C;93=E%ZCHL%@C+Kz3YUR&~h=(zZ3e!$BROO@Ed;HkTxbVwxvW1kk z*fcdQh5`(;?ojMIABv5Tk-9~?>9^DT!^;JHxbX*8b>tH9$csB)+%t~FZX66@TusU$ zEQZHB*Ny{k4?Bm0E0uZBLSvGEId;g;b7KQ|cpvFPtm0c`vo;c;+1K=C66 zKMe=`uM3DWn&vR(yL?dOT_W1P@epg}8LmSFS&}=XhB93I>q*%6k0&AhgfMGJH=@V$ z$79nx(Hv1U#>>*U>#~rosk#|pJ=ihE>stYfcSsHHxeBqs<$Rvug6jT(6ucVti;GOo zaPK)JQ;szu1{w1>H`j(%#Xqt(sohT_{P&0O=|hKj-LPO##K>hM!vzaj0-n`H zi%nGUBW2QX*=lyGBT3-j8@ITL0+t`O9Z!U>hQm*XdG46`fb;Ri;eE+$SnEhjQZ%Dg z`Ar$ft64d7_`Gzl0EmZ(LnMZ^fMwqT+!8$nY2e81@q6x=Z@D1<%L4*`_6tD@0xx_D zLPAd_DL)=S6>fUh>*4p+B6xHbb3b}^nd|SCY5eO~?KN{-1k$06YS*h`M+<=(pd-6BtuHw;eqHp~k*D*`}sY2Ps}WwJ-vX zR)GE0)@)SkX@kYz9c`r?IkFf#$KVL85uWq&b9sge4@Sw}{9;CJ_`_C8LiLR}=gKip z{kcUmzv~-e)=^!Qy3V@Qw|}pn|KbAtGwiRUxSzl^$H1{^0nYv%nv|Bong;}UTI~SC z^#JsiV-dA2i_vc@?0Wfr@Lku_i>}-#`e`z_$x4lqnriO!DIGTFgkSH_Qhqr&xh0yd z1)HPtx8eUCI0%XKI>KxMTG_M=(}OYgGyIwE=gpq~vG;5<1R_otd zb4y|@(CRLc3N07?v6KIzzFn$Sd5mDxNo)tQtc&W4)}&myv%V;ndSKx;0txTF{>{sx zBQ3cPB)>0s{y(29PuMH(ceySuwfIu8x+ zh4=mY*ZYjYH^w--*P3fyd(R0RW_L}o7SHqjw7$RAecDW_9@~SH$iUEV!`i^4GR1=q zte+B1?WornKISrYPA(Oemn4;!GoW=tP8Gum_czaid_tOOzYP^e{-vW@@ByRl`j%h3 zA9ut0JnkMg>i>J(&3vz8)(@H~_dYowXEeR1InNQwnI!eGvX<6XEk`!@wLh=q#-nFa zx6Ee@#fu6vnaZY}+vgYc+$awIt$^*y8dYdgE{wj(u=H!^LP+f%8OQail**AOu)$`! zqU!G9#mQDf8~ei!p3=R#+voif%0IVs08RYDoe?-rj?5_LVJO*#mP{UCZH}R?no}T_9?1$K? z8Q_SvPx|ljD=ZWH^{ri51A#xJWSaiGP?ztiPfWLy+t~A+NRSqmE6&SxF$^Gz=aq`b zWCE^yF+K-6KS)ZVL-{Y*!7-+0f2~WIP P7Kp9owm!YQ5fcZpYE120@JhS=^X&6Y z)YB~UjeaI@H7dpn^Y&-EeNi8~kSMlm!j2<>pKSeK>I(F={(TJI7seEIPY^SwdMAfI zi1|W@?yIO@vb~-&UD90CDoLOuaQ*WmYP^(K#w~&Nmdrg;{I3#5z&iEc_W4@aT6-9# zgbHk`0Bd9hYTEOQ@b3onuAw6}4u=qQuv@ufv~402`t4RhZfIsZ_(?M8T03Rd1etA} z4Yn4|+;}^oGq>!ox&g+FSF)ZF?mp=xmqzD%)r4uXb8~SU6p=i@GwK~BXw)OEr8wQe zP9yy#32uLAtoaaris5P~s#8{`s-SsU^9V$XizA7E z;hdrlmTbbI24(w^>H?gRZ_>B_k{%i17D{<4P3$nvV#G=8$MHNjYICAmM?PHsp)Vfo zU1;+*Qq?&&08#_|J#w-hm@^>*aE~s0V)eu#WB^L|m&VRYLik&K$52o{hei*Hd)w@L z86vM921#CjSH(Qt;E6G{BdBT!7pB%8^l`F~XX)lvaG1KyQDDd&*%b8j8ZR8#71UUH z@dU(x@UXQ8TQa;@waY&m-BEL@QwJ*0Z+IPuV%_o>B%A*8%M^Cc0?TTeiZg0?!Td%KZ5T(2DH|N7J))lqD~a6xXJy~hr0mxR zw^SJtK;+alcp~>ydb`>9u~#LFS{yF{$H9;Oo{gl zV&dh=05fA?*sZbIF_tK>KIEbNLT!NFjRGKDxL?ovSU4)c1z2x)-{eXXXi$MYfwPwV1cY9P4T^C>AU4%IHJ?wuqF=I?4(%HGa z3;^x(1AVHTlLlV7X%7LOzN~tBUnEHYtEKO;>f*A4`)fZgNW{0`%A7^>HkGlY-H>p} z79j@F2#JB~FO${mFDsXoIEiP5PYb+%G%%9T?svd2&DKnt20q>d$j-R}d9Y~@Ymkv< zSOjpRofC>Tec4FZVoK=U^+Ua2waem*?t1+5=_Yk?y_BFku&$~qIGyIWPVlmHOSH)Y z_eQ9R)-dK5X z?W=WHH}1$c;C_+v%eS7@CMMBhsdeeYrP-K%Cm~y0XVAn6ym!