From 465a83629d2d4880856bdb5e18bf4ef38ac00942 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Wed, 17 Aug 2022 15:18:57 +0800 Subject: [PATCH 01/17] Update set loss docs --- docs/apis/train.md | 6 +++++- docs/dev/dev_guide.md | 4 ++-- 2 files changed, 7 insertions(+), 3 deletions(-) diff --git a/docs/apis/train.md b/docs/apis/train.md index 97f55b1..0eac676 100644 --- a/docs/apis/train.md +++ b/docs/apis/train.md @@ -10,23 +10,27 @@ - 一般支持设置`num_classes`、`use_mixed_loss`以及`in_channels`参数,分别表示模型输出类别数、是否使用预置的混合损失以及输入通道数。部分子类如`DSIFN`暂不支持对`in_channels`参数的设置。 - `use_mixed_loss`参将在未来被弃用,因此不建议使用。 +- 可通过`losses`参数指定模型训练时使用的损失函数。`losses`需为一个字典,其中`'types'`键和`'coef'`键对应的值为两个等长的列表,分别表示损失函数对象(一个可调用对象)和损失函数的权重。例如:`losses={'types': [LossType1(), LossType2()], 'coef': [1.0, 0.5]}`在训练过程中将等价于计算如下损失函数:`1.0*LossType1()(logits, labels)+0.5*LossType2()(logits, labels)`,其中`logits`和`labels`分别是模型输出和真值标签。 - 不同的子类支持与模型相关的输入参数,详情请参考[模型定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/rs_models/cd)和[训练器定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/change_detector.py)。 ### 初始化`BaseClassifier`子类对象 - 一般支持设置`num_classes`和`use_mixed_loss`参数,分别表示模型输出类别数以及是否使用预置的混合损失。 - `use_mixed_loss`参将在未来被弃用,因此不建议使用。 +- 可通过`losses`参数指定模型训练时使用的损失函数,传入实参需为`paddlers.models.clas_losses.CombinedLoss`类型对象。 - 不同的子类支持与模型相关的输入参数,详情请参考[模型定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/rs_models/clas)和[训练器定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/classifier.py)。 -### 初始化`Baseetector`子类对象 +### 初始化`BaseDetector`子类对象 - 一般支持设置`num_classes`和`backbone`参数,分别表示模型输出类别数以及所用的骨干网络类型。相比其它任务,目标检测任务的训练器支持设置的初始化参数较多,囊括网络结构、损失函数、后处理策略等方面。 +- 与分割、分类、变化检测等任务不同,检测任务不支持通过`losses`参数指定损失函数。不过对于部分训练器如`PPYOLO`,可通过`use_iou_loss`等参数定制损失函数。 - 不同的子类支持与模型相关的输入参数,详情请参考[模型定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/rs_models/det)和[训练器定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/object_detector.py)。 ### 初始化`BaseSegmenter`子类对象 - 一般支持设置`input_channel`、`num_classes`以及`use_mixed_loss`参数,分别表示输入通道数、输出类别数以及是否使用预置的混合损失。部分模型如`FarSeg`暂不支持对`input_channel`参数的设置。 - `use_mixed_loss`参将在未来被弃用,因此不建议使用。 +- 可通过`losses`参数指定模型训练时使用的损失函数。`losses`需为一个字典,其中`'types'`键和`'coef'`键对应的值为两个等长的列表,分别表示损失函数对象(一个可调用对象)和损失函数的权重。例如:`losses={'types': [LossType1(), LossType2()], 'coef': [1.0, 0.5]}`在训练过程中将等价于计算如下损失函数:`1.0*LossType1()(logits, labels)+0.5*LossType2()(logits, labels)`,其中`logits`和`labels`分别是模型输出和真值标签。 - 不同的子类支持与模型相关的输入参数,详情请参考[模型定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/rs_models/seg)和[训练器定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/segmentor.py)。 ## `train()` diff --git a/docs/dev/dev_guide.md b/docs/dev/dev_guide.md index 55f3980..9076935 100644 --- a/docs/dev/dev_guide.md +++ b/docs/dev/dev_guide.md @@ -64,8 +64,8 @@ Args: 2. 在`paddlers/tasks`目录中找到任务对应的训练器定义文件(例如变化检测任务对应`paddlers/tasks/change_detector.py`)。 3. 在文件尾部追加新的训练器定义。训练器需要继承自相关的基类(例如`BaseChangeDetector`),重写`__init__()`方法,并根据需要重写其他方法。对训练器`__init__()`方法编写的要求如下: - - 对于变化检测、场景分类、目标检测、图像分割任务,`__init__()`方法的第1个输入参数是`num_classes`,表示模型输出类别数;对于变化检测、场景分类、图像分割任务,第2个输入参数是`use_mixed_loss`,表示用户是否使用默认定义的混合损失。 - - `__init__()`的所有输入参数都必须有默认值,且在**取默认值的情况下,模型接收3通道RGB输入**。 + - 对于变化检测、场景分类、目标检测、图像分割任务,`__init__()`方法的第1个输入参数是`num_classes`,表示模型输出类别数;对于变化检测、场景分类、图像分割任务,第2个输入参数是`use_mixed_loss`,表示用户是否使用默认定义的混合损失;对于变化检测、场景分类、图像分割任务,第3个输入参数是`losses`,表示训练过程中使用的损失函数。 + - `__init__()`的所有输入参数都必须有默认值,且在**取默认值的情况下,模型接收3通道RGB输入**、不使用mixed loss、使用`default_loss`定义的损失函数。 - 在`__init__()`中需要更新`params`字典,该字典中的键值对将被用作模型构造时的输入参数。 4. 在全局变量`__all__`中添加新增训练器的类名。 From d990ae60eab6f0d91dd15e7c97c634a14be9cc17 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Wed, 17 Aug 2022 15:19:17 +0800 Subject: [PATCH 02/17] Remove ellipsis --- docs/intro/transforms.md | 45 ++++++++++++++++++++-------------------- 1 file changed, 22 insertions(+), 23 deletions(-) diff --git a/docs/intro/transforms.md b/docs/intro/transforms.md index 6144704..605d238 100644 --- a/docs/intro/transforms.md +++ b/docs/intro/transforms.md @@ -4,29 +4,28 @@ PaddleRS对不同遥感任务需要的数据预处理/数据增强(合称为数据变换)策略进行了有机整合,设计统一的算子。考虑到遥感影像的多波段特性,PaddleRS的大部分数据处理算子均能够处理任意数量波段的输入。PaddleRS目前提供的所有数据变换算子如下表: -| 数据变换算子名 | 用途 | 任务 | ... | -| -------------------- | ------------------------------------------------- | -------- | ---- | -| Resize | 调整输入影像大小。 | 所有任务 | ... | -| RandomResize | 随机调整输入影像大小。 | 所有任务 | ... | -| ResizeByShort | 调整输入影像大小,保持纵横比不变(根据短边计算缩放系数)。 | 所有任务 | ... | -| RandomResizeByShort | 随机调整输入影像大小,保持纵横比不变(根据短边计算缩放系数)。 | 所有任务 | ... | -| ResizeByLong | 调整输入影像大小,保持纵横比不变(根据长边计算缩放系数)。 | 所有任务 | ... | -| RandomHorizontalFlip | 随机水平翻转输入影像。 | 所有任务 | ... | -| RandomVerticalFlip | 随机竖直翻转输入影像。 | 所有任务 | ... | -| Normalize | 对输入影像应用标准化。 | 所有任务 | ... | -| CenterCrop | 对输入影像进行中心裁剪。 | 所有任务 | ... | -| RandomCrop | 对输入影像进行随机中心裁剪。 | 所有任务 | ... | -| RandomScaleAspect | 裁剪输入影像并重新缩放到原始尺寸。 | 所有任务 | ... | -| RandomExpand | 根据随机偏移扩展输入影像。 | 所有任务 | ... | -| Pad | 将输入影像填充到指定的大小。 | 所有任务 | ... | -| MixupImage | 将两幅影像(及对应的目标检测标注)混合在一起作为新的样本。 | 目标检测 | ... | -| RandomDistort | 对输入施加随机色彩变换。 | 所有任务 | ... | -| RandomBlur | 对输入施加随机模糊。 | 所有任务 | ... | -| Dehaze | 对输入图像进行去雾。 | 所有任务 | ... | -| ReduceDim | 对输入图像进行波段降维。 | 所有任务 | ... | -| SelectBand | 对输入影像进行波段选择。 | 所有任务 | ... | -| RandomSwap | 随机交换两个时相的输入影像。 | 变化检测 | ... | -| ... | ... | ... | ... | +| 数据变换算子名 | 用途 | 任务 | +| -------------------- | ------------------------------------------------- | -------- | +| Resize | 调整输入影像大小。 | 所有任务 | +| RandomResize | 随机调整输入影像大小。 | 所有任务 | +| ResizeByShort | 调整输入影像大小,保持纵横比不变(根据短边计算缩放系数)。 | 所有任务 | +| RandomResizeByShort | 随机调整输入影像大小,保持纵横比不变(根据短边计算缩放系数)。 | 所有任务 | +| ResizeByLong | 调整输入影像大小,保持纵横比不变(根据长边计算缩放系数)。 | 所有任务 | +| RandomHorizontalFlip | 随机水平翻转输入影像。 | 所有任务 | +| RandomVerticalFlip | 随机竖直翻转输入影像。 | 所有任务 | +| Normalize | 对输入影像应用标准化。 | 所有任务 | +| CenterCrop | 对输入影像进行中心裁剪。 | 所有任务 | +| RandomCrop | 对输入影像进行随机中心裁剪。 | 所有任务 | +| RandomScaleAspect | 裁剪输入影像并重新缩放到原始尺寸。 | 所有任务 | +| RandomExpand | 根据随机偏移扩展输入影像。 | 所有任务 | +| Pad | 将输入影像填充到指定的大小。 | 所有任务 | +| MixupImage | 将两幅影像(及对应的目标检测标注)混合在一起作为新的样本。 | 目标检测 | +| RandomDistort | 对输入施加随机色彩变换。 | 所有任务 | +| RandomBlur | 对输入施加随机模糊。 | 所有任务 | +| Dehaze | 对输入图像进行去雾。 | 所有任务 | +| ReduceDim | 对输入图像进行波段降维。 | 所有任务 | +| SelectBand | 对输入影像进行波段选择。 | 所有任务 | +| RandomSwap | 随机交换两个时相的输入影像。 | 变化检测 | ## 组合算子 From 9ae4d8ed9096be4f27befd494c57e73cac44c430 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Wed, 17 Aug 2022 15:32:51 +0800 Subject: [PATCH 03/17] Update README.md --- README.md | 15 ++++++++++++--- 1 file changed, 12 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index 19be9c5..8c97147 100644 --- a/README.md +++ b/README.md @@ -64,30 +64,35 @@ PaddleRS具有以下五大特色:
  • ResNet50-vd
  • MobileNetV3
  • HRNet
  • +
  • ...
  • 语义分割
      -
    • UNet
    • FarSeg
    • +
    • UNet
    • DeepLab V3+
    • +
    • ...
    目标检测
    • PP-YOLO
    • Faster R-CNN
    • YOLOv3
    • +
    • ...
    图像复原
    • DRNet
    • LESRCNN
    • ESRGAN
    • +
    • ...
    变化检测
    • DSIFN
    • STANet
    • ChangeStar
    • +
    • ...
    @@ -114,6 +119,7 @@ PaddleRS具有以下五大特色:
  • ReduceDim
  • SelectBand
  • RandomSwap
  • +
  • ...
  • @@ -122,12 +128,15 @@ PaddleRS具有以下五大特色:
  • coco to mask
  • mask to shpfile
  • mask to geojson
  • +
  • ...
  • 数据预处理
    • 影像切片
    • 影像配准
    • 波段选择
    • +
    • 辐射校正
    • +
    • ...
    @@ -135,7 +144,7 @@ PaddleRS具有以下五大特色:
    • 待更
    - 遥感语义分割
    + 遥感图像分割
    • 待更
    @@ -147,7 +156,7 @@ PaddleRS具有以下五大特色:
    • 待更
    - 遥感影像超分
    + 遥感图像复原
    • 待更
    From 88cf17e028cd790c80215d716592f5e913be14fd Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Sat, 20 Aug 2022 21:25:08 +0800 Subject: [PATCH 04/17] Init res docs --- docs/apis/data.md | 4 ++++ docs/apis/infer.md | 10 ++++++--- docs/apis/train.md | 10 +++++++++ docs/dev/dev_guide.md | 8 +++---- tests/deploy/test_predictor.py | 10 ++++++++- tests/rs_models/test_res_models.py | 36 ++++++++++++++++++++++++++++++ 6 files changed, 70 insertions(+), 8 deletions(-) create mode 100644 tests/rs_models/test_res_models.py diff --git a/docs/apis/data.md b/docs/apis/data.md index 8f8bc4d..ab8a523 100644 --- a/docs/apis/data.md +++ b/docs/apis/data.md @@ -84,6 +84,9 @@ - file list中的每一行应该包含2个以空格分隔的项,依次表示输入影像相对`data_dir`的路径以及[Pascal VOC格式](http://host.robots.ox.ac.uk/pascal/VOC/)标注文件相对`data_dir`的路径。 +### 图像复原数据集`ResDataset` + + ### 图像分割数据集`SegDataset` `SegDataset`定义在:https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/datasets/seg_dataset.py @@ -143,6 +146,7 @@ |`'aux_masks'`|图像分割/变化检测任务中的辅助标签路径或数据。| |`'gt_bbox'`|目标检测任务中的检测框标注数据。| |`'gt_poly'`|目标检测任务中的多边形标注数据。| +|`'target'`|图像复原中的目标影像路径或数据。| ### 组合数据变换算子 diff --git a/docs/apis/infer.md b/docs/apis/infer.md index c7f3d1c..2a5b62d 100644 --- a/docs/apis/infer.md +++ b/docs/apis/infer.md @@ -26,7 +26,7 @@ def predict(self, img_file, transforms=None): 若`img_file`是一个元组,则返回对象为包含下列键值对的字典: ``` -{"label map": 输出类别标签(以[h, w]格式排布),"score_map": 模型输出的各类别概率(以[h, w, c]格式排布)} +{"label_map": 输出类别标签(以[h, w]格式排布),"score_map": 模型输出的各类别概率(以[h, w, c]格式排布)} ``` 若`img_file`是一个列表,则返回对象为与`img_file`等长的列表,其中的每一项为一个字典(键值对如上所示),顺序对应`img_file`中的每个元素。 @@ -51,7 +51,7 @@ def predict(self, img_file, transforms=None): 若`img_file`是一个字符串或NumPy数组,则返回对象为包含下列键值对的字典: ``` -{"label map": 输出类别标签, +{"label_map": 输出类别标签, "scores_map": 输出类别概率, "label_names_map": 输出类别名称} ``` @@ -87,6 +87,10 @@ def predict(self, img_file, transforms=None): 若`img_file`是一个列表,则返回对象为与`img_file`等长的列表,其中的每一项为一个由字典(键值对如上所示)构成的列表,顺序对应`img_file`中的每个元素。 +#### `BaseRestorer.predict()` + + + #### `BaseSegmenter.predict()` 接口形式: @@ -107,7 +111,7 @@ def predict(self, img_file, transforms=None): 若`img_file`是一个字符串或NumPy数组,则返回对象为包含下列键值对的字典: ``` -{"label map": 输出类别标签(以[h, w]格式排布),"score_map": 模型输出的各类别概率(以[h, w, c]格式排布)} +{"label_map": 输出类别标签(以[h, w]格式排布),"score_map": 模型输出的各类别概率(以[h, w, c]格式排布)} ``` 若`img_file`是一个列表,则返回对象为与`img_file`等长的列表,其中的每一项为一个字典(键值对如上所示),顺序对应`img_file`中的每个元素。 diff --git a/docs/apis/train.md b/docs/apis/train.md index 0eac676..4ad1a1e 100644 --- a/docs/apis/train.md +++ b/docs/apis/train.md @@ -26,6 +26,10 @@ - 与分割、分类、变化检测等任务不同,检测任务不支持通过`losses`参数指定损失函数。不过对于部分训练器如`PPYOLO`,可通过`use_iou_loss`等参数定制损失函数。 - 不同的子类支持与模型相关的输入参数,详情请参考[模型定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/rs_models/det)和[训练器定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/object_detector.py)。 +### 初始化`BaseRestorer`子类对象 + + + ### 初始化`BaseSegmenter`子类对象 - 一般支持设置`input_channel`、`num_classes`以及`use_mixed_loss`参数,分别表示输入通道数、输出类别数以及是否使用预置的混合损失。部分模型如`FarSeg`暂不支持对`input_channel`参数的设置。 @@ -174,6 +178,9 @@ def train(self, |`use_vdl`|`bool`|是否启用VisualDL日志。|`True`| |`resume_checkpoint`|`str` \| `None`|检查点路径。PaddleRS支持从检查点(包含先前训练过程中存储的模型权重和优化器权重)继续训练,但需注意`resume_checkpoint`与`pretrain_weights`不得同时设置为`None`以外的值。|`None`| +### `BaseRestorer.train()` + + ### `BaseSegmenter.train()` 接口形式: @@ -315,6 +322,9 @@ def evaluate(self, "mask": 预测得到的掩模图信息} ``` +### `BaseRestorer.evaluate()` + + ### `BaseSegmenter.evaluate()` 接口形式: diff --git a/docs/dev/dev_guide.md b/docs/dev/dev_guide.md index 9076935..9f678af 100644 --- a/docs/dev/dev_guide.md +++ b/docs/dev/dev_guide.md @@ -22,7 +22,7 @@ 在子目录中新建文件,以`{模型名称小写}.py`命名。在文件中编写完整的模型定义。 -新模型必须是`paddle.nn.Layer`的子类。对于图像分割、目标检测和场景分类任务,分别需要遵循[PaddleSeg](https://github.com/PaddlePaddle/PaddleSeg)、[PaddleDetection](https://github.com/PaddlePaddle/PaddleDetection)和[PaddleClas](https://github.com/PaddlePaddle/PaddleClas)套件中制定的相关规范。**对于变化检测、场景分类和图像分割任务,模型构造时必须传入`num_classes`参数以指定输出的类别数目**。对于变化检测任务,模型定义需遵循的规范与分割模型类似,但有以下几点不同: +新模型必须是`paddle.nn.Layer`的子类。对于图像分割、目标检测、场景分类和图像复原任务,分别需要遵循[PaddleSeg](https://github.com/PaddlePaddle/PaddleSeg)、[PaddleDetection](https://github.com/PaddlePaddle/PaddleDetection)、[PaddleClas](https://github.com/PaddlePaddle/PaddleClas)和[PaddleGAN](https://github.com/PaddlePaddle/PaddleGAN)套件中制定的相关规范。**对于变化检测、场景分类和图像分割任务,模型构造时必须传入`num_classes`参数以指定输出的类别数目。对于图像复原任务,模型构造时必须传入`rs_factor`参数以指定超分辨率缩放倍数(对于非超分辨率模型,将此参数设置为`None`)。**对于变化检测任务,模型定义需遵循的规范与分割模型类似,但有以下几点不同: - `forward()`方法接受3个输入参数,分别是`self`、`t1`和`t2`,其中`t1`和`t2`分别表示前、后两个时相的输入影像。 - 对于多任务变化检测模型(例如模型同时输出变化检测结果与两个时相的建筑物提取结果),需要指定类的`USE_MULTITASK_DECODER`属性为`True`,同时在`OUT_TYPES`属性中设置模型前向输出的列表中每一个元素对应的标签类型。可参考`ChangeStar`模型的定义。 @@ -64,8 +64,8 @@ Args: 2. 在`paddlers/tasks`目录中找到任务对应的训练器定义文件(例如变化检测任务对应`paddlers/tasks/change_detector.py`)。 3. 在文件尾部追加新的训练器定义。训练器需要继承自相关的基类(例如`BaseChangeDetector`),重写`__init__()`方法,并根据需要重写其他方法。对训练器`__init__()`方法编写的要求如下: - - 对于变化检测、场景分类、目标检测、图像分割任务,`__init__()`方法的第1个输入参数是`num_classes`,表示模型输出类别数;对于变化检测、场景分类、图像分割任务,第2个输入参数是`use_mixed_loss`,表示用户是否使用默认定义的混合损失;对于变化检测、场景分类、图像分割任务,第3个输入参数是`losses`,表示训练过程中使用的损失函数。 - - `__init__()`的所有输入参数都必须有默认值,且在**取默认值的情况下,模型接收3通道RGB输入**、不使用mixed loss、使用`default_loss`定义的损失函数。 + - 对于变化检测、场景分类、目标检测、图像分割任务,`__init__()`方法的第1个输入参数是`num_classes`,表示模型输出类别数。对于变化检测、场景分类、图像分割任务,第2个输入参数是`use_mixed_loss`,表示用户是否使用默认定义的混合损失;第3个输入参数是`losses`,表示训练时使用的损失函数。对于图像复原任务,第1个参数是`losses`,含义同上;第2个参数是`rs_factor`,表示超分辨率缩放倍数。 + - `__init__()`的所有输入参数都必须有默认值,且在**取默认值的情况下,模型接收3通道RGB输入**。 - 在`__init__()`中需要更新`params`字典,该字典中的键值对将被用作模型构造时的输入参数。 4. 在全局变量`__all__`中添加新增训练器的类名。 @@ -78,7 +78,7 @@ Args: ### 2.2 新增数据预处理/数据增强算子 -在`paddlers/transforms/operators.py`中定义新算子,所有算子均继承自`paddlers.transforms.Transform`类。算子的`apply()`方法接收一个字典`sample`作为输入,取出其中存储的相关对象,处理后对字典进行in-place修改,最后返回修改后的字典。在定义算子时,只有极少数的情况需要重写`apply()`方法。大多数情况下,只需要重写`apply_im()`、`apply_mask()`、`apply_bbox()`和`apply_segm()`方法就分别可以实现对输入图像、分割标签、目标框以及目标多边形的处理。 +在`paddlers/transforms/operators.py`中定义新算子,所有算子均继承自`paddlers.transforms.Transform`类。算子的`apply()`方法接收一个字典`sample`作为输入,取出其中存储的相关对象,处理后对字典进行in-place修改,最后返回修改后的字典。在定义算子时,只有极少数的情况需要重写`apply()`方法。大多数情况下,只需要重写`apply_im()`、`apply_mask()`、`apply_bbox()`和`apply_segm()`方法就分别可以实现对图像、分割标签、目标框以及目标多边形的处理。 如果处理逻辑较为复杂,建议先封装为函数,添加到`paddlers/transforms/functions.py`中,然后在算子的`apply*()`方法中调用函数。 diff --git a/tests/deploy/test_predictor.py b/tests/deploy/test_predictor.py index 6283951..c18c51a 100644 --- a/tests/deploy/test_predictor.py +++ b/tests/deploy/test_predictor.py @@ -24,7 +24,7 @@ from testing_utils import CommonTest, run_script __all__ = [ 'TestCDPredictor', 'TestClasPredictor', 'TestDetPredictor', - 'TestSegPredictor' + 'TestResPredictor', 'TestSegPredictor' ] @@ -302,6 +302,14 @@ class TestDetPredictor(TestPredictor): self.assertEqual(len(out_multi_array_t), num_inputs) +@TestPredictor.add_tests +class TestResPredictor(TestPredictor): + MODULE = pdrs.tasks.restorer + + def check_predictor(self, predictor, trainer): + pass + + @TestPredictor.add_tests class TestSegPredictor(TestPredictor): MODULE = pdrs.tasks.segmenter diff --git a/tests/rs_models/test_res_models.py b/tests/rs_models/test_res_models.py new file mode 100644 index 0000000..205696d --- /dev/null +++ b/tests/rs_models/test_res_models.py @@ -0,0 +1,36 @@ +# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +import paddlers +from rs_models.test_model import TestModel + +__all__ = ['TestRCANModel'] + + +class TestResModel(TestModel): + def check_output(self, output, target): + pass + + def set_inputs(self): + pass + + def set_targets(self): + pass + + +class TestRCANModel(TestSegModel): + MODEL_CLASS = paddlers.rs_models.res.RCAN + + def set_specs(self): + pass From f80bf7658b40dcbca70b2a5603a6c02d7a9972e5 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Fri, 26 Aug 2022 10:23:16 +0800 Subject: [PATCH 05/17] Update whole picture --- docs/images/whole_picture.png | Bin 234493 -> 230207 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/docs/images/whole_picture.png b/docs/images/whole_picture.png index dcd5945a90e60336ed2181a37329b50a735d719d..0d10a2346d4b33ab14fd49ed46c61f0a4cd562cc 100644 GIT binary patch literal 230207 zcma%jcT^Kw_ckJmfP#X6ihzY8MXFK_O$0-g5<&;1NiU&E301j>fYLiiC-g3%1f)rq zUP1y$4-lk;KtlO~_bq>Y@9(nKtQlBm&Y81kpM9SF>}LpnrJ;O{`VKW28QC@9OGRxm zGD>bTvWp^DE|dP!Z9j04bh-f1R#qS@8@#(t`X$s#A84(vPR2{RzCw2C0zKKECS(^# z?e36WI&V%oR4%am=UV&1qkpv_CnF29C8PLP8$;6h{3n5QoZs{J`C`_E|Mr+g{_ob5 z+*ud@eSJ~n{I-y(F(1;2%H^d2gp7=t{`|OLlQ}|~f*cu8QC`>k!e;s@`8;SVH8Zt1kUQbJiMBFYr&JnG&gDF6<*$>IFv;gpi$EUCGQ95 z*YHPv-}|GQM2YIR-YwxJ!sN-wuLqJ*+#|biMehH5`G`D-o;7FNXRgddd&J4*MpXCx zd#|pOM~dbL2rab7D}A6`+?G%adH1J_M;t+g#K9~a0{QK8w>kgc-3D?C?V_yEyL-@H zVib4V%|C-u1Mgu>loug$JRDYC!G9h?vvtl(r8dhS*r;O+?7>1gb*|KSkh4m=&$JKj z4F7(&>vcE3?b)Bly%{4n=5ON(B<|TXPO~uYN_@KX_Z+TYPz{{scq-RJqzz#CGr6C4 zD6-KW?su`$rShr5_s{1_8fPYm{2$CcP)_*D^)&v=R#6xJmx=ymLy6$n;~W2fL;ly& zFYe2^R6R&^FM zZ9UoMEBF3yHwh$b1D;;~->&qh*P!g{_aqE%_TQ!W2QT2BM9O{YhULdX1`|c;sQ}+PK`nE z`4!~+5^nXtwfHf3ViT;dt^LarRrTG(YcAJ%W7k9|OS1^+QT)-*i*M?nJmA%K%Sln? zw6}e!?#co3t5NlGr{V7{%~4b-oul;lWzPh$5r!GPM=dX_G3mG7m#;q>@2ZB{|Ud8}+8h!z_=Lk7jf z20fL{gv11uH(-69Zjw8G2gT5%Uh9E@4UivX(p{>jD#P}R)#?EX5(`nm{-4) zq8#12>wn+A59V^9BpLHwyc`0(ReGWxPTU&mPev|Jh}o=Z0Z^VS;BN({#SmtcZmg8< zF(h%99zQ>RVxrtwhuZ6~#IHqoyfZsn46#aHN7ttN&cmQ(H8ma0CtA&oJ3&CFrKJ8j zPSj_W{3bLSsp1f_4YhTDUVb~%Nhjg?e;51BAi2~l8rTL$a6KA!1SVIy#098kpxeCh zOrJQ^pjHlt1hWi(r$iZd*|1!ZBRQMC|B=XK?Sq81pTnkpsU;sd!8)9-FIJ~ont3f~ zSB&x3oa?6)SWz(%U1=r$1L2<|*1yrvJsB#P&gC%}Nrl`NdXxH5fD?PX=wo1|UW9Ce zjg%vtvwfG2cy=Dwi&K6ekFC1sgvHB5N^F;<1#7c=wi@Y6n(&*=lR{)9r>iqWfi*GA*nMGVvQ@B4&w697K1Cd$0Dz zCR<$!D#Xees-FpQaT}J;!+sovk#~QS&7Zk%327lZidR7pzxH{NP^IfaC3W}m#3fP7 z6hq^>PvZn0@yW;p&P;c8p0CH7v8`e(o~||qty+u(VwwotAm;U<@xgS9{cJ#0Ea!!& zs?d+_lekz~%mU#csv$;0@>{{i8>+>6S$coESMU81lE@Fy%umgX#QWB{9Vj=)9%p=R z>GUxf$n=q?0##!VGXWZ<(*N1_ojFW1|7T-Fe!2`~oW< zQ`{5Mq`KKY@Ggea=aCT4hNXt96)0>g9E_ROV{xZq^4Ok1Zy_w|nZUxm?_5WZ{L_M) zjF3rv0_frNcjJdlh);Z@1YU?td5c2-jz6)}A9Z8(lk1!f64zZxs zj+A|~e^ng%=7C&-kD7fE7F*j9X}lS+o!<~LbSJeh->IQfy0hMQxw&ZP$k{(8)M+I3fc^KYo zTJRO%@F-f}2DuWcSSmkb)Go7@Y^mY`SYRHFkJX!qaOTaP}4RXGCTquz$3|>9}ot-Am`4bFQ`;r?ttURkO$Fob$O$;U>>hV=X42c z)vkB*>xSY!#=kP4{W9@RuMiyo**W2}y>}s_(%_bZ(d|e{?yV(hG30;Na*)FHAA&yM zza9$Qvv`uJ*z#{=|t4ZzQv1(`&Z9n1k3H{Wgu{vOTn} zdex+7IOGm^bP0W^8Df_H1ho5ujAr+p?+gc7gcU5?0KN29$1&cjZ+6%h3{NfH_T!4J zK6zX`qI)SyZCutXxv7i;j39g!E+@GJe(2OKTh^SutjdqPqmB0XA}Ri6wNiBH3oe9} z;M!yYwwXSaY^!mlNp~e0s_kK11@i?G2@`Zn@KcxAVu|L>d_FLp6uh(P-XEqqHiBZX+V0c9WTd39U}H1aTJZ?eV6}gvVpi$T zuRTs&sXhxk%>zNK(p?TTP*VqyVy%-VCtvTFM#y{p7txmKAJWH=tN}X`iOx;B7VOZ2 zq*m8oqE(<~w?X0N*+eK-)>2M5*AWz1<-5*4Rfj%5hGpp++B^lwK}qEGWtfsB75N@ie8B3NkM z5yzacenjAFECcLy>Bfpb_7FGwDZYldCBrZ$Cf^tL*Y0=La7(MA!u_?3x3XXD3*vy< zjt&EAUcZwqw3#WjD~l$_O_^MbEuwmX-jpUb_!)tQVAlptDajMd>apHV2V{X!KpyAI zmfxOEJ##8+fV~kB@|&_cojbel>9xeAA#2!94gt&6H;?kdKU7zOMh1Dl{Z; z;ph!?TYe%!_{PUitkdARwb-vAYj^#RC0ciPzTCbs6`jR6VeL+d0Ii zP{Niwcfe$@Ez&llw@_SSn$?m(uy&Ma%Z7GC!#X^9>=A<6=>^8fO<)q_-6`4eueg-6NGHX zCbwCZWW`d^L`z4d9)z`Yu0hu7NQA~FW4W%bNB=rluhA~{mH*Pr1^Ml_oMXmrZqD_q zz#QX&+)8$Kd2Y6=s77wBhT-=;h zI1`^ib@n#acZeWE>F|zbF4T?@qye3-?Q5Pdjjrk1-@d&KrPsM%Sb=Vrktp&?FL)3f zi!`i-(P^|0Oq+>T9iQYL9Q;HzcGHz+L8PSLCOVZ>8Sw{}*y&&WPrg}WMZON0-a9N| z$scg5&$ET04GZ#nQ;wz+3`$~0=}4xmVI_CFQJQ@?O$8QUO^nGG4@05>kV<*N$J zv;jn#j#PcU&3ck#{EZ$|OEzijVTK zLFInLQFr`G*la@PpFz$_D^WKf=9KM12v<8kXkH~|K#4D@Au;gVEwJ9p#b(;V+k zobMrT9my#(WM&4Qbi0De4_udNI6W0{uLad_!ftNXv>ds@b)qYES*+Wdbz}D=jUUIt zWk%tqD2BmhQ0b7La&gm6KJ2cu>RD+HXG4b%h5fXCtk#)_W%kU;%VI7naR02+HkFL+ z%J-@F&P*I*R*cS@Q4`WV#p1yK(yoSakjE zi

    8V7Zz~4`lkgyK3iQ^JZx4nw@V(i+!;4+)XV@81$~&OHJ|3i93y5)-72;=(AaR zc}84AVUliY_UP;sLC@sdUP3qwSZgh@xmo!o`~yJ-AL=7=Ch4j46A$hNpB*&{Y}v%` zR#p$&I7bN14g)+?f1TKUUrNS)j)M-IXC*Ku3ydTb;XZ1$$u@CE5AZsl*e%O_XcZ&43k7CBbMf=2D0!=@`$h7SrABsnd7Nd>@3^&Wt6`>CMK(uyo@e%sxgK66xrZaU)j@F6go>5CkXy)8 zDavN82(Ho2nPx54+W+^pHNLD1g-NAG5Vk~(<1V`Nvn+$sCvZ%C4Rb=-cR9N~# zF8&5LtL|;xmkzE!e`HBnjD33><|Ih-?Ok!PrrC|P`W`D-@9m!P(r@nE^@Tk|9v(%m z>B+LMy+240%qsQcASYG>LSIn5C0^u0*g5DChf{vKCethLcgRL12`+8is8qy7`dG;9 z`jrC7x_DPPZ+O>B7Hc*(&G@`1aDJC1mqYJ0_FSDxXr129w9(n+^CQvP*9l1T?Hi{z zlNHV}gy5AmLd&$2N$?VL56sk0HIhXb-m~R1Tli@efz)GkS{rT-c8n9M8Wm2iACl0I z;u}Zcn-<@6?>E*|>oI9tH*jVb{N~9|p%*L4JLHHNwBi&PB~B__q~Es2*d*IsBzn3K zk|(*WZeQZT&E5;p(NrZQ3rP|T%zIwYuND)Zorl5m-J6VJMkMIT{kl4@UQ9rKSYJiR zS8yKTx;uoW#1xxg{Nzi~LAIn}%c(Fyesd|r_glJH`4ykXKXyu?GG-~cAF2uGkEx$@KjM@&RC3vT;jNBiJwTxJvQdkZ$0rMoc^9bV=Wckx$SG0{lR^RRGWm2(ot?);iExU3YWre4c3 zXlr`%t6r;i1X>W~8PoVDo$03`FBX{O!S2t#X&%JxB&Omsc2^k_cJ!82zN*oh1DK1; zD>&fGC4<%**dt|2oQgMsRcz~*fW-YHD7|UskRQz0%MqpKbx^yQihIfi9a5~{6|vG_ zOsZOD+FoLV*CAN!kf*DA`#q0U^q<*yt9R+_hKH`lTo=XmtDGC&F|hSTzFQTR*9zNE zpD%?&4|K*g{Tfh>B@C551t5I}!ZP|Tt8PrVq-*S?U7|p_M_;;%^xk#>6^_G zOiOZT?6-Y?B9r!&;PXpTT+DgAU7$oh8fesPU&H0%t5QcXc8RK>DA_JEAJ~Y_Rq{Qa zAU9RFZ_CFr8jL^DaKqgYaggCl1>J*MAlhUndQD}slNo!RqNC1O&;Y}2Vy?aT^aF2Q zVnvA_F8ou~Ak&!94``GB4$9r@dxh(%g&%y<(*#9=wO3^Vh&nmaXxPp6x)Uyw5?Qd* z;6fz-H?K}xP#bPIdgmOZRy%j_+8$Rq=tzcfHj-#LVVe(k8xk|Ltxklv8>CO;3*B}W z*YLtw+p}{Y2?v7#S6O|vAupZ>*!>C5HM~LfvUV=M&g{ke$gT{C=q2t+YTV7Uhhb!I z%D81bG#K;KYT*Tz+U()c$?X>AV_YPv2?_8}FrFBvemxsb$rYm^bDZ7Qd}i?AuflsJ zbQuH-)tT*M7Q5MRDJvS5poBEPbqTM<2LH4rf+eQWWAvSWFq@5+%$-I`$9h+0uj32x zPHW?fA%P|AsXXWC^ip!G_r?%WtpjpG;umQNM@s%)zhec;O7F+upp!dY0FQo)zu zU5mQBqBKb@&%F=^6y^N_jWMzJ`uWhSw$D;x zA#Yv40ZNu?P5lN|Kk(^UOh{^fTd9S``P^3+gN6{PD_r_{AAC5<-ZbAL<`pIUJaTN7 zUp=(7E>7d897tg%y9PY zK+@h((?++n6}7KUt6=ZACi1O$?76x_Sg|tbC z`@IEeEB#*C@O0fUK-|Jn>1e+87wmyy-S-PWg?-6c%nkAR#!7StN)7$iAT&4aWcuL8 ziaiF(P8PP3!p#d=J-CADb}C)Zw=a;L$b0T1jS_9*5qdZ1vG_2( z63QYw4p=*k=xV5r!mN7=*P+E~WPYls?1W3G{Qd%O{XPNNT=`4J8Y-Lr#}&oNwFLl9 z2o?LM!^i%slpEcrHJtg1$pjVXZvz6w=R*I4r&L=m5$T1FZYKHA@7kXvT~?i(3UN{8 z#hF`Bg8v7Qg+|pjLvamwH>Vsr_6;tWVUG_p#=dLF2%B>%L@CqOd*vDP&t^YN+!`nD z0ezi;wK<#3{3a& zUvPf>3r7*)eNdf?x%S+{yK-qx<1y&qRR4iIE z20fWuT?zbQ88au{>2nFc#zuVKbHR0+p?0MtX*p_6_CDpKqp4EyHTvUE6`>5Ei-0|! z^y1_=qs%0=)mEu8Y6O)k_Xl0zWe#xMDwY9GjUFEfMIy) z6)iG7ai2y8HkrW76fNOZqH|BAH*Rc!&!DP^QgLf;#40r<&V0(96|C^tr<=IySBmH5 zu}S*W0CjuHDQp@rr??2dO%c$kPVdidh&X~oVQ*_{Ye)R`{&L)9Q1a{dA;!_|BrcJJ z7w=raxygD@u4T;>Fp;S-r}=gBP6;+XmR*iR)xlhzM`Pm|g1sD%3rth#XYp|rk9;@t zcqW)7R-$h|b+UGe_HDynM1&GJ(I@()MkKO?S%a`o8Rxt zcU^SB2$AkXUHJV+U+UrV`?L>y&D4?t7V=q16d0YQXYD5v`TD=LH|*8y1bf|02#Gx- z&Gx`+7_X|YIJ^C}p2Ds6UFB0gmQ;&F zHdk{FU{`%Q54R=01yC07;@$HzGM>|}f6;v>`L0*3?^7Ao6nllvu7_SYgG^viCF3_; z7XuIwvv{z;Jir$@!kW5#{_;M)kekdmVoSNnG3IZJPZW)QNipX+)ASuHXti@M1$OFO z>zLyZj2j<0vCYe4hypqmWJFY{y}2NG<_p`f8mWStp1x(|_0=!OPt;kJI{O90VrWw7 zz6-pL&vc6d;~d!cxuuCSI~pVN5m(g;Z-wGj#mkA?{+bg~z=fjS<(oQUuYPN_O-VHd zn7OHJdo$)4D*PDsCB!d|Uh8%{cXpa*L2RfQtGHXy43iO9%G`wg3fxWn#3 zuKJpu7{Yw+O(PPQ>UQt(-K4Q8IJ5FPUds88W!&f-sXTu>CE>f`z`bZ1n z?y=wKV4v~O;=k;)9~Fo1rCn5`95Rfhlz5+06W70?lX{7}7Fu80*hNCk7AIDU7RK1# z?Q%2~#%gb8vhr#*U?IAfW^{;J3-y z_+hKoM1l7eK!j+Bs74B4Qip^L>OpzE6-HbX7dl_-74Z~QZ+1~~!6(t0gKpTFymVwQ z0agTaYk0L%UI%`$dV50E`V)>pwN}|I?N=GxJ{Z{#bMdSvw!`{5>9uqXcn#!EUbYw| zPs7VY`P{U-e~F%>Q3ZxqRqvN@mLLE_G`c(kTcU6>tf?pFO=Y-fCO zFMu@}4V2nXvGYm+F_pccRpBgOGcauDyN55pVPmR35XyaxeDmDAW?qNG`qS0?pXb}V z+8f!8TON87jm%aB`HQx%(%huQnB93vSf57N;ExAYs}@8+sTght_*s9F)>hdw6ydQ^ zXFg0cGk}jUEz|UOA!db=T&3yR1_tx3WaFc!b5G~od}b=m5$ib3lMPUCbNniX4b8K<0)NzV~&%>v%=*h<8F6wiEe)ZEBdv z{w*}giez}{{b*$&+_Q?ZT{o6v9;x^BktA;>Zma%F212BVR2<a69f?oZVvjv>%_PIr~f~^S;|mU5U;nF=DZW zlorFX#-46wblZoVfFesbj%ZW$CvaVBHHj;aFLaXE0JWe0g zG3G%y7F2C|g+P&#!-lo|JNVhu{m@OjaR>J7}s{#ne%JEbO$D zj>Q-k+Cd!tnD62-g{@TlI<_roXRKqqtP;-q7^v59+Va*aWX$4dD4?1+2`_#EKET-E zH{1`BIkAVQV;H0#@nPkBF1n!Z3eNUGq+z}5wd8-m(OW)>8AX?>97!H+bpy1USg`_6 zuWR;IDfYBDetTWbOFfTG?EzOTH_GU@$b7a(-ztY5e7WghR8vU(D&6LJy92l6tZ|;Q z;Vz29F<5@STuyG1{nFS<*M4>(v!?TrN_lUPFWR;Fmxh*XR3@+VWGaUm=ssJW%Sab* zpGOt-7j&B)ZUMeDLFH6~^Vk7cGS@+kN?*gS;<@t00ZHDjV8%ny`fD#?9J@$Z*b0sF zcmt){cjDxifdD$#55KLGB*@~Zb8PY4ICyI}K+R=xPFDDe57wE!;v%7=B{Qn1SM8+9 zdGd@Tomi#oITyRh6<<$!J=v0w#4A|VWDz`CJxR>uGF#ncE&nWETYu(UVV|P2lZ<`V zyULNTSUTsJ8v5J-w57uKrD$^UAXS$Fug;n9(i0ar+D$RIdcl8&8&p0U077`b`DMhU z8|Q96l>xU3jGe{%W~z&FLrh!{H0AicU+^~c!(Wc~j(308_)dE6WZAaYbO0VVUHenh zWuhRT(|23RnP_>yj%z#=|J#){3b3{ z=(}8x2lo3`4;@Gnnk6MU;EfhHP2WfF?y(nFFuP~6raH=k-l}}$NneLAOcn?0wDnY+ zIGvasNVvu|Z+=LWnnaqqJ4?wXY?VA+H5Etu#8@SWYw!LjGwRHR#XtEn7#Eto6q8=} z@`qs`)majV=4ABlL!YmjHhe~%pXek$+zzWx{8ZNUC9PP3H=Oe>|HM;>b=$UYNNYPzVp0&M5QMv4p{n}p#cbLUT?t8n>044YD94+9xgYiEmzE* z)d;uc$8?~bf4r^l|HX=$R_;zK$B6Rxz;zq(AE7(u#uzF8i9J`!$>V8&9dgXdDqUr^ ztzzP;1&@SH7suD+ERh3;$-eJ;SL- zwyJ)$XW@JSqu%L%m~$}-);f#(rZsV=yTNf2&<4g5cW8vSVw84Zc@`UJ{JQuk3d7gI zE8vBKeJ^?=TB7uOw^3(R+NvU9*If4B^zcdmx#I%~o(7n%j#!%7xUlT;#M^6#*pP^= z$9zuUK3F4ep+~;1I+w3$5%4U*vL;TF)yn4wh%UoDp{zc~%R3h-X!mXoo#)gTnX0P) z!ZFp+pqy=(Gu_RlXI+Os^|eN>18w@7beirUIiq{8rc2X(*Je)T12vml5@4sG;G_og9uxfymVF`x z%%!bEN6nqxX;ki6K-Q`fR)K)C+8Q_Q<|v%MWoA;yQ~rhmD=B5*6h{hXa!MIO<7^ic)$U8Xxl(@K$|0|DaYks0qF}uL5yc++0%{LXh zg~qUC*Y9lnT|daA;;((%opt6bGxxf7IaM`wr8)qt`g7gz#vX2LVxT58z2gKMX2ybI zJxiG_adz=O-rj6+jRCzpsHY~P_$9SZVtw81x6#KH=*a&04XQZ!%C~T(sN~oFcSh&< zj(3>qa+%GBimq~?t7IL3b@$;@G-%%nQ_lj+e1m6Dq2#pUaIfNlgI@E3t~} zM8A$SGflXXpNGwyS@kFJk(d49HK+tGK%%PEyb>|$3h!;5ZrXrTV!p}j`w4Lo2kKxp za}gw(1BEKG*n?c7yu+9kceUOjwpOY;Bo@Q7;%K#aOY9O$v%fV+tSIO;LSuAGO-Zj= zBDx0p1A};WjMkU_>$h0^{pDEW!%(~x8)-9bJytY-p?Zr%=)$ryt2C|sMhS{4Ao~VR z4uhGtBF-+TwEH!v8=$Cot63qOM^@jLw*1P&qETW-%4SPlXc|&L<aFT(&f)6s?StD*?>TFFaNnJ3&$~=h?2`bG z9MIY!P~zmbD}J9sO`|g1$Cb-%s5J76)AlWfB8mv+dN?&phQSEP?{0?(zvBks_pMF$ zvY6+DIn{SQ83xe$Xf?Id^XvzgeC+je2({X!t$~KenBej^@?pl>>OswSVu?LVf2pIm zk*gI~G0r!d*>esAX>fP?CTt*(zWwHVok6Tmt@Ev7PNQPZ25X`xOkCOzUlz#Ko#@k@ zqgqai??dX>5<;1=zAdG|2H5HwF&#P;+^mWXY}a@3v~69lF#`f)s%=y2Lm3V7{`3#{ zQ7X3fE5kbv$19LvRu#KPUj(ZFzaR=2aalI!Xb?<_eMnTmwUWFL@+R2n876F9gMJx4 z$NvWSgn(AbSbux;Bqj)V0GD(Xo#xf^;2GVvK6=t4jM-Rr)cwGF7jaGJPq_Y(-g+Ah zY6Q=zw&)cn{vx5XPn!(Mj+UIYvp9Xnie!4O@@AW0UqWqBkVxA{RnD^2^{#2RlR>8l z+?!nt#+RK|BOh6i)W>b`lmvOI6vCetd2T$9)nVSb{WqaYV(n^d$p@N|FJw@s{yCcR z%^b}=(^)N+)Qb5tY!mz@Z9q_K=(1V2`dc@4sLX)RwSG@&WeJ(nyVC6^Ldq??9%^R| zr4$!Vj^4s6B+a!$Y8G()q#S!Mp_Q|KT%TNi6D|f>aS(swu5<4wM@6|Ov4w!v#gq7P zta9Iqx{X_n3PA(F2d@6u%EQG{gS#KlB|c|QEDO47=hv2YThf+Jq-Vr_+sX9k3*1p4 zlTqzjAH@k1^=IoD*;%u^pq8lQSCzEn*AHoKT#*IC+_dpw?4=$-!DjwG@$jcB`=9O9 zIRK@0v#Di6?D|F&mpH932IDDhJ$Algc&=m_+)=N!9a5-0V;Q%}m)v5d7Gne$9#h>^ zj(uR(MxG&pOZV&Jb&88yW3Y@%EA$F=&#$A85!xp)FyVG;2(?ic!P;#oQ1@qO{p&v~ zG+1u_ajZf!w&fW8FitKzfy!|>?)T~Z=sJT>_MpM`Yc%vk^n^I0knku4*kI+3>;LpP z^jKI#Jzk=^<2!3fw;N?aRxUylwRgCb)v2Y=vyhsZZ_~7DB}KdOZ+>xoajxN_eU{2qHHWlt;}=El<|+`S)Y z9dq-P)}r97T3Z6;e(fS1Hq$!`M+ts0j-L>{-+NgfG#2=zTLlH3?qtx28}sn{aL!(s z8$h5=jv)TjGSqZB^o56MNDCfV1A$~&k*UTQFhb)eq&GJg78e%}U=B7Klc6;z5*6Du zX{!|f0PXHX+)DZp=RfBo2X)x>Zk-gBO_bF(q(nuY%k>^HT>xyqi;dOd>Txzp zuE%{aF}9!uc%9sOoUAf3lS*jhJJK8~#2j%-B2Gc!IB27SdI0ORWl-n(#86ebuRwQ( zevB5#tZY0X0$2~*&JB*O+TOZ@4T+^z;gx8>!l;0gf(YmSM{}kAQYNy|5Yf|6dvHKq{TUa(e~^l*ADM=Eni0AypzC@@h(#Z-Ulp_H zhs1rm?Xe+kd|D@y%H1<~HL;^RQ(t=2(X;i(e65Pb!ggE(oS4rll+9*4}rGKS$p!7k_4&hHK{Z^#f z&rZrJN!LyqSMpayw^ch&7zln_U9!ATNTTE;42Jmg3=p}=8 z4I#iyK8UP?S*nAc)adCg3Z^IIBqrkC`k8$E3F1-cHEPa#pI{lUo2z?KcRZVaK7BYV zD~!>PY0(SR9#KrBU1u%N&;$KYr_-oP9KB6~^Ki;RD@nt0shr*|aZC4k{m46llU9w6 z>E1o%rKz^l-*g}|peP$>oB=O4NM33)Vbfpa#G5(e`o`Wb*{}jPc&3H?oS(1nhi>!p z#VBWg;|eAB38ajdIJW(&E}65V>CHH<)D{2_D;r`uOnnUn*Gf*=?&+H;3tCMYuKu1E ztlv3L(YNawEtY94!udUpzK5B~A8c69Vbf7m>kMCfgL@BZy`^6TQidRT z;@0lEsI~N^MUiBmUgqx;Rom%IbNJxrtNTy18+C%l&S?AIKI0-KqsRjeOZ2vR#xPTuC z^f8x4+kA6VWlWx=EmgTwH*8A5c3#P*`ztr{kYt1;lA2mdpV8C?Y|TiI*1ot8P&jEg z7CX{dzKS)@aJl03`T*6dD&E0_20W#mWiQ$IcqKxvjIbB@IB0 zjf-7O3yVxmw6y!$Ey%aJ&963zkNIYOzEa0AZ>D^)|5 z&UADx-52GJ9}I{E>5o|$#EZmaop7ns=XACHQ51s6wF74Y3RX^I>wH??%Lww^3f&4` z^lhjv0~Vq}Cwb&oDw#)%5y#IScshd>VD!qQyrs$6E{(qLnTg2QsKm3nOm;^`LQKFJ zO80xqiDZIY&OOVxPfnDo*3BeYBQ{I4TLRbH@n@4U$5J`if3#Ei?Cku4Z1+p1goCm1 z8)S3~QH&A$sonST>syS)1YGSb5CpUlr$6xhcTrl>lj!nW}}HHN)vND5Z4AzGlBA0^OpGf8$d3cLZhn?qW2=(QY*81DGc0i(9~uZ zuJXx6tn}cdpG|78QRd(bNbju0l`s^waEmeYHHGRIAMXo|>^bQE*f8XVG^vy?IuyTV0GWIxP2z3-se zV#s`&QGUx#6#ipN{^^&=@2v|^gkkU`{c)Vt_6z40^qw-74{(&IwQeW?}#?UhbMiZ6U z-h>NVk8zTQ)MS%s28`Qg>-D3$8y}1mGU+cmi!L(-lxH|y7&YcR{=O*u2Pr?LdIa2E zd)0TPHu*DqzKrU|`-x`-zo&L3AKg}T%a1U8bCe^vd@y)}E$8|k=6O>%$y3z<$;-rW z?bZ=rq=lf3?Btzdg4#8;57GCzan4L?x^g?rG;i7JeDR0PtJ$e`F=_KgC6m)JS`0E7 zz=VDn#fbkYn`-VCMWXsD-j$>X?P7#sME%OnQRel-;u}-1s|DmqHC`ipv46>xAN9e% z`8}tz?T@9*NT1vxM`K=Uhr~7}$@b0B=srd?UgAR>w{+2wKE(~NCEt4@(eP2yHqQUE zollRf1gFll^WM+u+O`r7q5ar%-GSC?2DHM^iO7a{0Ij!!O`GG1xDCxl>lwVZBB$W|NY8)}vu2RIK-4=>UKuZWhCx2NW2Z~KaP zvW|#cnyb;|(z!R18Y9?Jb+xD*`nCrBAP*}$@eq6gc%lY#gt}^V?#CB^8!B?E(`sx? z0cg{N*m~J*!X1(bS*q)do$nE$6?B3+5+6(AuwS934}fA;J$ibY7wI$%PluT8Ahi3y zd@+9YB_iZ#XD=P5V7)dBc$}5y2SDuCQSFqNn;@_aO=eBnra=am9&I14T6zsF#-@VW zmwag*&OO82iAvX9z*W`ABeVW@t?(qweamRPx|yc0ov?FUWAn0ZTySrcM1p+gcz8-o zYkA{S2Egsk65bqDew0kNW(e}qm9}?9` zl7;lyzH6AoD@!o(s;E-M`<#N9qr=|-UX)0{#?l87hg{=69pCV(?jaxqScduGw~k5UVB1!n&Lg2*C{7ksKY19hwa;Gcf1{A z1*5f@kv{E%*x*Hm?YGo+uwdowIJ>h-{6Qst;FOEqx4fBo9Ub>LS+-p8d)FU5&3ws% zwjMQ{tH2PG?Wx6*hwZSra{S^-|LFYEfo*V@c9R73Oi@YyYXEbME48ZR(GISaR5aB; zK>B=D;X#;=o}J9@R@qxo2p|->A?E#VI$O#?20dK))@$#hS64x=VKUNM2Xn8+mj;dW zB^#_zd^r!t@08$?;S=1-Z8xnxC3-n9?^kSC#-~z~%^v))^g>q-pUfW26{T*B=cG%| z1+yRRQ>g$bWuBXxGI$U8ym}uJO9&`uGjsFHkM(5}mAO$E=UzyEN!Ln5tmYZUm*=8> zTfh2qgKu-EPXLFq?){f6E_U1HCwfcX{4h=93wyR#>!o=WrlcKBs&Vssjc|@*S7-bC35_N{lhC6rYw?7j*v-`XpafZCj1P;gArcNFo7K) zlp1U5{>Hi9>E(oR^P}>^?$9jR)vwRH;TwZRAB!VP5Izl!b1{J$Rjc-y^K0GX?&16~ z{tJ%D=XxX3$Eo{jf~{yM_t(c%r{T zPp*&GE0NE5#3P_KAUWPLrF;U;uaFA7X*pP>2)e{&H957d zC2unqV-eUKi+X1(>qTsjokc}Ya$U*_Vf_Q5$SB+%+>?#*3)~gt;aOT(Wq3~w4eU0} zpg&y5+tqgV-(-JR*04LjsAn61c?}3&dWnOBFOZS6%NAh0 zJ&_xvn1>XzJE~&=Q3OSa^7pwZL3zJuwO5i9tf8%Rh(Q-KKk)(6>o$}C`?=G?76VRK zOt`;nL3xguz&ouIwF=mB$C)-lOl(}WDtAs>eMGwI1HZP4ui-28AcYJ>ZnM ztv%}H9q9uIQr2H@8;{~H1YT;fC|YRY5|=M+G2e-bn>(8>*lLgThHrm zt+VvMW9;uJ$K+!21a#PAqgK4faOzP%uklYUtIO9ZB&RjP>wI(=&Etx)5!sNoiCrjS-+Xq6m)wRs4 zY^?Yjl%+M&o{gsay!h1s#!p?;U|DpMsMl-)CxLk+u-_|#N*a7LCuX**8&S;o6rG;z z$|@AT_S(5zom5OtFv`wp+{$hN$~QA_u_^+t(oH|kznA0n>8o-#eJrDHT;`&*YKPu~ zT3!reuI?Fn%Fh9|zp4%SiBUeKl(e^y6?2|69k5T|Tn^CmSf_6ZxwdkggHM&+I@G@T zQxn$j$*$uqUe&=>)g3U9HXXo{_R93S zAkU9bBHMj{R}uHBWb7qO3@;&RsEB^np-OBf}7l4{~cX zF{CJGkUe6>D|~^f81{e#wZ;RlG=EhaB2n_+H@x@kSaCS6#Cx3(@Zi2aQZ>P~x_Iw( zL}nlwOs4qDSt0u48t|mz5$<4DQZqYx(m@u^rbosQNW~3fzbH{?{>k!40$i zRf1*14(*z*7h##NKdtL;X9oyAJiW*}-!;D49h-Nfd}L$5YaLrS-Ri9GH0=UrnzF29 zh4in+iz;wJ&f-UnY$v24W-6S80ry%3;H2B~@>+YC&AF*<9k^Pa*ZxayymVNNffDCe zOD;xHXJF%}YrvHfYpslSvtO)@m|qn^FSH}PnM*HX5mWmKPs)gu%OIrTlCFSCb@of zVGqO_^^U;4>>*jY()yX$(${Df6YYlk{b^NsN)um4Z1fe>NT~?WB)D307;#I6A?jVf za|0s$_xAh}mAxTvHHedPlMf}E0VwB|*PJ1KKVHz~&Pjuoq)%}Rw%G_m}lvNyZx zCUm^teREO?9|IMdvWzN`GpcO@dEcu;Qp!r`opaQ_=zTCL;O{n1^Jg1Gb6RLY&WRY3 zXEf8%D+!hvLZB;?3zjrm!VxMYL>cZLGcT2GKkvu?l-wHwTFY$l)%j-KN_rMuxYRRp z(>rgsIPy^vm{6+>)c|&R=})eo#;vyUYQ%&QjR&~-cg>b+cLDzqpNL^iHpoMkS_iic^+fvz1%pZ0Zv^?zg*O~*XpK)`JycJ}aWmRVY6CZcLN1)Q*FW%0dw=)1{zV{I7rO(*(7Z> zCRU0FK@^8VKS!-$5-b5&vUDGB)%7@ADgu9Pe!OpJr@@sLl7Jx;>ZkTzE*aJ{{YI0! z57AmL^VF+crz-wVXp5cuMt&IVQ_khpDP$iD78UbKoR+g6Nq#PS2nU<^~1v3@}7n3E{E+ad6Dw-GR zjD!e_?~ylPN2Z0grQ7X0X4zH&!7|v3S{l#Th(;1Tahq#V?bl7cx zQe-ngx?}v)RR~OhhuG0HtJK&(z8gY-?ce6!k#zNyG6NEL|Dmma)wV;1O~dm5Q7c}_ za9LW7cOD=!DOXqN=ISSf$fc&p;_NsAhY1ES(9sQ54VV0_m9aK2OOz*Kf7H3~Ei&R= zlVR3`u2CM>7iu)#Zd~lbz$3#Uz5ldGyf zB=RCZB98p-khKhFR$FVyy!I21wc3>89NIB3mZA7WxIVJ_w@T*k>WBJ7c1`8?L7JYxKn}mC|Lvq0cR3LIrFUkEWE84jbFP0G)_Z(m#LZ*QA)Lwa@_{H zsF8(D0#x>Y`j%4~J){y=#kGMt=lXvR_&0SY(2 zbUa*UAyeyUS2~xv)ZS_e9qzXyh36big*Q!kPEQ-3P58 zS{p4n%y`+L#o~MA_{tF-xrmAij6J9M@vZlER#-`X75>?c5^B&v_b&BXf9|r28`nmn za#hZ_22Rb-LUnaCwuRZ%{_oZWpCP~BH@)<`F3$>)Z!+|EOp=-_eP>F-ubp4tCnB9C zVTGGu{h#qC4g&mX9^CQsnNc!x`$Id=uU|KZ#Diyti>{Pq(?zv*ZQUk@Czp5k1N|E& z8UqH)`GPy$e>EgsHBSH+2ZM~)=iZf_el$0+CeYteA$Q2xmFR596LpLi&M+eh`iFLP z)}EUJIRh4}aC41aYZ4E+7~id=#n-isYTY|9ZUR>Vp$w7unCIMzwCF3Se8Y*8!d$aw zsZ6)Eu2U^3WRG-4{PBmcR=S@Vc`p6HaD7rDkTAs^xc7bz5;2-GDNq zfK8c*=Eyo>4fn{#n1e|#bg~U3;dUFx<`_4k(9@@71j@5gQcYWc9~XVRAtb`VwSM?- z>QEwx9Qjb)w^6Rb*a&oA`h4a4v~d5Tk)UsDzyLDQ*l-=I8e(5rPI+``|B-K%NH9z~ z-Ev*Q=QiS68mCzCS$*yAWG-_9H5QBzZn(zAMOcOp_NcRRV0!_sy~#m4<2S({WhqA3 zxm+}bjwc_em_~eMuPYrm=xho>#Ivx)N~~hMyDv*>%aP(}o!ZVT+l?CX&K)`~MQ%7b zCMiUYuUlW~prg0e9lhMrMiUAy_9XJR1M{Ojon$1Ns(LNvwa2=XBW)T zK5FV=5DZ1-TXGdX1rKhzB_h79>Z)ov$)guqsP2R>HJlc20hZa)LB`V5?L=h~GUFvI zgbI;&VD{i+pBwA5$~rTlTX!Gc8o&Om3{G)*uvBUoEvoQ7dysm*7&<~sRk)AJ5ZJhB(xHfwais3(z_{~r5?La8y zy!L-3gc`cMIoh=ywpFq^%1Bl^t1ot$J$X!T`}Mj2LqOyBN=^E~%{~Fvjn_`_vDu#; zLH|Evsek$$|6vaKM??ad*3cBUIBePf@xT)>Ztj#&7_K%m3vFIJ)d z9bNzRm=_Joe;nQ&BHumx`1xOd>%YAI|MX>r5)5Z{%)W>6|8_3_<)9!e7HY=>#j4yOfXIvZ}Dhdq0^;6~A0m;NgZ zYQN^`!Ski_|DcVYYms3B1V?w<+{Q+~VXwS+dGO&X)6kZk63<|mBA6ksGOa=;rG^aV zXO4KaFoJm4G~@~MM(Ab)by+4KiJZzUXKl&KdN`eivI!x)k<2v|OZ4@B<5&O968$$z^naKo`tKd>e|$&#H}LlV6L{MlB5CaW zth!Ls8v@C?<@zrfaJK;YusrO0*WFp5c-DJ=s2R-9v8DBg9Ocmh^`u?$ zTN`ZT+A|R;2Y4KDmA?72V9+p{1u$1yX!3lp%qWM6aoYB4JHdx~$gTcQYZXiP^SaeA zEGjrF90^%i>TI>6;azWYg?w&((twrM%e!4hcmJV*cpO(~f`y=#>AqKg=)lm4LaMB& z5ceB{r3phtQw(B~fT<0jP@w)a*SDu!g8Tnqu`b0B3A5XHtxjUBRJ7^Yr2TIiD|JOq z2F42y2ME*OF|}Arc|Ip3tO9Nn(la(e8vzC2d$$LkZ@f}3TvVgkR?yy&`4UVpJ1A}Z zjf%e&)_p-(5xA9i5Umo#!ywdc*^9IQp9`9@yuVq5e1`ZCE!Qude6dSzqxuwKFkm&7 zehT)jo#&)7GR!!|F|3A(2)P4(%WDZcczC&p?k9=*JZnG=ir!J_v!lr-_mIZPi--<& zG@cz@uh(Rh9e~D9y{Bn!R&o@E2tJ(8G+1f0T-0LUtQDby*Pk7nyJBqv7!7{;c*OF$ z!ixiZ{whOjVsl5698ZkUgGc(q?eQV+S(V*V zZU7O8g~D>DT}h4$}H*`$=9X{C``oelPrvAKo|l1_L`fO|4Ct0 zXt+`U3OsG`UL51JS)Xasi;u{@u}E4? zM^=EI7c|NS&&4c&Pk*Q(ye;|l*)`duAW!%RL~QrX7ai zSzr`q8<>l+c6DsiEvF+|Av5z?Jc6VSWC9=7{>{f3u&D&-JEQwowpR) zy|*tk^gc5bi=aXUT*=ch+?az!siUqJH=Tj4Eh~q!eZPBHI8!*`F+=dH%e;j5x8JKI zJ4?P0#_(vUqa7zQX2@d!^D2S{ zByM|yj()~@ZTo*)l!Wwrlh_t|Gg;LN_ih+H?@a_(U(9*?d4X#%FyDaDezI|4_t|+} z83>;tkr(kTNdWU^qN;|vWD4laqLpNJzCic}PII;XJabH6HVpdPd<2@ZL7}A|T-jpDSLI0V>Ua4Jmzj2v#4+p%~ z;2%fnb==F;)=!V=2cyC2vs^0KJDAbe?2MN6H}T}suJ3AGcXqW3b`3jrHCOR(Wqt-f z!0@(H%%kCVqcCv1}-(X<(Sf)>G!L>MY+5me%(j+3@I!e5+YCos`1z@Vf3oB zba&9qyJM`0$mus0%9V~l7pO#9sS8XBInO!%2U?cOeKmV_zEh?KGoN|XF+NNOjRf-p zGLDaiX3frDR+*e`I%J5mfu4#ceaeP;W1Z%!^BMx=)JMRDoOB~pbz%K!kka#kg2`7# zhDa_a$=r1lwWFd+^1?gIw;b_hW|ByhK16v6*u~SR3`HdUz|+1?e;8Xwf1dOF-QZvy zHiI~hWAiBdyR)Pi;G%iopCco5{SH;;xfHYh61M8^TAG%2=_nb?EF_g|BS zWQzK@5$P+vEFN9Skl-zy8k@)Knjf+J+w=)qlt zaBCyK0(YfO4e*p?=RdwU^hDd<8^WI#trM)yRM9*TWw!!?^sL7@neR{Dv|SCX<126) zyPF_eaG*T?LCx=UYD5TMEBN3w^5=y#4$}^H;!>o1e&kZ6oqlkXbAa(aBK^Pku_I{SUYNp8sP;GxT|H1UGP*7#8VLZK(O?}u<%6l@clb{hVTdJX>(&jkFc`#Hm zoTs%`q11#n@=|0ailk}ePB<8=S`Uw5sY~;B$1}pbCu((MS~`uRL=K9@8P6r#_vN!#&sXHSFDyGuX#1U}T~=~CH6n6Fpk`j6)fsK=^7aZc0u)f24t zO2=v*&oAWSpwlR^8hlsVt@AT9LG=Jd*lu1v{g4uFUQ;3M!ir?IZt3uFIiN1xn+U||so>6z z1758!>Vnb8GH2x;AA-0Zd*Zpn^fgbP>gUz9SIFYd)tj>1w&Y)w-KpKZ6LYNtM!<1P zm42Wjt1HU-<)Zn`VN=UZGZr=?26tWLpgpyYn2e&g@6lY}o%ORC#u!W8O6<(EO^xG$ z++qyhunGxa?G2yhN~4<&e^YAAVQ8b#qZ41x5N#@Bs7NqMu`t-m+whYbMn^kj_&kZJ zj+r=lb;=CVB98zCD<}n#ZEYmjH$)hGB6$beZ|hn;fY%c$j`A z=&^*0S7>Drs%L0Fqv|w8UV|H>?pxJP3aIRjmeEWTH9YK6cnJcS%M^YAhuBaaHBe|L zpMPh)zKqwpw!eB_UcuJHgHCOu-No`M>`L?6AEf5ive+VPklvGK%|9Q1qpK`=6#$G< zI{H8vX5e~^P-N%y^W>@*$5kKy@)rvMD4n6dl#~j?_b_e^Jb1~bl^JL=5lr)zzzQ07 z-$x|4MasKiBrZrxqo`=~xifkw=`PoN)^j@^Px1wefCpO^l6WlX323gFb(7?oZ{TEx zE!o$_6;|kMv@2e_!dy+pu#U0`DhR4wF{8w#2UAyzI`z+kqS+04?0!U(5->A(-a%$rS`>jI=lV%_&htHdy3E@Mycf622#vd=@%g#q#aXSG(6rYVCM-RERes-qqUYNV??x zl;Ee;=JB~`cJZ$QICR3y6~)(SeeRHYcY$sMiZHT+M{@LeZ$NmFaHaLH_e_ku=$xN} z;p*hTVoPIRNr5~i<+}?gQ=Q-oa3o3aFrMF4@OSdDC$pEc>WA$%;*@m=-@>KCkVm|m z#yY7{NpW^hk&zCOI#j^*G)RP6YfdCZn{zUoCT4h1OI#<#O5fnLQm`&oFA%aArQSki zsSmR%KF(6lkGmsheWrfm75J6y7Q4nu+Ws8|Aj=g&c;BbG>p{jySUw66FhHAL0#rsv+ zGfpGZBnL2IL0bY#iN`|D3=K-2ZF@{b(*r&OW#(!8+0#PQlt86GN7IVm>J>c+J_c;q z@J4*2>dCOOdx!JdZy#qt0un;d--aQ?5Up-H>ttgqzNL%X@U)0FU?~`IRJRMbQFO-; zB=A>=;X@jMMe!Dnve8QKP5IkdzTXp>vdmtS%i@Pi(i2g4+H#?hcZ3u(jWAV(%>_)$ zY35LLG(`Z89l9%8QPN1lz&InJe6%H?dK>sJ$}Re#$569=(!sC(G53W`jorlhpUDPQ zT{#A06;q9u)L^Z2%9Dhjc^|rfHY>14+|)We67!&;Fis*2m&+;v*JVdWuM4w(xF(y| z*?3Ugoku+ylK!6lJkg1lu=s}G*nMNu$2GoKD~Vx zg=4S1^=FRP5YNrF(-1n_oc_aa93Mm@2u|5#>jiKRA`>;w*g>DvGUg{L3_zm2e(1lydkd&w30HxNQydM z90)3FgSg8Nwj5cUjhqpLuClb-v?G3eK)4iS&_Gw;1+q)U)w0Z_)q<2dOf%cSCqkly zMLvF+Fp91(YGe$~ni7zi%9)mwk6ZA2uNfQcR3vcX*hQb8<=hSuW=5X6d|`|oO=X!= zVY%s98g}cn_!-w4I<;R}qcF_p5L2V_Ryrh)s=A@LNb!J@awPBo9Pwlozh%@zzxg3E zk^Fn+oXN4}x=i8O$4&wSGOxG4H+16a%Msg-NHn?Vzoi<3ke< zKO&ZlZ9~DhFnytM^d^{AVK7HK>7H9y(G&S3lP55y>LL2Rbx0kOP*tu~P4NsXOcANh zwY*stZU_TBG*o|Q=U)fbc5Z2OVBbWEbrbOx4$aL=uCwT}1uUlgq#vn%qb}EPMgofz z0BSjmQ415=c9d5+T-2p!$1v9#8QL`c-Cy){^(};A;&TfqinsWoRaA{ zgPHR5uK2&-2QblDWsGbd}CnQ)rD0j(Lq^NJCNm1S$st}Je%}+3@0Zd_)j}IoUMN-+` zlM4XrUBjB-^1#yUm+}QqBAW-hw-#QU93R0{axdV-?sl5Vs?rV^QFd=ZDA4i+W&2|5 zswr)HdoG4d!@&0}?5hQ5B?Dr<3dH8N)PTjc6JH|(iA z@83%%YMYuIF5W!tXEb^4kDs&y{o5Y0*3Uk}Vr$edw!`g=cl}OL`imh+nUqPT9Sa%G z_t?)o%i#uWBX>U2ahh!Q)eQTQ{;|dK%{8%IhV&C%8k#b!!F@NsxIL0D9W$BOaRv`a zC%vvAb-T4{D}45&UMJ%iIS1fsuAb<1%Rvq|9p;EvSc9+Oov*{Bb zt8eTU(?-mqXri4oj=;HK#ADyCgrcHZ%l6R6?E$OWQEQh>T|Ui5^hhG5SfIsluBL9@ zvNf!QF(jm+*z8_7tjm%zryh1JnpDz%ixKAX*Fv_PHCP>im1Xuso)y&dCA=0z8sAeu zvlME5vYZ`O!D1Anw`X2{)(T*6+3Rd^oh8+B=p*#NeJ=-$ipg;bbT{0+Ooi%W!;vd{ zAsqc~C(Qre#@W`^rLl)7eRDXco!!ZK%{)kTq14_g0`?(y$-2xv4#qsdu-xF`=ZUbw zBiyJ%u|0#tev~ zL^8GfmjNHZl^J_?`Mqd=1daYKhwd{PTXk&5*0{@kJ+^ z$%keF;>;A+AdE|EUm@Uq0_?FgGL`LC!1jl(jdH0(SCMCZ7F16J8Jb&Mb~Amy@YvVT z()Dwp?^e6RT7*8}w`n=Os&D>Q{yF`NW$er*#03&Z_%4!+GQ03;g|7Klq>MZ5E2?RRs}(2>{ASU;O!kpSoF&csdq3q4

    xTyNZ>VuulgQ z0Z0Opo!4Mnjya-DOZi6eQS?jn0<*>!2n}@#))^>`5kpzt7x*P9Y3EgUL-}F+w98_Q*r3BX ziaqM`k;^4dIm8?rmPZHRm)^5LCGF5VR zHO}dGO`}&^gy6aez29>5qlGNTUvr)UZs~;sYTG(WNRO49dQ&GgRed1PZx{UopCwz> zo!~EBXo(!^9T{mOUBHlDe(9U>%iYaSWk?1Y*6XJOY;$%?0|47IpzrBv#JtPtT?DUp zgyMcDA!*!GRdQ%lEh_AsY=z+mqg!_2s}kR2-%BN_)zsYuNRS4i z7#qJWlI2P+{(`@pB>*TO^tpCN)oZQ9Fj|1=Y`*%J;*^G~Q_pGFF7xg+yC)BR>5`#w z=+}wC?y(}?5# zWD?UDaLE;x!WVyoy&>@1;wuh`Zc%)SpxUIJaLDbn-~41HzLky<}?(&6DomJ3Ht?$h$Yp zAzKq=IKjFRBKy~n9mf$mdtpjLc{_Il@&HuE*}tudX&fHL7b7lmyZV60d|R)nrBSzb z^R?OZgt$zxMl?cxen;Z6A}`P%_A=}2vwBH2n%u}^1&#fYT(z>{00VzZ{#a1%^IGZU zH=u9Y`Tm=`tq0?e54QNt2nobtV$*+Zy_1j8e1a`0r(lL~k?V!ESZZV@ z^`jSLvZ4veFF_h(tD%koE%UFoaVX#ID;`PE{h*uK^5u9pnY&R~D)0kMeB;b8$*f_w zcte>NdK6DT`~l}lo9q^M#dfAYsYj;RK%fBcNB?BbTET@zoDJvoNdE3Jm@(;uTd$Nk zC&2$F#c}LYqYENeaoOFdgTc;l+uopP>2R_{Gw#K_-dZMa*Km%L@`} z=1=B1;?p0tmlBwBsF2UVrKC`$x{mc{@`sHcKMjTpWSZK$Q?hj)N3naI*!>dsMg`5G zJz_6rtYSNqpj68RQ-RG%P55u07tx$jh6c<)Eqh8`Oln4^I4$RW9@#Yn(k3ijP14{g zzO|_29p*ue)?9sJf?e#e)AhoR_+_B-P@p(%8?>gcr`PPAHI;+=Xy%|IPkvHn@r2WI zUk#~8W)XlICx!&40afgRPRlmtBC11%f!}FKzHzxeBB4IyGb4N&t{ONe|3qwL&xBVl z!uP~ljORc4XZc_rCZWHhtFq0d(6VU z>k2G3P~ti?u_SezRxUH7Ofd?!9#Ev903d&IsXhcPBG4C9o$t-mB6aYXPP3y!qhbQx{gFyNME zW#n)RchcaQro)hXrSp2-C8u7sA=PI2ui+f>mGjv$S%F}Y8OyeL6JB;n8$mb4b_=7i z<`%i#8@=L$Ke$IYSuP4Pzn7bN8k6RCB0iBKez_^l{E5oEb(<4t#9U;^JA&u5?Mp5` zwq}wt?kf8lx0bZ_sA@iFSH8l|@vTHJjng5c)e+A{RbYZuM*3wlB`g-IQD*;m^Y*8t z6szCZi0h3w#3sM7{j}oo*waI0bYiBeGm!c@1&PK-V9Po0n6Pt#J{E&&ss<#5@IB}g zoG_VZtV4z-63u`T(83^tUF4}1@;jAf%)S?!vIeLtbeLYZypn-aDV}yv%fGKlr@&?v z&=ReRszHhI#AQ*?ehZY_Yak%3b}{31RW2J=ASI@G(^sJ!uyQX*fHK@LN(UHlvwk&< z+kA8CF9e6VGTvHAY4M?LIOA`HF*x=wIZE%!l_&I_vTsNTs;spr`k@q6G9?==F}iS} zf<@d1(aiy=BpVT)JbRMXQL-fSn3qGSZhJ9 zY=sr%{yrojZnf<)LKTjH0O=azYJ`CEE$@Y2Mw#NnP6>km3thW;wpW8Z*w->Z_bt(^ zX?2wH%ErpHw&g>OZWOj^aN`nUmC7?5VlDKe`lq}_!-K&!kab6C4}xC*haM2S`uL<% z>ZD*^e7GE~!$x@6dW6UtmUeZuzNPlN4SD9p5`&ImQD6G~vtqpMfa6@8@}&>hA%g-+ z?**=MGKOy+a%P@ZFRUKU;1VJ`JgupVPfhrfFjFOrx8N(n!<0%JMbc6|58F`ui5GKI zzvpGIa37(xs>`tNt-56Lm1~~qt`7}MKxOc;Na6nkzY6gt)#9v(%lTpyGwH6v< z0N{7i3a!a9{tfO`J=?Gi6Ek+UBnH`5(~&#($ZuJQ+L{Q^p;gR}{l=A+Sz*(F8k761H@yi zEXR8|IS+4I{kb@0k)GVLO{cOVKyL8h-3gAG*l&+pc}x)0^hA|cm0j8)bYjUoBF_PV zSqXo7xdib((z4l748CS%-zVVZwi0fx)p)tBy5sO!mg9NL%=7qygrWUOVnNZvbi-=_ zJNJudHE!YeA+Zk94@x)Rrj*!Onx@OU-QTjo-}cp^H#oBkmEf{5M;(3xKGd+sgk-~o z7XQ*%BO6@1cXtufsmpb1j)5gbCs?>YA>FLj!mxuOJ*N%A3wtO*y?BQSk+zLb9Lk%g=v!Cum{UXx2GCr!byKHP3a&=KPUqDb8 z&)M5ROcfGaP1-4gSHy@IyoY6ZUi)RE#zZsP90Y` z0JZcgirrl1?uNO2&1t&7|2UB@tmYm0(Jlb0@7bfLQD);eNd6#igHtq?oUWt{vFp2- z0$3Q~*NR0aH&V0DokR(I6H(|-H?fdT)#r#5e!{Vt&Nmh2V7o}GnNXa&2<@$snM zMw01YlGwAB_@y_t{8Nn|KBRH}xfYuU+x!}go&U)i7E7}M2yq{5YLUifDl6ZLFRt-( zc-pE6<>~hy~1*h^U7r&+9|H>=!6yY3vuFLHWE4iJF_EM z8t2GdTRzL9Jbw<$hz&CWctQrP@#Kt&vyEz=Dddpcf0C+utf0I<4xjp;xW-mNY_;lN z0yEpXRA#4mjj{-fXRMEAe)qU_A<@RR8W;9Tbe(^lWp5bsFRUeeIA-IOvMXD`+lm+u z#Tl{$W|&PqlON+i7e9X*OC+|%!u z&8w|>&d1emSlQx(t!m#yb1TP25`Ow*0oAsXL}WZFI|AF_6zXB@;0UP)+&V)H{Fo16 z_Eaw`ASXt!%XZ3;%6^+UBdw3|38FY&8MiPHE4rskrUXak*_D(n$W>rUmd=hzRAOK&x8R=`b?^*rnEaD( z0bv06ElnskV4K93N|Rf#e8v|O`)0MKCE+$Wx5A+t_PpLt!&$K@)ar|&IdHp1=Q?%} zB*i#arKGQ%4U3z{xB>EdypVIQi^}+#9N#*5(kQtyLj>H+a>GY&0J*XqmURWE%Y7*` z{~|q<+rAus|1&iZ+U+G1+VZ`-;4?)7oBO)9Pe94XjGT)J**i7iRlc@?v~6y6ItKn; zEYUI20d!#aS4P6sYP-aSQ2R`~1|YDcEc8_PD1fzhTgO)r`F_`_475@Hrcn{bfEp7N z@28d??yuzK)kN0nWsZ2xEM$5qU5c|%I5ZDa&E8!N=icVHhmU2HMw<@)Fp-ha4KiCD zEb`-Y)cL)U?~e}Z?bNmU?Ud>#67a!e7w>e}c??O+7<=z5Cxh#q3<;pSYOW(#K#e{&d=Ve3)Mn@W&2iTGIa z@u=4mxKHIaLKLBCF3vpVQ`g8eDf9+lHCgcpaneBUlLeTQVtU3}!ljps)Q1`#%=YT} zstc_>o7R*sRftk;uXHL-@)0r_2R)nuDgxbB{oQc*v>*3Ry4>8tP0rSVK2ps{i@W>8 zE1Hge*4b`@uoQIYTKpM8*x7Fju}D~pX;3mC>yp2aUGRAqeQA-#H>J#f&=|!h8_osE zgm|$n#*K3J3(b)BP+`#uzyoXyv)`_2KWF)ONb_{4HTYK;ODwVUW?@W)3}Yx8qw9T;*JaPd)7do1H(e>fa&)}w(oO#1IMY=%m_6mD-o52v6opjm^Dr)@gOu>32DFa( zi{<(o2woTTklb5V?i*sv=8qqDn_8czx0+GcTrtkc%;fzR5(*S2FHufeV$SduBs%2$ zI`Ny-728^U0$*RY0{}XZl&Ui6^Olz`Au7CaD`B;r+klH%=Ezf6(bFde`L_e3eil|{ z@j>tdaTJh|hXxh8(g1?3nZ=>Pt0oKn3fAIhyXE2L9+^R^t=9@}v&7<-aqIWx>w_la zflvM#`y59I2Hs!zdjwAl@uZAJd&m&Vz@PZQaMAabSzDgR*Oa9WWj;sRQNks^gUAkc zV~;0aa{N1#w@XEmy9mZ>kFGW=e0#ibX4p8)6fP*W14Ft+o9`^>^3GuE9U3N^>Svx_ z-9wse{Y_C_sovStpuWhV<@WuOJH=;^+H0UOub2m9@Y0HJz~fX~Dd1@pP%P{%XQdVP zB{VY5vEj7gp_LB;>{6$J>haZx8WEYJlsdATryFnKO`J3Cb%ZTDzHB%bQQc+q9Uuu* zlzrj_&9pf*gdQ&GJ7hdUjQ+{+O|z9bdPKX?b)7r6gPa0%{3b~$@1Ng?(uDmd-m^==zMZXv#<6L-^XK}4?8W7uO6)Y`cwGPB0dVW z@wCm1o!7$J?oRWAymBO2wmWnFprRJdyO55E5MX1bJy$7lGxtmQ9a1Q3?e9j!@u?hV zZK_F^RmF$&Z&@gI{)~KenA|9up=Xw4;$NbP($4l0#s&nxat%L4+t!s?LPUen;g= zKaqa!Fn$~9LAu}C_T(`@xF`!n2H&o|`}i=id-IzVb3Mu+_4tzhWz%Fsn5=m?KHR{1 zo)4lVY$GZ8N<6)fb;~x6T^`CCig6T+uAY4N(LaNyVN(A5?=eXV-~MeKd0=WaXlNSF z?D1Mk&SH{T<24Y;l=VDTD7OGfNzdzz;xoTn0i&kXgHQTugeVfnB!+;0>u5=_6x;xA zNLu*Gp(S2Lo29r^26XdN$3;W4CZK)N#eg+fk%zKj=p+1Z7SPg%qCX7=!0eBnB%YYC z9Kj9i)y(CAsN>ku6ur2a?PRi4o@)t)3F_5A@u}B_;~3GvT_??xmX200VN`Uw8U4}Pm#cIVYlXV)cfeH~-1wB^ zuls*9_|a-V3_Mn=6L&TySZ;A+o1dO|^>rzZN!Nc1Xtlc0E=$c^?2);0Gp^d2Dbg}a zs|fzK(9kI%Aoo7CkGJs`(M8xlH-2n)ofG4G%>KeLZL0Oo+SXYu)ERvO_#6~mW|jRv ze?LvQ?^G&qk!DgAs{nJ!)#={SF|7%5IDK^OHx0Lr!{l^)yxy_1utBDt>L=617>tv~ zikU-cRiQ|xwZtD6HP`jfjj#>nhGDM!2#X1D#h4pe8dAU zF%5UNP=&GfhV$$ccvuaU^XJ;0Xo#&_I8|lw*vt2i*6F(2R9&*}_%hD(oHk{lxa!XS zk$V7vsY!Xgreq1#)PTHKpQP)P5dT~IEd;s+t>?=Q&5u@jmn|%TD6Bkb!uCtBj!6Ov z>FxI*QzgKgz?%`a@LgaE+m4>Fe`}i>%L%E)WcMBe0aCDxUm>mCD&tRnAV%hbanp@K zR}EWp3J+rnsdA21*16;nEpVWC$$B*mp8Bp*kMnXc^k*Y(reT$TvvTEBQ2uAuDJ6mW zq+Z~h(8%@2Bb z8k;ck+QGWdy@c|!NIUvd6Fr!IUqPc&$jw%y4149rvOA-{mIraFl2LcCW3@h7CG^+0 zkuu$u&i~|?o(HGZaGG=D+kmNKek*pxcFs47&rLbz8xI^otR~#D_IMmaWc3ULO)J?C z@5Dl1lL)N+CX4Ovd7UOf(Qyy08nNi^SI8{n)}V9YIgD{=iQwmzc*Q|Wu}0XomX2;7 zrI2oY?)t-07m0sLPY-xa_80D-ynQ#A&HMS%l%&CkL9AR+d&P~@-8ft=gW1g9TgxvE`#xJA(H~ikM;>!GY)$>UfKSj7iT4>DdZj@Ea=Q+Lx&sy%4-8xz+ z7V=U5Zf08TL|v#wUszQbQMIru(~~7f`1I{>8u1W1l8MnsfhatPJ%>jSV4opN)8fwzUqoB@ zcBx{(=}5JJ7;^`CeqI-Qu(1XmPay89R!8LeN#gh};3owIis+gbQYKdZx3SC)S+LLV zB$3OUI@xUmw?vb!LLRC^0G+jqyw`zY2~ zbKJZh3A5r=J6p$8hwBSZCVGroRJKnhaf)~a@ymlgUwa+$YI)ZAPuMqz@q_|FD_d>^x_dVfZgNa#9qbPQ9&*V33G@8Mp_-9O-$oQb(OO7XOopZ zgqS$IK2{dX`lYvj(yuCht;r@O*^RS3;Zlmf#T`cv_NUhD+D9wnfKwN3buXqV_WkN| zH__Gh6{z5D|CDW6(Mt-qQrkkH&I$2-T)ebS-_=s6*$l!Hme40s|lAs<{)6Wod`yDy79cX0dq`h1tg3E3L#wXrzQG9{y zhEmek=}#Nk>SMMi9h*U_v5|!)<9`lcxe}KzCX~0-8>@X=1NP5<` z{<%NAHW~3cAMr=WYjJ0+w->^NmCkJB4g;EpA+AZp(Y9H6+6xC5@``F}VeVypryrZeK_Etw?tuMW+QzhooSuXN%xgFznTp>?YWG)+^{9%{#< z;|RLqcv-1IqNasE`{6NJS;J0(B^qTAk-9B=dF00c>hx2KS2`ab`t5h(VZEJpa%UsS z^D%t{SEa&a^u`|1#NuQM_ykY=tue*B+heMu$G?^y8P{WMw7AySCK0WU9?wAz7E!|% z`LfT#Rp#N`B)Uu$>BhzZ6scCy0eWSi(i$nFN?pb76ZVlbx8W=o@Uoz(|3_OC;b+Yg zyi6o?4obURu}<+JgSj)0{WW7s&s4`xA43dG5l9gB%kh_~a>Nz%FS8R)&zm zN50DJ9h?^@eH(hJCH%bx4V}lCoPr-K6s+A{8(jWV@m&Iz8F0js*ZWAeWvjBKcKf3O z(cV;km*!yh3TMLcxZ|0$Zd&6H8SleWx1HIa6&CA}Cxj=VU(4{$J+&f`21kJ!*A}gs zgP-o9T7X1S!Mpo;5K3rS${A`UulJ1jC85lkd(Mx6mkp5!o+6vMVp^$iWs6ylD*;W( zp5TV#Dk4rc*bJ{>F#dBh7J`7Oa7r+WO`60-@!oHzl0I~EC%(ogbk5jmpDq>~ET8xJ zIf4^elevy8Yz+x`NAIfiKLBi-$wG@$=EGl6d>Ho?nE8T#{*_GbSuF{#uWjIJ)oU%b z-;3t^HH5U~o6wZDz+r#Zm7uBpR^rwA>plH{1Rdz`P0^YAvqhpYl8ZKcVWA-sag=oV z1>ny5Uutp-`u-=k7OpjxP*E{@0$+7IO>iqft!P427&6U|MntYpja}Isi`J0Yovgcm zQRmd4*e2VIuPJ2S{G%cv@@Ed0;wckn6bONaMjJ2JV^wDMpRVK>70OQUn1`g~5+WA@^Kw2&6II{O;0(Vky!rR}2Y&ZbqA73ZHUL z2Gj(QubeO*Nk*++o|ruzuUt9N->Nq`%yh|Ez$1fqS90`s^CWI8kOPk|xidrNl z$H>f077ZM?{e1c{j!U>usKEjc&ZzY{3)O<%@wp$#t0mW|hn3F`1n>+epJ{t7BV}KS z+#|3l-v$k#eDoAL6(38zGYpMIEfEakp@ z3>}3)Xxs3QGo*w|g^KOuNV4y5cz*{F^bsBu^G9q@o_J;{r*2S&#G@$wu5miqU+<{p zgZ0g~K=&UQwe8t^hPvhsU!&^sM3TZe5<+>9Y+qIXIdTt|=R%5qb>4nFG?dr(FoCT1mh!=@>6Oz}pb` zwr_<6Od2+5`U}w_pADV4&{ni(?2a!W*6NxQ+ORyJWVjh^LelZG?tiiOR#A0qZJTIt zLU01X-GT&{;2PY5JAs9}yC+Dng$H+ccMt9o+}#PT3r?}Wzk8h1{r4FA>Rk0@tyMKk z=6vOOUYR*`0nNP)f@;O64|hgJuwTnRm$V%>x+@3Qx&i==o^5?=1*QSe2#VPL^*kTG zP;Uzq`+P%~9Esj1V77&<5BEAi{-UP4uUnEZT%lvmYS;J|z@NM;PG-^W7q4G<{tT|S zh#{(NDY1h!1_RO!Q*oZ&JGQ73L+R)MP~tm_kA_snn{}qP9f#pAH|pa&Pi={-EHpGm zUJ5-=Ftn=${-p-qtiRSS!5l&?N1bNOP7>mqJ)@O(pl5T0?!YKg^P(0gD%&6@+iqKe}=| zE-{oY3j#1ED{qJVPYe@OZfB1j^L{iJ%MgRD&;9kz&;-*ecn0I&UQ~(uu>q}u6xOMN zf~;3M^nojFuB*rz6|bCN{3J7Sm9916=uFsXvmty>RR#?I*(?f>A|sQ z0DF)Y^*KZ4^-%+bbW;=O=Ij|PQb{VH5Mu{VBwC_x)X^e!NDHmg2PT*@Dl|{(yQ0oB zBa28TljF}z*Me-+9x`4Uw^SYZRK6g8hK-3q;6L+~jCfkL~;U*Pd!s%6&UgvdP}K9{nIn zJ;zxTUdMPA?N|tf3Jr*Lak(~j9g9||eR@+GUpz*(g$Y4Lo_eDA6lJUy*y%ZhU6Xop zU8irhmY*(~-U}axUO&1h9h(L*$Tdv}C%fiafogc}yz&y`lQUx%szr zDL0DGa7Lb21)fem z+ci^AMS?YjfQ!3c19{^aHBbt~+%m9Uh7W&0hpO>1htPL+q3-eNmA(db#`ucm@}}u9 zLwSUidM-5O&PYo85>+Gr+Bui@jD0STAa&!}7%#>`-g~nq_~%|k@Od){I>CdrMGirQ zS4Gz8*r-5W|D&xBrX!~?X5yFEv^a@3tg}V)WQ&63vxB3_UVrc5q+pU=TENZjN;Okm z(m(1{O}SYo$(Zg=U%sL_By;v#^zBvtWb*!#6`5=@9H(P=D|cj`pkzBr%ykgzk|2%ooudH7C{r$?$WPq;I*|Kh@T-pF?} z{~ioCS5sm_1R;7o!RLi*6DO%_j!$-UG8g8WV9W`Bd?pTO`R|jh+lyi<~Ok?ISN61C-A@7)X((;78HZLQ-vjgh6%_lgXIm8yj9V~>IxDpFlH z8-WDEcX98Gd&W%Z6P-f_F;vo_b+EOMRh(3WqmO_+YFJ<0m z!lr7Et)EoGvwtfu;5SyBE6bKPts9?r$=Dy~<Tr%W9Q(Z zmU;YBa8|R}!mYs8GpWV@>w;$^n-=5ZI zk#PQWyZ2xyuCCubLE{r6$v5$lR+6S$Fhz%^UznV7A28yUty4_mDNSkv?e{GY|8|@u z-N#6dVfUYAM|!8ETE{LZ>OozU-aONvrfX{&;qLXb(FT(i@@T;1Glz#&C?8y0IG8B* z^@J~l3ZX-fAFe&17T3cVBM2@aK?(3Oe^%?4-CJc}8q{OAPIEG&FX*ekk38nTLxI5m zd7FZqA~{Q(r-U9S_BQrg@p2%8kWmk+d0y8v6{}{yjWGNUQqB#`A0)4_>F2*I;~(Ay z{5$}g*n3~m*H_&9Xc+#Adi4s!ghqe=`WR~1UeE&j@qROQshB*y!Bzr?e&|Qn`mpzL z-`JEWWQ_UF4&$sO!640TvN}1^XN4kf2#Z0sgkTO2T3U8Cmr&qm)!ACgNaSH+8_)$(G#e-p85#VP+zO?#vLCB8H zf}a37)06~jcvqMJQIFX5oS}?=Ie*F>A$T&D%hjcCoSK(x^13k!SgXqviYa?LijZ>z z>NVy5Cu_Qo5sQs|=o)<2#h3*Gr%4iZ<%CE66W=6>b~PAs78lxX?=hQRG|T8yq0M2% z-p^FC1P}6@Qbjo+;4bA`aPjjgEYc_SO15^p22>s3%_XS3t zOA^ZC^Dq3;(m>K(;w4VUZ4<~&r5$lV7UC-86L#h1b#a!et}EcE5e=G3txNRA2@?SX_+RiJs>1#*MJlGfGLeR z@A8;)nYzcaG*Llfzlt1uSGDp+{rMrTN1GRfO545BAXet4Wl#31Q6a>w1muca81r^% zU#guuu6Q5K+0@<&fGN8CyvzO&NCNDT^{}y-kv4Tu_~3OS2Ux<{?wbYAFBek(H}~)Z z6u1a7z9pRB8JXZdcAx4Vs#{EN8GHA9K8X+gJiImXG5-UP#vzsCO6V_lo0sZ-i-R`Q z=8vfVn8UEn`VeV4tB-9LHN6ZUCRL@pwAQc7$XK@&XqSjF;x;>=+w;(m% z+TqrhMh~$~+0$#)>#mHW@@bnE?@_*HEO>ft9@DoGo|S-& zLoy-FS$C7c2G%*E%Rgg)G|Fsy+-|u+unBVm(LvA6aA^pcg8L$?6^ipQX^|=2)r%lr zJpA+dI<4pzp6x+J6S9F>)z8+i9?Jrm;)lH*8XZoV)9E*xAGJKKhH9~SZ0Ma;I0C@1 zRd97{0)L*}_S-`r3DMJK;_du-+6s;DZ+%PXyb*-0&)P)Us``D-R6%(;>AWgjRvEB; ziLQc5e-3PArXDJwI(mTwqy&WWQx!bfAGVt}VLSt&KcQyCUYTJ~OU*@@rSDlu_AF6s2O7xlyUR7-x+~AfG@uwQ2Hu)&(AEj( zjoKC#-QCYqY59Pfq_-ppn^fZTS%QvwGG)KBA|Rrk7D$Uc9=c&^&h|~vkeP*a9!l^? z1c_aRFO*l<-CC#cco!teq+I3~gAP9@|NSBl zqQZ(4$c(@Aw>26;8z#I)gVi<7Q-r5qZFBInLAQHJ+|B2&f7M|`5(ci`{_DyNK|E;c zMS*w@)d0hYTEIa`=#zp;&`JS=cs*ey5%G;X+0oWJSH)QWNPX56mhAv-*j|N!$;q(; zoHNkJY|iVTC?hfLwhISD2 zKe-$>bP3n)+wfRLWue5{r;EA{`bQ>X$A3yUKmhnk1i=?Mx3H1^5(sP(#z@ z$vd+6N}iadDpyItrzbZ_0~!EzPY&jRHYltp&!y$2Q*<;{rixw=X7!aZ2+G+-t5#f} z_k-ytMhI|6(WIq7feU6kWbVee&bU!8qzamXwo{u=;(R{JeSk#ystv(QuLhFwKL4Cv z;??BN7YwzQ@J`o&&vDFrzHGT+E1E&!>d$F^EV*@#_h@$+dCtrun&Ed)q*u`Yv9f1j3REIY#R?NHF1rnlA z_ox^0Um>Cd=4RcH}X7^{y z`4e5^D8@4mu9}`5@6rGxHG^>{W!buEgbY;<6xY0GyX|qA;e&O@$@{V{p`-nnBz6-% z7HS=+bC7~ozB~B!w+}3#5)R4!;(8XjW_i7WCaP+=L*YmNaE!Ixn!TzolITJ1WLlM`dyt1Xs!gI_kvyEOE@;Wot?yrwu#h$Nw{`Ic!u>UlO{Sp3DKO1hieK&piJ zHO-26*E{dp}E;wsvuAr&j(aEIde*=@(PdxbP|6cG-zTz5M!A& zm3@L$VpK|2x^u{%0DIx^16ihq=_ z)=~>JJ=?F(gzXjXZ*2ado@;6Jf+T(lx`uDy)WgtcVmEh*)Zd7AJT`rumvmo;nde)I zIb*m9PZleuyk=a_AA6rW0Y*B_gn0xS42#_Rnu&ABU6|=m8r^8!0X+7#(AD|mskx}G zx#)De=2z*y*9;`d@XiTuZEg_rz)R14^Z+w8%savuxq7RkcldYR2wxxVt^zp4%|}rI-IFbT#7pSd@nQG5oeW%b=Ev5*);euk4 zEuh1fQk;}543D{dpgtbcZ*!>QE(gNf@D_TtlnsEToE$UL%QpJ;&L)jfKQaQYPIgMP zwS>HKw?e8(c5kfWsBsY82V+E3cd0<1sbs{0-Eq$Cq>tVR+5y*MWi#+I-)^I)1;1Xn zM3#oBg?d2c2AVASKGL8zEKYRv0oR>0*Vz#!^R2)7IE@RhjiUx*$9>xdrXTD`|E$IyLj!~8+*B=sw_zxL`>nTPmH&~Ra!gP&D z;PJUE84+41AVE;D^C9)BkMCC6@hlG9T>Lt!CQN#dq4j~kooC?KwnqRm zVj;t2h3v&0*Y~-2%S@cUaO_psI*Iy%XGw6jSmkycJGHH{c zeTLldTQXP1ccexp9-&-s?xuLdU`aqBM&ZGWe+SmjChL5#W8N(W`kQfosc{ZJM1TfU z)OjHz4-plHp_+@sDk!Mtp@6u%g#OCBPnBhN`OZL*OGq+_$+;h_FnvAfYx?Q!=`#8& zFP@16jrF2KroPIrUe4c=7W0lg^0kuMs9)?`F`-%^ppkzkM8t3Wpp>y$G$5*^1i zzJ8MCewR^|u|-C2=nLF!)2smh&-~Ddx0bWUgz+z3l(qM?oo#l$nk` zwH4fdB#KHz61Zm`*fz*^4WG@}U(QNr>uNrIcIVl!I+MK0#HrGa;$Gz!QhOIuK@>0d zPLpYdT%_e!CYj`$R?>s(C~4OX-E-?7URJF)jjyH?7h2(?r5BL6Oa~J;F!E&`RhV}s z{Cl%FdME>ij~(n<2`W17vjB!&U=1Eg9JJpPeIL)=QUj5^OG&;HUuSR|E}{V^FnZkC=3WuBzSY3 zm>P}iDPEFG$-+Bs1&y0|mWI;S&?vziEq`1oZAUe*V7p2Bm|~-oouywDf-@{PQ`9#O zfJT8v;H%z@5Ei*sA8i(XgRza+!XEaS+AOr1djCw8$Z;er+W7k$+V?V*$3+WC*Usf$ zC9}e!Cgbo&af29i%G@G>sN5t$JdUK?XavhcMegCZ0W9422sfHLca(<|nOWAtX>X^h zqS|9pO9KqHl@>Vz($5i{ceVbhwE7G^@bx<~ZGgAWfj2rFYf^*ZaiVO|)%X3D#hOKT znV{eB_~4U#V+wG*6p(bCs;M+r=Ig2Cn-o}btLEnX>P1GIIsF}Bn)MwN2z-gMW=CpS zZPk?2tzdc>bU}F?y`%-b!lRrQ&g(T& zNXUcZJz_o1p}Sk!9b)Bpc$6H==|T2y{}UB?rvRRh)K679m>9GU_AjH!-&2v#&y%Hy z#yGi2F!BqmCb2&j9 zcHVRsXWXly&%G(kj%GAwK^Z2FG@OjKNhs~&p7koMOzS&+jjhlo0Z@{Qcl}IWP%$#+ zykG-h?dR%7AGB2zK&*Nr{0`WR^qx1{)mMptWAVs0zXZZ?T1Gm&Rz7WC;y_~WcrJ&@ zKMvw=ZxL_Ib5=9nn`Kx7)pG#j^FzqFrj#tg2>0OLqfhK4xsx)|{kg2zYD#R+fdm)} z;0PJ6M4sgWW)e!%<*b$o7_L(VDO(vo@Q|A8w=G|siGB@Vh~VS_GWY(3z1iFO^jyO( zvshUX|LZ@rh(M7f4y=jZ_y0WQ|N8%bcWZc>d*A?oY#j6 zL17dg$-9n?zPrnaNF;~mcn>u;y7gj5XxY~vTX z+caI5L-)`A0t}k{?C$3H&w~JmMx*~Z%rrv>#$eN7R~RG!9J>GRbNn|NBU9})-c|PO zesA}$FL8SfLAd$6TYdYl)HHC{!aqRbv}TE~o&e#$y@d9a1z<>D3vdOA*X450=tlFezp)yHVuzX_5lJMl+Oowm_4uRPT#=+8?4Fqw?NLMFG1*>}2TjeA z9TB2a?GZkUKWoj2TE?kl#1a^=KBh6T`g~RKNym-9H}1VhZlxzzTteTkiIlzwMnxM#^#^q*i}^;vJ+zFZe~ABlnY*|OBZnV$HT9xEP)a{lr!1+(j%A*o z0e=3VT_plazq!1Vy_a}=c&qd=>8O`#|FhsD&yDOV#g^~UloDw8`Sj(0#VCi>TkX%* zJNL3;^*x;b`Ry`4k%6szqN1;-^2o!SZFHJR>6G&in|&1eV{~Dx8MQx+Y1l_b;;{&5 z6<_`Z;mn*`5%oaMQm%Gkc&)KxX3GrKwJR03d&Z}E1sA*>1pl*+-qSz_qah7;${9Ld zsqT;`F29#LfGDRbDBrb6v#~4Q5o}|>LUeCLb{pF2BbNgjn-?y&Z25yt{OyXG{DE}d zAmf$v@|yYQUi^ca`bm@$XPgB)2pHHtQY_uAs4=~(UB4X5fAM=~(9sXjBjePO%05F7vFE5%}=8*CyC9>JiA zQ}Pch8lQ|0Q(1AYQcIj8hgPD#jF3qsS~{T(Mrt>`6qt@i7G9Pe^5%i(q&=qjfc$9; zXkmG?$D6-%ab++oHfTpl=<~D3pQ;bObU{!SVa>NrqOz-XLNO{qdewPn)4HMXm!6I&L6MG6o?mzr+3t3ua5@su{@-@m^Qcaz&| zKfI`lAP9D1AU=9wN$3ks-~nVWKN36YA5H9rKHr!)P}$RsiQ4Z<>@L6l;UA5dfatgH zw?2nyoZ`!qZ=pyxyleUUz|z9+^!VHLHe{Uq;^FbW_l@umEL1d^u-${(%c9h(RV}iG zY<)>ERFWR*>QGMAhDvH1 zE4ZAJP8A!|*&M$AG$IO2*#NG;YDsqFh(k8~ZUXh9cH3h)A#nogiJ|vk?#D?jf>fPm z2D&hu{z_EK7=xn(0}{0pQP%~|+=W=B_>r;kvnl<&<|uA-%x%>QBBdegK|<$a%USYN zHEXS2%C^b90!xHrj2M02s5Y)Cey){Q`E)vq=*RLm6eCqe@USMYoRrcJe_?Z15X-#7 zsNB09brp2qUjwx5>< zx(*(Sd*RH3G9pO?gYRCCZf9{K<~ERxD7Gkr=4T;NxUo_JvF6$;7!H}&nX@!ahYH{- z{1BHfH8ygEF3&ZnnUkXG!-_@`(l4InrS%d~wT3@T6%VkoFC5zaLQ_(E%;Va7hE%Dc zMN^}VnjfEB&ZBSM}yqPX1eXW61>E540rPzXXw+mny15LgU{1gom3S@*G$AUfxfGVym3 zG~Rr$O|L`(DeTjwXZX&dd0A}a$#sqx@62xXBWG>ZU=UgS0NQX{lx2PP?6I`Tv*r3- zU&L>`z>_wafu>0F9MhwGA2E?lLQvFNA(e2+5y# z5sUvLor=i6=R`6Uu_Ozfe^}{;thI3JiuP8&#v1|C4n~DG@Y?LPwW=B#?RzJiZ1mcK z<<*lr#<<%LD;#0G<|%D9CmPdPv{^FmoK`owP;!om@ZhyKU|sPHfn!;zL0#cGW`15_ zY|;i^+rf3tDirZOG1Qh&MyA80U3!lE!WNT7S@r#@Pe1oW;3;!RXOIEK;tfH)e!KXl`3R60bc9uc4mRmxi_vM-)i+bdrBzG?cF9c$?~%WjWGwVssE zQq_$ebtEZiHcjz2NHl)6A@!?DBx`TazqYYv`>pP&EvJR>);Z_e za*F6uFVqi_jpn}N_4Ty;h0dJCJ<5q4whb5S-hRF&-W#10?oTZ=sS5FWab%zP_&xY6 zx9f{pEkREecu1?FKr#cRHu6_}gO&Ttpjj6s5~g;27PZ!=G8u{Jx>-c2s6S%O2b9G+ zSf2`xC=WW4$gy5R{(P3X_5f2KXE_+G)Rq0=2`1EB0NQ3=6wLOf>O>zj-RF}@c;Hw+ zm*EM%JSAEj@kJueFv5bf8j7Uloy}jyg6vd2spuQaGh2|K|oWoOi*Dx49H4Mh7l+P^^F{PJlZwO%G{_iJXAY0$Q7 z)(y<3r9tJZG^tFDy9#s?X@&6PZ{k-imYHYi4iDvj5yp;oU$;18n@`bFg5kZy16}jg za$krY?!8TGT)aeRQ}#QK+G!*3?Kr zv~p8$nsL<&gs<`$;yw_3X1#^Pg^|y_iYGmyP{gJ=V}!#X-Z%5r5h7orN>h#U4jSG+ zS$I^dK1duR%2iWvhrAO$Bu1=8kH>^lRxaqX`3v1Z?YqsZSADt`>cwoZ(b5p++#R|B{3;!&9s)o4+cpX zD~nt(5%gRdY}S;RoMa{>ThmUVXgAT(RkRVrc30g#&S4zmdI-%It!%6z)C(dD4=DjY z(*$IB?`e$-14Z8Cmhk!LoEM|;05OxPYt2~Dn0)bT#%|LH$YAay`(mtL>3;pvfK^O6 zevj8|9DJpYNAJt4%i9Z`VTR=!I52CT3neTm1*dtGK=v7=Z!37dH{*~bFzm^WG)BTj zSxSj~R@J!rWpTVKpH>qpN%)-blPE&d?PDUbb~7otDKSX`P6F0j@9oEo_z#ra3$01F zc#tugv(>BitW~8RBpSXkove}j#MPm(&p2nOlQF;IJO3WC!{Fh{AS#&>hui#6*; z&dt23L|NcLBrPq&iw!LmhJXoMT_tCA_%R!B5U3q!kjwDH|28buNJx%xQ*%5$?Ew`M zg))d%3xbp|57aN(!iw)0j;h5mXu>A@3Z;yqYuGapOl7i=Z}~MI-^HF|o;45fbnMqw zE<{VQrbHSM#x%N7!5x^NZ9=FnPL2^MPlQr^K5 ze5)m~2UARaae`LVU{wB3R%LIPQ1kCO9kA~-6(fyE1v=%7Y{usgpd+zyo15#|=ljey z9bc4cDcg2ImLynd_W@Q8`0h)zt+qWO!>3=Otw|7WVu3XO6d`XqI)#W$-Y$b*2U8Gi zR%`#ge{kqeSg2Onb_ff3McapHb@plFr?b^Wv3{2-hG9^HB?7gQEi?xe`@%Eg@b55+Upw&yUzZ7?=L>pH08G>M%4kV zU%!QJn4G)Uy+GsMxhKK`dlTLSGs|<#TSR7{*l-U;c5FJ?oaBkg zrA?t<=&;us3vd0#Z`FFRCCHyU*DQij=lF)kM7urVI{qsHo(h;fTo{@wQMk2kj+wDP zVSsM5p)IrHB_{9Gna34*&}OM+{MYc&hYPKyR@-`U*q?BKv2Hl)C+5P3PH7{7t#5M) zfDUe}+bt!aX~W~)9E*r;-{pflivz5tp+u)3>gg=iC2ybCGSf7g=ByL4k*uV^qDv-S z<{caB3FNgP9SE6$Kb>Q5>w|Hgip8D_IJfmj1|cSr!!TUVgJ{o2QxF@;!d*U5HxxQF zqev;|q%c$YYpo<=E;Sj)g)J2j_hy3}DCPQktf4>r`sUX27(GTgsvQ4U?b3IWyAT)= z`2!M9-nnT}zogiMjousp#{vz2-OPnPu|)fGgeHdxb2hxM8za|3=x+JITJm^|8MD&h z+9uo>=^L}bKMc9q4aRWZmLTfqI&3M^I5-V-L=uK;u|EE>^&CfW^cm`hI!EQ*ZO7^7 z^I1-fxp?*8EOuW-4eg&OZ^Lf|!jSYLJhBH@s9Jbn4Nk1NLWR<5{BTBYkM?~GZxJ3B#D^nMNiA^rENAU zOP2WM{2G=8BKd&v3(D=%{9^;)>}mBYhC=Iw4Lw+f2~}eUWiAn+wQxC}IhQa0A@L1c zz7A;_|J?O}pt*y~K+sc{u4Hc6asyipt?*g;(I07Wu8uv$V@r>Ge=P=Yeh-Zg+a4s_ z8S?##@etTL1+2MR6Ktkd+%T?HCGzNVV(Ms&Qp;JOOOJYjBa)vdYndGGK~wy7`Sh$V zWe726YzMilB1z`ezjI%+3PXI41#OqPw7~C!z|*H&&-X376DLNXE$5;cbFA-0PgWsz zu??4opK>gsOG;2U)Gv&|Fnpo^6>5r+>cWzinQ6YR|!FG;w~ZG7)fCBnRqR3Tx1 zq(cU=byRd7%hY%wCf->LbleaU zZ0p1Jkp@ORn_kL^PBki(p0RANEsV7wdw30(AM9E`ZZ$AVEol*zAzWXtnle$c2s&~)eSb)eMO~ur?0w5{r@yK$XaVM! zF#DzSsoSTJ#hY!6zy6kI^So^n7rli>0V7y(RdU$udTI?3cj<-1j*!tC@FZkO*wTdo zJrIc@gfmtZ+#DO6x$CRg|1hxE%H&)*Eg_)&siQC!fvJtu^LDyWUNO7)9kFGH_flp~ zv5n_mYzW1q#ZBA@i{OV?s}rTqY5pe?@dy|Wr>!4a=Din>h)wi6Ya#YwA9eMmi^c;*POS2 zr7i!|vtoL7e}d-qZq<||(abwjT0V)VjvF=diYD&w`Z#kczXG9Q|DbdsbG>m#B|J@= zciDnz!azc+D2?VX*v^R$1tPygh|-?c*rMLO+cr12zM36@WvZvTVfqz~CP)z7@m$ql z(r{|py@l^6U1Q1irv~HhbWI{~+Oqe-Ziezl>yh43e zeh%0W0}JkRS^(kvM2F(GQmW+EGr(+U{aQoxlD4tR7ZCTWk+M2(Sf%>>a;CK_!<)$Y zP@^w4v}=3kqNW?@+*maj{?a_a$to**oWf2;w?=L$z>3mfA%1P`hg$YZb%< z(MkdhRcdMWxvlA*nBw^dQ9LrOF|7BLb3ULh;$XwSr7me>3;lyk{jD(UJQFlzio&}_ z+%RN(4KN+Q#eHkkRh7gs{P^S|+&msV;uhv;o7Gh*D)FJ_4`1Bwo_S zg-Un#A}Lmn0RiFZBBd}n`0;q9`MZh_SK|hhcPl_TlnMCw4Ye(5me5{055pAW8pBaf z(yc1l`ryV_w2y~BVS1T5JJPe!9POTs6;MNSp!%yOcg2j5G9sFnq0*@$A+%ghuBYkS zyhAmMjmMhV)rgZ=s~l4Fg6|9#sa-q(Ch&GK72(KV>c z>2RIjWh1+=^iPk#Qp>8y4vMvG1kuuUW4 zon<4V*74~u=%h%U{9`l z{Wd@AMvnr!YgA;s zDc%H^v^Wnz9Qzzzsw@`JsQ_4zrx<=U_dfBsa-d;4%IBwkp$jz4P&fb5Nfb=Ka^*Q+ ztKu~o*3y)lrHsuPzvF3b(3);{Rkcs5=dHS(5I$zy@;DN@nd`WHez*mS6f(T9F+eOP1c-sHjtCiE*9$#5?pQD0_Z@+<{>`c9 zxVwdQ=(ZUhWwISn5GwNh4!~#d)CIM)KzM#GWw<(M*fa@NQM9HRR!%;gx}TrIjavl7 zKI4CI%kaBm@w92JaqNI#mBB39QZ%F!Jy#Gl+j1Z9vc~d$1h}y#K|sm=#P)Y0+y_YN z3&>Lu`b)s6zx)HK%0InBtuXdWw*;0HzmP_Mdoh(h_KPLCUU-7t0O;=$O3P9cuWXmE z3kcn3mpK#;7Z|6%Jb2SSbYi3rPr(;0zXMq3*UExiS+DE+6FY>Y7~e}dtugGk9BbeA z#5xSA#f)l$Wv5RX?6iYwO9Z)_LTzdwefkz}NtTWcSPu=UDbUH!jq@MC5GfXy6di?d zAgC33zM%&wZX~}qhw;J!OuB(v_^hhByi~421=BaJ3~VYs$)p#Zh365e_j~dt3-BT_b>k4R%wOoV(<9rm56NvVNapCQuf>qn*D@?f>RA*a;Ww|$Jm}we9Q~iBtSUDo_ zG?O$r^^-peg6PkTL{X}5fb4nl!Lyn42~QQWik&vr4h;X~2%%yC_0SK(RIDYh(R_*cqI0j7kLR zUIJ}WQkN7#@6{|Id}vI>a)9tfllp}ZW_E6q8!JBN3Hu#TDJ7LSl+AWZ&>16%@X@QzV9<5>%{^kew&A3(amHZda0=OB!@bewpfj>s7J)iBj|Qy zWRBV0fgctx5{qvo_6Tk|t6o?wsjLW$4D{tx-&t=65 zsOGx8MxKjE{g5eraWFwu(^dD<%$2~S&g z_&bZX+uGfSLS;=8sv*B^XsVA!j*Pw~3plmkeI-A#2)8sc!o9lAP?W^4WgzEdmBxb1 z2Fqh4cuM1KI6CTvM^Jxmv+v~d^f(vLp`@o8+}I{<)rlTivso zqt0EB2&Hi*suQ4jEuu7l?ZjO+LO5F+;1U!A&G0J4o86>iQF?Cjli#3xhnp$z$ASTR zC;jSND`o+m5H%K`;QT^^M_^t?(gF{= zEng9;yoVflPtsTLG7+0E#=(8?Onm1p@WOfPEF8OnXAx~v{Y@p$+URyF+g%cMLMtxR zB8$?JZS@)OURU|;0Dk8q;&!)xI-P&nJWEz=`@ApNDhWm*9^#C;&Dus_w|st1(^ir+ zdyp)!oy0lG?lkEm9#uF;b1*DsX%JzmP0GzV?n_50)KCsWi&5`NJ=$QSe)i^F{z)L< z2ZRVsl7ZizbCCQ;uE?@>x00ss$H8wW=WAce9t>{RR#Zg;YD+$DRcmH|_jE6JZuJDE zC^7=x2ecMxh|*^!4W0A#g#r3ckMHjFL*fT?9+tSA%2#1r%obY{8nh{oRIvE)xiBxFf#+?$Cr_8yFX{7_p|9|6UFDErIc!13PNA9c3qZ?%P*-RiLOX+z==)fxH=xhs?UvcIIS@ik1g4zI*j=?qZN?ymoxy|jQ zbShV2paqp=clP6omoiYzd?v8`l75~n-Q4yXQ)YXODYHN~Ic09K#A3|<#6{Yh-OpvZ z(GR(mfVF^!CWUtSdX2ucdN;wfTIEWu8I07|um8n3(RzjRc7cjgFfyuGL@6d#c|M}u zvqnH^!Jtj!abS#3Hn5}~tHlsENyL&5$dU6u6e1nUj?&y!Y5u@ja3a z?K30Unm&&e<2=P~(L#_L@O!~M3mRpRQjhBr0nc;#hBDoK{mK#-kYyYxB+I~mdFf95 z3Z*l((ElnJJm1mZajs{MUxz`*Mns+jRD7td6K6Y{#T$aAK44hqa&5uZwD|}X{d3?Gc*76 z;f0g#a#40oH56Iw?~Oo*QubC;1s(MLxt&TIY6D=vfZhT>{q#*pX}8d0!bNW!sdOEj zVJ2uh4BhzgTr{}N*Rd8?ys2LiPEd-V9L4@n>G`xAQI^-h z>shB1%aVH9{dh<~C`Kl=`%6%dvdX2Buz_0sOz}Zc7^ys{cN~K4obl z_%|ieW+LvUTR#h+J|1`2BKs+Mat-+0{aM2KwM7e?F)*tqY9WSxsf@BMpRprA!b*U) zMDo=jH2qVXcST1*Y&Z5Phuuy2(hs80O3?53%l$z|qUp#@#!FBxe=oZ{tHcO-R&7j+~}GTvqgWQb6|x3wi&sUGk^_j}`Q67K&&D za?jY4+^5bJr4C||9>E*qS_Q^L59U@im{v!YW>21ZE{*3B{e!o!$-t=Rb?5+@1ItFn zNF&OujA_xH@j2R-a)FI%DM~8_$jCW`*QdJo-8e(Hn@(=MJ`5rQkR_R{(e-2o4i7B&Vr7UR!&8Jl^wW~HFJ5r-8un?3 zcNo92G@a_R1Q%TAz(R{?LF=TfxAFq4_iIz?%z!9mZlOXk+ZveTHKd};4{{& z`b?&&r9l%SX9hOpOCA&`AxQ>1fC1ZC!?V%%lTEl(K;`X{0273BOsp>?uZYVN;?F); zr(5M*V~4Fwm9bHlV8aFA`4w~Y6T zVYq}YQ=WKzpcth0U;kr^>~DJe+GdfuBRz3(v%mTU-9(Q_uM}&i*3tUGgpV)-#~ny!yPM722|3Lp!GH9~7NB3lQAvfmcgubn)cDlXTlHQYxswllDJa!K? z5?Pg*%4YUu{a0#XvH zc2qoB4w`835<70*MbB`&p3-&nOzf*%j2yub#9h>%|piE*ys*7(7y9I@Dpk(wc)F zZ~X!Y8qNg_SND{3fAnk|&uwJ+g-de7^QB#9Hmc)xy;RU%-Eb6i4V?}y!bM#8mCesw zJmG;E(E%&&md~B|^d8*~&uGv~(uijl<3|O#j>T!AYyGq?EwloMZN8Q3 zlq)@VMeFVxCTx5}8863GeZltBAb&@gRic6nHRPGg=cG#*<^L*&I3682#2MBQpm?&j z!HeDpwCl@TKlAWy)2Rt%kj_R(OUMAIH1`}oiM12kH5U|G7ciWR zoSfc$xKZ+ObDQ;8NH6jJ!E8?70U!u}ynI?pwQ3Rz(+|5bF+D1rDdMWr0Dr}p<#ph| z3qNn$@SIFjZ-lmWVOXG)2DNmgWZ>ibaB5OUS48lAiZ{gR25N|wit1gY(V5{g?jm`M zA~`IaeK-Vz*YTpIP1}UqDz7d{?X6akn)$CGS-`97{w!7cKn3~=n_^~76E`p}ZyjT3 z2O}aHl9T|~_acUAF;}Za1pqx{JKarCEMRfANX7)(INv8E{|)gVNSvr!cLacD`v?S0 zy0B$b@k+3|W>4-`^vyM1jR#)IX2OHh;GQmSOubf?s-C zZWpRj7b$XBEJ{|w!?9sRbU&>& zXOv*N0v-rTB-1a-ZRYSV!1d)H-=`;S(VLVpe1u*F)D7RSZ}V^E7XHZ2Jb(GYI+Dy z*RAdDBiVJfPoPBL&54M%cia*peR>Kf zHIEL+Em~>UmHPhc{ckRV8!@pXYoc7I<*bz_EeK)LI7eL_PZffT<%)3-h2VR+Mz*EY3T7RF=ZNDlbcXj2 zkCP_T-zO=$Oc0Moe^s?xmCWR42(WmE2!LIM#qK%s-CP^k&`ZZxQ+I%XX~|^bAChnE zQ4ZyC>+$y}$DCi+5FM_Glf@}QMEHy=n1n3IH<6nIDvymD9?<2JHBA)?!M5z+GZ3M~ zJW3&}?J9qT%fw%Uu+wZ!G|~>(*nFOO{PUhza?6{-=EU1+ARfV^nQPCS>Ag_nmrJ9|Uhi z-~lCX$9CG-OJ9@kbr~xZdKpl6c+t);Q)Jr2Q@OgoYZvmj+BS@{uI;e}JRtS4Z*I5E zD2|)w6zo;l=$6~c8PMl%Pv6-#M7OHgwRRDbUiyJC66Z$8w9CJTwA|<`g=b${mzl^& zmSX`QPr)IlOKWTzH2$Q*bRku6tWAdxzTb`AK*aH^+nrtE`qXp6KQkZjFn5!8mxaib z+@T8!AL57!aR%!K6vymHabZuG`xO^T zc4eVs+I}^ljQi;&=TmRuhFL<~q>FnQtJ1#jgM$G)?J-P~?`GW#*Qw)+XRp~Em915( zoppJA8oV&uKD&3Y=FB#Z{yGz#c9p@h%irGwvk7uJ(WvOc;y8GT6*S)=1R;oWu;2dU zq7p->XbPY4Ex-L_7y*?C34del5ZW+ z@*C@p3WP1(6~@HT_4I=lH;3{GnY!(YqtB~t|22>Q>kToAnm`&n7CTG}#*4qhv00|4 zDJ(&_m^nY6le}B_)j0F+`whhQLQ5B`_p6*<=ER7LP-ZBN zU|3}ZWR6pD-)W88=Oso7XLwnO|NcT#_%<~7ee09e%jjzDh@wv;N&ST%Dq9jCAZR*r zg0alNx^Q3N<)lKMpNC_{*UO(pGymOqayjQ%IWAS_zVk=#VH2dKsxX$UZo6$F^{Fkz z*`F}U_cKgj!nll_C?61Objll8YmI?JYKDp8znQ3-J7Q4=OEV}Kg9f&Afn8V&O~#0z z1`dZ(>P}izm~Q`XFL5Y#_}qHl-KT%M=>L+3z&Il*WOvnx>tPuSpd3&r*f4&aCyT zTZfmq7MUTCNiyFKTTa84UqRs;@Z??ZXjlU54Vxq2NrtWtSj>0=kfLbcv8Fw(E{`YMHdzOE7c+1|5Rxalc>X+%(KkXE-Az)7prNix| zTS2cYzS61jAw~+UM<*+@FJk>a3K^0zOvsR+*HwW3Hz5;!k^bz{@2u4SV*S6l3H<+u z|L@lU#+)46pc8T-+5c2HRuV8JFC9uoB)^!R*(^2Z+%ufSdnjF}TgXDvtoHYQN{sc~ zE_;n8@9p({m1W@oH+y45$dqqaYf<+=bXqx!zLV%XO4|D(c)z6eoNx--sq!+pWj-2Z zH+n;3+A7E9feY>O7X>=L8*#LjXe2v945T)A-m))um~Fa9vZ&=>cR%<4zmv>}jG(2G z++E+n2ipvC<4!b|ac6u@g#mwus**N4$+($lR-5~VEj90p3A>zsSbHlZ($nBFNLc_k z3XYmEU>MEBRc?AR@`Sg?+q@2o1;7oEwMV-bUmQ&ClH@nygJ`&%lp1pI%MXW|DH|&* z9kzEjo(P)SHVP55LoCjM^Kc)kJoU>)G-tj||2P-@eiHbYuC*<4Dq| zA?_jSH2t!;^9~6%QR@z^u}~Dcc2HgCE1Id|Jh`MX!{wStQc!1(Baj5nX>k{JdK3-! zY=vWK`Dk@gF0%X|f55r{FN?3AcW6Z6`#=3uY%7)(aObS3@!uX#WYulUED1l=#p>3t zZ1;$P&!7Dt`XMGB#{^#6s~eTip@(@*I&or%hY!mqqtA_AJZbfOUtp`lcgCK&N*ky^ z{iWk6AvoqF21u^05}Lh2SvE8%+S(d(IH+mg`+nlodU%(Hfik-R6|=Xqq_%v-5HIWO zwi4TTpm#aE7b_`obFq>Rm4^=j+pU#UgoY-Jd~1j{(Ks!+_p>Zksl+^F-zcGX*r;>C z5nOYwuC4N!!c$d{O`WsxOEGiy2xqOQtiuw_)%-vg+inuE;c;9-uYs0-t*QiIu4`hKdVt@T)7lc<_NXIJYsNx zbzc(CtOHLMtqlGO>bnI@HHQsQ2hmP};%Fhl84aQ1b;`}|%@-G>-gM3Yx);y6RFIrcIBXBa% zCd@&z-b&9Da34nN6Dh2sYvALk;;V{~q>!Tr-0fW=V+*0C;BRKWHsxMcM%a;sOQ0%m zWMP`L*?KHlV0D}nrYVe#8<@;9x`VRDI-pg$_u`!?X;WqVLHhD^XI60Y%a=b>HZpkq zR@M%|kTaqg$Qw0)ePEm(1ED*q{{7>I=*az21oh`D_y8%g8ruOXMux=sbn|7OnN94p zjVOW|*ASAoDRKhDb(!YF*BX*Id8s`jHk2CXs1hl#NWQ3Dc*G{Rh=Kj4FX>txSXJ3_6h)&RY+Dk&8>smYFdSMuBs5ZfH66Mdk_Adz}l8?NLC6hlpD<`fO z-H=;l!wEe_Zcevr@z)Xogasy2X46HDPJ+Z~tyBxIpe@t6f3Jpeh4GNaTepUo?W7~( zjp{m3woyhcy#m*)=i}5s43v}!gPKvz9K|&^OGme`&?`ZllYf+SY4^*!>o6p@q}%xc zz7!$&;O23$_!*O)8`_>|`V^u}54r;w}M7t%W0=M)gmV#VO>SvkqBw&aw%j)&?p_kb|> z(btiI4eL!`(II)^cAOicE*A>{oFZogk*1P_Cvl7jL9zN|s(XD&ocyS-Wc5xCVP7vx zcy|`NgLqi@`?Ng8lbfl$;rxT_+{0TgbnfcwS3ETY^qtmGmSNmiQ%6)0=A$|FI~t0d z-C1-1n^&{u4OJ&O;KTea6e@JQpGlX5LL?H*G}cOIU1=8PuQ5M5lm{nC%oAR%46+Me zl$8pf$}{32U*YRl&^5X~)Y0_Esu*pE;BW8>xW*5h%X<0ADlhOf?@=>YsVF9LTW;d$ zwz=ABT@v|>3&{8H*ROlHX)-k`hkVeqJ!X~4)<;I2VFC?D=K*!jzBlS66*dJ<*6HM2{>9e>oF85}Nj3%OS*{Ymu3a4^M zeSXN{qpl}*k)rXns2^J+d#f%GE6f7jz1rE6`GJ?X;G6vm$x#iDemC)oBrbkqTkD*I zCPZU;-RY8eNX=6YNq!wlBZ!<-b0-vZa+%Ex5kU&@xl2PFO6$1ge9^gLZz){Vd`0!f z{D$is^)S~V4a~BX)Ri*~?CtxX$VG*gt#>t_TBd2zpWZEU2xJSs@jD%FC!A$eIbTP7 zY*QCV6WQ#^%sx8ZBY$!HCW=ry^7bzPd6m-oc}SgOFi#loXGb;3cdt7p=U14-&;E3hs^}vqR&~(R+eENBX)?mwLi@ zGuQkdF2*11Vc%&lwXd@0-yiz%2N0;wQL~_jm(v`+_B)**X3W7)C_;}9v2B!3iixI?7}4~QRpkr z>`LK(*ZJO%(5ofhULc*IVdqRt9QtF>fBK2 z&wRuW3y}12^(vR}>00;^-VBBkoOE8r$iiZkd+Kj7Szb{sUy;hb?R_fO_3yYC35k~-96r&|lVsIWM#Z`XahXW}`EADn~AeD+J~R@V^g^J_Ok z1E#XpkQ1>(+Q54%wG!pa&^m#YiF-}T=bKw492<0)ru#Uc_l&;zH{yl&j^f8dwJ&^W5zUw2-MTshevUeJXO^&@8~WdLF+uqWdq zZpb&+0CCi049PUG90gSi^xSSBKE`ZSM6Wwi;~=|Zvzvy?;S01rh?S8dkj$SeYMy8g zmJEV9dg5l&1PRtA3P!;hUKVu8&A%p&W%W`mdC+OPW*;{W)$g)FGCNfOR~NURp)Hdk zmhngPn&1Xn+R79$Yf=KmU6NRob~#w+!KjMx)Dr1vus1&j6G{VaYifx}`q&8n(?QKy z`zl*a=RoAc+a&lq)=oTwebdEOO;6J(V4A$JHHxD=0&-pLVp-745449lBM$d{ zRdi~xh>@+fYZH87qy_;)=j(LKQV19^;+LNzM24g%ll3IsvvtapGuk^#1?A|AJbZ=; z)>^Q0jh-L!X`3O4No*qmM9UZlr?Vk-W2wan;>li)GUZCaK_fZ}js5YC%X%<1p4p)u zCX47*){T~l+4X}-rSaWxD<{5c1Ncu-ETq?qz`iU17L@BhufrR{_N1CQVg+K?=ex~r zqs4Yz-;co=WGPwXF(ERHQXcWmuh7O5i#M2=5 zPUhh_YKT70%*IC#t|^B6eRT+n#0TQU_hKU;w4L6fFM?JlT(*|D-ncX@BH-{v%8W6P zEX}jr(aOZ|aA=yHp6!E@@heO@veOOTMusruf+d55`L(Y*E1IqM-mbi=?^i0PmJA!R zs_AixC=q(sc=~tGqT`GN9`KxxI((1v^m~U54V8ZUKEgylK>ACxR$u@3mNLO0)1-XH zhIU~1Y0+1Au3Yuxy+6bKDK{A^S5Y-BlK3Ra&+!k9I$5wK9ti7b!ieyww=1?+938!# z0(JuGd#3IJN-l`E9p}CZ$o0iu_1PL_7u>x|DMw+_Zvd!$k;+>G6b2Akf8U1J0moI+ z=A~zIH}mq@vEEQfZpu~A<1hvwyh&+t1E5D+-ahzUACGM7X_F?X+s!zC+9Ba5Aed88 zwJ85B^j4TEEBQ4bEo&9~t$_uAdZu0>#&wV7%WuK{Ymp3e8FI9+knkFN=JYA4Pifw< z?8ff}ZyKsRoDY%%gVI!K(Ql6Kiibm6zu&(lp_(e>r(u*v3?(DwiyVXBF18cBSLzwG zkju!&P8Rj}sI^od6M#v+Bx?b4IJI7m z2b@wm2Q~q2ig@)yV>9?fHTYGw+B{sNubh3;?(hE=)Ugih?5^$c9^#xHui-l?3R{c8 z+BRUD$>@H-M=mD=<+eXo!a3dYr;Qx2`}bc=jDw+l_FzZqz(-UnVbNXFJ`_UUEFS|Y zgZ(~1msIQO&J0ESNA>p=UMGY^d>xXL15Tr=qWd9WmtF7N*o7JX?|83IPc&893fB_% zvQOqlJ;Kl>9;6=C6-Qc&V|!OD<*t>o7y?5THfHOEcj)fJC(6x#CidHbxsGayz4S4- z*+iBf9L5R-yEq_KfV@C+^V}jbP9Br_y5sVd=it1d9xdK?*Wq~v}d73br;!fT_g)lsmHeb_E}VSsxlQC_;J;vJa*{)_AmJa zQ3si?K}|)z=N6}sj2+u4e?o(BPuSGg5Wpbjg9KidM;0**FC@^-L!2$_{IlkJzKa+)?32<(?0Sy-8G|EXND1ksRJ!LcYg3n#V)eV# z(Q|1q=}Q3*7W1BCG%p}S*Hhauy=MGJS5bJ`R7tb{Td6-yUA>&8##ICzUNje|H7kFf(w9O6KYnjg~6d zJA1mY$Rq41!vS{}MmTZSdEy3gC5^l^Vj4sPJ#}LXr@&lPbYwR3mpBCT(t8WVpfHWnOYc!m5hy=^-HmA6ZLA@ z6kMw7ZQqw8BnI50_rmQ=v>sxP%_s>)uDd$P1vHQIMi38+mWNhHr7Y_LeBvq*a?dvK z0nu$oKk11SMbndvKw_9XcBVDaV4({!%R)wRNBaEI;yZF}vxUQ3&I7Bvt;5D+R6Osv z&YA>S92+IXvw37tKl9k-F2Q!6)NDM}hh4_pI$dA;p-(>^A zxui7c=5K?%Vb#|jvNuO}V=x=-rsM`LgG|K{5(U6&=G|6AQdFm`bM@gSGm4V^Bp;!K znfu4s>6anG5|b!#8qMvbZYM~pE`K1L<=x9GU?dqJ+Xq@E{YE!s5E?gp%ChuUW z)xa9Wv+m%t@(L3EH^u5x(S6o56&I)GB~(34`ZeLiGh(nMV@ui8M`lhL4>TJ=u0l*#fPwub$M} z^9Li!7KUISf2AI=KiGYF;f-2aRK^0so(#T&XHAV?`?4kRR2-Y<9sC5Xo@++86WB8q&!Kz1d zvG}<0^$>sbA%P8|!p)m@$!)VWdd=-7w(tGm9&t_0ucizy>91|zlL&W?h^oZ_?~qPQ zh`|>Qwcs0V|DsM;2M=zixT#(w>sv5~sgN{@?`c&#?kt}ID(c4ia-0TT;&M5QnE6E= zFkzt)7d#_tz%`+4D`9K9c{5&LPqse;(>70vA>Wito_=adz)9G^M|KqeSZ4LHwzcs1 zJ_cbTW7))U?KLI#>??&yS9Txr6OdKD(;2_>$@O{S;$XrDj=uXOxU;MgZM53{_`^#t zN>m<1gxhA{RSk}=T&h{mkcm;02s`jAjQ34erFTD{KDd9%ANvaTF2Q6!)DQ{_D#()}iA$;rovBY;`x7~tXn=w+^iy)&Z zlQx%#bb7suVIcp&Hai%bd8DKi%Xyq=UM3V>Y37r!ut$oL7i%SZh$q1zRbZb2++BDD z^$+wXVXK~wDCQts=Mh_?BU-PpwspctEmT^pq)FSO3 zgyWF;sr5ZfukWKJW8~5r`gH~NugcvfeH=f2n3t&FanmvIQEv943k;QjS)c4Nx1E;h zUnEn!UXNV`cj44d4zWnv;YK|UZz+B9b;ZypD)cc=j}#Imt{Dh}n%W+`(9PA5w@J}p zqVpBCS|oiffy4JW-5Tg_3L{B8}KxHHcZ&h-Xv>j1CDFI6Z3!*cjJbqelvrA zwS!tEVnj6NSKgBN<){82o8t9M#K|>@qu8lMq^7B)#NuPg_pp96roJJ1bi3ew$%Jzp zh~0g_=w9Rz{Ve|Rb)0iM%`vPZk@Oh_l~f0-Z!Niada972Si5`sJ*c7N)8$DN^TU)F zuBAj1-n(&|hUspeW9WtXv)~{35I5K#>X_ zm@mKL1INuvEphWiOD!0YJw%G_clk^G_`|xh=BpOnSu;fSP$WzxK8mM{9d%{kR>5fdEA~a`J7f}JK2ozbgJY*~qin}x+3zh>rjWCas z1P4AC$xpTWo5Xw6Kv6g(Qj!A-m-zWZ>2#fU!1xg&hG?p?0Y&FePr!f&KV3F~ zVSG;n39k3YScBcCnT}buv8D69^J5}BOr(g7B-nyN(}Kb#f{)L~PwCA_SG=cFlz_$h zl?r)`d{fugck3}3zjMD>`xA^i+m2ZYCO567Ep;D$eG!V0s}Qp@q8awd>Mvr~byshO z&?*1;FDG9eCuP*wm}P%9P+P9(b(vJ2<QQO@j*X;NqOe{j)oh?)s z1D3%T`Mw8+6?!}%)!l_kphRfh$1EyCfru3%^G};xt3?{azO-SKI0>qI!Oin4ma##| z=^p2_IP?D{x8*{uR-}BH^Mq#)Xdnvp{CEt>W|j)DQQIpV8mF7^MDgWO1aB{@u<(;! zc!$lj&3{K1W zE^>et^HLB)7C~y3L*1><_Eyt}MY6o70wE8Pkw3;^?z$=z&xg+IQvLhD&W@%X&;`E z$CB;N31oWH<1y>^l3^3TX#;uF=N-S-mVznr+sMwPh81&_Mz)I-Xlu*G08* z@jk62E~A;$Jz7ucG@i3Tnc2R(9?nR$c}f2=oDL;RN|d&tD5VSZW~i8qtdH&MDI@Au zMyY5FqU5J7Zn32BUz)5aEzmmHev~c-Sv6gpO_v*dYts1b#Y5HFBx?~>)AU*|9SsX} zogG*oYWeMf@A$IgV!rbQJV6&90Y@N6>6>1xbq*SzHfj#yWsgsoq@_Us4JS1vB*nmT zdoyZ1rO1#mLp*<2XXYPRNV4ExNrtM$6zI!8s(Iav1?+yp_1v!9^E7KP67^Yb$ zTrtRIl>VXcaM9R8L1ji;uJiNFU%xe-#<@3`ik@hlmkhdt)^XJH))%5UHgbqL89}*B z7e6Gi%&q@YX+PNyOeP=HyZ%g~B=Gri8t~&oU%usJ9Y&uxNQ!SVE@yyeNS;yF{7-_N z7{GGi+;N_*X4McmFCYXj+PZIMn43Gm z^m_Irn%ok;m}rNtof+n{hbqI(iPWW1+B_JQKr*k8$q15VG?X8)O?Vx`wKa9?`j2O6 z;)=dsydm^D7O*m+Bk=#2CzOx>Oa}wDf8ZRRuHiqYdC4R2P$3M=0`5^wJV{xm;@44t zI*TYLl>vl&j$bXK#vKk&H0!38NDEY9b+9CroOs|aUz9I@n4)>Obv^&|gYQf2L&?=E z6OjZNKA2fVDbI*%rZi!VgpJoQ@EmEb?fDYld75}%FWMuqy-j);%RpNbz6kj(;?M{{ zHD;ilVx(f@M)&9DC6=~Hjq_pIAvYdoOY|Kh9%Ujgp;7sdaSF-uaj+lV!~{yqRcPLj z{CKx>M(D4nPqDO?ygj9v_s6`WwprSAeB?BLj^$9(X@6TRjua*>R?=$AUqjyt1lL@~ z=%0j*>k>*=$FOHYY3f)91ih~yB7cgRAe||!45RFR-iI&6-ozvTtF0Any-Vx4hSm?xtZk|jX*!K}` zP3|n2XNsQSBjZZO=t>anMH#K?vV6anTc($W6fBvG?@74$U3nKWqlx6T9Zgj`WbZtW zcHuyv&`0LfC~5l})UpFRpDgVGNi|Ee-v>f7Zw#y3T`|mygi2JJiO{L-BYyTr!u+f& zlD55#q!H2ae(SIL+J`FH7>a^c;GOfz=St=3+K<$>E%4Y`ynkFZ*rjL(`VBK>1oZK_ z9x|YhO9r}{Lum|nyC_zBYpvxxvwkWlsZUpNi^Mp4(?9lHRW~XmR|Hib>a?*1POrjc zl|Jkfv;iFoO1{D#ZI?ubF=kFs;?CNo89i@0EQodx|jIXD3I+ z9mspnP#wSyS|P^$bDI&X^EY_<&z`Qoatr}^k@PxS)K0u#D0RV1RZ@9NiGXzEJ6O`w;;UKfO9cU~*4F7hd3^Va0Lj+Q5+%t@S^&22 z5AkkVI9dZRuHhkfhVratFi(xu?9$4fkz5D@?K%t(bLivAZS4A4%c-5+Ynyb9Tb5#% z9vsnZB-#12Ef)Jn-@2Z$9+Im2mNdij^zgKyN>FMQRI)b<6O07$9CQIWd};sz-CW9X zq0tRdl^@b@qPXNcxN*tg48F$CmUoVBzWbHz89etfUg~bj?ucsaeTv(>CbRT3C;{z! z%ypdDDfEyTDXQi1l^wn@fV@Wc@chH^BpO7MtXQKesy>5TXpBOHw-f1^Y>0>Ho@+K z!M;yjMKw-4(1SlFd!dp1CL{hiPD%*$`$!Mc*4~c8S4xc9^G;uW1N+*;%q*V}j-T5p z&vD!y4m;@JhV=D*BC-B-zvnymag7;ZsNS~BY-jU-K_&*eP<`|L`0PKE05VA+O2-#? zSKiLYL>aIx z9MQY1s7D;G{$_SDwWpa`w;XSBf%T+jo(+-tSD>_HIRqvk-e5YY4xbpiuB%-pD0_Ft zNRM`Wc4g`$X8&dZ48q<$2`1le3ZfvKjf1~s} zrF@P$t|uUr*;?t#VFpUYp3R$I$6y+cp^o&K0f9n9Qti~k4>Zt3)--e>4hm{yw)=Pm z72!Ek>yjULnWpuVnko{eL3_K0vo}w$AqWj6g}6|y*b>6j>eGU!YYNlHQ${O zxBI=LLR~-7Y_A#YN@1)bm(m$#`Hsn>WZRiCUq8&xRJnk^=ptPyJ6M*ucl_FqcpvL~ z=Q6%weidFsf9Sr`DIZG}QIAbGBzm}nI7)QUSSl7%5maRXI9N3B5PnRT;31iv06`f~ipXMe1y+L=%?WrJ#jHP;G0C$l!|04~ z=8*Qqb+?w0=DG#yzt!}$M~(4yUP-=G3BK-pv|e2QWtN-P@^g2n^beO>^LD3PCz3r{ zl+%C_8(j!oi@PZgX9<9v;k_#HFWswE_DTotQAyNsMo%*d;_zCw8*H_yXfF;dQ#O=jTpbYQD$FIbR$!(nvkqESufiHq1Fd1mY@CjD%D$$r zmM!hdlHJjSy8u2}M)WwMlU4XUv|xb0Y=0mX@r16$c41>EM=>Z^Et;nOjBQ?>2?$Qw?zz!@C1v2e~)I z{%TRd2ZlVVZ2S!Y+;@|@SEey&!t~D+y+} z4>dabQ%@Qe=z0VLlQJuWj9V9kyFBq@`m)z6C8gS2LJA*)`*+A8gw|a@%8grOUW(~y zC>>^2mpZy^LJTG5mR&Kq1u85{Cjng%AsL)|k$x{Y3n20#49|j71X2b}7aH-04bNh+ zFT)&;u}8&?1jHdA9E}1Mp)P&rZi%Ttgil4Nuy5*LW&pV!;7Ku0o9fx1?P5anoVVuO zsE5RTD+1f=Dy_%w!=HNWzUvajU+Fkhl`($avWOs~{5YA(4vJuGUCQ8dA<~cem>(2U z8CBKNDZUn+D3?sSiT)U-kQ5!?Zhi6hsA>++WqWCPmi&C~Mpq!cSXFncab&!aXA)Tc zD$_A!3**?qIeeREm9S5I7B~x9O8m0si=LnIDh9e+2zNeh1tl8YebEu_B8z6**!P1a zXq)`Rem=X#mik2Pj&)Jwx{`~{0a!Zy_aN;ANri=>040V8|&mmtyPR;y+5z z%ngO!_YCa9WeQ1&AVkNatfybRz#Js|l!eiHe zm!#;UC#kLja`q${39`)oIiBe$Ij30-Q8QJ{uk(W zF9V#amElPKs%XmS11!-pTFsrbil0q0i$7co(o=&TfMTie2ndYN(z*Hw+>%axUfKJx zpqpl&^hns=fsp-fxY3!m#lko};y?ifN|np@S>3R1263okdQj`zSNfzmX%9n_SnMe< z;fW0hf&F1DzZlQylDSvBQO z<>xV(o1%UkboV{hi@E7kkEJTJh@P(7b+nvUT9Y^4FsX8)yh8VM&+=jFQ#=NVQh4!d zmaRe^$9A~8tlKZ!XwCB|@$*(utej+@g-!;FVjoPL{h{+qH59*12Kye$&kWjVs(QqJ zSqvj;3qIZ2r(5v_`QBNK-loem6(d|@iY=s&>kQwC2v4sJDbh{+MIA9_ys%%57FA>o zz=qenwC^WGnClUk3ZGmfc?C3WKalQKkUJY?(Y%shhgueo%h0+tT)TC^qa z&yix1FwvwR1h}#Lc9lN|htLw~bd^`)h{+>%PHVH9TMH0hl|sc~XjK^{xZJ`lU(rt& z-B=lD#-`!2p==i|2H~R5cINkJn3?=*Zk8Y&JIuM#=Fpv~pWAxj=Duq>$3r^Gw6Pqe ziw5rqg3LLWN$=m7eT4Zff(RjNJpA~3O#(*cp`MLbFwEhu>8rSZ`q~cXD$1&2YGM7X zW6y$>E1!{X6e%l_?FV(WBf?iqXL&nSFYDj`=_I*GA?I94x;ftRfnV4V)tRq`h$Xc6 z_nK@@vo|5Ie_><{!;F>V9~Dbes3^u{|6M;DPPnNHb(96u7*=8I+nxBycFQgSXIf{1 zP_m>rToku{be)aP?1+7C?%!z7&X&*N#Pz(xfT23GEHL`8?heS}?QcR2$r?38=%K}# zSd*M`Yry@1R|l`thR$Z&tQQre@V{&Dnh**PFMEoryGipqxa?#Lh7tne@Gyha&%{na zNs7Ef38o*@y)o;{(_Z_$io2&S!INn!<MZP$X~CGM%?Pn+<|`rOAK(uL4L;V0Ly zVyJBG=xIJucbQ>tOcz!rvi&5-;knUrFz-=ZK=vvLNuOPu*kPYZX3eNEZz3+=AM=$^ zfkpc3-NhWo^Rd#Pg(SB0btQvV1C6 z!|AJ0`Iawfv@q~gQqX-Ak7{nP^q9p5?R>7Qiguxy!{=x~F(P0xEX!p_F@>IqVOk&< zuVmE*x2tK*C5|=)S?c*!zliMvfJ;Ac zwLtWpV=l(|fqgabWqTsREK3E7*+@v?Tazdz2MpBLOeRJTe18HGk1$a4Y2qEFG91WI z+8|M9NN1jVKCzNW|s%~>`dOUPUC@I;u==p%KAdw zbwNf=rz+Wc-&5+@)A+ncqJ2QE&h|jzno=0A?k|7g+(;xyXK?bBhr@YfE0_I8v})u4 z^MB&3|Jr~Qi1tox5V-3P#^}Y0Lvnj^PR{;U&mjpj{74jmZPAgmqUIrwi&fA{i<*0K zl$puf*S1FT2BOD9J%wt=GFr_^_Gcv-ZPpf=CI5r5vjB_o+xI;pN=Zp6sRGhn(g>1L zlF}gE9Ycx|0@B?eog*8p>0{`>B8?ml<#v-k77&pgZw@4MEl{H@>m zeLrjWtRlTk)$ZCU7xfD*oW}9@&qU_|XmelvokO|0jbG!7M%Pb5I2UtlTdGr=qMFJ> z=vg0X+vMABQ~S1-`wTL;H}_(pB)=ucek}a)8(JUv%BvJe$16ku+A+g<15p-LXCEz} zti=p9nzlPsplfnH{-mGgtxB0z^jK8Zno?_6q*%VyL!&2q;E_PR9OO0hx}^I{-o2yZ z-(KR0Xgm4>pdC)TJW%ziUlfh{k;gpJEeVX&8$u0ZaUt1{Sz4-i@KxguKA-V0%e|A5 z+-%ARDtQ!dqC?L}ziH#ApcYlU)@a3x+VyEOQqlB+inhfqzqD2Cu2++53q`SnR5kjP zPxj9%ScN>{Xq|ix=ww0f-d7wvK_botgm z@$&tDCP;IpQvvt)aVrFp*|+znd^#?>vu-h98HK==|73F#r`4=5e}Q zjs}+KThpo=Xvo!(<6m;IZ!n3oU05-_O-^L}@$`d*jHfaiR!;gmwtg{Kqnu_rjwV`x zs?yY+t7#RJ^3h*TwtwGt8wq45juU>mk*1IFO^n}NK*`r44c(H2sODbPi#5;{q(5;p zp$ZbsY}RE%956L5BlOn~b68Dy6+z`XnLeCv@^${f4l#>p5q_ITYw!7$4&G+4whV+TS>7J?AaU zzu%47o@eH*=wt68PD)a;Wwt|gmY^DGE@q-zWfefCF>~`_g4pY)i|RPVoAOkYME%}h z>!m)>Sa;hQ-K^^aJ1iz^QMRP~PnqcdP>tTd1vJpI<#x znxvQNx}2cfh~0e2W+UjYDOQ@}6Psq*$s>4AJw^+;S|8P!-a?azwzk()Ak%XZVJfzB zG5@`kopY5<>RWI3uul4k_b14^)|bTx1#@Q=8D9`t>J7d0Iy~$dN#-%l9XtOu^8S-- z{axNFFP?3X5Le)T@2%@&*D6$3`mr!dqbuJ-Brm6?oJ1twtjU^d)tT{%Xy^Bl-C9PJ z`)f~2>D+>iG3vBDPxmF*P@c9L)1&vuh{Mpo)lm?DI+C$A$&r|V3IYj}Jr2CKsOvzMk%tMO*s^S47jUcqT|B=b&jf!&VwQe2n%F!?dZ) zXPc8f&q^Ll9%)p)H2!Xf4Bz{^i0(U`UX5*3Lk07EsXoZHpKp5-0!vk8T+%4Z=!vkV zoPkB8*_f@*LFA@!pHIBnP8Z@K`(a#OmYiay~^_;c6Iu<+60`;s8y zuW0+f6-Pc@yW+*z@y57p_ESurb48DeA?71P*7^JBUpBNi(=162Ux4lO+*H>XTl=>({Z>TQQZn95+BaNT%x%bC` zc6a2-GV5{snjPjen^<*uo~n{4!n#(^fBYKQFzjtP>e1g7T^+LDM?jSA6G&l2a&Mq` z|D!*3-RE-U*lhp5KOafPbgY<7Zu33QKZ9sR#?{eoXw9zgzU5C}vj7IHXhjmequKuJbJh7zEl8=`zNyPdc^V_?@ z7b&7H79HD!J#~q2{YlQ{^eYaRVYaKTC6O-LVdPe6M(o_89&vdaB8zRTcKmfCviMzB zVR0!ZRjCed63I|1Pj^N2{T}B_Oxw~A&{Ifg8{bl4) zm$|;rqC>P#G0#7qE=|-}y}LVVCjm)|pffA7Wz6vX>?7yN+m*nHvsnYizO|&K?Wet_ zXHAe}$WoaGSXNEYujQ`$%o)MnOdsU-Xc~E?O21vPY~ax3t+oQJ+|~XjVR!Uglnx7A z1RCNYL2|S0SKFDUPLD+Dx1UWIkd(lr5%{v*Nj)&_!1ylz=MzjGd(;Tu@r;xH?pt^k zgg$@+?Mi8LRhj%yjs5t4bwQ=I7`I`?wuG%Zl|xFzl@gxQHuqT}wOJ2OBymI>#L)Af*f2|gQ=oRDH+X6xa-j^mXwA5-= zAQqdFJzm5|v^BZq?v*RTtG-dhSbQ&4?J`K9E#=&$e*9``Shq^(=gVF7O2PFrvc^9X zbymc28yhdA${R^G-q^d^TPBDpy zg$u2LvPYS(;Gv{-1N?rinsv6Nyj`kPa8Jwk{WfR5%LhGmz&WCH^>D)|`vm=FebDwk z*$_>N0j6$|=!=%U^0qCu-YdEP%ohBK#v~yC>gm)q{iUkByai9+Z8{z-onJo@`$#vS zMc+g2d$F3~+=VPlz5l~B#b3WtgXDls+8AfKNs31M#H{N zqt;^M78G{+c3l}cIid;5+*6Vbi%RW|X zwVn;sa&7!fJYHmXjSuimqjzjNyBn&6mQGD#33Cj{k$?}0D%u+Da!DeRG7Zop^UVhKj=MAy)13&j(~tiPbP)*e^r`?PlwUXDjsW zVki%n)s8z(Qu9kYDh0JfK%n-Iz2l$0XN6v~)|5j@0#2IEqsBM< z4jTEUwKPRE61~To3Te)mBKV{HCP-1JiNj4F-@V*AsgN+QR%k^5+G({wa%<7!_BHg12sbzo9BB z6(7g(y}L#45p@6ViVqW)Vx)inCHbZmo!15af>jKVRZq^e&cC2Y ze>cMZnOS6dPx^RnE&2_uie@A)wD&hAfmP}XAdP4ha{s12{mpi6rN4vj+CWV03+5$= z&5-VR82xOOcd;r+Htuz%^V6*NboWB$I=hxa$ay65E}v&sXRFZB%r_t$B*E{FSF29j z%F)}M@HscvDWETqAa#3|!a1HmH!xJVX7Y}jHyhj={gyyPIxpjn)kLoyj^n3xSl{B4z)THw zUk7$Bj~EF1&Mu)8KG{XAsK@{d@ z%|2F8+e@N28o}u>siS4!)tL~H#y$D_KAi3UUib>x_`BNvl)seaMG+fMv^Kf>HiuH~ zeBVjqM#&~cUhmLWo>5m!ZnacNZ`P){;+}5nX_@EIGhZAR^ z3@R!R8x8iDJDp3GpeaF`wt2g$Uzc_OI2!ToaiJgKS}{i^`d9EcB^^3>6-r?lKs$-T z_fF}Jpi_%sOPQv5@h6Tr_2Q>{vDGwVRY4d0{1$KR`sahGzqc(Foo;O;)MIx>qkwO{ zr6$_N)f>0^*GTn2lK#4<7O%_21^Dg1Pe-LxTc2nukyJyhgb0sU2$~2yjGQW$j^chTH)Gx}4TU52 zsrmh6g?D|OYpN^?nz(*uMe;t3?Rg0{ZSbfj-7>#PcQn%u10GO=hErDi!`#j^(98vss;8jmoAG@) z&-9g7zuu=_fYmigT0a4yQ{j)El>mV{krmnyKJ;2rZ%z*BudlevzEfl8)_Drm*}6PT zh|BlUoN=$F06Zle0X{fxc3)R@^oPaDPlV<EAxB5nE@5NDIVHO!{iX=wMspZbjd0rS&xdxQ)6Pv5deOr#+WXN-F!>Qt_ z4Uu~4eh3fxzAsaTfPXFfCE;iKqZP9X3M0FCV86ShUyk0S{=bnRXtpdSfK2=36_;0F zq440xMiNUc;+Xf)(B5y7dX1~1GVc4hE?ReHO!*LqYc;DZ=QjOFnbo^PeSr#^xGElu zqv@`DTYFvcg(bIue)w|6$!WOKpP2|8|F)yBHnwNqD7_rtMN%a!ULJtav(orI)CIQf zI?xlA1@5OWln2kE^ zdhal@8jo=vD2JF3P8LrL*?Ba8q`ynr2$0rWVJ<$N%0Z3I;5k$R#r?umFyEM z@&^v0Eqxa$#O2guI(8CzmK|Ks^zvkg{hb=qYknKc!zkXtsgSIuDt8fKS_o%H%^#z) zJ3tcm;Vs7ar}z1_(}$O~t<2EYz1~GUf#a+m3ecIIOztzt4fvD8xf1es*N_(5>C%=Yx{)(Z?>YFJ}O9cdeEbkjv6qhi@gP8&70JQy)3FYpIc$ zE^XNBPsr*e6y!$(Tv?)904DPpEldU_b7cuqAjfj8U8gJ{o9p~SUyTk!_>?n=iobws zP8U<*{bcu3Th4?MW*=Nk9$VC84&=I$!?FPlAR%a0#qnDx}6{iVtA3|EhQOYT|^>e$WpNkKl(c#1kb@@tvo|`5|JizCGnoF zmJ}39vVC#BRUJu1DA#gkAnZTlW*FWrtl~sGbrYm6_Ht}98d73cH=2D_0c=tadNvMc+UB5 z?YBv8<-!K6_K(L~JL_2q)1nRetfF1nJ>O>moYd!Uf1W>iDoie~9%xznX!Xwtxas)1 zIrSm;uM;i|#Tlz@_qcTbCZ+1OptBLkEe< z`Cr#AGyn+3e!-Izb3*8Wt@Q7>j_|?Q%Rksrd~2vYjo2fywz7txx9{%GUZ8J!A;tKz(F{8pm6BeO^TtL74&b8=~(*_`k_%RHz%R=S(j;JUDUq3@(ZVW zCSUD))g*%pD!c@J9_lcr$LT^yKPvMis{hXeGngkI*c9#O&-vzQ1pip8{w2rPpD$|H zGw`aivc&_oFDBj@G}}Ikt1wsuLJ~`ga-zla36mixVX|-s!rOqqh$n2XhEhTP{M@`O zyDRH`bjoT2?z-;#Q#Zo@Ks@nU^R(;WhKh+)Dj_m`mH>QG=jk*u;}r!v;3dg+BK%nY zb}gn4cdd z;i4#-^ai>&Bl@awFN0F_$*6xn7;O8Y^MyFHFZf8L3NT}2jNk?_NK4s-U2p`}@zrwy zW&Sw-T*4#QvFfy56dcf4eSNQ=U>|sLh1snN@~IZX*{WPW>)_zG&DF%DKB@3GJA2b^ z1%8q$tgBb}b?fbZ1ltoYsj5)=5|S$Lam=>*k2N+TSExgZ_@8#LyB~ZzY$DLl4sDlw zd^ML?^aaJPJMRU#+_c!*?#IU0X>+PcT|aQCqG*D>%>EEy25;v@-8FN-A{j!076JoOs3ks>IXsw`+Nqr`vb0Vlvcu9@kgGC>`<>3k~qcH}-$gUQy5t{Cg&E z-cW_}rSemqyd9kUD^MH=3dT2|BMBs6$uHAMdlMyr(fQ(S4c>e-UXC7h@|vY+U-npI z)_k6^am>cro>~j$QVPBFrz>V`N~=7;^2oq|0}d)c0i{;hNLJh#v9F!Vw?8eJ3%3&d ztbl5Q`%L#)BY+P%crJ(vb;iOZibVlplk)nS?qQm?lPwtcWC*Q_L%s&@i*K@ci}Csp zw#Jwl&n`5w#@`B-jB5S1w(t+i&GZGPk&F7@nxvmZ^lH<4m!`Xs+vJ;tf75d^pmpc5 z>m-n$7^QjlbH;P0%kuyO;q`JU*P(~kFHBNQCN6iY`b8G^-C7I zctGT`06}s!{>w;0N%l_fr^`Cu(@PBE+*`SBSRX%Uey`X93}GpZyo7O3dCVsVM(Sg0bwia1aNTOoeJab&>X( zmM;BJ&FV1tjhuIW6YGdd`Pa=gz=bYg3Kb)~dczJto&DQ{ZYj9uHIdu3sG!54f?+vr{L0;|EOg1E#9N^?XnS0<8CZ^4-K8b6-~HIXqqM z2PbYHuc`lr+L>qB?6M+L$%Lx^Vf)0{pC13bVCSE}NZNwfKS_Zpt4n!aR2b+}+q~)D z=S?|SaeHbhjFzbhm(vZ#i7a|4ee;BbB>5XT0H|NL;vK|zDpb!>(b-_Ej61c$Apx+^ zy=?<3-{<5L?fWW2=6(%gkcgju8cMH^%9ZwPak?wN0FrTj3!g9LMS=?HVPZ?9P5fJ; znE+22P<;b|xqBAT1je5*?`EOz2rGaR`zFiS!f@Md+xv2xbTF;5 zmAA?}ia9P*na!eN)BAU~!1vC5f!9B>E{XH5MA0vR>I|}EzlY}(8KP>~JDNq%x)pdEY@O|UW~R8- zJpC?iYIi10%5N!r^7AuxUBRN`$@HG1r@TaOD?H?{p32@l9;nZ-eGbgpxM)UJpTcJs z>Y(}sm@&8H9n^k1{U%UB!2p?0>%RpfpHW3<*Uq>lUj&s6OoXl$NkVe4mJbcQ=K;8q z^V+SlUO-SI>tPcR9RK3m%8hs^hvkLEz%q42yaX7mc830`bj)L zlKk-Z)|f@{tD{&}6P=sJ-J}0P4WhB(@!4NtY4QK5()E}kzUT0o>kAw%ck3Yyc$N-L zR)?4V&H}&~)TQO}FkV?I>=OaaU4A1I@${GEczUS&Gc6TAY?cHm9qY?FjsR#e^Csla zOq=-k&QxniV;-3gy|*2e#j(kdPqq3^a8vQ@Z7a-U;+QM0y#)CVhyMH)>@`);fWDeR z`Ga3gq(uo3-Z)~u@G13|T%WAxj$+42!te%yVO1E>ev;Hb3htQsc(=^&>T>l0A#c2t zdyp#wI^mkQ8!cON8gFZ>l+Klz++(oSy{To@W&DC4R+kQbZ0)D4jPR;}zrQNeo9{&c z#?DR_%6CWaV$>0gsj30DGAw3lYbL_I_hfJLL>L}@6(&(k`PoyMTCgFg&pclY;9H~w z%c+Y|$J?~<)e|?F;!rx9G&e4~HRHq?P#u@*^Yw{eAH(nlM&3THmgO}2Bj<4;Sz?-I zGi+H=siptR{PH)U$fM=PLg{r6etI@pEbXKVS2$%yo#;s{aPUQ?i$K#@X>)H9dkEe4 zdf9uTC4g`36Wq+bs5yo60WoZ&78LpzbcvD-Y23=H*wkkdyr>S6$X8u}+;D5Dn!U#m zLkORge}gsX?j<-sM&it&iHSGzxtTTbbJ2I5uY|X;juWpR2{79If^4rjYW(W}2Odxjkck?kCt^S4X&w((*Zh50)b(zO!7kXek$}c}he;AiR+GqmjyBnU- z&YadIBs0Xxhdy_0L#B&a;5ze@sLId60LY%{j8PP8_x9#lJ)5jit(Et_e|*O{LRU*F zUjsWPv7fRrO2_gIdt1v*LEN#xUDZ99XoLgv#nVUK7=g*6w}IbYyh|i_hPFYL&@u5h z$hN6u_R`%CDrVRm?-mTY(YV5&E*@XN2!4aPYp@Wm&INcV;*tYSR;~A1JV7cEvl*SQ z-*lY*GNDg=Nbzu6^ljJ!WGY3{4TwPt@qKUbHb_)y3Uu`?$6h~=&eOqwgY$M0`9B*k-V@b0zp zkgwj?A4g-=m4;ijcK2a>>llr0oEy|`4fVJ(myUVnjYsE~qCDp;oDO{QV-L?Sc7DNj z#)u8@M*FR$txrD3FAD)o(8Kq}akAMeXg6_=^BL6gG(vEa%+Q(Tx=&*@59OjcV^4cZ$RWhlB<`Vc29lfsGLew;tjj5JK(aX-np$;VpRExmK6D`^J5;FHj7c>Ptx&>Mypkb+TU#5JG8_UuOV&c=yR$)=MuTibL zSe^ZmlegI9XxOX2px;x*yBoLtU37vR;dq8)Mn#KG6l4A@_40u?LKytGrKAqKdNG;a@7Yh4tZeR$Js7Z2*7B`{!y!A|_ zCW!bQGjm|OK(@c(=uLELY`^o0_(YY=q$REHY?C5SRVK4m`eu2!vViC-xc}b9p5gTe;5L7m1&+zA*w`T!E$~cR05CJ%uI9SbD@Ac*F zR-d-A580oEuf1BjQ{^!qd5{|^cFV)mcKd-)v2cR+EoZ1t1IHKL8lEKjZ!G}mw|dfX z4&xQi%a+phUVAn(VJgtach}mPk+L%GQPPLi#BoKYi_)P|W!20SLR>=|Ir`CX<}efy zdgh(oPbP9Ngi!Bh7UxSLh})}qaBn4<}YAaQ4zoM@dueNxF zP!f#>#WAbAdnVAaDM0jkZ3f-?O1-)>l#$)2ajv4=kDe^mUBw@IOiY*>N-u5N{-EOK z*6^47Gurt(Sds`c!}x0?0g18LjkKdcAmVCV?91-ObSLy4RrP1_27vtGQYE*jfYw>H z>hg~Q-&MRrnky0B5(a!?Been>W9(o5d8=Q|os{|o&gka7-1P?V^pga-pM~^_C_ra( zoR*T8S$kWAR^bP}0LrkULL76!phxIX!tc8hWeXfPXSfx4R&=;VUCGpD8nF5k9*?7tsfk_x=|tX4E=x!dlet1X5elLdxfw)hr_kNhgo{$2^)y9q|@=* z11A}2RFU2BNxv<82V3dJ5FT6Gl3SQEkM-hfAfD7|DV5B-B0g9Kpz{Y`WK_ujYxL|8 zFPXV2Mb_$w)5CRaasgo`8rJnB#-yEZzx$;DyP*^4RTO`@#QLQxu*I=yt11U-#+oQ6z=Fhf=Us%R0=Vf(u- z1kwU7`e(6dxFt#~)*BvS&e8RGn=*||0*5Xh-hdY&dTfQl_qT&GVBPu;+xiOdm*OTTh6t)gd zJ4Lehfrw8>e(bu}8kb9VS6m%`cr&dNd2HnhB2LtU@Jt#N4xHo$x8m5~2WC|hc{S+0WruDNR3T!o}IG%`Ag0e0c zR|$mvn44E2*ecyHr1dzo#&@$Y1vh9J_hgm$0UExgvN+|kHSwK&w{11@PNO?3Zb(Ul zF9T8^21jo7S?SgasyQ;nU3!&NH$a7!w*_3a{FM~=-2HBDYC@E7s%Stf^Ic2yaAq43 zEiWI#Aear>NCLn4o*Jq2#i0z<3Ur35F_+}TvHN1S*SG6pz#9#pf%RuEO&%-QXrgWd zg^kEK_tZe%9}(ukcD0|M(((&EznJwlO-k}B`)_s!}<64%}icF^UDYk3J+M zP$8<;v4-$3x5~d$dcT_x2kk8fk<)8k{hq|~)@9HO^a|;cJZD(@lrvEmQ!}E&BAG4l zh{#LIC1(HNrE!Pr#n-pZE+QpIDkt)RBILE@USyi{Z;A<4j`9qSYZWp+81V9CUS)1I z5Y3(8WQoaHU8+R*e2-MgJz>tMR*R_LnMGcwJxA=&kMmg?*&C*AdWcac^ijmeu*2~! z%^n18I*rk_%s(S?cus7w+XZX+;?T28!-`1Y1JJowkE4H4CENeaozoV<+ z6@uIv#frF(Cg4&i0_omi&Wk%HlcV*$t5BxVx#nklp z_v5NueC&t9?^Iz@iW#TUI8d=Fc3+mA-!VwVd1bOtaLi$sgjfCI7drj7pS$}i91|I6 zP&F`$Hsz`=`dq<(aMf}^gh}P!TJfft&#&EWRS`NH8jk*EMDHOZtK0kQX0}92*%=pP zoZ3akswZg0M}H!u0$7jwue)I4?&KfmhaHf4hY`cSG0n4( zvIo-U!^~7oXZ1nTrBa~2hXKPxBU>Aut83)g0|=z!un*j+)kOXH_FQ)MG-ch6+%Cbp zepl)0z4=fnTh@)L48E_h%ekfcE46kCg~AQv>Z1z3%V>|ycqF(z}vcb zCT>45f<7Ep@K~i#z|C*+6m9*roBeHV$ZxGj-ZNJ^F$_Fe7g4@DkrFY&u{oAKAlE0n z&P-tGf>H-upHqwI4401x4SEaS5qm42a${q%MlhfNFT)ql{)&1bMrLb;rdaq;?KJBI zMy{y*V|PQKFn@2QbfE2kggLgNJ_+PG?SG}O03pVc>}f4+5_eLW%);-ciKj_3;VVDCs!v%io}UY5w@vN0td3h| zKd+t`VA4`OgDqL8_ItNncdC~en>6wpv~BH9zS=I3UM5_niQ|ddu)(&D5dyvV{29$4 zGZz_>YZF7I&a=Zs)l@^lIFwt89_i@?vfsAR^jUOX;%{o%(Ga_(tA@A_B&g&{*3awY zR1D#|mU39RBEs22vP!&t?cTOd7YPPYfh$~XgHTX27!SWmJ7p2sZf{q}r;Un^iTEwS zQr1nDFkXBXuSLc3ZUcKXs1!|e*y&55vq~L&@a+=w20*Q!bZI<@m}*rdH}^oP79u;J z3%Uonl@;cxE6Q4{wLjj;8@Pc%5&SBChkIMC$CtUPvsS8HSM|XOrn-)c(g&qR4?cba zQfJGKd>J;JD_VCH>43f;S4W?@XqwttnJedp8HV9J*8F34PMhk{T36D1TT!v30hb1s ztaQ(GjI4d1?@6P;eJw?vh%@3B6}N}V6xt3JZG}jrEV*jkMR-;nRnX+Vu};x?i81u> ze9a}OH8innQ)*(&^s7~kxf@*Fm{M5_rqW=nx*I4WxVoF<#g3rQVy~6HYl+gSp6cPB zlx*&nF=uSa>4*rz^Pk&X744`}fvWpzDXQKb)s%hlygAzUj6y*TdUT3BlY@sbnG-4P zKA9@`}nFlACS?OtUWVDxUK0Wi2}u zmVWcx$3MSVSRR6b9&(FDw4(BXxg(E2lt(F;tmV~baV-*+8k~s4Cu#zeE}d?x;2q)f zs1VdFGTQ##coVhr)6@1?XiVy~ZqC`oB2E9>muJ+;*5_mCmfAG1;(+sZ$ip-qPAz-h z_)HHkL3pDeNm;I>l=WJxpt=g5G)h1dR?+HwW;4J_B=$RN7AsZsoSuhk^u%qYXpbjZ z>U>GsOcZ5VgxfDXvrQQ`>YESnJ?Xh}o6L9lGp|Y1`$){8i)J+$e=8XEp)YPLHuO~G zC5)Uslc!^Sd;5s4@i6y@F626$|KW94QasWiM`5*?2Gn(exl~%!VDaN6^NkWXRfZKt zt~St*<6Y!7AlKIo)0Xmcu99fW;BXJgsFOCwRB7U;a9an($;^k)))FFoK zV4jErHhvtk=r(hiOcP>Uw-hn{U^%tGbYJ;p>mi{72i@iJE!8875soacHiKo#wCRfQ ze#rPaBY8^1j}HhDerLm4b`b%fCd<)yvOf*YZ8dS*TJ|gXdEB}9)*@78bb~x5tDTc^ zXW8wV_wfDZZc=A59t&Ca$8l`m)hojf3BijR*@s|HkI6p`1Y18)ts8{)+T(q92du{N zBzyt~bYYH{2J*ymg4IU$ZECgA=Hh-n*ctA*H<=HP0bl zNhJYX3RwG11A)EjFEIx&A6+TK-`ip0k#8jUB#g@p_j#x)e*|p52?Ozy<_dsC?yu|p zW__l{cc;S@#*nd=IXSzoMlC!4oC=jWbEA!5#+P`IkZ7qc{UU-5Or||KAgoZrFy<3y ztU5Do>Tq+|EJrxxI|rZ1J;N1y)2}u!cJZkO${}VzAfD}wwM8YG{#6&XL{>*()%4=V zZ8L76Xz8!_qFrOhg*l6CU1pl=Nh(?v>V)EOnF*U{um5k2?4o&L^ zH@g7Sw!n72ykvmAadJUx=-}jvZFSoS9A(em1$WZ$DBpErRa+9R9gJupd#Un?MU}=K zDhfl_Iqn%HabAuubu~=&_>>1S>KH^LpHnFVc6#Ssh(b*tQ6uI&mjIW8HAepJH zH?0z}n`p1iKo(`LMg+{;Cm>A#E!q{{%f6OV0ciCIR$3C|+}w!UVpIB4H~B6A*3Gax z#UaO(L4X<#2Wy}?$%ctfwKsh=MvoR@cSq}H1{>%>>cW;;9n50q>aMNW;27N!dEZ;g zp>)cb3_R1lGyWmXvO(WM=~KDpWPYAPNPv*D>c^0Icqx=Kfr)wP)h{p7ioBdwn0+b7 zs|CM&C%c!|Siyp)grh)78!wpKlA5%-)z^5t+eQ;C)pI+t+67jezjAzIY>8j_ojK=8z}lDJZr^2?rQR$^AdYQskh$d5({IPpy6YHn40wLUK(tTddAkFo=r z4=3t{*XnZ4T^X6dLk$NXnD_X3XE+xqC%=?+NYUf*oe=(-h**8nv>Ft>u4jW|T1N{y zprdKc@mpy=%_?)bnTkP=y*SeM_IjhDoF-&pIFM`~qbT+x zXUl*hS%OogGFh9s-4Sah=$Ar59v1V{0?L~&NcODlW#X=Y;_1ccw}}_x1Qkg>L>ukt&gXjnIlKve@k-3ogxJh8AZL-c%JlLH5hFVHrxYebzm<;%GE7NU`*M zWPx)eJk)}l4_+I2P<(jKZ4Q!LDQSO9A1ReXwn7t*<&e?lx)OP(Qg2eRtjmwJ3rX5F zLh6QTjfCjl?ANs$6t5&}R!sRQG^WMzTT^WCv5PnOSt!ABZt<9f-rdJJA2(2VD= zFQ5ukIvKq!q_mhF;TwQRO8eu*!3sV6`~+L;lZYeD@u`IF=V>q0op$$kwx_OQZKB^P z%xAH7)@mMHTQCRZ6aTB}qBXDUGK+pO5Pf}uXlh~Zc1ar7`59C?#g9P$~=Y|Cr0ZZFE%XupIv(XLw^y(E6 z?(4EG9Pi)1r$-UZ)cu#1BOPY%D|ELvx4B)6jaL%(tu58S>7J@48$vcM9%Fa=A>0`C z%>y#eb}mgT)b}nAKySuhe^*SFVKq3z=N{@LZ)K*)X%-kKy$xxh!HW^h^z)rhbX@eJ z*5BrTG6^FpwwUxl@|U#RG@~a17A^zFzIIk_5BdCr8khESstUC|jhrg>Hc@_S$c$jE z0c`8o+Mw?OWO?E_#-&dhoqUtf?~a>m|FU+sYT8cq3?4+7#7!J5h%s9j8RManMXfe zi}!qDj~v~PeE2-I3%u}>nyClDJfUEG6nbJ&(ICv0D>gAvJU1119(t39V&BsH#+UlFlTxBp*8Kric;nI7U*odW z4&tQOt;GZ_jC-dgb}NCpb4K0eTYFCnetES-g5fA_jfPXmft;nRqJLD*qY&LD6R*@RBrnzuGPCULX${^Xv{G!Z zcv$=!kVcGogCrOPB4$tAv}hfzvt2jm0anA?>}FLobi~dI#sO#TMX(Q8o!ObUwObh)_Mne= z0h;&?tD;%shpjuvw(sN&H3O2cq5^-i(U!?)c#Xm%Rd|m|P_!Ebr>(?Kx)QyI@J`y6 zBirp8a{1PuoRnFBI(@g?610+i@6r-(H%eT($}c=?Q2n2cQAq797OOP+F1iJId>lPf z$_VMW;#ozkiU97>3h^qg#*rAN{$S}^79ZwAMiOV2#%%+}l)2^}4Vkb{l)@b?vD4X} zG?ERt_jAn+YOQBxxfE5CX7PC09b;Hv=0&hog>)Ob>PPRz_iXwbIeU=1>~u?l$way7 z9{=07W*7EkPQ}vlQRoT2nOcqLxQ7^uRH7=B&g0=b^$qc95U@=AJ{OyMw z*NvvFebD7QY{g&BhgQ)F z#l;0gQ)knp7JE0`V|E*D>V>;FQY;B##V3y})Aw#%#4+(LnI0^nl)iL4XMSWY%fw>E zdV=LqE^K)Cm_tOxRdY-+c*8gSLT7(q`A>h)FkuooZwSU{#g{yQ6q@9EM@eiYMALYnyGmY7jKP@5WlQXa0b%%YgCuT zL)P!+kJ8#qt0?t(%n~2>KRL#w2~#McLHXe?~lx z9W=yGel<$GgYwM2$7T~7=qgv6pP#+}7Mp<6<)6PSN{dH?gbBu{NkXob#=~w-yE_&v z2kgI2qoVKZ_tK&P%T~aV{;yxM?@)P^rk0XL{#62hPx&*DoxZFG|2ijs`$wL4fDbg7 zqnhx4OY}ZV*-o)-_bz_HfVI<}REm_qfByUadaAx*w#Bpx#O# zyJ!6ME$cY{OO{-XfeEVlurGHDqo$;N&dvN}$#ODxwc%eE$W|+Apxb`yW+siyzbUvJ zpy2r8(=zUT0e>%~fAZIe?|lpY&mIUI7p`LOK81zKJYD7x)cNNbVB$vtQ;=e6Wcmm!<54c+BVx_PfZT|$1G&?*?oF_-M2)v}<=OEnzyHoUr#ltHTltsJ65f9+htuwBlV} zT7tUq!~w$u*{YBRgeJ}7xoxxLLccpw8H1}6$LfsZ{_hl9Tf5pmCX}`l5n8tM8<%I zs>mvy@2!?ag?0ZQJhdnnsfxZ{3>2t}G%8TUkn1=F-J`evd)q<@NW9-X%2#Gb|HoAR zzfLNCazCL8Z+?mW|GxT%?7bKn`#SYqy|AiKzeUMq}KoeLI@<^!#Veyd+)htUDvnP_t*Qq|77J!CYhN% zyUpIeJp(LB_1@~@kG~T8FS@~o`IPp{hU!;;A;J3kfTYKQ8W|b?8~dM9pY@db$>fT! z{(VS)l^ba#@;!&u%=v#Ap+ksc&s~;J&@@E1Q$uBWm2;0VK12+ck zJ*{|j?)wo&M9XqFRL812HmN6`X53Z4P9V~Hs<=UB7E{yxCYpjNdCDXeX=UGVJD>`T zgnM^5;28o{0yssC?VyVYVx{>Jr8U)R7}I)af+|??`EJ#kykN?0)aDb)}~5vRg#g# z?US*=3Vz~l&Ry*gb79O#^}6tUq~bkoyyxgb$&RPgjl=yWy70IBe`>TIKJ^t*VZAjw zSa=lltCZ&g6a-V-J;{1!Rljw^{n%h31;-q(k4L-RB8RO;b@|Hu#@1>4fme05V=TW; z0(6r$G))tcf$fzf40>E&WPCP9|+YQjFwcI_pfZ+YKbT@Q=zVA3--f4Qqy11j}l zCfiVj+!>bDE7RsM5xRTtS+xC4o@yf(>_C*3u!GIkVJ!TTO|ml44qc!V*C)m7jWj>a z9IA-1W65oM12>~<@96IdBs34MPVbv7i6mZ>wMU`H8pci?PnrE7NX5b4TG4 zRPpCOeyS@0A~!~uX$=?RL|xO49jnyOHyzI%$%_ycsXbB^I9V(cs-=u#%B+n!tjW>A zY89?(N)ze0xY@kVY|CAtHI^0IDyc|L@wt^~718^pEXQK=G?H^7n}~u3a}AiBO&sEz zg?vOc;>mJxdPHuNFZEc7c;bwU+9#&XNoclN-vu|dvqBsNGJ5%l5ZleMnoSaAGlM?R z#74~6uKXol=+s6zf<$=njC;ZT`sF$0&dW5lje@8E5vNNVDLt8^K1Yz3^sMjMjOv?q zYAcOgRN7&wdJe^te1wCzAz{16C5C)G7j2S@Bp-<0R@Y8bCvh2wF*j+zTiu;{aj!bB zXUba#HgzGbilQZPjFhjA(B zmagA=G-cxJUczqfi(BvsYdBsATHSd1ZNc-X;V8v0`~8xImh9?wI!MzsS`RWSUu#b*GN2G`oawYvnl8_3hnL%7t!SUin(fw5w z!1%6rW*GADI1jMVB?<9~JvJh^QAi@?eYm6D;{`QOUR(QggrqK;gfsi`-#@Vr+Iufm zRi!?@J%GHC=Uhc!2A_?*zj{R2K@S}S#92vXd48^Jf}6Ek_+ezW0Bgw+cuHsPSrH)T^1B=fi|QeDqB!=*{{!Ki$iJ^Ao1_A^x)z(w;LCR?m}KNrp}f4F!sRuevPmU&ApW~@-Rt;PXooN45L5W+*!TavaZ6tdLW zkyB1HH>Z28J$K`WA2;EVA7+lz=Vz@Ut6e-;pwSMg8rFXM)=O#Ei#AOLLb|<)ah<{a z{(TQLP+!V2HId@e8&xDdI!oR$a@XMvu?!E64h29g@IE2vBHfK=7x z4Zbm}^308SY$XQPg*|w4$P8@F^A^!BSYgZA$RT@4A(?V@dW1?B^=;=b88Wl6h@y$q z)o!V)qmR>kF1Q6fm6(}VUii5C;hGlnB1dV==J0?AfPRly%T=4VIC1C%^do!PfLLe5 zCpC$r&fsg>9A9K?)72isZymEUr*z@Tmmd#3jnisy!FG)&f7;osYHHbUi;}Z2c5yGE z5^R#d8@tNdfvOjh9d_Im8^;dplzqQ2sM2uVPd=wP<$z-KV1{N4k2)f>*aon%AuWLymfZCaJRu2+aAshot|8NYX<7_ML%_QFPL&#U-6Wk z+NziD$_&fe1P2`0k_xxE+7l#W(3=cp=ZT6r)Hl&DGGWV@3CS1{lIFy!N5&~ZavO%8 z_8nUZ&>Tn`!r^0n3`w2L9hmNc8gr6d0nE>367Ot@2IXF(eq4(AbTSmp50PJ1}N8=WPh3H4r)ryqfg;4lL>MX;EFG=zkd|J zt*r@)!Js8$hOT@m8^G_i%)Hd(kn9+)q=@MaK}bIA>mS(B7La z`yIJ6u)(dH*n_s;ib86bua?Ug$aMquRiqg$J^|loT3hQ( zxo2~m-j*5VaOxu&dFgiH_r|)ml=74LvVq-4Ws@{pUq_fPZ0tl&A|H(oL9+0O+oVPt zq0EXiFR1NQy+#&BYf;q+Q8M@)#EMib_+G9RoZ!L**PK97FK8ND7OB3xp| zf3N%16KsqyS)jhE_mup;vQK;KWo8yh>XhBBXmBiP^}?o$3r7Hx5bwrHI-~>QIH94F zl)Os;Hw~Cs#{0g|{p5J(=~50hB?ce;dqT;j1sC_`kHwT*X2pJoH-!6jLq9N z^1J-bVo=B;RiSo~TXOj4;+XY@9%Q>vUb7=^Mp8MQp03rc+1M6=yv|#*6mj^r&qtzt znfN1n476{?rF*G?emoW4wO|CCKdP}EG}!-z(}$3c#rF7HMv3%a*H5wpxa=O$@0w}k zv*Z>gQ%!}k9KCBd`Re|v81`GGimw z?+}cl!Q9z&3bOS~(#EvwAl`;%_Py|K0!WMq320N+(*?V*IDIqf(Dg_(H>YvPyagFbUk_SNWPOt6L{tzRHoIppPbQFul#j^@1BEW=!k>;Ni5RX_O$3~ z5glvsZKWz<5I*m5;#dnq&v|<5#KS#RI1M{t4nO4*nA>r)o-O4`TtG_k9e5{b?W72kRTOSAHmOu_<>)Jkr0*TGcHTzbJgArb{woA_ z>x17?YR0Xw`pu$VK1X?}f@$m29(bvT#)~&+VP58*v9&Pks^d=q*AkX z8SI{=&OR4`FGAKpcii+6S6O%7^4`0Yp8YTdY(J>#L8;3Sg+((wlc z9f)|DIxY06f}WRauZ;*;qR^p-Ox4}mjCFdAV_nR~OCm`5wTep~X4Z>W_IzksBoa$qs^6!sB(^Qg(P-hc-Rx~(6ja96q2djUTnb=e(tJ*U~+K&q+sg(k++8b<8^y*%qj zTk*)BCHceSt4;^WZ8!;-ZKrG3gzd_mhaGxDdsNb#K8kI>= zAqu$AWu)}eM*}4jb|xI7J|-l4ZK^MY#YEu#{^apCZU`xQyAE%QtjL8?+A+6V)_OYW zRS2)`WklxP(seZnUfs~z?LNthn=fDAmF=3wIh&^9b1Ox(m%56u+>2?SDj7~hP`QZr z%nSbeCo5;|MZtWTDH4r08ud&gu_C9bR- z5iNpPI#OlbhxffN5!Lmret#-)jx^qHao%<)ujRSISgC-jGIYjfs<-LH_st@$RHCrESfTKU zKuiD7P>;3=ohmNl8zhl;5#gWE2{H#8SUH0GTs*T39g_IeA3B-f#e8LeP=F%YN(VoT zi|)~lSzh1NWX~5Hc`NdQqHuE`n!9GODleT@m^V!$Av)S`_m!LRXKkTlNwmzO54Jv} z%xF({?@E?Nx;0c*w#qgVb98C>i54@e=;Fp0Eu3GRy7D2PD_&`O-?W3fu->cP*UDAOz@K4U-5@~ltz4n*0aT#fD>d=vmO^8uUMH}0R}-eLc6 zc#3;pmIUl%wGRV;7*Q4zFw<7#E#~=IG&7L=YmyfFO@&Jhqm<@3FRjw^`Z%CDy0+2j zWg4+_<-q+yC(0&U{(6+abXe8zT~+f%ncaaIH)hy}-`<&q2HX`F+eXUo`O?i;2Ss@O zgi?D;*}ajEnwq{}JDyoJgRyCM!pgV9FpnrY-C8t4O`{QeMp~Lsim1>vfidyS84pN_ zp{G=QCy1~Fq46sid-25QKCUnvrafaB-|n52J%92{EK*E=>pp*^*jCVMk(S+W_YF(H z(5rNu!}-TC5m7NoWh6uw?hv29vt(?@$PgC!tg0v+V#!^Y$&#VLn$h!A%5xh>+-s{}$lC@6iUW)wlukzI(T?b1=chqLy zaC|qF;MB#rp=c77?X;&|$4r%EU&#pCRTgl?Jq7sKmxvaY(ECw;bmei7E|YN9_Wo0m zjxoGsT^S$dX{6bCmi_a+in94O+8z?N7N2EEt}D@-1xz&tVm^GR?iRYLYm9%68!wlL zu-x)aGWd+y8o*aI$#mP?u}I%LRz|s_C=*(Pm#W_pKs5TPr~VL@C^5>DAc-bOsl_U$ z%>1NL``th4oX=HZL;0H#_@I_&zapEWwTo1^9g6Iv3af0Tc$q(v>i!-Yge4x~lSV)Tvnlo-i*`J6t%ku{lA}ONQ zCS2n%{73IXcHf7H6<1y&dw~8ie4KPHNKX3$T5<66Kq4(qi?^++>5wld?D=ZoSCD*L z3zB*&co86}D3N!+`VEa9Ox~4}&h-dIAwt+qamBi4t@`qHz0x%Eh2I0#d%J zbqk1V;k^O(O2CWI#@*r(x~Fn?6k=Hr+o*ui z7YsYY%HHkzoChdHx%J86@%qRY?)P%UZCbvn3j5xI@BJNwUgcE`nw0cdEYlaZ;o%6$ zQozTYFYTG5560ysYkgFi5Tg0;lKvWbKp}szA&mw1`1=^hr@q?jYOLn0+VkB|0N2*T zQ)=gKDl$VCFT>xl_J*6wts&4UdpQ@G9&<-h@B=-wWBNzd&X3#!H3Q;3bLrRsIVYs9 zs|MHOXF?Q38YNhiAi{#+KY$8u8kufaq<_K8R}<^EYChl_ab(EF=@9N8A~yIaTN{7s zVWqJC!-?h2&Qs)w%Pbj)$trchZ@8$ zM&u^nsn^`Q0wXfzZmeR(=@Y2^z`gbQ5<_tnETfOk1gc(nI(Z)y(CUsf^g{LM+;XUTh_m;(?5%O z`sw7>>`1@{&5;?d{C>R8>PchZ?8#!#M8Hjr9oWXWUh26SKx$~L;Y5N?o!rK;eL#irhR z4QR}zkvB`s3$BzMK2>)n|2PX^x#nr_*s}r-yKk2m*hkI<$Ck4f%#Z9H8Y`C@aHX+mTQps*vcaJ!r{cgOGXyGf2iKlgh?A-jfEb-T&= z$?)k9JXcn@08jy_1cPo^Bh^l4Qd<{USh5S}8^SHTWt^cz&Ci*#V63<8GY&Sr+3an@8gzC;K3HM6>{Ci2A`6y-o4lD6RtKTJkRe@ zuLj?3Z*jJr8(Vl_&-3I47kibbVbJcgT@T(@QA<3OL-`%qzUoi+j+uG+_9s_d;<(6X ztN4H<5>Bot@C*P+yd(c%q2;xlRPd$)a%sIZQtbF=@p!mndE_1NJI#}(7C&llqaRYk ziAfKVd@VA$zDv1zOad_ujBGwk6D6gC*3@Ppm25HzN=i6zXurHI_k>MnFcq~kPgswm zv{oGePsEbR4O@0c# zgG{MX?qEq^DbYZ02eT>*p)C1%3^eeN(2}0T4_8#SUiSeS;^A5Mt#h_zC%Rod%@~1Xo-yg;Y+=%ST5-N74CRY;sa*csK##25O zIMAMDmi49dJc*dV)xMu>0~Pk^tZH%+YY~JMd(Y{(GKKmqbc=Ig@6H*PZ}*2<^N?ug zyW;YehrWzknH9G$&7hrsxVDjkNS#ZNRgl!^6j!^t86Rvfujl6gV{Td?=jb8;B!C0o zG$(_1xp}MUmd$o09_RT#=2kIp2;^ZN)j^Mb_h;*}gn{q34Sjw9vaJxI=S7#k+*h6K zfb;c^gQa4sUu3#UMK^jc-32b~Ay`&xdw6Csf@h1~<(*?#arNSG6uN7fc)?qV)%M+Y za-s9unw|KAB@I0`k1t?=O0S64((|A!tyFJDKKPr|cFC4`zqWW7sy?UJt+LZEP;kM- zsI|RQ_CN_MB;+Yc(T!d}51`)4bUE!I^CVC7ODY#Oo13ungJCz!K&K@VV^`EkiHtJ2 z6n?kPF^mTJ?ya~f=M*f6ACdTY(O1aM;kESGwY(+lXILM)Kv~LW_88ZssN;#eMXM)^ z=@`lRC@}=CSE~kKP)8TeBJLdL~wpD1gM@LvByt|I^s)JfaIr+n~z0{TTZGy3wH z0NK>t;%C>+5{F*k*vRuwZdF*;`Qo?s!WP#`69e9cE!{dV`24;y9FZUeJ=uU_V^-`K zCD4y&$6{ho+|%-G@PZ$83yB|2(Cis3iu)@X7e;*~i5=vlxQa`5&UaD5nCKV-w7X!w zyrs(G6YQ-w3zEYnM|$O$c4_6fmb#Z0mf>dc4aNX3kd9Q_(=7Qmxbgygoa3wY@C({@p@X-%BmT2Ujw+CpKlZ>Y#}15JG3_r<|LJq zV#IAml-Jkne9A>S>p3Nsrs%o+{7IU#L^#X?_gC;G0{P+Sb$_3njlg^>zMglnBj}VR zPaygl2vl9VHRLiTmFMP?=F|>}C0am#AOlqr_Ep98@A9bd`{pH1*NNgwZ};Cuq3-B)yoGMzeDlvl(UBVhy-B9)AQ1ybt!? zhAiV6b4miuyocZ&5Z=pDI(WrJ-$g5jKxr^d-okI39YP8_-G0n}|wh?k?bX8ed{ zcV;=~<)ew*g*XJOW$n-455-2bi*P8f{N->bMzY0}F9$4e_@3#K_^1!b&v@dFq#xHr7-!9YY- z|Buuo=}Ex0Q!)q(b{RmC&hn-L%auKnph(Txf_ViW1iQE+WJ2zHb?stoksbq6$dbmE z23}jft=vKs2yd(3ERqOEX{OA1BwR7k#NvPu9#mns=Hbptw5NI}!U_o#qM>B)*BAXX z7mxQ62KGy*FMBR7_UZ!)P?;!3f@N$T>TeoQA?eve3;j{nJbV`37(maN#d*0UiwyTp zJUF!=pm-^v>8P=c4FJ>Vr$s)Mm}_bUUY4zVMvj*~r&-2p@a*Q`ndq{8h79{udJfEf z;9W(tH|eFvVW5&Q&;_|Uqxt>sAzq}>MjjWGDzQR@gQ}tK6b>d}(esQ{yy?WvX#lP= zIva!@vT5>-^&#intk6pVBg{QHCkuJ zKqz7Cdu(BNvZPXbfw=$ppcHsLJuY&XZ%~dYXx}mbSG`*GzC0 zIMUc4tu%B%nErv=XeTF%#6*HNh)?2+JTDsqT?@}>3B~N9vAe1QKp}4;H5CybkZxcR zt9EX9cyd&)F-yz(+Y&n5kLb$Iawz$C#@9{b0ROPeKKCNLys>yrF zOJU3_!)A|ZtOa$iN12NPI2iTtE>|WaVCNyH8iS>Ut)i3I<;oBeBHM3ojx3COFmNqT zC6*Eg>QbM|D03egD14mcmrC$;hk&DAveE8(vxA4!=e6jvl1X_OQ~LPJnYu2K3KRAX zSB5k|8Jcs1$}J~x`Sp-blpt7VZ^aFN)uw+GxGV_S9PE)T0ub`d%=^Pd?@CF{p{1EU)PFRtWbUQ{i8V}0ey6V`#z(F1 z1ViSFPvszJW)HnE4luYY{+z=QmF71H@-#FJXnbIfp1ly4NU;w^9vnny6pVwt-eh<4 zPbidT3b~+=-r@wgMUGSh*8u}0Ii9V;v1ZUPlV8=T4bYZA%5_b&w)^sGgD8ifrVT>U z$4fq2Y@zozGH`v%(ZuGTzA3z8yrEv+**A8`sW84XKrGa9~yZ{YH-C zcSIwmmZ*84BLVBxbhLDgFPtYoK74qD$4Sk8trGb8gNaCm^NKF411@T2{W)oitelC< z?SvzCm`*k2#`QzL$St~7ZMbjiaW`~xwdzdB;kSdKk7`x5ch|j-aa>DbeATnS=4wML z!