`Xsv=XUCFaXCHn|L_ z3XudK;Q`*gva4ONVL5#;O8&Puo=zm^_J(~1W*8a(bQXF=R&Yx%)ol;-^5HuHNhk|x zP=5F0Os^rmE7M*+T@mnJy$@s3kU(i^e$CV_(vpwq(6X&s(UZ+iNWt4<_o<1aJgn1$ zC;`}ZE{Q(VjGNAD%`>vh$r(MwlNBrGYK;O+DAU{@YNq`tux2 z##u8UBx|yfZ-8GV_#Ss&-A#M!G*vX=nG*dvJspkO#?TM2YW@WR=04+B-{iXbc>6sI zXceGnL8W*HigW4r>M$7;Sj-XmF<0C6(GmIo_}u%O0g(>iY)gahOQXJP_LpO$QJe$J zBH4s}HY5ZdAQveJWfbV2A?tcyK&_hS*IJ~bDSbji7APDUI&-e)C0Q%Z%X9_{1=g2w zfhk#~Hy>RZ7d$m~yp@L{k-Ir!W?7_+eH$_NU8;zH1Lp?mA3@bvr4?!7K1_?;oUuNy|f;5LNcD?kugF7%yaN zBLaKkz*w#nvNNYN2=9flTyW@@X$IPo-WT-&{-V-^SgtxBtMg@@VuhrBAf)satN#&H zg6%0W1C=LBrBI)XCmm9H$0}lR#HdwHc;+C7YXHr$$8pGQMX=0EJyB*;e*u*n=HG(} z@T&_#nm$vTrSuURRK-0=iO7wCb-SgnL)ch8A616&^J%>2Nbs|UH>-{Bmp}j87uSFL zQbPkeZ}{;-Byj)#I#L?kH+uLh99_*)Mh@EWX-NJ++0iva_a_Np4Es**|8|>INt-OZ z$|?Z~OSk5Pd4aGz*h_-|uoi|b7ELJ6KBFB^$1Jd_3Va!>wj>9%vFBA@*641}BKxTE zA_HFXt1wWx!l_A1{<-Uof{hL_x@V%cr+3%p!^Lr+gm=U(2M4aGvvg8z|J$+`|J-D( zAK&$zjA?6gK%+oJVG3=<&v@|!*srRx2bBEr#4>{T%d#u+8&o=e$;|+!zX7O&p@>6= zeTs*bq5OC%HCaDlw8LAq)K7WCRuSQE6ZY^1Lw{Vjy0nix7V?(?gth&@9R^^*S9R5o z`ky5N4Hb;3%5gs`ZMhOC#ZNC*+;B;_jRXrGCkF73jDvNJe*e3J-mBvBGSI(csiqLE z1m>6Rc@vCnhwJsc1kifnf$JV8g{vLaBKoO|O=my(sALzrU@ekhzp7^t#OTr0k2zG% zstf*8k?6dPI0R*e1!b>-e;PzOOZspz+u}wFBAzTATrr)G`e?y0Oe1tB9akb0Ax7>0 zk32H4i!0mT7Q7}-C{*1_Zu?6!{8Ff)?HgbQM1KDH?3aTp{1$YfxGN+b{>Y#!zO>VM z(kxUyxZud8Q1)(L)VcCRlhvIz%2_KvLYc&wX)`UO?f3+F^CkYWcw!UNZ z0TIi+2L9)uZ62ytTauzEATZzAUw}lV2jGzXu5Y0czahI_mf)~@d^OdQ(364s z)U=?y{B2C(@{VUV0JH7U{7RmBBT5v+)U^PBQUhOQb$L6rZs^KjjP;EnilSiJM7@4a zS{JM%zVqK}@xS`N>F1fzUmJrli}!HxLQ_Z%f^$VYSJu+{95PEH^P~S#6k6{N4VT(I zE)@ROVN?pm7d+mVLC+U;=A?d!CXPT71Mbv*^sf=!!TYzCeSyL+>k%cZEeE6FjwcF0 zNk*+LJS>-<@9fuV>3t482RSWFcdj>(kl5>KL0mQ^wR`nFciZbI4Q&+W3(6PZXc0EV z48rPo3EoBjkEz#6=wtV3y>Dj>=7{1N0#H35iBkjcOKxcu)4Yza_t_p=h9?+CF4WT~ z22~O8Ro68Db1GLDt%<6U#I2DRTjXccN zR|?)|KL2Jou>(p?j2UVG)&ggRo@OkqGgVmgW+!b3Xqs=wrK3O_HNX)tKivx*ncUe=C+@)`{2 ze9Tb*uX67H3QnRK^#0HM&L#!i^8AbkBi}?Ljv_(n0>2nc5EWKCdxCCun64?y2O}P912|Yju{#0E#D;m{C-lq}{&?MC)u+ zKN{l&lt~uh5G5ymW z{UV$64~q#L{~54uz+dJi1b_w++Z0%8p7?H!;_0KCRcvA87AJ;^k4wn7x5;XSFB9T8 z@Bm^X_rM2GEIQ$LvSBSIOCjT@ZL(v&X^R(pX>{AyHU05rZvYi10p5@+5KDFhLmJ!m zhF?!bO$~+chb?