~S`hyWYn$L`DW_k<0V?Qhh9mZx7QWred<>8!IN6>*dDs{Tk+9%z^^t1q$xORj=zF zDbEW3R{Fq7Lj7*}L)0LNctdRH*K4Sog-<0yd$kHmlq0;VXN4_8Wx#z|XQ>m33dgG) zR?Cl1I+h)VAGjU70FXvMUQ54fxKgK<6|5*{)b3f#SsvDf$q;Ir74W zuesg|+9`y!FWwQ_=K3J>>=t|;5LOM6rlpDFnMMDfr|M*pL~s%X#0?Lheswc$O}wl; zmS%izO6u{x1Yr&?kW-56{7B>HP2033vE#6n2w(Ruj%<0(9UUjPSE#(n7It)evY1pp z*EZj1UNzHyE2#UVH}PjJa*3jtbn{xgSkEWGhOUzh*X>F~=YgBd@ZKX5E%cT!6@13! z>%W!z!QHfS8@G|XH8NWWr3S4@__47u`pGE2hNy{>%C1aWElHOjsALg+>|tPFoNL)5 z0NR}Bf_0<{4};frCJ1#)T~z%p7ln21Ds`(!bO zU1yxfJoTnvNOPH$BRKM1?Hh>7?9B(_he@bj$tXLE+Q{2G4g#YapIL{HKVtdaFBE#t zFUa?)Sd*%8g!X5uElDwOznZk|SeBO!70KgjQMYD^+n^4buVDGGcFQ%fjbIS&QdnY< z^rF@;I3mKLu2;NN`3B^mr8{=>txfhy}}+Xal~Fud?TqH@3CP z)w}QywKn%4uNkG2bSZR$6HgXu=u+1oh`{yI6=Pj?SHFoRB7P#}iNu#m^N5b}WKXlY zENt`)`Oh{%*Lj8OH(|}HqQYH>#s+^M+xA|x^9P)A*KAIWlxe;USHj-*^;8xf{K=rD z6{XZ1>to9AecVl#Q9xYlfQUYZQEl#=imx6UYUCNMhayKz9J8FimqxqluExk(Ajm>} zj(}MP@}nnDN=C>scZX&zH;kgRJhDtEg&=DDw#KPJkOW)*40dzY(8%>w*TLJhA3v(N zTIccmA?*V(mnaa%Ef+0Nl)GL3FR&54b~pH4SHeRFkRB;C?{XVmbaor*hp2hxE9ZHpF3R>5kg15-J$7r<@)sMGZ@}{@*98>1 zze&H3QZ%OVFwpXe@jINfH|acSo=h->fcYIw$QmbmLmf7r>0h!1O~$fRvAZ_wEr z{0|B8e6TPs?^Nh5k(TV?r_qPPbGUtm??6HntWk8nMWG4qHU7o9aa)Jx=aHFK_HKpo z#cOJ0Q#Av!w85-KiaI|!YH;YF|2ocm#clRm!b$&vFL5sc4Dfut>*KY-7JwA0SgQPrf`E`&tu6niE17*1{XJ zC+%Dlu0Jd#dH8|B9OP-)1uwHAzm8>;MwZDUXcn{d4WcKPcWJB;Sf#t-V0cT_$~Y;- z(}~@fM+fmEX0jCNi&+V--|_Rg2@bhen0zM1vwJbv@axdbBHz;pwh*zM4iqLa>AjdV zt>%-u>}?%2S)S!X)^bB2$QzHPzn90;s)c^%{hRD&rgl~gc?V@`kAjy zT7Kx=i3!K%Wq94d7axPvSyP77v%;RFq^?F;&Yz+#bkizWcZSz(M${(|CR5WR_n`x9 z3Bq$G_Dp7Zo3L(!j1{+f+}?x4*n(v3b(d>&`HcH(qvPWf zV<`TVTdRmf`oD(DeTykBKcmgTc^*gGq~lNGA0NWCLD(m4t0@$oy&nK*%{~+AJ}E;!?9p~*^PU>TxdKy` z`Ivb-H+5yG(7hEC(FcR>zGM|X-I7l0W-P$DG>(1qIxKVr5#^`xU8A!?Uu{2O|60(&A82_*KvB$t?RKxy*uVmrpZ6to=Dewcoq;G_wnzEJD+d?Gqro zpQCVE@%}T{;0GE@5bOm{qcNarEohrhgbhbVOl4 ztFMahN)Tod1;=`|>U2wuRtE_X>Mcod@srP~cB!kao2U4;HIh30JIqG1t>+&%^2NA8 zaso-`wAI%~m!&-I?zaT`EU)d5EoRCogk3=_&ozrLT-R?c(xnQHT)u^^-A1}9xl{W5 zUP5!+-l=&`#7@U4=H<7i*}bYAO_?vsPdVZYktNxRnJhs}v(sRyq#S2E+| z${AFhaH5D;QOvf~oG-x({bbbD7askyuHjDq0NH|OC{w-!+_Pz4Vykq6Y33B0dIv~5 zsw<{NxRYjgeF0Ga{q#geJXia`2(W($dDsU2`MXEgYt3gR-kQIiFr~!Jw&p?%m#8AB zX`V8Tb|tuEU8f2b^Ja$mB6Htx4hCk8o7nMmF)f`snHkk^0M$1dHT@S1y1pTBL*ep% zS52E5X~>_5cfl~};@dmJYcK8G1120gbV}5UyMTXjY3nxWvqs$d6Q%rj=aK*~w7a039z!Y{x{))W+12zBWm?@}MCO$Qm z{#nG+Orl$&7k=)vQlg}}jv{H&D1_!eMgjzUfH4U5F=TH&KFc*KPL*oJ+W&+&Pn*v_ zE-BnExk!n=aVhow^T()x-Abl^q|w?lT_E9h}->Cf!;{S;KPXs zf!6AO=?(}~GZE*x!OwB&okn7Q|Hgvk^Vk9a3`^^=bN_ zjo3I5@in&S*$`XTQ1Ul{2+X+xkdssOT#$5HK2ZMxSsRj_16l;; zT>oKQk*`J>B%5YSyaq*dCP%5bCURc*MV&`64=@Y+RFjXF|GT^e=1>80X{$=|t1_6h zs#CH|@+X@Cyf<_zpn|!tUj6;|f3jNtBruoi1MK3;zb)2(4#S52v`}YBTm8x} z=Av%^%w-gWU<431|Fv_K(?Xr0WHPc}C=uW=HDE52%W;{q|Ej0{a~J^o01KF?_2|*B z=Hdv<#Q=Bg;`ZN1ctJ1>SU?q5E{^|Y#{VQ~;Qun?e-hS1hDf@v%h=HPB<(x zg|etkqGZ@NpI6Tx4z6!J7;p&L428G;tG)VDc8rvOa#Swf>?Z*C)3e@pdpn^zuXXUV zs96`G1zf=wlBhDyYsuHZI4*8a1{Zi94=#Wtm9O%VR9iXDxj#FtQLBu6N&g#~GmK#q zBGD+wUJ4+-qCDS9o?PBbGEts-YgX$H0}d~E61M;!>K?;l#>LdsC^tOgmf=xxoGkyG zrM@aqo){~h&3NT^+13N(2rGN)EnFoc-AXB^OpYmc6SD+>B?k=f`>7Aa1F~BwRVOCc zmq+yww@OV;M9nLf7U8aM;OHjjl>NYy<8Znpaj5_%(5cETzI*?Ryl5~*lvuUV-7JUt z;vQo^Niof^f=di{tK5J>GY0Xljh?nLcVBHwU*N9gY=>dziZ-Q8cdt`z=;nTwYo`8) zF6$WZC)Livde-xmkbp^JA|8f%)ueo17wIvE863W)8F{*1WMnOji}|^}BI;j7*&C0u zJ0+BKHlPZ1x!R9_AMFx_Y^B<}4F?{qC6s5f=Qh6J52);oK9}L{jZvJ42+2DAAf@$k zXz`G^r95NgZhL3i;>km4Kq=ki{NX1#sp4&8#}`wf>I2;dD(z44%-VG#-3e)o!22R1 zi6oKrgmgpTJq__&yJ4DMO$;xqtEvYI-8TUE{Gvpb+VKW->+1Q&mxb2>Z4Rc5pKs(a z2@qI&`@q%16m8rsRX}SjY;dSs+3PAmWKf#7DfT|@@w&vmuj%{P1$ZkvFpxBEa_Ry% zHD~%&+eRBa~lOy5h!t>;Uw4aUY z0W0MZD}e)cJUKM+2M$2Ggjm?0p+e8q^}$$Fkl*%BGi*NslqkQsC~8$;sFs6cA>T-# zC7SXmG&ID>tlz1b19qr4`?-kPmI^L}tA)i^ECr>KA?#9~qn}eFUu6S!L3)e|@K@H8 zxfKBsN?`?@$K}rzU|?_*f%gjrM$KI%e<(f?q8H$=QO(bj%amIfy;Y!Lf9xmNssWg* zOV)w>r)KzKk)h?m@rS`S{j%~C_gI`*w{>i92!!fS54$cEsN|hNCA)qF=2r{M^>%d)#X1`EdTb+UmgRq04u0K1!Dad2jfo%;$J?KHUjK#5jl6lKONpbmDs-x zUs@Az5wb3%{%VM6yuj>7gJP6_)$k@K;7Vw|0dNohGMv8|qBGuF=2h zx(;ZV;!no$H+=eUTs$KSNXym>n5g0}x)w768mdZ>Q2%#wp9$Q$1#lncVISkEQvJ8S z{_>b|nnTG=B_jK8jey@sW3H^^w_eiBm)CsMFZnS()8S&^&2Qf!@6OHL{QEUco4TmZ zKD((ZO8Vgp5$~1iO$!EgT8aBRxlPK1rx)Dx&ieP)Z{%nG0F?CEz-`jT!F!*r{$ZQR zhztb`=I*&%0>0xoTaxhm85I2^Bn6Gen(VV9eG-d*2A%%C^Iy>CFY51q++$i35vQe; zRTp_kmgcJCdOf#`e3}Q*x=4|a#j3dvBKCU(V(|~{Y zNtRy<)C&Qg1T#^PziTB6%yTVW1@;^7%%N1(H1?imBOLOFai)*b3NP$!jVwFxt&eo> z?$#tz|7LezO7jqtoosCp%6%-@p5R9^?YH?zg^g{9=oL7OuqCfxt!F*<)wus;OF<}IMvD9o(b|GGYZ)iu)dcLL7+ zs!{(HK=U%Rd{_OIET2YI&;P2?|5s7f|7Ezp*sVVpPWl?zC8p%+^w*ysi~Jl`o=%U; zPIn>}!r9yo)b6@>JodQF&P(H9I=g0{W1c{uk{ucaZmJW~AnQvtu9sPx61O}WtB?nC z@K_eAW`RaK2+TlYO+BUg^3+~|Q|sMvMMVALu}2WXRYlz*^tYk(-wgEk z)2bd>fl*8v%zFrUnNGF@giUe#$fRLO^ihO^C6U}WfJ8K3KPx1I$K%W!TqG)z+y$fxC+LN(Q6${_w$k3FPnq&`pjySD9mVD$QE4v|1oKq9=S5BLwuiPG5U<@$Yd>W1b&qze(b3L_ zZp9%>6I?}xEmGwf$NQG}#!X#Krk+I|bM-tPQxm$~>(jW0-|xr4QyHC5qIPLU0b^Xa zUcNZ$nURSLKktIv3%dteG7hUB^%bN#BwyesYH?pWLe-TFosaB2nS#>bSw zS&-`&b%Q#GsK$prjVCJ@NKL(pOAs*jtj%&i$W-(L+##aTRw)jbbUr7d)qA`KBz}A9 z(|z+^Z`@*bH`$ioThF|s_T1p9dUndvZYM)C0=na8hZq#mbkGg?SSCUXsZ1p-I@WLE zJ;|0jWr(lb$Bj?OZe+2NT5vW63|viG>LXzZAY8#M)XD<%)t$ib=}+b(6u8ErxtGd2 zQVs0+`nXZXKkH2xZM6xg{r&AHssr4+l9E#u?XGGVhRd*m?L=Vii+8me8N@+L55( zr^91KSVg3hU#~IYiv{P=`}O zpKru=j>#vi5i@(cgh_56()%oiRqvC^GY|I#Q+A$gsiASnSV*-|?xQxx)fr&3JeV8z zS~ks{dI3_(euz6N7;R;+Aa=rWWK2?@%*LV z3_oLU7hRW%o%i{)eX$ zPem<{bJByx4PpY12K`UVP!Uy_$M=^GPjILbeHd6YVDHw6qd0+S5Wy_jCAD?|4n6wYa#uHQ)XG`!vp#Q$!uP z;qzasP$UE(L=b}tv-=pumjO8K64s$-h%s!5h`!W*%eo^zU~`qwy~PS z8E+Fe*$X$CotzTJo?L=R^ICi|4DajVOPfu0Jr;xG>LG;Z?`Cl0i5}!LQxGHEfdX#U zXbbuXe$>dgLYTG9dJUu8`<@1#K~Q3VdPY1Xo*=bL4!3!4a&2-(kA!=p!4J+eb|%Jr z>|!IZkX=6)GD#;@=Y6KYc%KNKXTt{~YD}bR+q3Of1805C} z$>H28;ZU+osHRx4Bod=H_L7xyYq`(aR(voO%)rl4ih?Va<-A~zd&feSX)>U8d*%3L8s`@j_yG$l;M<0u+fO>9{I;;E=RaWtiu(gO23D+%e+`JIC;&rVQ zo_Pg?;|$xX=&C_#x4Y(yV+YdXwdWbm^ITthC=2ao3~}_vt2JAK%9ikBYd3Pq^OC$>HE0q;%Nn^ZfoMY#O7LK1zZdzCHhMH zK-G3fz%#qJS?#3Iq}GNV8Hy-H10U92jIZ`rS_Hz2d}vD?Q#R{s{T;Y_OQJa|uUy#o zEZg#>=lVm5M(D&=c)V+Gs2_$>)Q{xlg#4`ngBqs*9rxCYvkC!x2eJ=CU%l;2Z`69vyw+3=AssVsCVrqT zXRYmy>TPU}K@`QI(`&R!J&tS|kW-RED1=L%f4W!O)PWEbUy`40t zt$GOFRDenkD6ZSZ7MbglbZtJL#GxVYr`yIdr5i8C^Y6@KH;_`=HJWE;KlK*I0KZBT=^nn-$QPs7j??M3DQXe@(A_pl=P(caM6 zdLhsC&_{G%xbcXV3y;3$@ikib9>i=telEv()th;&ohd+F?$P4dT!8;(qv$K>8h(b) zRVqaZYZ>XkC6%F^+;}fkfYZ3Dma*@noS69~!p|hB={>y!=zQ(ffe())pRs@QK1(XM z^eQIi^?{ACWxIluX6pW>V1jsCf*g+XLkuh5){TcGK~v!`cDEb(&7U25MWVtx>m_|u z-QN7rz*S$k6g7M<)|zod4E`cgh&))qBBDst`0|t9J<+PLDJS&s4F$SU8ICyY`^api zxLRClN`i;xTdsN3l+4=BSWv3J&i==D_C@8I&q-;L;k;s1#ZwlNX3d_o7VTpkzHTfheRT5K zOXC~sciLr4Sk9w+a<6KrWwE}xh1M|RN)Te#JNcpza~Sg4z9J{TnS{c$`PO}B-K*?u zudbV_+fGPKHRr`W|L*G5FH@6r;q~}rhFTFP9i}6rsQDe-{~3op z(lU_w)ec5x00I-qy3Np{Qyz=yAjnK1lsP=ArFO@XF^|?Io})Husm^OfCCWB`h!P5E zG@7__pP1|2nMx;)f#E{3x=c@k=$N00s?tNpCCvxpRJRgl=Rqddwwn?_uI~(#8Y1UE zM71s4Lc69=89g<+aU;EfK`8CDfqdSyKUJa*HI;V?Rt6H{%o}=!*e=7KZ|jF@1jpb* zO9_~*ox~4Di3aUzwcjw(CMLJ_Iywwbam|h&K-?R#wnL}EfgPUE7m}`if zp86uQ=oP2Fa{C6f=IWE(?yEtGj|CI&D(G>WUl^t)lE85M9{}AzBER~M+^3?FKbNvE zuD$fX(8`6Qmoe%cEXvu<)=w=aciO6HU|4`6x+)~BL#E$+==qsKEtmS88?D>O^*ya^ zKzA2){kcLBbiq|+fujpiF$mEmzHyR1chEU))2Gjzy~JH023O84MtYvm+HDB!wg|?r zTOOGnM0>{7SsnL~@#L)sR!xs7ac$B4MC)HVI-Uww%T@JuZHX#`^0XKsipCd|5-KMh z(#m};3+gvMh&EUeK{Z?q;ZXh}7!eq=k+oM}If$$ZzR151B|50oQYynF?OG}I8dSQ8 z%snv7;yeaR1@jYVUXSxw3%1y(kvmM3(JHSB1^m5FNB0pcC)BAFV~o^x=r-K1=ziPQ zJp^8OYmPfboEM35Bf@cjJd1sYXPgjb&t001h%ffnF*Yz>5LFqaKxGbG%)9D8mrdmN zaIHI^m?2JjOM-EZ_CNc^?DRTevCMCy*j}d1Sd!QQk9?N--YsaWFY3`I4Ikqf5it1# zqp-?5vVQZ8#z*ecB67ZRmaxR+l9z-U`j1I5-bkSnStqEl7Wnep(mG^n-MZ~0&Qnj_ zw2FSsyL}+Sp)&7D2@CKnJ~Os!QHJ=0mkNrZDBkAqac*(4TT@8YR@M-xRS1|~CfV&6 zC@FwoC{Vdp9A#(E&0bgCB9z&;4@v1~7*~m~9&>-y(tuuhe!DCOUTt5}EprW6M&i~B z)YCy&##C4@_zXk3zf{|k4sMx_3M^Hfh17%7&nE*jQHVc{TjXFHfb9VxtYd?Q3!h9;J4lrDoeJ>3HB~}-grcqXlAz%m?0{IZQ z<)P_rPoZ5S#2)V(Xu*!XXne5vL3#dx&~p+Qh%#XQf~A4MZ>}twp|(LGfudq#QC>4} zzAw=XC=;MGng86_;tp&lxQ5N-7SqpMY@3aZqX?&y}@e@g!e z?h9E+ql_OelygKwA}G6w-iXSbwz+stpLaq=fq+Na)wiZ1Bv5*6wQa#kv8io}b1o4Cs`zm!+u|uyDZG2yKop(BRMqhUNNurn!wJ(ty4lA>#4h-z{*@ zy*Wqds#kJ1UEaxs*DGq6q&yLDFW#O}AYxp>X+Z^V*;^$CVpt|lSrX8ThxbQ)=Nf95 z-f6y7B4kxi+Vd<{rC^*WRG`S$_odKtDbH{GzwJ^H(|W$|2n0stc2z-f z<431q81Ro{JQ-V_uNtE;&P7qON~e_q3i_yHx(~*LBu@iQTS}#`=i0XJBLEA=t)k$B zeFPyFYWE%IrXyp&`hG#+e2AeBMJd$Yv*kUVBWr{?q9~oeaA`1h65%&i)*QUUvt^Ai zL!vJ+reTmAHK1d#&bUj`Bs~A->{#c(M@Ds(DE)-i_B_y&+gtpInb$J?7Vn~O?9?)) z-a_A|!gG)-(nZS^v-Joo5>*o}|IBN%vhrx-_@WA46sln-up=d!HLg!%4&?X2i5gTy zA+8mkcg0nA`(xA7j>d6i^6lSH=x}i=GBE_I8v)bHkc+M^b5JZnV~D3t4>9O1DIXtDI6i(u zm!KT9Hc`Ccnh$B;U7809TOw?tM5865j#bq@|C%V>QTCBL1%Z-c)ZNo6T$((S>a~pm zrjOvGUe(Y+`4ko8eyK`%;+0wM@s~2nh@{v0vrxsYCvA-r6rz`%+rDI;@Nw7C{Upye zF$8KW0yuA6)T6B<7i@J2`L3?LW2zW)QU-n;N62wW{z(jQz7i5jAC$HHkV$>Tf zdG!jFowsfh7+4BDPs^iZ;$4lC_19`7&R!Ykr*JvuSiYe6QR5_0%zh-ZUvB#?8oM!r zDmn`IWk$+e2xql?Lf%eQ^ye#U$LkgX(0A`IRKu(hkc%a!J4(;VqEP%qwv0^};V@Q_ zU-s{xWQ^fKe&+J%j<0`QP=OkASIL>UTGy1p5enmPeq0!9m}?Y2b*&OWl~pBNIqM|N zn;SkB{_gi*;bZ*vE5tCVP9BWSmyVt+%H;g(2l`DlXhL6#Gbs|LEl1gV-j$Qw*^pia)6aN>`j-p`Z5i4(}*yH^uMk9~L;AoK(L2 z&jJVgg9IPLn8OM0EE*mA8T{V>;l_n-3urh;PH z!B}X<$zl++bBjU1^fK}2!JGlDzsfx68*-%*82iwSv~dz0)^G_1IOf9fZj#qmYF(w? z-X+Wgzlpvq%lIf`Qn3->?Y*3n1SS0A;Z;lB^q{^cUzr^kbCqqaDlX#ZvSu9m-eY9r zdW>sfK~I1l@aX+g&dD%9kpz>bFIhoU0;ur7DU%I z(6W$KpYw!rFdt

    >5CN`8TIuc?>h z*@>d#iaYF$R-@7?&aCE~a;)m_#zWgtaKOJ0j1LPh((9POqpt98lF2}QmPb!ySJMs1V!Z!Dg= zi_usG3hk(Vq^9p7?c4XX-$dD)QI@jr1o2!x-%~8Guav@A2u-RlE#x^=Ia)lfmv~Lm zv0jgta{Hao#E+3&puL1~fH}Y&lHV=tmHUrR=LL&@p7rM>YSGVa1-%z}%~YT{zUi`# z`ZaPZftT*`8zu*NfhA+-by0ZD}XiVG4(cx!!Yi4%_+tLDvL>Ry%gPcHc`rY)>( zbbXWS{J3MxwNbvEERI9ITqn+=I1VKdpGNI@q25JsB!x*qWyUPhTTBd`OLd=a5B$I8 zS%yj0O;C&{HGqZJJgi;Fdl)B-(ZwnkS=VV^T)ocS@=R`8PJ@5-ZBr{4<$OH!oKkFY zlG#r3aTOxB59yR1&))uMuInukvQ;75{iTU(?>VGZ<{BG%M%~JsZ|4{S#UfyOnTiNP zZH;kJ9pxzj+f6PiZu(s)t~HGl&Z^h->)?6}h)-cey{scPlYEQ5u&z?sPN+oNcx#Pu zqE}PK6D>oUkZ}4EJyy)NgD}4N;z#cJ`-}Yy22b8I+hL@vD%nz;6V(Cw;TL8`UW@#q ztH_@({}L9NWy@yDoNAt9-J>+?uo#5tef{%rTs~ya7LvBBUZAfl=C^IWVI#MeqyPPgP@Rl{K<^kteN6DqS@wyF*o@7qi`p`8-0xL<--wEQNaq8i% zDtN?Wc)#-IDdH_3@A%-i8A@#Ob3vP}faGa+y$ zIQ__0lAABJK!EPlr#$7_(9_){&J|w?#bZ*T-`@SN&4PRuEQ0v$zm8w*4n6meoK=tu zZ@^h8T4*9V4mvw``J9zS96Ugx@BCAc z!7`viAagz8~X2_e~v1% z*_V{U)<3^0KldG8=3ak)uInsHDCqN5$$(K-fBSx?{~koGp*SH|=s*9Rikf;;o`=>6 zBA2VO{Z{w#i2w>tJns*bxiIf1YXueZ3!N%s5bqll-d9M9h;s&~awZaWdHjJbgZ%aM zb42{TB!)%gIN7iBcHTpnT#^doW1)GAacUWMQOe#VVII*K)5LJ<7P*$bVkFDR_( zbHhTU;eOKZ`hww)h*)13t8Nx&rYK4^RfKAJ)5S zS#oE`>kFGSuJ8JJV?E3&m0bgd=NAt?pKK1}x7Yu?iRf}K4W*TW(cuBnMVll?AT#4k zevXwi1PlQ~pw=LO!Wk+d^1!?wN~nyt6*(c9&_E%?0C~J9#1W36NJLQ#&FjvhjDPE+ zc|nwfF2bu_3Pbwve9w$fbNas zOhyr_9;v$s6`UG=^!zu)se|{}_h8gxY{@MNbv1v!U@&?p$6|uqT6o94Ad8oLk>FY{ ziwhNBfvx+B-TL&GP>*5AQK@bBP}`MjOP}l;9dnfp9}Axsj+hLWudeS$Nv zd!JJ?3UQ5+oGP?WjMd~(sf-k2aP-Gj3@b0)u}Z<0j4}w~6h%%urI7E~E<<;`t~e54 zpg?e(nl2GeD!j+19?{C3CJqwN!=E=KW#rN0{+6h0`Wc)L{9LqtnPNZRcWvj27WIfq z)j1;KknLJd5Ew0#%fI}-C~&UvqkA!+50m-as7q3FMU3cB21Cz`Ve1KrI>11Qz!ZXU zlKD5Z; zsW$w2SH#a1HN7h$3ig`~0YjipBk*brl@JPPCO?mi>ME0$l(JlZC=qf`y*fLf9)x3@ zJSj{p57{%b$c2Wm&`7#H#JhR5E}5uByZvS;T~ig%xOVr|KZrHkmRdUtSB zr%z0j&n50!;r$I{l=r<nq32g-JK)T=K|Ucpch0<}Smcx(@B$ zLZY#A8>#MpcBbUN%$+YouM>`FN7?Lq{no~NsBMqi7V4xDR}cF!%8@G?+C`PEg>w9G zFQ4JX*Og__y8b$0kvk*g0j=lO835kI9GS5YQKIs9-1!EWR=nM%V*XaANf3 z*aKPwsUdJgr0!GtPxKFGeI9Z_dvQ*RH(vUMyLs1vdQR!vD1&nOf~(2`Mgl#jsZg!m zbXli>Huml(XSkara?y7TLV?G)s`8pds~~>fDm_+J+s(z1tDQ$1igU!&avER%ntOX= z|Dwh5&X}YJ;dx*kS?GGvzh1u28wjh!1~G-0xA;soF~#b{?q^<`<^K13aceB{Nym*} zbpixydX;Y8IDWv}^)NwaY8HJyXJ#9`+k zQf82fL8XaAZu&IYL`web^)p`!qd;{D>?kVZ{#YC^iRkyL-jX81r`1h*y~#3XsOkAz%m?0(B07%{NHpd}=9*zA=|}bUPmXYx*}}WaCd|{({AB`0dkz z{FMI|DnRH0@(BhyU&zI_QU%u@zeM(Dl6w1*624*6r#ryo`x7spB@}Y!4xZ@hc>{HQ z30uI}7>41wB&K!5Qny>nP+*Su-{fZCcU5uY06b;(Z!g(AXxbn6wJ-01@+ zI^JOxZ2YN5s{Sq(cb7@DB=6z!Bv4NK2H0G`EnhkEawe6-_R2WEK!q2k$E}O^@Wj3o z#1NGX0SwcK+b}o5CB29DU0LAc}Gy*e@;ehhIzlJoX$VVN0p{p2iaS}4g!h!ch8v&2!cOd|b!=LFU#eq;d( zOVUkXsBI+u0+E5x@gd|C`&`m+_(K1Ft>ha+SQ8z5&L95a;4_X#xeQa#@v4xXg2C2E+~GOVQw6@pMU7sGZb1V@;gF7K4(xW(EKU1ZdnwiMS~-s>>q zHJRKN~OKvxR0=g#qxHv0e3R>=uPR20p*+6%v|H zzRIw)kQ|jN^TjxJ{?Nh)Z>SDcwvk8?1f!cDwR6kE*&fJvBl|SAB!?a<6SlBnlDhCN zBP#I5`=Q zmvfJ6EzvBQ{#eiZUKESZdX#v&pDn+YyoH4beNfUoi&`&>!d*NC^8267cj3OYChwuP zv(PPyh6UNTFt!SE5UMPY{yX2ojeDtzYCSLC7L0wI^OcV}jwdsJDmw_B@M%I-8W!l^ zciCno*SW(=uAe;1>bXrWXy3_*^VVLi;+#eE)p5KO(fH5=AJ(&?vYz^x7eI-HeD%YE zta-{t>ojzipO-Qw>Te*2+cCYz%X=1_5f0#tU;me~Dm47K>iRH;k|k1<_tR zHI=@osUxE2%%d}NFpi@b(45%h|GVb)+!X1)(-Y?xB3m5%OS%t(;{TdHDZ|El;>q3f z%1P;}@)coIKSXN2_0jM7s;_XI6c9T0uvUOR8d_9!u){gQSI}0dKz0x*`2GJ<#b$I`aGa zG}-=f{p?3sKnGu_tSam{7o9qon=UL8JEQ6Lp9K3{T?m+7CNsx} z27KgzjzQWa#UI@o>%OqVnjTNGeMOkk<}WM@=5o3YBsBpJafk2S++B0qRQFx^_~zFa zj?QN+U>y=w)<3V*pM7V4>Yh@K#z{Yzq0rw|K+Hwrs+lvWVRDJ+^)4MfC9k6wW3w+l zGlRcB?sL1=^@H?XamNeUznSDg9WChq{JA5+7w5^^A}#=idNb zx&svWDk$xkG?8CKCtg4NywEWrixX%XP`c$>kl|%^zC?a(u~8#8aMYAQdFU%0wC=Tq zKJ6391EbPaa@#=Brb0wyRSJ|QDq;EtCN5!N0?=DLpE06@y{s`#_c=8csS`d=zx$XG z8Kd`5k4J6Er$>$<6GNajA%Ma)taSC;hZpIF;@m+_Ekq-+v<#E#2cMrA7!#q}Nn)4` z>X8VJxcpgPi!v?FIEk0B=AzU#_z_{eXW`?Nqn!;`&hB3^j4GwH)}`CeByv2?IQgzb zISjicw{b-4(d}W~n@j(k?bxBm;J!x_;Zrvm?L*&*jv|c2Zp}~#qc*+9GKqy=iEp`=31hd56kM3^F$?VsMh_Z z+WKRuKgLr3R}!TXWz;0PRRtro%2Y9e{_DHUv9NKHa^z%wVoYQAPwA6}i?Zl)iMCP! zBciu4B9q59A5~PRb{U)oNPat2T;uudvrB0GX9y*3Goe}}Dl2IpcH5&fWR8{c*#08I z2~F#^ZQVcs1t2+7qlEFmA1BvcbLA|$H_jm+Za61yR9)=zoqHCG@-<2tNME9T8PSg@ z)NnxDf4AJU;nYQ0=)-xQSu3b<5~m56S8#?<8T-)m$Y-9^7peq(`{Q}(JdC?-+a$|4 z`Gy$${Adyko$Coc1SkADKDADXGEDY7zIB?WnYN6RvgZi1i|;IY-U)4D`%$0XTz|_c zVssrROfA0fn^lO$iJIU0Q94>yw=hKbefcV~){2rp$vQ~aJt%2Nfj%52 z9~C0ph_)|9WH~vL&lhL%krJt|^y*w^GofXFa6}jPw4@XncI(tMr8q1H+m)|-wLMp! z-(JS2rS8PO<0IFZlzU=KSLs)y$8@bHZp%98LU9-lOM8#{lVh8UPA-ncC46p@@3i*K z59S7rgZavnXEAE*)$>R#h4W=q2q_=7-Xt@gqf`6l$IQAS?wUARtME+aV$#ua{>Na>6((bxYwrZZZy70@bjfQ|Buv{b1-L0oJgpX4r!IOkRBmkyC`;*wg7K6rI8?-;lU9rXH6RYx-r)I z#z`L|%GE|n(_CEfNAH)RaPog=)aRr$Kt#EiaWV=)+gBSAfaY@Votg!TP^BsJ+lk?U zNj}Qc(~f8z{4vSye#&np_x|^B49=?1*0yfHc||H5?$O0(v<;%#q1waHRp^3I>-V?& zN$$e1+#+*v1Kl7|MNx}+oPNTxMz_qq-y|Yxc@T1KYNX@6Pt6E&3bD_pWM>Wn&HT^utgI$f zv&ZhAicrJ*JuF1es#h{botNLu+*_O*)YOmVILR8%wqLlQdtvvtqW1i2S+qIlF)i0-? zuaf8!`nf0}ijpN1>kGfX!eP{R3t1!HWkDE~g!l(}wVlznJfiy>Noe$5V`2S{KeIjElZ7cB!+8zn?aalE}B?FPaePm>xAJ_0P}sIm}+9 zWmOla-+P~&NpYb2iro@r@3V--)kn_gT=QJ!<`?!Tefu!R_BeE@cp;xLg!_U+7VA=iWK4=fz>Jf{;b&(X0){{}BLH>lM9)x29xH$0 zPjjFY^XXjgd1|H`Bb27TuxNk%-c^HLME5W`sf=vsEsn|MR9SgVa>AW)RBF-cD@0#< zXO2W;%yW2xA17YF&%HT2@Sesq_Y#S&T&-(naf=c1GRc2~0?((zJ4+%7pi4ZwoTjQ< z=gc{@7iz_|%4z4;3Mo<7@S;0V%1oJ_>^DLm0cF(gVj!L^`EttjCjmUrHtr?uiIR=h z$xJGt=?E*w{d0(tCBIcJK~a)RpypGVIeSUYiJF!pF}sN&P@55GEDH8*|I#?fyR)N2 z8$>P4FhIT|QB1t^zR?opY|kquMjC&jelyVb!^HYx5namn8CMG2}sYixBw_ zb3jynktB6#8OFPqpo?n+NUp`hUudPtXD1ERjm&S?gFnj_};6;BbWE8{+}dRTx5i!-wzq^NmMeuII;X zF{p38VRN^WcNeEt_z@MVb@8(_wPC}`@$ zK8%PcyOe62cP%`YV4xm7u!FFiq~?H73?JWTLJ*DU|H%H5AC+i0gy`r(9ZNXRcd{vF zoxrt8Y0#um{lJ-MHE}3Hi0&XiG(u!QYXPDjairO$JWWDyFwZ}jQuxay55F)gZJa#w z=vG;g;>;<|89b>1WqB`&nyd-YC~K}w&S!87%MQ|yhK-Y&H@Q`t`PK-azu0W*jv9KAUoFgpSU4sPJKHVqIxp9Jn8~ygVk|WTIUx+K7c)vgPBtEG` z1?NeMsoE;&UauE}u#UyhxhBoq&2M5|tWpTZ%=a!nz4V4w+JdtsQL^fIrtPzBhE%0Wa0nJ&8uYX;|reAXB?IBBw`=RxM8=Y6b>kAk3Xno@JGZY-~ELwUOShH zfxxF*qYi`|jd<{~0Kce5idu;Xk5|OdOY{c$mzXRdzG0N_N+HE(&Pgg5AJqW)@xSI} z(HpVo4llf;>SfZXkr7eHp}EQ>Op3do@_Vi#Sve;UKIf0T6mvN%vx9~}4IH;)#BWzg#kTsw_H%x`rsZzrCG_ z4k(lNE{Sn6SKXC4=2KtSR2!n&txh2vTO>;4XJYbSa=fPQA=j>~5E+8Q3C1_%bjjcL zqC5{#k&Q{Oah52(edA#GJaU^s>2$$W8RJyAOl7`98Sh8i!?y6?^Rpyh^Rx=IdDIVe z6OK(|F74>nU8A8WH`=oR zN7F-`aBxeBYje{-XPiuu(v*KGjxk4HFy6s@<5SBX+P#ItfroKouH^Fd8GLk|s_pWRg>zw! z85He!!nqsDIyjfJh1Opewzobyy=ZFq&BakAtQV*Yzunqcw-LCuUwhNbh+gKFhbIN; ziO^GBB$4Ik%UGlijHSH8&~oG0hm-odLiKvC(2I}0cUqPcAmb0~;jlpOuIys;6{m>d z^v)+{W;xOyboTFVsyI4@1?PXw)Bd&OBPM5ZSmNkl$?N|2PqG;f!sizH9X*-map&Aw zb8_p(3a!6X;1Fj?Mwj{FcW{sVn#!Jt6_Kn$Y=*?3S(dgXs#zH1NGW0a-ma%$_Ni7U-|HF$&neB0K0&Gsj=I3 zvkZT{Uyk-RYmy!H;2*E-=X}a#9QXjjjGQ z7kG0T<}B|fq}BE7;PaC=b`2s-{b<-u9_2Cyinw{2-V3c08ZkfrIQxAC4u%xQZ(lIz zpsX-iF%TekF-AS2r*Z0ICLi^D{mFYKpeKa_J)c1B+m-B@7Eh^OlhC|jGQMt=-%p$)nzn%H~X#*z)ZR4}=g!TSs z^W1jQw<0)dG;31N%@M;Pva!&vYM;&bLh?;Q<#)Cys{2ZWhDO^`2f3IL+T+XJ!#bsN zejeXve9=ZZzwWyF8LCC@M=?@L>i=TeVdt(`2$)_*9B5=cfcR`>`A5vkJtw|{I!4N~ zFR$pV*!z^|sQt0RtZ^j%4%RXl#P&KRC>}%LJL%!SyD ztY9eELa4_+_T85&92yjeYW_A#vk1s`QuyfXm%LWCxN zzM#PP`S-bpgoa*t~LlnNbD3yHLj;Okz_!xF!hp0o5`$&{shzt>Lsbc913%Q<^H3Xs% zfR--GFiFHT#u5x-7$(U9MPGCG)t%jj^W6i_ zRa~e*-&0I35dV7QnS0L53FRM)``mEldWnsb7`l9i6LKO(No~A`M3aOS;V96<#z}q; z_YxXdb^19`qIYnb2}gfK{r2#_KGF|s)FjU@5sB(8JM5Mza_{S>pOHfIn1!zu{*I!d z|A?|cv3=JQGt%up{=k-L&u?gm`j5ztvO+o0dssznR9SF(q&(`Y5G75xuDyEvF1fLV>A~|?=;YBM!|D(>PlHxkov^4EgK}5_w8!>> zf1lKR;IpqP9*2IJ{DUSd1_Bp~Vp97L3|?{1mXF4X2e)$k<&(d?Jv+#;MLDAAG@m@* znX`w5{E;xR_~J+J>HgCs!a#Gh>OKs4{PFzzMo{{QFUuV$DEs<7-6~LjY90Bu%pv*? zpDc6p#_npFQ)_?BdB06S**ZxaA-xyZtMK!076ep#^k*X_U**BFzK9c?9Zx!>rQ~RC zk;VMLHRebkiz1ovbcp2rJydcVD@``oVaz;opUip-))&@jw?8%`t1ktYOC(B`oRFl& zAmW-f>0ASb8kK3nF7aK65l4^3ZE<29cFR=v-*Jm1UsoG9NsP&*$RGLbPYcq&munMM z&e(_$r9(ujFI$SESChsSX>9#6wed3wY!gGEE+Sxh8J9(;s`n6D>wAQeCoGJ?8fDI0 zdDyKfrm%21|NA4Ox~9L*%|l;`6RG9~#Hnc9_{C1sDX^9qDD%b#M|5$l>ChMTI6Tw$ zV|?7y$BED8#(IrF6z&sj8My?; z37kE_2MYXr23+*1Fap825XH)JpRA9~FqsSS${#c1WaY85GYtVlUnc%Hyffs&d-KD&?j51I z(Hsa3B_QZ%iDn~WvT1pqDo{gFhx0%j1&tz$@^jx^vXzP&4WMP};&wezV8->4alglp zVvj4serRtNa=swWOvII5^*911tM`+%3KwMlNW1Gi2w`>eeDh6+(^{2Z=8eWWwAG(ZYog;zN1XI zo?PECa@7|**RTuQXBj4mAiq$YGKd)TW&15s6lgEMo9f$eUYISBi8x3_2@V-Yh!Sv5 z$usRoTH**oB*inY&vI9aK~e?d=ovyEj`QWt(ogr3NX5?OxkD*K>+_LbE4jW9DX2h(|&)|+%o{22Ju<-etvJg0g++ZqCfKyCy~FB6RqYsGx)#qa*R(0%{E zieqEAM%c%6jF_JzwGUL@IIO6UuNfng8YkHg6*?&!V0~du{rF3>gy|*~2!NwqJ_mTM zyQa5(5CQG3ZMvyz`*nzQh=!&eXJfrDXGwrXuE=@T>?%ZEzAm}rpLuPT%zvip?#S(P zqUShU^dHX)o1V{r7cR^^hX9SUq$~^!aZ=eaJ+406pFzNklNl`RlObRTEC&euBn$t` zgo-WO2f5-8V=#oy34zLUwB&rrCnyaklr0WCoUiZ}%G2e1@<0|U~EyJgy=jWR@Ah9^9J)CP)ol%7hF0bQdSCOIGPCY2}-e?3;pEtA-@2WQhL`Sp_= z8>27Og;z^{utMcOqGUEP1Zo-q=$tPYHYqT8V3_oy)i6pDg>aHMIuIf53!e5@+&Cp~ zF1NK-TRAHlojO=hKn-1tJT$V4n-}tY_4DZV5XB)h)nW0=gpU>aeUtSXxlPtf9$j5X z{d?}vG%Np1T+}3W*42CH=d{ufL-^TG*SwW$ZFM5vWFIPnVc1Mg$Q(KY4j))hf2|Q%a<`OxT z88=YAzaBD9l51Lp_v4*^&P(TSX8$J=O{!kP8mY?uFa zx;SV>33+PN*rJq-QRQr(ArOVY?T<}&uSL*?hs%;Pm~;oo)345QVFr0304fO$6&AilgB^V??5UJ^w1`DLR%w-m?6{%5pH zA3{+}q=2p~UU+MEU=R%(@1W(ru3yK%IcJA0Bp;I)5H%_>U77a*+P&ir$QW?-5VXwX z;)GU>JiGqyrwq9q*Os}-rjowH7v?}*6T_Y_gCtsV-u$+XhzH~~$vLIQNhn`Qhw&$= zPows6LU~k_)x}6uDvUzv8z2$-m6dC5n@FiF{5k&{Qtxb4qLS$`d~U&V2T zvFS5$8pUCsT(v5*#HpmNh(9*wiwLZV--M&C3h6SQ!B8khNCbx^m}p>jfk6m4A%>lT zR8#&l6BL$zD~ZuLpP&~xUl<;8(X>O4+fSH#qViC}-k_BE`L1Qhi$fsOD->6cooxsh z0){}XK!6C2=gVpOpgz50*r=nnRy1c3JF6*&fvzE7K`=doo%>C;*f zLDC~ccdO;sT{ENLgiZltY*?7gkQ*#cP-x&;jS=)yp>K;5qCHTml42lNxw!Lfzadat z5Wr!9Kb2fYNtAA*?w*#2l6V`**NfMq@0m#=d7`4#K%&+@)%-1c%D!Ad`+k^1LJ)PEyco2Wb?%Iw*5EFxR+ zsIKkMu~Ul9y@`?Gj;k^`*s81Tb{#{Yln5+OdYLdTP<;}quJXU%GV52}7v5r=@@1Yl z=EjLKpK$!^9~K1p-lL3@9LF$;thP#KK0UL5e1^fv5&s6A-PUa_Yv`(y_dlC2RJc>K z9Cr$d=)3Wdb zV6hzL9Y6Wv37Nv>pIXZxb*&g2$s@Vv4h!7r11AR2AJkL<58c#UFhQin@Waa6(xc^=@+>#8f;_yyxFb-xHQ?HqGSU4IeA?JIded?=394fC!6| z56$fzy}m?`s6v}Iy(kf2ene}ocGjhP82%kl@L?c>Dj4N;*zguE?|=VUloKrEh`jv! zCz2=i!)zmfUpDSDN{FO6!pLW+Ip?%K7Lom~EfeN~R1TU!=VT&>i0F8@Jh!5jXA9-4 z8XS3Mp<(w0V?Oj!z9L4C>v*o;b$jK_$s+mvg*5rsh$d8eB&{pF#Q+>P{-Tii<&VOQ zzB;z+b;yAom48!@hqvUhyD4GLZ~xq8GN)1DxzX{QeHe0Y8xpUaCP#0s<65t6mwyDH z?)u9HDFtFU$8M5ej{^_1r(HW`8};e$am-NT7r9w|dQBA1+aLLBg-bwfeaTsEgE{lX z*DaIv#SC#ySlPj}0<+2mS7m5a&%S(;yGZgH!j7OqZmmm&J%%wpN*G^{J1|o|sto&D zc<+~A=Eesyj4S?r9HK^uq1Nx`#y&J7r(u%wF%n)TMniJkKlt2Cq4rxCj3GlWXdh73 z>otg^94N-$bA&bK054}R&JZxoAj}`O5T}Hs&W2;|o0c|W`3_jDQ!uL5q!7iyTrN&l zk^86uz4wp{GGmqQ*DVU`;kOqy&(U*jYX}$u$q+ETO!B#7_Z_n-%A*|7!>B7Oi|(H* zRN-;*v*bXOy=7P&&$d0B;0}WhmINPMg1dWgcL~9Q3=$x?ySsaEhY&nKa2X)DySu|6 z|M{JJ?|a{G_nc4tOg~fI)m61i_S$Rh)$e#}VoVBu@I{3>14)>y`_Po!DqMzvf{|6M zUN7Z_YIa|@*b}?AQ#2-Iv_jiyj*j7J%75(W1oCA`k{TQS{amTy3V3+Yz!eM`<4s4W z5YWm-A*1%db@yc-4n>TWqHF;B&8y(+N_v{K|EYUx8IkJ?Vfr(hVpaLp^5`!>rug2Wz@#Lti&k$#6DrU+0s&@eW!HCv7Us)u3 zd-;N*^;fAg)*7RJSz6@Oj7V4YibU6m*Dl}ENzhtP8=kjJy0Xi`OTy7F4$dWmpk*^( zPXV`}a_*4QURX4Xd5s(k$2LA|t8bm)Yiew|0R2u1FE&k`M5*IbBE6ML{MO4@2YWc!LiTFY_;{iJ1c~M#v}i#(*^Oi8z<}^jxGCd$zx$f zs}@a@6ZuWxbh|FE69?zQESd$hahrlVmObWpZ98oFPHBiksh{uUap%gLu+1ttV)xIr zGgZiyNNV}p?^VOocSrYq{=y&ET0|lWaeW76O~(%w*>^r%w?zG|U3kFi;^l^RWjdR< z@M^2^i9JUK0+bfBG8qS`_sZC44XBg^^%a74nPU~PckRAca_9pM@|I~PHX-62uP=LB zjOt@(ZZX7k+Q0PeMdopI*a08tBF{F~#?{xG<5BoQ2wu9M_V=BJ!rFcyazt8?sTAq?~8eAw-L7ru+27Y1|}5UUL|3sT$posLhLzSC2+YtE#n1 zkA%0+&7SZ8jVc}-FJu~96%GnW=RTvu4Y8H0;_RNFZg1V~vBGjMW6 zmHj0Y^efDy4`myDa+Jgsa|h~d=7)klT^reF{%E{r0a5SSIflYGbr3Um=7}ajY}_v3 zKz4l@vCO;M11My#HZSRj$E)6!0l((0Yo*R@KCSJtmAuJB=mo+qeo?rjt$9|vSi!^3 zl}hkB^>!=QoC=%y=Ww zIk5q(l}~@KdYAC9Y|{H&E^lJdm)F_Vd-^EB`)T(7qXp1a!{G5H7JJ+wg?rdW>@p6s z#Unx=^b3YZa3yPs#Wob5xQXz6bR^ulLb5fVwk513xZl|nP7LJunngWTNLy64ZAgoo zY85%YGu>2dB}2a}Uu=c!8mHFBBOP*N;Zx$=eqJ~1gKdmWO9S&NmjAPI*?$hdmZmGY zjH*;l3|nKxSxAXw!JCC6(<>k|D6B?A+=FqEzjys|fm7Y$Cl54~Aqk?7%7pR!)cwwkMY_mY@0<$CyNqb-gcil z)uFDXPdeJrSk5I|Lwc2qtEO4gRe3hy=gM$Z8j68iiTjh?6mOnpCa(wBA5Ig!9cl+*&enB)|&O6tZRsh7DD1YSCx?QxhH7r);k+}Uw)D(H; zv-g4G3nh|Haycf^PSuOV#P~dfdwD9 zO?6knwGO^e4O7n_M=dtE4|$|?DyZl@7xNU#?O@7CjLtCG3VTA;zAWi3PnuN2}3$ zyZ7r-xj*Pg53vjs_EXY*z#-0-qNo(;{CfRc$31SMw!1bUkS3lPT)&m_2_Z3xYJi%3 z_4Zvx1YEShz#6s`qjx@Q*C!o(Nd@uHm@7%vA!NB28-xsD%3@8`PxeY_mV*F~XMX?M^d|+Xb7aTg|>bRe1ggu~wf)x6M+CYw4_WGJ|=lrXL&c z0L7$qE&JG8<7MT~=+p(pKZ>~<^MA0{9%=uJ_%}dU(y9O%8x4h*P!B59(ZGxfX1Lnj zb8ElKe!Xe`b@I~2joz;x!t!5u!-U!T5s~ zENLdb0Mz;wje8h4K&|Q=+p8bG=hV;`kK5YHWu)8B)Cw0vP9wC`ARxy zEm2K|j~G0xwMnBC!$=U7nCTv$)Y_HCys83zr%FyOp0f9ul{F#U6Y=?71V(KR-EaY& zQ3msxe$kobnffAjRV!0M3TaXSSt!|!cEEBo7^y$G z2)*T}acCu1(N8`$6ooZGHK5aF)zNiUk$!=*V+!@!T&vM_T+Lt+%P#wd%lj9uCt)H) z*k1F+gX=ln(lfNMf5)yrgF~c`ZH&wbrke8?(6ND+Pqe0$WvQa$TodjEp&{#Qng4@R z%J457fNA^#Z%<{%_b+xAry_eT^nb5NNy-4TZwPcc5Z0+Bg56*0+jq*j!xOTI71R;R)0yX>zEbdR#v%6j<&0h%jY#q3HTR+t<7xcV13BCwi(isl_e^>UT&N|Ii!E?Tme%`~d8#LTbjsr_4lsG**t z1bRk>WJCy zj>Tg7P?ZQA_RA!olfAdg_dFn)Qmt=@D6`Z$WB7-4Rwa_*#TZ%Cs2i2x;Na4j(41Tv z0RBe?$+6&(kS>QVDRVc&t{CeG-WZ7v_Ys2ZB1k4v|I4utqnGen`tOR#3;pofr-L~u zvFZ>>{spc!i)u_E#r(+SjP}qLAGf-JMfcT?zFAH3yd{x1dFfD7^ z!1J3zjKm~=-M6iGy#AEQWVVv8L^d?0yr7;3OQj5buwJlcsC#2ETA{df&`>w_sNG?m}gLM zs+(e#o!5BE;WoKWAz6O{ufmJQ+2#>*x6uvb1i!r@DRlg}Q31B+Tc(c4G9$P&5vI6Ow;P_8v%KL1Dtwr#s87Afu zn^X675x7YX&8iU?$8BHJ^pnJ(Y(o;5c0T&7xj&4S)^Ld*n@sNWC4IGnIUV$B;Job< zjyU6+n$Y40Uj&MwS9V}(ibJl{Lg3Y)d5{!}jk&i263WOxda6?8IvbqSSJ=#sFxlsM zGS8&5W>(}Sbvi?5JXZ6YGpWY=+cFM_;9ulI+`##;NP*8gu0DslKHX&p%uo_rXo_g`&C;ovz*K)RX_C?89`0BvuF_$={P0 zvec#t%C(|lUnzMlkNcIFgI{A&&p)Kt_GQs|~ zkpNZ1h@sj%G951`cZa?+IRcrZut}f=oUdWKff&<0JAye*jE#WylOnF=`vu$fHWk7) zli>3{--B)Lo#?J^QcPo{}{NqU$}rrl*;OHtKHwsLm?MkXRV*`@~e+CiH01dGqIX zxdeUG6W}oPfKdZT6sE!)tT7;j(cA#xvJj(=?0RK8K*nCAx*~lxe-OTkD*bcQ{k^?@ z$vMW3T*aA|PvoE=)Q;Bf) z19ss-ckF(%E-Wf`dp_dXmAEleaGrwKsy~qR4}9mV838*Cqzaroe2*jwohnYx4-sy| zS@iL9+o)CLdm2loOXU)N`>pyl$J_i;+o$@U_S?@oel)ZlhrpzbB7SI8Kie(ZlSwGs z17<#+Qxs*c0CNhM6v8Jepkoq^{~513j+lQbnDw6WRmb-l$kx5W@hg#PILT_%r=%G( zDQ*;mrZK&R2RW4;w+E)4`s!Y*x&xHwUvcW&>k-YoeX?4%+p&$KdTGBVCxnhBxB1eIxviRhB7kiRz;x$Pauvag+N} zt!97L_A^pnVpjsjH(t~}JJoU|Sc}|zDn(awW_|sfv|PEMA`OKkr)+%J|2i*=5wiez zK#riQR=$ya(U`S=0+?R43hvc}cf(`_yuURn!GZ&3{QV9r4AyHG?i#tR^}PGMe?=+F z{pDTH>MGldlQC99GZoyY@yBGSMBU25Y*Msa*o+dW6%<0Z>uE{z@PrA6B_IvEnT--P zrFqJzB@(Vsz$P8x|)5Bnlx2?W`-&xpT+a#{ODZJ%3{D??$G^RzZpBnYY$Ly znxY`iX0f}Mb0MaM`I5Ijb7WN}!Qud>aS@aRe_6!c$z@7VQ?_td1NwNUWl$m*Uv$m^ z6rpsijk&&h?eyiQp9_>Z2)AE1&VgTHxY1i$7Bsr#Q! zLx#A;l7bmPeW7=D?}1G{54pc?4=XD173aMcc_{BSfEYEMcI9p5ZVZ;RUGe*}lr#Xs z&diAVf;M-_#5S5rD^c)5onc@j1%bmpOm7YR_X`VV5~fPuVJmcI46k|63A)HgXq*-)vfm{V`Q(fb1f+5_f-K>0FZFt+gZ zrw(N$DPY0627}_Ihu7|k*}c1)ZU zPf4%#iRYS<#he0qmDLVFALux4Sh=nL6cbgJN)di}<4tE=rlv z>`Irmg7*1$KPHbgk!#nS)VxD*cVky%*rC(zfDRFhQRnf;t^ess>(;qy7zOCktzU}^ z^RJdn8{3TenFcn!b-umU6U&k6r`!Dr+ylmr3$|+3#&*7y3H~cYCq0E4=eC-PnqcfS zW)IscdvLIZ_9T1@!lVbaa{~gYROcVPoDFm9@dpHS07)F!=G%drD3YW)q@`YzF{$v> zHRVQugBAon$l@9W{RafAaGG4uZ22FfWr&FN*XdehY7H@p;RY6sf%>YwbvIBU92Hn)CFt}B>5K?HwzG4xfp z)F||B3^YPdO2cbchT}S{$DA8QfXqHy$3;_FqREEl7|SNVDTr)jYFhPNP)ii2d>x9i z!(#s48KYmqu*8O366ZaOH?QwL>gv5ojHf0ggNM@1!d(4NE(G~-*qo(iRUgAAfuRT; zB8%b5W91ofM{I~14oT2MVK{x@fKXY|MFBrrvZ78!)c%;5MoY3B_4(8vqBi(uQhlSc zNLc_&ZoJ$DcZ*7C9bN`tEe2{#g@iS!KO&Rql~P~i zMB%ODbSkzq!h6G5eNjH@vG+VhJP1q6`JPH=!{{R)PrmlK`P!kW<6=$l`cm+MA8d=x zER3|#9>B{5qBY`%QQE0;t#5X*JI!&oDyomJGoo&MJYBo&3IXRoP$v<;*8GcI(}e0T zaXZRXpTEI(7ZHByng8L4?{h+%ypzB~OXPWhWPG1-SyB1~{$_Z10Y>m!_?t9niKV7; z5ly5P+qn?`Q|nJ!3f>7(aG?4KyzW-Sr}2D+RrVxj78c4I%e)TLpiQLXGsltn4lE)~mGx!iu zy!1Zvoum%3YeY3(VUYvppZP&3zE26m5)!@-lR;jkX7@V3Y?hW4sl0)c8`zMbAN9pa z)!t^INFSqA7|Y#*kdn&-JMpJ;J@1GjP9ST*1`iYTY*tX=f>gMAO(c4VsC>ZIrmdXm ze#k-`i*p}u24}q)c`qM;>mRu_F$rzLX}!_%cgC_%;gF!f$gX3JT2OXZZIq<^Y0o!v zgC|2|I9Tv`osXt@IcM|hmQ0Y9AyCRRM#c2yV!MJEG4_83~mN&=$tdh3M z8V|0Fu5P!ESWbO?URJTi}Nn!k)CtoY7GB zV`~<9X6#H9YlehfjK5b;%(lgve~5n*?H==p@EVe->bHbSe?!Ia0m&R_KZCPC5XVC- z3}s&Bg8lwquKwGc^$oE$27ea3&l33@JtIk`o{4Bn;|mj_ zn|U40P@eOC@kwe~d-?@pQ-Wl)jdrlQhfsAk366?@e9!^AH&w}SOlW0oNfyc8 ze!|%;+GIc0UK&L)5*k)Ua678^B%1>FVmJ|=$`Tp+$IsiM5)a~`jTkR4FGI_N1{JC| zOTrR)I51~NqIhJJ3IuPF_YyG#DuEF>Q7Uq7aQherPUADcQ*GK-czf}Ov0(~}E_gZD zQP)ZAtif5j@`2|jZ`ng2x*r}QH_$#Y&r%qe9OWmlwp#pVA^_5B$jIpnfd zXHDqqMeqNC1Q{{{-{%-CGY`SFlME_mWja)q7BAjrta#>7%?-Z}`VtZBq7xF6eVB(w zjZHJPH~q6ZTBfgjrvzevyPZQV5=FAz3E1j|9XD}VEBaxcbUl8jx**I%(0dkuUW=m( zoeLt}b@n<7!KinHR)NiC6p3QOuTH1FE#2q>3V9>E@?WG9{VSzTL2N<--;&WnJBb|h zau4AxnD4@lh)5>~z1^iL>+gGU!sBtvQO?y(6YO9?x14a2%8ZE42Ks|keb67PTi_kE z73^pld3nlK721cE54wH{wh30rD}8^`kZRL43&lV0!wf{D-}zd9i<7Z0<<)%9_~Q^!hsk;g+M=Gjv?g}|Wb~as zNz{PFb1!uJ(O2HDii;F+?rxYTKg4jn#oj6sPtwogh+qd&S@V|5ANi;yX>5PFx;j5# z|GCVwe`GnXi)-Rf^nIA>ea+LQ$O4c0u94Tkh5R0KJ6G1 zhW>W^qnZ^@vUSk@y{Wim#05Gb4&_fTbL}#{K6lYZtr`l8wZPXgTg|kW7wOOc*tpqZcCUUhOx}oio8X$!fw= zHdrv`?)N9Lk|nqr2_8=tQkUv*tc z7OzoZpfpFum*Q_8EtZlZ`7N$T^^*kF(U$#2;JiF7>+#Xx3+*wO^LPCa4o)cbTGM6F z&Q={53_sa>E*hntB*(&Av782C7V~Rdj*|A6htERNF8wA}LKg_G-ShSP(_j#?TgRVs zr6L~|L%1tEjM7nPUI33=jOam=KItvY+FfoGkecHPx zv6>JbdjVCiCVU2s;vI7^8W#{v@}^+7EzTd2Gl&y}XPkIh-;YPs-K$*|DLaVqNk2;z zQ_?4)O6uXQkbf5lD;M5wv1C(>TuQ&tLN%+*G{GAi#Srhh5~W{s|BEU~qB3*LteCT- zc>K3!kVW`c$;s|@;+R*b#h8FbT}7>W1cRXmu>QQ!}wiMu&|T*MkZZPfaDs`QB^ucFOA9U z!#nzS20&2wdf(Mk3r`|_kHX5k3JA_Q07#+n#WxuR?3)ndf6N%Z{dgD}?0?nYMO~l| z<#=6I^PPcUijQ2 zch=ObIZtLq4(j0w;rZx5g?PS?>`5UV)Qg#&gG7{CNHH0d-ZS{&EOy)ca(_@7)3-AU z9YXAx=7%jy=kGC?ndc^s3U$z5iYUHXV{*n#C7S zQu{!Dj>fJAC{eBfh!85s2Xi-yc|VbWe0uq(j?uSI7c}MVrA7w_&-9wnx>r2!~T(O8*r&%mnyMuQEAx<}{(45zba=;nh8`RBtKh z28{Xdc623Gratzs(X`B^{atpek`x{y+ooX0xi9Dl0sRB zF4cfU$|G_z33fBH<31~Gm@@6j*_1=j9Nc?vK9Rg~3;W;RV(t)M{0#0W6)z>q1{%E! z@q@(b)4#$x5;zpjFBA3i!a@dgTWA>EK1wRHg4-m0bqHHD&cGbff)E@G|H@=GZo-6$ z)EDQPcU{E{^cTMUfShpg$3M6{6s4!!;LC0R3PmzXON+6)!mPbht~^C$u_+G>IBonO zjyEthMs2)OL>~!n`B%-L_mB;t=O1mTV3ex~qn;2*@ReK++AZ_o|Tk#?09U+Mg!9x z*{WppOcVKx&yvUK+q0Zy{*^gMUq zPxRsWvBd2dPH6{9Sp8ub>g)a0)&}8X1DW)nPSzR}QTnAb7s2Q~0jn{zo7=;wIM2owVf-!HT7D*>O>N!C8r|^4GrjIlyXF6T*t5*v^0x z!yKG25;vQ_X%f{)WLTYqfz;Ot;E4X6gPiG^z5+4LAI5+uf(OnbyLVZ#*>V7<@P%T4Q2#6|> zOBPJBWGQq}6p>}ov*=yd`Gn$3s6!tH$2wzBn6{?6G>~oPlbNmmjFPwhhrP5DJK^8^X%RirB3C`+V0X;HOI1?`EjH4Vyya11KZ$6KWK?7W7_dyeE~}k9e*spC5@@$ z9o&Qy6ZuV+-ok4A77hHfJKfdLbV2k-SbQ8vIB^>VNAV3Qv3LfK#eqMe2YL66aQL^% zm@;P_9|!1X}Rg>Ug zUetm9EVU1|t}x2MKer?)OtzHp8Gb_k31xv%(ivdg=lmvEuHx^1-4q?jzMLn3 z|MOqJ{$azy{`r4i{L7_aJR!}0l_znNO?BBZVprnDP-XZ?qFZln}p_C9|lvkIT zZAt3isoDP)j7q%4__r$cKh+m)`e4#OWaGcUV)pNS&3_mClGSMWf412F)(h6e<%lp8 zM+<%Q8{j``3AU{wA^88P?Z4ILD$FRA8qC^tkw7?C1pnPnB(2hnJf&1sO~iTQMNsaKMV~?yA|~9#(@LAJn{>?<(*?dgQKe{i)AVJFs0hl=Mgy{6!P) zC=U6*WJQVh-B#72xY*4tH`&g(1V2CD_G&XBbiTSqWO6tg9moE>qaY*^sLi5?J2M2` zK$_etro;5Sn+RY}OXAPc1(zHa;u@GN5CrE|22z$v+Lwz{D|oku*x*8 z{-eR63LEhpXaq}^|4}I#8JKy|gibSX{#)kw--F8^1hW+4;E0ot|52#~D%h}3kgy?u zaTEWoQS~ol7sZFAefg(9VMyeEP-+MO0~UrTn$R%)Tm3~lzKhhFM2o4ezlQpR3mGg+B@Be1v&C+%RJXuuDUQ1h%a)Pd&U*4HI~12Sshq&BhRB- zRb9C=-bhv^kI3V%ld)*g#QyOn+pXn$xp8LQgto7m@9idjw`lSU+(Cmf92D}qn!ttA z&=wQZd`mr#|80^|OxQ51=Uzs%4TK?UC||EF_mueRJ8h@g%+tIs`--{D(zfY%tPLPs zR&h28Tm2r5@ThEyu5I5><2sI7h(BhNf|t~I?4+OMl2&ZzG|ul)Lrq5wcKe^-8T#DV zkCS_=2sK~I-;f~{g)p+Zp805ac^1}u@vI>Am&WA^H^qJUYjZ<(Hl+PpcB(ZGRe26u zBKX(&>R+pgiHE44$MfB*At6vZ;VB0XEAe6V`^|Fft20N5@nPo!1(XTn9Z|OKn(IMY z#`~AO0So)l6|SxJl$H8J=+BMT@oaB1_`9o`k>vqnCg(G+G(BkJ*Nx>3=&W0&g8{_* zVT{9VDUgwnrMMN|cLi=>?$Q2Y)8Z5!?B%_^kfE<{-HyqgxqaPRHmz5YUK}*rX;(jNQ*CB- z{b(uEyg{XlaC$jsu~`>USC=Dj_3QC8qfP<7_lK|a$Zoxkzz-jjw9g{aqmWBU-N(J9 zy+f%tte?*S$}Sgo+a8Zy|U}8_&J>7mr9DhEW`^c-E zoBZd&_2ntzzG`u%MT=P>@GqHe;$G{SzI{ULTsz)MD~t0Lk;Y3a`3~{PEX~c*VpG+9 zTMrjcs%3@LmBs_%*k$V66&SSQQ=!q;JU`!(x~fMgd3gx_hlu^()0XIpC~UTM-4fPi z#PpY^`fYZ9{(RVy-Tdj(>T|>_K;pe`@Nh4L#q|}k>hW7&)xg*5RO&nO+d4nlM9Q$d zJToc(FteJveq1h_O7`$c{KS2c44~)SJlD6r2%6hf(hqP95!b68cP|jPyRoGfPd5jT zGhrivy4tkw3!x=vd|is)`-gto z;eP32M|B)4qm7wcqt7X#;corXtaPV=^tLqq#i?3npaPWnHHq!@ zSDw?2fs2POVsY(lD8mcR_g2c<92_e~)er8gS5^0-f=|gLUxnV*q?U0b#Nhl4jc&U) zPn}yE`B6A$*}0fE7a@Uiy$I8uC&>{)MkN?&c{miXAeQECW(#4*NR%}Pb1&N_4cTTb zfA@1p+a@cRUBwHP*G}WPIl~)`bv*tPH*JaDtWg`|yck(iQe174+xBfXTn-*fGd_2> zXl(B9Unx_MS3LSFJ-)x_A=SnaRJ2N|+AAp>>XzH~pRn`4y6%Osb^uI*0{3z@r!6t% zp|PK28x0q|Ud>PWZ>;>@TwNJuA}>{gmrsQ*{XPfBLryD>ohB0+Th?C-Fpq&prqOkm zt-!mv8Md)XJB8|<0o4HC=XV``e~mq$%zJ zh0)J}cL|)$%c;W=PE5BM+riy|#J$u#2(OYb;aUkwazl^fg+_OT5+PQjTl3HSC-X%u zm$ON7a;iy~+tZH4@rA6`bV$R6ST3=TuJb}5^4ocOypOaF*h*pAvh&Way3Z&fom^59aFor(2rfr zO;sI>IU)X{ojwH8Zx018gDHgC=tiYs!c^*(2-1kJrRNcuZsHeaXmBWrYJN_>|0ykp7$wbTDyYZmzoMWc7S87Kk z=Wm`BpQyb>HH*W6aSV*L5m{7gd{NDVsH6GS3h9WEo3@RriAg%0lqYqw^HUSvo26)& zpq?|AtWlmZH0e2-G)_uKZZHzU z?us{=UQQIZ4&0ABzJ6G=+ob}&T82x=xbiBVX92o}J#*OKC&zt?yt~e5THrGVM;uJi zt8Q4Coi)`f6znzQ?)u%qm?tr&m1(VDtTSqiFNs}4*_r83(hlbyFB<#<^&bSz!JEUk zC)U)#$?R8zz}~jXe3b9T{UnT98!iOibJys*gtj|;nT%H#;sLTI1}1{ij{VA)0Ex9`cGwwtiJWiv}w?g>DpbLhg%VB0G*ps{mtB;|gYdNSNTLqnH)>gc^>Fsjdg*9zyqfUZ2qQyFsU%ZbqSP1+x zr1H{yq!fr)Kf&buUfmUPA2OZ|NiS#4yg4m|pUc@0Vgx^!4h|8~fxgD_&Bvw{U;yOU z3bxgyB@!1(WK@py&ycUeDd1%R0N=6o%FS7o{sKv7M2q)jG&lv6`IAAy1iGzEC-gh* z(U-5gk%15*aiL6ZG0&B)Z`m!Q(glOx5N+mSJ7v+YqPn_VM}ml?9w4OZIULK(Bj1Uv zNr!zIYviwK?|DiDy{U-ihfa>q@H;3(Dt>o#+D8Hp=QBi8?JZf4Mk#m&5q#3 zr=uTMB}A*9L^LCy{f);-O5iGC!?eG+X2DRe zdWburc6IgHo+pQIK4AG-fbS}(XyNNtkjF)Il1GujT?8JQbY^kCBe*KrOkH}-hLz7*1-apgx`XPQ`P=a2KxJvz+W%?&8k9s ztsy@p$*|~i=YSgVYIlqM8xlXj8?(cwpYl+NPX#q|)m128n~EoPZj>@cr0De`n4=SyBcRXnHpbvngGUHD- zHE=@5{+@^fDPjI`pi!F3Xq1tC!@&mN=%+N&od|KSO^;K)t4{Xz0-(e@FNPf{_W5Z9 z2OmE?CSd22>(eQfoAJS=+>>tcDuw7uuK@ zmv=KS#xA1ol@%4!_g+%D_4&6LqK=Z2-);_iUU#>wjeuRdn71-zf=^hKvhroV{)VN} z%a5*G>h`3wz)0b47K-Ee+ci?@(N*X3a$aJj=%L!?g%|$wE3Nn2*-*l<=b!E^gMEW9 z;k-_O?Ox~`D(Voym#`1615ySSTP*Yr$LSt@CKddTt`FxkZDDQWSdUaOcu@oQTRFd! zXW1pc;RjM9X$c_hX6^NbZ(XEa&<@O%l!BeS3##VS5Xu2>jm8ye^SQxgy1%wPbBjhh zV!wEH^mB!_(|CXCwA0OBPBh#2gGR7d#Jw)sQv)@GXf zV%JP|>c69%qOK$pbh4UTmUNJ9J_kvC9WlbC&^lEyAHi=}1}}YB<7lh~_x}+;BBN4G zn>G2kA+=_@R+ts#7vHiG=kL=+ar4_Ge7u>T|L%LFWNc{N$%FP^f_r-r&I4l5d-wYL zm%~{@<5~SAfeIY@7iZJ31}vi67rkLHso`iRBKk8GTm1(M3(dk=y9G)LtdAFKUavNj zug%uvPa(j+j>2GDd88UG=W<|aRcFd#UVg{@8a-=InjJ>{K5-nD*|La2fs6+h-Eafm zyTl7}avp{QDZyS60O57#R^NJ?S=Jd2{%lF;NW)4AGBft+0CR&dw5fw-?fAJ5s2|1l zO?~S#dziJZlqg^@{LM8}XykzA+~t$_Pd3#M?2({nA!4t%SAdV#C2Rl1$QGanK}e7d z`u+Rj@{J>G8(!B=*uugQqcV%!E!;%8qv_j zU?+rj=82pcS3Zl#h_PLH&MUGB5fk(6;|#oV(kbzbWoN#SSksnIi7)HJy5yu@7{)$T z8T}vI6|{JBNqwCi5-3}8Lc8wQ2LwTV0*xYz|~vOfq_4R9nnQUHhQB`Z?;!5 znKAS5w!}c_u)K3lRvPz6pF|fo>L?Fy+&fR%2_yW+39+Sz8Gp}*tD?o})5i(I%M4*& ziXD1&Ykc%8in9D zEtsCNpK$_AaXX@mEw|Hq_Iuixc64Yb7S2P@#~ht8JOxHxC1hqg?OrS~J4joZ4yaQD#a##!IiVH zxaSs+Zn1cQHtp#8JQml)nv+v)vrW!Xhzz@t)A_iBr#MXs#BGUqDsNCKcO`Kshx;Ee zhu1FEddtJHdYPm9BQR#M0XNCNHE{gJeyi@XQH7*DifikG?c|-})-3lpwCTlh6 zXWbVEZh+LBHQeK(m1y7SuC*wr|?DBjEg@6zglN<`sT<56efD7R(G z?7OUb$D}v;G%*psf5fQW*&Z_eKLF4`FTYk+u1XuCMERqgEXn)6aFH0R7H^_()?98z1?ej2SfjDJ;0}AaYN3D+N^3m z6KHYxpdoyim>fX?Tc|V^4)jxx_6?JqgLh^kQQV-e&}(VA>Op`!K64jTu5J`#P>WPX zv_Dh^H9e<3AuwecN~W|q?$DqQL7zkpN)<&w5l{paf%=aCO0q&(RE|6#pv>zm&XvD9 zHc+;K)QXkDrXmqbZoVw2Gdqj&I!<8>Ba4-l}Sd61qHYrz@v%Rm-^|?weX!k62pjTc#lSGHcIhWcx3t6J1?6rByjNHy| zHwt~&a-b1}LBK}v*t+g`h?F4N-)X+zL>V9$1a6dkpK)TNHsX#qg#FMLS|d7iHPZV3Q+_)yyA_!SPE-M=Nf}|7Ob^`zxV{7e^_iM>itY{W9G)A+RMV zUvZ+W%#|FBP!aRIAw=vV^rb`g@zO+!?;HHwqu>5O;7pm*a-kv> zL*Xxv^o{XQu|mIXh5PmcN&Nf8`33|2qtEbNOnHGV^sBGF4$iUX5-c!c8yN5~;3qTQ z6GTm0=jo@#FiwOqf-%0>Xx-}Q*QB1oSckoOugPkuL7e)G57w8?JS z+On?3$=dQuXgd^vDj;y%{V8+yNlA(7OBfQ~KPEihcpF*4v&oQ@yERa|ECO@o{->}2xs(wo8kR1_?7 zg^%Y18RRgCMexcdFGV5wCKB?Y!@GKma$_s!ldzmgzDnIefZsnKHF4bCY}`eX)t})H zmg369?brSghm7uTNC=>Sa|O@BT!KSLH&GIF7ez5tUwAtc761K@G6|WR>r5jPc>f*G zfF8vdPBAF`X3k0*XqlPJSV2)pd4&8ft^$||93GX03fGBJMpWfq3ca?LQv?b{AlEZb z9T~@^ui1QBOpb}9=`Q_ZsXXi7i&A8UC`B0GsVD;Z5Wt(?eZS@^zoERlt>8H6D@FZ1 zv&1-aqvW4==O`%4$WaAtEJjcia_)N`#hO((Q44f=$hL#MMYaDoxPQFCGi(SY_t?<# z{A0FZ6JIMU7(07T-10#&bavkqB|LQIzL6Jvvm!vHf-l5@C@KOJXTR}#`d3&c-{vnu zMxwZDH}w4|-l1Nzf`isc;w;Pj97@M?{*rs5{Nn49-sBs5cJvYh{jfpN$HIGwDErMR zh0Sfsq-psgF~jwTx6z|Qx!0^|FbK1$RVYgouT@4Jr8OuoKz#zkeZhO|TWma&xRybvO@ zNI4WI|9LQF2sXgD&pEINV4SjSU-mosIN%N=4#5$O3#|~%={oUTa!u|?yLlle^1H>LOhhY`D=i*7>5y} z2N9eC;+$K&0?vQ@ey;E>f!^Ege;mg+X@!W~@0|Y0evj%~+JX>x!Zw0&f7x;|X1AC7 zpXLXoxbJX``LDg3Hhb^k)0HogK8L^tz;^}V-rsmXFiv_qi~O%T`ZdmN;opO15iPpM zNWXy}$(R;rp1Le*oUF^gp0-^PC`SNA=*{A>3THH4f?>J}_BEDpcT0=FMC8IVlZN*? zoZ+qz;>`z)C`ETt@0KZa9c31I`7nmQCG|b{WZFb|d4=nH>^VNB(%xN@=9RZoo#Sxiw*iv5^C{p^f#m4O?`R z$flP5bGUF(I%AGn+wb|0m#1W0mA{qaM<*&GH<`z~w6RdgxyA(?!$xkG_985)nLK#p znu`()EI->V=)C!OD9Ccu# zA{vlu-SY?$>hV{_k)GV9jKeSzVSqa8#H6`i7{FX7dvt;rbi#szy%nNEpMS+KgHdbe z;R(<2U4dV8Jl5~FE2l~}lp z9dm{E+ijTeF268%Z`=I`?`ZSmzAVv+ zP+G(drfk__mQX95|Mye|T~Q(DldI)}Ps<`BP{QZqiDNy_!pDf1aR;3ozxOfmz7h{C zBmZudsMB2B{I))n82`T6H?)2#UaquHrS2gB1@fWeEBD(m2(PMWf2b;gdVXC-U`Qyh zmrp~JeMeC3p-9fv=XMfGx-Gh;&Hr5&c+sMu#^~ZkC1lqg(0kisRqxrhCh~Y>zF#VP zFF}pErU;ZCfnuI{a>V@lghZ^P0R41-aR}(zIptBNmAbrJiC}a=(Q7HlD33AIO$C7yH6$D_+o zj=WA*J`oT7$_fgkv;Hi!suFd=m=wAC_A)OD^e^Z7O19^S{1k)#0edCPs2zjrR`!}v z=MkO4y(2jD4Cotw?@{OLzRDqhQNarH$zo;a;Yo=c%za)sLM7KVFy2{1MY!A`X{)95 z<5;0l&#tkA99`k)NB25g%Qf7w9#Jh|bd?w*P=LF#|Icu4@bQC67zbomFuLP-2GwEP z);{GVP7D9M(Ko=mWy9;iuTp*_Ye)DD-CmyvV3-;&^w(BCl6P<-kupOD2JBxr9%9_K zf_|rSN8f;k?#DHX6U84TM53K9bcng+9Er}wC^AjHM?71_2oe4~lkWEl>dG&sH8%;#$n@qx@2@;=bfDN41Qlvk3S!yE;u3NoP$Nm3bf8ROKh+~u+JWgTVl+#dN+(c zFxng-ebYL(ydnEAZsEuP1+H}p!dT>fm(LXAD*d!?PtjpYq@Vk3=UgJ8U2&t}-2Dx0 zogAjGiqnS`s6A~?RlAR8bEb@gtdN)0zGtV-Fy^)gf@5QLp>O%m2k+E5^Zc_c4f%d! z5(Wz2c?;4KsqSBw2xj*gw$~|U$(+49C8~bDO;9`kG&kktu02fhg_BqE=6h3S%bui~ zsa%VyyI+%w_Q45ar5E8F`LpsotT)_MmeJ-tBu!gg7Bx=RKuhst!efb0 z{xEG2r>|X`mZag(*72g_&(GuX`~MTFhyuJcsDnvu%a*JaCvGHSANjD3mXBjt25uSN zlexW4+Gr^zGLHmXL$^wpL*(NVC4V|6nZeDE7upK(nnPUAxML-M1>SLuk*;hZej z%VcQAO#eLnzjh;F2WQpQO6?CqyQ2M}x*o4OTQ4*;OmM8ASeo&j-3peyd&nfIJdYK7 z*RAuNX1}P!MD~&K_xXKAUx!;gHd(c6t zC;}D%Xy%qI^A%d;@39o2gZm4eW%oe)$h+E&fk>9)&sZGN3X>!dD1 zz{J;tqF>q`7M?e#ADPd?dO^g`sY3UB*$t@*dh+l&x?TGbK#ye^PHb!cD++t)yNUWn z$3;pa^2%AU?4I@q-`-?n2dTQ=X4-{iDEWaIdc3z8l?-+e+=Y||<2 zC2eJlgaZI_|Kk|SeS=#YiCjPXq((AU^qKZBqVrrM&k0){41BKaB=>{k7P^Fsugtza zWnCv3wucW9UAQpj`QoRGVIA7%vE`JVFX5zonBn6N zUShUoD^|h}pY{fN?jQ-yd%O+{ohVZu6nfTM%GO`(5-KK3$5iaO=lrG2TzHxPapPR* z$QUqMY1tyv&}jEZEg5jOlJZgF8Y{!cp|en_{Roh6?z!^NvhV zpbFnyqHd6}yCuXRB9nD-ROz+3x6Au)^_sN#$Mu;sNpF2%yh(F0@9T%3j(%ToZ)ctm zybmzk+%A+$cG6$fdkOAD*AxMtcIZUOOBN^4ctOcuUBa007V#{GrNaujz;SBZdyk-9 zL^jZ8RTKee5}|(MU1`OQ8ngTC@;GqCH5{B z5BO^&8qifr;UrRQR3Kx$T;n~yKlU3Gw5GTn7(npM3zMaZ{cg8nUrbi*Ue)mDm=Z>A+s}pe? z7T77akti(2JmiOr>$BnWqPAO!!&%(5Fhj5O6l=10?=;5rV^<7yKh-R;&!p#3{6$(0n3{>LapS$1N>HLS$ z-}ar^!d}o`=x`BqjIEq+7ilptbP#E0zg6fKZx$MHH}aA19rL+ew@+8h6Gx3qR2XWb zzK0kc2@*)ixi*ie--`JE!%T6uagHcgub&!`COO)3Rh2wlgB~hV5dlXIT@|N zmRsg`W{zrqkIv-|zeG&RV_6cRek9>^yQg1D8~&^?U$%4R(ek_?q;grl(vNh<;TPjO zP6OZ1GKQRrR;*(R<4eX*w%z@E``b~DY*0dP*umD2x!lTe8p1$o1!u3GjuV~TZvrui-OT0~DB zC<8qPLbbuWC|A4P=TZAZE~NBWbs+G|BjX3eD75gNjqki!4doT!;FLM$&msnm@5F$;L`gl;o~V8pd77n;)bz43k7y?IbkNRtO}x z@XYAGPCvZptmtE$|HQs9mZn58aXxE8Q#SviOmce~t06q7Y zNkb$yMo@o#796+jgRb)PNl1A@=2jo3Sj=v~5Xq|<_t27_A`!$qgXH36Jb_aNjwE5haLKbhYmR@!8l|Ih zm4?slCJ~wFnl0rvM$d!y&c252Z`(`6b2w6yI?fSXOFo*ROLifyF&CX(bdTI!usbLb0@wUyqEdrxB)Xb zJ0nEmTe16AiX#A#yvX|K*HP?G&@yx1mkT>UT^BV@*7aXd+uz_37`3BNw#rM~4v3-v z;bjS3(ko(=#GnXu1$j+E_a(G+4ckJ?swPW=%4&e-G5=b_oVCb2w+&>|7XEq+$~us zWs7@G)Or`8&^Z3^V36|8hbi;w>%OQLlw$zlx>|i@M@k$0h2;D(h|8dme>>AiFKls*fAxUx)9pOTlT+W$8w- zy89dAx~rreCcn`(1ASbrfevM}rHSNs`12LMvHcaHU7h-^Z#bDUEl`HWVMx>nc}!8# z+WcX0WsBX<9OwAM{60Zc2})%*k6fYk(Kd7#VR=!$CjfqNz7dC%M*K3}(M7Xl-MjuFAJJ}MFpV*)98cz^R<;N4{9 z70J!_T8Oq7qt-4X65cuX8A6u?r6tBQjBOasx02LC%rl5`q}!UV zUk;;*)v3`&TbFHvUEXk4%KY-kq0?FuRe{}em-KM`24N6`^m!`6dV7={N zTgs34i=(2Z)PZ}Ek2K+p2W;Ap;Ox4+hGF;T^1IqRo^O4S@*;3u);IL5x80xio;Ail z1g2mNgfZ{P1N?6`4u$A)G5%TotTk4;2=SgK!W|*<&_?5-_p-9<_I{mq+g)-U>%8dh zpF7_-9McyGma*SJ%D9GTdk%&~*D&|?hyM4F zz3lojQx-JS`~6N3<^$xJms1(K_}b!7s>Vt0=h6QZfx3$Tv;GwPc0^BQ>(cW|ivRlC)Z?gZqYJbSYMzx;#Z2#sPXg@~y0PDy6u9>Yj?^F2gzWM9dRta$h1loyc^XPhK25`P#N zp~53IMp(#O%v{DQwB6&R(IAQiFZQ8Z`IO{tbd6hBu)Fa z?pc}Zuwsz^H7w-f`{5@acOoI62kWiR)7BxyMo95+&ox zho7a*=$(VelKmyR5eMjEm7Cjboyef4v)7=lcRiFczdJn{8({^NB*vZ3C;QL2J(nf@ z7o!pao#lIgK+|mndSz>Pg$5OdvM8|;UFi96&_`?pn!n|E;fNyM9C5PhWWAc_PAnV>FCl1LfH~r94s|qcQoqmx$h% z6bn%0LaWX;vfo&r{+0ZTIF+!pGE34!SYba#dd538Lem~&X{my7sQPS@d&FP2&SMxM z?Q`LlVn1@&_=M>pI$|r2I8pI9OhI8vWT@Mx=*u|2S;5hZv7XJv$TuyVqtcdT$-UX{ zf!&XzRl7DRF|hmXD(0KJzWOz6AvPk_w)?)vVHWV|nRghL6m~ej{roOrhC|pztdMiH zvP^Qej_O#3hM(1O39VBRPz0(I0X|TJ`uUvPBr={P-b@%H830&1M|j(bT*O1x{lKhR zo%TLV`KX85wlQYAturU-P&pJM9Yk4W#kR|CukYnA#N#sjaxbHYd-w2aDfA*PRk4f66_=8kh&O92q7c!CO|$PRR2yF%r%7tS1Kl{X_!Lf4Ft|>2yF_-#*_PFCDzHg@;>-Q;~1>$m15)HZi z&}2paM;8y)`5r;?5N^ZSpFaVjCLR}*G!bO zP<&@G6fwU$<03!DWY6w_f%9#Nw!?{qxtcXjLT}4&`>=eUk2}P8EN|#ARpJq#A22S# zK!-7Xe}}pr+F>I{8_$SXqo z{*hcC!)0GFGGp|-Nu0yNf^#wbg-G~t;l^jl8k0#V*bm+kK zOW(%vQpwgredvB0KR}_WQtb$kUWLD~T=?sx*+`U)7znPuEtp?#wsBCBV??pL0);mD z+z=vJ!*hCa+F=a0LO<%;)2B?e`-mj7tVMR8U3PP>Z}+i;jRGYy20~;viEx2>Hp)@U zD-in6ja(s047xqnI7x9!G5CMi2?eGYKcRFcdS>{LbVdIdEpsq(NLu0k(0f=R!r4Y9 zpZC|?c`EHWx~zQ&&}X3W6d%V5!T5IZZ-NMP4&Z=DIihl1D#@L;OUk=CFw#->wRcm7 zT-xD?Ukr*+2IH(UUyS6fWPF1G$EB1c-y8;0C`0Y@g&vOQ4}s>gb*q%Q<3TZM<{3Zv zXOQ1AxH*iYaYEikguHuELR6@AY~h^&mF#bSBDRScnn z`UU%;vb|dja?qDUm5!0qI<3)OH_9?x|IhbNdPY|q3vl?{S#q+jl`$LN7os%B?uy|* zRT0IU>zNJL9kpGme!ag?m0PD9jJ=2K6JYnn6k~`$#u@MM{n#&*)xxY%7e$Seb@5lz zHY)-l1emP26Bdk;c>eAwgZZ#gl7R}|!*2+6Q9jvHCNL))kr`$9!DlIR=R-mzAs#D* z3IjYl5$BvR1z4f=R7bfR?=EoEC>Muzc8q+qRO&7Q7~2PlQl>KUgD8=rsJx1;OZ!8y zh-vw{jsOGct@=tHq4LQT5h&2Lydd;*uFMlf093HZ^zYM^PVSCU>-GoI9`()6!|}`v zCN2!_5BQl+9UfNX`B#qqpB$3=34NIrD4g*0jgwN{OI-cBUlCYe2=L9yC04m%%h()x zc3YQYwGqHGH*eo>m9DDxH~9|!c6TugGU zTt>nJgqCj9j=^>8^~hoN$TKNVVSL`nne!mZkSlECF4+bZl(HBY$?ud)tjGV869dBv z<%t0O?~~x;W8}9l`0nJYvzTMhby{Ig7Dc;ek29ByQqZ~V0BuBpKSms3qXf#=Lgt)N z=jy%yf%iW4BL{;$ek8>ao-z`Ozm!ClxkruUZ-bsV_+2n|pMG4RcP);|x5;=OkB4fgr!A!^di*$o9@uILo{xEq1|(ii41+lD*|38och2)kPGHgzjThDz*T{+C17{Z;R(K~8r3j5MQOP*qJoy5tCH(6R z-3nu!??4kafJPzQebZp??0La@c&%x9RR3xTPKc6b(sqPz%#%#wxChvCVy+-D7UMNUJh_G*PYz(`}RB z+YpX!Brhs?T%pVNo$-UR)MxX$5;^(n<6*RLuM$KV(}&PWyTaW6J$dibmf=H;M=QSf z9@6nd=FAK3ql*|GacU!Ko;kG@JI8?Tl@u!0FbM{*8HLA%_B`|fHlp}LVZgKF9*nXW z@y{(E>*2g*C2H(rj}@{kRlnX)zTF7A2iktfKK{1--|8nfk-mx4)xM<0N&AcHQW2;J z2tdC;$TuE_mIL0sEhf!S+Cd$JXT>|>^%X}$!V8=Mp8Ii|_^NoBm3z#%_2ye2CV5R< zaSf^N{`I{MUw>TGOH^A>s*Kq+>WJ>ED+n-28Na7L04lc4Urfe08BBDGJ>Qns{$P>N zWkW*Xexbc0I>37I6M2HCrfVSdb5Qu-3yhS|uM{$=kHZlK@uT7y{roFw^NYiiUY--m zGN~pqB`)`6xIXf(5Vd0?Scr^a(x1yor_}cnZj){+0_zI_C@QV7BL4i1abnqT}9TE*{ z^L;T7C(>=GqE_s;24iVHryYAvF-!7x+T5GPoL862-X_ksjLCm-82PPz zofiAtZ~3W0?Q0!^G16OsagXQTbtZzrVfy#Bguf&jFHYpOTj59y!x2s)c77Z_2g705 zaJgXzzdf)|5EadDxc46ZnSZ}Jh;YZzjB(N%;tb$BZDrQ}{STxa3-&SIoBU0%9bU7B zN%|P?4sv^2`AME((skjKKm_)QNBEu)VP+0nzK~@p`}Nf6K9%c#pA^=qn7A6Qhd~$N z9_pf~ak4J{YT9N+AOZm*L*NIu^e%1@J{(XCp@_wUgULI_%OL~O=ASo8t`^5b3x)7u z`z9->TBwHs#RKAD7RP_@UMswg2O8n_R%lCQDFAF8ESZ3y)JDkxcYPs(m#=%T7+!gi z7b@Y8YoX_9IYq!Cp#8xjq05Gb0PpMP#7Ic~NdzP1p%NK$z2pnCVrjhCZYsz38kI1Q z2nB1Lpd4_i%;U=875Uh+nbbzm)D$WxsonfD4?mTzpd5>0XC1Bhf2XP;fLfMUlOCUFJssny^t4HJ?wc0ybPOF0UPoF(=8~#?1#j;f36W zN$SRP{?3O{Quz^gq9(w&F07a`9!^zj|rL#dZA zQ1Ds7$bb^p6?c0BnbU62C@4?4uwi0>IBebfSgL}4(yfd27BVN^*U4WNJ|5nF?75Vg zw=m&FH5Y1lShFUm1tqx~5fdDVUlacqPp3g2MQ|1%S`9;yji6!w;}Y4aQhyQP*(X|e zq&U-CI#KSH$f9RoPJ1bhU}kta!-=qu$(am{ae1VA^9|k$b&LBivHTY4r2-QmCeP8 z^`AGD=6>D!Yx{ct-loDZNn2aD^zkMDg?zr&Fo}}}c|KhsXXTh(f;~886(fxMt)nq{ zl(!%1pH02F@>dh|V#iCIL4+gDV?8ztu1*xDjik3xhtM?JNKHyY|BF7sbr2(}`HAQK z`(TWQ0|9AXh-MDUT@Ob)3rw2o*A26i72YS6l~VR=zLhIir96il9L%DG{I1qvA};tS z>b%;tuhtqT`QU8UHM4muSBWRayckn)2-V?(n|TAW`3uX;{6#6VU~ySSsB@^eZYlzG z9)Vt)2YDy#%`B7`^|SvI`iT#M5P7)YZGNDZEriNNJj5=)A>|FEPz3KLlOlK03U$D3 z_orlnWNR&MNe&k`7Yj+0OCfl>Fi1RbFY%@k@0War)5B!qg16lHf6E-eTz+9_rdNu_ zX&rR}fft1u=wi0#r1G2+=p& z4-FK^Ouq0)&L>s9mwff>aYbN#B5dV^4%H&lnC;{ITuMyAR$w7;li<&dLtM zl0s2$x3ZVV3A;l+!8l;YOX0FDg-V&IF)PgfKNrTBVS|Ew_LyDH6k~oNG|jd=OAH&( zaDoSYt1^O7X;A;PVNQh%4Yd*4XB5pU^%nu0eMg89!Wt%_r^XSVyp%r|BNyKqgm;|H z!Pvg7JabZph%=(7esxUJTqh2aE_EZ0{5>}Fqqm5Z-(H;mG3rB`OgW5#+Xy4re&t4d zBE5(j9wYM+oVdtCi6a-rGjiOokvej*j-kJ^PMfrsD6u%2cLYxZvxdQ?}j+zB-bQ*b#KvGQa47a zhA4|Ax^~)kVxW`nJaUNSzTRt;L=KAKj^`60m*NBR{dNULq9bK2n=Y-;Y}c+F<&LE4?;Pm@Rt+?ckUU*E}I&8t0zfcl4>2 z{k=jfEOf)L2IkXg_u0a)7w0oe{c7tdbXn?t?Wb_d{jBe}ZScF26S^)+ruDA|@1T9# zq^EdVywvYNqqc8hE;+Y6F15T}%U7n%PKS$mzFf8$(A0eO%^LYoWP;yFewWLC+sU+S z9{fN|E@u9;&g^%pnCFX-bB}Lt25%|7*pW+aSYW=C>#8UMwF!ZTo)S;5EhO2ucxf$M z?0b~Ji67?OCW-w6PY5TzOym)AGyL{fNsr6l^*H9(yaj15#61@!66NBA4!{lZ5W$;|hNzU!i}r`Q{k&-FtBwGQv4opHGVgxrn?1YvOi*qMq3nAo2jhlYR@dt;0?Q8YL;~I~ zdNQ06$(aCZM()#|0@3f zjG<0GDxe}~UJ`b!bjuHr`G<`T#?Vq~8PreocDpCN_M$&?BidY=NFqUT2BQ7;`|Y+R zDf6@b&H^*V$i$0^cz1Q7Q zX6W0B6NM$iIv;pD)h_O+> zc1f8Y-6Yyq^a#jzKfoU7trqoPP4sJwz61OE&Gaai^EjOqbwlg1unY@oR`7l}d|YdD z$`S3%_p{cSW6q!DJ&?TI!{YARVMsG`%^$m%ISbaAD{fzCo_j5D>D#Jr(+tBT^-$le zxiY&bQU>&DVg~fiG){Keu#p%igNm;BeJ9hgo&V7b_Evq3kLu|c&oRqZWWLOa3O#as zo2p-+k~Mreb+x(vK5>^(sZ|J&`1WSuncrCG5C~(>MV-K;plg>@g{N;gKPAr`lo;fJ z2pcyGy=kaqP7to}F6I3HocDM!x|^qpKJ1V%)v=fq6P1hO}e->85w96 z{?)+)c~HNguFRTrtF9pcZ9{*_m6A)C$dp2~Ka>JRt)o65fXCveUy0Xy`MZ?w&%UD* z9(6eP2c^*_8>KwYSW8cW6Agb+Vm&3@V~qKjU_^Of;;e?Je^|NTo^RLjL=8`XprmP1 z?zwEsxyz32gE3nv?!~QJ*A;=9K!AyE2ca1xrwpF)Q3CBHd015xfhYucHi(LVhHs)o z(Esl(|2;WClqshk?a!gfDG4nXQ4yr7c;kIP0)EcC;GG(-8)XdN4=an7_(m0+LkbZh zZ+6-)(_n;SCJHRx-%xClM#385`F@}TN12E4UBVa&<(8!agSu?Cv>C-#l#p}s>^~RQ zSBNqlwPR-cqUsFqYb+WbtLWvJRXDnowCs0tRI#m6eFzX~6eT#>+vf@04|%eQ2Euug z-*NOV{#iWRM8&wWnHa;ZA{P3-S)n{r{rmV4V(vNNbt1elOhQYH@Qg!YjH5}nO~R#1 zvz?FasF15*FrO^n9XAq~^X5sE8`Op>^&bHYFGLy=k>#ddAcfHF@(fS^&X0(P^*|dgL_BWM!5$@-YXD2IYnf<+@j}U!&u~Jk08rBYL zKYK}{x9h5u|Kv5({4KX=VlFzZqhX2kmF4*-b}$!TC$4xoq+Oe&`O_JaJWix@hYidn z=X5d$jag;>c-4IKDu zvDtBG4B4<#uDVuR$-Sy^vbxZ%TD=U?h%Si}20M6NZ96!bkt4{KCz=GBOB4iQ4t`sv zkY!u3o%5k^DVFdOepCi%g$jd|IKg0KU%-?Jdyl!f#9YH9A2FA{h=C21fQ3r0%~7cP zN|Zv+(Q>sH0R}pyGCt~lvhW$mGkLWzC()ZNlF=%%~ss? zCON)CwtRT$p3kw$-b=V%-EMdYxP8f8F9ZqqIds?Ux$Zu9-5z(BO!mK&{)n;ORRB_E z>2jfQ66GKf3Ml+i~*6A-z9k_Blu!jFt0k7<D6T_jM4?tmt(m5P;5p}NJha={|zG;a7@#*2%M&U+IB`AvrZW(+_mWcB8KVoDh zRmD*U`uoWZh)k4u)5z`o{F5k8$(wZ3Jt;HUac1^QmhOMi#l;FydiJ}C!zpt*A|6Hz z2~L7qb55QpiP#J1fua#0@AiwYr_7=y#xNfxMLR#5uW4mU| zXX4aFM3*Z&Zfgvb#>jKxZ2R#S?onfoKFFBi&TpQ1)OeJ{`;E!W)d;&%xSsHNHN6cJ z4XhUEGs1%I;rC}G&ApGN^5%aHpR3z-3xPjKzp-f|XgTANnLiqDyn?}D=(ynd#~5St zn_~Ef&h;#zUB%FWfs-^Y&|SJlN%BdOyO;=H994#HB}^>RPocC&mdm@9?+wva(2(NL zGFBXLY>Fi4A&K;(Pe1&$-*?FsIDWJr5$4w-#yR=6TrcghQGn!79kGr7Y@?gQKxrc; zIR~8@PM)O}46xP+%lCr6AH=`|KJGY?xz;vo$3S!JjJ_P#+W~CQ`J(+Q5Ah5cBu*MYqtz zFN?9f6t8fpsuZ}QlrMnu{*V>Ficti z_aEKby!JtEBjQEB>S#7>pJ^Z%I^n@1!N+tJrq3c|W+$;MC4Tkk>;#>xVC=8$g$|Y{JClR3X>5D8r zT)cK%u^z$fYa!jA!BJS|%ukyuZ}lgI;bXepFcCnJm5d_aVIf2u9V3F9<}t_D4Ha4 zDe=eTgS;%B2c~>~D34MC@8&4^$Mw-|x#H&N{ZVz~+ExM{PRZELNRAtSFP{6wd_!$rx@>p|5KTCAt3c^Q`iUrEJddIl=P{JV zP>|u>@8+MvFo6;|oVW2Vp>mCjR*bq9`!EJ!L`3n0f{SPS6uBl5XRb^ZS~|XyZ#V(PmF=%Bsz@f;}>5~o0r7F{(MPQ zbl|w)TVq>8bi1XCWFPtUZV(3<^i|{??z4rdFib*gOmy!v;;e#Ul2j8>xmS6&yR?ry zXOBuBfBOT{Cnde_3Qi(K%OlWE620ci4?p>aNp~#e8Uj7GmhuQM&a)A3I5`v|FrblY zg6Ok+dFV)o@o&jboKN^B^XCc%Gtxx4G_M#f(f@@59{A3qQ=y;Y?BhoCbARslo_QO1 zz?jDGg0Yz2I!f>2wx_h zI|O$oxDD>^Zo%DkaCb?t!3i#d-1+w2-#z=>weLFT*R0j^V_K%Gy1S~L_f?1`=qht3 zQFNF5ew83Gv443&6U3W4jZ*y(L+tw%mZHx&;wr(L2(q%ILK=v6Jv6?jN1}pe;*yE# zYL!*IJ<7Z|I=m_c=sxxT#f#JJZ7WG+B7{QYs``P9SClvH`w{E8@PW`0^W&&a+J^_F z8Q?_v!IJ$uH>{n)q)FmVXQLT%iIKMj zI%#^LDW6sNhR*@k;SUF63&mnO(&}4OYYWezD>f5AV$%=#`SA13uu3DM{V+G`?rE8I zXI?tN4#ZOx!#T2M;us-gyK9tSM5cWK3J0X@oNDHkR(bv?qzj_ktLc02-RD4B{Wxko zTMqymZfY*~^6EwI_Rfx%bOLb?AzxJbS? zf5+J@UQo=T8==S-oH37~d+Z>6`kY@R2m)B|Ogj#7e~7`Yl}LRrt{|9wLH(6)6CtdI zW~jm|MrvUm=5CP}09QkdrgF~{yr`Gtl+>D1uB$ku1}hWwW{a0J7J7CSMf;Hs^^t+K zx5Ea7be0_;J}_b&s>at%GD}M3^4|}D5kYSL;&Ih&VGs_oIaWSQWlz9mF0~9@##L-s zlYBekLb>?NvX5DlJw}nza9&~4=(M0ffQ@rCW~nvTNi1vo>8~w1{YUXgW7{m={$%tB z){7%1motBpXu9#xKL^A2;qfSsI{BP-Yt)gw^D5(Y0`C5=gzH9@fAD{HD|Ng$iWFyu zIQIvzJgjyPrkF6^4+DyWs@Z*t?Xe@?OsX^5@q<~w&7zZ4e;lbP^+>?W2YToqy!f&e z>BQI8Nrvt~b0OV;lw#{ow!jm zG7wAjw2)*(|1}f@+S$O018fm`L{w%pB11b-sm}D%B~$D@J*z*)@zN!6Fj{`ILlmP; zWw4!MAVoOi8%)~c?fKG|_@E0!}`RMAPrQ=+(3dS+N99e$yl3|>T`D9 z2@MPB_Q5YahmAQ<3Oogya`LZ;CvqBC%Zf;WV{zxt6fZrWgC%5Vhl?ON=foF#&wK9IBU8>2$mv$cMicCrt$2Qf^YlxiXn#43T1 z+ZW#_3!-Q2r5;P53H%N-@Q=C&C$2j)76{WW%s$<@zX5XlV3GNKgD@W4{@uW$2B85( z>fN%Qm)#@|$Q`zhC(5y!e%DB|wS2sQtT;!2;rz!>%>pZ}k-~;9NaGr7wkzpZ0Q6;! z4F^2tZhszrWnB;?*niv{9+^_y;S&dVxCz0;XYMteFUl}VmuR%ZMe4pDWh`tC*G=jF>)n46nkpHI8~Q2+d)}H?a{xK*VW)u;+K3{=49$&j8|V^ zeTzCYnC!OM`dth8SJ-VRGizHFv@GLaoKq-AC^1lIE2lKfX`u-v;7GE2U%6|8q(js|9Z&*-jy@S!NmZpwCJQr9U@w$d>8 zy!VNnij3a{AxjC|b9|e69Y5?F$~kIPd9K17Uax{1!2f}Q!8`cwZq)ZxoH`00^IA$q zEDrz{V^zc&{>)?-p$ntk;})Mk7^TqEdVYdAG8XEH@t!$^q;#0;^oS3&y^Y(3pc#zW zzU#TEcUf)UXl5>heUwJwT%&W2gp5VKd`B3_CXSld4+&^pX$qv61;i z)=-2Hf@^V}ni4MN<}P)Hd6auzz9${XK1`xY%WXN4X)*}%cl+R1vb})-Aa{w^G3DrHS2HpW>3_?Ljt# zz-k@qQm50T=p~bcT+BvfmMy=K92mK}UzhmjYWU$OhxtMdOje|#$32mXnj?K6CL=Cq zryTo=8dF>bQ>b@CFh#-SVt&sr_V1IU8AJSUTbK6a4MaU8;RcX|NL+} zVK>t6j2%c0NXiH+A>@GNz?^)J# z6R`vmn{g8ynrZ?~9h~OJ@8|#G14U5{=PS zus|##ml4MBRKCg;1rsSXhgePP`%<0a`r3Jexb`HcSDxv^!yuab>hOqbM#hCC#CXc6 z!HCXPrQX!nKBN9)5ja#c#z!-CYGOY;ZHUbYxJC(m0b zyQ-m;gFc^DxeOL&QL7NWWHCaOc|X+oX2G=I5EF?lQmshf0M|y_y5e`yx0Y!*rHk@fpR=;$F<&EBE$K!noGY$?!8uW&DB>G%0 zq>FWxgsefoCYLzL%L3WJQ2yq=@CAlZFQ{FAh0>QaL6`ImKQFc?Q{4c8Viz280;3u< zX>l~a5=`^AagPx875OpJud$_oKqfPLH9%#t!y<}+Rjjb*r%@xFF-2uTJEfGW&p7We z{+{u{ZolxFB5$kzEvv$e8g&TuDN%xM-0naoJEn&oKdJRB@vSTGWvW?ifJ=^7PC5SW|~sCo>K*75%6$7145Xi zBba@)S6Zli}`A@)->POnVaIfJ=!(7xSc6A)y;#v&ng9jJJPt!$O4(F)RJOk?<+4MB&0y z$0@2w=8{behHs_om#P^kIyi8Ctn3WZD+^t94Gsb5+Ijrlz{!tLzd2_+-wB?z^a9VO)n zle&wW1%pz?f{CiZaTc@aw>fLyaRo!|R&NgKyZZ8QVv0)JTnuiYgou|)p@)RY(P`cw zo!iXapkFmgGyjO{D*VMg`{yu@$Y8|B;*icd6-Q|a$N{Kp}ocD3B3_xk0 zxg2`Q2-CaBf=IE*_61_T33i)eOe(qh3YO7F5=E_>y@M1B;IWpDpziAkz3hVX=##N9 z_dhWq*27Qvoe}nT*cWDbii|5zlo-UgwhV>xIiTyfk9CTp1 z#0_fYR(?^v{4IengYDZy4cM263JwI*r$Gcsowt7aKl+Bp_8FyikyLgPRS^r|7YO=3 zGJrg>mP!h$2{)xC8;kTZg{mo><_x&B&lwJv>dSsB78#K$RZ`i~C>!TLtrV&( zYIeG!ZD`?=7+(c1(Yo84RhNLj5&4&^D5<@Sc5Q!!h^e8@J45To|ANX{Bf;<dQKj5$2=IDCgUuT=kPx`5AWZ_ujkG#0*NtOi7M_&OTy(0!M+^nJGhJ*gSN zt46Uqf^&QMDncuMs!S8KM*wHPn?T!W7~A$T$@-2Db7=mja{2ty+~WW@lX8pQ8hMZ) z_m!Qj>A6~SvgZkdPC9K}zFGoqw7Bh6~1-zX8es_pYx$G&n?ikcQCc@s%X z@0#>6JD{i{tg;5v8#(u}Xqj6EV=S@$>vRYG_?eAX$~6Qcc}`Db;QUJbNMV+_Xw|Fr1!Vv2&-(#}!#cC$(0{O4HT1`jE7&e01 z?YUag4(Ge#T6bnB_9usvJv?#R96J1Y4yT*q{?sJ$f2@Y4gg}xts%1Pwq(?h%E@;`# z3ezx4bbXD$m0{y!_F9H7chxQW5%ijgtWq-7!yhPGE}-Cy|5~SioA3YFC_x%)S4LMC zP>vC5eDi~)YJ3LL%#y{2v6yJDhwq)j|M16cUzq2v%^NGtNQZ+>n$=P2>-m|Vr}s#< zL$lUoI=;A(v3mvw)v|sYeTMgIN$WA|Xp8I04TO@OWos(F@MCm?Z8mc^Z(V2ouz~NN zv?B9IIq5dEc-P}u<0s@*W0c|b^48n4;J=*Yit$1dvQ(A&T5yB$f11VrKBs?Atyi$H z5mv8t%ia!(wMjJ2)=-1P=jk>q?=%JD>8G7T{C)l^i)KpW7Iq>``u7E-R4kn866k1d zGsF6t=3UuwR^M$mSaGc~eVzu*_Q%SCseUaR28JPxejL9y%6hoW=sPYO6*zAFkCXSG z8-;7(=b^ezDMn7W9j^OjuMAw>+|=pijj0*7v@=j-$|z<(A-Y-Slabp3FhL$)3Lh!b z%7VoVKfIPhW>m$h{x!R5e5HFNdJ;%$kmid-u>`(P091~bc}4$+P4xfi!aJ$lAz%Uy zaZKU}=%*aSFN)_z(RqCO?L=Q_$LXDr&fZLmBoS~03dsLF#VrkMmNSuInncUFirRl9 z2t8g0HrrZf`QH-(CXcdgkq#nPn57KKTYc1OC4sfZbR-Ea6tF2Hj zurxW~t*vdcN@8co7}jK>vo3u?#DV5R{O9idQw!t2f0rckSC3-^yXnWcAJ%QgCUy^P z#*4uAmYipq8x2VnD*J^<78$-$jqDbLOZv!;!ODHn%WbWmFVNi4JoX+K@qxOt&p=wvr--HEm$f6DH|&CsboN!#*+m{Y3{{@?!EYcRVQxw-D@cfYaTYn$lJVZ6A>~dc^bgT_66g28W2P;5ns8GkI z3OP*hb?C@v*%noZ4npsIxitsO!(+y6u=ewn)s9S{^NUG%wJpk-?@V5_&3PHVj`exLpJqFcj_qqEIIip%eAN1F{0SMwF{G`P3FaHo-e zrEp+4bT&V$>ox}CeC=l^m-4Z|!Qu{WVq&X?%RGiq+myp&?GjPJmK&pmvQ5OYCFTf%H8U=@#r9nmFwy=T=_6IUdii+vg#v|`wiX_K#du%9YY!$ z{^Pbvj^Cxih%EOx&*=5V>kf)pICVJ2cIebTl@NxAo<7?(n7Iian-*h=NYf37RvMy(32aq}Eza8M>8 zmJczv?o99ZM)TW%#2fOMr>xX?38dEAoXl3obu`WW(sddM(p&MGm5@QuvX}p1v$VjM zUTjH-E#dRRtP?)hAuztXc$b+oNN={pIZ)#(+JT)LOIgaLzmo&%F`Z?J59Y?e6NCO+%yo6qJ6 z5A9E&qj#>b?s(aDP{#aoYXngwRniRgoDdhw82FcrhHqzF>T$#}IP?HSK7 zL1uE!ILxQUD(3{$BW^yLK&^v*vouXPQ%iJcj*j(<+jBs`*iupezPqg%Z_@;@ql(UM z$&D6f@C)-E- zr_7|CnY2yM0BvMxtAS~L$w2>{4hY@9sEh{XcBdvqqAJH_r|`Q+CaWmckeZTHI!u_> zM-ixin(WSQvrsi#j-r;`hg%TP5;;)BZ}ca<_I4-?qn0{lTwKLR9_s!&Q!P}+W#65X zgDF#1Bce_>lLUB{F3y!NyyX|GLT;RqS-ht=)vY#hp1&u?MWoz9zODo$EKlsVWC87 zO^^PcrpOp=;nEfJFC*4=CJWJYC8@Ys@UJ$ zd!O>X{A$uV)oo|AJM;4imwxXi?7Z7$CzmL4q6*@{O%Bc0OP}MGent_fr}s(s+}pqu zt!-PCORHTR!}Wwv=#BsKo2VOIA>7~saVk_NuE)Id0&@aaue6%%Hbx-MceR^ECQWGZ z#~jftP9alEcK>Tf4}~vrlAuOFA>i^EY~AC!-czJkk8pH@@YEo5vCHKFvwiDufU4V0< z>3s63?9oyWa%YXcL;&Sq{_maFyfthcgUxYmYt#U{S1%2r9BG_9ir4hA`q0Q3m4U7~ z7L$D1E1!edT&c2o>o;1v7mq!kdTaS6$9m7JAew|7$IGQ>D@9l`=E6 ziWq(X*sk8noTkN4Iqktwp-Gt?yYVy;*Jd0Ku6+`{Y^Bv?pRBiY00CU_zwaqEOfYGz zRXFW+C3?~tU`oAMc|;8f;ew0kf1$i;^5KKbm-j`m@NFhpE+ ze3KNT^-id9ULDK;=u$k^v|h8&*Rp49G1iyxBxQZQfhb_ERZj1>2Wh)+ewigzM=pJ|))% zH6M1NP7CybruDIJa{okjKfPH;?e7qmxCIxEGG2iSb;%i{Gc+L0yrhIj{yRbjC1REla_OTv zs&4hpOA}zqNM=9t65zD6Rp2hvlWh1sxyH%W{JI4#YJ@(vu2hye|! zXI$>k7~~*fBjcrC6}&sk8Bw;{T}?5sf@hPcmFS=;Hr9-S&i!9US912N*(_dtqs1jw zXJ0M@026G^`xZNju*a>#?#vd1_;v^5l@iT=Uw8grpY#t<`hRcq_kd*;+uI&fJB}N| zCm&ybZ?<1yWdl96AUVt;z%_FW6VDH!aTp@` zaPOXe>=W_?bp`(aeue(>fWbO21(Vf%U0a#Uo7d+H^QdoE+RXOeafhEovaPmG&?V@` z;*jnX8cY@M=g;w`1J*lwGQGt4>fQ8KuMcO$f$l4I_`E;0Oc{sIEvh((0gc*|W1N<5 zXD$A%`}vHHDO2sQ;GKe~yv+MaD!Pv$-+=LO!071eLW0Dfch40S(v&-nxw@Grjk0ue z`JS_xuQ9Cwin=uaKeIKj4=op+P%L@w)~zDXLK0oMVW`r703hvy&w zD}8eVKZB4Wf;9!WQD(OL8-a-_X5Ann%K*?m^fYd2;C>e1y1%ldo*KB@<%COVhfiyh z+5kRp(?fDj+CAbwK6jodU*KRCtN%Fjug3ymX|#j+-c%&NEcW}FUq3F_WL3=VgejF~ zZLG}xeX$bJ{WsjcrqayK?uX_eR@@u}qMI9T1*P$Bq-tzQr!jR;^4Fx5(oPESShcy` zRwX197f&oS*BBt?y}Of1wS$99&aST|HCJyPTaf1Ks7d6iA(@0A%cXK{DrS760E}Yg zm$zNJOHW<+O{_NXK&HyP913k2VNIb==gd)=E&ky(MH5fKYR?k10KxN+roHk(o83-k z@9emq53gAw?PmafGc3kxpJ%V)zm40p5^5>S&hGQ)WGsveZZ)7&%0}JvUq@I4q4KO1 z*B0PGM6A1zp4H@212|RQ1jf1S?IEs)|!KIeD+@xfl*BqdwZk zAsrF39FvrRs)POvxIq5uX&P=dM{5-=kZU)DX%FxS*J8N4on50FuZgiDmIkLgiXw1^ zed~Og(i;y4+=D9T;78HFl&e9Fkg%_W;cgQGo9*{MRn#}W`K4ZuMYG%y>{iC)h+7Ue z1(HLmZ%Xaz=DSlDOaAte?DVi+Zd}HO6;GOB2S2GOizi0aE?T09vzSfXq$5<-R{5V? zpy@#NXSK?zxL3$$Da`Vwg57FDCX~Jjs5_?LKPg)c6Jy~}s?rSUBsEYDa`By`;WtW) zxC@+zdmV7$+FO9JNnGp*2UpuHY;T4oXMwABq)0XS zYZ&=@j$SuteS_H{K${#U&VB;iPQKfWI9h#$5b&vg!@w+p|BA+^KCtQSP%9ZVle#Id zzxldXBxPWXZX(BiyX<}5=`JCHiV7?MB7227A5)P&E%UDO$F%?a-ZXI*Z1 zJ+t3!n zY43i}%x6e(-{LQ8U$Z`lAjvvZoXq)M{nGDc|Lm%xKWf4>?k@DO1Dy7d%0gcC^LiOR z!vNL%<;xJid|%?T1~hXZL}1hX$&QC1>&?on*h-bQ<2J ze1P$IJ#CTiwQK1@ZfhSSm-w(LSBd5Gdz~KvNjc^ygmmuJWaYi?i+o-lF5z{}(vgI`dP3BEoig>u3Bo#W+j|BM&M0-L7Cza?+q zisiC>neK+BOLSymUw#{w5V-JBEp~KTA|&l6UofU$2B2sxaJLRlk1&H+A_qYCgG*z> zUvY3lkb%PvKT$rO3=>N=VC)m32w}S54C_@_HQp6cAnxf1W*8unX^l0zZ5WU>GX;f6 zqb|3&_defe=C|*r$7kI4#t)iakxUZ0Te4)%fsGbc?dh7AxjoZyPFTYB&8At4qCat9zz{Lf^ zmZglj0t8O2Pstc-M!f7#p!D55)cJ0L{Y`iP{`5jjt-x3w~Iflah4acAMT)$a+_wDvQ!a4ergr36elE!E6FwHtK0_*@yi=rB$ zhG!i;6X8Aq75Z*dM3W3_;|H;79&~vlrkMqzt8tOlrGi*%Ze#bUT#}J5!UT+JIDDsd zzGFN?{@zXN#lt^+4sVK!WY`XKWE)){cToh#x$MaT6bkmH(R^6jwNGdKkU1z>V8pLJ zZIFNWZZi%ieE*(xOwt=777E;$0)HKKr3KoM@2;Oo*vkX4 z3_9%ZCBtJo|2N7N0*g*0MQ6KZb~B z7HOX@&frHoB$(7dpf_hukN7cPo3b^NnWtLgjsb&dvd~cc`S-byn?-mpDp?*=&d9Hm z?c@EH-x<{hlsPOaozQb|g;Vr`)w6X!I(T$VDe7j^4vkb;vP0d2;~ z?T>EwYGy_YxJ?Pe+ZiR86xyt>g++_Un?}dU36N89={GmhI`8*b(Vix8$6DZsm|E9t zm;)BQ?9?|=M??*uApY%Y$h%cZ8}76r57y-iVnM9z7BbH+m&&Z+DSn21yVg?bTiwz^ z&6>Dja5uGZ*y~iH-TLQ+#a@x>`JJRcK|}AGo0Sgt;<%*Xwu6i}cRYXAvFc&J#o(g; zKD+Cj_R{l#MUV7G=$^SsyuogQ1F`yC@`5}11uCq);<1uV5!%y;E^*3w(#&*Em!sWO7e>rP6G4QLQ2WGvX>@ByA3oK$ zS(ra5Qp~8Q9eP2aIi?S14;oj5QX4pkhU-?aofg^7c2j18pE2ih2E*enxIL-RNPQLg z)PVp28Kd+M)Un}5RpjFfzP;QAhmdG{MD1Pn-qaX0+?^*2<4pJzr|jv8$!xNQ%I&W` zoq-HAG%-e#MC1{D zI+~|o=$d3ow~+t~pRF3`X*y96DeKB*J@wgaCmPW=ZD5wY0x6 z090-qnyHZ>@JnZR2YkC2QDwNIp~IrTOK`Vb&K13Xc|FizxVRiMuYxkfgC6J~%yqv@ z(=7PE=RL{+WbjwLH!??BcX-i8>}Jw(ts`vPbyi?(lU9A_{_yePCJ3BOyTphxs$&9k zcSm>JUMvGPgYXK$9EXX0+6rxQ`}9Wo(FF)eDE`KI=I%D1QtlZ4cDm+;k?rKe$PN?Z z_t0zs4q)-P&IX;a%MKHbyAbEpMT*o5$xu(BAr67(6S*`p+BpeKZ9J-{=K|rLeW6E9 zA&CD%lbn@ZzPjyHb=ZLHegBCDfOn&+QE~>Y)q1uSjr%GnIYgTBUBTdIYiJy ztGB8(Pn~@(%QLHnI2e111*Z5TI zi8oCKXNdC=RAN#1gns_UIXGkT$9_3KF3?+Of0w)NTu3wI?_{$~Irhw|*4}>2- z)C7XK!`?1zu%hwiYk@*wb}K(ep2c9NkjFFZSxBCR_M}rb57@gGyflkhw_3~?&b(qbd~!VN)ONyjokKg` zZq1Tu>?4O4(EZw&uOqhacr&U`7HMA-*GTw0Gv4#ujU*?6Y%N}A;H3v5bXMZ2V%+jA z4Th7}m&io5iQ|_Ojp5%&v^FH)>tATz^(N*iF&Fyr=bE|c7xRuRmt&<>kmKdFFXCn9 zAb0H5O$7cssUR9T4)ILd_PH52ObIS!Cn#C-mG?Sx3DrcvW#Z*!pcl-R*J@Q0;O`W1vD>_~Huv-Ds9AaJ$%Cm|3sES3 z4?}LIKH`o+KT7U0&2|rslw6G@mR?bOuhjiGqeI_EjmL~GaFobc{I^NWQe#s%Hl`=1 z-!0^ERXV%=*iLzSFgGTywm>LM4&#C-{=_`BE_o z7hZrA+^Sp?-%+5vA@^Z2*T7!?Zg{{ zc)P|G3C%&mPj4-6x^EWpAy-A_xhLPbYLIf6$LXt#ER1{rKX=n*B~P|o+)Z0X-kmn- z4EWAoO~`x!#&;>hQ~gHT+mIR4n(FA|g6|~#K!jZ2IV94#*w2lNuXmYQliZ7=8foOb zXD?oseCO+#bhc_vmV86Kgg;~NT@?u4ZR5*t;1y>u^5_>{PG)b(;p*wm4D;K1gT2@3 zKtGCOrodf^s?zkxvGv{J$*+KUs8rl#9&uuaA3056(O6Igoh$@kx_846B2Gg~n^NAD z@>Ip=kfL|yF(XjglYcdxuy=E<60~f^4cuq_G z%Ivfv$kQv7!93f^8Im)FyBixm%-7o>74#~GPa++|DEw&LI2fqcK{!y68wY=BKiIF` z0R@bG?Fn2TQ9^w7FGggyx!HUrF+dTFTr}5K;y4NrZke5U7j5ZeFxTXn_7X%i_&Is{ z*aG3P#3)dwDMPI*`xKU^)X2C0hIE6aVH^l8oS^aBzeU}+dogCNlz5>562U$eB5V~C z4&H|`4+WO5W5d|z{*X%ke4K?#HGQjA3q%tW$*y={Dsa1os)-I? zNgr5!miLyzItt`jP-iMkTdcq37>(e=*oD90`6ZN@eL^*>6Xd0s#F{89BGK^PWt$eq?d#H? z<@$#s@<*j%G3pirFEaR~QE6Iv47>I)u#buod6}sEo$rMNDs9(|drRURiJk=6KD*fs z=fQA_sQ=hKLyT>=*~}rq#Y&27d^bPwqCrY+F>TdV!`#9sswcOzI;i*MYPB?3LyQAWMjLy=sHEVy)AHJY)_kBEZj zX6wNa6jw8sf{>8ezI&u{z+Co0b@TT*;@nbq4U<;1GjXLtlS1M4xR%J*7$7Sk_8LwI zHB>xPdRm_1{UT#(@5pobv<0f2=Xt^2)VIqPi=Z>Us0;W4{OGeTW~oKL!<%Lb6=h_? zsQA4>!?q`<2Wv7EYn?Dj*6w>R(6f|_jrEsa_|_;`nlGwF1_0%QNR7DC34@m}kGJ3W zQs!b5ncSzyDBPQIcyoMtV&{#Em{pS7MuhlYok46FBC2{-oz*Ql^Xkm%U-%(4(ysy< zz{Dijg54RopiyYo0BL_O&e$`Q&$|F>d9Y2Yc2}ddioaOQdulciJ&&ya@M+w-bDcW&@S;M3VE? zhsd;qTl%-Iv}0uADOg{M#Q$xkS|j$g0%Csa$44te1__%>UQDP(@ln{0zaEy4*BDMNmc z#74craN9$}LjTC5KkXC45s=lDEbu zmF-P{td`sJc=vHnnRa(oTgvIqbcV1Zl-CuQ^=n-)zMIi1)sz_R)o)&Ctu81mn%(ng zuo!CybVu?2O+-ycz>?r6fsu7j;~-2)U`GH6x9q+&E%1(#_wKnqLew!;ZIs7J4t*ha zNE#^mEWXmZV1D8Il_-kj}PCDp~$)TA9q}b}~a>S*8Y?vr6NAcd~f;x@R zJ_Aicq2zoRc62qyU|;=0x1y)7UnDb?6)k*GxM{a!>b;pxeRS`uWnSA&QrB)Qh4G~o zll7p(JBqWdYU*HH0_OfN9rZ#2%{X}3M2QCjFGyi8^0&Q4&z_I<UbZA;wR z`?H~T84>~Op~Jn^j;{o^tJ*$rM49L<=A=-8Sxv?K5GnK`~5_JAcbvS5TJCi2i2 zV8Vs^DElh6^y!?S6RStmS~!2L&H0;cJlm>HGT~1_>@soI;E#L3HQc4@U1*SmbA7U- z>to^C@4-rhXe?#=C&>IlPt1jt_~O-`srX9rL%&*3wDzOfWyjX7uAc<;C!;D`TEeo%4(yo!;Q z_|VExKj72|<42-hfAUoHp_1)d%B=Mjr&D@tZ0RP8UwEv^q5_|zd#6S}UDKylJO9gk$ z&~ly`C-57fn9s%3Qiy>^;M4C%^ezMN$%_$0VHV9t9zDMBi~|Wf$%@TKU1X(q^dqCf zIUzWbdqXzY>y5p>nDPEhTX|6dBlHKq=+*yfdqg*^`=hp= ziEBd-9q(5@SrjOOHTryGjK>lc4LSMgMQ&(m7j`Js=b13>GW(QvI<$Bu>F5QTmv`;% zen*IO)+1mhx=1fRX`_t~>>^8tsHP?w_T$#t4FIol*7iEDGEGLnCwv!A`!z}Z)fQo! zeJK?Vp9WZH;LjPNXUtQtXUaOF6_8AxrseaUbRtcZId%#q`<-Av;e&YC*3xP=y&Oz4 z`*~nZ2ms9brB~$7NXir3=)%K#HNU2BpAFRg%rEDo$kHVZXSoh=Voe;OFz4$xwC5x1 zIV@C~RbRHU-uh zc9qk`69;;|XQq;)Z3#VQ{$9M$$=NPqMqDFyIh=jc*IqzA209Pe?7qRjVmE`UNRQe0ANP7&oySuUkR;pe0cEKXQ z8_6jSPqiXT95$~8#xNAc&~3<&%P&0y#TwUDKWNg{@57!ky)rU5zN>C>7>f>n(;(jE z6EE6X2swPGz@Oie>ZRBWk=>lLaiB|5p34Q!K9&2ep!G+x`bRhGx)ga}jX{3oR&L5V zeRgP8>$N(|w^V!rG*N?;EbnIoZyJg?SRZ)yQn$DL6q}DPLD=L=R~!Bk6m(yjZ2fzv zE(vdok_mJO!1zlR6VYTQPrO>gj>Ui+%ka3+@K%Qt5#?ofF&W7Z0OVJ0tk~g5zrY=3 zdvLf)n04)I7U5gcg0L?YYDz(RzDT}-NZo_nx-=75t{3Yf8zm3)AZZ>8`?B%h7s9x& z^i=c=v`E;zcTW}mYhIeD`EADtreloF*(#tyd&Z-ic#oGLwL<7RW< zKUz!0w&piHrR-W)>;e(bGC08%vo@qC%Ndx|%elbQkxhtKR+KIgnX%{F6I6CwV4ZshWe+__pbssf=+T%{XTo<`imnHzcJR?XncN`TIdp^{xqO2m^uyV3 zH=4Gy=a$j!pC~q&AleGd;wCgAT9B_FpLQZhmzZm~45p?=_QamAp{alpwYW z+u)+~bFajmXJ@sOOdG;(ey%AIkQzvee|PR}Ko@e2U3KA> zCn7UY%tHK!h;!#`y2-KK z99M+TgIQ|{pwqROFx0W`?t}j^#Zb;z&@9K4IHB1FF%x5JJq4aWh${rtkxV2&P)n@TdS{|e>QnB!ez|G5*NNMszbkVsx$SJ^9k{B4ubDz9ywYNUVIo)&6B|^ zw0x;ahC=7;YR#AlBY=7&iLqo4ZSu5(fhQ$^8Ly`!a1OQ3u2cN*2q`39d$&ixgo05f zFLL0sfc&4Q=i9?tr*n5~j-;94Pq?UHj-7jhmoiY+Ly~bCdd9`(f#cy#Nu$*oFBeR~ zFbGFCe+%tEWWgqL3q?TfC3D(=+Kv>W9BMMJhdY3NEKKQo~aS4JFtJACJugv-oVc zj8nzZoTRn1N`K@X+a}u5$~?$(X;Hc)ww~8I;Tx-4IVhWrG1A1Jl@?7pJp0d|XK2LjMg%U}2pz6zZU9&H9A5#~ zulwngEdo7DJ+_pM#UXInh09<(j+8UJK;fY@5UWk1uUrj0ar(ayXU{j}!ch&tTUGX>RME_<1 z#8c<51){d@gRvY?z^34z*JxkBGbK3^Ta#RySVcuj1|%6M2yJ`I zxfZBQjZ z>Y~fErWW~IK%~GJ8vuKxby?#dUu6`-*H>-7kDcz~-kLeH+;X7!K27{?u}lO;K3U$? z!Cabj0KLy@gxQ`t*#^T_<@knckp}%Qx0WonG>~cF&I!L(&s;k1YNl!&kkR5c(KJu4 zGQ^m9Gr)+=$Mn^4ZU;CTts_e$#^P2+HeeyD z=m~kJ{6Mz%0Okw%Q+4q%)3#qYMENt>Sa^O78H{$f#_P@L_Vxpj85H=W=%<7Dj==A> z>cj_xCm&+c=K#Qqfkv|OU&n7=e5@XBAP~MeUS48?azg}BW?^$&s+s0r1!y|u%W4R4zvKb`sl#qd#Y|44MDL5uhE&AhyMJ+ zooQ1-=C`GVJiG^jddB1Y`Uj;P26Ss+8SOHD7|atc^4GTLcic6*9$bn7r?o&_srzh6_&X-19bm4#?BF|VRMUGP@SNRBp*6LP zc5V)y^0v>H)&$y0gu)o8&M=T&Ah9a0ZOiFvQ*UA4&#UsRwmr3lptn-(#o>qqqfOSP zkOykq(Q$B2i2E^xKDZFGaj5^M!=ytU$0$`i*#GdgWi7IS z=V5^c&?lT3$2@@>&p)KOb!%Z9ZNA=fR(D-$4Bot7o`5b_%2b1ndH&{N)Ud{@RjlQT zztCW0U=su`HMxgGc~+k@uXw7nK<>3<+%|s6GaKuS=-lYVMP3q#26nbgOuElyW)OBz z{O~b^K{se(Vu93`7PGfKGy9TEKw}-4V2Mk(bG>fxKuh_o>Y+iv=T--%#SV4 zw;19MR!zG*UQmzEIF@NVo@To5nl^2tmNjZoZudLpL!ilDOA-cdtp#w>3(Sz@7O>>c%h%*yg{@wrFKVNo2_Zn4PsFOLpXzBs>5S#`~o8D2MiRvzXAe$QGp)wh4 zVqNwQNym4nPeFxAl3xAv*um6kl8Jk``RIatQE1|WK|Dcn0|aAuCC-jLm$`~(rLbZ( z;_Bv!Y#i`Dofj#;{!vFiW&{uM9hS^PQxEiX?l~?Mpq$hU=>CPdJj%8jR2)w9<^fDn zt(^m$)iMm*P{o~3>~v0a{V4KBllnEl9a;4#uL-kGbPU|IE_6X^HwZ#Ua4ubR4;2_J zaMic?vWfEqP@5@WaDB6#QI8gP#E*gpQXD-$Y?nnL2A%R9d$XhM6sxvRj%|EU+f3d-yIW~(S6f0 z#W6raomf1_L~JUJkNLP?pmnPq*DJL>LR5Yogse^b&I?Hgzc92l%SwO)j_+!5-jkr4cx`f(Exxmes{{#=Dy09|KHvKO+M zAnrHSIG4$+q%m8$>{_lt9$e82Wsnh zYeBPrxxhs8#m3ConzD6ej#H9AOajP61xkf< zcWsSCZDE1al%);HX(s1)ReEC@sTf{B=p+=I@)=U#^VEcrw$823;Ys+iq62)jtSQfj z)$|%-1cDZtNeDwe5FgtD;LoOArSuf)pN6LXe_sYz+HI3Hf%f10q)3c7I`B|G5ZV)c zncsWNul|z*6ynAxaE>kOP&@Z?+|NFFQumuxa;z)#KsW&7GqhJXXntHu{j&P~yRXva zHs34lk*YvOOIaJfyLkpw=>*I*Myml0Uc zKx{-vZ`=rj&%R^;+6Dyp6O?LC1I&_EpZJ9;|M=vSe4j+5$Id_cA_aMtiD7!kHLP>m z&Y)eKX|}o@s`^OXkQ%|a`?uH1KcCYj%Wv?TrLigj1-hIQ`3d;j78AZg-$UWxs3h-p zq+-;^4x(M6qummd5M4;GS=LEjQ8jRX{v<@zj+sFy#|PtZIvacPZ4ZN$!evU9F^3=f zCl{&MoeTRp5T_Z}S`xd`IbEKIjXNbUb0)Hx&qQ$qSFyL-zX?pj2z|f@UxrR zZlUH$TKDgqUV?km`=k2im5I1Gg1y1>Bzmt`8A&cD4_i&<|KN6_B?OT?X+s|6d9!V& z)h!*(Vx2^;@tD);wM|nEZKJ+=U`Ggl!kZMDW=1l_+h?>hpN$o)5T^o5(d2ln_aVf< zyfP)QeAh~){(@+#Bc1tCGO3VU&#LLWe|dIt;DjYX5N1d9)>4mFVgPEWiwyzPszt6E z?|U?mpssyvB$7ElQTP&bx!5(f&8E5A<1ZOxYOX#8Dn`8H6wg+a6&+IS0_$XJl#$x~ zPKHLp5;eOo^_$)d!JOEe)r`DFQQj>|oO{PjZFdMatyME5VvZUT8s2m2=9O{%y=c15 zWJmHC{EdmKSBn-})3l{L(uHt8n3l|19z!pcwOk1s`61Q~WtOi^yXz}{zuod-hCvP= zn{lLNgCW`N$~tamc8{rblhD-yl~n*jxD-p9(Vlej^Z95dfoPXywt%r})@m)Z2i0el z-;uxhoNB{F+)?cZ@js{!p3fLF_{?c+g5>t?O3KXB`+wmXpWmd{VX&819!TvJq*xVS z3LG!!xW$~Q*!qs47gp}KkdwHV{y;i+2!nxnFQ5!F%kV z)Vh^DTVg|R*Y0Ii=3;5!?6;DGztB2t%^IPak321PZ+pH8oJ9)cegd!E+w;W|<`v$J*gIVaY*+@DUJnVTEF%fp6yj^PrY*Pw4o`BR?!@mMjwBqwJ+Y} ze;xgJbwYQy%rF|9Km)iyiO#9z_kjLNzP_NUdiyFG^xc;5{6zTS(I<25YGfj+RlAau zjk5lAf`JY9*z?BYh#!3|_9loj?bDI^2df@5FON^!Y9|n{%4VWfruQ1pW%=bk#L%9*uwU4(gflJ2jJf=&qAJ<00r{EN=!9T?il&`@Ha7 zImLAaI_pLGFK($LFu7No%ASb!jopE4Rf1Dxl;ums#dG=9K+iPK?}lnwz~vN?li#2L zXqg((6u9Mu$ppu$L;d|iuv38803_|`?)XIgauOaA6N6<3SvkikdJMfnLOU4tKOjms#-nV zN{Zwh)z|Tp%4Swvi;=Vz;C@*d6QC>VJ8;tARkKbzC5lFECQx1*GiXyaS2>)NshFs^ zAd4`_q0KxgSjB_Gi*`-q^8T#uCp7j9=TgPGN)~UkyIv~fODmAMd}5NLg(Ii$qZvM# zIHOtyBMx)XKH%kEL+3$xPYKN2P-kiP>8RF&;Tn4l4pfDc>TZVCkzm zXe@7rs>>FPw3CzXvm(6MQWuy6#D6&{`mHqMKPh4H7*S91gYae2`sE_m^F5(><3`ki zl7)<1rW^jf&@(r8DwAI)hf#3(gYy=JM;FnL9 zbSADI0Jkj^6F1-Z)jo)QSDdwQM50|V_e)v<4lH~DwsaI)( z=H7kBZb44cBMET&caAps0JfK#htH!7Y$sQgWUN^=U0KcKdn?DOCkbS~*{A`sS(Rtc zh4K-D(C+F{q~ zfsGE~a{wfElsnVBuI{zTC1{0#5({a?g#+9Bk0j}fubwO&-m!^AJ4EWp?(GEC8cGJy zAVP9~{;aJ*hc(W}vkSa~vuAe+Gxu6~ugzGT3)N2`pjyS2(lsjP8?GVm3K#m8capJx79e9+*92J)i&e z!cyFn%`Y(x4)k!RZ)McOBzSAqKK2G(7L8Y^;7qzO`jhj40ERirW%v0FnSp1g!gG`x zfpPYF$2?pAt(l^mWROa;&o806JF1-6F=ZgrgHx;<4{OAYSBuc*qEl@(ZJ$J*h&Toy zdP%XTAcCF;VUy-*=q#p#+g3RjfEv-RG_6s$^kg$@_T7kkW6ml+l6e0+9j1l0gt5`) z!U*a?f{XQe8`FXwzH~j@pVpJmOO4m!5u#sI>2tG!p)MXDG=Fi79NeInY)w>aOy84r z2dYE2RItN%QGy=`Al~)?RW1Qu=^j~1&2#IB;{}ZNOo4JFP`TLbF(^MHS%Jda^f{ov zs|*bPo&ze8eSpXES&AG;3a0(zDLuQx^!uE>p#ZueGED&|I;rRp2Lz>n0qB0V7Mk2)@0!a&r@LiY)G8Tw6sG-Si1(_S*}di41(-f^m{Z-LL=S zOU9@r!q9JtqNnCYHeah6zl#|&&BXXWw^8`;+Bzug@ji12HFOt(khCrW|6XS0txQ=} zR);GNmrUbt$b-M4XkPoT4%44F>&{N9or|2Q4hU|9F^!(Ew8x(KzH!ABp@L`qNGRZS zudvVaPbt;qZ0>E9)7>=v<5v|oY|`=^?{PZ&3UKG2>r&PEa>6S=M-xO%A!vGc6 znU#zO-r8O|&YuFm0VlZyO*9RJc;=H5N$g!4>O}E$FVdLh{1j)fk3JPt?;NjRPiaMm z1kXrLA;`AbaGW&`B%r&rIUt!NWU>(>m*mSDkdSM_Y|w~~i1-)H%gHiZLtwNBgDRS* zb!Il(tpU104n!ghy9v`j;YmMwB$=^d!cfh_UlFCYfd+Ax_oIJgZvxy16*VjGd!Mdq zJkCXPSvJ`qjY*0hPT0_HwUSw=Z$lVIE926jdy%A4wnI780Sa(7?fH}&AD-|se2zS` za_YYuE^SwJaR``dgumioSO=RAe9 zXo^ITQuISp*Ozut*KcUAII1Q+?Y|@1xX$*6ZtZqJ*Di2q4D}Yz`$Q8yxW3$qj3~#t zwQ8<@Y4-OdA0lOT>_4qQrnBifju<%E=|q(VSEZD{ihBE6_UT<}?`9T2H&KH2bjzh# zE6pY#FL=gjX(dYOC!JjIbv4q(Y|irjpo&*ozPNKR-d$BI=bQe}U04 zMH`n%T!$rX#sUmkO^?55Jwo94A=gr^(eIy1TmEWtCQOCnpD0Ie?zwUDiaZ_~xqUys z7^sQ7P|?gx8_6~clwU;$y`~Wn&VWRSqz%V;s2ahr>iKj$Rj%on($)Z?Olz+D@@noT z0)v2{$YMudv-3*IRx@rb3Y))j1-sAR6jnIPB+H}PVNe>zvDjh#-2=N>nkx9v9 zjUU-jM{K#cO6(K=QJrPID*~*sRHpVH5S92v2Pqct3`886eS?>{ptfa2vHc{xEj<3V z_Y)*UoAv6IA>%~qN#{v^!i-h`(fyp(;9X+yJJtJG={+Co)eMyusiNUFG=sJnl<)aO zvIcTSqc74iDh?z=3VX8;qXIv&YzBqehSgBpZaAZOK2vaboX}-FXmKonv)<<)R``sM z!?8|E80$HYyUNPP6gk>=)Y_0R#Z7uxbqS?o;(Ac*c?q%P7aU3s$_>5O$xCbA3DAJM z#LwESpAGlh8lxrX0H^2?i8XDSCXRK06C0?8q8naTGoN&^H_8Y)$SJK42TsvR{B~;1 z1Z@>p)Zp3V=0X$Dt*M$C53VqGB(iG@w7CoUz!gRH`}rYsx&t5;Or~S5inl#S%`gi0 zunH1H=6x#PF6~T$*Moa9eyt8fLrMlvrH+~>*wJTgC0fhgGz{~@4mF7XTv?um78P4N zp3W^NK~9NM%Ps@bX6}+@X;P-Nz5meJAosc39^5EvC}!J0rOkSC1~IbvV1(2na1dJ*2n6Jtmbs$=U@}2QR}qe`-C$Cyy>`L?Uji1AjbkcL0n)%bZQ;PT9t*y&HL`eu&I3 zuMujylMo>}SnUr^f=?ieBq4q46q|AeVBuJZ7w*9;N>G}L(Y-T)_JtCqdo-E?3 zjWaGEd?$r%)gwVu1y%rFD&iEQk&XT-(}2DC2ZQ_@gFATDXCZU#?;%~jkw@YPxLcES z<>oR$)gnpy#U#{QCov7^`uOnm+q~o+^JKGvh-fG3C-h2-i# zlz3|=vnuh9ZgYGkY!&C}KP~v50n*Bq>b{U{z?zT2pVFS|TE`p`UUly*OTds?5~c!m zq-U=6r26>xv|evZnf5D`Y_NUv%HzBcz_c?kB17`SGcOFKsm_(a^*QX{{=}VM`!#%P zB-2k}x<4va!y@P?5`G}eC7&LoqDH*sLWPDHiRjnGIe+1Zdjw96hVD(?0D5?KFk_}>LkI(}m0m-Icb9iPDh!;p>mIeYc^cn_sb z!%5eJz_?Zq_0K>jP5>Q?Mbef6Cl;`^&!Dmp{>V-Ey)$b`R{8 z7axO)d)XsrN9kHQBJItZv6GSm5+S?K%>8^tIhmEMf!Eub1|Mb}w$mQ&&>%o6tCZ!U z$D@gt9a{)pP}NG=Kn@0wZ&}{z*X{kVT0;ele)Z~kC-0>asA}ms;}{O*V*whmz6zKD zMsoAK5tyYv5uVaiFdhC_;rVbs(e`;-gw3z@QqZwR7u#ME<`=`B8rZDih2JGX`0naY z!-g>A^&a_LWC_FHW`ZO8m5}>yHTjLT)$JZsICK+V{63Z=PfpOEf0Q9DV@XdK{>t=PuPDycJ8A{d0Ja9*CE3^ z?z7BzY*jo|E8B?OD>~Re%ddhj3yGlki}-jwy|`f#U2y7UVQ_2r-Y_od%TM^Ke^czY z0UTWN8WC+%B{)!>rAua3Antr_La?9y>Mjj*`Jd8LVH?pD9F5qp4aQ>S2cUMvl-1Ixm++?2$W)!czg=C z9PD)U#{d&D5MKBir?_e-MWI_m?$+~%*7t*jf4Ky=)JEdicjA5pKZrm)_bV&&K}m)`Uic>uhu-Dc>V;LBxLcRo3a}Wk%aJM$`vWi0xwzT=+%vaXR)6apQVa? zl%s+%sz4sl%ILs_)!s1Qx(7{|#7UObN_pEMC+0T0qCbXhM$=KWgeeNQ`PN-s9djkk zG<~8{syoDaobcNg*-y_@r_O_tQ8;s%xk&r@PMxx+ZCqli^#S z#rR|VIvwUWLr607MlpzP0}&FCU{Tw~eDpUa!!MKpjpx~t3!etOI`eh_gUaYID)_-KD};r;voTXT=AT0#jv6p=3Ac%Ode6 zIz^R+F#%2lcadD!s9)+RsxCuN>({leke1PifvS`Y@ptMb0%l3T!g6|jVKCaTjqSLa z_?r8swOV?8xkaDKtv#HVfFUK;T z==`$NE;{G4LRr4Hm6wt{fws0Sj$Pr)3vv2%0@9xwzLl?C_uggCOHBQ!rJKY2> zNS=vDgid}n>|pR>XU#!kxeGzZW%Z%gjj7z3Z;pnP*aUo@88V6zm99JogSZqzpdFyS zLp^+3?hHABR_;}Sza#oD9j+GZb?q%dYjmE!UhwY&HEnO(Y5GxjQ7Z0IRJWfD+Q}=C zkYW(Mcb$!bJ(y#V|2kT-Z>{_Z7`WIMw$U0Q@mvx9!13Dm+__x`l3KcYb)###Ya-@Z z1btLQNZIQtQgLgoGnRh%}hnAKij*E zGG_4e_}In1TCx=kmVBjA@0ObMhpI$da3l1qn25$+I-8%S<5KIPKgKQE;JoQmZR+8D zKNB=8B(-V_g*3EuM6>@JF{&)zCjDLDtrkritdK7LxFLvcaDuOG=%E?XOW%H7MU^=9 z9rv;Osy6Kc=_FuvrCHH9sAUmc@Cp%X+`7d2u?u_ZEv^Y>`cQojk!ZaNTCwoa(qW~D ziU>llztfaSfKla`RgOqXIm|nez2EU>{=rbqcOB~#+lcig|xW!d8&4#x8f{WbXGY?>kG8`lTw?yJo}LebfflJ{EM!fa zOrjhJ`u`sKkhC18RTZFnIW-v^HprzZ72pCr+?n zh^RKUGGQrM@?%g90p(>1b8@*FiPaV%jE@;jF+G7fz9cznk-d-_UzB8L6aZ-_yC<*Yx ztBI$0ecktp1KcxeIAm#X#P2WcfkoSOz1ZH69i9CywWF)Xo77|f#+a_@{SUs2BZPqS z!W)1If-<%iyuOw`1SVFytM7JN$#`jx!p}|pgGVhosnk7WBn8rRz(lHsI=8q#`e4B& zbYJ`?FzG4q_vMSUc;RrD>_lJ$wB zb*j7jE?t}S>YlU5AarHSruQ+l*>3~8sZRRD;g_E-m!ZPG^|3JI74zIv=Yf&J8}jXi zu-9g?y^8mpbR6*4^pxYwf@+${A&kIn4Ez;g`9_lp%S*cad3J4iAq5NZv^_y6wj2=Q z5A5JaLcQLx$YZ0gGWUDI9Q1J#l65S~%Lq%09_CqK%EJ^ZFV?>#Z)Yh8>3^ch_#J4n|Sa2M_g%I7>dse8(MSiM+|EKt7*WA!Imh zggO~Zc7+7Mt}0USQ16KLmi*Ba`rl=lVFq)~tetT@}Chr<$2yazrpUZAnd`(muzQJSIqxy4}(m%|FrAqml2N=DV7dXnn5d$S-N-MA~?Dv{n<3^_)V6R`N zaD|LjYXkF4Sg9Tr_usGJ%4K2JuJWrV+$-M`4h(Di08?F zSOG7kny10+5gU?KF;cd!9dJ?#R@1na6h6_KP)`N@RP|{QQ9Gc?KpCA0n~teCZ14iF z7L5AU>gtQtr3LSFER}YBnw1Rdy;Bsavm*Bh7WbiES}eV_=X($1XK{Sq-97(aIYzR| zc1hiX=#jp~7VtU8UGGO7&8XE*kVYSshwFOq*|6sO0DlO_1x+Y{@S6IOysL_z62-%$ zDnK0soACs)j#nD^IW8lopGR4Abgo_SyC}XrMBXb4{a6aYsN=-XFrJtn7*p z{vD8IH}>`3;VfW6Y$yzCOSrbN>#`k5r^-!+Qjq20%O$0JYy@Cj0?0_@QyXIg-r>4* z6d11%VY}~kXjHoJ)$@usEDY9->iI=Yeyc`dIFy+IC=LnsX!bC2HZ-lvtWaD{JHc3@ zgpPASWCQ!dfI`n(H+O_s7b|MsR(O$Zm>fdn0;MAEoXtPysQG|q$n4w9cG9spO zD91P;Ly5V8KI|wW%t+INIDiyXC^eneQ|Mlj@?C{-NhtpZj*`F3P?$KH&Zp69p3^RA zsKPz~Qlm1`8{{vdB;zOH8BZOitG?o`GAx1M;z~Kj{`2jSYqI2fThP{>RB-8ycwgS) zTCPhFpG)IeoJt+rt2>MNBS5d73zm%xPqN&n&8BOXZk&f8hmSSqt=*2a65^-P8YBd; zSZ=VG4E7ZquLnP_fy>n?_EAjX{^JKQDK>Y+ecSg0J7V`Z8!(^fy{94};Ecb>t^mGm z>#yCfR21GA9)v-F4oQ8i>^e29jG_yJmo6%7Wmf+Fj3%mFVxcJ72=*>#>0;r^vYQ?R z{IXquF4-=OzLB_4jnv`b*%6J4PI1eW>%gP*f-`$dt;FJEO!y>@R(&#MbHuQw>3ci+ zw&mpmD!Nx`QZHBuUdQvYRxWPPhjddIn_azE8H8 z%X_soQ01L;y6`1OU{f5GTz{1s=u%YU&b|YqXALM_GDT~MAgDRyH?y6eGoeiYeXX8V z@wT?;`~|S7&PN>og&@CEi^7z*oB*C?Ju90WAv@9Bb$KBUV$)!J-j{cyHaHRqF_AXd z_g_EL1U|XMZ@OE%Azf1{o2yF3>QV@Ca|%B{`L39K+v9iAz>{OXTT*O6VlZJ?{2t`Z zBJ{I#mpV_I`Qbr-_;dryPZ=GT`IVK@U4S&Homzbl!$Z*3fx+T|5q4ZJ`F$Oa*d?8M zD>0KG1-DKt?G~6 zRRPa30)TcI6oJh^ca)-=pOzJCQZ7+bU@yHzR{J>SdMnR+mP<1kNt!Vq`480MH`F@Z zDA<%hasG^xk zdD|EUl+?NOcis3CpkVqwZ4uxLK8ES$4Ot-!z2h3qW~yIrp6yll{tG%mJ-!#V#%2=w z>Y!Q6N%3h`z%ODC`$K1arEITuEzWiQa*ff5R;wmyc9EK>5EaSl4YQgl$QyVU1ZL9m z>bba?YfMU0o{o!d^-nN0vXLX&#o}0?f^Y0OCHoAH!|?3TF(hUpnB1vy7z+oP<8-_g zRCJ5E6xE!Xo#s>b6xWvG`|;CULmJY(oEE(q&wSlquZd6@OU4bg+ZT>CZ#o$b%OJRT zpveG{<4ngiXW3!ZR<08gqLsjPQk5Sp={L)dfhbeQ`R9SqPvJ5Q229GWhZwr|IZH`6wdfJ%kYfNIqe18g+|NYo?DZAuE zEK77cUS?ud*m_A(;z0_p`PB-eHzs=1QN#dt#T6yp?mlf>>Y({36KWe3yJ-kztc>_F zONpB~Af`w(!#oz_JL)#N4I0-Phi^1SBbeToQxV9PN%!)94OxFKOx4TY4W1 zK||}tNkYfQYsW+da9#ibO)uzL6VKJ5B2V*r3CF39O0VTZ+57XJ57XjphN@x;SzBWJ zU_w+@ABu1yG!)fIY5Px?dpCxB)iS->8u1XM{}B{lS`Lx6-Bt*9{kylKqQ~3?_`pSSUg_MS7JrEk|B@n zxs`cLl5H>m9A(JbeEKo|3iklKlwN$28Unc0@`btLX_Xt%CwHqP7`kUpGr90@&Zlgl zBi0;C-`=_ow1#aq!w>vw^j#cYJf_|d`ycU%>>95!a1XZ+E(oUZgd4lrVm@(?>jNc= z`B(hk79PAgH2NHcakXRM+WJwN(m3vJ#Y6$_)g8omz~f;^M7*8S-#IVt~xc^jFuRd z5AA;(+$gD`vQf!S9j!I2NF)THX~Y~-&Wv#*Ffi%2B&j8<8?CZpx^}60O~TIYz)Gbe z+<%QRxLs+)HA+#End~a}0cg@HLZ>{lw(19d9?i@h^f4;ATQKDQV(VJIjnXuN*DFm; z*kwtVXqryLr>XoWte9!r-?8weU2b2#ke8Y_osEWNL-XGxi!Y=QOl{zaee_hgH#p=tsh3y^- z@l=|E8UIXnI~*(Si{9*JOl0x+EkY@zJ~Wvyq}_|1JS$aSO$GgN-ssazknp+Q^oURJ zpp>K(^mC{jv*)c9yU$Iiv%``adnt-HN%d`0_%L3yQ4^Oc+pYH z_Jp{JKr#&WHuq*pHIm80_C=^UII}BjtE}s;@Y-2m{ZYqa%#)USHNqfNmwP0bcB|t$ak&j~WC_ zpe7+#S*c5MJ&s-CqIsl|*(B=%T^W~jGNQHY9u5WN$plP_ni3yPk^bc9i>eghx2b%m z0)$`yG6b&6U!}xlzz{ z&+E4`Y7ePbVz)MrR~#`yK9i<{gD0;Z_NrevHl^+-6t(=+V8fK8Tz{=}(@&711BvwC zIS_@YBs495jwnMO#dDYPu?B5g%l8C$A4f|>0KO{u-ue*vV|Pt?u4m4nP^sZ!+Ta4{ zdiuWA7Zy3inA#tr^vd*jp#_{k*vh~D?F7?61WM4>BBIxN!Xaz+;ZrENpTFHC2s1HD zW{2uuT9a9}sscizr$g#U54Qlfd$>#dx@3355`MC;g+g49$W5~8i@U0}h_Y1#lFo)m z&}?Il^o&(XD<29&KFtm!fN%ct{Jrby?~q!chi?LM(`eG7BXitKY zm_u4G=KCXoRZ3j~Y_Q=X1uCMu>Nd)xu_a;~z5{O@~a~a$e66%OH(Wjt5BfkYaiiztrX<8fl4kgi(Qqgf$ z5}Tv`f&Fj~Btd>qcta9W?ix_)&Wdue%QcT3v~`bkF@}zh6G^9%>B^xPqn>^uFnu?L z3be@x=db2m>6v-g!8oKCC&kAik038E-Vt6whw`mk4*P7$mTu!_9TCj?rN}JxXcCv; z@ejEych!qZ1)CdZzu=D|=~Iy|Vbh9zhUtwhx>8%T@^2#1iup7plk_146LS52=Eer5 z_pgcEd7m$rEwg=yO4opYna<^=sc72~VOECqHL1QN)B7~{Q3o0&6W{h?j}e*jdF8OM z(;5gT^#;OcI`slYrsM?#C>rFa>{llz*IR69c*`co8J{-JWm0oyqY-$^@|-BxwsTIP z3I6wk64SUk^$E6*QF?TXN)>(JbKGO%-4Sp40&+8W zqLll9W(m@Ldas8=sgf<=>>1a_OcM+fWKw4FbO_@nkf+psAsPM8f2W|OO)nQgznl~* z$J)6Ja@|-jKuEYkjU&!)K`3wr#y3)-{qxQnfI(_x0q1>zah(S@gI$XyVO%6(W%!%>M#f#cuRtmm3bFvQ17q&f zL%NwQ1Fk!vyvkz<`Anec^OVPK9C|7C`)QHCX;;BFW0rOwhYw~*&`f+kZeSNnb?0KC zZd0~f_z_LvkdWLOdBP~nxbuz-_bYeu} zcc~y5>MrhHb&_b=vOqY^re;ZS&`D73r&gOH9ENc45I-3oR9^b-stO1$>DS79MOY#8 z)w#Vg6Th4o#C-35AsRMTWLc%twHma27aBYc&pqq9-wngj8Ta13DurIy9g_sl$573j zQpv?HG6@!wQYo!D%!f}EBo$Y6gu^6!7E zUQ<%~k+cHh6Gn+pe~{aMTKcWC>6Z#3h$} zPCcc7&FEGtRNsK$_?B*ewLq)jiv>*}YRp+L^9=$rfd@BjDJ(f4o*QS6&z%++`@(pS z3CUZ){JEt*$Xz3lQeJ-|Ck0>|e>EvrEm7~NNsh!Vy3Afl_C5iTv^2Q8-O10a7&vSf zyN$`T+OpmG`Htk}{zUWkxpGE$4dkgd7iqiOwPtfrJDv2Bwe{_AzV^+N^ws@LQtu{W z2|`Gv&1)f!huDVUS=vh-ZfJ`fRj{FFR8c0JUQpR25fv@hm;#hK4zxe|HlT||uvE_p z!5&3n%=Q#TF*g{HjCT>R$~rw@dx?ccQog$1WiJ)9`+KXsV3xY;(#b(5C%$Ls0(c+F zD^16aqTW48m=xo>Du4TKa-m#SJu6pdTHu$>t6lfsUSYuJJnMYc*ADKgJ*Tw;ceSaT zp=Ldz^?7cMqHC1G{L9c(VIJ=Z@(0_&rjz}){-$bh zYzGu6e*GD#$aD%ce5%-N_83URt_KlF_x+pE_u=g=Vtiy81cOiU)=k*w*Mk5x zN48f_pVd(nFUNgJ+wQ_?U**=jD32?qYicasDV2h)Xbs z_-iB*n^XAjypomoj2B9WveS_OYbYRp^~0;lTAH1Q+-2&G1B@E7laediOJ9%KiWG2+ z*8sCsM*%?iR6@l4+Wr`Rg77SV#XE$htZ-QtI~*1mL!svWwn)yXkQjM8ukpyvPcGH-hm6hu zeS~x=8B$9jL-+Ug3xqg3?f$;~nbNcw5!F~rF%#_P;7Ddb*4EF#k?_8r{s*->L%wr) z-r?<|6t%uGZxjc<)@}Q+lk}I`^HQ1%inUxGt0521Cy)0P;5$bbskJZ7vIQ+!*M9mB z%IJs`E5VF4+*g=ZZDuCF2<4PYv6xulFamlcL-yQ%@&g%X)X`EypZy|7eh7cx%eH1y z7H;kCIkDe0JbCw4Z9XBN()OQ23!yZVm3Y~-(O*Xd4DK3>S#p?oS?rNordZk9v{xk( zq6QG_zbi>~Z{gCyA*5k%kMs#Cd(%=2m@}!3>`{jl&dG!(4qiw`z5;7 zjLf4NA8$to9fp4e|1UO^kAdfR8##HFxZDHW*`cxBgz*#dEL2 zcH?zD!v&GM<@;9`^o2I7s3-jjkP9K zAdfq%!iTmsxIWF{YCS?nEIJEss^WK+_{64(-lSyHF)j91&HGcQ^Mb>_sr_Rdg0_;@ zeVQW**Ew@=DuXc|P3;7v4^W^Ft3KB```lsXu65X?3}&W@rG*49Y%pN0jB$-~wI@Dc z%&FWk-)Jls9vGB9j8m8)l!kj&&(RMwp)HCYw46g54T zUtzqS9T{ka<*r5~a*JPxBs4cmor+l`B z*6^9$VH*Q=XRO0z;y|AxOCrS2t6q873NV&&90LT0iwH2m$K`Nih^=6df8Z{epya3d zxEw$Jq*XyVA=tGezxuBe z2a1vGa(uMpBniFywOp%QYyxP;Y$++Wg$)n^F|=boket|Ky2kIgv*uih2o;%;pBoJd zgxjx;h?Y@64m%~LLy|N(qfoRRfPz z4c6+5KE`N0y^l}oenQcT|uDAEmO)SW8aa7tON4MPh?LVuSf8x5(TO>Fbam;6- z?&rTn`8WJXzKFfgtz(8pEX;`SCs?9}I{cY_F=rP)SH&Eo`j=pFaYSL3mM!RsW<@tz z&30ZDD2pEb2K^5U{3o#Z;hk2hgZf17RkWEt3DU?voGb#_-DheC!%;AQkOLmg0&zHEEJgm?E&o_d)zOt?jF#h=R62F+ zxGfBIxnPDL2QK;`PU6xW#V3p|4lDa?mAX#RR)<8mB8qIrjweWfomLVN{#l-QEixkR z-oW)@_3h;R6j*y-wF`ihyc;>=ms&Q-8GHAOq>QA|L59^{u;h4HFZ&;pP$|E=ZJQyw z-GVWnA}`~4Z|oj^Wif8-JsFaVAVtjdWRV}u88+rBRHePJN;nm*+^R2$4PE(y;Sy{n zI^$nU+kXia>mQ-A`%Kq;`!}H$o4n~mxs2PrP&HlJk1RF*;;hp-=lE|9`H$a5OB`XC z3slbig4XiVW)Zb>vVqL)j41sKSeWq9=){Lj<$K1*-H+`7Q7*|u(mTKACm2$r72!-+ zwX=hB+)m$x^=cCzBIUkGZ@A&_AUw9}f(-G*uYT-Wu z!T;KqFou5~%EB0%kNsCr``=ppzqj(QTe97z3;(Zw_+S30Pm2Msi4@o8l=wfy^#Aw) z9}?+*cSwDW%4I~3-|_Y&Fvd(88juTW3#w=|#F5Mbe`}wa2avE1SP2UQkmgpSTEA)s z^e!UlR5yvzY8*W^`jm*S@(Gu>N)#`4P7*sa9yH%@#Kk@x*I;M|tR0%{)%dK|vBgQW z_|O>ifP0T99SKu))dS>4Gre z_y2O*Nmdj%hY{=Tq4|HSk0S~2P;)_Rv;9BILi|72Q?U+QCyhF%zx)4Nef&rQxA+~| z(NWU>pD6Z!gdmA(JpEQ3`K5nri(L}s{>H6N!}Y^}^)4}oVK|PF*8kCo25o>jRVa#N zbMwppac$BKz`bcb-0kDN6WymNZ(ePI%HQA;Nam9CYPkY*b|P1Ib-caIug=zClgaXx ziv;!fcNVhG6XoX|JNhBrtpB9SNjsExIHecpPqAZ*Xq}=fdGK`%9#Xg<;8b6 zAN^AQM|*t{^8!uuJWLDu=Hx(l$7?o(=}6%}>FJFWTfYjavhj(vaju&{VSZ9~jZfA0QyvS?&%vmnqv|cErY6T~ zS&wzbIv!j=zUhzY_yqbv@R}_i`lhhB_gr_~)W39FrUz7O!0|r@>m1g12F*7OS=lps zo=pe~IL=7AqBINA*^PDq|9|YgWmH_-(k>h%!Gi^NCwK_%?(XgccXxMpw~!DB?(XjH z9xS+aH_q4D`<(sm?0fFG=f`*d-7ywpELL|fsaf^ZQ#IGDvcJaS0M*eE>xB$vtk zA!jaRNNmVBo_t~p9QYqPKiA;GFxJHIl7+}jB@xY~l{&mWO#`%$dyRR%70*3m3V-%M zlKBvJiYIEVMl;!QXO#We{nGH<^9G5!DW`FC@zVk)@1si6gNbV!D8HSlZNC+GTkL+C z;}GDbb$_O1dQ{gXo2PiJ2<|-a7jAK(WDl@#8M${Cyt^KdZ$et6ZBkWpy`qnEbQ@2#1NI?9f}UZfuXZwG#Lag$UN1W3{Pg0hAQ0p$Ci4rsjrFSX3CxBXL{rf^VU3n|Xw*Bru{`mJfX?X;c2 z9WR=sE8aK1&SPvY9q1;nG)%0;WgCi^-Am-|1a8c1J-;5*FTc8pqHsI4smEirvKbut zpH?itD3LSIFNC^0%gCuFshUI4FlIfN;Qab?L6bW-{j)(X(|ddH8~D*7rIl*1qdM*u z!#?+#$8s)DE@XDcby`Eb8R}|U)0BN4)qeov6elWnhetO-lbP$Bh}(xTz&iDF#WT2Y z%Gr)Q7Zs+adcC0h0dRxD)!SqLDc4a-1%+7tv20mzsHJ8m zQjs5AHN5-j;#d@1`d|8t%psIh;{KbZN_mH&wNr$pj&HM6ITvVv8{BP&q%n!eIY?n4k+fx2>ZRm8TgUmz5%5T$M zeYpKX%OgwE#rGikhf!#tNe14R+Z;VB#CS)t#I`b^v-5|`;i!HBD994l_Z) zIEqjPMPnC-1n!-Zx+wW}IAPT)Vt}y#?SL^Zp6sKvSd5|kmYPmCJ)4}|7?a$OsV{f$ z^?g3t6ZxJ5lQ!%E*ID1}EIiaKLjiH$pCGP(elULbQ`4=l;dkZxH#aVh1UH!x+VgaD zxFk=4+V{q7>WsKlJWS8;q?No%7Y0U9mScbD1l1c!c!A_z?^$c@Q2TWzgim?@EJ@={EckJpQUx0Y7h-t40?UzU#@CCEwTTq|Ar7 z#-hlWExf{jx}dh<@56==`Z<`oRCwGs!9W?X$|`SG7CxQd<1@d#N-=!5Fc(63)GML z#*{T{hd`N;jYJ_xD%{=j=>V@EA&z8(tDu$UpKoqrM!w9;W@vr&`q=({&_`o1+vs(K z%AEJ8h0Vhuvzm7Oo=eiPyUk%%T0=blJ2DE?lraQ#j6!;rCW{$q^BGk>6mjam<%jq#+Zhu&T!6|f8D8lGESm?*wkdhpuqltVdSFM44>cAGm2*LfXiBE@1~9=UM6LanPqFM)lo3P7t3Vi z`b4KnGGM{a(?q`>6;UpXSF2YDe=yU~Q{j_!K%|kBLm;KOhUKKNLM?WH0mQ8?8V?KS zP<|vwuAOODq6F97uzc&nY-5QgwZx_D{iWXSPu2d*L2_aJN*d^ZW-A6z%wZw3kR8r$ zg+m6w6-(jHirt_q-%WQwL11`ux z0<_sEM|xx_6ED_YlU%FN)Cx1?D+)~f>7&w0%snG=A)oKwmER_Zl%)a8KiH}Iou!G8;-Qqf%xEwRxX~spP!@+#Zs{J7Iuf|+vbZx`sI>1 z?z~TYW@q2-;kB13d_^}c4ir9!^TiPN0Ip9ppXX78h!jOuU#nvcJltUWdCZRocx~6G zz7gq+t`NqW$fm8FVtji1O=p~n>fsJ8T%B3 zP@#YRxmD!qsRQJzR&sJ0V;lCE0cMA^QnlI@9pCEf=N!Fj=wf+c;GZqzcs%!ik;f-C z__cEe8dI_FENI9!i+>WZFC+pt?C&bD@8Zv_-mNvtGq$u6qJ`l^?AswU-?St$b#h2v zZ_$Wxf~R0D9B#Z;Jm|=}gAcMv>6q7lR9>EfzKL`Az8@IoOe9k-k#XBBq2^@W(E?Yx zr)0kjx^*kJ8YEP*fAC;AO^Kz-tj6pHcQH=W+CaGXa$x`*Utf!(b)V~u8mFkG?F`86 zc1HXrSa8#USa4iC>rh=DDv&1VUo3jXV_7k<8&b$);MfAF+Rc6JqzVsnP7={Ssds(&N0D3y_%+#!a7zy+vDvlbF}NEon{d-jkRu6 zjYfC&N#Y%8JruH2m)5kg6VUJWt8Cg36{5dgstwrnceOQD>^W};!Zz>{SwjB+uCgoi zX=92aAS}1>*Nx>{kzEX1ANW2rCUUD%tAw%C)^vRqGTHX;NW^;{pswMKm|=3D$@ti~ z=e|MIYuBXLZNt`NigOew%;-e6iL-mBF2$@rjYgjq z7gf90{UbVqQuFlIl>MhrOywT059O)6|mTAm7Yni z!P>NE*By@z=F7y5rb~YP=`1ZnuSWMjlef2E$=>gZC$k944SZWt@S!+KggbkIBcGnh4vWD9636I6vO6mw=l{_dbmFK zA6tNFt$N6X=UXH2$Y*WRuOla(?S$j6I{ge~rkpK8I4og`syFg%K(<8llK2WPUSN>a zA7#C0elFPWl~rm)T_32IdKL8QIj-{~Ykom>&Py8qGqVAY|Hh}$trxp+Q!-c3@D0v{ zglpH9Bw+VZ`#P+9N{#2U#YNeLUjo9(gMQE;j13;j$MfAZ8sZ6i*^1#sl-BB0 z(U_md4q=*`y|Bu+TOWOe%~`!})+ZsFZ_1#To9yDB0?53tVjA!m_??}unI8Hn;NoAw zsi;Kq06*);&TRts`-Bw&G@1{^NIPFJMuwhq&^=k2U^ZD-tq*f(FCX-uXuJo2>pQCa z!LqQWpM1CYU*Lwah(s#Rjb(il6%W$_aCwQf2Pto31uH~#_}j#LaVSCA4m^|rZ+bW1 zP)%^G($FGfKf$So`E+tp)|^|70F=h-qZKaKTkptO`@fOQ^{7_%}q5_J+fAV zTHikmwMh6w|Fx|kLqsN>9_UqnBcGy!UNAq42eH^KIE39nBhw|QJ7)69i0NTBf@F=k z{R8gJXjq=F%mm`2(DaxqJFwo7<7u-`QbC{*L!iN;{j|A8nPfD_Pa$Xo%pYiq$m;tM z(a0G2nWhXO9KCj0orfEMl0I2=N?Yn5-nWKnCXqEnd$N==L<6vXJFSYD-FX=Y1rg>0 z*+_)sX6%E~atOQ?kSFIinvLAmRz@?9PcyUUD9}&SiC?*c zm?3(!ZtJT;*jPpK!UY>NQG`@;ZCzNpGbizx@cwbT&rS!VlEv{cbWI+mOW2KR^DCS6SMzrmJX_^_^; zuT#%8gVSw1K0jdu;Io+AWOZf8z~O5KiJgb7c}d7ih5Xa&CIAIJte~(SslWxInRGcXKm(hZE z7L+01Q7z8mO^#9q0ELKYXTRMs_D1C{Yc8Z15O`4ZYGRc~iT%*ZSSY?IfX2vQhnb{ihL-33QkaHO(vU>EK_U4E55QWuhO;R_GQ!kLoPC;W~Qv z8(F;H`1)geTNeuS2lmdQRYfITyb6Q8JBLg_17J=nRU>#DxvfoLsW}J#G+XhD5)#(W z8vLP2x-u$+q#t=+H8!#Evfe-1)~QS^CRBV~)6HGH)CxXT)ujM$B!4B`ujs0>-F-SZM>(j_Z|%e#7N4XK)7zcuAu9JgU8%v{OQRZmb@Yh zzek&=N(S1-h4G#J8nxFv*W8SqukI3h(^w~m=Z9cFX@Qrj`7e=SrkkFOI?A@APGHi# z9f~FriX&=aq-4`v+~Fhov4ffQCJuT2afbi6y(Y~0N$s35=6}#1EXB{L`5ZVgC~-+$ zo)WK`^;vNBRciV12RJ1^n1^G3A4v40v)rNk1F6WjBn?b+uM4&eAMT>Vx<75`PbT%8 z&{gxcof=)MAS>%Qws3Xwpun?XT9vqx0w`*0UFyV$gwoVCR?F){6+C{!> zy^eoiX`MLa(Djn;^)_Kunmmw*Fn-hyh|t#@?R;!WV{=DJV)S;C)xGRRjPGz&+$19O zhz)6533(li({v1QLyWaKn|_}(L5}y)0y3!JwZe5xEX3g*kjN8;G(x_QA+<4eDha~C z>W&BE??P)V<@UPIQo&p~Kor-50v46iS2_7`K~tbjBjfqo z+AvR=Tz8WT>=jSb&$aw&!#}NlMy17bm?$tE2{qwPftOUnkZTrx{POkQWbE|3i$m4btk+KC4Ke2Fx#i>V2yb-Bf(hMr$?sdSF1Ov=lk1vZ+o2(w@Z*MyXhfl4`WUO;YjY`9MNphMcd z_DMoazuJ!Xv)PMwX9tPDDe4+DwOmVteHQeB6XZpDw0e3pOon`3*T4@$i-m}cX2yS6EuH5$2L4&GxG30z|OR+?MU zn`;lz7Ny;DdK$P?jheOlm#7vo!enCkw%w;K)SkVGRc&M%EV{_K$ZHMh`W@@}l@W!? zVF+!FRd@Rhl-e*u(VPUj)EZjr+;0~voEq&;8}nY+6G~hW36=C~4rjl(QNRMR|8QK^ zO|8~5i2wK{-Nz{WsrA)YDnHyQ@0jlMl(jQH&S(3)wl6z@r;Vwe-6(sh<%pgXM(rg? zhVsY?^77s=q%ivtWIk6tS>4ZMUk)#H0Y4US+ECWf-HD6j)CE5hj-DE(h!GyzFDPeN zcSzpuygsVOIS!t(w;`v1;l1?&f!jMm1m_~9KJJeC$Cg5dikEntkplW2O&gm3q^y5A zVi8KP+AHk%!p5+ta)w zHLFr$&YQj4UMz1i`nij51E`VvYv8n^UI~r(6mAfD9R(@R0=T4%>#thcO6`uXG*!ymwlq$-=ija3qXwg|i-5YfDEts@Kb~Xq2u{pB6=Aoy z+6Ykk?$R4&K20Et3d1ZM1zF^zk=;JmYSWqeJ<=10os{PaFL!suC{z*z^FC@2!Do4lD42bI!_d{v zt?a{>+<9rffKHJm{Fa2L{Dzz-xXP$c8l zLBhVGV6qzkhufh9?eWm@xZu&YgSvxJPYxl%*bR*^E8~Fnf_M7)E3fza5#P%5`2cMg zmNAQqHC;EEsdI)-#Ko78^b6S1?{9}bR=yGL!{s)546-ld)D>+p-PudBZOIM#YHQ|( z>H%c!9Mi^rtavsHz{LlS7zkbnui+($86e%`U3%B6d6WB3Ox<_7;*<7D z)Qz|qE8emy8}dZ^1EwH2dOkcon&s@4zdhU0M>DsCbRVkE;A48W(!1qxb;o{l9>D1Y zrDQnTY;umU(TEc9=>-oF=@b8e3z|K;`}vOl%@L|XW#kr=D*oV0o0A+OpSj3$sgh3< z?1vtLE6<$XuO!9o&$;^7lA1kaLgO~|nt`FQNRhVgT?q2dtxaLxdba1NZZ9XRC}&!q z!8$WdMI}MyqYx{}dbr}JtkUlgUj0&bjrd`7uw`r(rrx~?L0Ds*yHYy-D{UaM9g*LM z+k9?!74p;?STA$;w*+`?VLuNF9_~#Va{@g^6IB#s6+bu&@8wN%YEXU%Kn{}~IG%N! zB;i}Oc-XRI4yQ(u_r34+WF)2{q$KV_dFur1bct=VM`0jw?uz9U*#&hPjSib-ckz>> zguL>F$_Raj?1Tl~NNi1FR$y_BrFpLDv}whKQ}iMRmsp|~RRtxkksG<>d$;a?`SR}A z_V{~eXT!1(FCoCIqL#jK&qkeUE-LHHY0SnQenOk7LG}@L^DD$t1p;vUwl~K|02f{a zgPQ*1r0uO^=`(J>m=kAaXat?CAqwxMcC8nCDcfV^l96)W&6LlrT=b`OYh&D=e!Hbr zj|n|4$v1(;9)9CBI52K}4K9G;m_0PNp$Y5*FjC%zR>x@S;!FapE1i_Qf zjzq{;I`0)K201Qha3PSF{hef(m}c(C>l6-ydMsY!lb3t3_gXB84qY5w+grMl5lFRr<=iki4m&iYm)YqImQ z^cA=$lfcco^^U=5k@(kTwK7w1e2(1rR5PhCs!aW@RG!zj?EFKm933h|K*KYtglo)^ zqctS7c{=B%4D&kRsa7GxefH#F=K-En%&^)cSsKk8Kj8T|*lsS+e*P1m(PP7hat&To z)X+H_>W9c@eL|b-t&gMLe6x%a5U3Md5biw*awMpxvX!Iu2Znw*r=COTylz? z3goP-;lik4s$F_keT_-s8}O`v7e9-SlM8(Y+^W>uVa*UKC+r)HR4O zyvY4QgLkFfPf9*=m5Lyj?;{crz7?De4!cw;NzSZFB|&`s9zWvp_O zzQ8+v$6)|e@G$N)ZW;kxJ@(qh-Xb3O8iVmL(Cer(S?%e&0cw?tk#Iyd<%!X(8`<|L(5{UByD>;-8$(m`F!ybf< z62yoQGCl5k?L?O^ERudtBz$^|5a z&Z!RQwn884SLjh$@!s|+Vj9W#7glVRZ z0;LVkAQO(yukh|R_e+U)p6UD^oCKa{s`aqWZXKtVRi4m(fKu8@gGW;N=<$}F9KT8>m}eBuyd zXzeZA;Rx=$Vet!c(#kBMWpe07Apv;dk&^dGxYxAssx_`4ZtI=$B2@I2UYh`RSwiH( zGhsD56v#Yoy?t|tQB9)pbJcUw@;kY)_sEisU^dZvvBiw2dmZFp{PHfYaOH?YCz1J$ zkp@RUg0WaD7mUlPW)ql_`Lbv~lcT*2FI|w3C1iW=hPW}~3@^_1`W01-<^wZk(&xJS!;1H5?ynokxyYme)L1cHY7-hLq>M!NXMYbHduIY2z%`W zR4rM$FimG3f(rEvG!-KH!CI8ZDkTiRoGc99_u1ZT%+Pyh4AZ}on$&-{9(2vG2qBTu0uE5VZqlh}G^x9hR6 z)Sq&V-H&3pNYkURAP*{Qp>V}EkEk4#de~Mu^6xN%Y<|4h(!DVRghQc4XKw+oE<(eW zAM9_y?%Qe6-@B0X@cbwux~)eqR5B6#C)}hr+wss}$ytCZ#M@*yln;$z43&$nJLc3w zKRVxf{eAVQN6rY&Ew`CpbI?PAzv^K^?ZAOCSM?HgQ=G}&6*vTk&B<3CGqsbJmqe_r zQrEu=(`X;fTnCf~BQnqr+2gfM)+>Hvn}_ErH!udrPzgBHTq0^h!8yZ1vg>4`u=%Od zVKo8v!P%>U+d0{>jdo9+Vg=)U@eixK;4}n|OVhPrkOy5ZMW4D?I&XH=)Tac;`95X- z(L{f&03ub5mxE6K?XMv)j(W&_OshoOV<<{?6?_^%w9^FTpX@$MuNlGQ%su7OGVkGk z(kuD(u;7I4Ug-@;x_szsA&XmKXfgX~El&5PfUR3XJ8S1zJON#$R4roL8dVzxB0)#B zXGfl^PT}A%v<2!#pu9KxPUYj4gRfb-7_(`c?rebz>}Kk|t}{kI z>X+N4&U>^F_BvMZthkC25&4I7$yBQ%r0jfJqeAY*UYiwDBC z%_pS5Bo=l3rYk*{z8YkxW2{Y}SEOil_9Qbna|E$VUBlmX$%S0NTA1>oO^=0&_-|R6 z6|MliBN7Ww+Rv3>HnO{cMn4>={>k14z|w0xI+&x-H^tCtU?D0ol+< z)=Ne>lXUKVA9t`@y>=xb-{Du6J64sk0J3Z!mQi|5R3;%8efP|d&ZlX$kV;>+TMUu; zb{2JZX|CQkzRSvwG6q)x?5EB2xe?V3>K`sdb^sD63NZQJo4T5pru&CI|Io9YnLNT0 zQ3+Ohd8(XpYWntszQytFX;WBFaFw!aQe(A)|AYX{J$7J&6W-vezn`Q8J0d^mcq?*} zXbpT zSvo!d%9#$zZNR0$`l}nE^mWrB8eudnx)r;-5oy^*9Zom?IM7%lOdSDQEj+o^%625? zLF<5Q@)*?lMkU)h4`c1wEEo1lb0vfaw&^01g+9MjzgQ!}^Ud1}91k}3!-KIMi&TKt ze)&S%R6~5To~hA#SolZzj+3;nv^{wNC^b8IfKi;mom^;5Z$M67kBPepkI*k7_UCp? z501HxPs2_(as8f{F^HMvg7#q3kr?a;v*QO!FuSRV>0!78&LVGR+zcnp1h zI@0bu;p{Wpz4yLX^^+k?Z<0&qy*J2nUR+DM@cf$a_n8I%tXKV#?5MU$;8YqXBnr*t z=ifdCA4P^l+2_l`VbTKCF=o(uebRq<#R zZQZSUc4z$#cwhJWx^Y`!&i=)Bk)E+y(3te~3(bE_5&U%yS<$YH^|lgAQ{KN0{U3I= zNCg~bUI%CWAHMc)JsubK|6y`%Z(9CeexCtMP;~{GB>%(n{)aP6@qh)yhOE9I_1}H} z|N6~KR@m4kc6rL@*VTM#Hxqbu3=?p)(h`m}GASg&!?P3sEAl|cGWhlCdLCaz(@dKj z<@CCLQb@ba>O|QIB^;<}9?Q1wa&^5=*>f5zMZ9tllNS=}dElXI3pve)aCRkIKR&6U zoM6IhlOtf|GqA#i1&o6>0{bLpH6^;n4HS*)A{n(ZcJ)yNihv8~TTR%>P;rU;YUtZL zOFF^aO-0y?+9|~|^2$P9l&ynu-ZctfHN~%EXvxb1_cCBV2e>=CUICLx31U}B#A94; z+J6G=Ux@pU9dI-enH1wcsQl~4|HWnmraH{7YIOhYK*NId0uLhY+wXIT|6?kD+036i zeR5#6J1NunJ)!)+y|H}MUwQ;dC=ZT{{_$Y{@!#+qFvniftS0~8-oS77BR~eLkZldk zllxz)DGE1OnANpLlK<7s5C@2%;y7Q#`SEBzlw(qEn&H5AngGK$@ZvXyK3^ADW zpkBDs{FhIA0-dP9vUNRv^%}A|4}6uW5okz=7qm)-i}n-Ikbf~vTJ~_jgBeWve_ecP4!W(wY3j`&x2$X?;7Wm9b8EY$5ch z6)1VgwVBS3jsDffUnNWSb*$4f&_lEFeJUB>E)gq)=Ow@RfXjD0Q%B`QHu6aNkwV#`;+0$-%aJueS%-9(O5Tm57B>oW|J)tI8e1*XGew8;M8JW zCs;$Lt4TZiDRtCO+VbnfCKsfs6jk2I2Wr`dO&Zn2B=4&Se$}hx#yusiGrJv@W#0cq z^8OXZs zpbXj*B!L#JfMh0qnul?wPl^~gzX0*wJIz1l zQ~!R}J_+KFWFL$q-Dw-X2vUy^zuo*MH_UgKI9y;Xy@B2!`cE1`knu`9o#5{5YULjy zS-}qo{9KRvaPzRKiW%BkE{l#UE_Ex15f}NLv_=&ZFsRxZBB7t)U5Y#{r5E{wL@|2IDzz zzCG4IFUW!g0qdi_UN1F5^B7C{{X3N7$o#0u@QBvn^Zo`bv`DURtpueUEt17i)cNS% zikEuG$-&$IMa94o8g;;z(A=TlUcvZN9=Kw!K5uRnz9g-?$)w4$$)xtvE{q&(rb>&Z zC|6l)oL=UIxH7i5gz!9D1|Z_b(+qvQn?0eqD-RJK8`yNp75t~X$)`48>u?;H6@55r znR8;Z=eeA)@8q>sz4;Pi*zG^}l)+-;pInSwR_J+-aJw$GIRyTjR!l11K%gl+Mk9$Wh< zhZFO=9`7k{-2_KH`Ndnxq9^#4jTJH#P0IOt()nn;VGkq#7udf^nS}!4+mD50)*J_4*Eq<>1;{1t?| z?pd=_%gt#@nUE|LjfNY1aP{XzE)P3T^CnHVa>)q3=A$zF!^{+Oe5slKJg3sVJGb)3 zocB52j-dJGz=$HI8>gN=(!2S6f=saC2ZfpqxoUrr$bshsH}|^P!7&xn9gu9`FBEr4 zfynxbZQLVb<2M|s)qH$7-+*@NRWu$`pON9PruoKoiOR2$9r+!V_vq0WGp6`w5sA>1it^0i5 zS|2UmKIJ6_o9e%70gMu;1BxpFLkOwEKlU~_?T!%~en;QT41p|Es-&a^+2J}}rZ?%X zcrD7Aq1aN@=aw~q$3QL*pGZ*tVyRupd$@8+nYTFUG*m>n^CpXgcA`$slz^Q|j6pBl z(ce^~%TtnA5UTIyG>5K)CboM^S6$^Ot&O#u3T4-XN-EAa0$`kZl<7}5Gh86MeV3M- zN^C}$Loe(mrEXZf-H2aDqbd8wFDc=B4!GFAaL#}%)}Co@u?GjVy@@_e~5%4AEeB=CV? zc!YKFCm8lk%i;5E=84x<%994&*L~Nlo~pGSSs@i`9AL8WPC}06#L)hiYu8v9-dUK zGZ@f2vuBXgzk=T&1(UtqH%z`5=TWC$8Z@V2y-1)mPgbW*Cn`K5ldeH}?u&-I4_C_! zQYdJsrxS+RdPk)l#kcx*hHNeisfiPDwK(^jtBd`hkjwKRrx@PVc->&Ze3{UZd*J<` z{k4s`S)<5TRqK5EK$EFwBFyfDLj3fA*TbO@)k#>S>P#1X?`tc2{Ar^MQVB*9n|_uO zU8Ro#owOR8Oj&SQ2wd)f$!tEEu>^PZnY$n_ULj5}ad?EQVT}SW1Ahi8?#T6#m)bCl z{7q@4<7`LH?)Q&QyBh}!bLZD3>92*`_eXicPwCkY$w9iSqa-pvIQkUZjH;dNbQqL7 z5DAX^9c{hdU-xkLJ6=<)AGdm~3^80C>(5{9fl>eunO1v%_Y{slwlflok|GUJ#F4Qx zEA*<$v1V?1l4|yvf|#=&6F-z}%~`31ma`92&<&DBntiE!zz-|uy?NDUEX``d`g>xA z6xCe)hshTNixJ~*gc%fAKfAi?wx;IR;2AzFJp<{%#fNxkY6Q%Ba_#%!yQ59U5^ci) zN8PKlD7HLdzmb&8s4hSueRcnam}rW=?{g`QNV-TyDeIa!$Eu4#=9bI+6@K$|$$TbW zrHrut02?Zr%f72TJgp4hjZuJ^?y60~(R-QCeD2D6j#BK+KX+}f=I}zUPF6!|co=<= z<=snJ7yP%M59p_vbbPV^$0qI;D{=CfYBV8Vant5aJCArhuY1ujA_9#VS~xvb*n6#R z%HyQS6V;c+d=gD>8FKdg4qT8?DRsw1)@58hD8+aS2r$zhHJcGvDRhAwtnD43#_t*t z4vxYb%7B!H*ozXLvV(kHtcSGE{Gxyd;@ffQdhnM40in}g0%)SChgPxX5zlp}3 zpuIb786o5@8l{ih9WK*12Du97itXy36eiIdqiTKRh7lfHc?btk>Cwg~QWI)in5>yK zPRxA!##$G$xbST=S<=R)_*GCeV>`aIq13UG~n!xW>QE+WhKq(BNo z`%h)A60=W`y3|;MUP$Zyv}WKA`I~2~Q-&0i6HZe{WB4j{P3n6Q;-;~X#dwCZIG^k7 zjs^B(#0ML7q(>e;UKFF-J3Z_9{<`}ugpf>OGL}jy87i-LLb2(fJZC=g3+e&g z-!Hxm*Jb5+PLk74tMxuO)Qt}gV+Op~vi|~C`*=dVas{g=*K_`LJj~nCWCXdg)ImM^ z@F75(qAqV?b8;yMhibo4C0vqv-u(JSQLtO#dc4_(X&j`QXM28GWrwGqgpM0a7)mFo zH1!=@Ef}3gw$;hP4(@zsbuk#8vt?FSH%gif-xt;pTfKjV>H%^csDr&d8RcjqkE-u3 zqnVq}o_U%NGS}`~9QaAUE_9{OvA8GZ`t&-!pIJ+twm#S89*uIdG0>qMsTk6?YWtkC zm>Rdk3lTTuULF;D*tp5;tV3kS3%trv0fjUYBKA~1@wGqdMMQIvD^D>X2HxFKnT(Dj ziz8!MXHUuasqHV$dr`5OqNh_&Yapl((j!-<#&rTGmO0I{-g!8e0W>YGiQM`ArrZL9 zR8y8eb`3Cg4mLOTWB)0d8DYQXhMa_>n}|W$y+om$5RkSvg{#F*&|co&ameS|Hh3^ zGrAOz>{?X)>^|%tvLg@#hI{0^lpOq+LdRN&Qd-)SbXo+BNwPR%yW~C|#ld;W3w7rp7PCz>&a{POOOV^)B9|}Sdjt#` zaP8GNE{;)$yi`j9X>~CiCb44~bV4FF4%xTMqnRAh-%mGUmpbmVZ4(;@j+{8om6B~F zSF6+$+d%Glo(@+DX$X7GjpZP757RE#bI;+D1+SAS)Eod|>QI~LMqau36aU^29R^2E zpr>V|^0MEJcfC$+PA?&sF!0BVU|jI#Jo7gH177A zS{CGe@kv{aO_Q&l^j-LS8s;a1ruj z=)1tjIq+R-;OW{g3gs5FiUGn@>Xw`_A4zBF_V8`3TO?@Tsqq67JtiP=a;}b!#Z3=7uN1(@09bPAqCXF;7FU+ zPXxQ*y;0W&obPVf1She&;Wn#`#khY>TqYw@$ux$x${I+`LV;kfB;`Qhg6n5M+s9w6HM(uT$%&=2=zE`ob#1f}3 z7Cv(spjSC04sX|EbynRs9iwXCd*8qp+Y;~O(DNm9lStgOyy=6RVN4rPusG~!SezrJ zf&%yH=TYkwfnv~@Et%aO{P@e=WMHTVQzk$}yJzRTxiM<*sJ0xmGLTNc;`myWWYzO|_vheHx)QjP3sP;t4$~T_i7;5=wzdmQ*%A?|1F+L37`2t=^#PC8%2HA7zUoQ}J?#Z-cXZ zez=%%NLM;;14;O)f~Q|%&Il{QjbD`Q-i@F>m@IhhY;Q^8Mq=q%4vE6qt-28%mJ+7Q zp}IUqz0Td%CrD|$7(hglJSIdY8>77{%Ve|p)J&&o7(x+pP`P?<89t97S4WAoXjw7; zvfjC(oQ_|mNi_~y?ls5qK->;l&MvUsd@fdLPp&0zY;}CJi!(2x;NcO*TS_w(-}WEcoFP;h+RPT@N)Tt z^EfvkqcXN&BguWpbTB4g*REschMA&O3%70oIqxGW4J0BG%bUoKRl zDBm=or74>8cx$E_&Jp2BBC^5@tUAA%rAKD6&Qep*F$<5}cQsD+d(^hsH6ELA{7x10 zhGSNjr4A{0hv!nkY=dtO;CIxWUN$IphLyz>aZ!Bkr$)&hJDFtPeDxWC>LYkI;x)MI zDJKKqA}a7;#A#H@ZTi~S8|75&sptE$P!xKgtB%z=*-4)!uK)hxdxa{9gosqnwfA9y zL9XLME@CXhPIjt3t)HuJyc+9(qbG;2B5>!Vx!{2OSUFsqVOVjSmtz>)h*;z&?fICS z`tcH>pD^;W>-D=k;37>x{{6Q4UhGZ+o29C{&%G?h8spG3pX%r>T*!S!Z3WJg-&6NS zAbtT8Pu`NA@bdH7k3eI0%!^W58Jk50IaJ)i(;ws$*EIuTI)Sfr4z9`?8l4`y7p@WA zHJ@+Ai#am((56Od%FGCWElqz9kHCu(CG+R|hAVxG-+?FNXT6zigf`x{K(XmsYcvi&xsf1TU?BD3_t;5vo& z=ghw2oO|!B5fJhrOL>~jOO_6jQSK+L!Nd8ytKK`Kqat)Bg&!CXO<96>_gl6| z(qDcXwCC@$KHRW*z7{#O|CL0&mR?S*i;=EhXe-HXM0c#>Q>EEEGj2PRW@G2(uLVxF z4}#Ly4&~Y+Fz)j+@La`+hN98jEA``^xS;Hn#aC#F>tLrTH(DfJ@MI?M@J!KfW7Qr@ zBI>Bw;#e46TJy-f>E|Y$xMngIcGztU(DR7fjnq>WV#O3P>Ru#Jr z=61i*ciB^_!cVTBBeS8UP^Go>7S~|%mZEs7FZ(6yOriPwY1eE5Pu76DWY~|FQT=Tp zNemct>sQrU`XwkvO}JdO@&%`2%G<^yt&HlGf95>?3%i!)CvlCzPX8YNc6?WmO+qdu z$}0x_JCUc?`uqJ<=f<6CCxV=n%WU-enC4mE!_O2O=J`uBdQF&JFzNi_p;V#&Dk>WE z*HXS8d{pTYP&(umvIbhyVTbtRF3?2I`9?tX8=eQ2e4?!I`z-JHAe*HvTI_2kElPOA zl1_k&)f(R?c6~2+6FNg^U-=ePB3=FA41N0v*TI8M<~p_VYds)?B|RkJfM#0Q$0t8S zvN94=F3sW9=D7Yg|Au37;&@L6XuPr~G;{k%y#bL0ty36m28A#&zV+h`<_HmfScH;% ztTQOysaX-JyuI3qGeKqHKIiE)*PM`%pRI+$ChEJVQi7>~XtjR+en69MkJ5*x%Mmwr z=Y+Us@?bfaG)!2;+B^-jL!ojwI2TP<96Pi@9bF+B3oS>i5!63q_{^}@T9ZCJ#W5M} z<*P4M1`>ihaZvcG_8C>ZV2i2-;X^7Yv!=&qJ-FtUBI$AJZ=%`^SkuA6pdW7>y}rU@ zm1tThmULPNumt+Jjcauua#vx=0;Ob9>N=XmS-}CZA&4x`HZ2Y8{sRI4g zzYn+E#_pkAWf#L%vYojnnjo6i!TM?%sccB;(Ah+UTqJ%n7SkvWz2URG$7&@L_P6$W zr6!lCkeC>em8?Kt5L`9|!kUlo=Gn3VQW{wBK{bM~KSY34wJZ*s^K=c$o*(SU8ksZ( z$An#Zss4&8P^;R>_fN3NGRd@(4%aff*0#Vkgi6&L?mG~QAyb^{k3T~!ib8Ra_x(|e zZc=K(xsgi|q1vp(Q!f^T9~Hj8=rhxCU#3vW%M~ZIdE&HZxGpVjIrA``tq%b9*3+0G z<#z%3M6decR_q7B4DOZYdM+8e2{vDAJ>!9Ipe*d0r|EI@@6enCo*G>)=fWk+JYmql zq4I){&??EuoN+(*U#jtNj?<}U+8MKclOCYM+Sm2F^Y0XY>z8?@TP+Z5Y`ofIm{?)J z-Q<^Gf9_JNQMuFDIDY+##mzzagRhvFM16YBUU9-7OP4vC$sBD6$V19^r!$M`OI@Mn zHm9B`nKm{u$%xH`F1{MfW56YXiJx~AUxqDzTE`}ft>OWVh>A%Pl%G6KGNf1yM`5L*w){hWy zv9uzv(4K>U_EdTJWM(Y!Q}XSlwpBAZz(rx!C{do?b2NeRloxQX!p=rVn%$nU6fUIB z&{P2~5C*lK&2?mc94(?1DN%_LZSWun@#b>(R5oV({DHl}kXo%rCI%CY}6S|3r6dDD?gd@&5 zUUPYcC*VGMU_s8T0p}9qY}qgMU~F8>b+VegD_U^|qt*NF4H#9WbA_(WOPcJBU)AC* zhLd|{%|o^QCk~b+;JFFhkz-`kr&wh7c3yaE97%MQL)$!Wgks^Pm4f^^vWgz1>Y{t& zW9ziup9{KwQ?+5{-G zC3qlcU&a*TG}gfYafoNI5FDlHqTX~WrPbnQayc|0w9VE?bofwZqrWVfdfW3SIkv`0 zFF(+F10dTahnxK=t}vP}YK!UJG$1MT^W}cgm!Ez^`}ovAFYh)nib0?7uSeaS_YRkH zyG8I&$MS|*|@!EwH!(tJxzUT`3x`T&@#tM}fF5@rU{oR2{{r$|m55%dcfyGp$ zAY|4h_DccsFQ&GCuE++5VrREORG^(#{4tN@quQRzSO-XteBZ|?(XAnP*?n*~-j)pp zGMx86yEn{A0U9R*Ec9m;RTBxuAg)BZ!VnU8Wj(HYl-2i=i5AAR)S7K=e&#RvZ`(q4 zJ|zcdB%6M>3b<};Fy&IX`w9Ro4CSnyNpKj#CMOHS&pH$L z&y1Fq&eu-ov#v2bK)gz8@H+xPgx?KMP&!wqLkVA6jh0$e_9wFQr`;8ZzUvDU)bCf{ zl*6dn2k@Njj7-MsECc2?ZzW*=m7D?o8wUTpA*x(CQVvJKS!7D%QC=~Nu&X?G;%UB+ zlkPF13Vu(`$J>`0n@r%wRALHZx}9sjSzu`dONJ~bBoH1!;=+x?wVH4xf2dEo7US;O z6WLR%7=;H{T9jFfSeN0m7UUVFNYn3!W*o{J!1bmA{H));lHWTRTq!e{2VwAb7To5y z>vB=X5De?(t#739qY^4}cOt}E7ov#UvBCWn(OBt`fB}#2zON_D?ee*_k zNC-%Td6rOS{M2be3#Qmr@&Q(i`Ews18Z;d#MZgXNDlQwpbT)9?#9OD6MJCeNwvP;M z+ppK=ZO?tW3^POPJFoH^e`mIc2UftRdlan|cFrMU1$`^f_1?O!3EcLdu2!SrNt-RF zQk+^R$;2nk!y@j#C8<9|w4F+sJ>It#ENS+&w6)O}S`(vqpFV0jGMgY|HUe+Ld&j*m za_!hOdO@;B=JUjNN}Qkzma6vnz2|^(Vp!Kn;+X}E)U2)we2{uv*fs0D&SxS}R-on4 zj-g)k4H#dXOamKx+|s5yoz0JTjC4zT7OqQlV_jn-aL(%k7DHrKL}RC=+P<~=!-2o} zX}IMH-7TjHGz$JzK;vH_HF3my!R1Kp!qgagpn3kUp>l}|nnU5xzPr?p^uxWXSvt&p zx+O_CE}P7_Pp~drl%m&D^&bg}MjSEH*Kv=(<-)_wE34x)2s{Uz zL*1Vuu>;G;fT+$yKx;?5*2gzpp;yvT-#FFhM~tuuUPY^XyDO#@b-3&k_Kb4bMDH{a z!yH7CnQly<$~)X$o7alpC88iT$F1^hmsA^W5&jYwr?x!m$!zPbL$Wq-;GeVpQUKw} z!+LCg@W~K#)V5iFd(Lwj%DfH%7LOK{s@149)){IWa(Ii^7&^m#9QGoMWOjc>`gWgL z=?RE>ujol>za7iCf3|q^Jc#4l%$)`#SVZS(4Eud7%GbB#smy+oP;w=Uj?));;Nu?D zRl^2-Tsl~>8fP3;X1Z&_dGm*z7Ij~i^-xRcd=gt=k^3$v`eINEq2MF5TN9at7%DzR zGIFj?C{CoLyZ^dP9m*R)ugDnpq!AUz-enA%U5xVoXvnm{Hq8gv)?0I5>Y0kMqabGP znqBGt=)2lP{Q-~I)T?TJ4tDT?ZpwYG{cUhnO<47@XhFrrKBRg^U3BWKSL~4f`Wh10 zsDI?COS6=H08;$9xkh8K%`*Ts(BA=vId2*;PI!05Cb=Ibac;M9As|R{I}`wYr5>Fh zXkfb|Lp3ERKiKrM&pq>xb^JY+G?SN2c?8HJbZtv9WbpFAWWVvTbVdO`0TB%YJ_lK; zvDVJDQD92eQL|3k4@o`c-pl8{J5O0T?rtmSXXkL^^9V3}tEVSs?{GHAEHQwbpb1P) z(+r{;o^sw*V2Dei(XFj7E~iJ_apq<(2LJKTUr;1eFq1T=f^2MycsZz#Zwy@=;{dLL z{7Zpklj`XF!kPJ45t^yBT{~UJy3WPbHu_q%B!FOX4tVZdKLEW8jFDCAJs)5<3Zk6J zd`i`-QqJeKWj`mQc71?QK3n7Aw8Rf?iWpU1`-ZN>%H~p?aRd*#@1+=1=ZG-Vin6!B zeNRWb?{KzvhnaEnn%d6jdnun#TX>FYo6Af5gq+)a=L3zKmSVOI0+G5A;AS@TgeLEM zouNSPXImyniTL;;VwSNmvt-%?(2|Xix@;v2&!f(MbB_*cHD;RQtNhb*8iEH8G-zI! zSE;!lPYs^lle8PJrOWY~b~pbzkTs@NBSNsHX?pQxj3l3&#mS7ozR^05BJ^ZurFesy zKd{szH|!=D~AsSPyL>OORZKsqyETb z!RSzbsAA$;rT&TaN}ny|4T_@_mnUqzA9L z5WXm>Cok_h|Lr&GE`LcbggEi1_1e%x>K6MBG6pcviqX|6Q_gEfh*MY^xp@E~qF zBKldlOlC8$D4_ks5LHhU0%q_Q_c^gCQ!=xFqZVy@L(!h8jZappCo4`4nEAN93)wz` zS@e?VC4z~{j+UqNidcr9#jaCBG7d5}xFd&>!yLQyp>qO~2)K%_{oAod?F@fgV@6pl zx!d8%VLKF2Fkqu^+0~b9^A*7{K4V}63zS)$$x3h)y_5GuuGDP~CwS=IH5QE7Qh+?< z)_ERg4`k7qPXu#MRCiYFf=y~Ri2Kd7I5uX>l_3mZN8H4Y?IqvQ-{VgQL+?+dgkJ{g zd4S>Gp1!KfXx|=T72Y( zgsNB+%T^jcX>#0Rf>uob=b0?r^>m5dFR!=0pV6xNnMt^Ldxxl)#G4h!I5lPXy{m26 zrla78xA%~h>09V(HNPGyY!39xIY(X3fqAk5DKT;SDsn%n`12IahniXx48C3Vk@Ih8 z6{8n5CoK<9P4_c=E8^t(%axCqG;6$^)z02Igh;Sjna%C+94CWW*Oj_#enE__c~zCD zgfN}s_QtQxw8wiA6}NTM`}bW}=M-s8H$>7DmkXpmGG`8br$gm{Ey|-?j8v!@v{U#^ zjS5w3Z_+ZuxW6`&ABW)+t*b`rzL;3qU;pq0tBiNmj?OcDO_1WRg^2lj363Zoj!Q`{ zy^AAYfe8f}m%oyjdS{1(uGgiWv-+XsZBo&&v{U8QbYo9#yh;1(}$r|tu*=3lb zx|r1JQSY;dq}H%d>=0K+s0}6z_>g`Sb5QfTRR^Rm0E7V)1Ry4}G#$-tJy*s8kejc@gxBwx^({C0x z`h8ADCX3^3YLfEXK6Ph@urN(bb+-!=eON}zt6bI8R76jFMnfiX`0c9 zGZ9?>aWfhPi}fRL^EGSbEYI6XI#pTy{gGd1=YeG7d&S4?%E3;k!o8QH?CLy1dPbfR z8(1sc-T}Haqs%^`3+_rQ+l?N^kas2Zoc1@KrA79?=*>XUsv(AvTy3CO15mI*jMmu? zjLNKfGT@%VhkAkk9@hHxFWxUQ*@!=JZlfj%fNu>iEfPErYoWgBFiq3kzEnf6rdOU1 z#Z~;`(U4dnen`;@p23I`57)ywjvIlMWP& zmFhAM8i|y_B^P26L;c%J26eBxczJ!Y(a>Clj?wM9(y8JHB>EHN62aG)wgN2XVirtt)2-q4;BZUzo~2@;uyYrTO>-tJ-W` z+o5~>keEnG>uu#}9v{-2vWz+D?H6W_&Y3q+Yo}9l4MIBO0iZRs=GJm=5Y_jm@8*ds z$t~1L1iPIRB%dYCWN{I%x(T4tfDMHk6A`@CvyrZNH`-Wz@{xwQz?@ z7hd%2dnof)q153Z-PQ4)0)9?>7rCl!+3|#Z@AUVdj6ahd(_9?epA#c&({GkclU8KI zj7zS>4qmWQzcQV_jMr=wN$0N!BcPQe5r`GGGwRYCP5j)nYkH(9`o$|k>iwF$s|ubQ zLpwB$)!9rn#fm5j#1%Q8_}v6qUd>8tM$Ig6?PY;EC?A*(0PN@!0JyQcUY}G1S64k$ zx`XOK+bK4?mH^v}YSzrj+Xr@sc6pkb4~>?)3IrxM0#zJWKaBzfcq|JyJZ&7+RD$0L z9+3t7@~phyO~JgpYQ2U{GRml^ueTYyeHg}yE5onQ99FlxvJ8|zW4|#9VQ;#%k67=~|V~@s# z7%;Y#^GspDY^#qKv)dHrC%zmUsDI$Nwx;wbR2YvB zbY6TPbRKOvrKL5t)9A-LyT!^w@!e-$TcUj1tvT-pcbd*OFuzQHC+82Bii$Ns+ERj9 z#2JAP!t(2_n-d#`Tb(8>qTWWFifut!6+iQVIe1u6)RBzgQ#==|1T!1HYVM(FSN=fM zv&#pzI_VgnY4a}5e~Un*?+oKH>CIrcpx#bVlA*rc08wq>gQu9yy}jO$5JECcPmXq! z2?D3wm!84TiII}Qq2lgl1ynV15(-if60>c>sLVw{D55mere9<(MQ6QmZnP5uJ=`>`$9ovPhuzd@rq*Koqh9$3{8G7lENGoWA-YGUV#dcbwCJqlXOw zJa?_O9rp$%VM!BymIoaP>Bx8*lX>lUqKe#OW!;0b z)wZfA*HYOS11{kDWH-HfDQ1_1bu35m#=8AnCyG0ctFjc&X&t(csGSe18wdT$P+Rjl z&1giRpnEF?XKt}L6NgECWk6sx#p_>9=f$O@k-`z;>9~zzM|MbvLQz)N4PcXrG)R|> zgJgmtG^nqLF|m6o&A92AJ_gjf@-|xyBNE%jA2i|t81LRQ=4@Sv@~f6Ud|;KOD(vLC zxk%(`!Bj7fAmytdszp7VxA@|U&mZdOP|Pfbozksm1(mucV0?kIF?s`c_yQ;Eex(ve zMtBfYei(MeaMF8kDq|9#=R5jjlS`seBrrW4Ao=BtX(rMH=oOPw6mBbe-1o&BvLcO7 z3v!&G5n*4rhH0NHu*wdKi(+EN{fDj^CisK4%q6XN_m^n>L^_ogt~I{L2gt~ay?)z~ zvWrne5;p@%pNRwZ0&G1$wq1pK6sCG#Ua9la?e^^@y$Xp5%bDs4v!l_79XSTB)M7ZB zI5EK}WbgO{73Gq__1>r5%Il#o&}~Di)S*dJ1$&+a{NC;GPm&LSQaIwqdgSJ=s8D% zu(4{Ol1~L~e+z2V3>d0@9%)!?cM{P7+OxIOHg@IM`8mudK^fJO{2*e(EyWiyb4OYVKW&zOfyH@Ac$*J>~V)ctb&Df=06*8W1Y zk5;Km3i6#mrMdm8ehKA5^5o_^Mq~BFsU+{NVhN$l!BiUKFD_N@gv7TIIZ{^|kHFvF zygMDA;13cE37|gpX%hGIDs8^8ptEB%-x~Uw3n$%EeBax8 zc?~kj6UKT=K1mvly`LGKnHq2IW3gMtpTihX&%6BIagu%{Dm8M~s{)PQ8^j^M*oAQG zWlW71eIp^=2uAPp&{oqJ|&`{MBXEQmseT?827quZN#a}`s=GnSebdwL(n-aMZ1 z;TfP!dse0t#6x@WrY|zj6di7}aE~J-Mp5#z;q}BO+j#!-v2k)1CYX*(V|9USiX3C} zRfSCcI|FuHcC5WstNuX-=zm- zJdC;QyJl$v=fb|GAW{Gfa@<~p(H^b#%=k`hP|(9n3Sn2~j6ns@u&l)svTr27NW-uU zbu!*4ksaV+Q-;;MzfD26)_6^n3w5t8*~ogU zk-=;cMadCai9L#Gjja;h!b@-VfP75Xh~$ibE`a80ZC?YD>1P_AeQmv_{7+72#3-@s zI%M(i{6eo!3%V8>>?u#Lx3$x4OmKSs;{id|(vDNK(akY?flHTbYLH$ynF*FSRm(00 zukZyzQA;FCB^ zEa{bDsIdl)bTP8nc|dPqAip$lzKzpCV^d&+9-No>ym}_~B93!c|B2c6A5-y8^DG2i zg^=Wpm|k6rTK%Ie(GdAyiw?OdDJN^GlE8Es~i2C4M6W*jc0K-1yxx+ z&};L<&Y>IW%JAt>K5Oo4q(yL*^N93t*wM|&6E1Mbc5G>aHgYQKM#jGo{z)PHI9L6m z)6tVJ-5e2$n(|lNdsA>QfvMdgsQJ}2X6Tm!zS3xmJ!OzEbWnEB26Nk=f5VgLg zWcVFmb{+^)fFLmGElSA5FCS&HayL13aN^Wqrd&cMoBeoJCrEMvoAgn^ml!4|XDPlP z{$Gyh1v{}CZm@8Wal$jyfmd!QP6%cUal;%CfK8qJk{x6bBy_(RII~XUdpzng>u2QR zSEQ=78pG+^%RLhoN-qKEKTLs(y9Bz|?9>D8D*W=6BqhBsun!Y`bz=fCL7|-?