|~eg_)eV0$4)Xw|2F@x&O}u{LA(#B=2l(Hs2$m@)<%x^TvFK>rC; z0#uJ+><_9L0cs;FDPe?At2<8-T)P{CMH0q5i)hz!w2P&Bbq4K_m-qfJmEYe%s|e4m zbiWj01Fte8o>q((iCTqVVq#JsLu~=G-E1`_VojPde$E&Lp2I9{n2_9w-7N5woB&9X<0-(WE)x*d1n;!AxHWVRcD=nFSLQFASwu8m^9M-UYl- zm8RD%JfzoQX5+netkjHmCO{G63u7|%1Gp*j|LT>;=_va==gUKB;~R0({lMbgJpnHx z`7N>5;1XSeDgWP9+9gR*?UPG1fmQshrA(t@PqGpdYQLip>KcfUrsI&qip4T^SKp2( zKh@?ysujZr&oyYhW(>Cz&RM&>zPArBZR5d2-~NX(64h=F`%$-R#>!OC3fZ<91;iE@ zUScWO*z1$fOSLisBv!lkI4>J`c}%}YArx4&oxNs+VC2=kbgYvYc4xd`{!bT@Yliu_ z%s_$)6B#xzb96mEU=loMy|!y@;hi#>x&`Iv4dHo$mab{VGP+4|m0opoMEw_gWPh1& zvaRt@J?iPi#CV5t#@c14@J}lJU*Y?o^wTrIt$wTqjxniXYb!|aly67f6@`vNi(0U6@_d3T#Gj@8J3 zjU&98sMea;-6F9J9fIInhVawM2XZ7aQlPM@)HA85lDQRo{gQ7odl%m}?rt<8OE3&h z=By_D!vE=seDzb0fd;fwbl3h;arT@8ajJ+6I7xefu+=brI;4}7hageP^Y^0Pm19i3 zdWvQv=|Q8DRkaK-c=Qq5FOk*B^6zfRg!vC)@PFg;4Zo4e6#Z=x9}u0IRwDMZ5np&6 zzc7Ah5eEM3pDcXR%nZ#G} zqy`o9c)}IbN>M3%W|!1=;o?$w!fXNr4B7f{AE%&`O`Mt6($42CS z0?eb64@k-ng!vD>bp#uncM~}_mFHDeRp*0Z{|2G|uuK%OyH{{mQJ+&72j}`N5PJfQ zGeZ2**zGM|fdteR73JTI0K4CWKm5O%L7;W#Oc(Gj^P167RYjf$XL(ttw~lsA$GfHhd^tHaNdD5 z(!gElYk7JNYaS_I{?od~~Ya}Mj z7%oF@-I#VnidV%Maxd@oGVhhbCWt+7H~d&|Jf^4O%wS$-uH0YciUYZr|D(gF?k9)e zp_iEH2ld{Q4Q`(0pLg3=c{rx@zC3vetr%6hr*8PE5b8zk0cglEJpH{oY~vi9II69Q z%ww3+or)B?v$4-V-n;4j3~|4i+|5W03v=DCt*~bp9tbhZ7}YlmtY^Fq@f7|aeR}-c zr!{djFt6m6j2jZ(DJ={z;Q!)U1z|5cx)qPGx|NRp3RGYXR@DEVXF{Ht8U}#Ycw(Kp zrk*PXtHQJp;Fio_2Rr$_+V(pFtr<(8@kc3b(z<) zashhvi^5zZiGOY@&zs4Pihgr}!-rZjvUBu>9<5Ug58uLeuiI2TiW+`W?`!7gZ#GYv zq&cQdP`7eCUx@ah1s^}EnP-ptXfl3&XSEIG@p6PZTh`xAI90wD6L3Y$j*|NCafi`{ zDj>cMRDO>8uyj3&%`rn!U4h=uGao!MB5r1Z^-gN-;NBfOCGc*XWh`taM)+4GYIZvjnr#!coBYK|xElRoJKx?w1jy0Tw@qYY!Jgn^kw_%ztB~I<@!<9BUaI zRm1U>)*1G$q|Z6qaxw5bx6OExG6)Q&CT-@ zx)#IireYJR_9L+!%NQo)_2)VB7TDC%8M1~xQhD7*^jQ25sAq4;)0?K)E$P{Sd!B3W z5${ofYnQR30>gxlhMzwdbqx&-HPt00hbI3{XrRBgjNzyYFo!3vg!)1B*Sp0p1Sq3%hkt+ zAfadU6ORKuMLr!r-+hsX*WTT$Pv%Q^J!mMo6;x=g+Iy70Agok>qOcvGxEip`MZenf zuiOo^u1(M@P}FkA9!ImqOegtn)N&9txS^9O!Cl~)?-L5$sXg3nwq|9U;s=cos~sD} zBRhJ}HCL7HlTM@b=xx0_BrN0CDb&Q6Y`jCz6^n199Hiiltn;JA5bQg>f087ia^d9f z#C!}K=2M(l`c~kh%K^F0a;;F1y1dI47VAbEkt15ZSWB;^8=*D>b*{mkur|e}w{NBS zrh}_B;B@Xo({phqt(3$2L*}l`;6dgLF>5)&P`>KZx+uY()dT|GY)z8|0UqB+1=0^* zp5K*cG$-}(T5gtYvRm|`>RK-i&cO8uCcKlj_Ylg#QZpx>@&YMkrPUuT)EDENI=&;fHx~cYAT+7|U3| zB(tuz>Sw8U_HUK{Fj2vJg&g-;hjvt2^q#K3oop^m z;-Twd%R8>qnwNnC%HHhi{Vrfg{hkoEH1vjJwl*vK=b5hj9b3N)<)H1C#7C5Vi1nGI zRUOHvbmBdH0ue7O#&-*;ibV&Cu^ys&Tnn`Q^hW1-Tl2PZ%v86GsdZ~-j0(}1tKTB{ zGQK5ms+u5sRrkYMR?U4|mQSr1zeKRC1l6=|vRc;7zhO@tK83gY<{r-Dv}om5lStsP z(R7+m`b2*SrM*T-`mNw80Y~og`SE^ry|?utfbE&I^?