(gd_( z*hxikCvT?qCz}C=%MZJMrKT>Ii(kK2f9K^@Ck8i*KbSlvmm~S`$gv&b_VgWKj6;cG z60iAy>MQvapbMaNFI#1Wy6R*rl}&Ls-J(oky&uqoHxv_^=5`nHTuqXt&!=_?^47#~ z7fj1&{LBnZJY$WMsQ6PaIGA3dPzBu%2-cB2{p}?CEkm+MW?mgoeaku6Wazcf0%%&`IGnqLpcPa=dQUlfNrKx=9+n zyu62rbK@OdCdw-O#AVtg&zBz^cBs%kXy+as(e!uU`aZWRkojBGLbIa(GEZjxSt*|! z!jNJ|^pmGvz8ziWqpr7-%Hh#oMh%s^rS*O_>r41C>4E4X!@(wtJaN$%dae-rjc?uK zdTm89^v$B{2ettgnV}TNlYW+#bb&c)b@bPk+2jw!LR6~gfvK5EU%q-2Mv1mh*{vds zD=Ym8eU>U<2H#xNZYQ5lT+tJ9pRU6CFD^3a%y|{yuEwC8?-u=Z~$NGR{>hf>bi46agdO`~fbq+_!Ie zLdVEFEo7D%YRr-s$1|`kR-=%~_G45VKB(Oy;2LqJ2lb#pNbc-KaX##gOP3GambsTM z;K~xTJt0|{<9O$poJM$}kB*}-f~?H=>B2VK=!rAN?d#rB^c*HGr9QrsjZTxisFiUJ zcw19U~(@(w{QhpyLco zL61q=#dz>1>phcE2^`(W4d(VGvq!Ik-d#AZ*gj)b?{Wik3mqCjJe?>NcX9l{y2#gW zg1tI!y->lSrTRUEI`dYJvZDHB;%lgf2;)3CRIQN2NInQzfNOM_sD@g!IHUb16+8Mr z7cBbVAJWGeNB7qv`YzTtKKb&LB{vxRh+|w(O4g3x#(@vZq98@aLnwz)ZK3X!i8d>| zHTWA~*D**a6U>ZnBmD8V*m{%BbAMgXY-_H;#{H6&ek8aj$<70;72_H+*Z&+>%wgSF z;Isy61MbJN;(AafTNW;z)O$S)j$9o-ZEJQ}s`p;6DO!z~akohzc%~7sIPv{(L;`L- zX2WTDSn9vo!2-G(G-bveD6e3~VcB^P-au-#o{F@7cVoQI!P03G4;eC9n55lmw<{Ax z7uKmmO!Mb+d_)nI_XmBaUVj$g%AmDafm@7#|DM@ zgaeE}M_yQ)H?W#z!_j|9g_S;66nrkvnn^=$%vHffe`jUI49?0yaca`%rVNXkMDR!O+9O5^GDEag?6 zUtVly)~vbi5Tn<)R`NYzo2qU8>cqQd_Hf_f$rHy}KY}GS#f3ylLAqji7Qi0eLU|uU zKO_rrw_>lHwY>75cSYvhQ)PcWT}ExXPUNtihDI1W%zm5#7DczE82jh>HrLi5n&ErK z|J*O(pJ?V=lRKzh;9=uJAx#Dk-^2dvQd(lwH!t`1{YCq*>w7+=mhq@QjaS-+>*q<8 zr?)Y2vEbm?MnXJ%^6A83ReTAxZ|q(*qvQE=`%&uTR8_Iww2ABpn9fdj$HDAOho}`_ z8*sf4zJMzfOe|zW(V_>E|Dj(tgkICR-BKxY)U2(2mZwm51|zG?g91AFZB1fEFEf6n zRcoz@{t+`t`!TF{D~v6 z8TiafB{>xdr#Q7L1&JPs%cal6U6;yri3JdG@I?W62|xIJ=z(Z8aV1R_ByUfNxXg7)0kr{LJBE%qI;X2>(wST?H{J*R z&Xb`SVXgAW$ffNj01XlptyZM_^Nc$Ned;{yQi=bEn3R_&D#sYH9xXerhK?Ft{`xpX@24uTs?cbSjC zW4)L-8#nkcnfD#Um1ti^ZOYnz1S|ihNB~#yuZ&8a@oZT!DAn&PyR{E`KqJ+X?(1D6 zK(Jiui>lV&@r;h?juMB3KB%KYB4(>Ddr9ozWQpzf_y+kF&a?Rax4Yg_;4_m>mq_Dy z{^fgpgsKX*BDfJoj{VwlO_V+XEOt1yFTTe3>=aCmAMT*)N8pZM2S0I*y;SQ1z3m)T zPyRC*lPO3a7o)b5bqB)2WV|Kj4rR5M!<_UxISA%y)NU;rjTHGM^S= zuPO|rZ2)7Dyv>vBl~(yWQ)RRe2+B~Ka68j|DibZr*0*@846YCIIVQ6_+)UTS(}ZAB zNl8EFj3DVwC8N9x5cl1^7#(*3;)ox0W|@`uzQG_am~cy1!v5GomY-(+lyWX@a`E8~ zf_n#fpdC*47(ww>+0yBP$^t6o({|u ziW}|Z8r@{eCgVsyda4k+{ZzOW#?M)bTX)6!2>&@LS7R=(K)%$qL1cIETk^va0e$U*}8y>>Gt&aB~i z`EJ+Wyi_K&PiHm$Q9}GbGt6mIOrRB_l9-}qU2oGmklg6%uUlRO=PXU$wM%+D1G5X)KI z%4{cRp_1EA#Zn>R+HvxyHc}yBtFZ(;`Wg~49iA7x%ox-?osv}1XB#iwFZ`fjHe||A zL~O2WmRb7!t=o67aEY1zaiIE;Snb8x-d5({Uj{|od!gGXb^1+@vR!OhjYqO|v~Q22 zqY#e;WFa19R*< ztv%FV&e{Ix0T5pMzMJ>8U{Ss=$DQutfN&i**_0|nr2eg2w~LkJUTXhs z))%s(#F7b65my4acJL1~+{Cs0>~s2yx~I#j|En!=VbUhG35s?N|C~bqG4KB${I6Yh i^P&5{>L?oSeS%H&%;3PMk9TijK1%Xxa-}lnAN~h^Py8GJ literal 234493 zcma&OcUV)~);){}(gc(uDhL*Ol`bGf5j9jL1f;9<-U$RkRXIqN-a+XJ9jPH8A|SnY zLXjRwLJK9Ke9?37x!*tc_g?bk**kf5*4}Hax#k>mjJXJZq5X`W_9iVE85up``4e3- zGAceYvWrsGmq_1Sl@R459WHq2K6^}7*3Yp)`tZ)`6~J0ci%gJoPEAI6fr;$m?@LH8 zvI{rKDF2+3k*Qx`|L0uy0{_3RAtxgXvm>MU*EL3@#52GYL<=bin2!ms4rjiPw8AA zGF%Aez4JoWqvIK~l9`vK&;7ILHmQ`b-z^0fa9{D7->6$;yqLawJ(BY8mbWRMHn*H8 z1kCC9&hK!iJpO$%6(G}JkcpwAS#VmMgvF!ZUj^|k;1t@81{;gUUK{9r4KwdzAs5M1 znUTR9eD&~u=%00RE6nabdYgH^;P_Im^(n z7WzN^vSlEDiIbOSILutl=}Y<3W72&}RWAHLyZx_m$+<#7t$i&-qVxYAC^8C;R=^qc z|1q3@Mk(aV?FWWedO0Zm>!|wRVNPUcLQ43_lskNH6{Orv4e1;E*e?Y(wJPOEZmq zQ)`{~@Y8G*9RJf(@7{ZnF~2Hevw6Uy<~+7C(=fJWgJ02@Rlk-ZY&X%}mnzwb@$coA zed`JBku&W7UlxHYoulh6!2?o%K`1Hjls4ky$606N#D-05c0#S_JS7yuf}L;KM)RZU`e8iIEw>c%MZ`u!aDl0d&QKrs&kUVz|7Y*7F_HhiVHBhN-OzXf z^2A|J0z7iA<&NKb^|0Y2&I#3u@XB&&LEF_--wTb`5FPGtx}W3OoM~Vfrcc4Q#tvn; z9GnEm3Bkw9(LB}P_L;~Bi4 zer~j>qYKj>p$S!Vv6}gh*-6n|sOf$gvR^Va6^7HF>(+v2E)@*ep7|wX6BC)ysL`}l zW&Hz}KBNCEQIZ#~_;!iU+{X{55OD53(JX~@vQE}6MXheug3FuDM-ob|(~)0!^_<28 z`t<##bN^Ihqa1d9uXA<9*3{y?H@30bkHWI~Z2mHM_WjaLwT&XA0wUO<6S8UsAyOPB zMvcXmwmc12zz>$ST5|=w+$?Kyc&mz#vPVW&cNt+&iaOfb9Q=lr-;>t_=`CF&;o z@ct0$P|qtj`V&rD!Rh7d2aaK$NzCFJ9FX#p?e>f+8M#QvH`C;OPl$8kE%4&2!^O1` zI*6H&*hoLh&rpmmvfrC4Kpd3`@wMvjGzUu~u<3E(8I$LykVeGjPM7ls)U&EwW*!`V zOGKI?WYnCOCm~?}d)Zgrt-gEzUP!t$`{=pp>3Nn0<+J{*22*<{j}M$cC#m47YClNj*^OB)Ef-RgN8&ftV;ubYFta+d}% zCD+7YW=bEfzV7#$-}WZi>9|O>PjA=sNCtI7N;JaOe9u2kD{WW>;vstRsUvXw^UqAM zi7dQCz+1rxM8F^Fc*Zn6;AviASpD|mwXXMqXyz<)xn^o%$?6&MBT8|V{~RYff~rV| zOUOql%;0)F#IiRhW3u&Z3npJ=`C1yt4l?OSD+Xo|v*qsI|81Wl!72@MCeYWqYkMQO zDUAUG!?H{vJE3HIZ=hEf?w*IoY+1eMRx{9OxVtYSm59`_sn{{fFRSH}1v0xwyqC>_=Qm%Lt8+I27_u&NjOGpyO10jN$X0HN?C(v%+DI4!ige#BIJ+e8bbni^8|Yw2PU#>wP2`cb(<%75tZDviRc+l@`K}KDV9lR# zoSnmOjr&Z@bee0e-72`VUGfJ=kwVGqVD7;qzC7NOM!50H& z#er+g8NF23XGmabFHz;rYzCjwIz=2yhKj6i0gd# z8`G`ct?)Td3DsMQxvn@8m7PKzo6k971Va#o-R`jw(P10d1veH%@u=wY4I(YGQ_C6BqUYKMssk11D+WH!WZn(9WBxtkY=WV* zqLL|^tm~|%cJtot`%K2Ti*WQ+p96H z6aAJ_!K$&}4=CN0gJE8iDuc}-@!3W#@^-N0PfFL8_YO(`WY@a&)T-mUh6<+9LJ9S` zhoWFvqj$jjuEuMiy3!JNSpl0A2-NI~t z%*I4PeS~xP8FWqI+V4p8H;4*ey&bzPDAl=6w~;bMfC|_)JY1e8>_a{i1?*q};WWrk|GjxddO-!8SK|qPy}VXO}#^LNP+&?2DV| zyiak5(n*PU@X`+(OE_d@%c8L%|C-ZMS*^o*3CG(k1;?B56@pI5^?#l2Kg(oyx63Ea zaKrxi+r5ZyoHGgS@FC#9of=(LD2F5^A6KBD*lT!#&M9cHpI1i}g<{UP9BslUf_C%|d;<+Y&w0y6a1X*um4tFW!PE+_%x z$w$+qSLE8smA+0+}C_X*%~JPfaZo?7f53d-84@C;f?ah>*&;M;HPC8d0U zN37g&cm^#dJhF$E^)~gxmfG>U7;QN#wb%>>iu?06JB1_(TwTdmVD9SHeYr6#Hx%%A zLR%m{Z+a4DNb)xwd7=z?Z-M1-l<-3RxJhFCHbY}S!?aREh+BL9jNGY|WpQEzy;HW` zDQnX0<6%StPoPkjnv?vOt&a+Pjo74=uMH>^yM|Ks{z-pw)8Ak{m@<(BvnlbiY;JRLK$G&TH@vQ@Qby=XvPn91x>E~p zQG9>&ZQK7&3s`xxJ%w7WBYF$&vJdFLfOqJ%L<8ikj2J#Cva2YKX@q&|z&`r^N-V~1 za^(`G1I|t_^EKSb9zrzZuO#`uR2>s~xdwyjS$PIJh;6CHps$s`zVQ`Wn1kLKo~g1q zXOPQ_n3;gdwjB&3fT;UDH}%c$|BhzgLbO$ocf^p2$42~eLna~dQKwk-CU#H7D z^L)~cKcW6p5Yu^oebulc1e)z5y_|aBf4YS8D$C^A!8_;BYuAgp7vR{&)cJrhD7Lv& zw6ouX2HE^LjjSetQwZcFU}aqUu3LGR=gF!`8MttiGbJ@z7Ad;t*Fnr~*Q4$(IjmsR zMw_msl2DSjeknRMzC7^7QUJTSWb9vxo-zG9szU1-T@2GT@j^Hjy4&!Z*FyhExI|J_ ztaT3jl{Tk0s!>ii(qOU^#l==gTMR#o^PT=rn% zUy>6PYWVE->NnMq(?G-FGi@u|!_mo#GU`keOPIVm7KVKAvS`?{5RV#=%z#AZPv57* z=BH&0EZV1z;-|*FHZxpB%ilm(XN*>&WI-!F#?IljNy|)|S4*rcw4ROh8vA#}(t>9xEvmaKCT0c;O_cgg!TK?`8?3EQIlx%2 zB}{XCnf37aM{XXvvLIX2y;_C62Y)ynTPE^cA&f5pOM`s~eDbN7;P&&5DXPL4zI8MG zG=%qf$5n#@G`jZXt*+fi?Y+0`MqZ1e#yl|Iv9!gC>W-(pH_^mdc68Ut;biKgdGlN5 zr)#+8ykt;!Xa7^uIM>)3ANGobAHr$kZ5mW{3DR6OU>mqmWbxY3sf1Q?o!={uS1a!f zvC+@?C~^Ag--ZzV7Y!l)Wmf8DN``>$OV|Ga*S1|0Mvkt!r?0D|^>yA)kKAl_v1F`_ zNDn>hMo1_O@kHDyek51Q?$F+@R;G2yy&0#8o^-0(8WGjV?jChJx=e!Rj^sQCAx)(G z^3i?w+?r`BB*Scm81HF4p=?V zKx}|5t!a~n7e{yx(wFHN9nh61PtMf6s`n<~EmIi%R8$)ur8XPDG208{6VKj@^|Z5n zIQ}~>*@}|GA|Gtz?B+av+Y|cq(%6mM4mAZ&gyFZonbEXf*5H72lLA=ACli!lPmM=J zdQ*1XW6L-w<~l60*Q&&%R=~l087sl(#yj(7M52((B^z4k_ib_^m*YnmE;ZI;tPzp@ zTyMTecJ-c^emceL5_dDE;KP(^!f20Rse$Ke5*4kKpxZOW(FC%1fzPW^L?TtV#E88O zBIe zZ*!(PYGmLuNzNH>PeLon`M*#8R+S`99N!KYXXpNu$bMG)rXgD)41XDBbwY5(3F7M?TF?KG zUS;0Q#Ge(`1kb|e%|;TF>>O^iREf~-!11ZmaXP_`O2BoIi z%VuPno&KtOSu-3^80j5{X#X8pdl|_cN+w0I`?Kz$2iPuy5kH;dJ=z{0xO;xFCc|q* zHh6gjcjHQl^Uv}5&GMh<#O(kD=keCez{k6%+)YZ^$9fG|baC~p;Y6g)rh`8Q$&9k^ zNqzu&-K}o|%k*1Mn{zI5B4&$8^40Ob+1YY{S7pWNaQ7y>OYySN|4r-KUZ4<_N{q)F zh`EV1N%j>VI*S%8v$~k2jRrcGZ5WO_D4k^BVmuc5GiM`QbhOazC6+&+=ZV{uO|LiG z6vOaX=`QX@D84YxGC^fSWOnz9y)NW#1Z;&*f9;YGI^)#sO95@#hcWUK8TH1Ps!tZ^ zCHHb&$&~wY$4DKbXJw9++C)l(jy+jR8n^IoO#3&OGm;3t#+8wfv6zFAZ*>=ik2X8k6avv*;7N}H&aa#VAm&JRdOH6xyO3c=-=?%ZBGeSAY& zoDAdHLb7Yyyw_$CC!-%12ubxJuJCP*r;mL4Ur}05KD+n#gXDh<&1O)zy_8=^>jn(grBgDQGs9&78Tn?&dwQROvT( za8aRtiIE?yT7Hv@!t!)d^A5>cg?lMFj05M^?q+SunwLWd2V~I*4T-TCXJfGAi(j6k zM9WT*=kzQM=Jdp#@n}wwX<++e?=$AwiMi}mNZS4}EXilMV@_ZcyGX)=@|3IwRpU1Z zTcJ_RT1j}cU)=l*FDb%UQ$+Ng* zU_K`F{9~7uu~T(FEWcH!Y(~TIO%$tz@u6&kDUz64dz0V8q$^>Pw*UCgb2pY4hV>7eJ>h_$%m(F)$`wne>5odu=Xut>lU+1=bV?o2;g4 zdiEggT*;rd$KuArdi@#vh~w69Y;G)&&py52RYAaIl9B0==ksDp*k(0rd*6l&ZWTF= z?%B6w$~P!|X4@FW?C&1+cgBUm-DZrde)Jo6NI=@$hauv)gcs!+x9)Cu)c=xbdMvgv zXWdI*L>M^Ml&$#)02B(kwav6Bm%72ydMB1SlvbN6u}?iN!9&_-hV-4vg0?_l9Zh$^ z3GM8qv#PA5_Eb^F0J3yzy0@^pzTSs%p__fJr4|;y`@YH+EEbr8<$aa^0m5D8jJ)n= zRg^S%>{R`dcw{G|Cuew5-8meW@MbktwxAITj--4(X0X{vjJt)n;q5T`cBNL4pnLb; zlX*GEbD8%+VOcSy27&kS&9nAxPsn4ljt7v<-4K2otkuJDZWBf&i%7)o{>Pk{ypCj! zoKfmLneEX{U`S9Q77W`;{<=u#vbO5OkS(Z)S1VA8EHrz$!7KLTBR?!- zzc%E!-Ru zs+(*S6k9HF{HfPkgjS^-YXUs2@p!EGQ;eYiod}0TWe4ay>8j;Q`Ag-)#lI9dcIq-! z--1CR&Q;#M$NpISQl`Xvq`(53)#6;;BCNN_Nm4}NZF#@;1%qs_5)8L56oyY_fp?_9 zETZKCGZ5akYPwIiuWf=|*$I}3H-ay5=U|9eCqLQ#rxl4JWjrExj&*$<3+u8(V z6F&RqVeckzr0jGN^GD(v)TQPR$D(xXXGM*@E|)p!(u7wb!Ryx_Sk`Fo!nypjibVHk z!kBjxEbnzq4zxJb&*RDi`#k4g`CXKY@Va%YUi&UJx|0+PtT(Nd#(7j56;P5*0{49n zyq4}|RtB&uk14Jn(RDUR#-P#Oq&btRRT@-R-wA)9zWu53+m~^Vt<}GjtOJw_{!F+O zxvr?9bBnu!^ry4ty?DGu;5ZZTizbvunQ+&G{Q0PoP|7>+`gZM6nFdjy@*9B;j(QC~ z*-=QRPHE~=z_CXG$U?gc#|-~!u$x;RFk0UzmSu4mW`gx?$O@ZxE82-7lwCfSI! z__94nO)91sZSqEM$EE@53BkM~0vdJt>qgrQr_3-(6u=ya z7b9~IL_dCkur1U+bj@gOOKTV8C7aZu|WxR~B; z-T(vAAyjaE+id?5Rl84!p9GBp`7bMZN*ll2AXd53%nY_xCOr)m zBdb=yQuE2HK|ihI=Gh&QAqdat)9=ec^|)et5B*;6PF!~E#RUH?8Fnw~fTyp%hr@!i z{5)Xrv;^bq6vwr1^1lOfpV|WQeEd=?AgblNu2X58#Bo}FfF2)5Z2dU$_+=Dv-en`) z)}22LQx@Sz$u;Jn!5Z-_Lvmc;$_*=Z^md{!eKFM&%>1NPdTPS!NzYpbk7FU7#5MoY zLqUPU^vH$)cWEARv%vEwO9q@2f$dsMP%h(^H}6ADV%q+Y z{YE!0;N6vd>eh3n*RGNEvSj!V2u_M2MU+<(P<5gnsxjCk=8!|D6PvjdrrE=U3Vy#| zi2~zn4_0GtNIUDh#`tw%FSfiV@XYN!sWEOcXJ^wU>{BJUtm7Gn;nb&u4+ZLv6+2kW zJe%0VbkwI!a3T@={R{qpX^C^jc|&4s(R`>L_)AFq{HyyTGrQx)h8Jv6^T@;$3Y_}5 zQQHh3Z({U+c!(tJ95o8QT)_)t%!@+skCzo{D1lH$@7bnMzwN1%t@ymmOI&f$z8*at z&6AcY)_wS$=bZK;4k?^g$Cvo#i7r|ly_m$(nARMO#qO&`3qa%MPV$K4($~H;p_&MV zg6~AjG#&a$0%jDb!ur%~?uVF5w_W`(T%glRn3^R{MeAdRO+8m93!RxgG!cMNOD)rg zNfkyBlSXp__}GohpK@hHPAdrq>ao*mKXppSRaJQEHe0}DUF=`$o;K@=PwBZA(pF^o z1FT|C{YOdJj6vji^r>H+8_a#c61^d}94iV)OpY(?t?FHe1)W|{;4`;Le6V;i<)(44 z24ylRF;B^vD=^W_E@5L*_&3k`f}gxm2DLkwcl$He0nw7-_T=tS?cOyj??8cYsv$jm zAl!-Fin*jb39ADaO?K6^SHPPjSTWQ2;O9q7WaE>@@Vhqf7gHk;q-syucR~hzo3-2GHsxiiK)TskA<$v?!cD zCH`tfErAm3Y3@A3*%?F*NOAQ1K|1>sjh^<2ptlccRlo>+8%dtU(XsZjQu9~3zsz&d zD0f~B5`m%X=)0-h75vrpwXVfxz+i(g;Q_Q13~k6f%tJ3PXF0CrdBM^Q63@ojYZ;kd zS&#GSIh-^zi?rHA3M?(ZwSP34Q9wMIx3Fn!R-AcIOcb_wG{&WBuLw`egS#Ame$qFT zIE1U}^No(A{|6cG^2Bbj{siNArufa;jDeBZ}Vt@{7w*loQ zA|I0vKs;PrPdA5ao^sQDSH)wSd@tw=)J`rOfdxt<1#Fnwo- zO?UyUn^iTnW!j82v(Q*9ReW4Wc#Jd9_akB#OXKVT|31}*WppUHuJPohRk7s-{Jmpm zE9=c>rm~-ae<8ZGw4gWlESLk89#)7X{W72YfFe4)mrbVn2?Q%vXUN zVe)(J;4j&jHlp}%BIxy_+c`gaB+FruJ&k2=50gwz=+7D&1X^+-7l<}zqZC6QqI2`E zD$a1#1vUsda6uU-XGWd9zkuq9@k&3Q0 z2c6`Nx_39)J;)_n@%*mSZ< zp4P(8$$suP$a|`XQLR*9uTJbtJM!&?)iCoS?f3<)Tk(I;e_Du2ARRSq{te9O{_Vx* znx=&VF^0e16EI0eaXs&4K@Dtk{hSYhi9cS$^<%2$SW8g>3cLmxhn4osa$a;!aar;A z_lq&nQijtN0z1z@cQp=39HYNzK>?FlcFzeyzt3Yge`yxP zs~j+eVJ>l(YH;t2`Rq;G?lGV8oe2`42>hFG{RYSJ#YqTiB?=}lSbF%!&|gZZXCDaX zQO*i%^EsR~p2AtlQ<;Kg&0C;3&2dJbieTR+wh$OgG`Uhv5w|C360UCMBs&^*mKoz< zy7KM^aY(Sh)oYTo^2z5>oSeN0)MQ0HTrdit-*9$jYZW?baXg?gdFpUFHj;>hOr6Td zL*IleG%ME-WaiJF3qL46EEZ9PrXe+*3*25Y{Nr+rXoIg^&2V(k{-_5`s>|quz4+*! z!5`XB#mCcga}4;%J!0Y&Bl#2o{!AfA>FD9~)z46F${8jR7`fh>p|L_IfI-$^<5P#f zEFk^$l_S0@gZO6`YJA0!{OI-(0|fmQCX(^BlJF5z z@;J}0!U$SV(vU*fouH=vj8kf*^ZFhsf^Ep~4J}4qvsn=3*{l;ZPB8qW7XA5nSOJJ~ zjo&_lS`u)NSW{j6uX{NApF!R62m;L1yORQZdXYIaXYGvl!c5__E#gKBtao%E%==Us z``zs<_D_~8MHigvjd6%9-u*?A9v&$AL63ZQy+r4C(j?Ybv{CrrN?saj|*{=w8$#_2kp^6hxG@Y!Y_I+3bui&aO{zcb`xoHPB5 zWZk}79Pw-+Vq?`Z>*g%(`{rp=z4O<@zkJxKTOK~d%vORP+8QY+y6MolwEYou-v@sK zCuJPh*OdS4l&M-~FHW|ssx7emB_d5TBz6b{VR4P1)R~^;cE9}Rff~~$iJxSrkZ&80 zKVkzRRSMSg?saRmx0VDiwwFePBwg7|k@$AwS+5(PxycQ^=U5xo zFF*|^qgdz3t_FPn{@To-o^FXTr<8=dWM(c&#jevjJJ@eqqnJ0am(o=oJaut$Fdy|Q z8;&tbC_1J74}o)yg1m1js(&xN=R&qUEF(eDCDrR?D}a*I&(i_Z0cwW;wM$cPmB;Q_ zbWK(Iw7iWUOIb>)DOh}&glX+_I4Hyxa;m_3!>iOvz>g9(f=&CQ_<e{if)}yvh*B^*K*7;Tc1R{s!kJJa><%OWyJ)RBbc>BxH9tUVuiei$}pFHMS;+ z`HTjB4Km7c5Au1y5^mTY$@t*Ijj+1p$g+-48Sn>!;XE9|E(b&A1Riv5y?_TYOV zZB3pA%4?a`q*41WV9QUVFD9$F99yQX7>wL#Ad$@S4G}ugJjq8Z4Vo(zv*)AYtp#yE z=3IW-)}81&p$wmOW|X5Pg}WN{5V&2lo!2I4dFc3_8+-EE7H5qUx+>0F4ZC2fKozlK z8-RkDGobDr7y<;=rWIG4Njf}8k_-BB6U#9^lGivx8NJ?jz;)yKsJ#tJCwZNV-SjZj z)m3+348l1v0P9Jv?}kARO8^iXiTP}$5kf^s&sX8YubRYajz7}WW0g`{_hQG(fn2DO zDoVb#nWuf(PKSB-sM@g?7k_kb*S1U|I(fz;USYhN0FT=yGNkHu()q{D! zCNIOUHWALgQfl8QseCxe_-}2OGFv5rT3fwLa4dnI59rma6F6$vhFe~E>(KLYrmqV9 zyHYF`BfLS2^I?qPxglbu{VbK!eJqqO-U^Lbzr~q)5MeY|?N>Py@VfCGXtb7IWOJOS zF%QTfDhH*tlI#l~ja4mtvG(1KRPjZf0JdM@Y%Bm@Spb%ouRI1^b^m@QEr=w)KjW+M zt4vOKq@tx4Q+-3pdWyDdNF9`}1MBA;1zxMFb6v?Zzn0ZqoWtqR?RnO+21D)f8W-hQ zsn%uzTFWZ*N_6)X<5zpE8?}#rL}`_BMT8{u7>;f9eHQF@Bvz9OB!a#*F+JC+eQ{gc z-LsH$TzWkoLEOnL2_y9WR05gG*VR(gt=qIXuH{?2!w}6k;{-YJmrwe1ytJ8$PfP2T zVp=+}FWry4w_=Zdbq4~YN;CAzEudUeHmk4cHL!N6{V$nn8wdD{hy>`Zi(ziXiu3B^ zvl`_vr?zSM4?*qm3eLSZT{9J$Sy<%xnbe-*+o|@Mdc5$b^(ooHY2xF3q}HLgi*(J< z%n|-?LhvU=l4+CE;JIQp?*8k1PrG6N1Dq|5JgKayIg7+g3%}uWYawnN%7fP|;ztOV z!aC1evFv`J>+*TmzNrl z9o9_s=yUAalZsIn<}CG6-gxNg(&fWZ_y!0TSD1+7k4IX!c0O^fvWQ)-&Ic?&{LV^? z1O9)xz3mQ#gfgCGdo-7`*?N?Rb2&>ktTk2@QIPqG^C8Yh>RQIhH_Oy7q4D`7+0@f@ z*J)ENwr~0!_wyJo;%@ZJ>rXKC$itg=Y*yeeFB+Aqa?5<|%!=lv7-a46>4A6ek<(akEYY)mVZ_usEb1FFHj`s=eLV8z! z9MmiHDS-Y7&N%|qEQU=323r01-^Y#_@Y9gT-}DR9Qkbj}Kz{|!w~=L;V|J2{Cv0O zuzmW`yE*|zf$Zh)d`)71Gko0S@K@g#1bg&ZP70DzJ z$hPl9qOV+l1c(bcrQ#|9T*>3|3(y>+s{Z0|H{CTLBUIU1V|i(SMB1-XT|gd13&3J* zMhPB+5x+8%o_}Vu1nI3>+!KzkE5~ajY{6trNdj-2J?$1Kbyi2_nIl?>9?H;@b9Qxz zC~kiq_oBS=1HsYxO=|O6;e(3Yj^0|$;rW-l^HT>yB$??t*9MENt@7XE;^p9N4`3x?wW5m?|IQY$X9YM&eb@HQ}Zc4WNkW*GVhbQd`#bX65B^b}v^Q~*Z^1SeptSa$M4DrYOqGnfB2hFTh?CK7ZO5ka&eo($24{t zW(ZFY!X0fbd1_`)pLkWIGVzu-fJ6KaqU?etS_OM}%hpmmrtI4eoO|fs?xN9tTnyUQ z(}l4;e1_7iOXF3K!=;P8H&x?-Y&$pp6%I&(t}Xe-9ELpG8J9Iwm}3?#h$#(&t29qKYyL(w;EN9wdq;yvvmKe zPS92qqI#vaz!FbCy&BuHl+HN)+2VHSP4oNUr`pq@npOL0e#1h_x^;ak)gi@iQgf6a zUl?{Ih7sYT!xQ4{g5xA|==?VM;+i^08-2E2T_gHp8~&{BZQb}Rr*2<(9vl?qH-bOD z=Ma&Tlc!0d1SB6A+6}DEagP)#nbW6E%k+M=@l_CAgk zj!S%c-lJKsj`kK-sz}W&M zoL)LJm+9?mWfmH+ZTQury4;FPBhHYORIH+~RpQXu*@+=lXlIns*da(vY)tt`q@Y^U z#_Yk2z$XFXXME7f=rTt8!ENtS;0s{%`+?HriKgkN4oSRSw9vR#w{!>x;Ic2=N#*eY z)uzzNs6&GSy}Y4$8b6K8EnF01VS_zleAQlF<~J_Rc|oz?w5Fx~G?lvrYBeXr4tDjD z+n>c-NLdR499+=2vSnq(T-aLj@(IL%dz^?#vnLRLLgAXX)e)e#Aw>2=4T+ z#CcJ$=6G7|?trfj^^Dqr{KX5)1P5+z)0VSJQMiBI0jR~oWp0BQCYQ_eNT_r7F7zWx zH-a|{c}i@T(ztmOXvoEX_Z?A~Sox<2(&#P13YEJALuOJTJYJ*rAIh{s3%!aqQ`^9VxmDT{2 zHBcT&Cfsf(oBimkT!C-#!ga?N?u8DZKb24vT0N$b$u<_V{?9%pVOt6&v$$i=RgEyS zqqf4>n;8jvPZ$dpBVAffYgc<4@QYomDcS?kbCcXTU$#nxQ%3`cnyp=LWDOcz0;9d{ z%aQ5;ORmth`7C?n!k6kRRAoSPnVjU#!bS|2G|H!RAN|saPv&L+Re-IP1f^k{_I*Vb zArEE8`7}p;-jOqsbSFcugPP^rIDhp1w8fTolTBUaI!JB=Vw2cdvjzF=@U%Yg?Pw)8 zw3IAAFI@D-u%ek_DJ(XfGs9A>P?EH*z?&hX$Nj6BFXa7<%g^<1l{cl$%6h!#d3WN> z6}^(Imb8294CJzqV^S~VifM=6)Je_qjl_UkX)2Y(&OCes3yD+L_WSDUYNozEE0_gE)52DhZHfKeYjq(mV&vf$n?VYZ?TA(gL*oXHd%w}%%l*k_v((O*0 zM6<;`qJj5C(~ArJfs^tFr)^AIOCqmkSPI4;{;qV610e-Idwx^rc?4$=E5}Z#X?fxH zy-&_o0Kou}2_KxH%D!Ys0w?ny21M(zirRCC%h3SaNT}dJ(IY?O#Y84W8FYmU;NBAorhq{}7E&6}Z5m1kN2xa#&N>T-63;E5By} zB$<9GjjvLf&#GKIo2p)`H<%v?5a!w*9n21pR1|sLxc}B^_6~w4f%a==9-gzQu})#F zafg&E@WLyKI;#Y&xE~QsKX5;d3jS?Bw#5{AWHsmg8)xxJkY+8YneKh+nd45dhmBe0 z3j|F$Fr=4R%tk-(*z3vGT-iH4p6FWpM4$Q52Wm;ajhaP;Za$96%F}}TJm+VH#qXf! z4#L4tAN}ONfs#q;h4kG}oPA^y>4r`W|0A<}Yhs@4XBkVlJwN@CZ26wD+hl$Hk6JEh zj8o6-Mi`jBY>!mg<=ts|zaL6sgFX*rk*b6WZ_V*c7L3=*5oRk37*tzhY<})%YrSs1 z#K)7${p>MpL%9j^ykOdc7XuRn0In&yxWAx3eKu!_Sr=5rxKKVb)KYZ%e)BBA0v`)> ztrpN4d(kl22v2;P6@PHLylE)_pftI}#Ux@U-294*&WtnD_0j~42}Gzrs>3W!VydPz^Kva6d7mW7Lpbp6vrLI zP!stgo#yzB{Y_isV8$8?r?C~z;Il1o^QteHID=zl5m)-z%td9e} zuvF~N9sGdPXFDW-S!wBz1E#KK7>O{sDIXl zYzup%sw__A&4xRZ7(v*AV>GVWe!YGAEvAvtIm4*D=mV8h8K|`aQT>>=L z9@3@!fCo6`vNyOl)>^`Se?PvDRCiERLE}=F0@6^660;MTx3~j*|LXx=TEFwnvDhO4 zr-!mBSIlGISmSOnF-0tD?SCtwGIVhdF!j_uyv;r!wg;rtxnwROilx}=8ECX_LM(mB z0=Op`6-Fw7Ebvkd29)IYsfE`m^n44GoB4tGZaNno53w{4@BR8GOy7m!-?n*+*NNHD zreR+-TV*lveJp?N7c57(2&z5nk zOP#Ke`h*);=^OyVXj4Bw1J?w(@8VD5W_W*8hj^Vf9#)y{sQXe{v*tAI4RvAX`1lGz zZOeWPj(;>7Gn#}NG4~!ruk5<*8u1C3C&qZFriQMkjj(g_)!}*VnAqNk6`M;u_r0^V z+2*&9GR2juS;E`nN?N&0XV&n>0YT>Dc@LpgFMpAi?bRo7(HXUKX0`T%jF_lQ1r|OXk=SM#j(n8W;3quO|(}7z^)h%dsU03Iv4Nk35Ryv_KdxGta#h(H_ z*Kyb4N3@N+g+}Nv`Y+k@u|I66PgJRUCl;0&ZiIyCHa!S9fAaJd@LZI8i6zN>cWEurVWC9doHpbcjIrbup(I!Sy#2{erTrWc8R&UD#QRTw(*J#e;96 zR6_`yMX9{I!JGhL@c;1bgm?P`K8Kcy4}Wf^*t~qy%YFFJ+W+ngfsGeDv_;*Pj<&v| zhq{+4LQ>P;SGl&FTRq(lTu<5Syc9j=D7NFyf4Q3NK+kv80h@YVFDj4IV>e+6n-?L3 z>RUT>jq^?fXzS}frq!O?`N@4)EqCXO=2$Aid2A@t=e6&P)L+S^y=(veUjTKVEQe|i zSCdk13v7*O_J2q>E-0U-r?S1?}G%g&qpSyu1JK05#C1t9HXM59^%pbW=W`0^>&K!%{Bs%L!UPqwjS6&y5{jYFJy z6xiZ1vwmsG!V|AGjPuWEs65^5a~HJ|{~~l*O9IV6M(KhYFn2BV*~{jbQK$W>`7q!F z0B@E3LZW!?R>I}wQ!({8JsoSF)Kv$F&Xnc+)nG>6d1wvtM5-_~kgtT{Hf5@$$V*T# zU~25ZPj7IlZh74TX9+eP?m?ZA_UsJAj{z>Mzot6-v#mQggZgI-H&@PyhB~e9QTvn6 zAzTaL289#>KE+L=uegZM%$^%?`VR|YbmU4jVmXS<4h6}+k!p;u2OnR{(5rq0pn5tL z*bIx(V18Qag0+Ig>ff8;C-#%mMb%jJz2qzlu(#!~dgn)HV0LU3K&afYw`c)S^01ox zwCvswI7*uXu)a*KjWTLR@mf8~S@P_u%1F&tw;Xj94*lkTXL|%Ei84^utYiBj_h?|6 zv@aC^=hjxN&6_iI_8Hdw;RuGAt$s z9Dg#=6a#WIcde!8aeBy6E40P%I7dulbJx|zPn3uzfuG}gylZ7;rE_|e*R5ddVh&sg zoTYl!PM6qAqU>0eWGSspp-7z2YIT$dz|AEt0D9USKq}WIH1gcd^e_c&_i`{O5xA9$ z3;6F()jUj^&Ar8^owcIf@Nj1q?zeTJFxpKvW8~hPP%oT?1Kc{PGH!z8gJTY-rmzvA ztNK;8B_FWF=}Uj49u^9Hlg3g6=6e?45i%Kb>xtrJ#wo>u+qvM#&(AuU;#u_)vX`hd ze(2w=5k#}*>7CC_`a8n**WP*zqMw~n$vIdk%eYLK^*Lm2jRop>q%t*!(yyN79;UZo zj&xZDbzr^Tj6heydZpTT#Ikg`S$7<2T-v9wkNGh1h6k=veLBfLGNW69@-~P^Zj7nX zt27yCR6u6;;5iJfgMu$tf9j5A+A^NH{%d&r`udzGq9g7hU)om(3r7JBPsOo}DUE#{ zezCujSuDRpWAF;{OWo?=`4yxlr)+I$^FSrh%gvr%YLsBDZ*-U8Z$_kzrF81d*3?yp7Z6_say5uQxDZM)&2H*mpp4dPs8#fkD2d07USGC2K1L%%v%bV z5WlXq{WdQfcf6UeChaW zliSbOP1PVIKuQ|h5pKKLN!8QeoP?XNF+HG-KHS{S-yYFF^-ZWmS_U78)|Z#mkHK-u z$HpDHGp*VzrDer0y7BkYCm+jv=*x!|fd^(LhvL=s(U)2GKT z8@o~I`3hm%dhhLeB`UaIx${$mC|s6pTH5fmlxTBMcD#%rEndJ3^-mFiK4_lR?%dL$ zQFiseKlJ(7Z5q5Bw14LQ!=WHBL8P)vZspp?xti*?XcH*5|H+Pb3p8~amuSZLc?0K| zTQu77-_WE>8m2x>nWqlr;;y2Bxfza2V^x!H=#y+;#>vj*NoUyPy`xAM3$)4UxH}*B zw`Ao#xln3sPu(RwzU6-&qfSrwy1%UPI790a3~X(v-(57?So4-wh3i69fx>R~lr0uX z^NUaAgYfyUfFlSo8PQoa4=OAktbPOohF34AU5Anw3{(RT3B4 zh;AR_2Z!?7M8JTzye#TVkICv3<8q+vN@EWIvHW3tQ3aO(C(lp6IzI-DH z22KweQ75-lRxR`v8U-XS7WL-W93zk@qrw>fF=17u(z7#6LK@!|x3QgC7gi%n|2)Fm z;3Ic_`CNNLa9b}Hw^K;3;+wR?NPu_k%4-CclT$7D9@4O-v&Gm%yHxXU$wL|ZfmX3k zSh-T1;Vezr0Z&z7XQ@zny-mOO=jXQ4{R;}lVrkg>o82s}wie=pGr^$}4?X4hi1-Dk zjVqSD`IC=Is<-8}2N-m@VP^%DNuSp2X7uGAjahG81#OHHIx8&dK2O4Z zOp%P!TD-db6WBqyL6i8g3W$>>kyxgse|h}Iqx#mHZS}lfQ8h-bZFkwXA8Q-_W0VB~ znI0k>xIf>ZS*)uOy1>(thor-lLJ0F6Ii;xCHE3%Mj zHTU|Ji~TCf)#j0h8{`=ba~)ig)z<|WP9Eq$OS>QnSz6Ra@Z=mum)p1``;%(hn4E?Nwq}R!7b2O^QHlGP`@p+sM62RVy+7;8?@8A|YD!A+`bo+=stGe@rAjQ$ z6X&L*XIUiHPjy2_1BaIs|X&n4MVE?)qbE`Qlzp~446P2EIN8{1THh`?>XN13SLtw`&G)U z`43!Q2EYC?0?b9*4oj|0Nmn3GN@}R7st2hhbs;r6@-x`$EZ&q;CZdThHyBu4Rh_&P z-jjD!ANsJZeTi-tc<}TWu+$r;v@I`7LG@k4&fZ(R_F+CK)R3Q$G0d_Pa-aD{=KMUu zeB+N8Sv~F?@6rTARt6IqRgOk=*q+~%xH9x$@bdkH{)0AeL@Chnp`-5 z)B9^VpnwonB3JH&+t~NR>NumC%m={PIL+hjD;>uom(%F)UB4m%?je{dTw3717Os11 zn)^{Oq8@GPpU1hP>XZhN`f`Uxw2q=N{u`}hD9yFc2A5AK-t&|aO2Z0Qx;Gq3=t6?? z^pD!g?59~Km`v$Qsr28XxJRzheSw?1)LW_WrDJs*$4liSaNq?)_GME~gjL6h$8mmQ zVqc#ZqLAr8cX&2fC}Uu?C5zXXhmD-Fe&YK{;fl=+!Phu$td_PZVMGrR89DjI&vTpV ze;UY2z@3>9(JlF~Mvt1oO%HGe=p#u&3*IGX;(}e)Hm&|`(S0tjR?zXTs_1l0Jl$lp z@p?C5)((wh7paqp>*R2UY@W^1RR;QF59JVY(#!G#1RvNL<84BXW}q<_S;}ktbTFBJ z;?oeGCKE=zF{VAZ+stm$ZAHKn6TAc>KJcWFZa<>|Nj|kTrS!f{n>41gdd|n4F}}*( z>9}nn%p3T8ry|W6P9|(_5se|2rp#Q-^@u$6q|=U7EXEbSAB(r;%3XNo$)AcM#?xic z|2E|m6&Et5*Bw!fJT1_Wi3-W2{m^`=kg7o)YH{2k$h0CZQ|HTz({C|V2z%EXR;8;j#DPeCQRygy zwQMyYo|>B~Y|KjrZNyc7Zr=H9ZdKQG*z5fFgu{>fNM6RZ2f;t*_0kiC9#D$-ep)7SSi77n!DcdF9nDL(oQ^$Z-0C zG+l|F&HtbrLy-0V*eUZl;8O;L))2p9#t{HRfN^4H+Jrmr7Em zrc)haj^XJ?=#g(CG?0XBM9L4GRq3XI@XyC6O7xrRg1puO2}b z|9$QXDDH!dOP|Y=p*!~=U#P6T1DK`a7^5UM&2Y0WnA3}PW{G>{LIk|}kNfuEqT zcgy2Jhb^P75EL*y!>`8#7bH{_p@rfiCg#Zo7XC;AEi0C5o#EoSsu2@1ymQ7S1Iado z{^WcmJ@QB$cim4h-yDUb#jBNBc>ytD^2(wL|FR`y`Ee$9{N z5{Zkiue{qx5FHeTlwL6!XV){nl`UP~#$Q!E9+InJVTWu4?4WK^c~Pa@vV)VB#Z^CqS3${vHqV z4hJjLY3n3%>h{}=se};cHDtP{eYz(D(#LiWe>{&kl%y#je0WyBc7WUqA^q!Jg_i5J z`%Zkb`4L)so^8FFC!}4Ku(5K{5FfmZ@?5*Y+o77m_#Yara}VzKwX^9(rz_s$5cSj+ zXEZ+k-@2}^h3+4xZdy{BLDPrZ*n0r(=1n5s?^g~PB?-o+@Is_?{z)n3mW%>*cOgnLza7_~<<&bLfa8{{ z0^6_=*PmT>XeJ!k=l6f&aUOQEd?RVCZ?Rl14z)B%h&N_}r^HfFaF{_Q+IZo0b}&BC zZtIdG*nPR{5O6P`esY>j!>Mj89PvJPuX+UgT5jYN%*7O0sw_`2OH7q)$+%Js6+$BC zXI(D`*X06jOHQA^^sal0JC2)Ol_GI#o{vB04$ zO!~W;K?fhKx0qKT(jwIDV8IIO38rI6{BJ~uX1M6$!Q`kY_dDya$LZls07wa` zJ#`kq>fZ}3?MLWg)6@QSYo_0{=vW?>+SoI-fB(g_d}Cm=p+5u2zSU+(*P^kdA@`x)C zV7%Asyb5Qzq}j9p_%=@w*Tr1RqS|E(KzfA3)MoFi<|oLP`3Oue{;r~PXg*`zIOS#K1LYxq@!9SqJK~XM4~G3 z&z3OK&E)2DA+@EQL&MD~oWEoigjejiPIo3N&C{fe2Ku|CU%=K~+06-}b(bRj$Xc5rh*a`?DTEM@iJ`fF-ANB^ zdGZNsZ6%eCesL+we)mos4tuwwb8Zv7+_A#a_*RsS&`A=Sdczv%C(#YS-3}0ABG7 zXR?Rn@Gniu+4B@dlO0ym$<@FE_{uxIdT9@18fee;U&FgfJKrQ`sf~{pn1AK$0+(Ov zaZ+puBk4?)lvN~yV&3SIv1z@GzEe&$FP>WK!Yl@Zm@OwmMC;?9qq8O`fZZn35bV_3 zC&qNkjO*ioEw5lPp*D*+7gL#|#&ketJkofP)^j68I}hx4;}We{X$sf?dhij@3Chq;Po!pV!hNpO8FGOR*AP|JUMKj zS^u@%vA=4C%&OcjktY=G-D!g%4Y*cSO|D!n)6?y-^2+5f!|d_qjA+dQ!&AKT^-}Nj z62fkU6~1C_YKmv8_MKYjMqHxJjrdPK15y*k_6lAEf4Q$Xq4#7-_{?-@&6sel)emq< ztK2Lkqg*VnEZt~6#b^7iW;|*y@q+3 zi}`}Oe%=64mup+c{cHWWdQ5et>zPJUv8&3>vEK1%ccH1>NkTtgPH&;yFE~k61m1N@ z9b^4xrVS!5lPeW#ShznVkhm4q>rBnwR3}*`g(~e53pb${Zu~73A2PwQ+ z1!SfgWlFTcesb+(-7`Y@11^heRduRrLUPUQG{BVpu6^;tiSFYZ{<8PvMWNL-l1(LI zJTuElig{bl5V1-8=H{%+wY%Z_`+AwjS_l_X;~f5HP14o)Y_&jqhBkYA%j>h&a{l`S zp6OKuJ0(N_OHSp+vd>SunL8Qj$nZnyx`lx-#C)?_GdQVK|N6OD^F32ZfSBeJqg6PlY)dlqL4rMig z^A`JD3@JqQo-_%xnc0h@Rbyj$OBJ%HIkHu+KP#0rEnU}w_;AruYBi$ILXbA?`|U2i6(^?t|f616>aHmZvIUINK|ROOVpl~4(Js7sF{ zR)ujw1-_Ns#B{L@E^_+k?Bpl3!$$8#*k=84Iy<>#sTfLFgZ9Bb+|LaJ>!<1nT&r-Q;F+aXSv)T}o@Hx+jM_eMytOAv6WR zb0z2v&7QuZ-ZmJ8*UEqjTqbP}ISRhmqnTlOEG%4|axbgGc14E}FESjos44TV@!vX( zzsfOWaqoktsdN2QRpd`L`L#MIZjS)HaSNB5ul3pCHPK^8$(yQ<%w^tpmWwMFH>U-R zhFzb*%|1sWsE3&PC55e6^yi!c3-JRnzO`L&Xoxp>zK0uS!U~Hu)6V6l_0lKz3QCWg z*>1+=U3d~;OO@VRLH(t6XY~kveJPJyi1s!|BGd6Os=O(|7k(sZMUiFh*W=Q&qVi#B z+wtsBGBv4uqzo?P4r9nrT2aU{tKcg<<;$Sav$QhVtLYp3X9x`Dgv{b1o5_VNrZj5ql*RGgX;>~4R+IOJHqOZo^iBI1CbR| zrJ=SwbsovQ2iMFO)7u|!GCiMy1-8ZB#wlb)g`(kAZ8(F10+ZUJODu({*9_Nwb|x9! z68jo&X8jsI)h4d_sR_}hKXn4t6b#h5v)?S;;BXLtp5-kANex%*Da?hqH*G9)1!wlR zChZ^``NL|#4heM8MYs3MHny5CVW3K22P^kz4Odmi+K=Z6S`q>@NSiY~7?L3{M@vzz z*?le+h5p_eli^NQA-tgz(E>#S)3i`(QGkNympoMV!LO!{klKhL!=CZ7pyU_ zgeX+D70~BRw2&jj)O7c6_W}t?Z-f_%eSbQK216Z{addr{aw%YJJpiY-Q1HvGt;&=aa&C0g}|#xG(t7UiiVTUL+)q9 zgrD9IHwWb!Jw)^O5|H}q$#6Q3>^z377p3c*^BRkhc;DxRqOI@BA-T$@4`Cyqr(?SE zD=3_Io`k--F5{)w88e>qHC0fl`xDFy84M5*_nuEDD_;+Jb0MKp*8Z!Hsw8UEsLS<^ zae8&#SKj3%z1z;R*)C4qiX~kJGSh;}*)0j`df6Dj!fy{AYM{<8JosZK-a6YRbOe7u zUVCx{LFq3d*FKGs<8hf{ixTB8B>UC86%w(B+zmd_yx{hWTTE<1nofOfks=sWSW!?s zW8L=T8}%*S&o2|<;Z+~dPHjxkobl`n=I|am&W&I7O)e};(OqIO&e;El(Hb>m8h`x;mLRJT*Y)R+1RuTAqP$Ku^`exrnw z<1uulnz;(5Pw2bk*eukZ?)vU^e&ONBRAsXK7bhiLS01fl2joWL9k&s8JGwl-5j#HA zW_dzT_U_VDt>^`!6}%4BK{=%lH{)GwRGryUzi^dwbGbhOF%mN#=+^3P*8@0CVb--N))#qQUlFG|GPI2THLsd)4Jr{oFWCXAHcUC@%Y!&UbzhstEs zLjv1KU~e0w{1{*DFkeAkWxsc)>HOmCv%&u|ai3*>IJgR9K|&yMS$34?GiZ)u?ocZQ zP&*q{nP>ftn&*?GRU-vrtu%F8!EWvtT+K0}Gg(>1%tqT}xZroz<=(vluBV%NKD1a5W6=6>*b67*DuA|709LZkG@7xjaX_=-*;f0ycI zEnW;kJl5vYx}{3XHASZj8(j<1f=6N^qzD&3DbI6UlQY^_c`Zk6phrEkO<5Z#z?<%- zj=LkCk)2?%F1~vU)r#Ry4laCdC#2lqRd=O)cMoy|{R;ePoe#l2+nGZxNq@vx3wMl zlIsSKM0IO}Of-M5bXL&A3mUc&%}?wfoctP_4}4q_WYD6yj_3zAAP0Oyw3|uKWtEV~ zjHa3hDpR5q4V#v*1X^I9X~hqm@hee3c>4G7g`frV%00SuU2`>FsoUjJ2?}K=V%J}N z?%#tYGxZI3H>ZYm2(3G|RR3jsTmywK_eDJ((}cgxs$|@c zl4J9y0Ib@gh?y>jI_!4sD)4)Nmbd#^gQrJDg$ch?h)B-2>6JHER-Gru+h7xaj&pq{JIJC|^ZY|{GddSeJaK7|GX*xwf`7?VvYL$-vEqi(HS`_E0XmEv zADg_I>e;2Gs-lu!nn8(46S}zgCxb6)F-K3RHK7tBm8eMuyvNR2=nX3flux< zIEcu_J2c5+ljB$0%Qpe?lywC=C(qxOuedNsq02;aJF3TH6o(NqqM4oHht*lgCruMY z^R8;cN0pnguu#JK8N0DasJ=Jx+$umW+>966uCQzS3F>>9Qupg32-|WwcC#Twhp#?o zMTVHfR~gTBfpRYp?qrV#y{F2lGB%nmI$vOB@rRrl>*ua>wI+yCSt)-jHF2K@Kt=*o zN$_L8mk)fz{GN@#+kYM02-2_`8yh>`9NPIZsxn`5@LLN zs%oku-xP-l6#{?td+#xfc5oNu?=d7ViFKHQchU~H$t?jZPy*dD;R`=N$wW5X%oB$t zQ=sg=yx1lH1U#Cr8{KrzIxKQ~3otJI_hwqv&6T1^zcT%X_DBPrGT0V5FE(XH@+?8P z!j~Z)_Y?UznF1Z7VYKyKl6Yl{*K=!Qg^l!l1en;>1vOui))+s>t0tp;{FIlP&Q(1! zTJk{x72d%k(_W@Kvdg~Pi?`|7eIq^!Yn%dFloa6q-eojt{*@7%AEjuxEM+1}d)6`~ z7{K+)O}lW$=Qc^|JVv{i$x(+hghwY1{y5L`aivE` z+%ggUpoO%i>s>R3R z#ZBv&P~@?QFduH@6V@u(3w7Z#_0{opXncl{3!hu1P;8sOU(VZtb^%!;gLEZ_>q{;w z6}B4mHD*(iOe($HxL3VIN!=eEeyzkag)d|^kGLS0bH#Ln{NlFh$#x`eu4=KiwX|In zLiiO*R)Zz+H870gN)58z+CT8ESA%T-n7~XUJggFul%7}aTy)MSZNP|cYOrYRPsbT$ z?_t|Gj4G4sE_rlnIwO{5%(cOb`V?fXeOZ!&3GHQxdOARA?;!R>pd{Tfbo{B zz1N?HA117jf@4hLm&i7mc*x1rcO|y(WvtO?=zT8&t^Cqg!sKBnKNLZO6qMoj`3zB&`%auImq!&@E1Rt~$GEm&v zNir1ZQ#N??QPtE?@dGdX6`dpJ3~2HjIjy&oA@&k2_GT~J3igYsFT|#pqH7WnFPetC z3OS~m=$WkfQ3!kOD%O@>r~!7w(a98FR8I`rL~}bx{XXtywSUq19ttWvpCDYE0vzYh zBWAt8INi`yT!DVVjb%MW5Y}vH|7kVhjq-lc?aK6)EgJxh1aXr&#K0loPxg8_orcXi z!+2_dd%$8$&K3&ydn=`)iwDyRz>$Ym14Yk%OU>>mVdvQV#M#EX;%?Rd2gCd~e zMe|&efoZ3N2F&o<3Js$jRmmS^%Fo1Df}-jHj7*u2ia4sKdYS}IA7e0}$Y-L^SL_>N z;YGh+x%IFW6d++Jad^QUk9i5C4Zg=vJ-~4BZQgE9H@a&&s<_U~}#*Rd= z1lvoRT^0zW`I~MQG}4I zUP=sqQx1<(>xW?1L~`cz@AZaTGG0xKOYXm=XGk8S5)5>OR|CO4l~_RN=KbZ1#a|VW zXj6;vZXPBw!QilMw+9D$pW&OBafFELs`k}Nz@+Kb4NFp-S)NrxT}QIG&Dm?W0+p*k zGbvf%W*Se=Pb}-$6&ZrPr;GFm%!#kfLd&K`3C=8wsUHPQ2km=$<95Ou9xT(}gSqWc z0Bck2SkZWnN6(f9vby^kGuEQT{DwxO2Q!*5{B8Up9%aVzv=WNQ z2^mz0Ya>%@uCtxxTs-&j0TwA8F7dK9df|hQ*? z>6YSWgC`cDtNAJIuVnDFX=XzruU!{jJsA}Q^9`%O(G z6R?WdSf?_RH{v2!L($3Z&Hi={{}`gc!F+rsZ(p;pML zp9q7;m19QKhl+UIPbbrVZpDu?G%!`xR(5f$L$ z>FqcVY<<500Nk?I_$aKEVRN`>x5~q`V?l?08Ypbz5BMel3=frv)gC6n2^*a4>j2M= z3}{K%lgM+Qw3*1NX5u~Kx||aS_2&Ie?-++2nq%M?afrkiQU0!cGN8=K$GSa;Xgnz? zrO7IOrTFU(zCDGYNEGHIB`km4m~LhuG}HC@$t`@39TNHq@%<;4rxOwIP|-#D5#06rG5{czRcQSf;#P}EZ^w@`>8+qWTC zs?j^m9VD*FzV3N#P}o#aLml~?zIBCL6uDuB(8Lhg#H2y&ew!&8zTfl~pwXc>>~&FB z50T{TiB_0Qbjr)#S(&z=1_;&?h@uT*0x>w8Hd0H{1=eeN&&oKaD8TkOSGjyYe`J4! zo6?zqeJOW(+D+O#Fnztb%cfV0 z&aE#X(rz8V0HaJ=`rPSx8x`e|g*2kEArelIkFaLT_&YLXiW(?%D($CG+x@+jp!>CV zow|0~EZdBw8s-GuO!^M!7?O8+FsGXMXX0S_9(CeOHkc zmCv<&!@NrPan!vWg&uk5ne84ajbI;Ok#6304W&Lot#YKwY3HMD6Os> z+7qaq)I+vHsL(L!%*N6#9ev8_Xi+p^FHD?;>T&XJf36S>6?_kN2YDUr_Os1O-c8^qV0YvvYKUwfP~2+oSA`$?3aD+c<#SYPz0lW zYxcLl;YvP$_;Y!^Wq*h5ePKTR-t8L9GrCbQG*Y5p;Sw1#y%mSQBVPD$yc5g}1pB4~ zM;!OKFcL=yUuPUur;P2I{Y3tD^X~D)Wf~~e!$wofcPcTolwOH90#avKNuQAf=+MUP zA`?9=*t$jsQFVt?F@jhwN1)wBvg&f&illrj4a4C(yw`0>ptoO%PUvD>v7pF>U;r>& zxvo!sHa;GItcHgfU8Y7q_ppsf;)!Lq-kt5bLe6N%g-%OnG#n7FZgHNOKdE(Zp8Irb zXQq+Q%^*}~bD$i1MxAayR}E*qqJAZF2OEJlQ}gu;Z$l5DY*vU#=Iawuwbf)(LpJRn zb>eg~g|S940hRRZSpsXP0*?lLPx-dF?pAC87kBe^Gbw!*$Kd*yw~c3k;rDm2*e9K< z>}$3c``v42W949;nHZZ<)?P+ak<#NQV3u&pC3r$X|3{9klGqS_QAWFN!8=(M(lKF1 zw#yMOH0x#UoQ1LQapOi0ueDv66OmbHG`pV8!h755_6GX$fI(lhgU6>a0v+Y5IQG)_ zo4fk}{ZGrA+NbLe_pT`Q&x)-4gOyB_x*Qs;%8v^{>GEcI`#OC31PgsIZGqG}8kFx5 z=Q5wav907zu>TU6C+%avIBR8g0-j=nlkD^ zp6MJGCm`4`ql>ieSBKB)OEp8vyo>Zhyp>d~SN^xsnkkZ~)v}s(n$=R#*Zg$~ahF+C zut6xRjfsX$WzL5q7uvXb#mw4^CCg08SMwGCZbGvJo_&}u^QUCJOutCwTEd3wF9C}ycfT}=blnm=|<0PQ13q70qy4_wBLg zQxFCAw$EXa7=a5$Ca;(y0foZ|W9SkmhH|sW9~~msNCO?_`os3L?9hr~z3OmJADgj1 zkTMX85!$)E8}ee|op9d;(lF;g9b>J5X1oWZ6YGeNOpV)tPE;9X%B#2*q(Ad!@JV{^ zx;NW~pJFn!dNNiIxNd&+9T&sV0sVA;Ww}f?*~xL8_IAtpXyPwLk}g|SRZptV`=EkU z6pD$RhOE+R6tmDL3cgS9S;;S_eP6`!gR{hz)Kb1Keu4Fv&1Q}UZM@27NW{5NcH;jG8=2OVBeu8jV+ z`qy9Zq_J4qBnWN$!~T|bHP6YjB%3K*zXArR@!$(0Y8a5U>N$>T*?W&RRt&!T#Wyde!`67Led&fn!Q zmuPl-*rXQH1)0~w2Fv3kgH+t@|E^$$oUV$#|EgKP7_4dWbH3AfOzL~*1Vs}WXGsVv z9n9fCmJ8QL1rv+X)<^kGG#&$D3pdvqXGoPp?|_p!GqvS;zE` z{`!VH%=!kh5VF`9lZC}RUW?q~b-7Dqf7`^Dlj4x=K$WY~f83fY z_5?VG6{e7b zKL*#0B!*d^rf+s1D-RCho1K7;y)$G-qca<8m>&-Wmo=+eSf_oh9Fh_^Hzo!r*@f2_ z7VtawXvv1fxR%7QDsSStVRMK$#vLLPD=LKVQR%{2SD*P(cwpA`&5n)?M&D9n3P|h^ z(Q`3HJ~)N2xddCYrOj{>lnJEYTm&w3iN#NHv+t`ELyk;ZA9EcCf5AfU?6mZ-mD|sC zy$>E}sHRO)9L62-)i1?Vkjip1%l6OP-lFUgJk?Pz+yUk6-EHJ>C+msgMw&5KSN1yv}o&NlPJ49>0q;= z;20<*X=^l&qO;43oGXmYxwpEgHWB+)vy}GIvIWq7yJQgaB*HlnM!&$v_=W(@B;%6k z_g8fXO1mPXvQf8$t_d`LG=RZi`;l(~O(h0Af32lpA{Os6TxHMo7`zUc z;%F3f7LbAdkjMj!^kV=8?sE1vY9#s~gjjy*o+oWu+ z2_qQ9I?J#yM3+A?;KD30OO!ItjzDS-(MeSf*@UrvPwcn|bcGVW8g3T!8+hUD5kr+a zYZ!M*53oZL%U-Ls*-w8=ZZcAZX2Km{V$Q}oCg>42go%UT{&aaLl(?+bgfR-6$6~Ad z$UL1fw;497N?+*4>}OoU2Lziip<%Ljv?>ZKBItQ1(=CA`NgA_Wp>o^?>MepInz_;8 zlm|%DbASlJ*G>FGOq%k?rv$|JR|)|(mTkf(8PY^`Ej*6&%x+)vuB+z!?qTI{T={Uv zwywgGEaBPo2j9;bO?Bc*%--&>E$11&S8eVpQv{(a^xjT7M}<-Q#`F+-NjM#74)5`z zQXGI7Gtt8pF7=V9;xNSJ2q;^rpov1>E$@;GKGoE*AMxQ{=E~|A8mI6)nK~bQs)^(i zSlN9BkcHG7cGxrI`%UPqbmKiXW6T%hKb_ceCJDPh-fopWW@Aj;=dCd>5#jfX9UHRz zevMXtm)-L$S2xN#DE3Z|O$-Q|a9`iGaPLFsAzOkr8%WBAa%iqN`Vb z5Kk(41=wnRM<#YSWyrw~-()ps)auL?UT53%`Jhd?C|pEaxlL^Q;2nOa*}#-~f7yJd zxILx2qohsQ;LxY;+2`S+@er)B6@+G!YbFs%7J>=&LxUuO0z%1NvNwLHL8@$wrAO^z zRYQ^rBm_Y!c9!mmkPuoO`tI^Hl@Dix{r=~iP*n{^$gB~`q=-pAzW#MV*2Y zO*Y1>^+f`o+P3>sqT_7h#U`Hf<%*H5Q46xGEcjm*j71Jh!cBp@Cn93zD0GV4H#Uc9S?b+2cr92F3zy7&h8yN zPU_6K?D+-It+EE@PXM=qu)>MR%vax4hTwLT2WuX)qOd`N94Z7{uNmL|i5E4u<@3?< zQ`eRuR=75ru8XIp%J9|_Qo%941iy|_+0Iu=;b<8Oc7j<$n6{X{C8&N%V7lWvGxDsM z83oZEvKHjGfMkA6l$notoc$g+?labX=~%O2sg^;=$sgsSwReOp_1Bi3w_dH|rEM7! zh+0OL+ANZKHNVRn54T!4`G!FCCq{f5i?B^+q+qwb>z2-Rw@1aU9uneekZ$ut98x78+sk9! zh(F8waAP2OMA3{N#`(ds4%)!ht0sOD@!|sbD5S|@^>vrd+Mtw?=eD=|GLkw^;_HL^ z?rFfDfa)fN5^u8Cg?ASlJEMz3YabF3Vquvty;CCCt=M_t4+7N56r2=m=wP8{qfphFl^7lo;Llz7Am1fe8-i0TD=?xCcRSj7JaL)@6D3mw*#5&JTj0mrk^C>xf z{}LkL2t+Be3!24&Ca{^A7^29n;}{xcU=Lr%rzz3G$aUG21RgVAzN9$Uk1R%I^jB%` zO!&WNLieqiy}o4zNW4hR!!4IO>PRSE<@>zlaC$JUU%-E76}PPRf!sxLG@S?wj-18alMscjU@gIOVdgr&EzGd`1i#X!l#T;_)ngaK9Wol zq%4GT`eoR_*B9}q7`U@p37gs56?*9r-mq^{6TFQ41v$MRCzBzySKNEHUB57DfOqEH z0PU_-e*NT-W)((SE4YH>FUZxQVZ#T7$ItAtLOfHT#@z64Qg?d3iRq#z48n>aW?Eo@ zjnqCldUe<7`faVt8w!CA>9%a7{Kk0SUWOv&nUOvYXlWVYG0;N$_;fFyJ{VzV9F1Owkv4*is%H)`e~2JB8!JT#D!2m8JVDPOn7g< z`m3~!($3Z+Jp*e5pXL?PH&vJkK*iwZkIX084cLTJs*rM3u;_!L(gLJn;E}rwNG(2y8!fgt*BhMSsb$vnTTmv zs3=Roy1A_{fv&lA^&qZ0wLA}H&msmiHxUFxTMcXU->$E-uWKAQ&DM%|QoE8S*r7~h zLlYp(4-1NeM8i^Hm-TgBh3<;YgxLYL#y}|y?qE{5=*$g|wXl%j#HYR9-@|x3!6-A< zC+>6fj;U|Xg9qQ=cae!pt*o+|*VS*18*F!ZsZ-JDYFVR2)gq`wCSeW)mq`G56_<<6 zL%)7>bS_(15Ci|^SRQWhKFlKMqxr~E+5@5tc3(H$TB@jT8&c#N)_##sf31{!yhk>O z|E;{FTh$`6sMTx`*Xss9h_dGms@~K_yqeR(*-1M3bLpJ;4Irv7+-3}nI1|~tnl|^1 zL4#2&Ptla3Sn$pipYG@0g;eC3F>N{jTT%u=roIdn+C!1wX1TSk{)kua`1IJ< z8+DI!1zZ`xyw%y?@9DNvTVAKy944ULEn-WZ0NQr^L6FBWfN`g_oD~RHj5HUFeIspI z)X*Xwpxjs6_i@VfQTBwD-0|ksB}dt0a1b5XHUIn}TunPBlvN|fkOA%e&bH@G9Hi=K zoU+Gb&^pE!i&C`vzZm=KxGJBoTN*@Cl7q`SMj1w^__y1Tneq&tr^NOyC9 zL)?e&FYbH)xu5qhK;fJ@^UR*vd+oK>gf_jTtmBN-kLbA+RP~XWXDgC2XURX!>I(AG zkUw%efOHl|oF2qFFL-Wm8l7T5rTM@>%cEFLN#sfm;12Yen-Q(C;3h`Yqwq*^*0`#5 z@6s<@<@kZbrHI&g0azgnz|JF5-NlA@jWw8z)G=o~{QWJ$5L&voC8@(?_hHig2!zZO zi|h2Yc>DxGB4rZebNb2X@dL$$zw6AijKs!q_T*Y95Y7FKmt29 zPoPIo->K$r2(O~1<_~DR?#jaw-;OS~jq%Gx$0RV{*l&Xb2{JSGbKco&&CK77o*fKl zMrQ0b{Uvdpa-`_Q{PGh*J~G5KN*)QJ~l z&INIXd%GJt3Ri#BLb6NWGuMzAIY+bJkfw0&KdGzjMx?t=w2u!|J)=dNuf;wcOlww{uY~Aodg9QYxl~q?0InS(X4<5RMq#MzCL@FfK zuN*T1vL0yNL`2^Mf+?)~H{_fHTynqUUjM_J>>D3is26*nPC}S+&&C>!Ua1p#iVzhn zw|J@LMkgK}$pPC3MO7%HDCk*nk zXB$@}Wh*zo$rFcee}|wuI-kO3hoMvP;?4#k_74rNwI@+i>op$Q@8Y`LlU<1rV2u{w zLO-5m`&{UF%4Q;vzsY!`_eAPN>002O;7aJ}lmDjV#@0&^mj-ZSeTj5*;&*^CVRrr0@KDPX@u>$?qaBc9t;=sIniuK6P*m{J>dURc0$z*jARyc88T-vi) zNfprq3Fj_nyNzsl5ul8g56b$06>u8-N(g|QjzM>NKmEOH5H(m7fy#<&3e00rsM*x2 zf@xy_r+dpQ7SiORj?{A5G)JHE9NJrc(B}IOZKkApAOzOsq-Z%xi)wGPu_0zpOW{ z(T?UWKJ4ycxH?a9eB?HRuc_$fA;%L*oD+5>Yc615OYADIyc|yS8c#~kRSHAB+yvP* zw4GQ4KI2XhV<^V<=HSUSHEVn}SP_Mb#l#hoh@oZHC+dg1G2XK}-Go_`t_=|~ydJs< zA`Hg8gnjLay!KVL+B&wBuxq0dNG!e!5?=LGK?ek-=jyTB2Ene0O#VQL&ROXaBieZU zA?3`VAvHBfU<|nUqK8y1XK;>qU1h!=Tt*Z%x94khH{xNu!Q($?kGBaVx}0%8sS_uY zeMn-^NKz;WthZbk*0f05qr=|7r5pW+ z_cvW&>pF)ySiS6}HLI1xDUm{Ar^J|p>R0?d*`X+YQaVXlO?gZUI*+C?Qoq>#@^i*1 z$FX?FqPtO!cp!0uHc5!@n~!g7S`T`iYALvJzB0wA!4jlC>Gsb{xt425?=h|O{RMwVqMgg)2(bli#u zI-6q1Y4gxeOKbj-*|_}i-mZnT>;s~o{s<}I$~CQz>9S8$TUbWzejGdc2+;3ol>LVQr|LB61hTrxNBkrTJnI8Db^A9?F`Hdlaz(Wj0hZe>Ca!}uA zwpe%Il}cPTElG9UBp1B_dssf%U7j*|%_fGLG@VyYk(4y#n5f@Su)eJ09C6aD68$Y4 zTlzhP;-@|=;#NFcVH0ER9f&?bqe3`wKWcte9H(IPDLV{)yuA9Q2=3+`TpWYZA_?(Vlaiha%@G}*B}3!Fd;(jIw_p&$vmw? z#}?ThN}pyN`;%qlnG#uD>tsX?NL!w}oM>i-PnqP>5?`Jg6+deZauENl8+Fxb+s$&i z*M&U3EDxqjpn*t{k3Nj^^Ev9oB|y-wmpC&7h2#l1)ni`>m88Wteurc@y}sW&5d*NT zGhB9|7$9~{(WyF8ni^gTykTEx8QO^wfQJb&EKsQ3bKNJfX}t(QF7%bNm)m1kwY+($ z*-Zs5rer9#UK6iR{tSLDPb@XJhAWoij`CbF<9Vs7(4VfFbH7aYSv*z0h%SEumc<;9hb(y3q!GTq+GePV6#6v#{SN33qiI&XrsozXP<{Nnq6ahY1H{dBIjf&_ZBq%?lm$4ff8Py2f^iPw(kDV zc&%tts5sZ|x2{0Ag`|0gKtd-^o=q+z5_QieMO3JN(rs)Q8eMjEw-r8_Qp1NKU1?3^ z05T{guAIDI#mr1{Xt!c?N%Xdn`a&{XmQG3e4L?9;D0J9g&EH-!ja5K=n~NncxS2kGMhO*18&oWFBL!R8Hy2 ze=FL4pN9r-`UoQYzU_Grsk4Wr*^9W#QT#hUlQam$?6pgZ|1=_V?(B5T3V#MV5kC3TqBJZ$BQUP&2J?Ykc?` zm%k{Y-sXSu7&k~5yLV9T@ZtT5L}XTFt52G0>JE?d#!AYPxltBUS|xw;)r<|azvzt+ z_CbxqYUc;}uf0G?!4*y}nwjkd_uk;(^4fa7E)ZXUrHb?&G3L*vJ%3%1yOzK2#{_{L zK~yYs^8D;E1$TvJAq46ey zkb-zuHz$f;|D(Qe&>>EN9GAqw9g9RgJZ7H5=e}Z(Z@vTV`qdNfYRMVdyul7LJr(>N zDQx<;5|T?)etFK2SN@SF%kG|opNN1nGa=qBn#u%%wb>zCI~viHbF`|CK}~@R8qAu$ z=UziVBS1|CfaxDX?s!uw@EZtaa1G9w@bd|wxn%o(#IH2%?>!3mso;cNRhyWKqPQS} z${qQpWt9bQ{kgXS;uAboJqdr-2sxJz>eJy`Spv5gUVbFf3Gd|*!R{ng^2NB>PPOKE zZ%)5i6zv>yb`dt+*1pLj%n!e!m^UU0ccvJ6^PSN0nbyTe(9tGr#Yrj7#)26%DAD@D zJ)$a|>NJ-8mGvK}+669psX1nAHOfao(N7eMR&!02$%)p|c4?t_?mQUXX^)hIJmb?N zCI@`lq;>sGT}F)VAONEeg}&We3R!A+`9_!Q4hoe^fFK6v#2oCneg`L_B3HbTR!<5Q zYBlyQqj9Qk{ai9RrbfkM0-<`Z`G-l#l;>fOmyrSaswVrfN*v6GzqTj%?9`Z8%KB!4 zUCPe4;L8Meu430?uAUvJ^+O&J*?=dSJSzMlvyDvVL?uSA z?E?`+C#Y&ZhP(Q=!1ng&H37AD!;9y`jn!ZclC)JfRQWi_J(K)#?}A7vEM;8}dwE(O zG#NsFQg(uClY$8QDY8zXLx)Q6346tV36%asQp}LZRz>@PnV!hsL4VOQ!e$bGT_st5yS6| zP1rGGiflgJ#uAKwmX)8*usSb@6onui{+wk>rw3)R^@RN*^mQ%$T54{|zD1cQ`C5bi z7KaiSU9MmBmq=2U^exhxAn{YBA+dV?LaRgmCQt2Lm^kB!1E1jDQ&^v9_$Q*+kSn-9 zMVm%BbC)ZlC7RzqI+CZTC+zup504FG_%?WEvJ4k?=fGVBOC@%meiS}YHRo13xo5Pi zjj=#gV!H#=V@71ySjB(d`uodI!4r7yuQ;83wUslu+}9 zgtf5maD0^6+P9X5Z=JLiDdLV{`EKnT1iTvQXPCQej>}_$d6?wvuSh>BqE|S73lvpU zIKCxp7kF-4%e8N^e^4&H*>phMGHLT8t(QsPLFYgc$nizH-TE+B3!qJe*eDeTalBVm zG}xl9Xx`$eDMOxb2YIgof(Xt<*|{v94A0-P+B_@=-$O*B&`3Dz^p8sMGrf(_LhpBh z+a&uV6Ky(K3=ktF_H+gHKibZkM4;APCmbjmg2z$uT&q>3ZADjAc>V`@90dRs#CW`g zn*C*mjN$0MV`tuwZaP=el^eaWK;+bl=UbLn<1cOy6Uv0Le`F_W&!zosgnmXC!5~U2 z#3K1xM%p5Moo|xdeMf~rF1bWc3oGr4^uGT>vcA!+7W@PbJcPT)j|KPA`eGj%89ii} zd1|7TuTz&uf>TJYpLRp&;ee^Sbm_@={=S=y%T7A3Y0xY3G&21JKS2fN*FEq#W??KL z8tR4~QQxM6fj4fOs8V9YwqSk-#kAd>Ay7PwN8hFOg@oWM_AAGIgZzA7MzwCWNV5__ zTGXu10WqJ*Nj$KMZis$`fy~D~c|!M8<4a7)ivsS75KaWT6Xe_T2WO(kmvlaXXJw3W zqu*F=lgg!g96@+18Z*K0)Ta zjr_o}%^PTh!tE+t=nW7k2p>Qi@WQ!GF9-EWw{88N{thsjj;$^smkVPYh9*y^DG1P+ zWUr;@9cInmr&XnCG#(YvKQ2w*`c2j|o#uxN`O3B;SLJC36{ZQ}B}biN@DYSKh$(-T zi%fT&P&Yay;`8>T!4%`*!YJw&CQWkv>!9cngA#AqTSw+b3|bOYb(&0gOSnon67zM^ zc_}*EA6@MHsUlKZ{IQk7k&s8wC!Q+Q0WMgO@Y(N$rsb^m=)t{dM(Kz~GZ5)Q^@k}J zTCam%&?eh7w_in*K_;4&jgL@#Lo&We%4`FsOy5t;@)O;sj(R%$j+>XP1x{y4b$<;3 zeUPxh^xyuFWS_bRwp*+Vcboj_S_l9M5PD(Gg$I02+w=0)LNJ{WlG`Ax%zEtNhriax zK-s^*-OY$dI7hr6jaH>{?|}7sS7w4KDirw8=V4%&jfXD1x|arRr4dBB7nph6m5;HX zvR*$Ab@5akRr!^JNLBE`-XmW`=qdEkxssx(-!zl9;|aS8K%VHgq+XhqLXu|e8!Gv zLpZ!L>CDxpiD|;@q)b*fIKw{UVKLyfoi1cuEp<|g@i*^ACg&{jR-1;CQ`Rb@&VIP* z1^cA}`i?h7@9fO|Q{gZ);Q-)i6#;tI{71v%>Td0Q4zTAGz(9L=g60Npt1RtTb0*7E zi93n69luGqnIpYl2A3DVqLTm(zJd%Rtf?VCE8nJ?1cik9N| ztMFzt@{TZv@tpWAHUzwuqd=}n3Ns1=bEq!@g!8x8_x|@k{(pZcAO;jDDlsh9r2p$b z62i=Jj2DFcU%mW4qu_yiRk^^KsR2;p>nQ)f1N!&4qY@rb|Cb*D__ZlAK#jRb#$5mI ze?O|3H_-pPu>kB*T+TYh+a)qkX+f)J?XlZ0+0s(ol`842k5^9;DGA3FiWN(H>+_?U z>f_exnVGK6>YmXPzwCi(7^tofY-<>RPu%b}zysm0D1B(LELwP2-pEmy5J-qL>zQnt zCaPHWmOCtOsj*t$y-}|Y0J)XdTQst~>&2hbrso<-ekw@(cj8>=U@pegv1|?aOr6j& zXv;dXkX-oTn*NZgG_8=*{|%a7V2V$r8lTu(UzAf;YNh?#nCVH*SzK&V0Cq_GW^2*y zJ231qGIo@(@bJgC0X35fi0lk-3qZH3yR1R^I3|+-gmj_#B(d^(jimH$_02R3pa52JyWw<4KS=0FrPUr08h+?f@Pc zw7Ne~Mq)cwvXoVtCF#nrhXc#7C6uCiA4f^>O{QnKnIaxxJc?wZPO;Y`NDMaaORU2M1JinVmVwWHjY(d^XzAvoCB|<}K$vW%e(>vtd)>X;%>W>?Z9MWWtcNuO z3K492nj~fChR*HP-8E5A5ra?h6xfd`K#o_psg>$WL$h z-GhQmYjz1XdwT6QTyU?9S%~7?Q_lMG`3KhRImbe!vwDT9dMhSwCw&mc^<)J#K8@|S zmhP_>7W zg<8bD@qCazrve9Vv`7!iDNyN(qOCFfj#+bTtfwZOQjdxYP2@hP@p;24`;LlyDhb0N zyZ*RS?pns%CWRtKjyCyKRtp^*#v~AbF{k*NOlR>pUQ3BP66uNaon-4S=5qwWi`QN?j@0V}R8!ZNhH4zxXcVo6erehbun5YSH_zBfNWPRSnJ-H!+ z8jl-AqLqoMm8I_*)2q^{ASa1fet{Bz0yG?IK``g#HzJCWFidi)vjSb>Jjc738E&NG zF59LR@BSX4J`4Gp^G7B7Y z3zK5F01}E}>*6Mx0b5HS-}Jj`F~SNjlrvOvoph$ z(FOT!V|Ag69GpeQaoSmuf*9NqfS-fidQ)c7g@bCQm)3%jJ0ht0G{~+-`ph+g9*Viy zKY81vQ$)Sx{#kszQ*-{AqDP>3e9Cnss#uo?R1bBWFst$dRX)Yg3Pne|G#ju2iy_5{ z!Q77c>97ff=j&?Op7gP3OheoFXQb=ujF&*%ZTF*I<;MRwsgoIi$@XaS5j)HJ_%|waG$hG1#l&&z4}A2DDP(}QBi7O%QRA0Z z^ z;4PT}0{A78DXBgCe3y$k$Qxp{v3fyXbF{FSC4-5{ep_@O@Iy*RgSES#Md#FKWh@lr zfxL}FUh|%`N5K4}$D23oxmx+OwGJLn`C6?&Nw@fNt$BHf$Pp+O66c~?vyu}LKd&Y$ z%WZtR_euf(&-SEC1U(UuQpFjGRFOX5g_`hlUEo1EiO}XLHq}qyk?B_Td(in zc)jWThgE2zAYT3$p4|^<%3iqIYcF~7S5b=+uR=O(m}BSUPB6E6COKnk;aJ#i`_@dJ z+T@w+4Od9Y?FG(+?k#aR1NDEmnNT4_@*Zvn#6Y6lGGp*$0vT*)w5zdd>GLj)E9NPZ zAc}rxwO`~q^P8fAosbq+z@@O0o!0f`bmTkS@YIT@x0M~3Mo)^*w3n%ya|F;!Hh;eS zrSf(sJ=U(#!`mIo2m08+;ihE!05o&-nl2(2_qhLR*9ujD2Mfr5$9~GVdYn^S2ez1!E zgXz+a#M0#Ps>o+;_u+br7ihQ78|RR2IaWCpAK!D+%%WuEu6BJt1yj|_-N`55*!83j z5MXcF{vAzyw2F;WI4r=sJ#rbuW>WJk?o{VBBv}82ONb^q(fo@37v9M`Yg=&pQu)rQ z-{d3>Fkz&^a9k}kNE$smCwME~cNvtk34bD*i*=s|e^Z(m7iQ}k@95S2;J|}CgT&39 zxBypzif(ax8XTxov57I9_0rtjd34Hd-tISyv`b(S$=w$>a)to%-QGRAodOYEx=g@) zBM~4x$Ah~gGyLlqPEK;i)FB^T)tJVq{-*4N6pZG2Ut98bNH&V*2sd_4jSn}?*`A^< z1%5_)+Hi3Ft0`vLi*RUERc01fZz0@ppq;%ik}-pAsQ>{lvJ@v-**s)W1M-VM$Tg@O zXNZImY73t$`Plo0nfQI>>mN(soBGSzJ0)5q$v7z>^5aCGH2Ov}4t)ul8H=aBKW;~m znyp?g!Fit0HXFqlZ%r&u>}IR+ctU&&^18oKsNQobsPhE4D*wcdkUP*ZKfQf{Sz@aW zV%ZGsT)n5zf-UqS|1sRe*Xzd{92vX21`;Tl@Aw;`6_vmhJv7pUOLOL76A(!|18SK8nD#k;3dG=^0}xNB^mduL_P9Y^lblcIKPQ-^DkcB5_pIZv~f1 z-=Doz9ltm`&&`X4n+WO#$cUyCfXFj7!RTJ23>!6j#E_3Sz>7_nvx-FgPkZGN?6v`uuZ`>0Nb1g31{<3yl8S*Pao@^>% z)@9@>oN`8qe&=7(T+Cowxy;yiY;JxVTOY#|3(NjuMk)N_{x{bX@a|zFtR8J@dbwnS zG^<^#&iyDE81A)V?l3XQwQ17hio(HGGZ6ol$Yc>me@5qw5?&b$aT|Cl)<1%I9<+?Q z1Xp-EZQaAp;U0BauLSlV-KLw3IwI~41FhceX`FH&stfx69?KZtq4s)&OMbgobY8XT zvS&))zN7gxr%^3^b95$Sd&-8Z;=Z`VAy4l5OG4lJYy6Vhh>M+B31+WR@HOb&~t~fCN zDSdy333UW{iwnU;=mz7hfTzEo#lgX{SU^ANN!;F;IWz++%k#yLZsZz-c})}qp#b58 zcoN-La|H3yl0IHm(q-A=0orZiHn&)Vi+MFE@pjqO*VbvX9v|r#v*m>GTZR1cfom`> z^~u!=4U8Y$pS?TGurqJgm*%Z3c8B}ZA1wU z*&l+whcO#?*{zjaQ_Kg|or+h1D=vm{^$y}+%|CrqJj@HJ!h3J_v*D~S!{FKx{_upv zbF8^~PvGCrFW@v9czm`HcuHeE;1)tXiK;;k|LqJ*k^P;psu5xW^eVHHt7D@``=sQ}v&==SvsSHPpK$ z1zxJw9E&<`vz$DIX0=owB2!wkR!Z zd1aO!>|)lMs|T6GhCtbV)-HYo4jRH}f7cVKLTB9IxE>pbc-N%h+NfY`@m4m2Ly(d* zozqQ)4AXjeCyM}{%k!3Q0VDFYF&LOer5=5=Hk0;%a$5Osz|sk7+J`a^sJ?6=sNlFXBfa3-=Ab zogDfwQ*!^6Ihm9*eD&7XZ7j*Y`16R2bUTsU5A1d{R<=Z~TQ=P}^#hIXv?GQez(VOg0Vu(?o#pbgAA{5cFsnxkN`>`qxYa+v( zSlgh?v1yh=eMeJ0$x8kUIGdfn@{2srr^$rd-_8j)R3A*W`XyHRUrf&0E;1*rUUfd` z#>)x#@Sczsa=fB@95TuEy3QhdVLEilB5|EGfdTFu|L29rNFs(4-{y9$>0=8>aGLww ziGnU7`W0V#b@su2`?$N^)~gKVuJ&&dfF97o5UwoWvPlkX*jXWDL!Q)869f4;uW3a- zTxwKs>E(?Cy!_dw8<*SUxJ`qc*w!rths_S*;Ke2b2dw^!%1Pjgz zmx5o$?#<;V;#g`>2Aj}=?l{M3R<19ky^S;~MBouH0Ny@qALYO2!~E!ZfX8@q>=eXG zShgP19hTuf_k!|@KK_Hp<+PIlN$2vK2kWjYGs^OnTEq5PYN=`&6DO^1PnRK_bEEwy zijkMO)Z=QrxAU>MPRc*(!GO*Vk#1NHFRtl|UTeE3WQ6~!9uskA7|=;Kio1!mr3{Ak z%tQ;NEv;})y%ffkxoat)nl;J#H4oIw_qO7&%gr1~+w$EgoV5+Dgct-$mFdG4mdE9` zWnnr-C3xFrZ-rHfH0-eKB}uAA9brUxr*qsrR1MP4hbA#XAQ_mli)QKJta6LfP2TkN zt31j1Oc^%0LD#%r#%L{*-=M3}I%_FeI}U|dM<(2lR2a*sTp6Vnf?WzIw^p%loNuZu zfcrfWs|~yF)}HuXw%Oc*+d8@vtIkDz5PzsKUg{lK4iQb ztRFaY{XUS|yJ}});ou%4iXUoQO`&6p0LC#Eb=_F{ni%F}ELG6ETD{K^)UHd6;NERu z=(2K8CI3G9g^-*{L4__%{fywRXvxFm@_NEz6@T+6<~BWBT@D>PUVRigR|wd3nd0rX z>ge0Kl|BYcW}sGQk!-L{|7U|CeXR2L(Ti_#7W?N&v2U|0BF!$s^svn0v9rrDdb->AKbV7fON!;{J$yM~SGJ_4i^-k2fTp*+-@J(U9g)+Lr64 zx*B-Fj@a&VhQB{P%nHuLkaYi}ytr zNiZc7GlO6?@eMYWVgD|KmO)kxm87~sc1%;u{bGt>i?rL+8AW!>{CA7yD?&^S zD~uM|D^7uuHt7Ohubnlr%YL>#c8QG~=DzJo>3+{G*iCCD#Y%Bj*|d=BJ(FOz00v&W zEL;D1gMdTkz5-w94A`{9R_e5ZyfKTLRA=6j*&v3{hFb#aaZj%FUva-e$BVYy&r3>d z4jgtfOggl?1MW9gJ9r$gj#rw9pwIkOmPa=;fmnAT10a;XbhHHHsT#De3UTb?So^Ci9-WmJo5IN1M-g$GG#%%$Zn5tclmQ?*i_WO`IF4_OYW@*T1Bt=$M#hCwQPhQ|n@5g7OROJa(Gbs2ZAqD;Z&1Ux zwg0F_L2UttIS;#c)-;slo;*667QTKe2Ee7BU(Um* zL-_>u+B`9%Y zuU1`mTD!{EkZz=5G^U|Du*mRo^uf9%y6V~a*1f=vC9r|4sfW9@*o`BCoJr(lG@)yK z!JYTyESR;X8=@1M)9>vq2^y8;6t@(FVQf2Lil74Oohh+bEZQsXLKgS0=gu(x%9AS@ zvSYlLi7>Pu;1TIGMBEzRYGP9#aHlkbqSPGoClyKp=uAi!kIc zdpp(5dASn+5wX11WxTUzv-Ee6MLJX_r0F^BSRr|$%Rk53;uJv1yd>HN{wEDjA5xra zC00sYZG4VtMWAjY_^ z-BOyk9Xgr#r3F>Xip!ap7uHKLaB1qHQUBuwfM>e{wl70@arSDN@jiXT4mte5{flgf z3N3#Zc5)zV8NQKVI>-G0aC#}CV!k9Pyn5Lf<@q?>Mhl$G5;uJ0dJV~9zek?Z*BMBfio7JU!6+ZK5^%|x#;7o72uuEjd3U6 zg;S$X0cOE8p~jf+3IYX&?kt86dJMpnnTo>P*vR@bs<693TxuptyY}c1%m?5&)OBa{ zh#$v=+CCg0qZfvyU=KeRkGoxVPTZf8S0}DjVs+t>c7-Wk|KtQphcBrSms%#%1ORU zjV*_Ko)0r|!1Pd!Ne{Dg?k*jP>rO|`p=Tu0Cs(A$ONsokkFGCFBiIc?>uhP6L%&PC zs+!gadiVUl0j5p~3FxC>l4uB|=h+e_KO>GCd%TnzyCG`#I5wO$XlX+b!HqyWWnYkF z61O5+s;7M;GY9)bBvkbAjAT;>GvlXt~x_kU=$P)#~q2Kw$dL6}U?~cw1 z23{rS5lWi?XlP_4>Lf;hT?7=OJ9u6qow-F_Y)uAuNUh0Jc#0Q#?)JfaPg;#S9A@7t zy5eOpm8Ll5oRxNmZ@|G8;P^#GTw;_DC|d8%Oe(}EJZMFsfWyntA8}MUd#j1(VNF_O zwF^mofs^r_ho4CNA`Uk^^*K$dYY@z85m?ydZiW=z*PD)^eL24E;m*_LJUY_xUDo~i zes*c%U*UJw)9X`1&jLuCuVgA9b^=bLfHLS5qMx?g6S^&$CAGZ4Y~vs^PLR!h~yfvSy%b}U5=(q zq~oqhhgFsAy6>)^&A%$3r`_Fi4(-y(VfL9$uC+WFpZYaXO0oy>DKUaY>Dee!1yc!0 z*0oB@y}fmgAu{ucxGl6}ddOM)(X{_xd}dm*y#u)iZ6E2I+Qi>Li;b0~!-E5J9~;TR z!Cl|E;Z2aY>UO6I+G(8iMb^EyS$&3&RG2Iw=M)>}AC)Tw{4EpK<(*0QFdx$kNwezT z2dsZTrhqTv`={u~arY zfU$!GOp|@3zChL==QgIL00MLsAK1)w#F+yC6PM86sujFCMnSU5Tu>4b&(qqd!&eEB1YXPQ6A4mHSRp!uzrYTNZZu51vQ>%&>RG-5 zQt0jBbj0R07z*-Bp8#0F)RRk<(Lb;*);rL=wN5|bSAL0z_5?ve2+;{AQcRwKoImR> z4yerH#ur8}SMDavt8m=@$=D{9>B!QX2C~chV1*FoL0N`mgf=*nxzcUbi2@Nt1~q#RpK?SHKSyu}t|1C{=f=@rF$Y|Jd(koQFuA z4>4++j=F-A2E|rMO7{T;OJZiz7?XfdF_T!Ib*4yje)&R=`|coIh7{_OP`c40x9C)^`q9 z5MXY7-uYP4kb(e9weRxWNNYA-wSzc#>WyeA812(9{yf8n|H?T2SHWa(AOy4n&%v={ zospo zggq`p7`a8d43Fu~*SUdX932oyd+WUA%F5s0#56Fg^1d4*KwiusbdoF7!m=VW&_sgd zrtT$86W`DR4uNaRUpxT|ZTM>22&L`w2UCRkEy2$!r8ZGLB_3nY)7kwx1Px+eo3aO7 z^BY-rBJ;1{hYuY9KxTJEPO3M@68FQlpe z34qBXVB<#%cI-&xY?+u;)vuan5|3Z3!gJQ?=b$#GK)aqX{>d|b`#s25VPFif<_(a1 zonmonV2XP=ehakqnQ5{f3>Xa`ZQ-|IA6cCZAkt}l)Rp^KYG-ffX2K!OdUWeO6QgE- zWg^*dJE+ptt!qw<)vh~eO=3H$Kf5ZhCNSaq-|5cTdJO{HDr5pEIK(L5;5Y_xVe1XHR$_*Pq-Fp&mbpHtEZ?-IkI^@Lgzu#GWX z@lu>i7;|s$Jmko$9NZgoj%qF8rFBJ#Rw1W|Eg<7?g69(fCLJvNKPG)yZg<1)0Po4< za#aLwIMdh@KeO894fA_^=+5;=WDr;Cn49lSe#+@iEWeZKcv29JvGsw;amkaB!hmdh zD-}%KYrYyO3m}m})}cNw!DI(c%l%@ko4?5MOr`_>qIrCHfFKhphJ~SX74t8sJKn;gVTfInJ_6W?K${Qu-geRAL{U_KAl{YY zSt907d(4WPRGhEo#&bbRS;4PxGlcQIAP|bnLf}BnJWX-23h_gX$K_a2-dN871g-1R zuk!I0{A(fK;)sItJ@0@7^8()R@w~{D)NOqF09q{MCN)-pRdU0^aeQ^huy_G~O*^Zl zRbwFLkVfKUS;7DgP?S{AIyYC=6G_AlyQ3#-Gtwy&LL{?~@8mRweVT!Owvb+{dngv_ zGSm7pLdDJ`*V54)B;?Hf!|eti#t$JlRk=T|eE)11pN>T*hm&%m|IBlq=F=f zj!rs)kOzc({s5)qdlwA07X9isq3ibzY6sFdZxP&SH6~{+WqcVQYa+F=w|A-n1Xw=sFC?bIS0-6fWhjFOYhMd};a8;xC*Q$*+p&z;W(- zE|!@f``}(EEy^h6uv}eq)1zV?#L@ZwlcHjfSC1s?GJMyKNTNOex|cq>4x40EXY-1u zK0u!@w6{}Olvu~fbNlP5UzGX(1h_EAad!j{Nl5}Ur3{YVXt}V{JsF-fPFk*B@Ymwo=Jo^UID7C47V^#}4qc% zb>p$_Wz0Fa+YVrN$mCr-`!WJQ224&$H`k#ha zF)4s{F&__SfO3Dt-!rfR-D*}qVgr1F z=}BxIE{U<;>sA{({H;9ma|bwdPix%SKamPh0!+}LN^wI~l+5@Hii{j2I{REm`F5e0 zZuAOnA1m*F5vLz>xKP*YG7FF&TyZa$pkV!!d6}KeHLw^p`7~31&h>BX%A`mRXzJFAl% zgQkI91_>Nqmlaz&O?jPjn0IJVw+%$`Cp>>wUmn{LTsO+!;GzEQ3yuW8$UBCSBU?mCRrN zZs9PKM77n;y(zfJ-U9Cp09tQZna$$EreIn^DY=*-OaUW_i?tT8>yIeZNr3f z5PeqzL&Reh?Q`v_t1%%7$$GtCVbm_2X)sIQhy)F|aB~@9QU3-Ow5Gx+xZgH++8t=u zvxLvH**90~k(HE(3>xr?HtE!6K2N&4lwPt8Ub_YK zc;EpOloc11L5`SZC);dRhG4bD((fL=JP z4x77Qy@={tk=@y5?5$V|W|OZUlTZu20shY*Bn#_gkf&}^Smx<$bopWG7t{oLPWQcL zsbklDsnXQTH$PrXDK-7?Jhidh0BC_%JiYAjTmyf1pJ@@V$+_Pd&Ep=O;iJ)Y-0fT? z1pR?>pFUd+eTG!3;OXL-*esEK6wv;T#HGz{op(O`*bHjC;!$~M=yvrh zme&RlX(~jE=XzAoDUl<8jJMG2!$I@S<%;$^>yCN#FE0kUnAl{1OlQb&K0Y}OIxZr* zb?c%#>Yi#8_`?!e(VkYs^z$9v=!>_tWKU?&{>srQJz1;|^CPeO^CM09kwOl&gF>%b7YPuD z1gNh=Wm=za_bEy+uzceRx>@%2;&SfQrdG(*I+&6980MwaN<~BF*h?3 zxfXmVhQHRV_GXY!^5&?yMXDvf?$T^-1jB5dl0cJRP=T%;-(*~*yS1PFD{U-5dO51m zw{7NWLe*=TTl$Pg26ftRHE>n_bWpqp4;9h=sk@kC_b&EN$`!zpav`m;xcDm~BcS<& z*Us@sv~2N-2vUmx7S#^(37-bOj`jhqf3_^Zx7k5rtxgzr<|d&i$fRw{^?L^{l@(M* z`EnCV?65_Or=MWcIdPxK7~C(vhq=8`k-Jja6a!>&|&&*lN?MB(d0F^jh z0U+~iYsI@$Yo3TzZGGS%*+ovP=qi2)dMt`&8OpYJ$j!l~DYsMk{P1hDEtcRj*Q(}5 z9&lk%=rd1pL*Y~H2>V_fjq%QoH+M8+DC?65k@0iZ^!9e>XOK%j17xh~PVHV+6c7L) zL*J&Be)-(Gyo9ZwLtFtRTDj!ej_}4_vA2^;0|2Uo(>pVS^%Z%Z-Fj!X{{!B$O)3z|ngWWaKlDVYY`g zc_R$!vA$qZrQAyR^vX!k&NFNW_!wHK2`$7cSMSNE^Z*)ys5moFf5ll#t)-eY;$)?U zn*0XXU}~#H0@uNS`D6}>Gv%|b_7aKxfnr*K7!=8?p9b(jfH$u>ex;plyQds`W|o#p z?fn#d>6-G{`M=yd3s{)mj6hr3&}QJb|CQDLANJldDz2v4A591e5P}DHcM0xJu;9Tx zcyMdC{;%^nF~L;T4Wum#KEGb&dA?zI7&Bu1KUthU1J{ZFa_JcshK z>>uTlL`lqtW$SoUXXa6@8v7Ik`X7m6NB<4&{imt$&yD?^CVnm?!kfl?ottHUUkhqv zr|F>yf*`861Sbb`{L0ZE;fJP+lxsw7=8jpXB@-f&R-Mdq1Bm6e#uSi9`QJ zZzqz87Il;^YAMi7qZ$>zA`<{@3Xs3R0e17h?_J~>wd&9OD+=(~fh_(zSf&gODo=1U z`Lb<1BadcR%um32-x}YSbAVtV0v&kpd2^CVWB+0L{=+ExuRDF_CokG_i3XaNn%v)J zm4WxV6$|(?O`r4W4R)UFlRrDIVj|N%@6-sLMf|>FvWbs`th$G>AmV>oF2#3%@dz+| z!++zuI0-KdVv0EMUZ5i{_Cw>#F!z58*#EHaW=xo_R?pS9FoF#K>AU{DDVFmDe~A6xr}RS>0l)*ueo4Rn{jL8i-=2qUQux05kAwa$(ZDb# zc%WyH3;alF;D2J?zqaG|WCrH{vr<_8;7j4^x!QunS>Ls~(5PrN{pkZY`zzAR&p)GE zB}E?xg$8BMe?k!k|f6yo{&CipEpw9VE@W9^xR;g+Q5{YLKx<+JnZu4Y=3Peg(4O}pZM2o z_@pnOPLHkRzCIPg`E$(083NVHS z5g0w}pA_*IDLBDBIR2Nof)FjN320qStP!igza*_v-~K-oZMh!+8%cye}l!t^t0xJ41peIBfgF(!431U)6vG0`}N6vyD;DMdE)VSruTQzZ;)R~G*#~q z*ll213#?YaLXrwF6pD)gze|rGA#EkXFm1f*(!1AX^p$2u=)lJFP!k)x0<0FAOO%^c zlpg*NXersk@rl7;%6_{jg#UGd2|Y9Jm&*JC&+d}P2d1ar$r*@@7Vbs=BVcl)-QziG z$H^}SL-7ZlX8VCEB9_VQBI(jSi0mFz>E*qm5$HSq&NxdR-rj* zi^3-fgDI972T2*>(fnY`#`o965-9~ZAV>h%Y40zc5MT=ci$B=D{{N@{Kh?zld*TRB z2Mh2=Mm`@Gx~R@GN$Rau+8@c0x{i)ASj;8vgM@%~OoV^O^T~M6@Who-rY@!ad+TK| zMjp-ZZ*h`&XxvnTQCK_kAt!IOPtHJb-3N|TGmbK?(07yL)0KW?ZOzoV*7z};cL@_w z3!pYKd@i#`EJjD;J_gA-n^R6y_AzzPSooke>%Ho@4cTUYbH;uH$kli|d1-riQSErn z{r`55>B2gHY+|rpu|tRsqPX&m_d|yc$UOn6{o4f+5dnx1fcM^YJ4EuMk`o`}rX`gV zYtK_m120il8x;)XGe$CK6+`cm(LZ&LJNDAWxC)lyzY-tDB9lvQMEU5Z%fxea6E3=1 z3pwD6EWMze7;Umzj*XI&g4Wyo*wu43UUq?Syx;2&m(In!A>{k+WKO+7V^dpa6F|CEuj zAntc6T%KCk&dG|kI_Q&c$#N|gPh-NsK$fD0K$iCyq~oWJbseQVEfF^U|>6bFInlU#U0(l%Pn&qTB@(Z=Brl0HeT!0 zPY06M2NjfgzWR_V`$&`5?jx5C>nlshqi@~I`ep4YtR)gN)( z^>$Hl81ah<<`j&Fa*gjANX^4<()J3e?eqn`>_qRbqz8{t+;&x~k;wXuC?