~OdpF_0H+n{+B_ZZc9e@HvY zL&nSxQVYK?ztSD~%e`(Ln{EQQ{&4THdatug&~KbJw(7J(-Aw8Ubu6ylvU%M!u4c*4 z`o|V%n*0_m99dgxw4o^FN9Z?kM^D&@3_c_~>_-$eGsWDH$%+0*{>IqcRAgWeC&$denBpvXT$4eZl&-yk{V3&aio5_@@xVC8Qq)F|_>|&=jkT4q zltmnyaV{aT`2FdthC-Tn@M!DEuXdT$^zzgKm3%+(SqWVbwc@;n6V^evZ0 zAt#H9@cHpf?{q^3boOeO0hLqwRGbVd)Pt2@l@Xr<8?Z`DF&E2VPznd$) zXX*6MuVa6zV8oL6_r<&1P}h?+jFAF1%fZZ%A6!xd%!^baMv%ZF$)w6MD$!}W{&~MZ zdHHx0RQVsMT|24cnzk~wGNjHOn{{ZdEW~xZxezT56ctnwmWY>{m6nSo2It5Y;O@Rd zk79a0KOooItiBngMYF7&M^p(aburwGtFW!2>~47-W%G>8pyRAx-K~0P&(g~o#>i60 zYbwNbShXD4<`19Ln1lhTxVH02Z=~r^VLJo#J6dz16rR>-gj54R2|j;krYnsc9VR1Z z#^!On?JEfpc9KJQVE2nwe;e+{Ox#QQTR2Iy7j-jvHdAc1A9V`NaZRt~{cjju`; zPsYNd*iX zba|BCIV<=;&~j$8Dtw^G>~%k$8BZS9>hZuzwG{Pd^(t@h$@{owR2k0JGh^PKG~p-Y z1UQRTvhLpWUXSB?r;~b5$flVBQE7pcdDt`^6kQRJY7#macg3-!Fq_AF=kMEsAeg5{ zp{LhU0cODpk)j^QBrf9a%Dw1808bCzy4xTWdSa~_tX3+bm-uYPxpIGuhY^qM@14(S zXzxe6^1AXiMv^uZ?54^Qd!8GkMH;k`fSspyBCPI4iy8JN<|Bzehw_y>o9EhF>!`6U zMPykbk?T|4%gCW@=dZeQ`ux|S%k+!(<-~Yq6WEQWu^t8v0`I<-($3bAv$m?=Vqz0U znSPD-RiJzKQSj?_TvHJb)#;JK#yHAz_;BMaohTb0ah-nZE$>b5t)b-!H)oP1`1&JW zt!8PbTQyDP%9d1DqH&hPXWTm;a|>p<>(SinH80trk*t$3R%Bv9|BW7^uX4Y}bVP}% z9$VK>yB%D1;a1zXM_YYDHfdNqF0t?8{~&lg!aYZ3J|8=Gm>#sAAEDVERWno6kYTmn z-<02U>OJ{qv@`ir!BWt!5RRL%a@$_f`eJsj;o!k9Uj|n#kv>1rJUryCl9#c)b!P*a zrTU?#Z$|mYqWgd5CC{hCZSQ|ASspB|X@XxcawxV&!mNBy3*T=mj7@bL&5`gceT@|B zmEKQ!>k$bvcflMa&ox5PCxIu)((n(48u&GY&^FSi!hgKrb5Zk)YS8j=7-<=cggvz1 z@;bU*Iyq&B99Kz)$r#7B&Kt)jIw>p&#BBk>{)+SYaPGQ-`B@)bCjtd%Mll<`T+kcF zv%6VcuQXgG)Zh+(t@=AsN3}0m^T`rB>8EzPQLW#DZ#uf>p|xbW$awjX2_^sVL7()X zHeRtfFNSPw2n0)B`MQ_D?L?ANIX)s&qm39n?2+&5r;KwZ_}yiIJ~~q8d?q6hmFOAg z7L2_1hNyV_S#6C9Z1+lYdwSP{O4>G$mm#s(MJXOdBL2Jr6_&gI{5Vc}3YU_w7kWCP z*6KenqZzJ%0%Cm+Q$u_e+#f71FGtle33b+yxFRm)N$w>l^Xxz6{n^SV_LnHzgVI!V z)G334%Tab$+FoQw4<#jDU``$th7ymUZJ2F=C$hg@8WMkp&f1@Ix zP@OlWTcbPhpd<41)HW}Va*)!yx}TEyDC3tqb$>OD#XExK^wY3NwLnvIy7B7uw~sf$ zv4@Qkz44|yjd(rVqMf1@28$|rGns8}lf4EzO~k1~899_KfN>?40T$H_aU&N{?WoLs zZiR8u-I)`U@=D!?brGBIplb8|SW2qd`&LOz>TvpcMO@CCwQ4_CX@Mvx6vD8tZLYL} z8?_T7{dFWFyMPa_H2zSlNBpd~^?_iLCUWutUpJR>Wo#uhveIBEQz!z>`^+J&)gD$S z&Qp?ZP{hrOEcWMS^n`MV-oqcR;Ng(YX*FH2q2U`}K(m#9DfF!;G4IaToBiw7AhlIj zly;4Ec#2OX8B+bf+ft{z&^IXtmk7my#mvrVC4VQL0{dWoP+*@fE$A%HgjSM5J<^3ft8H zs{)1gE<5_$TK&RdPX6B(#3jwn0B**%Hb|&AT?tImwt+U~7Uh}x(8sQX_-}oLhxr`B41$P{SYKvwoAtKBV$#d;w?IQ{4 z#yF+)HaFo|+KX%-TqH$}EVI2n56aJfzkhI`q@xotHfGDg#r3k)OWk5ky-P6rk1A{t zmUW8v%tg&4!q})uV^Rt{UKK|UR$tHTNs-q@>Uhh0#U%&CUZyUl8XWv4ESOoWpjpOC z9iB0$yO-y$-JYD&ZzRdcj+{HH#ZlGetDH1omp$ZaXN-?ENaA78=AuZ8%}CFrb0m2` zkm$Qn?4dM;9>qpXwX^dfzJ`XZvJL0=bpMZ;ZHiX9H`#xz0UreP2p!