@RSVI_*I zB-LpreUAjUYlzv~l_eeq3-lS5PoLe0Q;JD$2TPT-%ZtqdkT5W1p5^Wc1RIe7uh`yU-bS*%MCpb9Yn0R0 zdi7?rvG1u4I-+gVZ0QR-8mY@wyh3^|L}WOPj`>AGc?v0(&LHTgHY~%^y#>LV>~@uq zC6iGO!(~SWg@FRcHqfr2Ntl4%SbgX*eFe3jGWxfT+oM70t}h`Z79|RUET2V@1z^*s z$tn~S_Ot0AAYT1mM^Z$DfF)spk~!1xydS%?oHUncQ$K!Xqc99wqmAo(;n zmq4@Y-=|(&D5P}P!-|yfd<#L^wg>P?{K}SfgQQZ_x`wpgwG=yxGNmU^tY}28+$zdk zA6b86;m-AkZ!PH?WK(cqm(==*JFh7=L*P(3@N;{z1fOfFWB?H{3UPa$8gJvxy03xx zH$TIbLh&UU3$2o`vC+&vg0#L(lpY#lj*JZy(ae4wAgy-A%-d^58F!#uP`O?(q3KK> z3=P~bE(x9zHCGJ`1A50L_A~KP(+WL!-(U29YbQ&{$S5>eV&fuE2-5WGw|AsVmsb*lQ^Vf)}emeHl;#36CJ)2<1D-8LxOme zyz;ay_*h|dy^znIkwRPm`)~zv*pW{*&ZY##apiHtMw&)F41oL2e^nhUVD&9HyfLXt z5WUb6Myks&_tybIruHc!nT*#qqIA>FPF${xFLcAU-MGS@7_yD{6`u-i3X7*VrZ2aS zwd+eQk*>s2L&+$W_AVaVvXzcoBrM)5KZlP`w3y>}?|+1#706uCe(%u3quw+d!jsOV zfc-;hgm0HwdR$s1-t0Unbd@X8C?7anyZwC~Vbt$e+@X!iwnUwGFf`&<=f}~oDm&WN z7dkMf$XeMvE7|aZw%5C*%}X&5L6-`Ny|-J!65mAw-(BGM>CdnTpRS~O`Io#8guuk9 zKUP2UA5fu4886Of%V$}FpS&nG^N_$o><~b(?6NDk$US+En z|H)JI&1|)i8I=S~+=TUK+%;*(FlY5`#|zVwR1Bvy?@}E^gcj#XDOzf(t*YHsPnH(q zUzI|7*k4JqWour6cBh4k^X;qAK{(fbu+^xihXjhXCWyMmnPKH)6K33dgyAGw$WEx+ z@N%|G3|H5Vctdqf9wB%l>?jP^=^wPgNBq-_SkTaLywF}p>BTJ4PDg1Yvy?ED@mOJR zYDGZx$c$DAif>pj0GxQxODORHtaORw<7nX#SUbm7AEO=Hcn>R*R$~68XvB#?Yth(& zEXO1d-xZIHT^rsVP-XL-_zO@hyppMLEnXF|$IzL8T~ZB*@m*5A7q7Y_tHlW)xdu@7A`~{gb#6?JWUQ zJrUxI^-uShC%j9E3wSmwKZV686%i(Vhq~(jLCv8vpM)GFfSMvn*3rUAfbJl&A|7+v zI!vILF2R?pF+x!o(gv#zrv~l7H$)`8AYu~o4OWSjL|Qio;Ksi8Hgt*;i|1n@w?g4v z-w+h!j8etDam9pvLVal-JY0q^O%#ibeLu zI1brv;Xc3_O-eEOag9ypIA1k+ko63_*@hfAlhLd3?00O_vt^ih^`Z6E76p@DB9;rB z&_JN@uLqZjxvLeRn+ZFk;%_XZ1l$CAaOSGo2HqU+nw78}dzY4U)dX$vDy#RBgK=Sr zBx-id)FyKt0-Ov*O0bG+)uYH699Wvj*z#mAe6Nf;I1+9r{4D zg*t86uum~j%TnO!vRU2jwVlzMI%=wc$n{eFpOfZi?T2pec z(wzG;Lf-{*&@7H(=B*(U(oA(IkhPH!^}XIo7ao|Y`SR{IJlaq z;B9DfcKRx+U#VvW{q#F*kJXf<5O%!?8j4k60jl3*FIJ%csJemT!^u3WTFPr#f~Fnt zqR`sy-1s?#0la}ApK9BFpZT5~-%J6IZR?u604SzF-(kxg$%5eWp`YLWF;095v0q=I z;sm#c`atJ8iTugin~v}VCv=x&KQruYyInjatk%xLnYX`0m#7J=-9u^WVzt-3mg|eu zj>pzS)A3`R)q=79{)s;CEFt6zV~d5XO#4M$Zf%{9(F~kcTU7Dzm(1G4-348dKxXGi7PlFgif zy@%+WMn{tM?!7s>lRbN9bI|`qP&?C-rr`ZheX6&yHgFXLq0vZQW^{XCJC1LlFm$)mbVyM0l~>Cq~AY%L*($Hy;gZzLAOVw+FYYRNx$G};?V z=)RTo=|%(E>MIo4{1HiZK(nA(;ng9hT8WvGD3bs-(MQl@*LRPt!cQ9I{rUreJLeGE z@_8J5{vdhoH$(~`pG+ivCsJZKSVK6l2lub*U>V|pGnBVyI-6p8S-biXlDF&+IdOQ@ ztK<-5^4_SEL$4Yvf;^J@C<9Qg+J&as$Bh#wIU_lRrtA!eEq=ec zKM^^_e;06R`-J6NzUNSn35P!?0%MQHEzy&)bU`B81cGYZBE_2W_cBnd)JkA?79|M! zScd;0dfe1J8&?g&!9YGp(rgWBC#?%)l#GY^h*?g!szH?);+Yr$U0AVTF@kGXG;WSj?DVM-8{;hBJXldUPMh=`oDVBki0qPM# za8Vu81GpFNst%CD*tbA01~Xk3=xICw7i)_lNzokb*7DKvat!clS#~`p#?Q3AT}g{j z!#kkP_+hP)fwtpLmagC>^TExSlEnKy*9(E(DBFAw{*#sMnZWX*uW8X;AzwlD?xwIH zMxUc~4%1;iVhn1CxSs{9vr+NcZ;3shnwYLZ}a4;%foJ74&`U z$8#S$#6FHqHSP5%5H8lt6QCurldgaGB+AqNxvhO2Ga~voOLG^CDL!*nXRvxD!r|BP z-9{q4&5x(nD~8@tfA+m57ZJKv%#AlqB|+*HHZ%=r&2O_zM*UG}491>xlpmc`u5Wu! zh!0ll#dgs+TJHozyw4MKJ1wYQ{@{g;p6p{t!EAoAI!R72 zI-iECezAj)297;%Sgsyl%a7Dq{t}MRSdhj}dZXvw%?-9^7}02CPZ!+9!x)c!f$&@G z&*>{Au20tRQG`_X`)_2f-kpHCPL>lYoOabxGdw&*wJf$`3-rg@zt8KdlU7_9YD+z| z1_P30gRq7FKphD$b^Fm~=wl%PAQ^;!WQ0a=|FS;fSJ!%uJjXLzQv2~ze#0EBXT>i` zdT==7sY8lY#1bY&47yRgf~^Ib{^{T5?^LAXM|ZG}H6Qsb1xp9o>t?P?8jkqGxZVh( z(U^pHLbpyy$ymnXwNO1?qp;A=fB#&9_A>Z2Uxre{7%sDHpxpqK;pXA2K-RspSNuE% zKf@*taojC&;hAyvFKz2mJYus^#FInA2XWMoQ}7N)jG8uj+aNLq`Hld?OzEM4ESuXl zPeS)g9=d!TvK4yDmkbl;73&Y(uvr>H%HY_{`>@D#uS0Li3s~N2xwdI*_hUjypG)g2 zs?s4Z$!IaukL5}6RlecD^7Y$uQ1+-SAGo%STx^6yFkX9sOXJ3&&#?y|vj*9Df_8TY zpN5nnKGo#h>cMEly~W2rm^Wq2RF?c*aF-E+9m2TIn`yL~IiMRioNpm=(Pr%yC5eo2 z+7HlBkGB^3&UzgFx0_i7J-CSuN)4mQ?v6<7yx|oyFq@Y>3Vaq|_vtxfB=T_ngc9}+ z(^O@^x;x@JB=ZwR_yfX5tPCgld|@jl}R zIxl*2LQl~>4k#tllT3FV9H-W^o}(7cT5k{86r_i!9hLof);@XnT5(w^2i>U9B4urt zy(ZNkg3fS3=9j@iU{J&5b>L9nj@~hAoZ* zLxgc+c(r6^&6vfg%_rCP z4}%*bKIMpMxO2uH49pUtr^3|LHCUDAMr)pBy7Ge7WY|z@1LjIGYYn?^{5!wMl(5j> zTw&^MHg<>$8k6tJO-h(LhJ}4pD*fE;;GI_ zoDa*??5(RcUlT78Td^wCU(JuVZ+akfZQ4z|hzb9><}0yYk@ceuM|t8q)<0RM zI0{h$Q$+}83wbKF*Qo6%^LHk_bkg{zkDF_o#KhAtku20b7Wvc8yEWnRtZt^Ws-+SYkL_H-pi7NLYBJoKw$CtF_2o;yO5A9 zG#a;!AyUf&_T`x7iOzT^hgIPk&^^Jo_yYHRA0eM{`59z6uBM@)y)4Vz8`vp=J zoh5g8s-=UlUa}ACOTdFUFh-!nwl{ z;FH3H;9DaEU4KG7ot9tGsvZ?6oDlmN+cH+HRCz2FQf` zfPEYBh@lRfD@w*Cv91v+#ors*ln9_I`$kyvC;^>eaa-+zUZ?`&GaFcDECJtcqpK6t z)hZF$TF^Amy;ZkgZjWx#T&#{Nnk>3eO0Sy*UgJd~zS*!`_ttLFo6?gz#bTWjbHp3d zMD>ZFO&G@l(G!o2`1H1Wld;frbH5cK;^m*gWzHN?0{e!8gBUgg3}H!et--yGeQ>sw z)9ejNXe*sJJr^XkR)=afxHR$S?x<|e%i8=45BCSgODgX{P1k1AOd+k3BJ1Ckb~4j# zGKy!|Fy35{EVhe9Fee*DiNYwsf3~EVwelY~=HlS*CWpNs33oqTIayrwR2{|w%_m~> z*1JZf<&est93;swH+PbSaliJy82;A&NZwU}=0KIudS=t=Xjy)JbRnzG?J%uNt01TV zZCwPHBU0q2pU};Z*gs+E$tsG9+=t2kIg5bs*^Ep05|11r9pv5KAVzjV2jR~X#wJ=@ z?Z*wbt%k#cw9yL@VXnLRYok2-WY9aRX4clMyn9oFPRrLGw5t135Q<>(eLoW>i}9DX zH%1^B9-ndpoZrT%yeNcvhDpiVeyt6mzVvxL-X`+Q_0Is;y}9};S*&*WCC6qxrJu5e z;<|MBWW?G8&r8XtL7_hSIt<#=LeJ50x+q}+ppYy4+m?PN7oWJ0mef{0H~HCbo}D4+ z=SoQ>Abg7(ggzWCEI>K2$}0E;o@EMWzr2r6yWZmasMU}q(2RTki~H+d&4kt9#gHn7 zk;DGDTjR(9CCNl}G9>}5Rr>R_0POeg%ve4dzk82s6ttEYKg^A5;zd0EodI{ zRcVOfydTl^CR$e4N4sCGgqmHaSVU@XZP$u{lN=XLK$}RzW*K3YPY(+0D>ZmlSu3I- zBR&Qa{%T)46Xi!cF_%{+W+p6ODqTk;gJ9`?3ZtkVE&1~se)PEEx9ltY=@o8r&$``RU+*fH>ioK{LF?kx zHhLg+U2g_>R8W0H@H`{U?o*%eOQY9u^Sv^0XJyQjH_@I5hVFNlW8pdO7vfr3wyox8 zr)KmwkQ2wP0EO1lfIgJ*z`DbSZG!#GbR%jxsexRCa>?mvF${~mB}?$lFx+hFQ`N>= z*8TDp<}c|N?(%5GZ2BS^&9t#A<5unSIrrHnNvJdWx1v*g4aAzShq3FJ!lr$@#He5+}9?t8#TY!?;^0R~K|7s)EVaWQ+VXJ1AOm?;s zr3X{c6UyESYG4{a$>R2GAE+pw9dGvmQHRfh@aAPOTny9R*p?gi`pHAbx*342SC?1O=wC!G3Dk$)IY+4dBLZ_cnb_W}c(baNa4bphXX%H5DyL@!Ll=d4V~# zLt}w-ko}agE`_29Y-Mv_NB0|djPM&r%XK%ww?}en=Me5g)`ttLRU1#_WoA^)nRq#E zG96?6Xd~hhj(~Tu%g)aGU#`AuHO<8!;oX^};nB*g<}63|=;S#>7IQ=zjiK*X7P=I1 z_ruwy78USuplFC82TU@@Qcn|4IX5f3oG1BbF91QOUeYMR5L9D%Ik%B9ymQPqCNv9H zerCJOkM9Y_>=b=tO4^f^eluznXKCBMWip%Z_eLKGd0`W;AT$Zp_1W!-7%}SD{E_bCrA9G@1E+u_9emF2(d9Q2o~TQQ_gq z#vtes{_0(IPdmxVKC_r8c6Vnoy=0}Kjctr?lRhy7csoo$>ahLp>$>H4OTI42_1YbTPszb@Mu` z97%eM=64NR5oRtoid%}6+mUc8`?EgRRfW*!6KR53AWA z^_n^z0{;{o8fc6P;M}*6Ucv(RM3C?*D)}K^XjoGxQ&XnCIbwYPN zOoD!k@=8Z}$F?}bO#Ux!WM*!Knb)VQqTex%7>;v|gw4yXK+z&spEs&JiRCOnOU4oX zPLgSmmQ1E#D*~Nxx3r`ZZJ&tTM8V6*&bf5n`n3B{HMffy zHxZK}7I`DlcvH7ffPF;hodOh2ufLxdimnkm*opqhA~X&UQ{hq^GCTbO3U!@jBZM5l zUwzGWMXAB|PGMf&qi@F(a@?1-;mmkeFrSU;F<8mK#*bJXbg zbOQv1?a16on$)ox;3~YlIOPezkq{aV#duNRJkj2b^GcJ1zYyhLZZcj!a|G>6H*M>I zz3msS@_30%NDbSqdt@&~I23*MVO+-&y+p~<=yh^p%rKw49Y2I&)o}if1>)RSKVNi% zIxd5AEO=IKUpH9`CGVSGQi7v5W{~2}aaWcP@AVlqHX`=WOuFn9>2E8Mn$!EAkwOW= zf!-YMhQCbAqQhB|Ccw#ouFvalJX~A7Xee^;Ocxqv3Q;k>-n(_&ARVK^z&}eK%?I8 zYYQy~_IB1R@J?WKFQy}N(oOBW^h$dfs)StaUBeJ5501jsKE7lKBa_7%GX34^5^DY& zvB#*uumE}?K8%mT&&nXUfH&X6@sl3n4^BycBI^=xqWhjKW~v6ZxU{T^xZ#n{s78C; z6lo*xW=U0d*ow>(czn-|NEF$n+h1Vkm|MKy6^G54rMDF6-H zn)ktSoFYQOC59J2i%tVa)mWFB`ZMOE*YT1Y2!NQ?&Ae4>W}lBbtAH6A{hW(!igyOZYU0jk)x!CO&R0?eGb1iH8l#4qPG) z@!`-!kklS_J~B;XmSk`1KsRsY`M403;-uMxLHieP;l&V@wnA zH+$4{Pj$U?=;Nj(wuR4cVhRpwYtbdu#X1=ec>&MrhR95Ukn0|qLp5Hr5;#&Kt;$N+ zbe}$r+sK{ZUe`JJxalXzknz&Zcb;h}HjeZwK8-E>1gh<4$Wc|Ye$~`#QioF(6WI(< z(!`hRsxQ~-WtdHn4+$AXC14SR+p`YJZ3kUgb_-F_Xh?kt-j6Q3a6G>JPcj3{m##NM z!^s0TRq#TVn zHW#q{ZlxHCv{Zup;x2?6@Mj-vaC=g5)VQJmi#0C&#R*2V>nhfk=5H8&?SCBP6SnIZ z8-P=mWa>JpBTWl9`vj5GmG$)u&=H^&L4u_a-LlTrDgU!qjK%_BkkUm$?ChAKQl`Xc z(cy{kQajE%+BmRiX}gnVZH{W?19DAETrqA(4ocaNaULU!Wb%vN+divk0~=wVUDJkU z&zU=xCEh?9YAxZIZiG5?>6trf=;yazr%B#)_1jK0M&7M@KRoE}ceo0Ijx`^mOE#cS zQ?kuB;W3e8Z~OIXbzHPSs7(j!w|&wth}@}*SlJny_ZRfkubn4P%MSA3wrj0Z*#iGq z+ow@gqMS9HtIpp-hg*h9)Dj2^3vP@DMA+=xLy@uv5_b5mVTAE z8Zg|vA+`$1(KFzvoTgso{aJAqyQ@j!3&dF*H#=r)v9zLmRzKm5Ov_cu{g99=b+T9KP&<#u$V$ z@}iMwS!T+NGOWdBMn}rS{)8Iga~)Xc9x|hZMR_@ zBbWWOQ4L=;%&SBtzwuOyz|x6OYWU9g5Q> zTGHB!d#nX?z{F>Y9TyZe7PwB$xpineHZJMG!KgGq{({8_Iy2zLXK)c&un2Uny;w?d zaRGCBCNZ8o2+n%#yax=mJJ}bGe}0n_j+4zHj&;`P7gKe(r#8P7AEw!6bDQAv`-~KV zBArjJKx+Hp?pu&$W5-Eh2b|=dKl@g9;BFxr1H5MKNGqKcevq{x#|0fQVKddYJ)!<^ z=c(JyNo;<7vb%Axt(1GVHVMqssmRHSKfDw-R;}G)`2K{Lcr@Hi(0nUILxY>uHfGPC zLuINZ0=;R_Q{qJZ`)|h^RLLuf6C4L!%-uve?TLcguSxp>Ke)H`kG>2!XhUER((KO* zV;El{#U6604qJkM^|AbDu(;n-n<`UzGv8EDk9mKrf^CjNQ*rkTR3whNIcb31D+7%QW#gx=1-} zX(8v7g71va?GhJ?L{ z%ybHF7#oI`b6%1Hxhr$w%7}fhY0M028P&4G!4J5!n$_70@%|MVHNr?gmI<#8&LdxE z;i6J85aY57w}rkjen;N;VWEWHdU@Xr!7*L`@hUv$4aw8wN=3tQG#>fw5Lx%$mdy`J zJhqoxt9O$Pu`rwIXe)b5diL-?93VZBUbl#oz7tugHf2OnK3$OQV7@_Ru7ZBONvf|;O9AmfA5#OG@_lhZ;BYMFF5;f?`N|@rp=e$^4pJkv(gxXL^t=F9!fF zU}?=;G1K$zkNFV7$C_z->IJSKl?S3no^4D&Yqw#qShZU8dd9|LYa3piAl1+=A6Wvq z6$(WjSkx|<7z!3<(NEt+SA=kW$Z{!00?7n3PsEsTdY~@@U7Ouxc~0~L zjTK^1!aM+8nPGgnVzv%_SgmLZ3z56bu&`}%q{bRZ=LYFUTal3noMn?&?6(oNmXdz| z=A?*%mP^E=LnvK2F>0GCzC{)1`=}}jdhArv)!)&&mt=3HiAhHQx|!fARU(34Yx7q?}U6$mTCe}o9Tdr2M#BXhDA@t0jk zvE0wTLG*LR`h(tK0{4$?6M|_NW%(&5GI@@Z20@vOqgNM%aeQc?cExl!X&_B@B~-EA zh{~B46mm7vRHwe$GZC!HUEi6A5LIZ@C(fnZnn@Il zL!2nq-3K{ODbmVvI;sy_?f*IfnSuXd7gXOF`$q3eQ0Q8;(ZOO4&#GO3!CH8dqf))1 z`NR2mUXoc(?KtZ%g%_a;+9RW_-VF1Cts;+hMlu45KhuK<8p{Ddp$R=lb@v6WW|np< zXDD8vO#SP0p3RS@@42t-Yogq*uJ$8a@AJvEk=^i998JSgjt*z>AJMN?uJMN}zj&_s zsIb;N*yRsoZx=Z=S_F~=&Fe=C<3>FOF^az6GLm8pG*nEvt`Y@NvplB<#{^ahF|gd6 zCYFDXY9B9!EoX2jY;}}N4+d5tct4>x({Z#k(2`-ba)~`TFgUZ%{d7F{nfG0T(8ilMu^W1|Y$h+Z zV{uI>^P!!VUV+usry(3vf2@nwv)BnAx@M4UKhYdVKzQEatToQ4s&#FigP*p%Q`do9 z&9O*FSWs10gaG}QHGy>%@^jP$ zJ+Xt^^^$m{qZjvO(ZYaS5b6*Yy26Ul$BdkhsdUC(tyDfR&RU#;Tl3R3Zo>7SO+aUx{t*=WH*}pUJU?76d0*mT^vd+}QZ+u#b@_GaL0ls_<-ql<8s?1jrc8k35RjA)tv73aT zbVv8{Oq~LhRagB?*ssmBjptysPcuQ6t?z1(KvJ-R)X3xTfFx&27}sllB7@qQauQBc z)OvfvqQMN@^UZYYM3OysxcPH(?AhFh-FmBO!QzI42LfS-O7O2AHm zBO#Bi%<0YC!A<%^r4g|?cZf0~5goPMX+1heE`7Ow|9qgmG?GNj8SCj>ocn8Lw%P#5 zNT3%I9e@~DWbl*BnAUkaj@jXWu>Pas)|0Lc=VcgYron3A$HE}lS#D!o;flL)J4(xZ z=13Arq*jZiA})S1IxEnIdEwCr{|OheAVXGOA`MdHjfvTo`e?hKLd@u!>YzMpbFz*D{A$z^^VZOeOS9m3K z>p_7+ZX^DNzsfaBzNVqx*LQ9bIO0CuzmaY^5$(4)=(O#G6Z*jk0>XfI&r-g$?9d=2=PiGrcl*3!v-l#Q9szj9uQ64}V#0*lM|cyE?=94a%?8jxs((w|Vajl=JqH4LGQO(> zMaIncN@mJO#2zmJ(1xH59OcAyR+-g3*+hbp;6XJ;%Zw2JhbAu8zCpBCDFsNe`N(dc zk@lwfk9&nTbF;dw1z}OAzH>=J?PEUV=*Q9&U$-tCqW_QF4BOKS9$muvj{11AwA*eVw(H9uOFKLpj0*-s| zrgqi~x-kbdEO?L0mUhE%GX&CA)U^_3q`3HBMb5*5~WA9m(7r$6T84ShcHh{P#DaKF*#E?3kwp?l0}mzit4uRMV= z`jx-KnRtC2UpD}5rnBq|y<=B_R81?miVVZ#`F`Rt&6ni0ic04dAiu(AddmHV-bY~o$@nS5gL{w+|IQ#C?WJlRdWL_FmE7H~aQ z(P=JmamUx5&ekTKFnbT)Y$ZQ_H!Xtug!t|bx5CT}fZrTXZB|)HF~rXKlB3HDzl>BGY;H-`Tp^c!I^SL99IUA@{r4({QK7a{nIa$95qDJvlodj9~sl~6U!<~R>h%%ebzqWv+VriQPhVA zR#PMh+Qs5Cy#QgM+YjjsTi?RZ6xp8#ak-kO=K>f6Yc0y{z#OfRsT+eGo6)BoDo6a4 z4tL(TuM@9jg_fx^#!$H4kLi{U^S**TCeO&#=d>=0=MtJQsiPZ>+xRYmhsY+ZR#p;U zp2l7j_truEjda7990%-|)6hBH78P`ktz&`vtQ#g8Ck7Ru`?Fc+8x~`E#?>&rcvhw3f5%&bz7qEZXd@<(M!p7YcA^BSRw`GvE1RkmDm!X?V>JyfH$VenCD)7O#8rM`*eScwyo z+OMDelsE@i@UJ}L$^R+O|7QCC`3X?lQ%JK((Ms9juH?z%VpZ9YjkM8G{uWYPJA4bF z4!5C%JTw*PJdHD+Piga+EJxarZ)4}z&PJDY^>yjCtmZCYh&m|WE$>+VrRrnz5!izj z?jK%}vDEeP;~5||RH8b9sX7&v+uIK3_@^6FYIkUk?mXl<$MhCa22h;&ze$Qwh4T33?&hCIvsXB(g;k_OFN8peBVbrv(bh zlfIqgwQ7^F@EElEKG|^_>>}F&KpdoqJX}&*FY8kh&`loiYHWUfn&UKnJViM)hK~I? ztv=*xeuFnHFO0dbGQV0U4Z5>ypjE3r?qjTjey;A*u+O2W^o$xf{}th|N5K9c*2ZoQ z<7}GRdRS%cj!Rw9W)!<}eLCk4dWVBQ&RZl?-dq~sWJP?0lqAD*-q6BXa42+Es5Vt# zR+DPo1$9(>+VR_-m>-`zf}}223t;X=+|Grx%y8qbo-VOdpzQn{zaB0P@)WQ>fBhep z@%Pg5&u{&B+2q@A=H!!_45Hrgv1_&Wl`w&65>hcoQ$D=2Q9V38tx{-h6~kg&OK875 zFFNiiJ|z%3ZZxPEj4}n6nj}2X6@xYH(h2o; zqR(~H|AUbH`*YNfnPcIxdlUNL1qQCijuQ@Vs78dxlbd--I3Y-xiLaoZwAwMmprSwd zE!m0AV}Po|WucmX>rc3n5Q=j-kefoErNc}#mcvb^`I~7K>Noh*&qw)-!drSQtZbJK z-mmr3_i5HzK^n}6mSc{p)lRCOOY4Y#J3YXQ*$kGMJZ`u~T;p@d{M-&@&d^P) z|Gm6_tsn4G4`#S|y!&k2P447H5~s9@SICG*ro-3XmyOYrf}6WwH~60GuGWxMEf6;G#Qm{8xLVMY=rLU(`6?BedG$Ry(#_7n61%t61MW*{V$S&a~P?o%@s5vw%m%WoFNe=~Aj z*ef>N#ogp-+lXd6*4@Uszc-gPzfA4nYD=ff%NfHZw7|Hx#zU<>7~bS*y!FRme7xRT z2Sv6eT}e#Kl*8O+NsDnUW-CI4}p*9GCJ$iJWarleco%*d7j(8@{3~s)}e(J&z1W6YdqH}uz1LR z9!9D6D+sFo9o$Fk@jKb-PX(N^0T(=FKuUSy96H)wq(D_T-km3dzXSq ztd~La-E08=kkUF^xABd8=5&#~6A1tS9?)e#7!BaH9xT6}3`|7ei;PkHLHtp}X8@%v z%vB$^CR1|_w!2t=yO5(R@@C8LWvm8OONN*neVwoD?tlyo&HyOy?6OjWfh2qzLFjd*NTSEw8 z#uvtm6U7(By#jYE*bJbh4oqI_TCV-nb}DGOmXZ>mQ(bl!S#Byzi`d=Av(SFZ)nZYP zEY2$W{_qYY5+dtzlx5a1SYf-MQGKWR;lJo7b~TvK&0KS?>6=u3d$5I0Q9wn>-z%$I z0fy{vcReR?x?pA8J2Y*>W2XTNw1C~%qRKxtmPODs_O&cTCZwKmn~TdP+AoBCT&?zK zH@R51+Ooi4)3}LmI@|rWm3>%%v;MDGFQ`J#Dp9RYe!yh6Hr6=1-p>*UNY;H^Qf+$; zcNNyJ$bB?{Rd>+u=UbGpHB<*R>6-FpCH9rQHsO%ZA9_DEV^d%YHk~T9ur~F3wIT9v z+4^7XfkKk!JK<=ttVqXRBxHalm~c+?R9z;i#m#n!`xXLi7&sAVVvKr%pd99U|6k<2 zbx>Swx9CX-1PBl$39ccyyIUZ*yGw9)x8NjraCe8sT^b8+AxLlt?%Fia$ZX#4JNMo> zbMD;p@6=Rv?dq3Pcgj8V)i#fY)(%uatA&3p+axT%1 z`}gMm*Ae*NUB7%#vKSany)*n_-DD4_ii_y>tLfPHpOdoMRjo5CiGR55Tfj_V3e+l` zgV8p`TJ{BD<)QN>hG7_J+0V^j~=9a`5a=wBkA)k+5bJHg))jK zqq1`KmsURVsgAUv8w#CQO@5azb+=Zjo4qFVoy~Po*cF5xM&8^Ga~|4^^ifqbs7_f64FvA&>qyUuZ%^u2Ks_XR^1`9~!gn>k^qJ%N}MyxW-;O zW7SCol8rw!7=zd9_SxNi==i;SZEjaJ`MhJ&aM^cG;-Bs^Y*PErNdxK=To1Pz)wvy# z@QWMp&iWY>Fl|&fEsP%S?d~QPN_`;8p~R*ag3D%?y4r7ms>Ol z7F~nY+L{aTU!XM^!<*Q$`%xPw3P5L!PG$5WYu7GIvY!=4y|7t3(i~^sq=q@@ZaCPG z8b-&$P`#r0oGgx>%_Bd>-fDoSV4iQ9mb@@qNWAy|1)pH#duqzyV z?rGvtrf8<88QE1!Adk7D+L7^q^So0}zXDWu`|QdX0lc>2M^ z*!Gc9fWL>~=%iKk`q0Z1#yM1uS-3f>$WyUJ)Ru($4 zpRdD{Q@PY)nC)d(k{O`0R2e4iqMZj^9#ABkl7aW4Jm_(pZ=sXA4SQN|k`bsk-CK}1 zz1PzGCHO!gnOu!VuMfNFcS6};<#ZvE*&ob_J-u8Ir;y8WQu$DYz|B~_M0Rn&f7|FZ z9TMVdnNwyw$_2calh+`{cF$SH2h@QZ!Pw5dtQ(OvN6Nf06sP`2g}Zgp8OQ7={>zY7 z&fV2uW5;QPQ>|o%>SS$eyfI4ks?SUU{Po>qiCOI|zGe#>V&W4*oV0>%tzfJjK3o31 zJH~tBWqR_#C@fAUzKbo?n2z&oitnryH~15&>iP{%b%_t-e0bSF70kaxyX6c*P_}LX zoR{ipnno2m^8z?_D7EkHbWy>h8}|Mma#i;dCd{QW)ETb*&Vwu2+5a{@vyvRa6f^Z1>$*XF|to6}LCgPxXy ziO{OFi_YUM^~%=nJSb(*aAYGJ(`D&a!(*vW7tz=O?0WKIbRh7xy`N>p(Zb=7tix&I zsc)@`5zoBu(ug|AhMB`n^@;OOMa@xvZ>62ypO;uDM9z-A1$(PNzb82QiM<3d%p@@@S`IUK6-|eoC0RTOf#RYTfcja*9m3*d!VRH1Q?*H$hSaD|3btrKR!z2zv@y=S>bni;y}8K!S0=6?|Qv9f>IBk;ctS7ThU%9uNe z(ET}O&!i!Gx3zhA1-3gX;-c*E?_d5VnFt^_>hXFTe_eb8W2@(Ry4cg?CL=HFGB z(L5Su&d0Nb1_j_fE8|Pv2!2N{N(LaI0K)BbA$Rq+fjjp8dY?72fhv6Rl zd~!t>pM*jEoPDuB*TcA~7st$Hi05Cg<{c|u!Xn3XO=D(Oo2syRPiRhgNPR#}qV;7O zuw&*>`aZ6TUvR6Cq2QH@c4Unq6N4tRp*)n22D14?1~$O<$d|DC7*>5k-Mou~E;fs88CUgzOT zU%br|)3 z5_6Dh=bthOg_EgFI&xt^{OLZM= z;4^VyNt4x9EpGE@wf!HZ^H=!44eg}?=X{%+^w2v$M{kA!%sMCN`#fi69(HAymuwFO z)&L+SZ0t@dR|KAWIsONt>~f@T<5;CYPG$DuP?aS@1tr)ukSVOC>AGA(_0>|#Vg2Eo zMac+UPr>Wc&FlB8370sb!r~%UGkQr15<3iN*CN6muhFvXc@x8f?iZ|LdHnbQGEPv`OcZV|~rX%jRiGNq7E15i6L1f}dp* zg=&Y8s9D@u?|=t3tzMz4=42nQDB=Ug0VXr=>$lLme_@~DeU z8tJv)RJtED=`s>Fm%{tm$TZnjD-cdM9e*X4kG5XsH+& zarm%ycT1q%MdzcZ;;S5tkVkd#KE&%x)~zwY0CFl!a!o)2{{)2|Ze>`rgv3uJN9(FM zZ+7aME}tdWdHxjAZgmG&uBkDy^a3W!21-mR1*uoS4oT}a_sZ|FM_(9K>)|hW_>0}& zWTQWTz=Y#PEsEDu!dUs8%n{c`%>sP^U2W{qTfnRigXJI-2kr>9f$$$Q z{%pRc-{qDHNh+ulh(e1^5HWk3+B_5wUj9)6FBN{pi@t5meBIj{Fy_N$^N#d2%-G)silG<#{` zONFayu{{6y*GD?~Z{n?d_bFj?!tGlS&E{5p_369&B$ecqq$4jR4@cKVuz6PQ2U#2TS5WyRXQzyC>_Q?I$|ubLK|@F4`?vhW>&kXZS71(c)tWKCbxp`dm0P&-%jwgd}e#n<07%c60tZ(@?K% zdqvIAR7Ne#>$UkJ1bRUiltj^h7II4A`S6fyJ9fLg@yp_m+f?Ji+ONwT9vBf{&Pl^V zlD-;BzoFz8uzm(OsdI?X+V64<^2Fk0E5&9M>XlqBKYoQ1aH4?-XH#CBS0;9A-NAC& zP(^CKQhv|t5eD(BlG2TC<__^m<@#gpm4xx@I%2%XX(ElJ6w3St?mexK)5S*hw;1=> zqJGLwj5&z6+QNkV1?t-`N7@B9QWsl?=gT#Bjxh>3xZ9d5pWfqmccV6l@kT^`M#on3j|?Dw9`%U8^>;$Z_2pL2w;viMpX>UcN8%ZfvBL!SA25NLT? zt05A6N0w^C%tJxjysUe3DqA*ag_clcUqU{AI{V166|Z9=ma6IbP9n+gK+o#w{g+g6 zT}uzxo71%k0rUiA7?B4r9*tFMR0iE)MKywuZgi&DNi4616jy^I1_aV+43^H#!~B|W z@%Y6fyQgKHSG%-dKW7EQQ*n`Pt48kRHB4*pI-j0H|MQzq4ML9{P`<=Lx@&)=_HDoPExQzrsJF9-K8QC-;4o1-!GCEeJI{eOz7S z=t`-^Z1%4s?#@G)-vv0>`R={1+yc+0I7K& zQpm�PwIJ5{G@agw3#uZ}zJI^s^TsB>>=xZHvP5grw5=Gp(DV(N#o96rLXR!3aY} zGWToF*tA<1=d)=E=&ChVkwdD?UZkHU1bE{OtVlhcuyD-t!$ief(w~zN*PhH(n1m!9 zKrwT1+;{7EABUn{mzBR=~0}dReG=zJv_e%{-pd6=p3vYH0tWUqZ zcg2Ajc24(}=dwExS~qsPANdOO-NbMjUB4UGCHC5Ib69cjG=^1!BUwPJhj-eotbL$S zsHfkdL)WGWP)PJ5-b2`Z3wOTIbVuMclkNJfkPg%la-dRndMqtaUCIy}PGR#8SZJfr zj<$cw+%V_#vAl7$6~{^@XzL^T(pp`p&su~M2r7{NqZ1Y+Gw6aAdHm|yBCHCF845Nz`lW%~Dl<3bmkg>tg;a zTUn2dtfrS{u6zabFdz7U^imA$Nb*eWk9MgrQ3xNw?Y zIn2loO6k)>yK8nGImXJ=;>65Ir+)a1`7XNFC8v9@UbR6#29Bh=fz}g`^J(O=@Xsii^Zx;&%pDU4zcxfL}h0R&Q>v2@kaQxYFCoW7DZ>rLYvp zBrwSl$z8Fc6R;HkKKH*^zasE?2xooXP_W9yONgm>Dn0Tie3G)To_$grXz&6^W~&01 z@@MtcwMTK9H@V+qRLIp~!Vle3dXRj;imyCyjG7S~gN1LDpaVFaX%#4Qs7Wn{mr#?( zFTdgpV?b0MFtpQQ@Dn>_Nlt2M8nx33KcD2?d&A-`q0Vsw^LAge4HJX<2_HKsXfFer z+T3_=INSWVBmBug6dvGH*{)=_LSX|%Ag+9m*bt+Qz5};3mB-eqWf{NU^DRxOoMjBL zkyOv9E>XCRbEhXWoQ?c>RYgT9di6?*a4(_PJD((uVr5=zw;I;Ky&?H7ac%v&XfV54 ze0?@>+Td^TO-?_ zVj?%>867p=m_F!^P!^r%o-^s;Af!i+$#`~?Uy#-4X;OCXp>lh!CWhQ-`s^s1we9`f zo#B$}?K|HnQN8%%Ql_)<7E1%I!Y``QfPR094Vk%qG-V!#H^FiFeq$i?SzdY})STtI zNCFG(WxvZz*8zx4+?fPw!z-abQABiXa!KsS)OH9YYmYU5cJwNeRSITU2k*c8y9kWT zJ)Qj)G@l&4n_Ht9(*j64Wc)8^;*QSzXzboG|KXPLJ0c8Jd2*qCpBy|kqnx5!zz{y) zj#W=K*|GDS}KP? zjIz+;iIZPP_sA?(Vyn}4Iq4-c_mRtR5nVbrdAmahdz?TWn1Ohlvm$Rjg zOAjZpmO@FN;vMK)-A_g;S<-nYtF{+3GaIO<@u}MnWs9?u6M-sbuL$2wLCG_uG&b4- zOm@w+Yq+S4o%hcPH%a1fyndMZ+m)(U#`)DylcgO6j&RA&iC|2(YMIhGAvLRTUoKwCMR^ybSt+IiphS1e!jYE)>vy(Z zizwr_)Xr8gqX-a-V+6`0$IK@hW#?o43K%5YUQlSoaod0rG)6K^o>?erID!61k-nE~ z&@|RkkNREy#*S|_n44)o9thP}Wmx;r)KGdOAdwJUkA%re=JTS4EfoH<4Q7n?EQT&;|_qQ%y;|h z|Jfu-aQ>;7tB`g>**O8JXu`Ca@T7yQ@lSJ+fSX>bJGPNAqRbxXxy2hYgU|X$deCK% zHDsk{95Ye!pE3$jICAwkQh0jGB^wa(mU)fC$vDk=(dAS^t3&rDXtE&(fQcjozw$)? zv2!O#;EWnc-;01@+mgqPCdU+2bI}^p7d#BY*mm0puzj}lmb$gEP&l07Bb1C~CBAJ> z*lnvFEIrgfu~clwB97jYB;Mv!HC2yvDVlk?3kk@=CrQEaPD`Lotg;JCz6#~@)$1#? zUrCk;cWo3S%I7L1z3oYo-&%>qS{RIv&ZuuT&I!eSfC@Y1c;#tvL;c-b&C-R@^H72j zcsFd%Cr7V&kHi9FmTeahpf$#kp1Mt#ynjV#BxVAo$VmMUCSW|*!Rx>?xNt~7ka%y=1IJSo@dDyv*lp{_Uy!5F-5Ks8H74|ag?WsQxkY9uTy`BoU3JZiv)=|UFHQAn!dVwKV>NV()oLGB4H=!s*H+ew0r=K|&>11X z-dc9Ky{ceMDRQb~1;dE=0p*wh;p`=XL#|0x|6mL2?X027{+WR?p=hQjEDz;&Y4x|d zr13?1(>K%K5^dJ0XDd!s<%Kw%%`BFzeMn@@^XRrDY=?_CTU z#7tB-u5&CKIzo&=JKr7^zqLw-Qs|y!nR{zm3$L%IQ+Zb#5*r`U9Hv|!cRgZIAS&iuACbfh(b zS*it{M${0652|f3~cX5rFBsV z5^<#LAf_63Y`lmG`Pb8J8*3wRaaLr3dc~>b1gNk9%nK(k0}Fe0D4amWbyVY$4(5KJ z8Y0OZekB72lfTD9M2_SIwenI5gZZ=*1`x>&6w_0eC>&vLsE@t&Vi5{sTdgPz!mnxd zGk1i3=kRoK3`mDmop{uYzUB*B;w&jNvI&{M-&8Z*(ehQJ?{}Znu zuP{y}&$gleR7#SH=OLsr;lJChBlqP$SOCAP2Mm%2h6f%|)^DT%b6%v2w31|mGFIqN zKQysIU}7`Sw#A#x-8QETtQsDY=_T`tBx?QG^x$-Lc8UArkVM2FijTc&6~RA?c=i*)m> zbffs-_~1dU$-S!o=sY>UL2~o`u<*_RY!}=EGQGdpZt9`A#Q)kl%-N0!t~e$ z0Wd7Qoz|GqV&iC>#K*b6BxPuU6x~;f_s9@F_)jkgU!bqNK^?_EfRtq5>kIk*<5q^NjK7Q4JWg+5h5LO(snH0 ze1^6~)iV2Jq`timlWvbyv}*ZH!Ev0ZeYR9k;m6hG_w*$R#(7^3;H-3DYQOQjBO3}1 zq{#JAr*t1x3uYg#%1y^VV0mVdluVF|8ax%RgQ45~4Aze+KcuY8TYBTfJcD6%do#dYk}11XAE;Z(A1T%7LBnk1-KxG$ZC_ z57{Os1Ucvk5n2hb`1t2tJd0hgo~}K|)nDGFcOET$x=JSG+K0D-6iarwP*_;eEaTU+ z-!hKZ>Mc1#`85MPg~Xm)#9#xuG+hv!bMV4nMQ4W`)WzmbWUSXzw(otW8l8y6JX4_N zg{GAR@5!~QT>s6jh`&oX%%js3jvSv%uJF$Wa*rZXy89HvcbjMni@qG_wup07E1ukx zWqb&063r%C;`z3Wr)>JmSzT>^#FwHVoZ56}*>XPJX3YI8&z!mb^WVFcqAm#c$vMEy zw2VTC>K%+C{(h~8ouVSF$-g6jQ?cx5QDYHHTd#{7^6rCLGVZ77`8bh2^0RY>Els(y z6y;BG)Z?CeMj=Cp*Aw9jNk1#*A_N{T0=-l_zpg`Wo=GYK$)zuialwu_&YWSp?}BT4 zlI{27sy19$1^77q!~CS%o|^KPT&BGPrz-t#q0H^5KOT1Ps|RBlf!y1+@3X8ou)g_^ zQ+O!dm|injCqo-jUlS>)$|q0=9%r&gD(v5LiQ)c5;*#f!Ci9Wl`GlRI|z z;QeYJD@7(j_*=X*W&!%NOaJ*9UCjrsV;92zY2hkKz!P$N1>Cb&;B^l6w!LJQy>G!s zxs35z|CSi0&so&ljEWPUGwQYzNX>zBmlvZ(JXG+j!so+7oW>KER6 zn>><0&Ar?63k?os>%&*1EDVbsI`zBDOV0Tdqj6MIfOhoFRVy>8d}u`S%>iwjQhycF z{DdKqpHTFo2H+!_ajGQ(UWPn@*+LF^+Xwq3>fhB5B<+w~yqk!?%7-ZQl4f3b_$1VU z1EO#;5TLKbmPz})FZUpKz9E?{N#dh2;%g{CJsHLT$$d{V%&@xoDeD%0`gHH$s8IWP zv;zV?VzQ#3KKQPh3s9oIHmm1Bdi$`mKb_svs(t^(`fib`nj$bv9BzP@K~3-~ZtRl$ z!x0)`=|BKF?_yo((66}<2z%>7Qyt67MRtT^f%f~p`J_E@D4XO61Ii3@$iFS@qjo<2A_4)x}@hA3heD+H?$$u)(!24TJ5)9YzZo%pS5)olkJj}&&k znn1Ss&8kaGDuBC!(}4c@;-7nLVhqc=LL#DPhz?n~q3E!l!K^3-`8FdTLvjgdfY{Yi z&M>v<4<#Gd@XEhnl-A82HScY!xk%3+&n7Ja=8LU^G`3-Mhv0CIE$*OcI?^7_>(kz1 zMuoc#_8h+a#Ag>08&xtOE|ICf#;HHnsIzlMxd~yHs0in{Z!*c6c`b`;lcLNB!y{{Y zhe))Flxk9Ra_U)k1tGroyncA()+=J4uEjg03h;|ep=c;ChF8KMLXJvPRg@j7f^Kt@ z!VV!|lJbGbYrBeS-<iYW*1 zaZ_$`_S1KqMRnY{XUG4!QjsO56;(hgwts3$o209^Ndbqz7CpV%B!i%fw>u1;76Y_H zDf=nDnRJe%L_c57ti3WY>A9${7BO7!GW-`&X*b*Oux?G%WP>&3>#5Cp_BzS)_DoEG zvu`=pGwJmCxD^+ikN%<9_OHLlj)(FKonkiTrUB3MyMDPh}Y^15Y9O;h&4fe z8H|+ozepuH1WfBg?9QBeT%k&Xiq;@bup&7ipTKcVn=N4@7d$j|Z?H?B5Z0p+9Hc4i zrm;fuSL)MjYCdc8KzQe#QRa{5Mfmt8P!~oF^&D<)u(UW zG=E#Z`3u)6CXwuPro$YT&0i?K{}abC_tkMSU9GMBeLhwQ%AYhdmpVV)1UA?&|Hl{6 z%rUptw1^p5FsRS8-aIe4(OrRIqH#X4>OQrb{Q8ixK~|Ap_;rk&@RBmKG%Nla1N%L1 zi)#JfU58IPTy}441p%4z9#gBCRqLCJ!uZN(@|MeY5DbUWa?b1KFkbK`x#o4@3ax22 z1{7v`IItV{2YFedp0Dd+XGu&-{N zf>4&+a%6|E>Vv?<^qM|w+!)X=PTPa})s1%pjluIkT2kFx9-HqJg6&9y&KQ$S_N-Jy zsND6XIh`c4uDFrg?t1Hmuf1kxUd;gs%Vbh;G7W-nPz*+|(V5Wgv0%xeeM+p@duM+*-`9+j+;%1S94t)=$%;&hxQO;}iO~jdrth|Q7XTgpN$K?pZRQul5|9Ij~hE@joBO2M{OJFjs^R- zLVPsapM)jeONXJo795n!==wDUc{3Yh$O!)ne4zoK4Y)P{;0W?q+AhZW`52Zpqswq> zjP;iId~U%&+Wqu{hwq;#Y{E36o1t8!NZfmh~<%u56T+J z#d>J)M#?kv=GaXZvC?V0Kp{{$;^_t9^MU3Nc+rpA1`+DVyMT$!yk@2Jzo|-8_`rTr zdk4h=D)F~&q+|5lyC|MOPzmA&E$*tXKZXoXoDmaJKf*T)m5`)7xO`uAu=+V{Idn&5 z_4YR~;lOVs%!5oA^huax^(BnyfKq{$5nn~C^GonFw?;(<4JMYEI zXvwfzohDumnMhp|7R4Z341UmJIp;9rc5@l!Y%hkKbXtMkHhxFKy)LkZ!?G4K*p~MQ z2EOB{cvwc`zi>R4XvKSF@NqNaecCAnKxipgAf&qjJyu6We)2ygG|Gu$T(;M;KdBsU zS|3*~G8vz=5M;=jh=}W4n@`g&o#)$U&IRQ=31O_}!{A!(jAI~FQ7QqC{Ka<>CHv~| z_$fErx6-;BO=JG`fe@nbTu!+xE&|(0g_VNpyx){e-F6;zZLXc6Rmbn-F@#)@jY~bPguU6^!#OP#TCVq8STegoJ+?%ksQ0x@V^f)b_q&?JSxc zx0(8I%jrR4*4gkwQ0PM^-;0nn_kZ$g)!qg|alYLj+beP-)Oc<|^Yr<6AvisM4?6wA zskv7VtaETv@*g1|69~3+IDM27M-RyvUrSi7B7s7h*-C+@5K?Li~p^6{0h;r#&*|tyv_}(%o>D=y~+FePOR|I$3evlSM=^` zXq1a8-?j7MPugJU_rQlBD_u*Xk;s{!q`j342H(B=MwGcfs#)QVj4RE3)=KTe7&jO- ziM_~)O{^&$ku>oCElWR_Ca~$6(C9{Q8unbvR1n0 z!iE8r)@#gH_v6rpfcnIsjTplDx+=!}$!rS`}iKoTf(vQwFK2Q?H zPJXkNK6yuW{fX%B4rzt{@|@`0)ENgE7VXlxuThNhFTdJP_+6$O3FHU~ZcI?#P!Ov7 zp;4_%cIhA-2et>2`m$3xx+ICO8j!)`8alqTF^zlt`n1HIK5PI9h(*j*;47

    7L=L zEU9JEyCO=LL|ZLuA=%}f1it--M-tH1DeyA6^zMw{`J8{GgbPioS`uje3*WML0qg&G z%WBpBAj-Y&OeNj*WqL-(FVc$s@(19wz|?A)w|~Xd0_cKN+VGk#n7`(05dP;rMgh7oR zCLF%Mc}rd~)*B;c%jYpB=uSVN%;BDzW zrfH~3ReHF3rMdnZHGxTs^0OVzy4BR&VE@_et-YY8PS4`aS})oI|GCAU3p8}mLM5fW zYll|=xXr{ck?ByMOAZFEHRtMzO(qx0N3F4Zp@!qhoC9XZv=Sp*TLIhqtrVmKoc6JY zFh1+%)aFkHVzWt;K!z=iU|^?@VCxf#;;OD*dfmo%OhV+6@{*4fHLmGT$+%}!AwD%B zcb(oN-Cu;KO@P4Kk!mC*%~7v8iX*mc4s4r~a2*+SM|7W`PulKBXQpv>q+~QlV+D&6_^zn5lze8z?14u z)~;HJL?*z=1?rd<>KhI_(p+_`nuyNwTK>*Br(n+(bjx$_FL3Z5GR! zwr!``jMRbUlr^SlLy$H+zb@;??gwcLw@qBiDe;gB)q9%WPc?c$r0Ol&EFi?b$dlIW z$mrka1%mraqYg+7mVXiK-HgV0wDpI{vQ3w%7+(=xs+-WJB)@+poqZSeS&!=`xY=wF zv=vOoPdW+cP#4s2^Qsu*)7sMC3TL*HN_F-@LL!CK-66o*)m*+tUkDK z+o@K7mbRDz0G%RF>Lv&cYs>}d&Iwm6S@(1Ce^GLe6-A8(x$nM^z<)Rt1%yic38AM6UFfO{PqdV_? zux>dy(=(OrV$zpi)tvDw?37xOWQ;J9Mxbo=*8B2qO-_5mq{{|v6d(RUiZw{9UKsoo*-W(5_bVifH49n&}@FyQ`FLwO;mbK=!68=%wp&TT*C8%E%ba70?fusE&W zz(*^lhWN+Z!8Uk^HP!f-f6>mvd17BGXg84ih68?@Zu2 zin=q2V)?J_FE*jM=#`J@Pl#L@3xLfkmAi#7Wg+S#Nbz}sOrF(DU{1$xG$QD8f`~dM zGV`l&dc@`sCG4d#CS7iO9PK(e#yUuXYha05b>kMhj3^bnj!Pq^bWm;3PbkEjqJOTmX3*BM(*T_iMgUycTY&1>gXvph+)FV}mS%k^4=D|)5$+f>; z5%WJDD1tKC7UC0T7Wqe}x@jc4FP8`jOt>?0NyWjaf!K&qcucc#nkKWOI)5O-9c7F+ z-3k1pL9+XD*`)!$4Bk@F*>|LVL?7|L^aEHs`mMe?GGT9UtnlkmB2#~|lt-vu)vOVZ zpa%>#^7OPkoP-PB{@v~wAGUo(UR2I~fY1!$wr&Zhr|5VJ-0Wg_!q{A#nE{oo>E&$V zu2dDo$foOTF03w6u6wUWHC~3Tm^A0AJjI4z9nyunepgbgrSEeAjuMr;(eQ|Tot17f zmNCk{I3!&9d$n2)J_r>y#e(Jk?9BV11oCf4zLUF7QGQ~#-qoSSf!LHZR$7T+(P$c4 zEvg>-QNg4yi#>tzi3kd%6aQ&}=0%vSsv>MiXr@^C&IOO)>LiV|;ZJpjn$4U~oyLkr z-?2;WbbI(vp7nNgbVuxL`E-9HL(}r7OOxd#`S+iUw0`AfQRLW9;;D&N=syBSzjsNjU z|M)^{yZZr0Xq2+u+&2NCU*g{tJkLfA1r;3X{`LVK;l>LY#)$FA@d<0JD4$x<^o5UA z+1}fKRm;8mDpn5MZe|pgTx!c^{8mPb043(X^#KSSjxKfgQMU;Ht@1nI%O(vRH# zDnt1{UQ3Z**ehrtu#^5{+CE24|KC5)W0U?LNB!3y{C{`sz@7JAum9I6kuidubZ-4K zHM}UkO{XFg9CH8VL@8w;wD4+YoJKd=i@*aFGa@&>94Ir$FPO>)!KIuT?nCJ}OCA6B z8u)L>j`rEeZ{Nm?Bv5s?dL{Tj*gmr*limWNHwjFpQGJK(Xxw?Xiee-FKUW8c+~BSd zE)kmfNabE3q~GQ9@9q>m3ID_fc5eEc7cra}6Yb`*(z$r>+e8k|E_JEgeI5UKX_a2V z>$x(&RKo!v{Qu)&;;6c7sh%i+t;xXwYz?j}!u894pN3o%EX%dxq6X_A8oC?b?Tf{(bPipg7u-M22w#$M6mI`f}#e`+wdL-p@zEdkx)2qX?m; z#-NBfZ1zJS-G}ba5IS%C%71Le8JZVNZS#APCXLd$LI0kh_xFs zEne(Wg69E>%ZrmLk^h@#8Yt5rAC`FVUf}u9|M5TFz`t*U1b#WQGTWmk{lA#v|EC;z zrU3l^YWVSr61qy1|2g*@g7AQiB}a5P!|4kpi66|qKIq!z6E#RQ-fHv^xV22W)p*+5 zD|kal!}cYjKvI&=9dmz5p|CaPwZ{oI(7eTTmOyb;e`~lGL;U)r!cbx+X+zR7P11BR zaB!5f=~{{@40>U8Ua;|%Ng@=@d?3M zY38X6n~hBpMvF~zUjgk-h0$605It;lCY;I~AIjUEm)TASPK#9fS7AoKe6BBVw8W$&Jr}xeN zasM9o`Tp8qya{z~&h^%>h3t;AbZUbbCZr4(YSP2z%`8Nu@2i;%7JkR>xZeIVc#=$l zYw=BX2bThck;p=QZ#)3UT($r#pBiI)WW08&jpbjogMX%t10k^V7Nn1XM(%MsLDOS* zJCk5Wy5H(QDd{Zu(##2zjiFo&2&3nt5*S7e%xG8uQsoO24jK4kx7vpzRaa5>e2Ve( zS;L0VBI%5|4}xxe&U?l&a{OXIx{{#RnKZYZ)eq)GidXwVFnn748SrDhk_M6=2^Sn$ zIO)Mq;_!#dop$Fzu}5nko0a}d?;qfrY-!@BQwtwKFNrGS>}mN=av^^|mg^~M-WtmX zqfZyInXy$mvmL`++Xu&o3)fR)5Xv*VVY1>Hl~-Fz6;FINGBVuME18_a5B=){TXnI5 zUJgzVwpvrI)@>9C1C*zmN-~4jF?#-i6q^!W7bQ!2x3&%sb)!y28V5@yDdP5WVQCGP zC&;TwhplX?+%(Sso+1hs&#yxW>hJdEJ`3wp+Vw+WB;#X|N3Gk8 zm_yk3N1q9?4k$9DBHfNv-34!#_3G6KEp!>ntGOeuhM zvvu{11@wP1ct_lu*$S0|xe3Fs(kfFe@i98u#aq=L?HAWUA9=;Og+4QBR^*vbZ#A!H zGYNtZW-F8`l4CM~=GmK6-WT^K1&|_Ihlc7^MI7U0hjlD&q$KX zMdJZ|d`IVq8zgPz)zeViUsc`{gLv^Wy-`sy{vEPkF}0jd7n$E#m7xo7iSSeu&|fw z#0w`eeSgZOgoahQf2bD5@OT#2hm35SKu0E_*@QGj^A6V#pc{8*+1PBPasRU-P(-0r ziJK?AIkTDRoyC4}6?qUUC0HCvd7pXqa0cDx6ZShp;oiMxFJJEJ6lmRG&g(J1c`*k) z)ACq(rO8blY~n!At0+w-|1~4wJ{C|OlvLmg!oK(ju+c1;PL5OF2U0aHO?wgPxn$a{8CWbcn;USx7hEjN zb6M&~H&{_j3w`Np4A#NX_py@kcdOTRh#%UD=DXf2PGDVG&cx5VB}wWc2Z{EPCP-Wg z?SkEa+d)77a5E;M2*;#n4B_$ox<=jW?L1s}GYrSorc?eSB>uB(K~-%@PIR<_F!8j> z`NOcq>};vE*oT2aMy)AfnN2N&%G;xhjRUs>X&_NkCv!Vdr<{2?lzATNzP1S>305=k z7TolQ`OFth%thSSuU*HZ~Fab9_)XzwF}Yp+=z8QA7_Jr;|&+-AVVSPF>=Eymyd#&F*q z8T~o$P~svKAHq$g4>4x30Z~ta37XDE1*+XD#`5{~OpcKmhr$gff0$+8-%Yx`S6Gwq z@1GKYx<==DMS#g((U%m&jy*}j8r~9lJ*N2wo)OpXjt!V{&V;)G)IGWNUkjl7 z-;G_6k6iDJzja*|+*O?vp8G1MZb3z*&K*N$w}!|+P!qpxU|7rh4wMgudh5x_w%GfL z!lukfy)Hhh<+nf^|`bEEs2q*HN9uaTPrE|_$Q34MsWCK1!&^-aVIxQs$aVasf!o_&PJeGuo;X)l@B~dsG-jlUqqIYv zp8e!gikUJ=Xr_Z*Y7f8R#j$e|(YGSD`$T65d zJ7ae&C>x(WG&*}uS{law(>a(xT+V_jz287; zqVh?D@U6W}r?A-o?8Xkzj$6N_G~KUTt6PnlTLDK?KB}9uO&hN%#P@-i`}pEr zlbPV*-D7%JJEKuqo^!$A=4FZc_w-&425yO#=4bq?dJjF-7md;dYDU0&M@DHo2DCAa z8fzcz-hfqGHlJ1H2P&7~4{9igVYY!x-%Wnukt;tIe|O%v<#=}q z>S{Ur#=3g|S-5;AU~W>Kg@fDoSy={pgzrM>pYBaGA2(Bw)E0PJ244SP?7d}BT~U}V zNC*%#NRZ$z!Gk*lg1cVa-Q6WXkf0&BLvXveySux)Tkzm>Zo2#Ro0^%f`9D*2DwRrA z&c0{cXKSrb9xu_#yvQ3sXs{D;bG~}t3lt<>n;KOmu_V=R!mHf9f`hlasDZEFk<{-& zC$q=VA6`k+xgXZa=s=`S)vvl-nAYXTdD~wkt=MydC@o(5F@RS@OF(mX(9iNoOx;XP z*!6r6rm!w^w%)Bm?w0@YDYiD_WO<+I7WHHwa2Wh{JNh@80-@Rs-zj>3z@XN$mI&|DJULnG_IS!`fdU4(Wv{l z(&(CTS^_tIe4F6o0M>xr-+10_$Nl>vrI-T1oc{p#MTh0-_rQ?aa2jtNSVaS`t;MRmnk}jc4k`akDIz)D9JwQv0-}3DMwHCr`!Aaw-tFIYzvx35BJFkCr^}K8HA(%E zL8T8S9uyNW2sM_USia)e*?2tR%4bz3Me93WHfSp7X5(9ky+5@Zd)lUmR5TbyD)+d& zpuUYCN(0JN-eYR3&N5_${2cIo(YG@!Y}42c)XmyPb}wp1)^Wo6hk+>LMbz9!EF1&F z>J4YhsqAadgwyM+gk=^K#E zG6~nm>zVtMC**&^Ub~m<8vN=OelfF*G=yVSA9sVAs5*EnM0y5vd%|4+U2_h{yyfB3 zE?W~8&?s@(5xh2T4R(Y_@?C}_R&o8I6nZ>8J?NSWyJ4oZ-<~F`o zE8fx2uypk*O5Ug^{eS4x!=VYiwxo% zrAg%D1)kd8&&B#Rtzz{ov-`kVK8D@m;Lq4d$01L^8fvM58K2I*SA+G}GFBDqH`pIF zg3>_0+ti^%T4a|QM!$cK8cD%lO~B?+BI2C#Lw!^&+QxcLAEH!8;}xTpQI2vsqH-R% znxF>>goUD{l<=(q>E8h~_&c{y7vHd^KEH?F6~9Euk6Y!fD~QIDM~cO4@#d&lTT(Z5 z>hBTQbfC`s%ET~Zh z`;Wxqh*{CNp25pYc3vj=c9Suxh^wF;Kvnq51BTbcc-4y%%l=RIi>RqZL8ek!29`U?II9b? z3b8<8gv9>@2JIbZsky_ZMpT+paZZ@y;uTe^73P3`vTYB|&*bx3XL>WQEVR2*ro5eq zSmhf&mxTxxM2AoJU3tEl=Ii_1ki15RR3A1CB@XQ@ABd?&cI00Sa*y$?*O+)Xk`B`b zbjV|@$z| zQGJbK`3p3P1WDWP&Gkl z{gbYVh&CDZI23gKayNyxK(Dhyi^k+$JoO;m(zyt~=4E22g+r%wqpL3SkEEyIRa}Og zyTrfTnJP%6>U!x`y|Ue84}Q;#)%vKMjemv41SqRF%p6}&iL7l??EV#q!=YZrCeBg# z>8Clf+V3Cseab}n+}6B%4kN)|cxzXxO~%bKIxH&`5bWfBmv;plww*O^XXpXT)GXl~ zI9XEN74q1bu~c6kZqLnSVQo+P3~NF}DNdm2$GRYQ7yYgHz?j}p9Rs_KH3g&n~<=@>1dMJW;LS05iaH)yhCU`!f(O=Lkx?xalD| zxitIm{nLDO#4rc*3fK=L!hRTTiJ9JgS1mXI|kS4x6JaC!X^w{hz(*fk>@CSDUXAE`mMdI(FnW17`P> z^MZlWy_v5QpzeO*mgj8?NAIT})SM;Fy}~ep#rEfjWlq(L+z!@Kd+jbl*y{LUl0(70 zP`(v5{(|maMpG*yG82>CEj99P+9D^?*6>CZ!VrGId+3S`0#9{&k*S%J>edXQNfJ3U z`i zs<*388s!u}UNe zW-rO%M0G}A@me%VuIFl4m8Q1Q{Mwp9^QdRj7Y=PzvRJ)mek-vh`Hv>)*+X7-Eysf? zKb0h>s?5?7i?s@bGC0?+b~se`RP88So>PQkI(Y12$ z=4I%moZ4slT`dWX1x#bs`QEDisNQe9lzvvMVQ(IN&J}-h?}8pm7%s?z@twJfS>w+# z*y$D?X_{BLqLIr$<*)Vv3EF8B=>nfzNZ=1(BIuu(AME}vCh{$2^kQICVs!hcvHFc< zxRLX?ASdiw7~kt;xAB|{mm$Z4&xf-cVidtT(JF4`uHN!SinglFXV>R<9*+AmoTma_ zQ7?=ww^4KxFEz0E)a$QJO_M~{db_~&B}58C9k3Dju$(2yWe^1-vQ!`{{j=5#&k9#ZuOb0i#FH?*MmA2A82CIDk zXTGztx<*fM-5&u+kU}<5P>^Gw@yk!MhQ^xzEVDgH3SYIOV$07r?$_(nmulxU2`?jz zY{ZvbIILko#)u2)a<8fbpgVTlH*S`d<|V6INoj!x32``$i=fS^$AsoU{8$>Rz~ILw z0A7UJxr4CMCpFZVFm+KjH??f2Bbg`4Dr&raumuN!aBGO-2jw?b^rV z->C$eueWVwK5WF=>utynHo3a)v`k;&r(LVu)z?`As@n!{DQ~C0uoqh&nraj-&3gb* z^n^W3S0%OLhn@hRBkuP0&|;kh7X)l;G^gJRhuA|%Zs0jjpX}bb-4bUX14`R|jsUL| z0siCSSb@rIFGJzGD!HMp9o5<%?-wj4Lh+9&d48?KvBb|^@q#bg-HQ6~F4vskxcrp*4P)sglVSEr|p* zNVPBs1j3|X``fQn67m9?yS1aU;Z`V4|1>bz-i%yD{uVn{>tz43(~-Yr_i{88fcpE2 zy4ADU(>w4cF9wjlzwF65793xR=8YmmA91R0ii~t(f6NHB{FdrRUI*fLitJyaR@lK7 zK7Ff?1Vle!)M&aYjJNM{v<3pk8P^5GN6|C$wW|P}iPJ0(LTY*U`;g`7jpzdqSf)r? zO+HIhrL@E6O{p!od5P18=kO!-sV8%hR+TO(_6Iib`1j9)R%#=CqL&5Cl)!EgfXP~I z(EpJbwQO=Zn!LXoaT7W!B15EEcm2q4J$j7f9JIRXh!E&$ts>i}BqcI~lNyPWzJ29y zH9u<^3F}`wyYa>s3B7=2Jt=*mC1^QWey-`VwLC9Zgva&Q0aYdW_AD){b?c#EB*X$p zB4jZ&9ddwz38@_Y`^Mi#&t?Vr{^+|ro10ZVwJImcL!|i`sRa6~!(;M*lq2MNp3@us z`m3%w?oetngDa?^!BdHpF$%dHnCg$vtushJ8Ir=yVl`7s%&d_9C5{E4k2x()PHYC3 z*$dkxoah9MFVikQZ8mP@`!!(Py5eM#zl`NGkfDyx-BhJX139WccTKy19PFaI)QHJ`@<6Ifh;)&hwGe& zQV!ZV4xMPJpBb8%XEhjj+L_5I?Q!6~L<~re<7iY?+3Ou22E2c{%3$>E#@bM9DuVZi z!=$%p%0lP&h)zS%AFY;}m z6~N1uv4<>?6M<_3_b>tax3(Fj!-p}DRX@_$^^tacS1p~ks4x}a3~xbgKO&V=9(<2s z7G{n~EyEwe$vAB97HB2IxWoV!yb}hS0SidgG_tsUAGj|lfSH@9lSxkdMaZiYshaG! zu8IiD(#*KWrw3XNY8Yb~uZqrtxXaeRA-0+Z)_*PA*K3!0QM#A(i4TWLLo5iWCOM0a+aB>M!>Zeg0|8OR*xTO(sEk zdnR~VS9gB$93V0EZ)e#zYv!N>ZU#o7C7m%|~Mo-nC$WTBLp2>_Ziaya><+Qf>BvmMw}Gc5k7Y-gnm_R4s! zI+p9vyyBU@ahh05mz|gTi?^-9<8(TDG|esTJ>?9gBJZw8y)z3-BS>6#y2w^HN;N<1 z^nPp)W{jp#(1f;QLTh~CJaTQB1oTLk=DJ~4mfaC%9~Qb1hBXeuq) zx$cJ4u!vGoJKRgS5@M7IG$7W9<~vlWX;%X4dCC4y@7$&Rqx+g53rJO*2Ax3)VEhXfIZHe{C5u%oPnc zbY!(-$H>|>W^coq`vGGa0ksmfboTbb$mwM!?&&_tc!|~3sUSTD5vKapm|?5r{!;?@ z=QV2C{g>{&4Na&qo4d0@{@rnxP<5uv~Fi6=&uy_J50BO!_7S_5lp!d?tCGau@ z_XYJ9mzwvouek|6KId;ms_4vBJg1W}ZC%$0q|;h0%wGHM;9|kw1b=mzkYy1XjUDoV zx6%&eq0!-gQS%al3(tq`8dyvl%F7Vu!3z@=wRd{nWz3+T9GMj+p4!?dyr}=-v3`?n zUK}^mw(vRIil9b}gW;SHby7ZXM?p01et(zivn=ChjyZ7DV!cy%w#U%<8F!`I@_LP+ zk)__i#G+pVHToU{3qwjp2I9>MM~6O31vRL%wS0k=jS_M?T?e-?bIoa&40Tv>?nM7i z0agIuY(TI8B!bW%-;z7S=bwRO@Al7Q`|@^f+}_6-zi-zpW6MkncY$kv3TIat>Oysl zwm>B)TqpXdOo3IyRC>?VdS=!^qbO4Ufa+E{h;Z12c4le^=?4_~iw-qo1; zwU8jg3wgNVA4dGR+-%AM9Qx%G2>3N|5$caHd%vs~RNPVovX?tZP<;W1PfWjBQ=}an zhEkEl#-gOtnpT8}Dyf5?;n_moje2*LL(t&#sn4)~hSJ+Q^nom4=Y6EbOq))AAvDD4mZ>4GC)4@+PnfE zQTC`|_%|OI<|W;J=M*nO1D!1E`(l_k!HlJBNpMA-c2~Q=HVG90F}MGy0S6@J9!Q1S zE6-uqZE9^pyeoNqEtlS2yOBhRwcnx9%dQvk63@4yA3{wqD?h@%5v%uW2jOTr#nPTV zAK(Pt-7RMJHP;H0po+8APEpLo0>6;J^xOX}ccdt&qSc zHg|@N{_yILa?908wJ+XktGCtB_T2-T6BN?>hnRX)O*>*m7GxG&EP$JN@-Aq$j;Gqn z1|W1D=USP1lU+;sy@U>_6~<|Sa%Z2)!7vnL@&hw;yD9jUw!Tm4fNIMSwVPnLGd00! z;*Y9zoddyXzHmtJJoN#-zu(4f;;3?hI=j8X=#EMinC%K&czJTMhg-)T1=SsCvbqwB z+H5S3Gb`qCYoYOMl--@u-DiTfwfSGwnBPG{Y9Ng+ zr=z^m+E2{nsu)eUpMia1hr~dr`)y-wR`;!dskanBvWfrbNr22~4ciP(7uBpq-rbz1 z5+`Zcn%PMihXXFqxUde-+ND7DY=+h*-plfJiNS`L+u4WxP?Ot0J42_>e}`S>yE9J0 zLv!G520$}dnGEU*FZ1OEJ2fBD(k_U3Eh31YXyg^bhlOFmFaU97LD!rz5?9y!N2m7$ zO-fNJ;{8A|JJ~Vky+;L<+ePD|hdv1uU9s+JPG(KNV^KJ!djTY^u|)dqFK@l&3PR6$ zEo>zzgpZ@`nL*xPNG9?sKn66MCJ;pUa!Ppb*2;O5byGL^F6c-5%C3}BVs0!om*bJc zqF}*+&+@JX;O&6zthsZ;*T-A`SpKQ+ljF>at~>o3_tf8>Yh2t{6&Qf59gEv(e5_=0 zKT8(~=1$|6|1T|op$ZM9&=MA9z#dG*A#^x>RqExmKbl~a7>>dx`p2t5G|s0)PyG48s7*XSb)K+f%1Lo7+d!D8}2^ zF_N&!BpI@g&33!&xcy60QTyBQekDr%khY)UZEd=y7q-v%s%{MKYp&TfKb>|O3?B7G zbcgN4v;CCkQlga5S4I2fo2?Grm*jB(P$>+B%@p|V$n4weHgtFwlisAvn%2%>ReVON z3dprW_z;X8Kk-p~X;b{~Axg1F6G;SDxPxQAjQqph4K#kr=vh-Y zkqho!pgM(^b!PTahJC3m37IKn#>GRkgZzLG;TcAB=FZ^HPTyyu|77v#5r){^pM|(P&dY$*z_(6rYIpiZA-vF>JocRx9wjB=yEh(o z$QFB6od(H^=&ywo8%C- z@5-xEBuUL4BD^0;^XP2YBA=PPr7V`X?f9VEkyrDn-soM-xZbZRfnGoCKCALpWxo;A z%N;NJTz)Z9a6f6XCvH%K)_G*~BvKHUbrl)1a9n^`oG`&2>c4$XKB0`Imz|Y>&F?(f zXcldI)K-hXx8qB%-)vF={|dmcL*hL?3~Q_vkN$UUe5$Tvj*nx)Rs&ROd9DD~Xq4W;?_;jUWiq~2+n9o2o_c;7$LC=16t(FM4t?V#rdRvaji~l}YqW&` zt3@iC3V^)vAVuFHI(Qk~>YUl8Q>zXEx%8rc^YEXr?8 zP_*`0zttw%P5-%7rnW_z^q%%-ve|Dt-qY_{EIot$#rUP286(qN#}y|}D)E2O&a%pB zWzzB;{A6XcmHR~G6HLDh#)TNQ0Vh38HhLcz%K#dv0c=GFmG}FEG(T#c1tE1cU}hr;lzqPCMBs76 z&2Y@B_!ch)me{_UB}}VUdmBJfwjj&}!r%c|d>Y>?91tVlaLk7p{;b6s>8Tc-W_}Oj zx;|EvcVieZ#$J1#+V6zC-;Igq z4iE}X#s!;Lnw~G1#r7eD4rGojN58T-RV6B>HQN^K)ZkU)Gr4@nX@}*Zh;y*%83L5y zCYWIalueMeM!v1KCG0$PW048AcE%gIbox$lse{F>z&Z5vTTHsNmo2p6^fR5_82*6J zV!+G0Au2_svxlW|Z`thuS;66w$I$?#zVLEUd0&|}k8;DSsrc=vDHKW7mCz5?9DF>> z@tolinV2Af@>n5dN+^?W7dfJW7k+-hC@=Z1#kNJ#c?3|sLEcyc3OGAnLao}~S1DO^ zBHuYA41XYulbqADmC>$N{)E_G=O+ye1U6M@g%wXjaEWfhkVqEZ{?V?*Cus$RD#s)+cb)y3|^g$1X`(p_z)h~lGsQ=|D+m&?n(ywzrSNjrdilkHW9j66p9CPuZ zi29wgG8STcp9C3*a1*!pHo$pn@)P%kx#0Xis!Z}>!H$Lq8c^mJQP^jd%!>IS#8>4- zG$|{#S`+wc-@|Y`^VxS3e(B7P>Ce<>I=9m?)G=M1nV0_Oj1F0B4tVjSYM$cMDK2jN z4r!*E_F|;T^TObKhQDuC+Sf~*ypo*XZYa+F;g(u0PvO{lhlyWZFPQYHUAOTw(uJ$e z$(2U&1*@*kY!?a`-5jcSP|gJ2s&BAKKg#`=10(jWh1Pz_9L9o)Q@CrproU&gW01P@ z9|XJMD4j3CxBM9pA0oJ;v@v5OrG(H50cI(d=^!6ZAk-+B>j&X-cn2l%L-8pu|6+a^ zutQVI=`b5^ea+P@jx16%#~xD5HX4i)2kL!up)S$vJ)dxORJ`V-n*rTOM6jb4-Mq~* z{~}QCXT~B=aL>S9(A@??XFhAy3X7N>k7V?=xvq~m@<2qLUY2^>Ar3;wI zwEG-5&=d-`&=8Esfq`ziIJ!G_vV*RaZ4*QLy`47yCbw-58WSN4En}n)q0|KDx~~u; zs9a7xq$00+tRRPCS@ZMWc5L6hRiom)N7?^^AB#b=%j>r?j+k;B@O@dyWW>|^4d~@+ z7JCTzs#m~Av1!fDnpZ-XNmwft%XzL=Z@`tr3m|4(!B7N#fy#nV830R5WJUuf$55(!U!P;GYH;kUu)HC<%ibods zi}D+AFXN)2R;pg^--D=%`Xk8UOx%=FVQFcGI?4OxRE0u+d4{ig(0Q{fRRPl;_ycVDXMo}Dyc@Ye89{6cU~a>;*G$D8)zee6sK#3ud6 zlY;$*<}J|CBk`pp`R$gu$bDIfrAEC?tfF_Iv?q-|rNgG?fnj~NZXq=8rO_l}hS(pA zSqv#-vR0Lt(#ElgdAkw!T8Sw*WgG(hVt$p->UC&HNc^Ag#`8C9h3|aS!1#2{y|9tW z%Ct7Dn7y0AQ_#OJ7{RojTOA!*{Q@9ajK&&citPS zK0QVQJnCvKQ@(U1raHR$!Y?CYI-T^kpV*#ge3?E27C+%5P5A${-6WtmOV1{>jGwv7 zZd)4>ITS6}Sx^U(FGK^aym*gOv4|*ZjlWESQWDSI@Ng; z3dsJBQJjt38Y8I&y8kt(e+zt#-L#Tst$6~7hzbbsfq<;;duEUUT-q)$3q)=e|&u?~o9ye^Hm~aQ^KSZyL+;b6T z-Mqjs0{`*ZhfaIA|GkXBkieq?3vgOMy;k~^5?RFv_LHr}dZ={&s_m+>-;73!efdiX z5L8egFHlyUmQn*iiT`yA{ZD_%QiO1Ha(r8@0okR01O3l`s-Qw5jPYiD+5hRS|7+y` zuf5)XZ&n#=?th>AECLv~8=PeCIP%O>ERRi9`MFZ2er0v4|Hs+hf$&0BB9Z_aR8|j6 z3i}7{I~DPi{l&Mfe>HCy3sH$kfB>C*wdtUsL?Uqv*Sy*F$H@|Tl}X9Kqcoq#Kcs*B zf7kN*`Sfe(ufxWw{vHkgZ*tQz!fQ6dT_A@=V6-X7;gEb9<25N|diWMYE&nzqf^u15B6GfvVM4T@TjwH}VY;x$Hyi zs7$7eX}NN@4Q@9)F{?c7jA9RWlMc6N;=#zSxlZCS?@zyK*3LM(c(*F|&+t0GZ+EOs z%xL$k(1tORC0D#zt&rSl1YLUJ6c81RpT&K;nLZ_}&MePt|258Xx(%S@|LrJRNs{q0 ze<`)dao|cZFNM)O?(jR3y!VO+*a;rw=u+Urvk$NeKcwX95oba{TT&uIROq0!NWtjl@dFz%RkB))@q`m71xt5{nj#D zy8BU4$S2fQPuuoGM^723NHzNNXCsDFX&xDj^r~j5>U5C9ElpzidC`_Z%wK`VKVUFe zcJc9(dTTT>VR_+}r9t%Q#g08;^m|@;3Qq%hyIOEyOjzTAR~AZ*pJ%GSOX2 zjooDVRYz${q#M>~-{$gQT~0mTvN5RKlpG>E>x(AB@LJr)*()4V_da1`(^pxSKk#i^ot#Tn*syd0MU!QM+y z*vAS|xV&AHqe?MmdWdbYRF`_OqZIyBlEA!i_NGx-Z>8RpYf!t!`EQ`KEY^1+1g1(4DK~qvdmYv0PlW!*U@c{0An0F1W z`HyO#F@p`NyW@)DuPE;Ok#L}M&0aD!sJ|Uhwz6uN z;XlwA6X~8cGM5fT)=WCsJ=WdydlD}3I-cfzx}P0g6v3*oV7RO;QMQnlP|o*RDY8O_ zNBHL9&FdovLK&Y@-alv1n(@m|XYyXlNhLQs&Oem7F;=oI+NmB|#ZHiio|VYbjMFKJ zku5rAQ{nd`;O#_*@Ddd68~E%(Q)72Ghm-&ddr9&wXj$)-yD?veNHme*ko#z;HqX)q zZxO)Cx3BM8$_(0?em@jTEGR9<_At?SnEgkQhD^WM(r~ zp|kc&RGUU==Y)NjUq{m}^teZn|6_rCnc6;QHkp$ufx3#^W4L(nfzSeg^&4a#(t+}K zqF)ulvnb<9^*N~MuGj=1Rgxuyq##%Ib7$-FFsx!3jD%`=hpEqF0OM~RP@kG^Tb~wn zjCtep%vTYtmk(}4*Tb1x3VNrQOBsDoaSCSM9`0Wm|6R1EqT(<^BWGmD||$4y?}40*Fl!%7&rk#}TuZ zw0;2e4FFLZ=1M%pR}t0Er+M=^T8?v=;v1sf2{)GU9>@G(dOZt0l#Fc;_*k^}@n|xt zulRkbAl;;2uP=eAYD7huznwv}_oY*_DU>lnE@*|YCi6!ms>zxiN-lkkpYE^HUp_Xl z$jiN8(h^gf#oI~wQPQoa$pD2=!1;`WqIb6D46uj&Q2%-HD|+Q3@Q+v&fBv#&*fzl8 zq&!|DGxn%d@SwcVn0Kr@MpL&>E?`YWa6;c{vyN>~%>UVdP`NhYtrsW`KXx9p+xXvb z0=w-SOmVW1$XHPJ&szxz^c=hMgU@#T@5z+qk=H~H0$*nuelBuQU75TNYRcc9UOis= zKNBRgaQ|KL9*&UK8#L>k^`Do_`i#Lm1TJqo&FeQ4ypN~5S`YZ;|5|Sor}KDY8v%pY zCc7=p%i^itJs-$k$oEE5PA!8w6M{{GgC-9SMJC!9Al3OQD91y!yjKQPY&WYRUjG*twZ< zb?*x=CoI#iNwE96Q2A|QpRZ5$Lr^do`eR-+)z)?8mdZ}5qWLt69X<=HCk%RxxSOAv zje!onpKi-nB@Q-2_Ms@0Q$A{f*WpXo401wj-NyOKwa&yxz3Xfr&IbY?^cDEq!@TDZ zTUXb!I0s_*dcOm@H3byc>*~dwKO&-KT&xLctv8|W$p_tNHNK-fF}>343Hi76yFYuE z`uU3(o3q&Mc9>mW+0|C9yYW8Bbyyr2B-a`F7lqe(0ibOGu4;s*Tj5FBaedqC?9h1s zk4XldWNSafA6+^g1HxB*9=ku?1A%c?5xV;emVDXzvsyO_`--bkOvFElgjtD>2x{3? zDSjM|-9Ezk(mPJ1pZQMx2XO@@;i}7{f|zq>X@^5=K9h$?txclwTe{Qi0TyO|jaskd zoSaJ!5w_YAm4N-JG?!`;BUFYCtSXZgL64m;DP@t$-uW_3^UG!agmJ|jo;u}CP#65( zvKS+;VBRqv7~Gyh$HxH+@Gz_q?UHRM{Kcf8!aLRf1U1vb1fe2f&!MM6J5GJhc-r;_ z&Dp{iOu7GTdgJk;;uqr3z4w;IwSk&`S29JQ2d z3dO!TDiw>e{H2a}vUlKv*;1ulJ2k4n=3q6Gi68csu{JwDrFc~FxXHlA2)nh?+Us|^ zMA@t5`xQE{t(+;-^2`rNN%V-cf*%vLKxbKh72G!P$}9deIAAvbw0TzCFw=k^`zh3DwA5)rZ2QY^YS z3^hMMTFG0b5aWO60Q5-nkn#-nRaV%ad}xN!$R8pEpuH&cT>iK#?xK=_$ENM+TfwCJ zF!^RRD^lv8rziVE$UVmUTsIm&R`yU3YFP^4#AInZZRXM}h4eLaCdK%EiePgx2j|m?HOd1 zt|!c48!T-#c_RT(!C9~DKPuFynbbwT!!plCu5@&v@~QJ{cE$FeVu>>|nDKWJDUInu z`XE3w9Oqs=YqqBh_CDK+b3Xcc$jj^II2A_ZW&t0dBt?3Yf9ddPUFf#zztyxp zzoCbtcA4aqD5GunbdmCXumZg&7+5Qebyl9D7Z%TZvMxV}t`oc$NN(IV({-$Hhw=ovVtb#Zh|@{A(&@`xhyW`?u16O1Y8SFLdZP z(NH$&Bl<#8SpLD33Q>*r0t|Rg3K}Cj{^CC?I!+C}YQJ(;fmXp|X{v(hjd~~OMnlU) z_Pbts(g@mu!okFw@Ejla+BKH;)h;!99Ss0P12PP4-ic*((~)oim`MX1R%ylAaJfsT zWKk~W%0n~pTRzPb;G0_zbBbe8{)Sl#XH?tW&gpyDO>w3%dis(B_mTGLq|ZDrOgP?s z)aiHBA51{s%{)~QBxvx9yu59Zu${(~g#Sf4pgeKs%l>j^GL+l|=Za!QEf) z@4HOr-8OL@4?l-LA&vc{xOBtXSoNG#=z`FnDZ2rNStqe|g9q1RT-?(#rxJ@&ZSrM2 zKvem&sF+GqcL@&+lK13+HqKn`W18Xibt ztX38(6ET8drJ`l1B#LsO-(A6g$+yAgZDqU@MsV(mavdUk(?c3Qa z%iz07OU+>Bf5ccB{_7%!3v2|`oV${6wd-j*HB$lCLwj;l@OFc?Ag|lvCwB;P6ceGt z=Q!`EZ789U>G3(jC;eYCML`w@xIpEWI7X_YQ$G@1bs5soZ+hJD)FRWWI526uuDGcK z@>FmeKPapZaT5hIj{(d5r&v(I7PvqP`xI3+~M4aFyY9;NuCenk!V=os6WX}Z1gW0p9af}^cJ$E*10>b z8`-vgG_(u|$^Ef?-OrGx;Zb*!% z$K~l^KP3;Rh9#-t zZ+%h!@LrS%-alUeXz^M>L2c4Y2wYso3&QRK5_1#sWCBa@wT0Y|m_3&_k3uwDElP$+ zsrlkb3_#{?AfzMf1-G}x+5_8nqsUPc5WW~{w68PUCc-ZKj1$5>dhyWNRg2!R6dguR z6eaSb_Pf+T4j!OgC{b=(3V%Er?vnOW-z@$5BqdOSaq<@#qtF!EVF-NdJw?;J97Y1qb}jcP@q-CnSZz% z`E6FWw%6ZJPf5)diD3JBOQah1b~hc?NJWHUad{5A+Vh9~KlpZ9>l^Q%N|y0sso0NL zJ(GxeQ9d(N44Qin=g?dCEnOB`x_6?8s{hf=@pJg|=QdsS__~-IGz;B!roAMRS`SOxxmPje%hyaV?u)z&mmw$#BElTMnzEJNUMbR7JW3DhY%{rpp+=h^!VeI9 zZKYdwO;UO$f9TO$JsFB_-`2A1>OC&%$Kgb{$VB4{Ecr^`f$I-f9FsGzstsF7l8LF1WocyeO>U;Am2~)DXY+7K7cag z>ChEabNo*|OQ;vV!>H%LV39b)!`0mhgInq|PLwCh!$>Ca39AFKn&7Qr`{3KVKu)W6 zT*_N6)VrL$OU3)JRyZ|)F+xXK{Uhw+=BfVu0JQW)!@@p^A7!R$*h3YtkxZcD6i0*nf$zqUGrs^30%$j?he%6$BwO(*0|L$d|fJB=bmGXXnICR-`h z(z*ZDPb5v6MpTb|)$awDnj64fW|V3Wr&G_*8Xn8;Zfk#+c3XcX)^1_}iqSyuqw*aJ z+kQ<22g(6Iwy>wo2mb5?^e#0nX~Xyfec`yTz>^VS`r8leJ(UrT)PV#^5l;uppSbVU zU&ZGbi`-Dn74Gj6=&yFzXG_Ck_xInOyUcfnp#Kf49}a-sn`VNUPOahUY8_qi#8z}g zgw%6Yko-%Sqz2t)(}!OlETvw?+jDp3Ut^|%qD^l&s5UvS+r+nD&$gEWlep?yO7YWx zU**d4$Y(8yKzCCZDH;3j!Y^CMFuYaLT#xC2?{88QEO{KS>(`3YP%regB)0MXuc&ib zVok(`V-PVn5`TAqW7A1(Y2?^HHbREZNws}{0Z2UwxnR(^G7`+wjx3H+w|xG=eRkpj zep2FB^DahOQZ)2}?tCsg63tP9j>f$bc5-#c{_<3%Bn_<3QByS^Mj<=&X2V7u#@Do} zlGC7fr|d&u*X8V!6lpZK%k#TM{Mcjyrq;7TVU$cm=>=ZRg&Z;k75aT1!mm?QD1X)T-9F>AGRKA@@Et85MBv7s5e5vYTo!c7AKuvqNv- z?+9>s$Vqi;Fh$~^MtA3y(*>QT{UIS^WB}W#Sf!-eI+-jOkl_@TsH(FqK}V`I=$y={ z8W{-e!PabfxuWK;wslKui7eiqUcEmGn@F&o>vCV9#hg=aT&g@FmzU!oV~l}V##sp{ z&7Yg?7xw%h@R<5qk47$)1N(D3*Ij(CBCc$$^)_h{6sF?2TjdZ zX4I#f2W!xn@J_SfU*kinIBV4YVzMMNSf-^ptT;%DuBX4Bp(zHR?tD>jv8b8ajt1>r zhAnfg%zeY$o9i55R*cBKRWX27=yGY$VHkhCt5=$;GRfzMf8(?@DVKZW%T@l|I(1W* zIePU3DGd6VjsPtV6%3(?55Mo<9T~Evp8QypvCdz+(T@)$&J=l+T!nV4t8!e`D#s2A z8u*>}E9wom>({5dc z@2fAu)Z;>r6$ap}R;tnTrh3YmEh>J(`Fm+MuQlAJGd`;l6 zj3i$Bc6*|c$>Xrsx#tTK-HY$;P+XJT4U8Ix14h)dNwm}UW!xnX=J)foqHHMeZGRk~ z7Cc~O=T&8>`YDsb!emE^zodrU%z{Ee3#RK?A}>xS+q%-*gs%i8HPFYPpvFq=6_0Pw z<#1=eeIp_c&%WU@*OOT@-Ds3~#WYSyj&e;_YsRF3R#MNoPEbI=uQ>KSbs&3SuF|0= zbs5gID5P}s9~r1Zk~j4FcG01d2_=a3KRi!OJ{?X^zitl2Qx86mdORJ7#@_*nAvc`H zfR5?u>yQ~&(YNh~kr;g5TW0l+Lbp$&_M-brThzzh8_n(kbv zJ-DblG`!P{Y_D(?q59~>NOx#mb})l};r-<6+}&qglymMf@i9u>ne&&tPeqKy1JiY4 zy33_82db<`FM-#gT@ZuU-GdJ^Cf^22{znUgo9^DYe~Ng3kTyMOW*Roqaw&MnuWqMe0-(U*DH$aUWTHil5HvwYMnrOx?dq5(MgVd*cxhe0=dYD0-?K z4l08$HBUw{v&Sx^dJINcqHH%kama#X_ghyP<6)T%`d$7FK*0!zKu3&W7B(`V0F+uW z2Mq(V}uz%-SqYgu=Hv}-Zr{g`8B7)Ad z&VI<8zH#LBYk;eN(d3|DL(31E%5!7Y6!VaR| ziJaLXPNIO3eF zRj=+LfhN>`c*=k{0UI{7eP%$CNM8W6d{kw2`)M`DQUAB2q#({i>jHd$}N;R{3;xRy^73lAR{>`c@eC+m!eqj>l zZX#*R3JIANjW$CMf>g=sgx^U)qAvT0*~u*bl34x_K3h@jU!sz8ZIxK-ENX8ZJ~|RU zCN-FOUV8Eo6+7+j2yU01^{MjUKbR%O-?mW2Pm6K9b%DIKwxlVAKOUvR@emkE5bgdD z1)Sy^K;BQdJJajTR-OZLqh4)ayGv@C_2r)CX3xc7S{dy+9smd^KKs2#7RHLNYN^J_N{*0Vw*x(K+smOyb8%n6S|Ya?{?S;D2`&+H`&|KT^8u}M zuK=_+bsfJB(u00Wb-m19$l~+;Mb2!_487YBK8CGvolSkrHXkc?t5?NvJ*D9k#S^^RG{#^l1 z<7C@BOXHo~RHzf?^0cA7ro(tH+*T9>Ef4ComlpGVE2HNP2C;gKj)oonz4u%e>uNjS za{>vrr!IMbdDx~xi&|vWsU5z;YPJ(uLmC^X;&;(V2iHtt_HLL^kr z{O$*Np}$;cHe^a*jj-c5m={!K?I4_%87j`P4g7PyTe)|jD{WAg5d`i>Vq3I>tX|k8 zI!Nqq(Og|b;E>Ltexbda#s{wbPaYdnS7B_Fs6T#d!+Ww)Ut2D${J+Nu$);USXS-M#L&WE(()|OTZV>IulauQR@Db{zd4j#xp2V z?k}+lNt)QMoXFfMRA?wg@lwAtvAiP~HuUMPZT!t=>TK_O12&oGw`SD7T_Z%V>b6FJ z-vNUn5B+;Qfr|ilgUsIYJvsfU(;~c@CU8DkVcYGU`R9%uaZ6s@yCsDr?!iW!Jzh74 zzJrpDPhcUsSZt%QIT(S&Ya}4ZYIJQGHjzK4x zmQKfogrjc+Qg^_!Hw}MCuNFs!>j9PXiFLFbIB&!RI+>5v4POTid;`-=6M_?Ual?h! zsoRo+-*cRA^jzmr2K%7{iEwHM3wD&Y*eAny8D6a!(jwZF?1)gXhz5lrVy+!SQ(DO}%o1slR!^i5`u4~(7G~IjbH+eL`IH{xSIfaZ zj_2$eoQMZR#zW?Z{`dE95>BDl6J4&q=?0$dN%kSkHeM5Ax1nq~HNGgH<*?Dchtik-| z*8hON?2a>tj^!g9bCk5XY;*= zYwm4*I%j*de&xO{OuTuHZtb}?ySeNh&ZH))HhH|B@U>l*NK%+^nwfk(VvXyD6vwn$ ziTM#9H9QLT!h(g?FU-ICoYG#p?a#xLZaCkR$XFq^_nseku7Cb#Wv4rf+`^BuSA-H;~J7r;0s23usPF4#08fp9ZWXIp`l|a5hc( zqakQwWm8+<8pFDF!=E!x?@^*^4P}fg6bhdIN%VipTv&G`J~W$C9DeJbqeJ-)Ivkyz z^8v6F>Uv1B4}IX63PDx7T5wVl<*H%c9QZ7@RAGsvi#+`_^+)pc`XqmBx?}RKD*S+A zuIhKWrz$;qKcDv;n@|4z3ONmkktIDD2~;H*F2-#F(v!><&)uAUDAH%i?`a1gUGZ&3 z1)})xmpfanYjB?*p&qB-`w?`Ps06*>GQcZ4Q1v9Kf?a3MO~K{~LMlRg#J?JwHN>rFWqK)`6!22cy%u7ej=W*L7a6tx^5#_fFCEwuA&t3s@ zBAWY6Dv0fRj9|6bITE+|iSq>}f<86U_&q_yHWIauoAS#GC10alcy+)0tK$xQqe>7= zIsKwkWO!QGqID`+2sHYS_2=;<#v=U*m{E8Kdy-dE8yweZZUH>2$TtgZI>md$pRbQ7 z)nLQDnvp3I+mFy05?MrDQN)C-ob^8=b2iL4^N0@S0PplGF0iq(VtzF{_mw8eD3C}a zMzQl_=9m5?l!%}V2SMT#!;g`wVOLqa(2pvr0}PEMp$U|(1#UB3in&>Dtxm0$pmLeq z%UWj?Nj&(l8;HN#9$l8a2;NLU3WVDrY;#^A!+oW>xxk=(P^#4gS)R5VYl@*N#gcp= zAtn}AuBFxLTJt$=zlBkO{QC9l)a3+cM!ky%3oCDi9sIC|KSMpQ%ihFTz}8AjN$aWg zlH}o7r00AT-arj2Zd&zn%U_0`12N)XdR%iZ;!XL@f;1ek$HxM?x9hCEz7K9rdor0gI?XW3zN%L z#s1y%y@)Jftw+hLt)<2X+NLW)BJ0~8C~NK0IE=bgG2@0gi%rxhXxi{`UKS@21`mvE zWVFJOG!D~t)or9}vOL!dbTLLh8tM$VJD#5*Y)Nn9@Pd50IPZI>_ zF?DJNDsPox)D?{y_gen=DHM5!FwO6~uv9Yc-7~wjbBoMKo>H?@ZYrNr223z;oQ}AR zD=KXp_cUDZcAel@2r6UT^H0uKMNn@TqCt#lG+MQhrSH!S$tNv8ZZmtI!9`O^@t|B8cM?5G-6Dk;wd`KG1V{oBz{@Bk<6V zmIqo_Cd(mw!mUQ;N<~wedbzCqF`A$-pmfai*TT?Ssz$1;MpeD7_$nkeO@xRd_l%<0^Q!w@W=}uHD%biYFp{z$R62Q%C2lTSA?e zkNm%HC2Sz5hIkvqS8EZa=}pHB^VuZ**gh5F_+E%x;}f5?`aTwH9Ivfze7h|AZ7>LX z9Te-#j($x|)(R8+bkSo{25XHtQ|qnz)BEw_<>l$)b*gsKXov>J6TIH!OqMewbX=miwTTdl-mgy^+k9ppGSt-g(I+>3+ z$ZhtLZ&EMBx3(Yw1iIFL;5`NUnx1%CwO`svk_lw@j%Qe4a{)Kf&+SlL*lHhNb`(uR z76~=9^n4(#J#BI{L*wqAem+7Mq$Jr>Q`& z3%?@`xW}H@y5)#Dk#fsFmXI?1n0x!HEP%kA-*A;EE!;jG{}@Pnspajj7cV4F7JIZ> z(#qYobzcnAXLcIoc`EiXxHzJTK*f=9Q|)m*E4N+_^t|sEqI~hJ7%{G^LINMR>mScR zX>jUy_Hx79RNc$^aK0BVKRJt5Lpsy~`B-!aoW{zE5zaIDIxrl*Ibr~QZ<@GwFo&J5 zQQ~82TgF+U#?B$b2m%4aWR&_rVM9c(8>$@w%=f}%7vCUJhQ=worX))OtT}R zR)^*BF?=R;@s0R{l+Ww*S7!y(4{9JiuAaQnRj3ddU!&4OFh)Uk;6&Ye+fLMJd~C;s zjY4;IsWZu=C0TqH9o$(F7ScKKjUX<9-gEa_Gyd@SIZ6Tr;7&V=LhR6WS^I49Ht_lt znTLor?25rUQ;t#b2CR4rLEs?<(sQy~ddg%bK1*srvaCF<7s3-qHzE%&9PI$( zM=Ce{qt(pfI#pUTaFOp^r1pM`S3+JRLAQVQpXmHwmN^jjt(iHlpO2Rl_=_5&x;z9w zWt12goPx5BR;Jg9Tl~Rw2F6);+j1htUE)XFcFLC|!WLxzJ&|DImDHiEGAn5=_`p?O zz>b`Efe_N;4-Y=zyF;ASRHu=x*xbc5T{>N}&|SY_F*UPjpi*D=J*;KQ-%$GYQS8@u zQ3=xToLJvxwJU|XK#1(7q>x)KC;R!v*#G?~<$-W3KbhiV`3omtsQmp90+0x8n*myv zff|1|>wkY?sR)GJq0YB6FRTCi&r1PN$yim@fRwRAu>XPzGEm)iKFOHz**kIx^$ zpb-5j%Qt8v{w178Fi8FXsReLt4NZ21c;GApjH+sx|(@%Alt^B+ebJh4!b544c^ zKW!ZH`wrU+lt3^Z%i%y}2k0B;Z{Yk7h7BzEjco`0cGdrN4~qX~)4*+Ka-Hf%9NsJb z2XnufX#Z#Wf4@-wvp9c)(EnMS|1TFO(EI1uR%B!hOL&Cs;HOI(Td2UTt!o#XzHetF zfA?Ml?+y|kkq{0Vs&pnXcv0ngLMw1EFtZj6wt84ACK(4zap{!4=n57 zNdo`#`+vUzpJa(4SDTj)2l-i84qU4jMQc6Kq=*9NY&HBEt`f3du5X4q%^6W&z`hnR zJCcHZ-|6(-RDoxx4&}etlOP1X$5W{z!CzcbNc`g&o{J;?ga=I!$K!vA2~$obgi4_C z(%C^XvrI8MvLAULt&}=9hn=fg+xJHQU(b!K{C|)y{+p2rnS)t>9ShYZ_J0VYkOAoz z)cNH)jCO_pk(j@Ew#xjy{@=Ux_YXovZ+of2 zbV>Xl(#fW9;qdPn@;|*)uF8igE^X>muaEyMfc;xiaVhUP|HTgfE1_M9`b}2H7~}g7 z8^VD%{t53N_x5j|OEDnW6g1#12>&s~^zUc}!yD;8-1h&0_y2~4|9`@}{BxiN{Xwe6 z_>^h(tlwkia6$@mba*#7ID?xBX8TtNs#lu90y z`wGR<^Pi=nJnO|Tw*?{&FudT3A^#1yQg$2_4>SiMtP#{kTCXqG%x-6;~)-fWN`P2^1z0@1PLAsAbBPY_KWvZ>iFted= zCyhC>CE@IfU9-8UX?Rqcqha;%uzpHIjI}dimF^sSz@)w@p*PRE@3pDT;Hr6Bh{e!O zRn|7}!auKNI}TVlSUCj4`&^QTPex395iD{vlXWhu3w>VwJ&9IJP zWL33PJHFQ`8K?nY7UpE{EQ6&6EN4hMa>jt{(cQ#$AS0#f!yJ6-{HyJLo?FAp97 zuU6{I4s0SLu_qtS zvaU*MVBUL1sid1D`NCFiaU5Eq zn=yu2%iYhLgPEq-sgJWS24k3Pt~2Z(TNXpd+WDH0UCTSuZ7W>ho&RjR)(|}$#iVgT zI3FbV!N3H3)f!NsvS#+c>d!CvQf&9go?=qi+0C={>bc6$x{L{rk1e_N?+!)mrspS> zjZ35PBoggqP4yft6`_Jmc8kko$DT5Odow!_?cYVUbm^kFMSHk8pL#XgL@rCZ+Vd;g zSa&=b7o}b0zWP!lm&A8O62$_TEMGQ8NiNqc#dmYOiuM*B-E8gZbOzRB1zzoo(&}?v zGh}#Has9BtI_%Z)PJf)xIQb8+y@%bUh&nk_<(X`cRR~FD9QQ^~I2$tM5AwJRPB6K} zb#^51+H}m)swfmdwhc(qEdTk9{y#k}7eN^AU+Vz9Ld{-#FcT9M3w;JaM}2}i)0jQp zkVaN?q9Jw^!NZzA<96DEdhXt|mm@ykc3nn8TLPLXiYtI$g$eyW3)*LXMf0|*ncr>h zTu6P)9*QuWr64%uW&~JuT9-Un%*(zE_TCT&#=E2c!kTGmx5e%{eQ@S3x9d8+7~*Lm z8pfDXT0=QqU2;89TEF^5H+r>LQpR0z8uYdIq{)wTkSQz)YbXLOvX&@-K;A2U3N-+H z($o+jnDC=pi=+6qSCzWYZyDqxjL{~S0#h2mj+S42WBNY_GUqKjsHt2jN3YE$@+VhZ zyR?3K0?OcKHXk|IA^SFdS^#Rf^`ko-oz8MyAL7OdddVhs7K1a=ybu=B+bkb=jr82? zi>((ZICihN8AoxjPJKb0^bd!%9(KMs{D3lTLlcCRQhh&{R6fhk^!>Dp914UkN~-k> z)s7IuE(3%maZfH?gz{qp7m))c_N#T`aQ3xM!FNAr8>F+o*1rD*dl1phPEZFlYS-R3 z{UP2*U5zxOk{MOZcNEa@db|!|mNPlTk!)sSGV3^V&liDNP9K8unkr(Z%(=NBbTmEX zVBr|2cdN-W8hDgtq1I_xt7MoycAyV=q?muj8@{==f7M1D@<#+7-(^72BnSZl2#=fm zdK1@bm@(O6@23JdV#fJLd}=n{S;c(&gECnwdSgR#`hsIIsgKJ$5vUxM@O^|Uf3gW{ zow|~#|M*6ioyl_`Su=Nvu4W4e+{=9o=H0Ey>y2&9}+6UdkAvU*%Fot(_ZsWKW11T#uvhMBE1QR85 zFT1s%hVAuh^aiB=%v_~~4^1HdsYKoa_P=%U*bw> zJH|vBW8LC9wEUo!WvAU@6phaz*z~w+vi)H3x|+dN;l5s0`>SSI#%1#w;h18=W2}AI zqJIsGB4YNBpW@f`Jrx2+aWaUV0MZCoY>qdxRp1q>PysJ_yB}W&vs%MXZj;a$z()^)Pr-GMLe*zAo5rfSk*Ed=vst!sQ^W zOi4;trZkfcJ|&D@%g{P+;m|tV$2CWDJjoV+M-S87A;Aj6F{1@QN$O{GfTM!pORNrv z>;@shCEC`Sfww?iD)2er-FIUZ=r|e!uj}VeyHDuzT;a!v_XW6K zZg?