@ZNcj^~ZV)6l zoj0>k&y~QjK{dXXb7RAzeC-mcH%19V_C7u`_$zbMUA|hh=G!;VU$~$tT{{F=@d<`8 z`pWvm;pr|%y|&*gU$?+ZpSQO@LqsWe#5$>_V2@d?IY|A6CR|(scsj|)NFXho6&K5L z2z>bR8LBMKH6K2HW=MN;xJDrUQ!pH}F6uqMZ`zk<#&u$;cdN{=aE7<15V+e%7BP>Y z7*9h^b5Yw=+6Ov`THHG-uP){ZU+$k4pI_BI0@~ zF_+{gWh)E4+`^;jq3caY0<2iODK>WYPp!hCYT)A)|F@ZOa;o`i%2jsu08~icu%r;D zm0r{pUq&9d4u+3tX0s?=VZGAoIh>}}8&>O(v;F-XDxn-nK+V0AbS()G)N}a7_uiT# zB4rNSqEvp+_8}FC6^LGb8}LmXNx6O~)oF9kMAM9Q6Ll=}4 zC+7oCp3a5hC3xJ;8lSfBg+6F0z%9VRjn%bg#=2v_Ta1%rya#bl`(geheq+?MPPiE! z{Za3*|1`({7#YtSZcEj~;OhzHl89yWr$qUEA$Z|mLwzj>+(FzO^I`FgjXXupGC-x? zzA~Bu8H63lYjbW)?u^82h)ASLdpKIdlX9j;2&IldQ5TrU;PN=hV}FUzl($mCbvfFF5?*5Y z=h+riMJ5Sbj(Ho460lNsQ6i%~JM%&1@mqXB_xglgJ?oid0oFmoJ5lXJMikm_7%PQc zn@`>5VAS=4y2VRYAMuwuO6b}bRM-V?fS%CLU{RyRRf{Bo>4u>f=U7x+4o9U*U|xbRtzNu78PJier~7m8?moe{-+E zawK~iyRK=Q=*EtGU3(g47Z7n^T@TIIHn1GX>-);%sPGxqB5Jv!VB2ZVG8gq5%6!+l z1nDEecu2Rc(|KTNDgDD6igi+=kewdt%WIY0PujkL4Q|O>Hnoi@Ter7(6KpHE(`JK~ zx?&$k9R~V$MPr`*BksM!9xy`^Bto@PV^%)~*?Ynb5E6c0Pto+1n?FFFgG-U^uZA8C zG{+VbT0-G#l~b=f$c#t(=sa)LhMI^1_=LfvItxX%!J{QD*aY2^sBzzFv<*1$IW_Vl zTuV9}{?dWFwzU9%ZlskGd^d|VZn7fzo|RHp26^;(^DV_3T6@)Zu%KKW62f_IC07;!1Vf$f?meSyu=JRI$WjYqYUY>n%O z2jIcE4#BaMW8}lNJ(Hjx@wD4TM5DF}L|$hg{x{ldJGig-;Fw)*#oETF(U_Z0K_eNw z5#jM4!2u^RQcs^7i={Gxu8UPZeP{l}d~TL#pyH)_5GR?i850XR*gOlciueKel8Bk| z?YlR|U(ZzF#Z^L&VmAZQ!cv!(3p`^;>_KuBG@qX4A|)!VxTxGxQ7R~=8_Z_i)aPvc zk~f+7r5u^aRaqSLqQ+eKxNoXS(OG>w+c;fLDn->J+3Bp+z_{*h^b;h)2&natnb*)g zw^>LKUPM`G0~H z5d4xS<>wkw;taWh{0gBCm!*#2=Gx|aGk7H&=G+%)LsmPMKZcw|WyuHe#>C%gt7|QG z4t2d5iL|b$cKRSH3KfcoxW0Q5RPTSIC0}B&tVKQO~O{?7ugkjp1;4zScA zw8~k-8S7VMh+)t$?_q^rRB3IL(eg;I{;pA|j`a2y6a*GVKp(VRJL=HyZ*N=)12^Bu%+* zwI-XGEj@?OV-MkI^tAj7q1#qQV{7{fhE+`JPkUsh#&L2@TL@Q_EV+BrkD*J}Fu?W}<km_h|E=Rr8~b3U*804L#e{aEva8{%w(AXRh zc{~-gN|QauG;;O#+|!f_NvFHsmrp;}b%kg`K{~1+{YobFfdV?6JzMkq_iHs49`LEd zv+Wa}G_{(7fu*Vk>!e3wh||yqav9&g^A+iiqU7yxbq*P^7p*V5bZniVCs@Pvt`Xm;wB6>UV2QQvz6c>L@{H{y{j_^&5@B+*fR2|$VH|(x0umE z=ov4*c$;e6gF$rsBN@T-d&QiUO$0pB28%3krZ&3p&!xZu)`}|*wVpjI&yscQwGZj* zoV+VIEY}rzd@-P|EpXe44==2O(9O+Fdv~{-(m9n_Hw$}>h?Uhl}Y0&Dm z!~id^;`FqSxhJ3b?U{iILyPGNM?*m`&ZkkYQ^U<;nzJb<<%`Gz zgQH(qgwFhtC_uF=FhxY&D3t4gF)(C}MD;*CXC@cAdS`c7<&7v$-nh0_4HNl#N_fr- zc4y@vS_#L04NSAe*+urA88JJC2|k=0hx7>k8eMtXE+cs4Qv5B|(2$7qUeP+>qfYth zxTwjUnwpKs)6XhcK1xhpg*sMhT4Fn&jD_mW`1~2X0;-7aCu&eE|My<}qhe z8OKu@=ady7gy0aIh9de$6hc`kV1krIqm_x!2&H#8QTZwsUHR z>@xKHWh!