&SbC>cHGe+M!n^E4>l~O_|1$5ID_B~6PaEn{*fKh(g@yI@1XPu5DGg>AWG$5w8rVDT*D`EGfwP7^g6(38asG6mDAFO#w~&+>U|R zG~4oM9efv0&MtTU^4k-Po-Y$AQhYVSmCMmlV{rWGgSXEv6E>920v$bX4lxetFlY3cn-V4v=Yr5{q1#(H&sWHI9~&>y&n{VPzfH z9&8=KYeRW_v?aoTzwDnV|NgsOYMu3nL%9xa8&9*hL3H)o9P!4* zna=%Z-*$T$Roet2+fp?}Ha5TvYUNHVx|Z;gmrJ|*eRCW(J|26d-**+Dczx@ZT843Y z3f+0zH?Ch6;RSN0)>!Hf`mxlfAB&QHvyNP&U#gxmq19XS&G^&Xe6UAv!vN=jz_`uu=spu zW7i2M`gj>QXmTHS`}WusB!=yFJu0aV-4hW_bi)N|%gt_p>~MkT>#t2Z18pXj+0nPb zwql)LJ0Co@7$@|*RgDpo5?oK^0Ty8o^3bt`1 z#(jz8h6xwBE^j^ioxHm`sgY_ZJ9D$MTZ0u$KtfiaI1{7*y~a6uv5-d3Vg1o6lTI;< zp$!u|A7L5`F){^F+l&Hnj6+wtwKafjoCc_S%|)x(53KxAGhZljP*}TQo^eSY&L*Xe zG|8r3z3siZSu_KXyd~c_%+Zj*opM{Jk`?nRRJDWr+Pu#1Zf~YgXTY&BhbUUuTupXz z%p~pRSyMRmt!wDfP&v7iPPtTBj5H*_!5j~Kw8KAtd9BGa~OQ_CqZZ+8J^AmopvGbm~9XV#HnE{pH?l&Oo%5r9>R{%Le+C#=P*ub)xMPJEV z6iPwBgRgaLIP}Z9X6D=oer*mfvXQ>{5W_NieCeyiZZPB1put*icZScEdYn70#^aP_WF}A2N@N$v?WjF6j3MXM(keLF;3`}E@HisZhw(&-2 zj$33&FQ+xbOqKMpl*_-nE|G3@{ZyUn5{M;urwvd`mI{k23&8RDqN%1 zs$EkKKOr8`N6aLW>4O2*#x~I#Cg0bIwZ1Pr3wHjP_ZaGUh7KAN@vC?JknbemYqzbU z|5^P&*24kAFyQ42^sa5%A5m?7iJ61XxM)FP3?yn#HW6+~-m#k51QoC$O=nVV_Y@b`YAQ~wd-O3_4~y-l>uokQawTATCbz| zXo)C4O{sPsyWJt@Ta`ezqqIRDmi@q5f6~3TKVBIpGRAgaHmdnE$>Lk@@8J0EkoG^D=`M zUUs#-nYj#Y{ffS~wX(>HF{v3@GEw*YQSozGof9Ijv$K=E&_PBiW&Qgma4&U2pSB0S z#NvlPvq|$r85umTh924~WwBeBJ3}rV*Dk`N zZs-rWH5Q)H8b8ln(|H-ZS&cS6e;JB)y8S(X6dcL~{0-8G$EDm=pS#_~cc~O>As#2< zbMp=tcF-TbdslQYCQXn@sO-_t=35 z78a&D8rqkM7EBaM#O1EZ32qj!vnhKFC@7yxLyP@bq+~lx+OgP`Eu#&8CEY)3f-8%I zEIOT{UFx$f`88M>dP{*%$ zE60D_ulln&YNYO6ZuWM=U`jtJ#z*piE#qr93Wa~ z)-BCbzY=|R>u%r}JtV^9L08%n^Lq(oahiDQqnbc%W^}8DoX&w9WV{(4Mk%P0z_=l7 z8B&(Bx^2_Frl>uUk>*UKGpANL>ppzIm#)vNla|!P34E~ICZ`8yz6E-T!y_j2`ZOy@ z=|*gKBhbjbczgk2QJtrIOTW0Qlv$oV3WnW&KH^#d$F#%}LWIKOIXY>Sd1I6&ePHZ2 zkDuoaZ?MvkjLb+YjsS%>?0joR7+ZgZdF_18dmk=Y;t-au|Dy5{g)s`<32v^4i`lW4wr89cbu)e)USV3c)i=oL4DIzSX zlZPgtw}y;(493JnL5(8Pemp2fdq0 z>>&qT+^^g^=*bJhEv=#;7F=VOu#%#eq}x@I+o~b*Q)BTN^L6&Dch@XMr%Wmiy+2E% zFRTLXm@YA)55F@p5JNX7JB`Gr$299@&^I~<%VOslCMGUwAJ8uawG_yBNRy{i1Jo=c z4CL!u|L`PEpC#W;0d}-4WCu8PkB0bt{Jc7YyU}m4u(7FWW!%wW<;IuJhA!_r277#@ zDeo6As?0{H875M6#>HV=c;!Dw-y%798~O-x-4F&?xp*}XJ6^f%v@})gXmml0=}fFhakVDv^?@<|eP(dJ%X?XI0pjnmK$Xpiyi5Hp5Kti_p~(_51z`zUijpK9z}H=KZ#Khr_+s?S$@U0 zo&OyjZ3;OPLRwX!IdRh5<&^yMPhzr)Av4E&5gJb3EWDfh-x(y7fVJEBV%BmaJszvc zVi*`DxeLc*m)#n6Nx;ucJ?$+@oZSeEfGog9St$s^ zp>v}T{++L?$4|6G%#{0@+Alml+q$N3m_8rPpH-D~K|Cj1Ex^e7)QFM`6H_FFpeidjZWKUlIKTtQ3(nC2)NYmPvdc|hK6e- zMxy!<%3i;nyd!Yu^Thde(fMrJIbW&2g}rT8RJY1-#7n}bg39l36s#60Wtm$3C0G;0 zRJNaTbbPkk`W$j*h0j|xd-ond&Ti_wO@`PSI`vkGTn+hsp;DVcWLSoWJCYF>OSWjU z6vpQ0DQ0@cLjyCO?AL+*U@WO;lvi+#blrJoKQsKPL|X5g(r%yLLh|VPkZJ^7hD7hq z?UQkKN$KD0h)D-dZLcR$+XK9-ukubh-7X_HQy_p=eiNCB%eE;(q(7?&g>0z<-0AwB zxpOkzjQ(T)Z)xZWzOs?Bc*3)dlduUof4>dw)l&!$a3v9GP+JdI2rj94oEl>EO=@s! zI^*gp^^WKR4%8+Sn^+=Yx^IbK z#A79{TXiuraJG55%6MxPWBk%_3nkknGIe5Sd_?2zDg>?|6?br;RMfuSncI|wZmU`3 ztm#ZE?=t!Cz1fU*-!U6i_&&KQlMT`XPW9b~s%-}%&h_`cExz1)IUv>O5A_)m1TFx-M0o4@WK&alO^v z7?ZU1k=pJVF=|PXW;8IxOuC)*Hv2Omi6E|ia3T!;^+yM4H?BD5Z>SRDusXqIFmeke zx+a<6g16)qXl5ICr*(O;qi%j)4&3ba2qU0nuSyk#G^{K2^<1hzUn@`u{-oPU*I6XG zCO^ha(DDf43i6DK)FPt5lC3fm>}KT{;|kkjw^{athPN#Id4ulhUXeLf&?1)c9S@ht zo5JwGFk}I8`X!%1nHGaRUp+Q|-iJUJptHWhuM%lV?)9*t6p9vV7KQsN?Ap`N|NCX$dZ0I{`6&vu0~Jsj}_pPdM0!B7q5!@4BXw>5bh6 zXjGknN06x{MLa~8*}99T$7B`V?(dP9?3dDvAkxY8kH>9-6RU;~QjY0RMN5d1tb`Q2 zb20F~ye7myD5?T435!3(j!P5EL)iow3`hjt?u417s=Rd|%NXL` zOPJpP8x@)`p7p0?6T5%R9!T)7nK;qWAKoEIF6Jk_m;#>(zqn{0mt*)TB9Uj>ouAIx zZ@&6XnOC86`QD2j>>oB-{sEwVFy?i8X7*{^ce%_j+-|$+E|UE+Ae{o;`PP?S2tvO( zLLR6a%Hnbn+hmb5yW3ZTCc)vWrcte9J0Lg8UaEMXRX8Hr`o#;Ipk6Q9-jT41pVaT3Ei`y8t+n-$0jn{zzZ3hZD}QZ>b-^O@^0^@V z+W8joC2sV^b9{}pyj_(Sp{$KkAT}fRVaKgZuyR0}kMab6Z9PY?6P5uizr%9}3@_y|l+cHEcu5>cE(KZ5SIEwk9D0LFpM+;XJzUKr;dO>! ztt3PS-d^{I{vd{a4tZQOO=xsu(uZ0q_1o+nnJ8s32@$0nia-7~^ft$uDWMo5O^}fg zUMdme)q^l7mS+w9gb7F2!yTrA*xr&dUl|K;xzo-Ys#+O=_M46c7YC2u@{pw|WpzlZ z{K_94r6C%>flcUP9=OP93#;*_#fSjQqagvH<~FzHyrt%ra!){(S7b&p(hkwbUv)i_ z%q?Y9(#@+RyC3hC*Sk+aI=c72dowbORg+V11r#G+5Ct<18n63$^(18qe?`TM5Jo1d ziW`jMp>>yC&v~NI#$A)bltwY zVbob8u0NXvlR$^g>mwu|pt=WXLpfHOb+f}D?hHt z1WDPq<>>=YC~kV6uv&+LdO(x(2Tr!mykKwa#p+IDoDdS(m(VZAO=mIip7-rNUqwcw z4!zO}wbg~iR%cat4<@_FF_xIlegVGAS_vGedl$8UO4YQf2Wl%MiUmALKjn^`@b*WR zF}40uruX2hqxZgQJmPm&PUG+O<=vA3+s_+53YFV> zE|I7l5uS%MB1v(*<1@nx{myWpED{@j5k^hW-#Z^#A8h-lheHgsdTy2Nr4ebToY+{J zZe?Z|LT%F0rV+KvgEw9t8UHcxo`& zFj;L`{R#PCE|O=s2@?5c*?D_ryJg;J;Ko&~oYZeEtbI4HO(lpKeLtTV>;<7QMqKx= zfY}Y9H60LZ4-sMhk-cWwu~ML=X~cdOzo^Ayn128p>h!Ko!xb6!=%g5_hlffLdAT|4 ziGY(ibfD!o+wC*dGPCu(_jKtbx3`YxgX8k&5051zZG^XqPp3rtr;@j$?(VNbz)YVo z%2xP+)m$lMKri`Q*8+hU6VUmKLkwbYVbkv{(xv`Uabj9Te0e)bDXK6)+RYtHu$0#) zE=G<7Dmkw2#Jv&lnO}}d-SuP4ExC~oxGTDbXD6A$9;RM1*_RokmWOFBNJFYmT`p$F#|i<34QN& zWD=t9)#?sq+;~ro%lj6yp-jMM&dE(O!?lvK?8h>XdBW8xWGnkvL_Bwttxx9;Z9Fw# z=Kz1tPkm3Cs`Fh*X9BW=g~WQJ+Cat31jF~^j8t-%$rkl|$qU;ay?7Zm zg{5x9GJ}{wiqwOXj^oYJ^0bNhFaw97KJqQ4qh+=Zv{U4!jn@{nLbnPYh5Kr?8#tSY zN*MGShm4J`@C^j93m9l4sO$b~25`usKIRkH9`fV;$1k@>)37aTB{$Tsq%x|HMJ2D_ z(i94#RtGAu8=JrRHTPa0ySuYRO9bG%II=><Dc+{4y~4a% z_t4NvDPbA(PYw?-z@MJbjPLyVSn(uaK+Cnz1N;71W=j<^e$8p0A0$tW%R=ViK^Z=0 z)?il#U`rExoZv~mfR^u|;DBarp_k$FOEXqHfEelCtG$aXwRBo?5uR{kv`35ZUKkS4 z({EU13m6>AP4TKmDmO#ka+FEbQ}>2mFOJe2F8?m3a_ag0T3!yHX%OMy8R_Z%cTS<lRI9FttGAKA&H=-T)3!6hQMuVxsom3vV_kZjvsQm%E zn&q_mikf0t`|4*Es9_5#;qm2<09u_I7{_HpPFtQPC9|UGOH>yXW3NW|RZ@W>T6+S( z@1La8{T47G8nqcAVUtj|=+-O4GTfk0?SmckGn0pIJp|~{D0{>$fQhbFpeg==iDeF! z*+DlZMd{%vWeS;Q9@2Vi*=6l*2t-c`;iFN$b}b^@YpgPP|ch^%mR~x~X zlZmXLXgErTZOWH>r>Y^&U@AP9>yvbbi5{=DMsXEohDz zu7t=0@5zJX%}qaC@zs9g{^>KO3ZGzzh^bXhoRvk8bv{cJ7D5jw85Ng(TJ<`@LZTn> zTZ5yQ5&v!_c!Rc&V3hf_2X`MamJo$S$N69xHMUv1jQZ&La1KWeyLl*fC6D!sUAiiuOCcOksbVUOKH~I)2oE9TBB2 zCI~8BrFL}L{Z`wb#3~A9jkEyk6w^~_m8Trqo5yi2MpHXg=mVweui5}YPnz|#GuzjV z=s!Y{?4~v2m<6je>tPJ|CcwIViIdg<{zfw(fHQHu6i^Zujl!3<2U_mt;nn9Juq-rs z)t&k2KnEYeDq|DX&ALJxnm?CVU%GjD(N+zKj<|ggdfo5A+|My1{h7WE-oJv_GzdQb z#}VLyePETT4mD~x7}8rH0fmM2fkDF>HcP#FpHb7~h(Jk*ItD#N10rTul- zmsMLOeJP$iyk&tX)C-OD0h*E0JdQ!PjZwH%Q(ePL-lkaJ*Tzl-fJb5IU7|#y5RRxK zoJnmkJlUbWA*Ms}{q-76zr{&XGYo5SyjPkBg}SnN;)_yt~TI48OfGq{8ld)t)D4m%fO z>CrzDu|ng;k!qNPPi~onAB2;hg52^LZI+O~{d%iVtS*@whb?`xSQM9F?@T03U#^UO zgVX))K3Xh)GtFYbPNa3upchMmLoT0ziO-)sYb=`OoL^xe%PhaKE@;U(9>Xmk>Qti; zVJ=J?OA>S~-)994eNK%gZX-EJTnSEQ@X0=5B3q^QmSY?zRnHU+mqgiz=OX zj>r0ZGNlWrbOj*@`LVmx`mC?t!XJm_gIEg|zw8W}&*b!JGcHdp(!LKsSnMPzepk;N ztE|d*QvUeb@(-GVyh9=o@1EUPTV)oxQmnsYog17wapr~LL%7PpzaT9c4qB%vEvRNs ztyRckJa%H53xz!9wF>hNkE)`=1bp|tG}!*lk?eHATXvl-w{ZtyemL&8j4c)@^0Agl zPQ~6-4~KNWCa+YCKz5nf`gS>ATVEP*$m6v*>DMrt=<3j<8lr!T9bkLI(Xim^dY3JC zlhCRIsG_>1G|(o*Z82B}hj11ZYt&uBElv1fi-jCY6LW(j9U>Fj5s|M&`-I@SeV%VG zBEQcH2<#_jkRc3nKVzjLC|X-j2-X&D10e=uXhZ13CFQp~9SxAsxXz9BT10H1bj}fk z$4P4z=qTbmq)dBBsF~IEp<6Z0%%?n{3tifUuacFKqEa6#3VW~>QWo?R{Y7afpplD0 zxqf!>p zT~`X8BPpkA}VYaza%H`C~`c-_5Lz1d1Y_Rg5X!DnQJnz5Q{Il`bpM&2{0(J zTWPAxMI@%T)yzK~vM}*cId_?QX9^aI9e2|h5n6aXJ1yD-N13iBG!F}vrj+?x3Unv{ zyWgSh2Ky$AhDo6O{l%<91lkOvF!hEy;@x#bibT}Q*>W_<)i@|+i*Roe$=2j3Jz-E^ zfYBPaeQM(8TRVuJ53W|a3rF>|2iNQzZDB4FO1}qdF7W-2`gdTcIbaRq$)gFvYFa~e zdR?${n6&ArPh;oNWmd4(qKg{E9`U`Z#h4XBuJw}v?l!08T(E_z&7{+DVMY%wqeaP1 z_GO74KLrZegJvgxe+CeUb1xN0oW;Qo9P}V2xE7bwty^3^Se#?k@`*{2+td0hH`A4` z2)2p>_h++tGD|-v%WceMRua^aC-!rt9W9pGYm)QdWaOY{_YNOcWgXNW-IQv|e-13C z=-N|0Lhf?fk&AI5KiKr=b3re8pBNCz6eveX=Z4mw1`F}cDe=~^1e}m^Cii7FJm+Yx zG0tm96~?&a^=C8%iP(ZmA%LyJ z<$O;j-{QI#^rL&6mqluC$PH10+Mtr1L+i<$cFBX~K~8sp0%cQS2XNr6iYmJbZPwoZL4{aNOGN<6lKK^E=tcdHie* zkXcQL^?yJ8h3Yhhu{Ra;O_43?j9h)-Q6L$YjABkxWm`aJ@38u z`*+Xzwa4x;_U@|MRjXF5HRoKCuhrLL;e6IK@cywhNmt~NGSaw|%{55YCH+Pod}^GL z841gcV!9H7U}<0(?nrg{zbaxt`ZQ3f)DJB}_W=mRNI`e^o6!xRV~-*MwUqnn#^ke~ zxvXDx;ak$rno*(4rDSlwI5z-f_dS=|Ujm~K zAZ#D1{m|29$C^k}A&sNh&%CBg^%bXJdBW+k)y)xC3$YZtQ47_xFxbPnm#br|bIA9{ zLnI;S%=zsSOf_luF?;bO(G}+DDaQ8=GIlttbH8G+^OoDlFe}*5I?D4@&Ll&rHEu{t z%~uoEY^g9Ia3~@mqE&76NI-IznfGV)f8b?a`15KTG>sXsKQ<*T%M77KpR?`1M(__K zQ5^xob5;o*WRzxBc{htBtBRA(#VA!@6fq+1^#)fN-F)GZIL;t$irEX%hzAj(c{w@7klxw2 z)@QY~FgtKuRgE&RL&HB@Rw8up4~#hpQi}Y|vbOUUOi$h&25Rm2l zN!4h71}>D$j8fHB(y(;Bku1B^EXJiXz%SQt=vYA}U6Gy;!O})8i6XoW6kce=6Eq3T_rCVrx|afSS!Vreuk%R){skhUk=pd93f+R@;jxzB%f%int_FIyoM21~8=D9x zT)lSt515owQBEk4TEFmQeLc~RKw_b5Pu}{2qdbDQh20dIastL&XA4`_CV6XTStRj< z{V4ILRNGmv97fBksdPevxf$n{L?~~{`D?o=!_XrOjUw1G;Bz!tHtOqulifpf9y4@` z2^j*|wnN3rK@kQ10f!P}S9T8s72q`PRdc}U;(e0SxTcK<`4RluZxkbS?{@jG;}F88jpu?0DzZtrO8fR`zabD9|gJpR51T zjDTz(%;qw@u=H>f09h!qO#uhjN09qP;a}wZ`Sd9ocg;8q{;wbZm31ttX zE2QI4LLo5jI@MJOR9jE^^u??Mr41I8Q|fq31mgY_#o+kmjWzTI0aQ0q%ETM+yqv z*R|;6d1n7O&>#7xPUM$u6u;l9{~B?2xACZA-dflHs*}WhiS`r+O&0;qC(Q9atZv-B zN}HKxHnkQvBmrS`bOxYxbXe>~@M14u96f#SLa>g4lkq!PWK0Cln8*S76JS{OM$(rgZc$uw@R)L5noL=%>to{Gh>^9aFFQL z3DlO?B8bi1|E`4p@(CE?=6*mqq7FYI_G1!z&*7XR?kM(NsYP6tEu zM?S($nbK^9?j{R<{jLoF)U(Jw;3k|+HljALl{S5uS2y%((W5){V^!)OD;<%&_=w9vA4l(f?myR0RtD^=bzHDq6=jIHF}$(uAe!Y%_BgwNik3yCCQGtO!>>u~D*_R~8b*{7*-=u+=RDgje<>RdNuoYI0YRKc(d>G> zFnvI~Z4emNY>Vsnr&3`2cP~TFAJ{R)u_zj5!;xFeUDQ{+TE<6u) z-|sG|XX4BK#9RTz8XUtrR}ow(eBUqGu~ai_ePUB82CE=jK)#xowRW+01@e^D-m~kK z8&|QlbU}kEmX!!!4MhEj^o**$QBBMH2jes0SC^b(zO6eE{UaXqC?E%%ZmuK5N%8|I zTzI!Up?xh!PX9h$oTdYd29vl_`XdFOI_Vngkcum#zC}s4LmPLC7{lDrYp8Zng6<7D zmFA;i;-u3VS;*MA0yh+RB_Ov*`P`VNsw&;s5c*KpAaldRnbcPg$6aDT6-Lk*RXU|E z>Yic-Ihce`HOIx^e4RR&L*3=EzvlCtR6|il{2A@dFnSQ4@V-+wK5cUN)La~G!?=;} zhih}5oeKJa6)xg1Jc8&5h1rJaJ-(T2aIW7sdCSu`xUwG?y?9#&%CXbq(B2`xq!Mi@mK2TPQ(&RH zC)i)s9x@-${xKr!Iph6x2S}Ynb_}j+mL%FVP@WvDd|3Qdk4nO$k7BfjG0K~KP3JsM zY`xszaG62ePtJ3We2-e$z}FyinKs`7!Ec9*_baWF&9>pD%X^4XZt&#oYFA%jNjLhV1w5>R?A3tYqH?si^H|WBfzaOftoO-Le zWyhP{8lSV|~U^D!h=>RO*{OxoeS%+bK8Dw--vfdeq00X5FT^%QxH_ujXQ*oBTv>EO1VB4 zM*zotd`?|jffyxvN$Z+0NfO&Y7U!=rg+DMV#%D_WOI&he>3t@0;ZJ7=hvIWXZ_F|K z8$HJ)xEXgG_GqFlx0F7j1o>-Hc_jyvBXMrId?58OOuDA< zT1bvZ7}lh!x5;BPjF+O%ahreFL!g5v4q4E!e776V47u%?Z8qTfE-JRnTc<-)xyGEP zJO8k~xQ+Kh>`k>}OX0#AXQJWX37j3%V*a_2!e|_dl2QV&$z5T|0<(5D8Lccx(iD(q zc9tqrFy3jEVK9fKUOhw6Huk#6(>4f_ z8xeyUs)dveJ$wcNr?o|ke@B&jUb!e5)6YG-M~y$dDzH4oTZt@e`v<`icLuerM~r@g zK%uKT+Hy#{U9QC0dK~3piI$Nsk{U-z^^d+`wyL~V!#8Bf=2ri5`~74vcjgWHFQI5C z5ur3{+%6W6!XF((zy@g+?ttnrXf5omkmtfj)I#i_gS&WhBY>_qAWc`-V3?fzBrzH_ z_;|JU+V&2d#BRR}>jvA~w|i>(Qh!HJ*N9eSiMCu1F{>F3g}NG|917L9`e%j^W{=V6 z0svrv0?>>Fd{4aAK#p%SZ~(I51}AxsYpR{R^DUn`=x=-aG|_nYBuD9*L{cp-imqpP zM4fCD)+0M_A*OG*;GRMP~% zP1hCeN0L3?w@q*}^)&q;TjJx*zpxnN*n;Q+i)w zbgECm7{;3|2DJ;((NCG1m_RU+ujl@WjGsVGxBKQ45uD!uQygmt@&+#aY;GQgxC_@6 zf>*$$>qH>Y5c>2^Wuvx5`1(i9|7P>FRhO3N9ZH;$M!fZ)yLmmUvL@)18u%Q=iH%np zP`{H03Y?Zaw>Zti=KBC4rPp2t9irsUW&nGjQ2L`RKR`5k{wRy~`dki6?CyeCY>oS~ zW@*M9JyqN@4V}uO5D>%bF*lc5jd3+v;bMQK;2z67Y785T=0bG`kOwK*;TPL*OH`VO za{l=tcVwJJ42+LIrEsiT4C=cP-^tyMH(wGobs5ZW8Vl4N2E1^)-X1zo9nlxQ&`Ll5-DOyiRjS(wj9>ZRkMZa9hVq2^;Dy z?ojtCNwk{Y2Wil|6d_lh&KEl6f zXjGt-4rXpo`U1x`w`r!@sf4e{4h;>&sg&=kZL*{KwPV0*AsvQTTFpn#+_(1kLmk`W zH7;iaI2$wvI*bzB%uq7}MqlUJEH4u9;$7HYr7n^Q=rlO=C%uhE0z7T^%@V)b+|pwX ze$RH(-!`>TROsZ|YY2QE-S+$XRy```CfroO9#CB}qtF5ZCEG!ejCqdxFV@>l1tGX) zC;gswzYp54_1jv7qqVC|R8x|9`wU0J!)m%yho7>l4C8V*w`aDfNX`NBbj@(t-f`-;DG`Nj0{LL)S-E2<+#@PIq&Xx#}GEg_t9aG#!zCVvP$wh|DXmW&TfFuD7 zd3Bpdy6mzOZw$dDxZ*Xd{c$vV^X?`Pz(E9|rqRcPaLA*E1ty|1Xk7SjW%IQEPD&Pq zK{S-$=pj4ZM|}#RNsw2vJH%xM`Ety(@^}>7uwk5~^zq|yF4~qo2KjJsQ4<~Yz;Cm& zGaEd}C&U5bpVmC+C0Td9n~dw2YaviZw9`OCg_e^MhS+$X^Z<-fgFI|hpeo_3e|FV| zvt8{8&Wv*&p$AnEzSO5Xk*;uA&(>`Usai_|W=ACbHZuk7CJPKg#(zXDrrX_nFq#98 zPp$TNOu!hXj%KiQh|~PLIwzZgQIo$6-%+!Vj9k$#d26srdrO{~!snDY0Q!6JSCc!j zSrmq%lQ+E)KE<$@TY2s~D~h`;Q#9Y0beW;}(yN;kt!?q!(sO|jE}1j~;-H0i!SIb{ zhB*+Y+8}1-Qp$MchfO{U@pJRadi-kmbCySfYYBSJ_|Rf{_fX7zPtF$bo~svRraVy5mJ4Dh0))_i_|vgU4Cq9BylLg;@7R*A_Mt72 zwx8uQo+b@#a>0RiIF(*gGMHlvf_76ea5k~mFJxI?*uQ>C8sqqrsNH0Pe`VLC_{G?G z*Wp~Azf!w(z7D{` znq_tD+zBVAtw9nu5SIO1aXqlH3$;!uTe~8u_S>CNw#+fP6l*B(uJ3C-Uvjx@y*{-6(yn^k0yG*vbn(oD%@vOa(2w_nIvUQV!IIg%&98qOaH~1@5 zmq|Cq;=|z@TzSGdvmMZ=@5XQB5e2sLSNEwntJNvDcfF|Ye8s#RQvN9_7)z~a?Jr^+ zom%8}VB8*qYorl8-+p>eBVU>%c)ltznnUvv)*O`brI;S58yCW4W5?p^mc!jjG5L zcA);bskrcf+$UCx7fm!FLBZ{Yg8)Z-egM~p_XgkzMw)AKRZb;Um;y;9QKoZi>L^hV=+AfMStGN(L zKPtqDD7SBerDaPc_QNk511w~D;|t&11U-pp?t(Su(Yj0g(%f|PK*l;=PQvKm_3`NN zDLzEJ#&PF~NIWHhJ=gFHV|KesZE@Oo-eci+a3C_{V7*E_vqari2^jnqdEM5f zwA~%|A5wCD;5ERZB(*=J3HBS768o0WIU^$_(>@{}gptD20Am3)aw1(uWP7)Ti$u*>t8amZJ}?59b@~3kR}4;TIKTHQwn@(Nsp|VMfM@ zs(pT(Pc}+yr4_Ezuc4F0^rj3lFk5WWm*NWSpI~2KtBqpH%Kgw$i#U!g$r%M%g5^AN zUDf{~M!zSo!(f6@TR#DxOx1RBT&B{Ksh-1H5r`>h)mHgJo_1ls#{m(NRsdbL5R!3GR^FZz zlliH?53ejgZO2JXA1+}T!}~XT#3cJ2B%X&W(%@s*?dmq>nunY>VJ~KNra*jGM;vZ0 z#wcy>mt1F~w(h^rVdfn*6qJ57(JN$9D;aK43ecuzRg3jIwIno+MYq!HvWuyjqCd$> zp%UmKFN2%}v8?76HPl6dLKfS33L2l&YQl)hc5VQ6&j(SHoSYaoh_bXa+!~KwQpfIP5?SOB8iKaQ}WP~5q z;pUE%;38crEC~AEE52%^spWu-HJp#@xoyFY^5c#$51&FZn~a|Qo|IzGi%ybG14DZe znqVZ{s@Mg)LRfM1r*9qR;qbk|X}#~#(cfGRl%H_8;y z3FavbQ5QYRU|mSZ_lYmxxBw8!EUkWHz({u`h?2ipy(h!yv9w%L91{`UH-pTdCAlS%we{^e3v2YBK{fG{pNW4+{zFVq3IGM}nf>XmeSkAyI zvw}!*Sg+=}t}KKK2sNCDP^45OF~9}N)^`iTJ`&W}GRp1U(Ml`!8U4H-bofQNXOV|X z?WQ=)$XY1`tiVp5FDf$)T%`C1Ztp3=oCH6=bc9(c{Yi(B*$P8q7t;K?Zo7IPW-2Kf zQI%CWx@doTG(Bsx>raLdu;8DH2hkLNyBCj!sb%oTHnGs`9HmwtdhMZuTcqtO@Majf zAB3~0(abA#wC~rOliCm0TM$nBlZ0;KcYz04Jv=oBOQuhZtfH#mVsGfp*Q2?dN{omO zdJ;_vd1wTq7j`nnJmxZbjjBE#$tdF6;IO_zFDtK7H_C=%==xa6rQ_F#4L=ya2(q(| z7*jL~cSCodMG`Mjasos2L)zF>ocv8T;zNhlK@Z_U%4Lf4PijSQ2x_I<-hO%^W1ePo zk#u=OnXNZ1_SRim6m;Pw_X)15;5<>a=xa+Xg?pYdzZ$yLR0+-f-M9PAvZR}u!rl@F ze!0>Txy)j*4NAR%zMmuGzxlaYDsrONYyK-0X?=4;L-gjbUcbKYJdg_M7ulkL-dRI0 z@FA<ljVNJH#^GIW7B zr!E4YR#q@o+|aoq1BD8&<+z=T?Hufk?MQ&X*65$2R3 zQOtcv!)|K3bJzg3NTx65&{g$9*`H;_qhYHiZUgRF3^+;r(gww$#^Mb#5z~C^wUYjx zHzhCouqqcjqT>E%K{Q(R7r26&I1AE%Xml`hnd3ce_i>KR^bCg)Ouw7Bv7>K-MZ78m zEiiGOPVUNGkn10%aV+Ui7#K7PUs5c8LnNdBu4yfomP{p2t^P_f?xObX?73nR%H4rs zV#9WaW>hM<$L=-I)@77p63M!}u!V*E;G(0~n~-Pn8|hpiU8d3CAbRByhZ@w({SM_Y zF*(pKD9L7^?;_N)*&bYBCB$@{KZ%AU65?X2=O#~4hTsw?{eYlby#424PX;pUn0P@NECNQd$FYJy@7$%xm}6luPu@9IeJu}Aw3!=aF4+~z?rND;Om&fML`RFZGh)U_AZK( zUq9nwU{0#gUqnF0mj<@HDnX{n7IFzCygu4n6H{QSh8UxL$TTmW<{65^E3QxqXrp91wNQocfBgzTk#3;0aHi!rWtMUg#*ng`rrB zXwE6*2M9ZpHpI%RHH!^2r5(ZI@%3lC!#|(=$D@_S4N;W*vc##ccYGJu%CWS0aFw+@~NVY3?LC@>CeQ_5!MA76@6 zr3`wSwc#)Xd6T$p}~?wvd|lc;dD~% z6lUr$UzvY1U{T((fX{LQ6|xH^&Zprst|?`-NztIA(jxQ^`Ig%eWE1a|g=DK#^qPK7 zZM4%HMat1mSo8slKytJ{of9Qcmqs@mGNI~tKGjJo3D&%$?|QAo0jKT(R@%mdf?w5& z#EfIacEJ0nH>O_^S6SY~_ocJD>-khHEs;L)X=X{ZV*hDAs=e5?9+vYLspR?Mh{a}s zZ&VMF7k?40&;ud1U6`hTSis5_}#zcL6EOe$s-GvwlKtyqMI~PAKtb3q)%iTD-_(AfcZ6t zPlcxns@8Xi zGaVfgjZ)2F9&ck8wzS(+g_D{O0$^z1Vg;ZM;*AK?coj886ffXG<$>6+C(uhI1$mi- zM2`dQ5<5v|V)%ReNZS%T3B=KC2wG-QR(jQHHhQQXokd%MVj>t)PZn$&)69_ug(5E( zn|8tIT?V)0jiFJ%;_ogGbsv|6(!G4JUdEbEu`f$JmQ0?~tqlp>U9NGdrq_KOKV?!un*hhruOr^JC-+}!5t|@8!m(@moE`t56e$G;RGMeQWCUZX3zPeD36S~vB7_y4gvOS2TlAfx(qQz~BW9U zX``I&$7BLe6sB6!CwUUsWHKiQoLpC!>@gXhv$d4q6uUBvl%Pr|kMLRq?oE2|=tpd^ z_(eWth5jLZRg%?guNj!mhbzu^=R0^HuyAb`#U53 zdhBidZzvKykKc6vrC_d30Xa%?CIv&PIEyuilWhq2ty_y0Go`53J5e*U*x;ovtpgXP z-%(mwdgTLr6O+b+|AL3Km_nkPJ}XGh$QrdQlNr*gf1jWe&DNApE7xfx=w;lWQ61UOk%6dSUbr8c+X-GLGIr$(1P3AzM% zi*^0tH~I;OyaQv%c$+C}ofSg5cp8>MFBn99GYysg)z_h4HP_-R<)%+F0ybRPViAuU ze{Zf8i()*#N(i82a2)tQh!S+)T_L(e@}RC+6}akorB`qw4y#GVo*wctU+Ve5yJ8;_ zo}nz=AEV{U<@a=_?312&JRIvL(W+z*MqOQ)>QQzTfQg}x_I{)*04 zB#3FIv*|LWZ9BcBv$z>J^dfJ@d1^RoIK{Y}CAWEUId1@Q3A^5iyq%xY`(|_j9JU11BHao|Fe9Y~mX`R7pKpa~ zjkR+losQOqEGf3HuJYHl)fuzE7%8eo1D#8rsnF)A24G@$b|%HWi(54Kyv3@lIh#v1 z@${Vl*Uc`ZvgV84fFmzhWmwKL^sanE1rF~pE*asd=#Uk1APD`i!&aXnKI#E|(NS`l zOD}N?E?n2oA@FM=5VzEhHNgMR_@CQf>r4~qWsOF+i>4+dQ@t1M?X4t)z2uiM4?LWw z+;J(Kr}o#nGKJWvZHBN}{mCZqP}s!}Mwy|$^rzQKmx41<=O*)4vl+Xs@#gTjrUHTu_{f0;7Izjez*c1tXMn_i$mlH>8#HtrP7*AHF6E;$I3r|9B^#_m3nAYq8i#C zA@QO3ik|shbj`p1#wulyV$q&Skkf(8Wi72%f`_1A1Z8!i;Riy7;1{{*-)ff%WbCTI zqX4AwR2_vxOM-HU!lQDEdzhN=m`Bwo4d-1P*Dy8es3CbH{mt9;^(|MmFi@()hG%IN z51K`jVh@9Ml^Z>b1#`{XR-(X>sl)ghJ;eLBLDrL6kf`5u(w?JPIbp!pSi8S<_v}i0 z+WeC{Q4>VT11tPo=PivdzZ3X(PxyKPYB%4b9eRP4HG@8%yBtao$p?ZlIdKb&D7Vxb z*dNC+iu*+MIdPNUpdXOYl%K-R39Ej8tvKE;%s@!Y{U z&ANTbBUwoj!G$QD-n*emzr>tQ6b<$Ykz;ql6kUUSA;R7$RPQ?cxX6Pm#2Q{2JvP8h zq$?)HhW;#xs;+W@3_}s!J+fU)MTMV|d7YJ+IYeo#uvk%Va{=>D(aLbFDjFip&(D`{ z(+&@Ltu7D1?dxs7H*nSKoV=~KoxHrPukXjf?U%eo`idCj-2PXsIw;a)sgd~gbDdh6 zXOqxLiSNE};aMLkyxCIhL+4?LulA?EoLSq@)s_Sy$f7Fo*2O;*V6WOzqp$)^cY_TOE})v7cvxh5kCr9;-9C)dkqk^SR7J#TV@QQ-ymFy2bo% z&e|~%0SsqK?ok(I_0&G=rrz4Dp^5jQvOwd<_5BuGXqiC~+yZ`K{JCPhI~=flcoQN_ zbD)W-8`x948FD0Jb)NYu8W5h0$!zi+dUg7*VfAm?=p=-M7!+ny%uhdWsmR#XU9BM9 z(4M|7;~=V^AiT=@yb=nS6$AhY9+c3OoKr)rGY?)Tha0iIHK9#OT^l{*Qc<5q=D!nh zz)^EJ;(XXW^||1i)8<(U=(1O|-IJuk_ww4cP#EI3oBT=pczQz7vUq z(RFsL&%VrH@bd<&;QDJRy*b zRa1DHnO${*jlqrlpe6o>OB3}ckJ+`QRiLh-USs1aJdjKUGH8J*_n0dc-ZKC__!`6+ zHR1!z8xC?oL=<|{%&4f@8$3waG_1H*!t_3AGa?PP4;PM=o$W{48t+ctuVhcHM886t zZ9;z{qi}dGDAY>|aCTnUY<(Z6<}HjSD~C0AH5v54F9Xg{X6HFnGcO1~8CjV=Q;=eSCz&yvv5_LuyMV`%r{D{g^Ku5zk^G16A!ArLJJ3T#Oyo*WX?pyNrNqPW1OILs{YS>j z>(hASgpiZC6U}qN!5;;T?>4Ms7UrabpeQXqzcUQBd(XYF*`!mUDBZo*pX@wh8DVp( zBbcu(hZ8qqc+D9SgL`wx8XXRiOsy#NU{&kS5F_6Af{1gzTHl9Wn22cEodg1N- zz8y*u{uO+0=4p97_n3t7L!Ib#8FET=vTff9mUsAe;;2Lk=i-nh|N6YB)9?Ag^HlQ& z%$S5VbtPAcf10dX^e1~qVetqd3m3*Z!dy&nK^&2PR(WPDc1DernUZ8V(?|woIQ(si z@Fmn#8xC+XdR+lMFD=2}ADSQ%?cinn{``GU8HWl2`0I>LUfcM6_qaojM$JKsmEt}F z-D!O;K>U-bfUyZY2Q>gJ>L2JOk2m@#ChXla#~FuYjrK zv6tAXyoQ>X6W5M0?gA&Fc&3HnzxU~-6M<=EMQVQq(~*xjGZb`4pCEkTR3AzM>7-x1 zU+&wPJ{yfd9VP=;Z+aGzr6I4iOo>fIHc{K=$ewX{JbJHCOn@j$*S4RYpK zENYklT?b9=;>HNRIrHpP+!ABRQ+}`lu>wE7*W)1qOI@Fx6C<|F?PaBo! z__qTfJ3QjqBl77)@ise^+s_InJ3ti&wWE_y8_+|E&xrj+(s@m=I^(3EcHxD=+lpDNHtiSP-y|qa-~FETn-Q)oR|& z5N~|#7-7sr)|!|-hZ8bUx^|{&@QS@jPLJ5UzoFJl>vrEmCS7r%*6U-X*$jfiW z?MjyEO@n^c;{2G%| zs-M{XG`cmAq1U%JavHbsxTLAH!KRF4x5q48sG{Gh{o4TfC5-wD&w00olReU8T)q^3 z0KDiH4r5Zq8GjK7@$ZQ2!>tO$brzB^pm87gaR*sdu#>i3Rc4r&2)sROI)8q~Q->ldbeSGFC`@ zkHVQt-_Q~N@D9?#B<5aY{;cH}11s4G4E=1?hQF~twu)y4f-nmNa?dm2SbC`MAkbb9 z5vTLTLuH|}D5S)S9~CB~1C1bay%J}J#yVl;4nz`a}Owr>1zUK>tCzz+LC~3~7;Ti=7E1|4%wZW;7z}1NYyp{pXwi zpWQ3eLDeqSsWHJ}gTq>w%}8eJy;dwZk&@`Z=@1 z43>1Ex?W^P?MO>=t##pdwo&GpKlJ4jYxG+)u~n z`{&-$EmKbLjUc7|=y&}Tm3qJbXyjGgpr?3r++?c7{+&_(pAQ3GfUzmE6{|x3(No}J zt`@mfe5IO2|G_FTf~N$}kMaLq?f>SCR40O9SJEU>`!)N2&!+$B7YlSUD$9R;&6)q` zsh{y+tMLn^QsX;(6EZX#-tld%-KNvRrg_G+;@8@x^%m5Vu2Prt+7u`HTL--dF!!MO zUd2wL`u`fgNQycM-v~Pbu#J0>GAe_ZCTh@HzSGmJN@;e!*5SO|$Lm<~oqTiu-F7Dx z@!+%~?&UEG^(1BJ`&Z-`+kba6*K7FK088iFV{A^H*NDEW;&%6=?v+gf#^6%ThWTbH z|IKA3PILyNzd8TsrK`m_RqJsjqV(mm>xO*8c}-whbM;Po_DIJHXvhspPGK&`Nn8F9(&%e zN?L=K$^`ebgU#qk{)cf(#sKCtA)6H@vtKKW#?b&M>#-S84!FQ07KWhf;X0lV8~E`^Aox_?eH7 z7-fW`8aC|lU=u*S1S3;jFMm@Gu76b>Y;NswVqwBaCjm#+-D@@6GSKSu8QQH=L zRp)s)U0P`0qBh^^urc49bU4`Z(sE_^_VezuEf4JIO4ZBzOP7xtpO%PXFZq>UU@8mQ|M6 z*GY@Peqo%h_xoI*zfor>2N|d{@>GDCu3Qg8rk|IlcZSRDOK_H(7&C|GUMvsi=bQFy zs#4EmW{2f)mRqOC$D0GpDWF}eENJ_BV*>$ARxXQ8v=@u5otbf%aK(>U13|Nf7G*9L zg$5FeqtAe1hPNBLZZEXH&uc!zlO2!y*FtvPRz1@yLS8vlIrl|0x^%YqytE__#I5%# z%gRP!|GQ@t5|P)f)78WS%E%I=hxQmBj?Uw1UpuIj$J(NDEVn#%4!4j!4z@~WFiHAE zjfK72Vn2p;T&j1c75$hgM#fJFivh-2s)J@qu$~?Qvpi6_Qbx}Y`r~{&3|kw#M`DMF zN*V8MP0}96>3SpWRwQX!gIqabH$O$`Ex##eeW`RpUnW3G89U)*XDgU!i^z}tOJD0w z&uO-VItUngy327m+i$%_oW8r%Aj-ua&+S?T3Aw93>Mc-d>XLzao?3QSfYhK9Ij8~4 z^G=1ge!SF8ef#YtIQQl9 zMb1WAW`YivZu-*jScJZYQWdcf&j7FKfm_Lr?|b$~}pIT^f2 z+-73HvkcO#^*WuczAH9qCXqK zvr{33tS+HWuxeJAuv6gP){oEI=Qsz+`xj4m-&qKo{esioF=@StBsYmy$B(|TBb*VI zaPaC?%SCP_0LkG~uMnf*Q}ISrG+PcA&Ep&?+Mq-oN%Ody$ly2pG^EoVW5vC|qkVD`zX_9AKic*<%;e}B(q#!dy# zk3p@O&d;?>7kauIZ|iTaNMN_<7Z0M!aS}6pR zKU7M4-~0hu6;&6rOSz?W&i41;jvv$AFhxO=+WWs896RLvt=C~(Vn7FiIe?oh=U^G5 zZ$<)Ajw6=yUpOKXKRjivCP|_PG59vyL{5K`?0kCuvCN=2SL5aG8sD{FXWfJY_J4hz z06<=(AY8~%A-m6d9Uye2PU@+q)Cq%prXjo45Sv zgqz`Hiv8ogA_2$YI)RaSKX(+6Xr-L>Q`O?9;D&@nba>UI z+3#Wn(Y{yaLMjt51kE2)XmAB9Vcxi799{pd1;7O=ez{9H=X1$AluQDCUaVp6$;Ua$ zatxTc%p#4xZu&TaG;cFZzk7Ffp!v`sPCAiKJ?iOtmEt)v2mrEJ?tMj9v{EC4AitA& z2#ihVZJ21i-l%1jX)OlKwLQ^U5%*$3H6n(Onxa&9qivlsI>EXNKI$K!=OzZY<87X~QvKbfqcX(ROfseBXX!c@w?c39IIs=AjAO z`Cu{R+^2+%-66_z^NFbCaBB@OYW$sK7NVZ_mL6QWBy+KFV-Z*VT-z5Ede( z_alq7y8Fskwski*keiN1ziHzT7HesBxc=<_oWgsP`-fO)oHfE?Yl7Zv^DW_cGgWts zUWo>`emjpiJxFv{OFDe#9qjzH=Ug&v3AJofQtYf&;SOA1eksQy2?*7)+U&*E4)AgH zO!(+1l)|MrTWMYS{{X;1KfmNK_y*?y0$~`tO%>y~Ph+oVkx#jgu;9Htt&sK`dV0PW zI8FcMjMC4=JIwg8k1z!i&;mo+8*k@}>NA?6T~p^tzYOs?`?4DM`dj*> zEXJQSuNf%u&c8CEO68obHqJ`NnQL$^5Hw%Db8xJa6&=?Mu>m4c$kb)NRu82rwXt)AF|DU0Hi*N%Za7trdZ_h6!EX z8d-O$C`GF=$!_d(F8Csx*wJ?)c>bCg0__YML|SAiaO*X^QX3&lW46y`$dBjPe)bMh=k za}(x9#i9^zxrb*id~OV{D8`WMZqEf#44RtYiRW?RDJ&lplz(0m2cKdxX}l9M7^2vV%QnIigK}2|8ffx*#ziU6rwWEdZ6uZ9oKI#5Wx5y2BQi~jYaQ$PCK9h4--<+5C+_@gz;%Ak&&0HjIST66(SgHCyf2=^$Y@&ew z>A_K3OS%e1Dui~u|89I6(r@+!QD$T4K;9Ep0pF=K*jdIuONoxecL10(Pa@C~z7t7R z!MKzb)s$4;_SHvV%qWz>z zsqk%XjNr&Ze~b{}#`rQxc<8nU6XUuJ}j(xr)|Uh z;kVzP3!--E6N$F$Ds2JQhi*%S_Y&kH7bE-2;>bmi58nffkQnm#BZAZ)7jcyp`saeN zXW6 zak4qlwrd#zO^5&=XC{+SoA}f$T=LnMbMDF;>wCSX-41yt_TDiYe2}#aMn1f7hz2Vr zAIl(z2{7KwDopn2Fv|6o*7G(ROJ@_+gCX!@>2%(DUrQt}85ofpa!)bRUMmrn+!J!_ zi8)brxFG-Lm13y)e&)c4#W>+X9r z7nEhdWzu>PU;xJ;qnZMh%Y_LFo%l7ZJ;V{Q?T&x|-^M_s*^%E0C5}e3vmd1bp80=0 zGuPtz9SKVK=lMBNm}dfI1vw{841v~&z#~r=S4x$uXs~y_HU7FC$O1o;!f`JML(qA2w z6@^v!8$eHpLjR5jqMIkO+Q*1zLRnr+MvBuBe`zxHz4Cvbv^qNS{)u7?*XXHAad`6i z;!6Dml8f?wFQ2GiKh9)+-ckQpW7bjn`c%gQ`bD)3=wC=Fi!ntFQBkS%wNho55+$uV z3S4#r?|t;{r`K9|1f$d+kBf}Smk4Xq`yUpTv8|>{#_CgNhEl=(n}b%)WM|KIeh=lyeNJA1}m59DR?GyS1R-`+kT!8a)=KX7O`Qg zON3ahLyeZHWV!KrQNCqpUDJ$-<<>b-qA=B9bKCu)!+tR=a7;EZP+oIuW&fvwd!lB4I0{$ z{*?H@i=F{lMvVK%O7tl2;l1+i#K&axqm#yGgNSEXBjSSIcd{6KznT;}1jY5~ z@$zgB8O)tW&*PVA&UUTWrO)13jIosnV>dHSR)Uz7H3STSq6k3GvbT6#4XDj8q=ktx zyg?@H&&uF~{EzVClYcRdUmlMTCg|~j**nwn?teGr0_p&*yV&v>G2*SVQm$_Dj(5gE za{YhFwbLRVDCmkY_q#sEgEA-E}p{r#Bg#>w?Oj<7j%gdyf!CN(@OXu=`b88RP zMBeIZ?FcOXF3BS@@1Wo#S8%tb!nR0`NA|rswdJ2^zEI-a_h|WTy5;ZK?x3R~K)br; zmg>Eu_Re>-H>h%DomNIdjglfZm~1L=W# zME8qAA3A8AU+ubGI8SO#_uU@ug}kQM-IfcKsiTHx-0FkE-(cn(ar}KI`Tc$WgK)n_ z!ZZX2jiyOE7Xv)>u}Ok6fNz}qt&R2avKho$RGs6BzhaAXXKs2=)$)w=UFDu+3<(Z zXZSgWgPpbiprh*3yY#z;-VNOrb-nk2UqkY`w&SFuI+`2-IIjr>aYI&Bgyb1f-x%D89E zHS&S(muTTv-z?O59w6_Deus&SLl?~W1zjk@yAG9nHRL~+dWzH{749Zu3v#FW(oOWL zL?@=nk`mcSP>3%C5z56KaVK+KJv~ISvXYm z555pt2z@Pr9+$@tF> z$-2{pMuDWpDj3{|y2N8dy=ghNSfV8>ne=OYEXgyu@(Ou}XB5&|ymXJ;FYEp+oZkMm zgM+bu)*ca3viKqAL~S-Up9!=$bZ7`26O$t-V9S*yg#-Pl{X@ef=ir^0$y7F|EB9Jf zu4xb;kI$^R4XYc)7}O#S5o-?(LCwx-PYAsIK1!y%J7~|S4MCqo4oVY4zz{G541xBK z07|lQSycAjC8EshC(e~WJ}^?Yfz(%D3!92WEcyAepw8?k%Ih?RF^nuK?@V)UqA+X3 z4U-%v(%+Bv*K?AVM06y{W6#zU7$;%zSV4@VDl671%h}#h==yvm7qojy9T=3CZj$KG zH0M&Svz#SL%GC$u+$QUX_l-gywj5{#VGz&=9q!Yxzn`Z6CdvT8An;$w_n9Ud zwUKtbBkYI1P>twB3aW7ug+95_dWupXWpPp@k&h2FmgFccCMa{qj!J$n@6k-@0kt0&nWh9yes{?hhzJvpQqQvyL^z;)wN4_e=ohBtm}I5b)qGOl2all zdrJE`{D;}V0Y8bki|CU)=05!Bx+K>2e;gl3nJBUXlShXbzpevyG*W* zu9tLAMEa|7s^FrXUL2*6!2^j{56cW( zk-(OyeBFt%GD~tWLPgB`h7hrf(3bYtAzX(p6v4^MAA^N^lmDH)VQBF4kACn8fipGU zoeLGI7z%&1Z)l8%iWT~86`nf`Bnh7v=Nk<8H{MCVm=jl7dFiwOqf-%0*Xx*l0*QB1oSc-J7b@FC?^}*thA>TD*w)}3s{OT{o zX_Ni3t!3Selda{Ku=_9s8iBw?SLfW%56?)| zr(@@1%pd3a@}78W5-mvw)evD4Mjn%2|2Ry3O&ug`&Zm#z>Mk>Ar6}hMJDGeu@I>@H zbp`>j2sA!GYH5&|gTe8ID@nBWjHP?Q9#h@u#(FT9`C`B0GnHU145Wt(?|GpM0zpQ+_RdAdP zm7?LE8DgCIujHTi=O`%4$WaAtEJjcia{hN7#hNOds0F$_WWCYBqRIamy=J<>Gj0ea z_t==){9}4!_dZ%vHg6>4V8Hv)a-O=}>c!zpT1qZFe#aWj5Ih2ma{i*mw`ToZwy~%recJdMf{n$~-$Krd5 zDErls<;`tsV#e!_Z=*+ra<6NbXb`5URVYgouPUP{K@_tu=q%K*d*uF|B!78L zU5+sfmcRH>HlX*TpPIKI=bnBsx{hB@()vmRqUWP;WA0|sx)4y~BoW8ZCT_BxC}?U0 zL-;1^JNb*+7mh6&nZ@x9$3#vqoQ5uk-&$pj!O%>W*B)SiDb;p<`umzxL)sqO%UDWu zUI>v{q#R0Mx;m3E)_D6pB80_=E3X37!$hLeUR21nsK1}?(1#-et28SV=q-gIC@Df*Lozf8I7D6`1RhcWa?sqea5^DfEDD_-ACchi~5{ce$U4?mR) z42tnG{x(LVeRqilr~WYpNPedW7R!nUmJX5z%EbJQ1n(NZ4%U~Huchxvch^I?R2rQ4 zxwdTxfPl3Jdk;D~0-Z&9?91FD1`Q}z4it~#G%x!{pUDNZ$2W>c*R2o!U@_KOvL#pAfkgGnh~oMHeg^MvV*_CdCjSLZlLB53LJ_l*^|$ zx8JVf$^NF3=$OKM#dxX{O``cMQNk|xB3BowMm^9=LJ_8dViv>2n6;QAh16CWMfuP3 zqWtq(9#)sbYN_>-zVnpB;c?tL$@3Adr!_3Um*@i=NQs!d{`N4pCd@DzInWyJvAy2I zsskmmseAYy&YPbvn4`A#Xa2*fIT=@#zRSrIGIf!g%;SC9SSaLt;{uLho2;J?A}pzy zJb2`qOA-t$KiD#A!>~k6`_L;XhkU9+aOaa!^9L`1OT=wD3yXv1PT*dh6vrakkIL{hqNu^QWk1Gd-o-hoRS&0qOd<8K{RP?zjo8zVFa+& zQ^~R^+cnXmr3A*qwk~FzZ0oqB<@r}?5+hLJ=i`Z^o@eo6M9lbuPL5xBlXzc= z2bPonFO;a$V%+>%A4-gWogW%nUlA`??$4y{ApiyPo|7B)+c5}ltXO+!EP{4^TSj1= zSYEG?hNk`#LA8e>xmcUqR4D0I9hi52KRfcGML~_x#g9s;UwcIFt;ZVQvb84icocqL z8u~0zjkab8R3Cv#-g$Dw{Or(7s-pnybZ2o07|<^lP^MM?Zmq`lf&kQXA4_Buvg*p2 z0ydKS#0c&S{RJNIDi{(`jLl47bV1Rp6l9dgnCYj2z=?6awWGSUPL^k094e!BpTzOx zGL$2)lgi8Dq2EwJfpqL2g;rIfP8gFSXI@+rM1lV47on2vZX!R$;J?du88?38=(-KP zX3}{?r||3u&O9TAraybq`L?fN2w+rDVLn-@Y&I?{k%Pt0i$|ywy9UNPHB`jQjgos+ zNyk9oH9{nn{N9yf}pJCh0i2#PF$wGgv@}hi$Gnt%QXJo|wh2tT{ zZ58x8{rZLmG;}|{QJg6LBq0**c%efqCdWy1E=G~}r9a}`sziwJ=biNXE2t}9f4g)o zL`+{T=`r@29MUDD`}*Y(*}&lU&b0LNG3tU7Le4o@q*S1F##v&CC8B+LENzJ~Q}u2b zdtkKLMcSr1w>&QUFmB<<00pi(1z{}m`{iTAxJo-6x|--PCDPCD+c}p=XkYv&IDdaf zTPKIcswO;9_3HY*q8uH8%Wg_BqE{3~;A*lMJj zY1kb#b-N}P?RB?_m0pBC@&~nfSkL`mO~E~HEos`?vY2tQE&qCU?}k7b2y_=uCOno1 z<&V<_ar$@P8t2(&Z;BZr1<1`m0t?5BSeDvdB^_{s@9xgVE2d(c6d z7y^m_G;<5T3>8}B?@@}-(Q68wFKxMuM_XI&d<$jU zo;$z_kXEa6@hFP)lHn1k&oP3g2?~BcAEuUDPNH5^P%smLlO#|+6M1bCA~0%rgcI$d zQem8<5x$k4n^gYuSwxs5-v?|LzHw5|hYg~a{N~k2Z4#ePlf!P%${`~X4#X-LFnkAr zdmj~we!2I!@V-I)$b25w3nG4w61wM8&dt@)lgH1o?beR~dMsr)(Yw7?6!y?}6ZMUb ziiB4sz<;;dFDy-Q7%I;%E2%J^|-H( zBWGnLtP{*haG2kJx6nX|1J5ysc9Q&gIiaY{3*Bbn%`o@bbBE|2N&S@cJuf_~_|`U_ z0c4{wp-!w@Ewv`Jnmi}6oAfKtRU;VGFtGSSL^VcDBG>lYEzF~-k*2>FhPP#6OdaGm z{LSBTGB0%Q|9+NDrI?0l6k+W8x8Fw3?q7R`M40~j!sz?rA8YOF%xR(TWIQlQ`e$+h z$A#1jFTCo4`7!#|<7KX_5-+cGu;0miTgO^jw$zf}EfNINob8(2;3_Zy zeknB0(_~&27pRw$#<%fuY%^Xi=0ucqPE+h#qA4o1It>9spk)zY(mH%~KEhe)nBn7& zK4N-jUwsWfd_EZH`GX`l@9{b;ccM&vQ0S?*l-6JA5-KL8W2*Gr{8b zg_9j`p9nC?#7h@pe#qpK@9{b#!`u|?XEKB5qAID`hcMCF!<$5t3yb{7N&!Tfr)7cy zRrnx@x^s(sH}4lFQ*FWX8!5F>?7XSNpp&zIl6E5|Yik4{APt?Brjah~v1x zPO+{;VKL?*KV({)jh~ma-9sGC(yoos^1Tl-0izR+*87X`LWOtgt_RcmJCw!b<0C?i zc|GIMBlpX?(}e-49C|#xPPt3&mE4At9i53&=+Z*-i7<{M7o-}a*oR{YLhe6*f3Va02cy5X zozI26ppVeuBIp=QeMld2=yZwui4%4K;H4E!hBih%oF5&K}hAY=<6`j9fx0x?>G&7 zG{ZS^Dypbs3gb)0PkP^Lt`Tl0IkG_sz3ehtL*a5Q&uIt)sS3_st9edzx?h(VM?V+b znyX!t-&4mB+yi6k)mF&{EK+ml>s^J*NY{XrRbPHvc~??oL={ikXC9{>7{ugz+xCIYVsMZ@C7p|X^m2639-a<4`7)UGnn zV<6NTyo-w6xBos`dnksK9cu~%ezb4;fEa}q-m^&__b8xsfX{sqh3Fe5*~jFVoDk|! z$z*JRDA0n)O3$$bWrj|UI8WuvMUqcO{u(QIfTHkF!7$`U{WSJjv|d{p0*XLjpwW%k z5=BK*8Yl6#_YISJ`8yxXOSCd+1H!hj#^5lgpdYoSWo_B95FkICA0<}m=}|)Q9v71b zp9mFClp!j{&p(Ia^{h*B^~PsJO}2#iO7o=aYvds`uTWq5&mQ$GNoQ7XALH5QUdg)+ z$K->EOQ`jra@%oY^{!zxMF>EXssaV2Du;DnIm@eW$+@>n%xN){9kE~fILyD!@}ihN z_OSBGa-JG2G0N;EIZOX}Uc;SHpqh*ucTkdcmvJ3}vnM&wb`YbJZ;ZG>oD_=Xo?A{7 z&?vo0X+s`71V`*c_R6|*FK>8Gv7n-af66uBV^BKw#D?RQaOn=QYm1E{16!#FR)b`` zT-ts$YTPdG%A-$5j_#a~5eG*NotH3w;d=>NiyBoZM}$9f0xfslZP2t9>YboDJ^G;V zUBsaAp%~CtmdK{PcZ|LX)K#u<{lA`>liZbA$G8i5;`w}mVUh@|O@#(pg+PK6j!ACo zw8P&Yn|zG(Z@D)o5p3Zz-S??QAw8m4i&hnDn6i6G`3Bo{B^37j%;B#8@#OWy4nGs7cllupW38b5cS zL}a3CR?2ORp1W^f{~FrfHk63xc%&wEqDRx;h6q0*qg6JPXj}v*GoFKM?6o6?xUj^x zV*J+j#d}K-3iEmlk4MP6$J`&Pa-ynzA$phSYGgxU{qv2v_dXJRm+5o-fEk>f5hC$b zbl=zF2tXt+(j4tNiTw#$W}f?0VFzgIV#dj~{tMducX$NGZ!DCp@)6eoQ4%10ETKz! zSd5Yw6rrvl&x!9vqv!2f+o9`r+7c?&Ki7uQqY&%ft*`@#pSOij@o97=o|Z4aQNR2q z>qj|_$lIkIPrNRFnEJU^>hRnd2VIp|9OoV)C?6dfF*}5Un zk_h0vjM6JjP%s>{XVe~05X7Ad($2O0?H7SBL|OFibfF%LUX4aQEN>tRMRNO)FU*g^ z#K3p9P&vkH!kXi6_4bimfw>P{EPEi&Pp= z3&!d7v<{X_2?d@;TFt7B1jSH=@*8Dazh${*dYhvTqOdT=#$_u}E*8X=D%|I4`_?VELX2~Fh$iTKyZLOovT5=u;{Nw<`5J_aWLy&k+W)W{JImDU|E z@AudggZjyp+@7O_fpwn!>~@>_Lp2oofrN6v*v_`W7;CY zGTH}H#y3RkIT#Xs!`xFZg#97Md&>P`oW!`TdI9DwaX|+`fVso@>?$A=>M2?;_6N+;12Ldd^%#0{wmC1ul6`@UYhjJ17hp?A*{*Gw$gZ zlfUhF@T>F`g>amPNsqDA2?*)|5}WPe4!6EaRyp#(fGSZBba|iV}t2W}>7Yv~oV61*0s=PhVaZ=hip{JICjV;b+qLuq5|xbd^48 z<*n;D!Y}RbTXA_8?B1?9b z=tdl%D^+f;zjmg8o=&g9z5eg|ocqnu+0+Ots3bA&y!KZ3p6j_RX}=hi5a=wQeK{9U zAEH=CaBir!p!_f9jG)(BB+=a_l_Q{0veygiith-eHQgprkK@)2qv?HT5{{1&gEUST z>d1}*Gh_Hw#juXd_&ir&Tpv6zq{|Er*8amhhIeYMVPZ*15e!1;0r;NB^IPgEM97nF z0vWzW-a*r?0==>tUZFvSp)5%>q6rJSp4lj zk->+$Fw~L`SIs(DoG^|kg*kIH=7;pbdd+h#s|lQrh_ntdd52%p{d7MDpfEJRj*FjaN+&)yTlm|VHZ&$=W0WlqgU z(-1HOni2szs8Pd1PHqwzPZe(_jFAigl+F>}b|M$?ko7y5Z@$e39aAalq29fmTYv4s zNjg*xmB=!ptWweY((UG69xNW0@sE3@_WzqN--5wr4b z1p#QQl;(@RW1J|U=zCDOVNl#>Cl}-?N-|z3wTwQi-(Tszq~%g#2u1Lm{NI$k+h@m! z+MIUE#BHP~6`-sk3M5IP8`eqa?cSlsriTES0KtB zMHP95r`(x$8wr(Hn$TYn1+vL{5|yxIRE}$4WJD=Ue?rveNx~eX%43WjJBl%L^9`bT z5;T9zyONwNI}0_~<{LzJfw2c+F800{Sl1XF9!qjO4UZK67lo55sM1QtbN#&`3Qd!y zM}V_6_EmhJ>k0jo1qMh{C=a(pBEm1ql^lOi7D;E>*XS$Q7TGnTR(v7Ey?3;!|pkIOJ6$Dul=^a`b8B4^f*q3(#hKff7)i z*HF;n4BbWY{Xr{v|6}=p>eVk_jdds{N7&(gL(X~V-e=ZJJ{XJ(%BJ(k_#dSx1MCCj& z{Qvy0ti!Q#r2)Ahim{mbf&1~tN%U_&IWTNfI18lZq9ht}!!g;q{Et2!tkWMs@5y~2 z^W_sIc}Q+8OtOz+7{$q=llN#Zbij?x(*Gb4;$b zN@U=CN}}y>VqvbP#!2XH`E75I{`sIiT)^^%4$~wZ0onoM5)5=0(|7i$>!BTX^3$^) zdF%Z`ET?@SM)u*M^DgsLjl@HT{ND87l;9uQ3AC`jFb{cHXy0Fy>tnbaDn@3Ep67{k zSX^)}ro9jeACFwtvPAr1Q1b=jwdOWmFK}Q988cwvP+`u!Sd6sFG(rEcsW3sPUhW=w z7t<)yah!&NIY~BNFDsbl+^zRYo2hjS^CJ(F&WZ19s&>t9wXuv%5h7j(^b6O&TqJsp zDS3C)0iA-eu40$w7#F|a*0ycN$=3FZ*!>s+6(Yb#=)c0t4!y)1VwhCVFsi{Qxv@;d z2}9R`iB>=L-B3yE=cdzR{&GM+Cm+1}9S2Lwu}H12qp<%e;ay7@+^3~qgT#>FeD@&mM)lQ23b`0zLv=L?NV#BY%H6>lhaBVvidpQC6W8i_a;b zghVM8DCy(^uvrk*l}0Z*XyuUN55^7pClwT54@hn?q7DuegQN<^(Mh7*!egCinmu=r z2uDwehXN0SNIXJC&u6LEA>!)!TH_@9uaf9!6z!TrY&n_RDSaEqt0ij-^`YN4K954v zq{$H=y$XMEIpJqnx4bADF%X=2Q8d3^d4;GX$B1J01qyBQxgkWd#^?0pw8I##LOU9| zT1c6y`-mh{)*{`f%YokYbstOEC{Q9}AVjv52p6bllN_~z0)OWznS+r-QibP3@1a73vqmQW^3TQdRO&glY<&pOW}xvD zAICbu_;%8-q6l;j;DAUuqH=vI$xYYK%C|Z)(oy!&XL62Q+VO~A42n<&-n}Ft zDpVa?_+~&Q`|BTvM$e@34cSNDK_cE%Fi4*K8*xCANPL9oJ*6D?osxI*&b2-W8?W1%IC*fk<%r23T33Eydvj zBl1mmhwtXbW5cVYjjQ7K5Z{J{XcuuBh|4dJtpBcJ2pu&%+7FfOJ;jLm-9#lNEo$f>9FB-)&?t zA2&)eP{DinaiK0MCBtL_bLc*WQHIaInsb+3FH{oZu~M!uz|)C1=fo+%%B`m<%Ki89 zGDnSaacE~JN~dMgb`ikXK1!4_4UtboiIha;RcT$;9x6r5%C~g{7)Y-*RPqSbPNs-J zfv)8~p`Y_*wkQIif<>l%ly7iyca&NeUy~20Z#El;XJ#~UVQ|084?^njxFRpSa`M0A zklab=%T%Cn!qYcRs`V^s_1k_!pt%sB&nhOW+|V+bLr=GDX$U9+&`Mn`M!izfO(J4Y zz^R}xCNhHvMTC4uSBSDLuJ}c1dYH^xh1}$}ecD(f=!1tfO ztoNFdm;UJ&T@W!vr1;&E$FZw8rR+8-ii~_i3^8jC3EzKTABI7k?`+&bk|*c=BquQG zh$ai`i*Mw_@PV@n4l8^UiBg0{n5bkNaBjVi)Dq$K#;k?0E_9%Y8$go~US*|d@8`3l z_4rzs+Nl0-B{(5Ty2`yH^f4D-Q$G)Lc(if=dhv+Tg@Uh2uUh8`wo5rLv{i$O zK5KI=(dF`8RAUv_#n|S*&;Bw0zDTPwc>+jnsBefzHS?bfg zu0&4$><}0&{HsJ!#At#-Yv z^xX)$2kw239l~w>SM`%CO4~%*YFjenr2e9|Gz8iK0?;oI@{Na~a=`nK#iSWZJE(*3 ztaw_yzS3w&_<%FO^EB;5;2m5Ey< z9kG3F1py{0leY;6K$YI}>u+J4j3&C3p0DMtJtz{k>_`Y)Ewooe2dEc6ktcX+`Ub)< z2SwOlV5Ee8rJPB98jdK4ZxqkydmhfagZIt`c}^(Hq?*W-wA`2R`pCON)Q(255E;Xy zznGIwwVx$^Pqu9cG#3I;RI0Hg>6%bCtDqbp+Q7sRNJ0SbbU#ussSNv2bnP{{@F-FE zUAu$|v$$gmB~cRp=!a3BEh1eoOvY*K{92!qNUTlQ%h&Zw%#-eTAXMn$neOME{6grn z_~t9kW<1i1Z@xy0_}7T9LlH<`qqRpQ=dO&Gul6<(3u_FHYE@d|Q=_ArU*592TMo2-=i1OHHuqgI~M1yL+FXrJyx{Z+>bL9&8&1h>xx$xfY zw_Dcz<&0dApOXBSDk!eGN0au8z;(Atm)fn?#lWlLNB>U8SDmFERd*!w*_W43nkU0HD1*=FqJB&!xH4$bIU^7`o1g@IEoR z5}}qRYJ5zKoV-AyJ~6V8KN*9CpLaQ}&Pw;gN`=twF%;ocL$oJG)tS;ZKNAO0742&< zmX>nb(Q_(UlDAWHZ&q?%TP}N%INvfRKX@=Q&q^BZozb$I4q&x|76 zaWrF`^tdTVhBYn9vn>GFv*6M zZm+_tM+Q1f@1g4!G;f5xji;XT|W!hrC>gcdq50XXOk5MZnsFB4Nvph5+B| zyTwRI{z(KQ<(?85bB^Q-Q&Ac(w!6sj?Z#)^6ro^E6O;o!m3dk@ydrP9tB~3VnwoM2 zCAFV_=7!tzb(CXibu`tpq+QSU8v;#*0ABKAMR}|=nf`ScGZMX`f`X%?DT?&jZCM%t zXu`%z)O;yX1#G-rT3$OCV-ANQk;xN|0$Z^h|0 zM~gzvcRV#p*M=foz4K7^BIMbIKE7`sDD^T93O*H#3@CAZ@wb#?iSo2W7Txt=K1gW0%e40e$L7AIGf9+p~u>|_crNoK#wDYR-yng+yeSOU}T%BQ(d+pgh#G3#V z^7*P^5+@DveELGp%88ptdvMCCL>Tw0qcM4uHyjh5O})kPR}=K2<0Z}@!V%}O!7E2s zCkj&|={4#Qnr4mEq$Kpe=o5SgF`}ApxhH%M#%MSYkmiMG=D7UthGb`fsqcn$!|bHO z_oSgx&2~*+`Smxsz~Kf5vm_zEt2#`i1s^4y*P8aVTH_=g&dLJ{Z}01G#1mt7im5n; z>bTKeg8|u`c{Og%{G6M+pr#bK*DKyxCnr{otR z8o^g`kgM;AeY16wVeThRQ`wyNXxD1}2w;4HsDN9>nzy?R9T;GB8K17UR6ev&I$b2Vwbr%3K(7;DHehV1f#tRqKWDe-AlOO%e@?$aPmqXL6!O*`)m< zfV1xgVuVn`B=poc;**#1hhpTSuR-|6X%5Cdz2%*gGDMsaMfKwYvhHkgko2h=apWJo zau~fur2K~B{Etx|+GNUM6kJyr!FH-O;uGmb)bK=^kKn{b9!ea!FrJa)ezDY1jCBnC zojPrDzeI_p3D3+kAij}5+*AF3R~wXGCpihZA5vaGeLG0>B`nDSNVM6nPtFB&o@&H; zM;v@g3BL(cqkJ3EjFViG=+*5-XGz@{r8=T4km%a?KNJI<^z+CblKXnQ@e(;GhCAL* zgj|Z(NdN5%j70m&SjLx4)(@Qz`JR^}yyq&UVA1Gg`io-u9%1(5w=E`vYoEt218p$v z#Fy0vW!$jUqx;~P4A%l7VjAb3tu_v+mczY5D=c)wum+aWX%AU7tQY4qrGC{q%3W5w zU56>$iofd{uNVEUjuP{H1@enS`nb`9wjP`xY;)c?&|15;*bWyxSzPzvdR<#FvRYLT-j%|2P|P z`THKn9Gg8iAB4CUqeP-yn$Q7a@bm?RZ8bza$C%J{UNXH-yuNtWO=>^bYM8CYJy;!W z8v!DCOVJQj^L?@Q(6-+fyZgo?fMV?W+j8zGFTc_5;z^0uCf>{B1R^r#fZfA>BP&`4 z7y&jMlXugFMu^A&^17@fO3@zO!!n(+(f6O6GHVUXxV6{Jx(_}M^BWU2IY7Lmhp!Rc zKNAinQKe)#nM7gm^kvN<&i&w`@Ej;sacIGKQcQfKQ?YU| z2sBi>i!&-h8&wK&at=aiu2N3aMU)%F_d{%OWRy+V8{gJ z-yxKJ*B4>j@XOkI+eH9+N}T6+-ZrE#Wn8kg7_A1?I;r3=!F=MCjLK5y002M$NklZxSImV1mrJ0(D6y3B=D2>#-I z^P>a00hI(f-^0lNgkSZ=1rzL$JPWqZ%Qw8qi4kzKdT2JQ4snOoc~ zIWQ6IJckKOhB_YvJLMmYkz>Rt%h*eu5qt(C$`Q!oJH%+zuP!Mwc%Vf4iXH*^@Dtbr zgVl=uX^D1?(Rbv~@HPXAJyP0#pcc))G&)xlKhePVUwC3pB8XH{Si$opY7A z%b2t(1W0^)zVOViAan?Xu@|FGU{Wxkf3D8cH=du8cMeJn@<7Cmo8>+{ z&hMP=drv>@hkB^JWX>`7T62t1f{8)JwulPmVv5Y3Sfjx0)IW}8?cE!_FqV9*I*U=| zBOg8GbLcrg8SLOy-cj((UZqi-&>oYRO$H6<w4KebbddNxzLdf5 z1=N2o_u*7a37Z3XBB;tJnhYc)e^%^WAN9jMW;7N#*>*W5v)+-=-Qt8xVP%Vtp^-Up z8TQV63pJyHXXx2hu}_o|i@mxdq3KgSB)yZz6))IOqhl!_7fSP$s!yTV&whO(8MmXC z$cWo+yLwMN0bJ^ne%LGUc$Yh)+=GU++0dCOyxp@@(jlG;h``4a4BbL7?a5u7Uu@x=c`1VBHyjgPZf=n3Km$Q zK$!=o4|O>q?9y$!qzF!q1Of37>Y3N`2udZGFA8^RiI+NoIob08_NFEY9bo-#OqAii z9|VX;_->@S`pwW}AV~z5!tpy*{Au)_KsMF2N0LUIb74U5@dxS_wMCOiUg@pN8ZX-9 zeyRD^bmO-jV@VxDR2Q3Pv0O#Ys)pW}g_tXWz(?#Tt`ym6ug0 z^zKcqk_T$1jCGP0TPx5@-km!`LP3MTd!5CGtW^xX5t?p?_EOHHx-2pEoKptn#^^BP zkw?~J?8_fK*NrmvUQdFmoNS4U`lEe>ZRm!J$eR9JgQtOlZ2e=Z**xO_$^w|&Dz5Lc zt=H+84JNe)>eUZFtvG?^>ILg&9#VD+!L;d`AC@c9MM}L$((-F zsy7K2*U0Kcg z?V8;H7br5&SeH%G{h!w)8s*U}w=FDQQ0mbHVQSS@Z()o)R^eUK_P}m3FA*9FK@~<0 zbo1c^x+?lFoH{5ha*?g`7n1SzCxjd`A-OoIcNP4+EB4V4YUDcH#ey&mUGL9^t{0ll zCuD`=X|c<$$Z}@;j?OLq$L=5Ht}mB|8$6fX%mOEna(g*c*oU^EhO|b?uU)BI;ZZPJ z2zPkSqM)nwJj=}#?nAl5z}P&ybq9o?k0g&G8?rXnA#yOqGx!=FCW1Ao5JX}IIOHC@ zLdiL;7we2JfP$j7G05+{i%r~5qVQxz>*1*Y=*p+-6z7Q9#4{v1(Z3%Jn`x-# z*|CnM_)8jfSERW8U3$f16pP1O3>OW1iEN1XSbr+vWtK+7rQEU3@zJp;>yOAUw5041 zB_!%;TLc&#&i*;$D^L`!*Y9BxYPMxP?K-%z7-vLs2LCU~HJvg|>u}D|Dg}A%4@>>N zIS(dH{xih7-1psG`ig}*iz=tmHl}BKRuUQ{_b%^Pb3MQWXP?Q39ts(=X3c&$VH$%) zoe|d}3`!7fxaE)(3-50h32!8+K8Vji!ENuuxiw_3VPv#1U~~9EFvxB*q1Yjk>;}%S zPZz;NiKy)RASur%Ee}t@MBu}E^E-ErXNa&dOTH1cfA# zc4qm=5DQ^E0?MclqFtV*!x{E8ddAfn?(H7}hr8_TTOl1S)p9ZT)UBIM`Z*?Q5F6fN z%AmiugRzmlAI`?D_IYAZed!5?2VrMmmh*6|64!>{yV$kQJ@G$X|J2ZbHQ=6xlR{9^ zJYL_~=VTN7o?BkXP%mg4e>FW0G~^NXY<6 z63R^jG;#XehYE2C^wy;8O}uO3<-y%;5{PH3n;K)r`;DNdQ5yh}#8_x8b+_Osccq$PJMB$g=DlFO@8Q}y909f^ZPau2_7oM%_ zPzWH3i>B&Vu(P)*q*fz4kiqN}b(3t(hG~)&7ZX=* zCH&&l!+*)rMYi#x`eGF#0ATJ)eXUYuJg9x*WMuRwJZFvi{K-c*Wi^;qEV+V?dNod3 zx{g`3umT>LeMs|q**%XD0ZpVm9z)9xHM{3wm6qPStB?fE@Dp<9!Tti%JtFQ)mfW|& z-}wncrG4(I9Kf$XR1c_}J>>D3xfb7ayC)-lH<}`5Q_Px3kZgbGYzclvei)XoC^V#& z^pD*_nmw1p85O!Y&7ntT`&&7}FJP{zZIvFnl>T>%e^B@HABta8i7vG_4j>y6?`g+m zuJ?u8V&yTIH+Us7iE;87CG_sYad2-@=umGD^ zCft~(>ZCiS_qV2H_aR~GH#YrmRfoE)a@X&|6ye{uT(i|8v!RVAMP+#bn}C!Bh%k@u zOOz&eq-e=-m$XyL@7`xt#-34#QZoeXX`nC}Nx-a)*g^@PB3N{(N;A4S{vlwNbJm?D z0L3UnV9116?W7b@$}QB5?RvqYFK9)$$K-C88Ug91zVLGv<7~|v!HNPPiEeoto7d;G zr=`hW6}UgBj@>~t1p4mp1Lg-P^HkJ!KEljWP>wKR__Q$&EuyRW4%hbh7x-SsI&HFb zQ|i9`e6G33^Lx+9dXJhA0e_Bp#C?L-wbses(vzert9seex*i_BJvr=j{friN%~sMf z+TI`GO)$D1d{oA);K78h40P#=_#?ov`}AipKU$k28V2d|k`4+36V}d`Si?=ICynC? z;xz~jbhE0!s$fJR_xalK_H##+@oV|_pMOc>YhRjRuFYCDrBEY>*n(K!g$i)!DZOOG z;s-zBIr+fs%=Cff*K&^OBdP=?+Ey}2XLO*`laB{51w8$z7|2!%4R) zcE~Tai3UMC#}yPu4ytFQ6=No&k4M9T+;CT5Fzb_Wpe*yS!4*o`L1+y}K&eAo%%>?W zAqRmY)+24wBdu2+%%q;5uJ-+hc(C0>mu2v?TxrqQZ`B}o{h0Mtwz93V`U z%zi0wJi?4D4!16N@F2(L>bh5^HYQ7+kkAdLzsV>@-7)e% z)1}VLqPeznq-EAic(_5?#zTz8oks%%Nu2Gaj}xkY2JX5tA3;5k-pHDI z4SeX{t`?1wH zwn3ZnrIO>D>ga6zx&sq=ZhF_ptSP8gUTpqNi@+@j#eidFu5e#=HDLVt=)^hoGVn2H zKk-hlIk2w(o_qU+>o3E&Aks-)lhr?77|YIRD|&!nyAgA5ELI6NZ(2$(hWV#k2s;KV zL6bWgKQ+h6OYVDK_`P%N4tZrrMOhR znA5EkHVkhfYB?>n_heV03QA>xgmFH5A&pI)LeKfn-bZ^DtUt(?i1$WTTKkDc;_UjGETVq1$8)Ol-#;w>eDnQ4Q0k=_@cTO zy5;f13+`9~ZxTUlT?m+~G)J$=*aeV6V@Hy*H|9e{#Qpf0hsK9)&OqgPgI{k;(PkHG zBJK=M{2j5tM0c6QkvGHrj5~9Qg@f@*OBUW})zK%SdIqVO-nTNU zNXXEOtbow%c^pLDS5Ar25fHy@zQz4(E!cm?W?S+TWsG3g_f`9M5zG zYqNu-OXURL;h4u;p#X76#SoAZ2Rcuh4(-=L3^*NsJVt)1p3kQF7RV!hS8~TLfj-~z z3a2#~0ZQu;&4F0?IPE<&km|rfqMB{EJ{Z06*Anjx1h6h$2mW$4jjvr{`E|d8`bnG^ z(dSMw1)t~F(E)ch|Hs%&6y4UgbGFm(`8ln<;ml4$Gr-$?uPxz}lmIvKCxOm5sP<(F zlL^pK;4<{orxZROip6Ej7rh0ZQK-#_9Wrk3N@B+|J(GB$bKvF1_H-6~lp%k+;?NSe z3bFs30w~Ep&BNDmnVm&UY#fv|Z@KKhG3>O!h*lQhpZ49E+`4PWUzx$B_wC4@yNe5! zYWQX7ui2_}+{Ef_adV8{mCb}3@tOO@0Q*s!XK9SDS;m}VBB`*){ckpTYMehJz96%k zlG;QDQdNuAckL=es%l~gfjTK@UoNMilP=krr?7~=v#Qc+cZ?nl=3S-v=BC&Q z!tH#~I)3?hVjxSH&x2r=x#wzm_!*Z(#QMJ+EP~>KK6w}V{h{zK5yEB;ydl_Si3}bu z3%n~j(HR!;Zj+ET6*#62n8=J#n-%wtF@Y@66aP$^bQrt97kSoozm>fnaB452E^U6O z&E{bs_jlpdnmv1Nk2hB3Z^HO7Zb7odmq;>Z8)6MG>YXg{Agz%rA3+t>ZZSWVzQXZs zPA5jTrI|a1<<}9>OX1%XpnX=YVOf^*33r(;BW&|a*`v?{H@~$w!?8?ndBpgMI1l?G z#nNL&!Ko%v6Q?QW96g^W-AJ&|A%We##T+NS2xRHfnox=;V6^iJSC~Qn^w^uuX-8rt zgc$vJ&E{8{029F8c_qw}Fs_zfB(m1~$tuv3V7}&0ksbLD6eWM#r@Mb)t%(8>;6jSe%goBFfblsITOv`T zWkm?lGd96=f@Py~I{DDJtbLucL)LgJ=fbI^)@;Ila;|V_^dom+8;P(kbUzy4SmYUB z^#W9Wffuy%pROzEu-r^;)PlRxh-dgqF#XsYZ~+)U?4&k+T}$w7U~LH6uM_}=21r)& z*iV-b1&(+xHxUOU{&Q}bH_ZebSGhYb44ENK2YU_F^a>t@*BXu73TXozA+T~4=wu12 zi7gic$jU$E_o_?7b23wlgpJc#70rl4g-8 z4=o~cM7AxNnhqQV{VKV_8urNa?V_TZMSk#R9q^2ae#tYLDZ z3>TF0E&lNrkK8y|?|x0+HE5PGfDu4hmYpTk`Xjtyqa7C08yGe=hl9E9|FXXkIthQw z_{LUM1nAluGB6B<(h(I;my*O4Hg5eOe=2{a`LgLWekl3v@Qfw1HL)^|=<}l8-FyD0 z9+AHio~vB+8Y8ovN;xW!Hy2c@?KeGUSGNadsy{)*CzrGaA19|>oi|hkf0Mku#Y10B zWWz_75BR|b4DE$d%7jv*m0fFeO!>OR-Ikc{Pb-b>U&)>imMhEH?M80He!=3ql;)WI zOL)IY7@Dl|8-jrT2FoZT136mK-~hL|E$_qqd6N6O!>nPyei1}Eajkh2WCyw|eOyAb z6{tT-quvL|3lW{7$ltOZ*S!&Lw;a!)(M9CM3k^5lb7Q%Sb%|g>8K~5D zmUS7xq7-mv6Fb8hmXtMQga=RIBF&+Z?)PNy_u8j)BO|TuV=sLCk=NeUn0pJ0j*#wJ zN3LT0fs+Ul_aI)7HQS9Vbcr;;%2Qqm?tKi)4&{K%0^B3OY~RWCZ!et^ zy}@8j2eXJW1^+a$xwg12%S~lBc_R=X&)l7pW7gxc)~3&0y(Y@?h%er+EoA!KS?@Cu z@N$sM{1lZ8XW4$fYh*#OC}}EZ@q|`Q$MSl(J;M$Ejb5P`>h9vpx^%{jR$@q5IFAGP zxqsXrG*$fe_4kWcj0B$+nFRIAknGf8)D6dIL>h&JF`{nsLkCt*dG=LaUEYMJz+gADgU**q{Lf>YDH>8{+{@38#C#n!6!cQO95|k!*9t|6fVf6 z*&v~jsDRne8nw9m1s9=W9nI1|2d?WJ{yli|8F0AULUoQqj|ObW?RNYB|jNxE5yhel4m5Id~2Bemz|%zuZ*mls{UqK}9sw?l~) zotXklLH;wf){Jl~yU=nl6+etOdBRK$K{6W$@>EN0CvWR=8e&M(W`a*n*t2KE5e zU1wR|>ptm%Tl~0eI$7_me2~wk-d)@;r^^&mjxEX^T87zgS9# zV$~LVau=zGyrcThH|fdm`ofI$$$Y2V>ZrasJt-gtq>MR$!k+f?Q5mV#;{EgwK^Xt zURlFn{>1uZsyfvzXy`>}TVi(v0N=IvLv5X2`kfm2^3#&%pJ!+H~|5>_fS2ts@;0p2P8y1|APdun;gc(7yu z=CjX4+&p*oz}?7C7^30#$MU7;H2&fw^>ls|Y^WyYxvGc|B7j&~RTs+dH@y{g70Bp~@2Bf6@+STM zoMrGWy?7&u*&j$n^zOV#Yn3}wYb0?7Be`53UdO00@;t(ETpLbwBd6L9%)gzER+q(uPa6LbDH+7BX)&a?Bg;HpnwVtF|ji(^W#u4CL`yEi9|%s%yk$ zG8FkN-&Z^$3y6(PPzW}>D}Cv4yHsH2;CVR9Rpe0G^7}};i1i#-{#`$S{sku)HvN4R zbP)?0t1V-lwm4+QdBu_(aYKxR6*4BB zHln9YqVrACG=Ww2S%Y~)eO=;9Rk1xaYYUaEBGaYER%yh`Q{R0Nd(s%U`L@95J?~Sb zGJ#9QzcJ=N|KopJ*B_){4@qlQAjQzIKcx#B(`8`O3X%Js0=K2a@?*ibmv-&mFV+Sa zD5YnFY;CUJvMGXHM)Ifb<(8EqmhLp{Vg1u z_!Ax)vY>SaD%6psn{VOAFD@8>!$w~>w}B(*qi1f?MvMO3_VVG`H*Y$pY0jGBt$22# z>&BOUA{K?AVr`*NvWeBLdPRr7MLEmE!L%w(lT#z`GomIYgro?X3iN;H5p?oZ#c61C zx0Yd?U8(2w!R7XTfAO%wxY~;ABq7j-zIQs^H9&Zsu-%E@br%n8tCj{p_c(G`PuJek zHSxgRSaXZZPk3|buaG(8I@{`R!l7HLYYU&B`J|bp^+rx&dy$rpu-D zrx-uUXZBiVZYTeyx!32an#26f^$fcUy>CkV6-By%-GA3tt&X@3qt^kePCDyd2uAI6 zW<43i`{AM3?s+-unL+;gnM^s+1j3D_7f8Vl>kD2~O#}ff*UABbTDg z#%MG+kZZ(aVZ}>DaQkHW4)i!EZ;M@MGY>OedA(cyn`HUt)sELojhqJ1O^h5HRz=!N zk7z2uKwx0F59}zajOpw0!%swc#>Gc8nK|OZ3%0dP9L)yo7QxpIHFn>CFe`)XUK+D! zkP-JB%hNT^c2*;EPLAtm1RSdgu$=^Zt6Pj#nObnj)~=DwJ!3c z7*4AS;wWA853+nP1K|JsXoD-i-j)3?I~w<`Fzpt z0_C*Y&{ONm-W-D<#Nf_(D z9V8Hv`30o^gh`E9M#pIQ>=S;G2%UzKFS405I^NRq`JicbOmG9;ai?^)N z{lFgZ7{q#ARNpiEU1eK~mok-U+G}VoJN71|D^Ya_Z0%)i-IJXzux!%GH0#!gE3V&K z(J3>C@V}pY4npWcMh~Q;=L&bqj~5PZe72fI+U*)v^`6NR5yQ5& zw!(L1?n(CjZiy-3$@q7-X;xn&$DE5Em#SJEvuwhE)1iZMA!j1xp00)0^Onz1*Qz%4{vOT1(by$=0tP7D6= zz*&-CVv)rLc|W@xdc9C@h>P~Nsewkbv<2Sci`2CsEUA1QeYiB{WhV!-12MHzo4;_F zwq|R{_|Nn6r}Q|GVQZrGt{k$!{e{b=%zB`9M&Fw&IsTt-Kl9iaVp1Oqe#ob4%9!ud zi6f8IG3a84A~?3F2HaWk<*@y6S{*4C1Jp7uN5$E89o!IG)~lBZZcly~nH%{sb2qpW zeffL3)odbh-)xKLFZ}TA{tG;nu>=sDxf~ZqW!ia!L8e1V`Qq^svPlKh(xUB;o6}IhZPgCq7c7vXixOlz_!Mw-JOm3=? zvID6~IT0qmRW}}WZ*JGx#@nOm<@1z4kNTE-jcyhvicsT#IV68R@4-kM)!0`qDHo;i zgQ&DrYz`&04-94|1QN?F!e%iVE$xhJ^(8M}^2=@)|HjGG>f5nZq%4PQr)&e-b`sco zdVAdF;l{Itf-umLqnZDkOCm2x} z*)ILM)Bryc8CWTldpjmJC=x=FcjI5F2h*T*F^0i>*-tLVF z!*u1{j&IIGeuAsq3Tq9{<25;RrJmD%FBbsaX6aMDI;Zir@!9kLbLRLjSw$p7>g#rc zRz%vmm_kw7dsU@u$<487Jb!sNYs1s(a$3fqJp18guhDdqb%H)q(rD(m6PO}woa3}% zKTl;rXC9dC$JA8InPM2;6xHQHV}Y{KZKzloFAxwVzo+3{Frs2E?nd(}B|2J`@3P;fjEk$G);?T?68H2adnnDWM zAl`Wb`yG81$EwMdxmL_Y)HD*1#K`Sr@&4V2+x5N|JKa_J!hWf0GV{G#Kl+;KW37c` zgO4o@c$Z-}VP#yM2)sec6zr%rbA12v>|Dm&@fIO1K_Je16*5bY6s`eC94161GL+?| zG5K)a45!M88xC@Db{WY%S6t_^xm~Y3f){cwaqIlwS3Wb}(PYLsgtP8H;0-B{4N%9H zn%%6O6prLLf6rM+5jLDY!{7Nui_A;s8|s^}?fvLw<5pMOk8O3d5HQq{lzeyWp+vD5<2q;+67#EdAXF*JJty8Z>IS@`}A(-*6AmlU5vvJlOFIZ?9!WtFPqi%U5oZl zx~`(z4_`FzS;QN03g!Rj{tId#o9V7(O?zi^xH9g8IPlcAoXGs4kY9B)H}D@1C2v!Z>Jen)+~OopxjPYxCScPy$))u$dVHN)e{yvf@m; zas{W;m$#P=Y*ctWA@z^V_i=HOIcM5#Ej*h>QO_~U68j~ET*ry$o0t8fxm@x-EN+X5 zipA^UQ{sQe;D}`Y79c5Jpp`>)04TvaX6U*s#_nVi_B8k_XVOS~u=*D?9;anV`%bN? zjD8NM_GbNWxATSmvrhQ{BF|T=1Uz=f6x{}n{?Bx7J^Unw_DljrF*cMM`RFopapb1ztYM0xZ`BkaNj%wvXHzgZ{Qo&VOp7IRI%$MZ$6@Mq(=9-@+r8g&$3vu zg|@&$U8DoALjEtZy7f5P#y?!5#;O-D5~}z81P7{AP4+ev@Y}sh*o*)h(r5T)#nhK5 z8~=Y{t;ns|C-RXvPFw`EdY-*S`@Zs0a%7ndD3C&oy5^F=lh{(1V8zu+c?!V01r17C zK4aRcxr7ziBOB$+#uIKm%B~ELn3RDCtnT1OTq{@H!u9Mfb(-0M7-FATYRVNG4rJq^ zAKDY6%-rsI*s}|G44}PDz=fh#K)wh(4WgZIO%sL*ybZ+C9Fj%cFN=h@Uf0#Vy~$dw zDDNUZ#hb5fH75SEvQ7f+PHA|$KuSrQ^2*oYiLm7#XDodPaeni*m!y@W9w#GK7%)yM z$jxCnouf{SvBC;lR;*|~z>?*AUXly@+H!UTteX@u!)A~JzjcRFk3~24_4tiq*1O@5 zLPi27PHql17f&Gn(0oL=G>P#^vyJz^mOP*L|M^C471Fb@oX|7#ar~(q1b>z1cirv% zI#_bJ2-4C(>SyY3sgclc;W)}$8novwZ$4QqcSxfK8s zxwF-`@2|BV-Wa>Ft0e1XaQHX(Jw_;iK?f0rUZD(`jV$KpQw-h2m3CTmy<2trGxugC zjavIshHDG~7kPz3*YOZ6c7~E^zCcG}hx%#D^C z1N&~$xI%H5l)?O?@3mgUQ^x79&#h-x6TiozBo8p$7 zgG!~IAp=cyNI;xcMm2>&c7JIdhUrjjfth}=3H=z~z8`O}S_olLsZlL!w4Z<7W*KF* z8ytQ7Guv)f3tNDajMkRKldb}dR)*@-hU}TTvl7WAg&a(uJJ#kkS&!}?x zo&(c*@0*8m#vf3vZk9Xq;T}ExM4}wjLAW3o>N3iW&$z4FeAlpAnNjhh+$WgC*U~$QjkA+pu5+oevx-1Ymj|f~ zZj3vPZn{#4^6%R>Sh`OBVfM!F{!4Y{b>&kY?i#($!)M( zvYd$2-lK-vea<&ovrGFHjJiegF6iyEB=Dv-q>zoiRn(gW5BYML%e5YPD_20t#$6oM+C?;WRjS`TlBR)2LU7nTrlz(JCyn6=3IOE7%1= zT6a7&gork%o4vyrp9BYU#(N8tJNEdWkk{>l@48X&jvLjEqLG{lTbT`KXSgW&?bxND z>drqnMhn7yk1qv)>>SpLQG^5}q%S6FzklB|tIr9C9tPl1KSMdUHTAF9Oy}Gl;YOUN z^-dE1xha~(qU6=<7+$*P^S=RPj1D<$cHqu3KYA6A>(tS#E>0~93B%IZ+n#DwXsor$ zXEZ7+Wu0D3q&Ks^pR076rZ=%|dK>BU42{aFTM!df^EF1Kb`2!7Whc61D(O4BUCaoz z)wbQbo&9_XxM=VnyIbYpiQ}v3S@^|MO7`3{UOO%k;JMbsWm$g9=w*yp=zQrJ?<`;tb{siQ{XFkgq^(H+#&i2=;`ULh5KF>sLg!@;734yXF+5A z(5+{y(RhDw-{+r|guC_fly}~muKo3xI%(b|1I@{|%RGd`OrjYq1Ub?BUi!Tb^8EaV zpxPmQflTdW`7=Zofe9~1uH#MTs;YL?`advNK#Ho9eX={2i$<=^JSxcR(QnIcdpDLy zh9Znl@N?X3r0cH3`*1C$Gb^5=cR$ZD)3~W7BG1rvNKwzBWwRmW>FRc4Vwt&{k<=um z!6gOvD%EPD)zpAu&9xtV84ilX)#i7X$UHh(2cz9{Yfp0uV}+1PiD_dqOr@`r=-PV_ZmcQf)(`n{TUAR($TuAoQofFUlD!z@ z9OxJxt`2-1q;myfoyzYUAh^E0Axwr$Kh9=4AGrGhrG9+*^CYY!-(=46$P6MnZ}5MY z2#)G&6kFBM7j0LmGw||2xE;&FyH)riHRH0~xwPzumd=5NvXft1&V>GQmiZu19zzsw z3X$1}y%!pi9pJZi3Of?3rj9o=tU(KRn} zcK_B{*I8^7H;0BwRDPU88(L)}|92ERWf7lyfBAhN$!D`h(h!!j z;XHPp3g?=FtD!F`O`l#V(E!bzDEF+S!`rZVRQz!rteC&s8q4cQJQK&Q?<`nS1>Oyo zvVE%J4=e@M4<+z~rB#1CoKrH0!@^vWBL9q!yK;{39*Nzd#IbdNPi~m+VSFQ;$;EbM z+Ud}acJ0ElgKq6TZ^$vX;2Z1vb=qFZ@>}E_fXeyB-7))&JZ}A$ z+!}TESE(MHWJB7M0qNY)^t@a;YK)*g_rNHjLF->?M$lf+5$9RxbQgX@WK*FSU!>k- z=Nk^!_=BA~yWz{dVP*FpZ=K8!GS;gPjOV6bFOJ?{uJ%R%-WSdLm;J;y-GUFOfsXeP zfyozlbD}bk%1PyR*^paa)WUfUzOAsAIjQAmU;`lYNvDt0_%wYk$G7wl{|OwXDIa7U zRhWSC!oWaLy}KjYD5j}QdZ(#KBeEK)z!x9%;k(=UdCN6VUDs{1(fiO|9`Or9Bg~ur ztp}0&i(gkM$6KXwpB9e&NNm@6KM~IMnr-AgIG6wf)Q1I1vud)|51}4g*UiHXVZ3ku zq#TyJ_TCnPIm_Ut{LM#%@!JnW$47ZG&q!7l23!~rkGCGO=4Z6Xu+Wk5!1$3jK43RG z<@lgk!pIEG6KGx@G4KErvC+ziZQboOn@ggmg2MrN>dBm1=Ao7&w+E zq7~&WQB`b~Pqm7oq|q+Hu0kNa^PW6+@0zs%g;PgdIKl?yv7%B24^Dsu%R?Z0vySX$ zEgblS6?v7~!DEHbCytxz|yNM*|G+Jlr7%*)kFVj`iCd$*bm8E zS^oH(UKYFe`|qf4N?Vd?tC2LtYnU{Nm4D*qT*ZYs6$>2}o*@x0wWRzH%hGrG9$kri)?%F9tf>3JH+GFi zcz{x^bl^2Z%NhNXorTi#g|sg4qKwepbVTEq5F{=Y3VO&Igs?szd_H%$s&A0S3Qq`Q-YTYDO z6d_GQJCK*5HgrYEZ`S@Hh)qyyBjD+!Izta3w|*HWmXCMdr1Yy59}t>8VhrTCOr&P? z^0Xd{C#!1>;^?;M#-|=fqUNYYl4R*hB|}V4{W7U2j)j=KZ7bs^?k`}`StFEncr^U- zcnbg}Oq6`P+1BiG0-=rJQEAPDQ=*YkREvEz$c-Fh9+EdJ58rsdG#Jx@N!c8X>>nns zwewZ#Di8Rsv1Z`mem|uiD?cxO0vF^tkOlUSv%55ZdodSu5}x`2_En@$vv2BQJ<2^K z5Z0F0e;&U-z=P{1U2eCT1~jSmI#N9xjfs#z9o(S*wK(%<gjnxItsQtF zRu*DyazAdcA-h^zPubRbg7L(h-bCssnFS&i_Wt3{PC8RS5n!v8%2g; zJfH{F#WbyH$6bKM%?F*oNbR(YDPyg)E^$Aw)4#|aNzw3?L}E2kCP;( z?`zaqlfw*k!ZLCn%@_7CtZXo+tOYBjG1ogROK&f!zQ=^)%L_tyNq5BOqxvKHhJmk| z(I$CIv2ZT?4=;8!bnW=#qM}ZvRKVxzNcN*_f51X z;2g3O=@7Ga93P9JhIjNVqWD*^FfguZ6{_q*lKQKUKa}`|uh}@*!QMyKE`491sQ0dR zw+X0b={hVk-7_dpK_++j-v0dM0XHNh{w3DiN}~z*`+|Sh{(QR;hm$s(X+OVP&B!MU zG|&d;POtjSH@Xm?TA6-7g|H>$Ev0vW0k6qMuKMtiY*#wWIlC3iZh?^{CBmg5D`g+??}R z6*x7I+EP?mhYWRbPe>E@!BzO!zWipb5saJPh=kxeKpOJqA)2*iDgSryPYK1G5n^^7 zTF;Hv((n8q`P2gvbA{@=J?eKS-O2&{&C%@5?%f5mE{3UL*Vf-HE z88-H@Bh48`e;(wH<;~$6Jg2#ZM67fKlVH)#bYpaZ#9ayqSqk-E2 z1wPvJvI`#W>~u*4cqGG3(I{K{b}?ZEbx3@gUSmqZFrSLyc4{xTBqq+~B&g0yk+JGU z+VPixK0pG=jm78*)qY zf!#Hxfk4LkhEDtuG;G4xwIh7 z8jDQmXGt|3-c~spVpYGRNCV_!x-r(W(O<0!!b?^6!%ngl>)tXQbaR)1BvxS0I<~4n zDl^5(CMB2LQUjP0GI$v~!uLGfK~=UJrX-R{PE0oKT;BC`Rk6HvJ(?Z|yz*;r=GIz3 zN0V1rY>G!`rvYR1`{f{RhdUrR?K&e%`8sKOv*^?^=fUxFcqVTlV#JvHOZ81Pp&w2F z-E6XiQTy0h2uLYI9E3D>+wHAT?)C?=xxVsScnz)=9?hb2SGbXfae?#s2CG?aqBGvIU(cWh}XPJQv=uHisZ|A{yRcXbKqJP;VTl}2O-+gz9 zUvj(Af`0u=3t+}ynw8kZ?a%Bc*5OEtG5%W#3GeAe?Wm7DYkG?Tw=PoC?HcMDX&e$s z+*JBUq~l}@FW@J?%umRhoV!yJxjSdysI}MeT7M|>dOP0J{l6~ET?wqyF$K5a`J-&s z8H!0RsS%{Wxr@GJH`>;#a@@Qm7qO+srAOU*n=bxfN=3ja+W!*qxsPaja?0zNVx!}A zt?1)V>hH%0xLY3Q)4j~0xN*+0_Tl@>By@6j$1GP+n%P@l8Qa#2l;LzwChG?X<6~36 zAbVFR)w$6BXnhRqHdHzH9Kv;z6YZKvOy)gb03mHH?kuHHD>5MrD8J7!=02R0TiYlm zqn7V*Wvl|9pgZaZ>A5eSRN;7!a^0w%(QHk~Vj;HVnvO4T zkHS01Yn3MlyMize2GUrYFa}TN-=am##C}A<6YKZ#at-c(@NtiM+&i~Euk%d1jY+#fFcfOdT;_14I!6!|wY(Nm~ugk4D~XP3UG za7@|(`0o5yG?gh$hRI|=h7Q+q&%C|3|IspY)_pRup2?Y#@77W@yG}>>WkKj(lP#iZ})z)Ef0A z^O>x~$xkz4<-7-L8q7IaDcb9bUVlK^jnJ7ug^pPT4xx6!o_NnM5n+0 zb5?