{dQ?R+!>v!%0iYp(s)orF6KY_?Pl6mHC=s;G%t8HS%RkEK^sXqG^LlA) zvw2oXQYc5Kn)+H7PD6CO#@tMUW7qwVTTi0m_fo#EzlDJ1KIs*n!&AAN5vV|#RoKUd zb-lZ7S6ei`4$J9y*Sw~>zbZ&wC)o9q7N7BhVIoc*T2c23c%Ud)qk(v-r-2W51BJ8+%y{CGMaC+E}@&RW)|lWO9nBm!ZpJk#Av1kpHk}iQ#DYq zb)y{ns8(FC`Z%-PE61RLCeqf0rI!ST-U`P*h;BZh$5p^7B_CeBu7sBl6EU>o<H#+m!D zQii_%X1-%)<&6Qxp^OqI@L>bQ07%5Ysr$fZ!oRXKiTj#$MY5CuY^lUa=R_!d`dT{H znevmKo{nEb1MlI2wMc)<|C^)Ew{)S?9?;Ma`qmKpaPC?8%X$pi3!G17dpj-el!0;Q*gnJ5L!%~ z!ZB~C`D>p@E3L1E4C@}9N>+c9q&f-sMDUUJ-dRN%K0-#^TykD?R+MqWqqq;76KoP2G%#k z--z`^PeKn%TEh0v>&ayEvmrE&|J>0%jN9)zK80`? zm_I15?y5Pl97$nSj0UQXMOTXsm25bWWEvLxD$GknB>A|=(>5>xIE+RPPymcfd81QG zOowxebL;~qLx~fk)u-5pixUATMuCg;y7VnE1X)9(oK4r_FL7i#ps+6oswrAJiEj&; zHutyfRl+ry&)IK0z4Hnr%4wYo*68mR6c_VV1YN9%NxpemLhE1|eaXc4@$wKJj{A91 z03P*PoSyQcXIQE;xDTYMSoRQT5+SOb4@X&yj$M5q;IBQKoHJ~By;#cGF=Pg1sXero zY8-Ht5Y@gg4Lw5MSUKs%PQ{~8f8*9ZKMQ52(H@*A#7;V{GyJi-Nlr+YF=~&yM*80%M8QI68C&Y*lEAWEeJYuXJz2+kfeNpJsDrRG{X>i~I z>{jMNnyIj;HflZ_sHhH32?Y{{xAxh5&&PZ?qIOl*bTJoeafXDsA!I<&S+c36pYp*SuH(!Tz4D#@^m6!c_3? z6!hIr;rCwJMpK%~{s+3lin$#ASeGyQBwDq{B4B%bhBUeFcy?BG%l-;B4{*w7ixrb* z>F3ZRs)NI}kXqlMLL~ksowbc)SQ=7h7ijmk$wegL_UyckW!nBAGAb%mrE!B`1-U>y zXsV}r+OBDwjni)SV9HDh2#Iu3f$hcD52qPq{s9tXEF8!NG4auKK6vlB+UUbE9i&0; zii@MQ^+JOExj(Ay8Y)85c5eKzKe_y|!f|x=0W))WPo$ z)0ic%C*jNrp|$w=L0BdtXJ@e|h1KDZ?5hCp*RPHg%_ZogdOQKU%$XfB3Ymqs>;uKf z`v-($laqcui#Kf8nU*J1*6UEZq6OM}v!+6n}UT|HZ zIcK-#7G%h-?xp#@y9ww1z4De#hj0JReVmOgG%`SfrqT2>ONBED)CKzhTm@5J!}1$` zT7-r+njtKoy!xZ1A%mlq)c6vv5+b=ugIS|FgWs=lnW$Op=E@$PiilkkSN}F=FC>@FN{>9Yh>1fw`k|t}d?witErk-gw&XE#RcNuEXRdQX4_G zUT=Sb$`FR+K}69BWYR@M-gFolDvI34t!jqQO814Bhy@SJXM0+LMTFm`q)1~Z{N&+e zMF>gOfDZ`)-(=`hQqr`AU^XV_^Z1HB7+5Gs@zT9TJszQ@m-bWphV({c2{2jo_xD$X zzWYtiJ*VTU&E~_)1wn3#*k+pJNmiuU`N6NFf==o;#-eAw8df_<+FvOw8G_PntU%9e z9?B}U$g#2#Eaiz*(5T5Gk#6ZEPtFzsc*_DF139&2xa?mKO+Ob_oV0m4Dckge5g-|2 z53kF~RhS_!=PY9TH?yMh?3jQ=e>$zSl~O^@HZr-iHs&SI2@hiCl@EhJ*?YFAFa0$ii99v2@n*<^E5 ziCUlJX6H37kJCHXRtUBuqJDP=*rI*)^UkBO)L}f^YfzwHby+s3M6niRaxtI8s<>W| z8}P!jq$N0ES(NYhf@70bS=-<7X-H9~%+HTAg!t%v<*+Aw3xt$NBO26B=6CQBjAHPS z2tImAq#k~N*KNw1R)N=ZSOosSsA7Dc`Xoa|?7x!T6^F4dtA^!9IC9J1JCqe-CBikF z9qM!GzTNM2zf?GH=7h<<3R_ ziyqg6cg3K z`uXmsQkt6oRy`$P4{xwLl5T5j+g7I2I41>!O6p1Xv;aA-nRukfyF(h_HcQXxAzqoV z%q&rQ9L(n+d0Lh6sz7wAvT0u@9UhVdzL`hmkFA&$5Wl4%FVIgd6mV~RkX6)-GkxcK zncJHxUZ%3U8{X2W^2vn6&~=RNFPkVeFQDX8JUYE2AX0n|V}%mG)u^;Qo$qn_Gc%>> zNt<7;(Xhq~>qn)ry?HPH7e2S9hwcK1daow)?bfs-Ap~^(1w7vcN@6xEZ-CFVyB8aKDCzryj zkA~~Pi%tQ&S%rU&H_pFsF-2UhJ;(};93Dy78`FwIYO+krV!nJ>&E`Z-|I)i>CO|#n zWOx{kN>R8l?j9UJX9;)bwm&AQ5>fVug3mqU->xEu&pi>*k~=NQfU1(wZB?|y$iZ07d)UCk>1hZ5!NurYq>{nue- zd%d;2rGNvej2*E-LXr4-Rj7rd?n2vylvb6gTGc8!(cnlrv_;&QOo>$Jc{a_=eYJxd z{AuR%GZU|$SH%||X`HH87gss>ExI3jfhEl+p7p*fuaXF=I#!LZsm*F>g<}+bl=f9? zIpY;5qr7{%<&nOu-b*I#UCH4mVj7XKmc^DR8AMv!hmF! zajf2Yg+OG<)T`}Dx05PkXJ3Jl?}{)dq#YF#!g(2in_F7^>UYifkK++BC2vgLuiw9< z4+nYKyrx^S|9Z?Q*1KZJA-kJnPm4#@{G0ZK5viNO3GeyRA0!9F(XOs;b#DpU|XtL-nM=H9SAJ^yHE z_m9{40E&8T+;p*)kz0q6DL zq~j$YBdAV%T6$4yYtDgcdlp^YPiR)n}_6#Vf|WIc-re#`mzheM*y^iQGit$(+&!F9+j(Si3Q2byh|KO#Ix?!}5{+7tM#fz5|$Ao3El31(G z+Qi$X&NzqCt-QM8Pftopv^C2UNDomI;mJ$p9C_g?6_Z0~G|5cvA#@+Bo3XBBAL~{P z3BWuCi=gw1V9bB3?1QfZ?C0C*R`EX;6la7(b!X+J_T6G_2nh=E1Ou#<&kv#0A%cVu z8KsEn{4Ztn60TCHEoX778~I!-InYUw{&~<~u|V>aV5tzWWellD&QRrg5sEEp)wiHJ z!Xc*<5l1nSAx3AT;u@SZo%D4K{BL{l97*$w`f#_7%hPjG7l(lA)+tL8aHTh`!rAfD z3Wd@Bm&m?w{X81zwaHYjoS!WSD_&0(jtCBPdRWjonTk zKbhndn#!SMfG*@sVbxLzOqtNG=i>p* z^gISqHsFq5S3Mg_mFZtDP`_mujSN!oMt}TA$T4WSOcKs->BIs*4r(pRe(_;;Xf}J<~tq-xq3U z@zEivw|t?os*hvy-C1GSE-fe0-=PuW%yt=TR{uA#X`rS@!A$>fJu8~0a&wD~G>*R& zY?t~eWYtbno}IBu3pk_}23SyWNk1*Jb4Ia)BzzTy@Nm!bVQqMe5F*O-u#YP{BU18N z(q6jgjg9kpP?6xmO?_a=x88Dvp1gsaj;*%a$E#)x_*AQ5Fu^i;2Y>8*LV~ZE+2Pme zz&EH7aNm+3X9_|<;Dkm(PE==sx3I=)gZsx%LF%t=Z<}9IQhzBZ5N7tboSh+C>kMpWc->$>bzwnpu<;G4au8Cl8R@)C-wNJpy~Ztbm6-N>tX-m&-0vST|fOM_-> zKIrJt=EYFE#A_ma-kpAEAjqvYm3h+&#w*rF3I##QGBRad%5nYTjDG+6gT_vY;1zot zQ_(Jo9UW&D4%vTIzbqmADZ8EK4DW2hU&8mMm|w{S^Mt0%5}1Sm;3)X+iq^$i$Zr{2 z18!6;P$ibaGHfF!r;isOgMY?6lj`__Pe~dP9?&XTZrwtc~F^%l(bf& z!hlbMpk-Qb#@$>+1@QMHcKX5ZhOchBa6UOi?WBy;ZUS}L^Wc#Rb5wy`mD2+XMID-C z1N%H^`W%a-lZ?XXfkyRsw? zB|p&@dHvH1m$`8BMQnr=5orHl={4_i42GQqJ2%agcsyB7X6}h_p%pW)Ag}5vA>1e0 z)WSha4;IU2bb=Qb%PRgn!@85Dn{}dng$`T2=k+^kc|Tpek{c`huU}(WvVEzNr*vkN zZ+;n3s!yv&A(G|bf`YlN)wnn+I7LO}p^46~*$n_Y-0kRU74x5Za(uDbZ2J^OlqElW z;9Ptg(mvlq=(mka4`6@7+nRUeb_A2jL9_M}3h7}%ITy}C`QVCGBeBFS(yPjR+No^5 z@tGRIyl2MBS?vf)GgU$HEU^RrcD%VX3ai0s`MCiW$ISflwR22l!gkB>??Os@IhHE} zl_P9{zEVq#roV~4-!p&~;u!R@Yr*lK-2Qtn&(C27&Y!yO2=%eKNKDO`pXV_}2XJTz z#40d=dM*rowEi-Eg_o)Q0%R5&sq{|Mm5*)T$bpwvTG?Ol zI0Fb-i{n-iZagObRuug3>cQa=wk-4vB+i*xN*1*TO+1k0*VMG67t7w;`-NL6xQ7Rw zfCyzo8u^NgEtu${M8gkRbu4ku0d=ab$ShXuP^UwOm zFcg@G4>op#U+5|!Mm^1Y1Pwk22VfXq-iiRjtPWQnvEY%yCl>qrpz^PU#6sBsG&y2k zsCgBZGj+BMQg>2gvs!*2K7Le+V8>Z^xk}q+2_Ft_j*HV94iXuy`EG^~Tr$azx;r|( zY3FxKs@N@_vNTo9=82jU2w`Y$)2JywJD7PB{krR+;4m*lbkvA1Zn?G*pAv#H>?haIH4zn>KgYMYT*bD*^ zw0RnP(>bp3UlSf-0hih%^gf;-nL`cZezx$ZW~O(ozX6>U%qSjTqdli%=AtH?m?-$u z^BU+y%V4fNhG*{JPn5BysiBfZOetmNg+9UWmfGx#^B8|69Hwg0`W>G4skqwAD90Vba^%$&SrPNTVZU(lF1JJr25ixbLC8 zssU(k#T+l=*6o$2jw#-cp5FZ8ca%wRrfsU`w444vs##o#&CdguQMk!Q$5ewAL_m-s z6=IDd8nFFw+UQHS0vheHQQpDNtvB=%4xu4Gqu_ofT4)Gg->=3Rs*(Pf2aw(}D(Y&d zQ$ZpU9eP%Fl8VoHM>v?lO<{NqPV=EvM`8-9D(%UJ^VJjmMBIUaFX$|dr{UrEsDVUW z#SniHbiYx7QANc7vU4tKGBS$J&(IrQ0kJTb##%BM+Hj$Ydk?QDucFsW$RF|!b28{~ zc=2^2EcUmL1vVE~`E-~+GjkOS1I`$mUbx$ZTnFsC)CJ!B*BTdo*N*0|+oo6}d-__c zv>itZ5}It>Ty&r3zTv7(NB?Ay=XJZnN)@}{&JMhg7e*q4j(%PQJt5`csYBw8d5(IH z3ChN=#v#w71C_|XHkP+9;R5y9IdibR?8$3qbbX}G;5K8> z(a)AYX^ni5$l_!JDR>3y>ZD{Qns44O4KrZ&!MSaf(41KafAU3)BgarDvP6g4PQg$R z51ALQ)tpUW&BD}EvBSpHhe{Oa8V>ooz>f2%DN3R7KiNc&*L@voYuj-_pc%mRukLpI z>h{2yb(^rG88V_b0$*3ZODn1f&@9(IE!0Uy4NI0(f6qz}0#!S$G5cSSd61>0zmsv` z92|1|vyA{ZaEs~N%u{5fj{!kQ)4g9upAx*?Tv_#CFwhs;f^{`Te^(ieOG1bZtSBqD z$R_m?ogJkY*(7WVX^;@4!}MW#rf_u=^Wp&x?Y(XCD1z-PpVW5m@XlRCGRr`Ophth) zSnbEz)*hsx!M(jh1s0-lv15rg)BtctibP!dEQhe?zF~oSR**?}{yMttyzA-dXi7pb z9%AcAPDKK6BZB{uC|uo3=&W8S?`H!(VT(JASJ{gy5lU9DkLn2MdC7zX^~ADE3-;jB zbnTeKUJLO>_T7skh#GlidRBcg`IqW2;O}k5m=c=-hU~Ksi-`|gyLMNext7jd2b_Is znkTK#WcDe(sJ*YVMIhO$V1}318|o?eleWCfv0YX2bh3f_Cw6*T)-S~Gby6(su>?xs7=2{#m@?$!%GlWVa{ZCrH|;@K879IVIkb@9!dxK$<$E=?0>j zkqG@XXl8M)%pnbwE@&7iDSqle3D*7iJYN$r%Io^1F+P~pk>+zn?b8k7E;48=3di-w zq0~>O=};mEP$3GNu;v60zrIF18X6rPMGJ5fv3iag*99k^E0lawHwD_#m7f<22|h*V zGeN7a_HGv z=p*YJ_;o6R%OQc+Wuqf6>+N5Nn~oJ?B*FkADJi}S8d=sLWcZrv`JCXTFql^{JI=U7 zm8eNek8&UdHL{dX<1!XOin?%-@SL0;VSMf45vWX_t;;LiC?s>d8gLFeeNLNELT0de zr*tJ_nKW(ek4`z|+}!@RR>iBQ*IQmLY1@QLOudid8cV5IliD?%+dySzRjPDxjDxz` zXU-WVgu+0i!z;VX_m5ClcQ6N=79J1JhO9oNkV9u)T8j;P(Wf>T?T3XA$J=1X8B1F{ zp$U0>ntJpMK}X42BRpMW33z?ON}mel*MzjFkQ(57d0BcJH8R{BadZ(8`9Z3guwv<( z*R?s2>03_bEvu@-KaZmamCf8;za%ggn`+KGgoDM7`P-a%x(oGOtvXm3g#GRr=R6#X zD#|~pF2`OL2tzDkuY6z_;{?BXMaI7LwX!RJCpO71f8i8-beH%MRO+acy1aE43x=AFF&%2K=8?)$59alf$ zYMxYNi>Id1%4%u7ZcJDD=zaKTI4c{9D;2lb%t@5IF=5ytJWL}IF(Dtfw*8smhwD9G zw_nq1{x{M1k-JV#W-M39$`F~DP!i+jD*uwKYwetdz_#ng$Lp*8IL(eo=AiKN>x3n zscX0{>ydci(tBEIROa)(taqe?&N>`)X2oGH7$v?g<}q(D>8lBWpHmL*J+?& zPC{znM1yULHvZLBKoBFW0qB!nSXckdCk98McSznc4EMaHU~~54P$w&ZxhDy&vboH` zQ{N|SNa+4<{_@Wa?JH(qJieN7d_uy{A?xo$o;|1U~WVA%ltr9