*XomYV($`b*)Oa$0H5<<<_N0*egeVoriGX+T-K7o>}>NqA>t>>szrB0>hh#J#y z$B7JY95ygB1bVQ5nUa*d`D)sLyni_3!fm zTrEI!`ukSH6zde7d(T!80fQ`U-;oQ^gR|UDZWPa;iG_F+ zelD9}uT~GGbAS3Gei(49F6XsDYs+idN&CSwk#ZKuv+qZTNQ@$@1R7Exs2LiiP&OE+ zft-Yf@cjCl5lCd9R1XiMPu))B2Q1#)qbD76$S!`+b$u0Jeo*M4_BbZ`A!w9_L;~UR zRYElyv(tr!+5Uab)MC6@c;jJAv$h)6Y3GGx+6ygdDJCcAXoC0s({^f%UJdVeGM05K!k45Eq+%qe6>`diUX@JTX>xqIf=kOM zwCi2q^-dTSjLj;WmoYb*nNna>ach6^pPbOToKfiyp*sv(W@=nHWHQXFjSm;GC3U}5 zpzhMX0ikl|nuY)oH^u>e5;4vCh(pk9;F5t{ISu42+_%sH@~2|*5KlrgVbxT+Xc2Mg zAJ#ZSy0Yeiqtn(UDSq=&KkC`k$to|rR9vk2w>@Z{aBIJH^}+Fptwo)hk9ztp6NPv{ z5z#jQxmuRijG6RI5xwUU;om|ymDti~4^~W%^7D$~87WTPM>D}?BGuc6rweb`3*}=ZQ|A8Vamt40*Z+p||{#)T07gWe;{>6*A(BKLS!}15K;UJ8A z+CE%~QpyeKZ-XE8jr8DBkX2ZK&q2maESYuT_smx^T!yDf*RRwp39;a>_7sqPtJr#E zA${`;!F?RlCVkM$7xjqoYk@P7dD zKn}kro-1z-zC%&?&J(?bD-S-Im2Xhid$u@6t6|bbr|>#DEsXJl2KeQ+7ssMv#z`9u z%MnCBhUd&|XTCc8MZeD=Z4kyd{)m9L&XfIm`%%p}5-`WDuHex2tG^U}XOh&7BbtrC zd{_*5b_~d|u=x#;ch|~SGWTc930AG-yVI{XjA3>!3}+H4EOfUBV(mk;4Sr@-R>@Fr{ryNscDWlfE>uaqRlN!6vA#h23u}@ zKs<}3Js>Ea_LtnmL$^yAl;2UZNOBvY&~T%Ds&g(|H6rMvqfFJcSKa# zsImjZ=(2ceCWnpXFd6@>D-l;#h-~^ms57_UD(mI)!Ek7!D6hM-A}{)K+d;;hT}eYX zTb#81{LlQs8u{^t3Jq#wkfkz?yGwGl6>>%ecQ+c1`y!g`^8yrXP{uZ9@BP|%b~qi~ za$iMGR1x1t6#w>}wdW=3jz3qq&%X7=Shs;=OqL*+NStxzvVsxKK8v-Y+a>bVN*AZx z{6*xXw0iZ%K@JGLZBcvB_Sy_#Ht(BW%7bvu?^Ca^OoN#csfmU^2 z8Kd2Le~@<*g>uK|jXC}>zb%KyZWuPh-v{@^jNjbv0QwIoZK1q{&K2RFdC$q~tWy67 z@Qu3k{P=l2d5DkLKleIu>iEsia*sLZhq=G)5x@LHg`s`8vXQj4h0-plbNbKldv2db4Xg|WZ9}{%&6<<+1zwb#`}Ki+$aj6!rKT4u?{CN z*>x6Ylelj>a|0+>tuRK45*&EHo@Dm~W!kjP3Jq^cSnK@nEZ;H!gbo;d zF3>0=u-zYC!lJ{q*?#luZ-iMx45^J-)HvCgpPpX3B2Z=oz7emd{dNl~B?sRB{Uq(t zU)03gg&O(byZqdQp4$&FNtWGQ4m*pIn8|Rtq?>qNZzKaFD{E!aJmWk2OP5U%0S3+0 zm6{w|-E+DV>osd~J^ia&XVh^RCpX(TYkG?D=N_SS{bp)ZsoZTS>;7?j#+)nB2q+XW zOeUQq<<_LXnll1J#9PsoIJ!Bg!!V#*njrTWcO4~CpUu+dPH`ki@*ca#x>rKqL=KZe z(phpFku&p(n=%q@T&QIJKKESgg+dSoxuwg=Kf;*ZcS@T+n`X`5g%(e}gQF1AZ9OY< z2wNmDl$0We?H3qOPzv2Dp6F46=kEn)1xK#zu>= zk9h=fp<*sn95v8!`Om<}2zR_;C3be;F>%Lzd(MEMd$95zf+f@l*I z$Rl2rHc?6I%`*z;HHFd}+FUn6k2#FXOo0Nqrt{^^ z|J6M8fWE05M;^BtsB6Q*x8|fHQj#M#m>d1~e;J|Y49e0rETa;Ul;{bMIXIw1h7KIV zBo1sp7H3TR+}`>ilhZF>aCTav)BL=<7+2iBonym}GqvHo9lrmj_?zd9!v(rnj9KI@ zChb*}?BGzg6S0odVJU*aZ}^K@GhUwOxu?s^BtjHCIV>L<9(~SI>aVS`IPF(gs-rt( zezl9}ysf+y)5qHV?vhAN`rel7`p1*2@=i(N)Yx?fYMgYRvaTxv%^U%uLYU0E6D83Uq5M4r) zNkb4K*IdJ7L%1frhWbZ2zVeFSgN_xo#U(Ksi4!*PeQ zmMgZ;$lcm-elZ5L0_~w|9JbrtCEu4Ytt*i*Rx$0Cb=TLG`4_aBD)|VIc7g~E=Gbw9 zgVxaprA)tGk|R%|go!+I4fXaoXn);kDI9Xi$7qF!$l4U<6IO^`cIAO5ICt^$bKI6< zK(WHO&lL>0j1LEjQ5+m>u1L3xyADqKNwnpDyBnd|lkuO-`)xl-{#5F>V=ebMyH2~G zC}Y8k&I#R6WdRH(;d^D5tDwff6IF(98GkCJA%IcpqCfeObKxUlBRT0vKlfyKUsk~W z>eZtu?j_b2&Q2w>IGiLZpxi2k@GggLe zFL?~b*wt2ObrJI7KJ$uS{~d&F_2-@#K>~0=*x#~8iGP#=GSPaYEkcPaX(sB<&k+g0Z0N#u+1S>yLZ#Y;m=eDRgJk&#ff z{^$h%`e9LW(+IdVy5IUJM+dho>+}^Ti~hoO#CDmW!sXrHINzKn`PXqyLb$H*c-Jl8 znAX)e*_fV|UaKNd2MCbZ7cZs`?ShX!lN=%&hwYH{JUB_#>ryEdyDaDdm{eGSBEy|X zF=>Ei)#g2cr<|x5mj~P)n{??*rqWfS$A0)Hu1m@cnNiUd5$~>uJrgOgvV}V762lKM5+TQjgN|O#uNWmr!FN z47@QSGQk}(nBV?8$;9&CPX@|qzqGH!LAhWB1Ll)2Wb^W3yezqa&X9?MrKdr`1oaS; zEGAK-KJ#lBGB{h6ck)d!0NNZWwtl;$z0F%7xt63~82zQ)>MuVMZ{>@mKeWnQjEh!E zJr@&~6AlmV4{G!4?+U1msP_Yj@_|CE*Cswz(Bj~IT+?rYy=GlDJ_PWNWg^P^gTj@u z6ghsZ@)-m7|J{KZ$2AQ5HR^wiS~!**ut)F>XH3Lc zhxfa0FTd|+{9~1tQ0o5f=fYf4srV10h=CKQDk~U1U6~KnY6BMx*+fZM*|J|s#$#D8 z`jKepUOmZ|>0@Kdu%!PZM;CgDR>JIp!kUO6H|IDMlLI#Q^MP>;<2?-YD_03ktT??b zl{P>=P1kYkamix{C8%{~;5@d^rH(@MqU=Ym_+4eA@_$zSpEWl+PiR#EU5P~?Y(Rug z_*gM)S!YC^6Kx5Df{mn$lw;9vkB>n-v8LoF&cFuX^vI$!W)??qaN=Vc}x)u z&ljKPKVP?e)q#y@1-2%cp?Oz~(f_ySriJp;|4l^c6Jkt?nm^4JXQ3{V9sr?jw0Eou zL|XIx-(S9Sy9pBvLVnzT35B@(3<)4$-m}*(^PF5$))G!V$U5H(WaII7-)~5D`JStLTsUe)B!W zv8kpyB2qVz<1&f(`Dc?oXWFux4;{8J453#3BdKKK#x<^SGRZfA+^ntxfIUaCWj}F> z`{B{K^yB1UZ7P8S&S#_;6uMs#Pz0I-0_4QFRwx|L5DJE{S1eQjP=W0|ENh;9wJVz+ds}C9mIv(}7*a|({*8Atd3kb5IbO>)ZUlaEO0+_TyCN?MUb9hs z0QnlMg9>He9+hvHWINw^q6q%-YiNf3NyF|k$dB^?<(NVORT&0AcfxGTGr@RM@;6xH zB=pNTzPOVYTejE|MTr|F@z}FMZ8$UcD2$L#zbpmTBTg`sxdI!69Z%o@ z;))x&zGyKK%kJLzb-vZ)4~FWVahCh-h9cFa`g3c+aA<`H6W*0L!Flod*Yn>S9G+hl z>Q>H!5Q+7MIGlk=RPJ%!z4yex^p=dzFtGpQ_b?>+263XQh_1xB0B0VIldeGZ%-Czj z%-}lQypmAL!i=#_3s{}91|>dDal7t7p0?b&+CP>jxZ zOS%$RBrr}QIKDH+#}Gh!q3sckeE5D@&-l&w{+p?}*TTC2Jw5L~@8u!;_j-wH5x=u1&5{-Yv~H)(ZIn3prSGomK~Ck8zjJ$h_ipF|I}ltO2|2 z6zs9@_yP$eKxY=m%0V>c{Mygg^37OJXhTB{KP5Qys?y9Hpx2kS`45YR65PTgb~iAoTQ$pGG4Az(J4d; z=~I##Fr$uV+p!Y$Ynhrp_%tI_^>HPGc1)jM%s5F-XmYbwN8Fs4IDy_SZ6vHqs7}2N zF}Sl70`?Z8 zC;~=_=i?CvWTm|SvEHID9#Mp<+oK9E8Q?IvjuU7BUm7Wt9+Trr=ypY*{t$qR-%8kv z&2HDFBG8x-fLi&%r{cZ)Fv3|`EuOqDj*OmgP-ewSFQhoc^}4(NBQqN zG5M)jf-yo*iA=E)Rkz(2Uhc4US`3i>R%lOclo(rh|8dMJCOu@#1pR)TtQI3mG_j^J zuZRI~=#Z?(5I~g8A);KysA6-LaXp`l;c$!?E?kE#qET@iLt3};BevcV=QjRODPX)M zB9*qoI5V8rYbVJ=Ya@eK$v5ON=}!@yYwnUrFC3?R<7Ds=Bl>ZL7)Qcl9og7Unw%)- zgt=lwQz;z*bV54~NqI&|*8opV(1A0*2pj15jRBHB4Ar|!l>N2?{itOOGuzAij**)E zjLGfu!Z3!oj6z`s6YC)3m#p6Z-wSQ2rDiNtgLPPpD}!P7@@xI~HmVHY6FVl0+8^G= zeC^&xC9*i;9k*q_nqbUV6S86)_L-L0PUI^6CbCY15k88R+AHk*BMlSjn9xJI->>!M zyRzdpK|$ti;kF#?#jxb-6d4a_dJG>K#sTypM5iLfjFSY8ltX5TQQwYZh@32!Fush- zg}k$TE805-{!-70^MlQ~ia|F_M;xxtI-MkGXD14al69&G*OT-&4oZya7A#77MB^x@ z#>vLbRXx}InD z7$)!-4)H8Sn22H2d^zON6}P=XtMwHP&6|Njw@D1eU|YeGUAMr(AV*Yfss7PLx<#lr~7Pb z40D?(FZ#g)j5+n#wCAzE{Z>A8w^f*LCPvcmJjz~IDN7qMSIRMz<@@0pC$|}BB4;%uab@%&IjLFSdzeHK z$@^``MMPXd2g?`>mLm*;E-C zk^JNC5S_xDi1Ft2f0PK$b^ZFFmL|GOr9226e^@#vx|p#MM#&pP)XrA>>7V_O<-& z{@%j>-M*=C$-;YGO3A_{3-9Hdg5K>pX$Q2OBtmqVjl_FF+OKsE8u?yE=6q?-cv2xl z02~((B9oaX(g)i}{o5X>@W#1BTN1g+H;o9ss9=U9*Q90Q5dhPDck}l%mSC=KpBV=H zE<&%1K=)e;gPnI!%s<+yXau~yts;!pF^ARLX5Kx%309y~$6!wCvp8L{4UqZXbHK4j z<}ds8CfB-OH;&ja-xL~y;e@)m=-XWx`*l|OrTA-c%Qm)kHBL6RC#Kh{2-GnG7%bom zhcfRVF;bH2$W@%e<4#iEKVFybvBsrB>FNqbNIuL_vQQ>vw)0{?UMoqBlOKPcF(kGo zSIR({aJkB52017)uDPvge#oP+)NPFi0gQmISN{Hcq|Kg^e_`Te<0ZH*^-eJUN6{v^ z^`KnaW&2>u3o;Q|9x_h$+63dIUk2)oVs!?!=~{C|fPwaPclwHG6ktQeBmMCG{X7%& z8z&#-D~Y0vC>YGGgbn3(ySw!Ji(m^zyy_Syp@lm2*i@B5DX6i$Yvh7;#Wgay+r#T^ z#L%nKd=VJ&s-NrIB7ota{8{u9y(@E*5{*M%ziWh&KdC~=)>rQ3HxebMq6kDGaMi^a z?V|P+-}dPj#@sDYOk4Id=EstD!i_*9YJ`Z%IC^8E(dRGpmDNwldBpzdUv9`$QCJemNrcs&I|s&0l-@AVRIvcmbJMWj2Kqem85c8h zPMRikc<*F9YF3oXVZk6qnA!6gQt~Ka3rY2o=8WHu(HTByycUUYq-A{yD-F&iUGrYoWYv*z&8o! zh*#bUo;PPC8GF>FX^vdkpK=e*=(ZK9UBCrcQ z`)b5Tw#dQ99GstmsmLJ(ck^8-#n4I$ChO=-AOO_N7=?Ste2017`G4?pOm4oJF&CZV zdkMY&Nk%AjeFs$g-Iyi;4$whADgE;qC-~8>d<#^{j{wibr3I%C|4!x^2#gO_h)}nV zRd!o-moAlgLuUtrN#gY5gM7o>Gkwt3Tgv9e7z zjxtW-AP4p9P>BF_`#6FLaCEZcIa^m#S*mfesXR%&4@IDs5n#|jjx0P6&k%|u_d^P& zHyrWdkas3st_LTVICzVc{5fvS1+E(}E4+B{b}J_2ov`K7>8w!BqO1!HspK+)iq@T! z6suGBD*|3U07V{=u1ilUm_$MjQH zFqFLUp5(Wayo^5*gQOLVqlfO3@(f8^Z6UO%Lepg<4k&}84h~&zt}FUIFi0YY?I#AG zzQJ`YT`u|5#5h|h?^vOFQDhN8CU#YG{9(Q_-j;{L@5$!{Ls6=crwN5KMxH*K%HPQ? zgjFLeQKIrUPVz=eJy4yaRCdRa)J3EPc!PD61Cl*ob6u_{4pgK;!5C)gQwI$oqBVHV zMC!RYzg(=Qew)onqXPY~Wn_S92uBv4ofW9)!u*ax1Fh(NhU1V>*h&~?W} z#Jh%Ts8Hj|*}4iXX~&af{KecK=`Yb$IIETN-6&KRT<<<_tjKD&Ins+=WopukWWC)7#Ky`CHT5lpY~O zkh~HHq{{CZQLE&CMqH<)LI$r-KF4vxf5zT{`ma_H_)wxJai&6WR(e+Y4&Hh44O@w0 zIkNkcE*W#U&beWSnWXj9ML8Tl&k*M~#y?R)dVmXM-W5)@0%HN+8f5+M5)kuKKg!bI zlKUSzWKz2@Mnb3FTgF+gtRvRBeRoY6`ll!-<`>^+x`s(`P~)WgHt4z{pa>L20MFzb z?#`H>pDs!<=YxtdFl?M8c{Q|SH4!{=Q9hI+D7K-ar9-szFdVP{KneWH zo0*)Pa5!O2iJkA$Mbq7Y~+l#3@xE<`JQ zmx;`m&Y8E5@k?u9=o0Bzo%Zzc#$+H zo7{*r%IvmNTE6L7mBG*WL5f&7}3q?Vl z)MyEYc-`ZaGkc!gpF|_M^t2BPo;VfZaJu6*J|-Aqnd9xWZTRf|Z*nKTA?!LIi(*;Z ze>6sHg}U{?z4G5P_lP48jNkw2TN(58%kls#Wwb;V4co#00gKVz5&>pYqpBPz$#vuj_m4}K1~_)?5Ih4MR||>uA%)N> z&psl^k2t`m1@A6_AdH#FDQpeP7|$@Gl|x{mXep702+m$%hnbq5BX0f@x4qE$x_1qN zT5!mMS{!-&xs1m+0Gj|2k~T`x*0r&Gn_Pn?M$8U^r~AFIWtqF(FHS%>i-iSNvmZ$S zkgMOYOakGuP4%}LC!6Y%)%#KeY7qfGwvUX+n2XPoQCp=jc_mr7&5gun*MrlRD|HF| z3`Wm5j_*SCK})mM7TGFpZ_1+RfQqR)^%Xjo?rYcx{9LGq3q@mDYNWcp3uq$j#HTLL z&4k|y`E67bf!aiX{^Iw)Ojk`%h&aJR){U~7IVbp5L(h$;Wg(hY=>4n^?N}(cPuwJ> z=Z3ZhBYBf0*Vw3FGHv%1qrS7{>@x0LOz8bMOy5WewF}^;g%Dt#fFY}xKo57)5xJ!>oV9KxIkIIQ5_WK*Bve>G`C*Xv4JSzq zlhcJZE>7N;xx(%{W~=%qjEh83k%#Go!*laa62Z7ul+l*PG;EmUJ8z>!;?7rSJN*Kb zv96+v$R0}rYL8t4(+c>L4vro1IIW=RE> zn-k?Z9W4DihEk%DFqRTMx@L{PZkHIB3*{Y5dQL4z^t|Mm6a%xR%scv^Tw~kE@|?rM zyS;RoP_)WBgRz`Q;WK}b|Ew9uFb=b_u4oJol+-R!(sP4g>z+f!=-oH?ZP%796Dm%L zK29QTbQ;R?FXfsy**I(V+s!{e?YW97St_J0-0){#AAutG@3$6r{Nk7-vTAj%LCPL; z`GqaK_uKxqOP30oC^8h$VZq7!s#}U*WB9n{{+n<95;2-Yzl8xhK6yiJXh4f*Nl zwJ8D(7y-i3SAL((@g&Ae#2P2@aNBg_;A71s_1Zf!iRfOSDzn}@Opq~9VrZ<6JR;u9 zO7lUWU+>^utjoK02X~p!B$dH5`668TTs)z-+OqJqE?q9U8pIfb zEMA)Raxf7w!(ghIM+p#0=THu9s(F4@kVB1i{M3hqBx2$*tddl&mBble+{suJeJURL(5n=aBJp^EGNb+56 zEvX@*1p3M-VQh1b7$!S+3fjeUuN5{-QV&MR2cDFCeS>@&)^BBgv!g@`{^*2UMG=vd zL@?5ixz3l&Z=m8wh(bUS8x`f~6)5uW2NLDuDyKMSRKD+n_fDDpcK64R7+|M;o5`V& zjXDiZc;}oV_=v)=6yqa`IB3j>cmQMa0B$Bqd-`EZp~L)c$y8V$ITMZGsY@S&+ zBFjB@DeF_e%`d%Zan?ZPzhII7j`E&j{EZXa=HvD=j%^tMN4vK1b;i}D+kNBL#aBkp z2`oO$3y2C23v{qAyipqN&@e+`jbO+L3#p5c#yC!gPWk}JTTX=X@2?3dC;Z#W`;Wtd zb$~;+!JOvOt1CRcgX`?Zfy`g{TPf=pakr|BK*MlZ%!ml%8RJg+3TQ7231bP;ZnTka z<+XPfem4r$(;WAW5^7hg8^cMZjW~l@DF>x1u)FV+|IMKs4y2!nv5>aI_k{P=b;_oUE9kn1Z7&XZ z@@*L|M#(S6yL$_-)0U4C=7pmUlmH^peZL*yY+bm9hOt+TlMUlJ=v62J4FUo3E8y{( z#H+QX3^x4S4Z)?m%C2EMcqCQQzn@$y&9I7vPq{;V8*uqdf^ zOPiw)@)bW14G;F&GVYS(+E74QnKHw!Rewp&3%u`XyHS(4>esACHWdVjav8dvc==bp z^U$S0Y5eI}|9xdL0NrWtN>62S0iAhL+C2PpCdXr$oIpR8?KZLmuifD<!s=so}za@&N zU3bh1b(oLi(Fdhuj^*EjTh3kg6vGnH7-yIyI%tk4kD>d-c!NO_)o1HUvg|3(+zQ5eJ7%)mYHJBLmP(IvkTTZ1|X({Knzw9vLGQl2XSUpM4Quo1LqV`O26vU-{=f@d!y_R_UC^H{aFk z(FXqYuwU+yU!=vs$7k|DHy9;+n=rB`{YJTUpu@Lfze)CYV_K?lvN1g^y;en_mJvAR z*tAFELb6>ZLG~jYby_A(c96n;Cee#U8H_Lh!jspP4@Vd7JlwKOw)WgP*aF8liH7Z9 zDA<#1?Z4uAwaX6Ks=*l7eezLh&jY499YC_PYN>{Vz!f)Dc!r52*HlXMNwNAchJ?ML zIp&B1$lntvq1c9jg?GJF=^zRqg!dYccu^zpFIL=$1qOCWyr^R~U?yr5N^FWJq z;kF!eIl8$CA<$Odd6fJJ#&*8(csrvwvymk1!?0hQnJGPZIwGvYFP#dqV(*y(3Xu`?k5V@p+kZ(6^6A3pA60scO2WhixPBS z?|4ykRw|ind1&fzkb%mTzR8Vhv}I6K<7Bd{%rm$T`WxmzP@^RkoC8jDj8Tlu?iLUJ zFmTD|js?Dv=SCphz96m=aBY`=b@=hOVm$H$vfrjAzgcA9wv914?P~ikEXf z89tZ(4iLbJo$sgZM{rDeM;!amO%Y9xk?{!0F*Rjn)(u)M64XJr$1(N+ZOv62dJT*jBo~GPGxbo^{`CK{DpoE#~CaC6a8K>XaDyXk8C@1e zfd2XOaZr2bmMbM{l6G>Tu-zfdO^6I+EaD0d#L)4-Cwk>V;?@-|$NTtzFn2-Wa}=tl zzW1qdvc8{yo?j7YU-NlgS3i*wu&M;z}bhjp3@90eA7dQ&PsH1li>WTG*p2^CWLKzX| z{cHCpU0Qk@%DdDcNsrfZ%>x1YfiXf|Oe7=1MEOWD)Ia*H|82*3c+aCkQ+A~EA(Cqd z!2q*GUvD+%AJHu29*U!C8u@NU6cK@DfM}h*z5FVyf|Wi6Wd-{XCJq=S`LieMtnmGao?v<8YUxh({=9>tsQiLeUSu)PD zk-bP93s$%DgI(^mhD>QtI5({BJc%EWXPa z-(g^R_oIxL%c>B)A{1NnBUTnkwACFCW)hG2m|yI^Q|_2-o+x+dTli)ZJ&c0YI>pfU z5M^c4MezN`7z&LR(E`YEGR`9+i}_43A?om~AEc}5r~H4ODb7MMVX`sLio=VI!b4e$ zBAyf)apPT_a%{dkl!<@)ZO}&+yUr_0C`(vAkTC0F>BFi1S`g#V0*a3XSv2yn*v{IsXvLT`o9(dw@3-I11v z@^*|)J3{}(yMr*_-DBsVznD|N5HP5J@a`5G&kxuQuEG6L6S+O1lm2EZROh+< z8gnVPKXmcHK?nvKqB!Xfkp&C=rTxFL7(uPr`{6r^V-R_nRZ2(TLwP3K4Gun_jBP%Y zF;7y#X{m3o_|jj0lQoZykTIO-;EGAHx^R@T#>vM-XYlk(6`n&tv3kS%+g0io!rM#z z4fE3(Cj{fdmqy~`6<|j{>WXzTt*LVjOafu27tXbr=(VlPE8=`%%QeKM8Ydg#Q_*Wu z1R4MW(DdMmoJ3}cXE91*E4zepPQbT~M_DOC^rY);#bAj^xI0)Xr9LL{L~ri6O)$8E z5{+vM=kX||UM<@&5y0D=0TGi{Jd5KLHFbIQ4DL}t^%74*S9k}batgU+3axkR66{?l zG?j5e?u-*0${Qvq&x=vC9OCBmtLeb29M_|D)Exq=MM-PLUANo9%O{@Cc+rqHLIscK zr(O)`ukiT)W=hr^e|Xvq62)7Xf{w{3PBYZ=&D3!1!S8Wme4z|c%Jy9B<#XwXhQ*57W&V0g{%wv(TK66NVH&rF*;AIjv> zCA-&xH~qP%rE{X7UwbE$7lGp*N6n#$-U=JF?KNQ>$Cy$|^sYU& ze;=Y?f_Hw>w195kmMQ0we3Wjg3F=0#K-(c=*;Vo~UJ9p;317>w9pYbXa)cE!PQuc} zSddf|y<|yLn6QDGORg%BHq~u`5xy5ZSjHAgF zch1Ra&lw9N2=u1gZw<3i*6Ulook^-6(J{&85P@zT7RmXGGvn2lw(#Z-7^#`>+BQp6 zm^HX@Z9h3R?dcqFK)|St(cMZo0@-e7*;V?Jy`?WJr)=IUw>IWJINQ)qg^fixD(|$d zU;b2KQ9J1fVNY|q5O*GiGaQUdw2keyBENFhOqfIjH#v3vXLO7(akz$Au*IO{%4GSj zSUE#jI>vpI_1L4V(+`0WR&Yun@2o2vPYy#j;@sV@>%|ekVR*SbPiwHlX|dSYY1QiB zxwvPbE%5wj&GEnAQ)F&ZEHEXmF1KF0?#{glI;jqIDLO&&JzK#TTdMFKg8rY#Vf!7x zv52u4X=kj^_A$~UL=eNygjfTs_aosyH;CZy{nB!-AV)Rd8O9Md@Bj+8O%$yZb@_C%tQ8;F`la-LQ$YYF+netv z_ddaha^WAN-+7A(&IM4~At-)P55c+3tul~lAMcj2sCVexgq0u32!L()?K`h zSBlaMPhn`F-HC{Qg#K?%2&@u^8oswt!ekyM03ykV3ixPDbU)`#`Z3sKBVJ*Yb~oIe z5vt*|ryO(7M_Zu}MG3XzHd)Vz9%Y<&^K?OLMBl5T2t*-(!DRcb0>c4{;V6M}4oIp;tp z>V@Np0=VxnpK5jYp+Sx7R%%n|x1N!xESvX?Ysc`2q3{!Nx(N$ZoC&8_!Wh+#K>FSNAVJNYlk&&M~RnCvwyZMKjo zAS5cKL9yeT%YMc|ZzT~sqH*{qBu#C0>VZSV~FS^(dMqueu?-)h^WM|KT3#94CnNA%dM7nTAe(9 zn~0GXV{4Q=F2=w!PW1P|SObGt+&6iwd}p9Aw+4oit z`*5hfSH^|ReV`$y&&8OJ@e)dMXxr&ytk9>HD%Jsl<8YQ6yoGdNG4hH;5;ta1<78ug zdV1}OK$#KvxA5@qwX=Lo#T(5I+~Q7whtsP<*+ayLD|m8R4`#OG^*Ld(TO!#ygT1dN z8ZUCj9zk9TB2Ez3gNEO(f{fo$f;SK}P2~Hq0woBB6^)*>i0Cp30ca@Q_nN^@5`mBY z=z{{Kk$Vi3SLC2`2iLCAg-Jp<52zv5@c;lo07*naRE>K)>*0js7;ju*aCY>;=_(pc zyYGWfGI?H%cAs4`kaK0@^^N4lbGP{GOvo%vCtJd~%<_-WEs8*L1W@AnQDM37cG4P{ z5JO9b7iS@vyFl`&$e+ZN6)IM6U($2gO6a$eT$?Sg%jSW=Z%b4bM4^HsR}uxn#3{!7 zUUCGJD+WV3lWN+E>)m_aW$_)}I2orUIZxCz>bB;Cz%inz*=v`;3I=0@rSm4wl`BL- z{PRvfpCU?2#$M#PZ{IHCu}t8sa<)Xl^pITFR)`9DTok1k7po(@?>#rnnu{cVQkdNW zMJd#AFOCexYyEo%=XTo)6oBh>&4@#qf3JAU6D^9dm9~c9cy`FX5-B6po7VH*-($>d zQPv(ItS&ewkaLrqWvrus<~N2={#b`L&)X(T47skrJVSmy9AV;wv1i!f6XiRObZ&G3 zM%knkp}X!7oQ?eBDuofiFkZ+RY1bXoGAH*V!rm5V5y}qeBN50F-DRooIRlQuH{I(y znhcf*OoVp}n%_6XNehF5>y+gckbf9vTw%_E0msU_LVX#Qf&Ef4j}C8*_#IReu`_p* z&k~V;E=oQ10)~iqWjJl%x90}R+P~cxU)Jgh$ft}!Dv4kWv1}W*JQ39xOv2(CWzLt# z>9DTCmdEi2Cv27E2tY$RVDsQPGv7rQ_3nq_bU3?sJs1y0ed^OzLIsYJA4+ALR^bV8 zz~Ea;-$JDRt@mfV=ZljehIFr%Hbx&J;GLaLzzmH;!u^+e_Y4c~80TLc(|D&(~)pUoy_1DepeR zx~Qn+No{ZQJ0P}z7&UmQ;xxa9*kje*5upsh`g7)YX}bf zI0E3@#n>;*M1!+Ylpf7LI{rW3hph)@a-93Zr5UF(A0zOfF^fDl6-7W1Py~Dg7;Hgz z!XE=LlvO0y?IKZ&7-R5qhBlHxLL6OBIlW*Q7{&>COrCiqegYDA9G+H%COL7(>Gr0N z!0wWdvA=j_elH%5D`cR~q>=%3|33Mg`h`5mQ5@|g6bsOe*?e9udQccWCWDzMPx^4Z z7oCDxt=y279f4^o@~tWfW)%5o_0$PGJ8JQ2gnuXjdeynIIXxVRK6eFEWVMYaZhaP7ezgL7y-r!BwBF?!`;8=5C>W{bs7IrL<+Q zO(cR*#y2)<#2yXh*Qa7cg$B>EOrSu8R&vN-TS}Z-#GvTPlVVKi+Bu+F#p~Twp7#^u z(tf)IN-p=u8d)L4MwcZ2bxQg&B zVHm*3#T*a^HoL^h6K7AHTdlZ8Tf0q{IPgjY$EL=kmfU5#T)e@Dxi)xO%6AOUD|t|%P^Qh{=tZ>gGMO(BCAgcgs#rm> zdh$_0?o%Q_J{q0-Zc`Sg0CK|Cl`NP0;xA4x;9H^1x^2yF4=*w1Mj0nLo_Q3}Ehv#$ zl19LOt86{tZ-w3NE?r7bcRTBR164{x00Z`ulB!{mIGRHxTHRc>JWD9XF&bjI!ijf1 z`L5agi?k)4y)|U>9Yg0-Oz593{d>ILD(d*VBp+tmwkdgMi`O4@{D@bC0{o-=9CWrU zjtQj*eHCq^Ci42bqAOgIF<(vaohb^{1x+q#q1@C^aphrQD}{;eZ#Vh|WdajanjZqN zEa4!Pmi~dUi`QexKcXmMM}q!2&S(x=?l+%x`of_@d`3U$TAzBs|4xLFg(>5mQ5D{J z2GL>-ZxzmOg&YUs>TYP;MZKw_ z2q*%IKt2L|=kz^F(}TG2%PmynDC-R zFtoZ+$5D0QNru;$iXxy0C<2OrBA^H~Zv@B_@8f1ZtvfTCg zk9bSb0<cyCd>ef>>=p9?s#c9v;EtqC zrPl|&;5exi5yg#5C^A~VzPgZwb>fo1scdpFzqfynq@eHJZ$vY!@1WW+gu%QQw4Rzj zKdXrfekXGyoog7#x)zSOI3K`HfeHcFDwJv6Kqg62{OrflQ2P`C%f1vS-@W##p1HH@ zS_;fD!^xabAQDkLvUmw(0pG!JFPsdA4X*~L%zS%E>l}Hg`a6?=Uw+t&xDXpy{AB{3 zg4P9IFx8`W?;G~&fmRDV0MKg_P8#tEWgW*2P;sw)I0I)|vdVyQ>Fojv*X$#LFht;D z%GvV}%T?G{vpP{M?=#JY*~WkJPR#0qH&#-UH_~?Ss5OW@9RVC}zcjoTW5ty$*j!8Q zy+$OZQn2N$x&e5Fu=76li^G>d_eN0}WA^q-dB>GA%Uf3~{D@!=(m?*iz?tc+#s4+9 z)%$e(bWrEfroCJLiabimfcE;k2xrj-i6H%0p&j3O2t&-9J+1y_D^f1kC+ikU!`GKA zCd-Tcbi250i#R!CA`AsTmwwrP{F1)BB}I;t(qgUP zzv>rSmP;}oETHoS?u5!+e(}wV2zdGt5yeG{Mt{JPyh4vsLZ0V$=?M-}t>+YwUscB^ z2q9Og?)UN$sT`p*9a18V@;PlsYPS>NhnN5`c#J^@_jW(N|Otg=G&%{j8!JLCGwM z`WJd2EYeub)2>kr9Rdb#ADTuKZAsBcb%#KI5L5pRhUp7K%lE@Y2|X+RsAt6eBg(R( zqY^m)T%Ph=<|EtV1zTENULuy6{H21Dt4>n~X$W8j$8XSt@{x)EKqRkw}x99{aH z^1B{A(G5Jc1WI&nZ<-C|U?H0)KCFfKruG;DT!t$ymGl{)LYO|AB!v{cM(<}v$769F zHvO23-oW$-QxUS|yR7RGmg4BG7Q`mu9d$70_fJV74Dls7DO0>&=;D3`%In^nr@JtD zWGN%kk^LZ!d%VKc(@Ty~pDSKTC7WJDUcd0Sed3w8tlcdGyv>tnY|_-hZU^=u%RZNS8i7@Q};w)jOXQ1-99r5kqbZL%!~l7y%nh`oDpq3X1w z16;LTU&NNve{*?T%>5pg#?>i@7wl30Y>Puz{0A3;3<^Zj?KwvOD(7h{+;V%6pGYs3 zf`YF;))Gc)e_{!HPC?Ne{PZYiPZ_R|5~^V#@wD!A0!~(2`Y=vSrmJQB zz$ugIlCo?f2__9VH+|AtH4H^)mD)*0J@uayVPsyqunkJ0!RQN`i^o0uk<4zzxU)Ux zJ2iDvtMf-GdgAQf{;l)c3!VQlw#@M%C{}H}caa~85%U(SWRE_d7*rTntNr#FOEiR5Qs%V+X+_0yPVmfMk^`)E&p-W^JN9ekK z(HhQ50v;~A^qgVmYq93mpUj6?2y0ow1bz6o-}sHKFDl^{>F=HXV}Adkvw|5!m9iP> zqH?(~tRzrh%C#0l%T*YZQ49GYOQw|G@T$!Vy?1pqMHd3oY86IlPF^bG7Mf=uf?4to zq~?W$Jih(&>g92_5vGd{=psWOt&3saSlG;ArtT$7-@%c}m(m3eB!L?0tL%x3 zE?6C*;OdyHpb;N-cP|p*{e%v(XSl#aMIc^W-beY3-ERL-!$u7iC@wfJ#81%#PM`qu z+_gRP+>Otm{;dBwla;OGV<;pzuW9J6;a*l3=35^$C!z{cfr=bu&$sad^WF)9r<({C zQWBI3MNaqi4|V@vr{Xv6B{ngzG_eKC)BHR7!~a=UKQfp?J7!o(4YB`|44OxR<;enk zUHKnY=6|DtLQ$jqKnxxjD<#xi!>3OgW%IdQi`7dOEZ}XERznPC81wq1X%;FcQ&GhJizabBeU-beH3)TdSq1~VtTOXLAH7c9 zb@jolh(WeD_779+D)eM^nZeP5UUgN$(GfaXB(ZP6%0nS4IlzVs#lAPSD_#f>1cgjWd4$?ebI{fpOkH4F6|3aJnaGsGCr=tM+ ze=L@N*+)gN=BK=QM_2HF6I-EYvGtcj{=d+&z46O?7Tb4<8nXX4u?>6{Tc|98=USBi zs8e-Og4D(cKGfmuPc<$C$I42xgaSuFfhh4PFsc86_sh{?3_#0~!^_J4TR-VhBzWV|sybZSxa>A$ms$!Eg zC0#7@8xdNbO*$drrBYvTPxnEHXWV-z#Ay@|Xhi>MGqN!9=?k(t5<0K{c=PYQn4pC0 zazO_6i$fb(1Oai^5mN3yPIiBfM7S$X2VE|8Po?ICv5r(f*;l_DYx*VuQX#QAb<$3f zsVf5=B7AUblqlhi%j6;3Dpzmnk4>pDydu?{x1Oc|htHW&!!|}Ml7RGH=oaG@b>Xo< zk1Q<3{D%h1D{aX5>CQPxZ}7Ft90T*y?GuDQx(n`isF?4X5i9e893*18pf3KzB?!Yy z9(T;nRv`|UdJ$Zz%}{ONbV1Ll4Ulm^Dzv&pl9-l-=pVxDx2BKJM-Px<4}X)iqgw?0 zF&QlVv>59a;YdZmg~`E#T5+V=5ME02=AeOC$|*MTc3qvs>5KJPQ*DftDps|n@%dwq zMMU3+UyDHko1TkYz*7&uoJ8?p26Pb+Z-f=e)L^)*1)|Ox$_ujZwHoX>3fF(0jIgdk zCliDuled8tgyDTW_6;^bgz1GVAPBG%0={`COr1TMukH3;p4-Lu7|Y9ZV}B&u8{)<; zl{f$zY9m>=lOSz)-5Z3foZfOfwWq5_h~IU<$6CeyaO>xVPN@uZ$7fJyzZHb32-9wM zigviU(-Ll*^l+)J_xwg&GDYEmIgs#Yk$MgJh7z}{WYEI$GnDhvJEFV&ljDK zX0Yc&0CASN86`}_C~XS20yF{r;QjbdKR#1fal;=E;Bg~H2!co6+6*E?YZY+Z^*yqT zD>YdS!wTY7H(pf~#@uyb{$erp?QzcC5nkf1e)X<St~?}Nq#p`fOd!v{$4JLX9t#x+l03d{0KQqtxJ0d%hj&^|kt zA-b(?##+v4d8kIgQiQ=J>`eOd=dKwYTvW6*Of;AZg3r-jcZL!=*qTp=H~l)$f0?Pg z%ojcV6D-D2WIu^u9gomrX@=!K#xal`d8N+0s20|YgO`I(C60}6-PteoWu1mzpR7A~ z#NY{mHoAfczQ2l#wWKPyj#@pdNquD$<9CgYIAR1GFcenIYqU3e7KfiGuq$`_p)Yei zWb`0ET$Nu6_oW>b$&cIyyM9wXawxbYfsU%CypVn@5}LvY1Pu%zhFsQ|A5G6|tjGUC z10qbncOMboQL%2ceDoiqW%10~Z8a2pw6l{Z@FFHFabg}cYZd5$pWJ)X`?^@wP|Uql zr6+QN+0@SmTSWK0NRlE;la#AJX+7%hw`?Ga^vt{Cn?-;SX}fgVCIO|f@t(+#{$*ntGl{YhX+EUqyvAi~B-l#1%C@tB z+ZfGQv>jbV$jm9Fq=Z#%A7y5yBpfS64lr&Xoc0e{_O{|4xzKdE#Mj{;Ql2^2h*FN@`3#UZxduBmd?vOy0_x}j3kBdkgnOT zTd?o3!5Kp?TH5C&Id$rJ=(=#{`cB>hwj-t^X8=g)IS3Gh7vyP2VC-P(x-ODO!aLkn zOafvsZu;HItsp-P-!Fe8Zago|&i95{j+v`R0_ITr^F8GghwP`NA5Xq-JwACmkeU}{ zGz{sZfb7-b;!YB5mtb78g~fcx;*tR*=CV&#Cb^IbMC;Qf3C2qqrA>z)j~&d%={HH^ zY-9}Q41<+X@&2Lf&0-W34Vrozybi3Q1rLw-p4A0P)0ESt0c z>IEz-8e~lC4mf49NHJlq%UxFu!ce)aE#6JeW3ho! z`wm~r_^wOS#91;f7V7IBH=*-1P2*5K%&hS)e$*oP@4PB_y?K%(WEZ3f!lQr2%xrqt z6~DdBZ76MmxEx6?8wsBaOmbs@9btAOERi@f1z^8TsvSW% zG(ExlwHy&>X@(jZ?_pqd!RW_rU60o<6^aFu|K==zjS1OcaM$hZ?h(Zix{tCO1(23_ zSfw>6H3T2uG|oEnX%@?yI%KGYRjzyi&T92Y55$Jt+2 zK-4Z-@6YtUmW$%c8Zarj|VQ`9?CAGjbIe1A5UjhzeRZWG@24Nn+_9#G*r zLgTWDwLnCcjMX*iBomJ2rox+>beBi2kPFOf5+^KOfq;*CR=GVEzX#ThIu<3G+uQZp z*p|mORPvD|eOZlJbxNN%`BWm#URw#4%P3n6Q(ZGgAVarjy)d(cLZQb4e6{nr-GLXr zhw4^kO%z%U1}>jMM5(2r7Fi$F<+FJw0N<3Vp*Ht-wkXc~8Rj)Tltow3Z zT_ihPdrEhg@d{aSz}|tR0<6xOpun*v_Q(?=#m=wHtseyKm1;$?v;;t<`eSsO#ppS| z(C|OANwy;HyOu|YaY*VXCZ?AQXZJN2dyCctG{#hzzIkSgllcXUjOSo>8Zo7q*awXb z=4;J1r3SY~+U1h&r(_`)=+mrp~#>e(RV4_sO7h0I*X$;J{o10$zsww#T5(^v( zL4vRBU)nzHgRVP`NLt^kHCvqy!o(n9 zbxy76Gu$o|6o|e0`2ghL-G%mv$v9SjeA2$y<8$a@k3kLWuA}JX{0iqd%DCRjCgf-A zIumt?PS>pb70Q)P+ac6>veIjj`%@d+rfw7JO@`9{VXSg_QBccg@dpyS;wikL3amnq#LzHq!DhrG)1g$r_h;2C>xjrEe_et415$f zrFNbLcNyVFW*gNm(Q=ZkN+7l;Qx7-iBNF>bQ4I;icTA5*5O>MC;49TuKx9BupON=w zCGu)#^QSi{B8XQ#{Cr(rA2!mRKvsTOMU0pX5&KCjwX}yFhf0KDwVlkrD?j){RM4~j zpGux_e;`7F7_@hq3!jV&80vTl89zHgaQr3lQ+YD70dir6(^NNi=XY+aZ*qW)zLM(4 zoGrE8=>c2BOP6Kx!Zo8s9S`O5plz__ZTSQ>SA;U%ko2(lU4@XsyEuWi*ur(i_15nF z?!;30yymuJMx}qOr}xsErRvf8lKJ6T%2}^;&UbkPG$db}RE(uUMOBiAV%!z%16&c8!YB`$yV_N(Izfm@EyC03~IYFOfh`>TW6uRwKotH#;K zd%!44h)oO!RL)3-%17RGE8C1`QEP#U9e6ljhs;k}@#QC(*1`O2s)GzmVLtJh_#x0( zHb%rkH&@DYz+i04E@XbWLF!9L>$_GbON9}M0hGh@!hn~jAZcM*J4X-6R}do~1{fi> z3wEczw04up4t&|`#>V-}`9p+M(2f}g`;gL4OyottQFQbIk*1T$u_C^&M_I*ixzpS> z&aI7Cj)UAmc~^u(2)%RGR4I$mRQkjfgnkBpGFH6QNUbU6)d4xq-sBUp=$=PA&hsur zWCw{q>G1Ot5PBb@G`$a9UBFdI5NTO}2-u1{;Jk|)i{JbT%quR$Y@<*b|JbLvh;(XN z@33)pYQt95T2;a8jo+VsMCWnL55XmLqe zU9^zLk76*YG|W;1Exz{$E!m!o?}L(MV4$u4h*saZx6}+ z#DrfoDh+e;Qzh?OV4J+==|WY%%ivP2M1DCpSD%kfattSQC>5wtJ@`}Pi;WK!^I4bL zonoWN3~vG3fXJat+~hkr{hiV@(DTpB<3k>>Z4{4hsh%}AZ6lG06Kq^wrtyu$3Y;Ua z?#*pQ?C0m)Y3v4=Vi9a*x=YJjPs%$bFT@p2itv143`^HO)~V|3xm{dGJ1A&aC>3zZ zl@z@e3PGypBGy_)69+ac<1EpqRIBi`Hqku2JaA|7+ZlKlOgk2`ICMdL-^Q&_pq<9( z;aV4shZCC0QOoYC_OJ!El(X&7+o5`&`0?Uv*aFP~ORGmz(zbr4`W1)4Th7QH^&amK ze|{hr?TIstj6Ude%Jxh`f|&hgV}y+-Of}jwP>H!n;c1vm-2WhX4x+O^*>!Gn`+W1b z9XqJKqsrZKRC0v)kXe7XO&j)e`=m5M77gD^P@eA=(M^u>4OiJGvG$e`?yGO+Uf`on zzO++ANK*)cKPUF=4}bDYei1I19dZy#=@`nCbI5RF8V=61-Or^Vwr5EGy)nYdr*Gi; zLE*fE*l3-rO51tqpN-^t(7`HH*Y=>WF}{I-Zz&Y(fb;sPPTz-*!)yx%-uz5GT8mj_ z{y5pw!Be8^T-`$vKs!g|e=INiT2I1``Jz;v6gF1y0*0tB+xS{mZlj}6d8s)tnM3SM zRYOI=FN`SI^CIKUkJSEb4Z`s$qw@+j)cEcYBQ`8yVYAe|WgyiO8i7DnZdicT2a9%6 z=Lq=fva4dX$z^dCh305Om6}NQcGT;^g0=I-ZHCR~b;#dlF&Rt~7E z4>a-Z#Hpk=npO?cV8++nct`@|K5!cJVOapPw?D25X;bK!ORE$4<+m|6ZS z^hQx(NEjEeE)*1UWyadIky#@L2eeM*Ce4=AbzO^WE{h-QCY^L-YsLOrr}FRsGaD^` zQl=U7(MwRtDY)!lRN2AWI_)_8L|t2Krs#39`t=`6L*$oAA!t{f4_o7nR!9kTykbAT zWowF33{2q}+an?17Pyg=;3FyHyBtePsBT$^b&75wb?!gbxT25CWM5(i!6CTq;$OX3 z(0n})W0;h&=|a|Gle)z@k7Bq&_%OH;Eg0G3q`qZraIpRB#J3kO2p!_mpL#I~g5{my z;pAlk+z=}!i@<*e@D}JWJ~eWyx%td`NUW_H$DEf*iNlAu``rPbK2M~mhp#!K=fUU2EmJV^; z+N&4Rk8#E<)O14D`NykLx(r9DK@Gebt%}6*xmFen+p6WVYqeu821j|M*Batc%#X8bS&3kG7?3#hg&CMbRcB7sK|G6&3ST@3pM&N3zF#bHMN zVMDdP$hjq+xtB^uc9w5b^`nagY0vraH0~Lg@M`w;0Ea?ySWn@}} z@bO^lLJ$!}LTee`O29iP2{lVSY*%r{9`r|YafkHDiaSTPmZpX~0)I(e(NEmJ?;Tq{E6pF1AX zPL{FY9~K5a-vGal>>p9O*6afK!nmTH%kmm{U@tKZB0aex7LQ6KW1 zr>AJ%b7vD@5a{ve5Fgcl76m{aF$J>9IGMGWl|6CNkTuxKgbB8twpMm+q4 zTm$Lfy<&ASk>HasH(`v_N|L2nRAV{doL}L7-pt9Q^e(vL*m0Knkbprg$xYWZ?WA`Tmwx*D}sFo|FwN0bx(#b$DXl&rJhVOz&j4*RVI zY=YXzbUM%*JgwK-=+AZ`D;^|Z1ob3bMSW=Df$**>#|<8_@qVF_;~Eoj2oYkC2eWE; zt`1O+*ihfi5t8f0+Ty$gI|`6eSUX8VOIBVlo2ZHkYhLL`tqdg{mi+$R{=|JfW!iz0o zK>DE_Blea`ila$C89Bp=5r=Mjt++0D@S0SyWxi4F^riJ+ZD#Y&MShc4E=n<(>qy9Z z*>mL%fK`Z_$G5^NJHqEmINfSCZBhu`zjk@~WtdV8LkXXU%n;)|=)7-RfMWBd59t=_ zBui8}a&JP7zy}t#N!j=M8(zRBf+J=+uv^LIL}S)^dTudNSHjsP>{x{*1GsM5e|*f7 zb@!}}M3YeIYh=9b#6pjaf<^)E5!=NxldPmf0c@1(pQ&_?Q66a1094H9bxyP?n+3A?x1^VRixDd;lkTBS=YF>P2} zQdgO{2cAYMe9GGNsy33YoI=$VGe@N% zzwDe?b4XwesP>WP6;uLmvB7Y<`tXIBliRDdYAk}AVeWJ%p6LwZbWm7*LTI-6S6a zP`HkWB~(J%B(Sndj^h=<{GNX|NopD~(#5tg;Gx$clkzOeLjKUpY49{8mV zU^gq#2&w%TVT+s~5{@wtgChiLP0RU<7h4+M4GFP9G!7>J6!<{gZiNixYf- zcz=0Y6c^#fIREa^H1UF-QdZJ3o>(Xu69adQgmS-wOHmXk$J*CAo@yM9*9P!93MhoL z8?W~7JjM~qkiG7W4N8?=KXo7xE~1~Xn+l-z?tJ~JaL&86)5&0v-N)`b(mi2$W_Yq5 zoUkSX0CX7RM%3Z66Ok3m={RjW5o9)*y$CK5A*UhAnrT5_Rbd+R_`0L+Z#yFa#ND)K zOFXYEBw6JmYCD1vLQ@9&7BD+l&i=4!`YHX0KB9xEvwNzp>?-iUAsAX(bU7Gt%9EDw zAOxupoh9%$q#%S{Ad2cR%R(*u_?J-!UzGPn>QCh}&+N>E-Dc)X0HZON}9u;(5& zy=$>~V7gBEy<)in;g`?gckq1ymd%YjUnm?dzv(4mR}v4~Fvj;Vo9m_m_vSG69csZS z#eIYdSGuG(^Fp}l5B?m+#kArMG6WulX?>^4+$?EpM#U&K1Yn=<8+2dQD~lu2ki-Ws zK6|sD=e42iH{G*AydfbQ@te;0KsL|8oKe6TvDRT*#DiC(UR=%845)5WwpPceWZDR@ zbg970SrN_^3%?g>9QN61OHOR5t_yF8%iD?a^!7HR@0Wi^J^{+#9kjDFY2CrKI?Bb= z?ZzOudnHhF^!`8tdLxgt>na%>^uuea@B*mUGw&ywHN-Zt1@hG$76AR+elR&V!+hd4 zPxjIce4EQLVz1r^?6yH%wyhj>pDmB_f^y6Is;+75Z`(Nfc&aJJ!*cQ6Yakbf10LMyDt@sB1E3{Qa+bUIoKgYC+4*D+U?m`$A~fi&LR1m%tjimWc*S zD38SvO{FzL12!}2YW66JKN^s@SwU&l2;iAI~rc|)7NE7BH5_aigljGPdTifrD`Rs7I& zT^RWMLz%Bq-9PUaj zLg_9RwA`w3w0C#otinjkBZY$u^%YB5sF%m+UR0Kw?}Rfx;V2+iEE40;pR~#$-b_)3 zB-dD#+xS4)J26k5+-f2%eFB&(MS`!80>p`&@k$clS0El97=k0Gm%U{{Q|jR0oG-q@Nceq5}@U%gjplQnL`V zBmn*;r#g635zcfc$0M0qh+7c|Gz@Z`rbhOG`1B2wd>nevf=MC=zyXK!x~_gy063u5 zNoNRN1~B_5NWig0?tcL9iN~jo;YB8^)b|0g^D1YO8e2o8RtJ66+ei>M^KR}hLk(D1 zuQtCjP&f;8b?4P{_ZM2ViS;Tlja5g;HGsq)2Q94Or&Se;ujGet!>6aJx!&Ofs9)Iq z3dn&i$>&z-g`UmX=mltN;YO1PZBM#=VGbtO&A`AVa9m$KeJ2jRIV?^p`rVE@pz%pI zn12v4N%UpN5#i^yRs^@zvRE#Os41$~^YfXcA~f+6-n_h64odRSW6rwr@14%{I`6h; zy8O2S+-*XRf4W?H9_d&o2wFnA0w+HbVm^HJ{~0oiYVp4@-zM8=7GDpn(;7m5U0nkPY|SmAtqSJ=_@ zm?~wtYRA|@>HeC{(ej!HAK8_sE=15|+Rsx*=O|9CTgGNY!>n(wOSIsVtDu*B^v@dg zIUgyd9=i?abiNVllm+`b{=%LvZ8dNt`sN7WU+pM*y?XGKA&}59Bqp3p5mO)er1EYM zz0-13PK0B|p}}^kn&L-GQLy_#>3vOF$Uxq!chu^Uxa0OmIS{i}NtMuVMc#x`e)OqX zh6jd)z``&}Q>WdS2GKC!1xmr-SFR(!O?mV%;JO(^zm9=gLut1m8ekl?8TLQM45Ztj zt+iYtx#P1q@KC1gI^V(kjCY|Ch+kcCP!xKQw8S)c^s&?fv54UI3Q3}TX*-q2Uh{E# zPw(6JUB13KF(eO*&h=)(bsh7aR{DjI1Xjf0@z{cECJcxOr!i9}#HFy^U3PS7qYpv) zc)`o5Wty{ftIfGr(GZ`$-r34UnkHKsVt4kq9Io)25@wLSd_UptRaUKKy$r=UJlm$L ztE0V$zG7N>sQdErIcBs4#_v+D`qC6A90Ukg-4-VLja0XYkmBRc_IHJ z=k508F18!J(6U$gDv1A{_vYva7{6vMK<=epuTs0N6J5~Hn5%~E=mFR4d62OO#*m{8 z+eoWuOP+CIUqs0QWDkU^pJ3)cQUQzw`Mejd1WE{pZL6mE=^K0?cQX~V+k}1FCpEcF zXwk|p9%|%+TnEy(g`q-1{gyq!F!aigU_Q`hBFJ`9h2P-5zN%D$4|V#jhUO)jvF_B- zW&|FA=hP?zMTkMZhA;F=KlkdG#h2-CE&zw-PCJ^JVsz0=HyO%3t?-s4=PU&R1JD`w zd-SVHrDPUf?meD|@4jxxmnFEXmaCK4Ln=G22*GBI+Zp==&H4hIdiDymniW?)#x$ao zc)M6ql;j~ zntKlgIN3LZb z^MkD&%HE+D30VOFI;-$BxkpEd<1y&shjcws2`|Ad2?rXllj6+^2A5^q=q&IUvNJnV z4DubZo=EWU4@p^duLkAC8>Z%6{ z*LOWv&Upns#g(W=dne973sKQpmaaQgYF^Y5Yo6noP}Au}Y_yG;fl>KFSE^Rm#^gp~ z!;B=eCxASY>klQwqIng*2hBi`Zh7Z{3L$_0=bo;krv*Z0QnYql7*r_sT`xG~iPhED za_Rz7fg#Io3)7V_dhxSPE`fvhHfKt)C*EHGceAm}Y?ho9l!C5~TeLli-o2!k@=H%jqTEAu z5h$y&T~{PacYeOaK-EvP;7icS1nE=GE#wq&_)fM&oiDMsSNTtm0MMJH_#s5f!B;gH z71rB!fm)Zr>V0-FKI%h4%EO-;HGE#SGum~$A--rsL`5?o<5h1ZDDiS9S+Kaq+xBsF z%FNG9|MC-70iAf@tvOkYAWAsK^ask8i(ohP_vMbag^(5zKKURmP*}r zgn_+_OpyZ^UB^CBViu*J$BO}}5#-KoXb7Q9HBXveuD&5=ql5D`^_x*oQ2BU3 zQ~^42_<5GPD{zSKss=(x!;bpMY^(r%xE(fyUnX<7%n$o{?~YqV$I=2#sJ5g*z-Cm^ zRsfbvPEU}~Lkj}c{t!~;TQ|<T@F6^F^O={aB zng)>$lRnhBvIb$!nRNnu+JomWJ$7A3m|HOAEQ*mAV)TypEfZ{#x%jK1ey*#g6MjC) z!rj_{uCR?{t__y+T~7~w!a0T8<9OZyu0UN&;2l6I3mlK#V=+P`lV^Z!xhf()^4eR^ zM=fYTr^IHqQ?%dih_Ih4jb;6S?$GNkTfap2sjAAcx zk{~9|S9FE)LL{ZkfTN}MSaA5r!FTo%#xywA-C=^~hYd4?J)F#Vi1smw@Ao6sUh@R0 zKRi^0$Y7V*hW(Hf;G5P)g(0iUS5oAM?SxMBhPgV-S-CS1(xm6v7u9c0h{yImk3+UQ z$N1+QlPQ$1zge}>Z8?EGgEg{BG4_bla11N&_Lx4wnyTQ3(Gqtfj@s6Iy%gaWYxV{$ zsQciYp3cOYnX6zs_Nb_rV?`PgmSzOV#0nbt+w$o z6G2qBp2V;Ui*4$&7(PR?I`9@Y@;=}bHo4c&dUb;8#`RQAkf4I4qcswjN|9$H*L9xT z4Fx-QDGFYq1JK3B`nlSzD_8~u^ zX63@;WEbVO(@m~*n$6f;V(GqJcG>r&_W(Iq+NK9JbKx9@ID&VPG?<7)TB27@+Ed!z z*WH1Dms)R2=KK-@RgdVDSi00W#!TX4Aa{^!$Z@%>#WDraL0x%luN$9{?)>^sb(4O$ zE`&+1-IVtko+epOlW&CK*t9tI!R8$6+s1IuA46$JjZxt_*Ab?KKI#g_cBkLF7QMvZ z#J*jE>t|pg)$D=dJ%3wad{yoYAj&m}UpikV9a+u%n;Zv?bM^kG7QpW^9rG;HC+oBS zbFTV53*^@a0!S4JMT;vf49eA2Gj;tqVus?MY?VHO&dz~8bxI?&PeFDT3$v8Bn*a9T8oDuwbE zq#QmT{_No=bkp&J{lX)`P~d{X0YK9f z!^t^g`c>oEinpEn&`|nD#BjMb-o!TT=37_2*UBOY5k46F*zC4+A6Z3cAN8me)p(QF~yCQ4R`CH_k zT+nVzD)2e3^xtigS%2`&b}39F?2y(1{6T9);aj8k3KAxR>_#019zMAiCDUQq z(RSzvet@Od7*rXTKOKla0>`OJ5{W-%^i@S0jclkXT9%Xs$9O$#cWI0DPbV`Ty6%)la9LD!dSO5p09JlO zUX~e78AaupeW=QpyWjGre~a$nP=XO4>da|d`HyA)-Df9QhVDzbw(oXm(oo#6$SKbG z@oKcYVTEni)MEPXAZnpO?3KX%Wc^U7I9Ja!MyPxA926#9-E`w$y;VgdE5p{A#Tx3! ze~QKY{*Hh8;0iVn&tI%k{JZA`hrrpa>MUC7H2>~--;ftQACOV3pM#G7qD>%xXNavU zvF=|!|NnO91<^;?IX+~MqEjs?P3>T#2(A-VerqAw3OcPpK}SZm7Kd8%!Zcq~ytyfc zEiSF$M+?2WSu@SyZ!_QjD1#DurCu1u-s*IEwng4~aF8h2GJ-1rKM$fA0iA-MR6qVA zH_0wwSVYqAzQ^O&bQ?M8LcdQ4OC|{p^5o{Jm5-vRRh5gVu%?!52E_|HLf+Ggn0Aqp z$!kO2dnzXpjV$ZH9M@E~w#2tY2MhXUffGNet77Wj`(_2rWe>9BJf9G8&Pqlso|9$$ zx?#b7%(YUr-_of69B}@}&)GOoRI(~B3FOHCl$G&29R2qPiF7bncdJ*C{i}736=Zup zm%Qf9l>7&c{%;*8i{%6hMp%u(hkwAv|LzQtpZT+xBD(S>{wc8jkK_F9kKp{MHVL!>A~06t9J^Bg%h9fZCzE10oczyd@JGb|zdBa@9xMTDD2`=Ag=Yr8ApJsIv4R{4K*(r*v# zxcTTf^P_e#Z`Q9#C&GbPa>C^cHCS1GQ7Etv_jjFSg@eT2h3FrUNia!)m~H8ay%5Dv z)Ulq}t!n^&NJ!s$4{OE{&JmnvD=eCE83Inl`uh)9`heBf+Na`OMd)AQBs&uw#vCCH zzu5=~T&&5{EO1nBs@9^Arcb<)`tglKi38GjJkl3oxh`dYjPm1H8kEuP{?O@-%Qrtn!@1g^BmhpsZbU>!mejuB)a^W>bX}3jvOQSmo?usAPxg;tf}VzmHbQPjLHE zW+Pu}{yNj`>mea~Wy(=i>KrUX|C!ui1PaBdPE0wrJ!pAO@`c^s?6lvYG8PgHrXOF# zDgRw&!7+dC+D{}fIXFYnd{i8BIXJUfY51T0cpCXAG7yRPE#F?0=KUp$8V9|j6vJvWNOW}2&P$bXJa2{kPgLrF}^U4{jzm z>;Cqy2_8rgd_(X4__+XkA8+Pf04@h^wY}9je_|qTwY!&Sahma8GtqwyHR>}MNX2eD z&#M2X0(-&jW6GMwJvcs0wiZFeBQ4r$CHOSd<*^?=a)?=-6=0_sD1Z}aRi_5ZADCacQ4|a>(2kpPbz7eDZU5zp$Zu+n7$w+> zN;y6e!otya0BjUBMIwFrpsh(nR4q)&K|N@$Qx)u{x_4WrfA<$y_$d!-Nrl+oxBPjc z;K=TuUtL7D zqOzcHYbvY=Bh{BwG?{=3XTb|Eh1KWShBvoJ1Q2>H$ z{4dc|CVEjZ(CRW0Pk%73Tv#OZYF^flQRRD%&{7%}w)K>zMMABwmXmc`?Vt<`GTUfR zB$wvKtjqp=h71d&{r2Pm6uON5&i2_6=8p=bqo1{Uf=Kv@bT8dG65%lHsac_SC=(l#r&7)z*YahsIer!flPIF7LE=-o=rvYcg_nD5ve6;Bu-jY*(ud~UZ zcxtIkj9eg<@>XG3fVWX2$EeGb6Qa7GPoXoO$u>b7<5*1>HD;s60`rd0S1e9foxTz{ ztlq5F`()ojEhl>-x$V4bf2V9kZNYaNZ(Qx#=rcV3LrClSg4plP4~IhDrn~=~Vm{x9 zn;z?>bV1ZiSxPXL`QAce^#vP_90E>Q=(xioiR8u zx<9Ar_V+Ap3K|I);dHF!e;5_dl8wfMiWSrXKYDzh4 zTre1_!Sv~D@4_dU^$au0_5~z{9@=2B*k%w8VHen}vd!mLZ^F54z^3EFy_=)w? z@egr1ycKO0iJr%5(?6(P_T!0FGZGkF1Zv9dbp?B9vG(d7O9N(>iadfB&PFcj_0jr> zqt_Tvn^%H2nIB7lRXQZw?4OxOTD8eIbeEc{n@tJEg}fiUB0Mj;@_%@-)t$~=BijFn z;~JBu#ONZ5Cg3HJYSjbL=k0zg*y;}p*~+_*XDV8W^eK(hutAThOpm0>%&0qXz^l6i zzC4bmn~I(MlP?Y|=Aok5@52(R=*bfMhB>)a=|}wnj8}7t>M(Q+DjycpF0-e+l#Kj_ z1Nm-#VEAMACzESqSS$xK$SHq6!TXb%`~vi8ZKDXfVRm+Fr2Y|rO*9IH!j?HA2hLD1 zq9w(3v$bJ%nD;9zSk> zW44$0vd=+VQhn7>s1{~tue|gzF_EmYx}1@$!on!8CfZ6t{no~`jx}g>Xz#t|+o@_% zd3#o4>0-nz^?|VqR3V28EoY4q%uBodkzqJV9a+cMqU1S0j;g{&T;hzDOM;tp30-XZKq>(|bqHNwyLZi8zll)KuQT*raiRZP{u3-KEu__18gLZ)+JoPV z$0>p6!Ef66a8l`VZW7b9rLW8iMmJ_@;k}L`!w=A*CjRPyS>hSJ&G+tM@@?Mw_pgGl z_!-LIV5j#zI-A@B>Gem;zabE&lRtTz)k)v5+1YSxd=h!=iRPYVM$KU>aO3PQt%*_d z*`K_qCXR;24An~z_w2pxJqp4S!unSLj2JS6S*!I(|3c~s`nk3Tb7 z!C!ty3-~ULP&;=QclZ)85g9(4*j4}7>Ym3|?mYKBYmry9KkEvn&JoA&_`Wn<(mZWE z8__9$$|@?0R7z!Ox5j0TUAp=v@LPH$?q=pA>}~tJLtmBv(wC3bGlZQY)wRpSQon(A zkK55*6xHrzoJ)`EJLkB47MM}EVly*?_2E8gU!KAGY+Fv#7!`s%Z#WmH&Hz#oqbXuJ zX=5vx1TZfKl?AJOl%MJE)^wsNs)0C!Hlla@YndET26%gC^%q!tlyek4<$Ba-U~++u zK0NxcFj@~#7z;OT(%UImIWqL)cv6n|%3+?P7h9=rnNy_)`z`B%QwjMT*H6|83oCW! z>rFhn;%`K!5T+W!p*RJlPkYmy_ z4#0vKzo}-IU4Vm2@6xoNoMj`mvIij?yNkNfn|&_@@Hjic?+&waPfhzYDWPwK3-upP zyTi$?Ibqc7&y@vg`2AFlDi z4`hu?AFofjnSJ(-A#j9fxfr=rZ(E%zDo?fOM8A>;jQ@->)Y?Qi~5}&7oo@fVpdEd$}8L!VO~Da4jSAwSLOYFdH@MUY&KDH7%rZ>}HN)R7%4q zb*7rTx-R6G``rnUBgpAfYIc`PvL_iLZhcgz8_H0r6)9NJvkfvzqZnB+fYL5)3UGJV ztJsw)w$_pVa&MFTQ~`0>V`0=0f4=-;QeQ)T#y@9Q&#U+&&4lO!sr{ItlkaxQE1jCt zf`54z%Wb#ym64*B)C2*Zvh(Aoy;`&$IfYHv?!S`f-g;Z(^XXAxyjjA{bGhW|AE#v$ zs>2nc2Y#ewlQc?{9vY`s2^R-YbLK#J)#vboQ5R4+*%ug^^;mcWjA#&PG|(IgA2@}) z*;P@0*J!NJZR!tN+FX`KJJIgSBOa^+`V8@RsbyWr`vqKe>52>IFLhs9HYIVmSGFul zhx=B+;HH2#q1jbcWjz(MnJYUQnV5gEdH#s-SV~RaC)hA1ajs@ruEyuzNe}8XWi^t%`dT%?s7b9@nv?;*J#%E9dNzb5h z)+zTOD=;Kmzc#o!4`;)yGcNd~PaD6r9*rua3&-@Cpu4cgCuZmwU?mDnm@rnek?u<= zgyCo~jgP%Q6MR+EO{MJhGVrwX%H4e=Bt5b}7Jjz5SXfLVy28bk0FZru_)>cNN%df* z;%7z^zxIcKVWy(V4j}3oCZNysr7)>dQKq+=_k}b@Ki=3c^U{>I3@VuMc1kz5@BMv^ zNu;{qY``XcPFBU;le_^4>*-N|@lVwlnda@wG}v4;T!MsvMT(^`-G4+UX@6@y`-Y}5FHiv23vO@xSnJq%fZ z%fZiAJ1UelJc!CYZ$~8xiH22|-#gg6y;Z2tjI}b&Fe-H3q3hk9yO3`}zdjGEuaGDr z_P4iS?PpFz}0Oo#ct|K;{@ z#!J)X097s8Q4Bf0WnyDktT0u-&U;$ooEKX-C+4QPB))!je_=LhwP=qa(~_8Zzyj*h}M z9XFA@qs!)#${KsFFs^yx{Ec6V=+_8EZj}{LH9_>ErVIJ%siDUs9{Fn}d*1qzlj7@q z=MemQu7ERc?ev}_TsbxEwhet>Z4It2<~KaCfc2%#!V+56k^JIYswh!M@M@i6PlQPc z;bKMwrBg#oK$|N^pxEXF&_;%2i&p$srr3DK)py=mtMy~LJ9s(~f9BwS5)e$e8-6)q z;-SrandPfPE?jLPU`s~jIbt-)*$d&3+Djj`Y0oW>UCBADxNT-+woFzrb2eH$YwuIP z3`uX`dm}^{dJ#iESsV6QO>a+OMlJX!eWkK~k2P7LTgwtTt@Y`a0_4cBC)W&)NYRsV-$fJ4L7 zsp6N{cLV(oHcdE->Q_pH4^Ho&xDn8O?~pPwSie^%oKO7*zH{_hbKFew?Gvl7p^x&+qucxvY?4RnSsoKPNIVx_T=>snUg?<(W4I8pe z_#mHDkv8cv>G+4I6Vkvl3wPS19R6%J;jnwlb0d>^FBntd6fl#&cxMvRg-{nbCu0r`T}S!3zXbI6y#HAgK5WyAo_eXxT(RO9 zzmp-zfzk5m&#J3Y=V^q5FfrOH@CCDnh{5u=D?z#GZuM|;YRCLI+8v-xXy?)BK(%sc zdO@~M20m#wp4v89exJptPgACb$u6}wu9G1_?A8&P$LM~`*j*kM*R^JAfqbVS0$!C> zaf4YvmW^&Zhwn_w^;pp*eeV}%A0tN{Juz=DHd(5}jw({UhWb5qveD%un^j7|@l`S3 z1dn-bkVp{|HK$+ZXnDs!V&b=?fj-Qd3{owb8Eab>6wz}LdmIDSH;k;Pc_ulClE&X< zS28lI*DoyP&BD6+1ubM1<&sk-OB}f22NzjnQvoKxr$gVa<9B9Ee67P*(VyJ(VDpet zQ;KsR9kB%F)2zxA2PqW4l$<%3`n_x6U)Yo8T(QLgiz`cxP|lb7b3>OY7uCbmY2`Wk z@QV-rA~x~#R25Bkgvit{9NyhYz$8srU3Rfnkb)~6?uj#;wF(XhrbxicB|TM=F2hjm zZ^`l+Q)&n9BORf>@HqtA*3=?q3D!NS1b@g-%z5Y(*T3m7CG_QCV8)AsT9P0v^Ng#W(MdnBsI$ts zq$YK}qPin;_Y`U%f$(&e1?eYD#QkfbGz8<-5?@_G{-A-tj(KrtTIFyPcOO zQTN$TXkm|Iuh^Bb9w!e0zYLl@LFThZ)T?S?BFBpi1ZxR?Yyu}+FrM36Rwuagjnc=3 z@@M)SwRTe1BsXyt{eL6Uwsg0)%!)kR8wenR?s1okv*XcK@YIf?6VEuD53sAMyUUfZ z;Sn5;TFnCc-o7Mz#2-{+QTJ<%iaSyoQz3Dw87aV!{}W5^_PWX#5_9Fywt=+E0Dh`S zjIFmtRdzo9Ga6626$f(tHODoS&<_oa94Xoza(cwB?9=_YwxPW*#dS*F(McdZvOe@N z$*awG2}XrpncO!FkElT@E@odexq8tmsds>iljg)@ z>O=mzsS;W|0MgC_u<6Id^P-w^H{PqV)!g3Ds1cb9%+AOG4xIJ-(YeX%$UQ@s?mzwW zO$wKp9*SkmoV6*TLhQx&^SS8yjTjm{dvg#S-Rq7e-m(toc*3ERm+oSIcJ8Z zjz14e4jJl}hH=n`pG4Vd3$1>E7kGn>#C!6tuprqoAJI<`?p{^D*fZ>{-+979mtio0UO9TMv{5*Q~~eu!9TKLuc7RG+HUtGFbm>{lg8CYZr{aY z*(+l9a<5K{n%HM+`t_WrsAQ3VYT|Ja0H-ZS>$wF~8c1~BkXc>%Yc_5*x-BIWFzepa zu9OJnrw`W3gAcy^!01O$1trDha?t7Mi9^j0L57?)slx*w$Qy^P^x(cTbGXH`JhaSk zmDyG43pWE;s>P7)BKHz1$_m&;eCjyCc6xBGO(_wH$1Fgb`b`k+Bn6q@v8^%Blg9eQUzBSYgOg?zT@O>_(IkE3^G9$F^F|pNAFRH2jsH>5)oMUe zMrzmct7nZ$Ro|t5cT-rIwDT5N@tJHGD8v=Uc0*kHE-;cY^73_~`@DJmF*NUF^LpKb z#Ztr|pQ9cQ_6VO-Sn%kW_g<-BwTGdG1DQT$7Z zYOSQ!lTHygBcBk$;p-^g*_U$`dIMNT3Ge>_(1Ru8!3 z9#}W|VS`yrcU><;WLA2mtTQM|_uevyeWA?wFJ&Qq(8yJo0bN*bP+ z#Z1Wp`CNX@*bv>yEQTGu)asdXIDdX>iZ_>vq!vC|>P@OHak!C1fM|@w!PR?BPoQ+s)ORoN+N<|NGODv4xp%KNzwCDXq zMxEiQ6K!^{j}Fs3OFGvB9ACvcXNBKBLp9>?OpHXV^pnZr7HC7oq2NRA=OnJ?5_eza z{TU{ZMZT3@h}0_#jiC>C5rZ5kl@5P+Ag0uPGsTvEze^*%{1ps7!EsgB7|ryB%mMpB zpjWU=wacA+)q%c-XE+Y-&G+^?H@@ZbAI$QzRBKp@!_>^ihK3@Vo@9EzHyh8gt;JjE z#EstZsXqG6O5n@|nczm(;?)jQ-Ep_NYW_`0wWxzd@483S3-o~ML<^EVYW9mhkDbU7 z{H}&PmT4yr)@Cy6qx{S1oFItY6?4XSo5^QABs%w&qtENU_XgQ!Y?`!f3@uPDAG9g& zyWRBJbazzfk-oZB4KN9@&(L(KEUkIw7+?;cat_~4L_ZIiO5*`NqMk+OOrU6+ur8mK zddHtI`o3bp)fA*=*ZHSZ8vYm%3Y>dK_=#YVNOI%D5AE#QMQi$-&!l*G;C!>dPJ(YU z#~VW;uG}n9c2cxs>|4U(b{lN_E5P60CDd}Z$7n8{ zmvhxqb@O(Y+p8Uad2{;#hK{anjV2)GS=NcNtyYBE^5D>caX$ysGgG%DNz#ph+m=LZ za=*rVQ@t>uY6n(%V2aQ8`bKF6M|aaVc3Po>b~+yAm{}*Y#WO7Q7|zm*Ms*UCM)ym$ zDDk2@w3|SUz3+13q@4XGyGk1q{3lrRF8!WcB`>GAO)V5xz}G9fg)X}V+^AbRN;ut5 zei*|3)q&z~lW^@uIA_q)l@J=34Lz+mhSx~YZTO~3NuQ9EyRKNeI?}aZ>?#b)Cwn!a zm)hKz;qZj8^SLNoz)j$jV=$$}@!;CCMdsAW>u&Z)!k`Ju$NY&V65nYdtUF!lcUn+J<3^Z8HSw+SdtzR;WQ z^Y0n#;PH~F)Nd6IWoIPWNP8*?GEkPSTaFh_tm~J(C;pUER0o&ysk$nBO~CtYW6Z4I zfzstnOHibfw`ua81=C@JWVS(!G#`MhYp~o8mx8N9*s-H+H9HDpRQ7O3jvG1zQkpLX z@xn!~ig6&<3)18_9%%*55k94t^MD^KOL{h_(0a#ZmG8n#?)E2rRePR4z(vau6-N3# zERO)piutjP9K!6FmTt$AP|N40s!=K5*19UDp9yVb4>brtPj!Ul(1;1qevP?6m?bb{Y7*qbW zC&`=Qx6DC)c|Jdq%WfmE3h8D+F2_F<7zK&WG)>g0>D$>3OX{ZkZH&g`61=}b#!WiQ zP6t^PIWoO`rSOdnlyC8Ih5Wgrg0~!-eaHE@sm}Y0R*VEwFwd{s`=Kv>zPx{94Y2Vo ze6yHW#Jt*ifll_(R-s_nT&f49EB2^psS`Mva>FX#r)I|c%81hD5gtfg5!=KG?DlV+ zGEMMqGW9RwPJR>RhZY8Nm|2v{4QB^TS5ys7^6DsXNj8Yv^l=xdXKN>H&0xPM_DN=k zSlacyFyO;c(qj7(CmC?Ty7c}}I=iA%T5j6B%o-@9q-9PKD>S2j1>lN z7kpjrkX{Ij42=7Q45b$bxN-V^$<{LuPe4zvl9avc_FkSLxp(^5$@evQSc*_APorB1 zvRkHUpph~^-yul~Xz0TT$9^BCnUB+4(``H+=;s@2n}b&olX4W(ASy@LCjTU|c;A{p zswT85hhTDlaHg%fc)Q8Jd_fbOffiLAR*$@)9eI_0X%fGxdL^!Wv3N^eZE}Fmc_3X@Zz;MpaHX4SlMqDghVO zf(zw_XIB_>RU-Pm0$E`u3jR5T_n;(ibR5OfK&d$1_-jf3U41wiK?47K9aBkf#i~$Y z4W4q+g9KOs^^`c8rwFj{We7w*6T4UM7Licn8Eh9KcZ!HK>Rd!no!v=*pyW|z3PI0m zJSNKZmR&o0i+Y`F#$r#lzyVI&^b=#Ttb3_Ar7@2`N$ZR-5j25tgCu6ZjMxOfpqI>6 z)T9B2ff*Xis-$w!4Jr*R{W5*niz^wY$Q~WUE7?{tYzs}%1<6-mvzH#j3dfF)n#i5O zZ!4+l3X<+s{jFzfmmi=3(8)7xJUyoxLnj)?-?REcnm3Ml`;8j0NMy&i3^VGP%VNbn z0FcUAS*HMQZBezD5l-8?csQ+G$n&;sOYUQkQ-C(t)rqb5itR_1DUCl+uS(74eg#Br zhTNFadymq29Fb`Q_G+4gvp?&&-TL%I0km|!9-sM2)Wm+(v{*_WFc)G?D7-f(VIKfg zbb%FhNqi5!l5Wz>WCXIN`5p+c0oe~k8OpspgV{H)GGnD--YeVBgdFq3~WrAU0w^>x8PAzW2j14-&{Zc}4ZdBw=Ab}x6VoV1B6T!N7D z#&Tlycy=({tyD1|ePx1XYx(@krq|DVgdSv^vpCyt_q0{0`pXc5ceY&a<-9-r3C+fF zV=&+~c)WX2q(dcaIe(1W-}8Fx%lC-{;}hDmL9hndvSB0m(Bn*sDW8z@3hfM%Z-N)I zNdQD+(@d>VS-imCTbyiH*+j_X&BYZPp~AK`ksmPQ^96ZA)zRD5wF zt-hVACoM%pz5W0npBITE(dtS~e;5`9dNAMUu5G!qt%Fk6W40R{-hiqad03!yPKap= zW+F7tk5{7!mqEc^PsAR5u@}_3bJrou&mr>^fTP=CjSZ{?Lf#&C7i&CptrTie7$i?k z_bcd=7<&wQ@z`E>`MV{pYUu?QI*#aF;bw+FjLVRFOL9?qlrl~Ph7qNC?;kE9%d#lD z!LbPHB^Trt<7%~TzeRO2wo~-$!65X9{yn$wi-JDigfyhnkWJkWH8kPK)Z1$298tr8 zK>gy9xPCS#p@w_#!q}HuE$bxLDN(GmBcQDb{v+m0xCrWZoPsHEJ6-uSn5`s+r{grepu zWQ+mgf2q(hAiBG|z^U2y^8!4pQPB`!>eKXM4>07pvk%GLTLb6i8z^XMB17ojr`Z@+ z^Z<)z9I_zDa|tGF{S~Cl;fV^@{vt){rW*BQB4$FK{$v$Zg;bmXe^e%uo8*No(tX~n=q^QJiB&aR>Q z{ZD@^?YE47c^Iqq4_LaH)Xha){rH0U&J1k8EeiZFD;vB=EkD0=?0Px0EPZcjdaYk+ zb?MW_C}v>w=Uc_0c3Rg^6EPFA%AP;N-}-y5Cd9Xdo1t`fXuq(~Nr_)>t)`?2U07|0 zR3C0Cqna>Ou2B z=L)kUoLW8TAG;vvi7`7^e(yJpdYyM!!fb}iU;x~wL|MKRNy|6eb0(@OK2ZhipCTW* z^*Wa*#F}wctR!}B$08^QK9Al4N!8UH4ogwq=w5n6DNtnJfuR8(AglZ8uEs~}id><` z7Xsoq5}dZSeMdonnITGc<_?>WnV+MYiekEArbh5|#znAZ*G<9FR9-f zr3?-1=45n;dnAnV^()m#yNf!`93y4K-z4q>VvQQ6h-&nMn@~sdN9DOp`{TinPTtd9 zWb+WSCLyYxt8WEuPff}a-;a6I=4_ZEZP|W};?zD}WU+tkjhnN~pV{1p5`kOR^5Un? zR|K3*>$`87jN^nMy?Y-doW0%bCc7>tr|dB@y|>3-;&%UXU2TMIE~7u?ai1Igi`N!M zwQ%d0P8YNL-SVv!%jt^;mS}(M4W2@^=5ekZJ@0EW-U?8(*m~Hkh~1a07Xu^|M*O+Z z{XR`{*PhCdyzLAvINWt?_PyrFUd(z$>%6m>k5iDt@V>K@&r0mouNZTI4rw;z%X z&s@}urOzkj*n^O%Y^s|dbPkq?d%xaO7x9eM>OUT>=X8=ze(ELNU@G&A1sl~(OfR}s zS#&jbULYEYqXm0*&^4+I7bPWwFLFp;%ASiiy1}3a5q7=^zLgLcM^^P@xONWUWoHrrHYu{Dq;9@j35&SnTSXXou)>ij3NrQ~!Bn7gagCg|=@+k{hJjC(fzCq$Xa;D(Ajz zv0X3)k{4cG#kE2zMTb^$$q74m!Fq*OXy1n(&J6SZAk z8gdvmw-ymF+Q}&NQtGG>HhW98E7fwam?cF}eD>)is3|b2F29cME6w+6Tak4fb2kf^ zM*WS1fa&eE8~?uK%k5n?FRGU-o{Jf%ppT;@xOrW%HFxD3WUE%aM>`rT%g~M)Ryo#c zI}JA7iX(MbL1(6#Bg8*T48L){fQPj&P>Xgtg@u;1?W9h3cDCSLIHlQrIm04~lGcFq z^N=tZRoU=P?(9oH zp}i+}?fNaUe_dW^2W~2z1D=-^cUB|wUe~w3dN@^Xit)E->G^eA?Xu+22XK?5th>y? z)TW+xPNc4+{aBd<3xVx;Aw~Nk$sP3x;l{=srA$brYH@MVZ0WVNh6xIc!QC-~+3w~V zYfG(DUyp_{uZ|e7{D>k0NCYXv=xKI7q7%6^lZJWBE~z&QsNnL??s|G^s7GCA(sgv*DlKGc--s`^(!)LeYn{D)GoDsEaU@#Xx z+fCT9RGs)AhbEzbH3l2q;s{M9)yp zsI;N-el?A4elgRYR)F?J^m2^U~hF(?5DA_<9$a#-;a{y5BtbeFbHR!gr+KShXrzR0s zzoG8a3I^gV8i#Yk^JGjLRYx!2(A~eH6r3@nz0@M;x{O>b7Zz(!p^`PD)T?_aiGTCI zOI&WQ3HaArlzit;$~}p}1YN3SC_yi@8ppU2Q>LN5z!Q({aaFYF1)plV@ zD9jLdc=G4305hYN>Doo?j7`6Lia=HM#o?!)<)2&I5wT+3ZU@spT$i#97y48y`dxOG z8eL(Xe7~~ zkEn`REI(K1Z>4+*L`EtrmqwOu_c)sJZcb&%ktJ>$3isSVRwxHO4Pevsf6UsWg zpYrSx^Nh#9HiTBci~r;v4{}C#niZ|Z3q#LDJCp@&J6V~*S+~~SpeCstfriWRtL|<$ z64jE>9TpGskz8Z87Zxv?v;Wai~kyBr$T~*5j~D zvRVn@JtN5#h3egMFw4C$hV{!%WgE$c=WQUGtk8}ktfG(ivBKY4QjV$Q#?63u`s1rh z1Uw(+Gz#g8{yx9aX10(eY_}}Wt-x!jRB}v?+~U|RC9gf-Xz3=s(qkW~EPHy}E>XH^ zw10>GE)P`Dj9aJwjEMp16*|OzFxFa8pR{)C3miRjK>DcP8_9G`lLU_kP;K#0ZQY6L ziMmgNN!t-Hrf%$m=HSi~{G`-);aNd(=?hsLbN4#Jq<5xV|X$!D?kg;^7 z!MU?zhG@Vqgb(VM7M?3Q*tZOg*Y^0~(u7`jk!JEMx_#e@{Nh*L5hCF3??}kSQSF>( z+l9c>A_5X){631BUD%LH&>)R~!^=Hk;8l+>UZ?ncWz_Pb|L6}w)!LiOfhP_pjJ`(f z6xOhgiEZy#*wgduMr`V<=^%l=?b$O#OpmMMNTo*Kjg4g^a_BhJLv!Wp`Gu6yKXPoo zWn``4Ep`JILZkBf;H%Y$z&_%!xinu6J#XWy#gA_?d^~u^rPX<9PWZRO2)do6RGzW- ziMaS+j~&yj8r3cR~kV#!Vo6v5`gvd4Sdru#pGyiRKS<~O@sfn+C zp_`3(1bciK2V0Li5nCQBnV{woTkI+McEgOf$?)-L4zposWu`5$4!PG_GhG>wD-2JG zr`|I|KbkNTq0zu$hQFTE?W_QN(Pg$`+fCH#86^T5eJ7B2xm)epui>}!y8ng|QG`+4 zpyQEIAEw>~w9IW{nY#6ew>sg%)3yZW+&e?Xgw_z`V&VvZb zE(%@%o@eBELt?z&S!N@>=S5S`(?sK5#mZ|4NwFOnd5G2Lo@4-<77y5Ozv5ijKNjGt z&AS>kK6io7uS)G%2Zc{yNBdTiubZS#F7i4K&T6P$lC+Bat$PBmT(7@N$mDI#AnIC9 z3iH~}Fc>c>LW^{OPhed@#ww?g@}qSzXpc``*79?kW&9(5XEW`xl3SI7B_e^n1D&B7 z7gLLkKN9=gMAm5qrTS0WDNnHU``$RmEJJYxM+unlP&>Gg8NBC|VeyZPl zCI}`~7ArJG$W?9xpl>c8%<0TGRl`uC3#ripQ1iyE{UF#U-zz^s%Wq)G?$T~i#g8VE zZvLn#ukJqP;K1@SW-Vm-w{j_J847GF5Mnp16+*g36(`KiCmo**srjs??p3=x^A69L7%0PeUxB zz)zoQUUAK>(pPmkr?W_>asxEtlfDT}|`|*y$M;c};+cu2psQ`hT>kZ+VH)$(e97&5j7b|s;6tCDd zEDs0xBS@$Na=Z*$#*AcVrS&6uYbjWpaXiAc?L(SFd^T?2F@Huyri_nYQDA2?u(Z6G z+6=%{glsQ@-iHaP`UP7#$(|LPI@W(S;3%3nF{yCP`|R|@p@OdXT!LbK|M0xq^7JsJcYs|O9^3TpczI7AXfu^Usn|m%D6wcGBM+Z;prqOhkEr}`&%{KMn<0`{kaZ8Pz2X-V>^ovnCL0Z(h^!c`&9DyTOPWyi`M zP#GW@=&FnkFNSKna27$F)2`b+rI&uii+tUUi9fM3jK2>JS51USSW7a>H3nzFS=XQy5!I3G zB_|5UvK3fME*aD~e`yqITO4-OR5X05nV|I{x!28s!SWjgaOZ{53n6?XVZ&3AeG zA<9BN1%D7&P3#koebd0qdpe|ax|s#-_J@9zH0-uuqf`=}MQVRVGy*xpY{jRi&vR9% zxw$7E3)Y-`J*hvg_G7$rSYd{;ukbyya(+APbam_iJw$2rK_=XyoDqIHK_6hf-bceM zsG~yDgOOBx$XustnH)qa^b%U$-|RT5Q&oW-w9F;`TTa(+wGgtZJC~QpxZAJZ#g{pX zwJ!q}x3A#G%W86Zs^-*RSVv>BE?)Gbe&it{W<{D74LiqFCSt#-c9Tf+14r#rXc6+S zTlkG`hElP*$7*K`_nI0ohtbE)f6Ov5tNCGAV0&rGg&Fek9P3h&R1#WjNIVj-acw;8 zQ5(^Vx02`#Hw(2ELU%U)vt0=kS)2!7jenSJ4d8I!oLyif*qVN%7fQD~8#KUC?0W=u zz3K>{`S z?cd6eS&sJVG>O<^8{d33z*R=X0zwb-524XsX}w-aJhK~HemtWAle;t`yXY?t{2WcQ zqB3UFpHh%#77D~+e!BqyI`f`c-!3OZ&Rv9VBN;yZF8B#@XBhdh_(Fv;64hx4-lp4J z1$$&b$5hd_H|=)NyYJgasRbI`_U>qKDqAGLEgAeUL&z;X_S0XO@5#18!lGFwdu=kY zwHg%5(5*%`hDZMx>&#|$trJYIw(rsOLmCNIGtoKNCIbxcUEYV zkwsVM9}a46vu)QeDjk;A#qGDy>K*jfj#(Rpq<_3i;LH9x(c6f&DlWO%67;O|BpvS& zXj96rqVq(g#{BP<8^}sFR?Esm$n#N6@gH{xcQ?VwxAJbMG3?h`g@j>QdEW`jz_EU* zxE}oVS;H#os?0S{_luWgz(3;px7m#Axp9j<;dE$m;Mvx%L#h%M?wy}9(z82&+tD6V&SQrvq0uVI?+D{ znZ!E1{)dnMJM(}4`vOaxwT+#oiecv96kQU9 zEBP&nXP;0gyXX@!-`ED0i|F4a_uFpy*CJyLeQV~x&R-H$^yi@e+jIV}v-rr2bUqD~vG;r>*fYbusJd;RYJ0D;k;sQ>@~ From 789e66630af9447599ccea4bb708202b168bf2d0 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Tue, 30 Aug 2022 20:28:05 +0800 Subject: [PATCH 06/17] Update docs --- README.md | 3 +- docs/apis/data.md | 16 ++++++++ docs/apis/infer.md | 23 ++++++++++- docs/apis/train.md | 68 +++++++++++++++++++++++++++++-- docs/data/tools.md | 24 ++++++++++- docs/dev/dev_guide.md | 9 ++++ docs/intro/data_prep.md | 9 ++++ docs/intro/transforms.md | 2 +- paddlers/tasks/change_detector.py | 20 ++++----- paddlers/tasks/classifier.py | 4 +- paddlers/tasks/object_detector.py | 2 +- paddlers/tasks/restorer.py | 4 +- paddlers/tasks/segmenter.py | 12 +++--- 13 files changed, 168 insertions(+), 28 deletions(-) create mode 100644 docs/intro/data_prep.md diff --git a/README.md b/README.md index be3ebea..4a55317 100644 --- a/README.md +++ b/README.md @@ -200,8 +200,9 @@ PaddleRS目录树中关键部分如下: * [智能标注工具EISeg](https://github.com/PaddlePaddle/PaddleSeg/tree/release/2.6/EISeg) * [遥感影像处理工具集](./docs/data/tools.md) * 组件介绍 - * [数据预处理/数据增强](./docs/intro/transforms.md) + * [数据集预处理脚本](./docs/intro/data_prep.md) * [模型库](./docs/intro/model_zoo.md) + * [数据变换算子](./docs/intro/transforms.md) * 模型训练 * [模型训练API说明](./docs/apis/train.md) * 模型部署 diff --git a/docs/apis/data.md b/docs/apis/data.md index ab8a523..6be2e32 100644 --- a/docs/apis/data.md +++ b/docs/apis/data.md @@ -86,6 +86,22 @@ ### 图像复原数据集`ResDataset` +`ResDataset`定义在:https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/datasets/res_dataset.py + +其初始化参数列表如下: + +|参数名称|类型|参数说明|默认值| +|-------|----|--------|-----| +|`data_dir`|`str`|数据集存放目录。|| +|`file_list`|`str`|file list路径。file list是一个文本文件,其中每一行包含一个样本的路径信息。`ResDataset`对file list的具体要求请参见下文。|| +|`transforms`|`paddlers.transforms.Compose`|对输入数据应用的数据变换算子。|| +|`num_workers`|`int` \| `str`|加载数据时使用的辅助进程数。若设置为`'auto'`,则按照如下规则确定使用进程数:当CPU核心数大于16时,使用8个数据读取辅助进程;否则,使用CPU核心数一半数量的辅助进程。|`'auto'`| +|`shuffle`|`bool`|是否随机打乱数据集中的样本。|`False`| +|`sr_factor`|`int` \| `None`|对于超分辨率重建任务,指定为超分辨率倍数;对于其它任务,指定为`None`。|`None`| + +`ResDataset`对file list的要求如下: + +- file list中的每一行应该包含2个以空格分隔的项,依次表示输入影像(例如超分辨率重建任务中的低分辨率影像)相对`data_dir`的路径以及目标影像(例如超分辨率重建任务中的高分辨率影像)相对`data_dir`的路径。 ### 图像分割数据集`SegDataset` diff --git a/docs/apis/infer.md b/docs/apis/infer.md index 2a5b62d..880b5cc 100644 --- a/docs/apis/infer.md +++ b/docs/apis/infer.md @@ -89,7 +89,28 @@ def predict(self, img_file, transforms=None): #### `BaseRestorer.predict()` +接口形式: + +```python +def predict(self, img_file, transforms=None): +``` + +输入参数: + +|参数名称|类型|参数说明|默认值| +|-------|----|--------|-----| +|`img_file`|`list[str\|np.ndarray]` \| `str` \| `np.ndarray`|输入影像数据(NumPy数组形式)或输入影像路径。若需要一次性预测一组影像,以列表包含这些影像的数据或路径(每幅影像对应列表中的一个元素)。|| +|`transforms`|`paddlers.transforms.Compose` \| `None`|对输入数据应用的数据变换算子。若为`None`,则使用训练器在验证阶段使用的数据变换算子。|`None`| + +返回格式: + +若`img_file`是一个字符串或NumPy数组,则返回对象为包含下列键值对的字典: +``` +{"res_map": 模型输出的复原或重建影像(以[h, w, c]格式排布)} +``` + +若`img_file`是一个列表,则返回对象为与`img_file`等长的列表,其中的每一项为一个字典(键值对如上所示),顺序对应`img_file`中的每个元素。 #### `BaseSegmenter.predict()` @@ -190,7 +211,7 @@ def predict(self, |参数名称|类型|参数说明|默认值| |-------|----|--------|-----| -|`img_file`|`list[str\|tuple\|np.ndarray]` \| `str` \| `tuple` \| `np.ndarray`|对于场景分类、目标检测和图像分割任务来说,该参数可为单一图像路径,或是解码后的、排列格式为[h, w, c]且具有float32类型的图像数据(表示为NumPy数组形式),或者是一组图像路径或np.ndarray对象构成的列表;对于变化检测任务来说,该参数可以为图像路径二元组(分别表示前后两个时相影像路径),或是解码后的两幅图像组成的二元组,或者是上述两种二元组之一构成的列表。|| +|`img_file`|`list[str\|tuple\|np.ndarray]` \| `str` \| `tuple` \| `np.ndarray`|对于场景分类、目标检测、图像复原和图像分割任务来说,该参数可为单一图像路径,或是解码后的、排列格式为[h, w, c]且具有float32类型的图像数据(表示为NumPy数组形式),或者是一组图像路径或np.ndarray对象构成的列表;对于变化检测任务来说,该参数可以为图像路径二元组(分别表示前后两个时相影像路径),或是解码后的两幅图像组成的二元组,或者是上述两种二元组之一构成的列表。|| |`topk`|`int`|场景分类模型预测时使用,表示选取模型输出概率大小排名前`topk`的类别作为最终结果。|`1`| |`transforms`|`paddlers.transforms.Compose`\|`None`|对输入数据应用的数据变换算子。若为`None`,则使用从`model.yml`中读取的算子。|`None`| |`warmup_iters`|`int`|预热轮数,用于评估模型推理以及前后处理速度。若大于1,将预先重复执行`warmup_iters`次推理,而后才开始正式的预测及其速度评估。|`0`| diff --git a/docs/apis/train.md b/docs/apis/train.md index 1cfd883..d28aa94 100644 --- a/docs/apis/train.md +++ b/docs/apis/train.md @@ -1,6 +1,6 @@ # PaddleRS训练API说明 -**训练器**封装了模型训练、验证、量化以及动态图推理等逻辑,定义在`paddlers/tasks/`目录下的文件中。为了方便用户使用,PaddleRS为所有支持的模型均提供了继承自父类[`BaseModel`](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/base.py)的训练器,并对外提供数个API。变化检测、场景分类、图像分割以及目标检测任务对应的训练器类型分别为`BaseChangeDetector`、`BaseClassifier`、`BaseDetector`和`BaseSegmenter`。本文档介绍训练器的初始化函数以及`train()`、`evaluate()` API。 +**训练器**封装了模型训练、验证、量化以及动态图推理等逻辑,定义在`paddlers/tasks/`目录下的文件中。为了方便用户使用,PaddleRS为所有支持的模型均提供了继承自父类[`BaseModel`](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/base.py)的训练器,并对外提供数个API。变化检测、场景分类、目标检测、图像复原以及图像分割任务对应的训练器类型分别为`BaseChangeDetector`、`BaseClassifier`、`BaseDetector`、`BaseRestorer`和`BaseSegmenter`。本文档介绍训练器的初始化函数以及`train()`、`evaluate()` API。 ## 初始化训练器 @@ -28,7 +28,9 @@ ### 初始化`BaseRestorer`子类对象 - +- 一般支持设置`sr_factor`参数,表示超分辨率倍数;对于不支持超分辨率重建任务的模型,`sr_factor`设置为`None`。 +- 可通过`losses`参数指定模型训练时使用的损失函数,传入实参需为可调用对象或字典。手动指定的`losses`与子类的`default_loss()`方法返回值必须具有相同的格式。 +- 不同的子类支持与模型相关的输入参数,详情请参考[模型定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/rs_models/res)和[训练器定义](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/restorer.py)。 ### 初始化`BaseSegmenter`子类对象 @@ -180,6 +182,46 @@ def train(self, ### `BaseRestorer.train()` +接口形式: + +```python +def train(self, + num_epochs, + train_dataset, + train_batch_size=2, + eval_dataset=None, + optimizer=None, + save_interval_epochs=1, + log_interval_steps=2, + save_dir='output', + pretrain_weights='CITYSCAPES', + learning_rate=0.01, + lr_decay_power=0.9, + early_stop=False, + early_stop_patience=5, + use_vdl=True, + resume_checkpoint=None): +``` + +其中各参数的含义如下: + +|参数名称|类型|参数说明|默认值| +|-------|----|--------|-----| +|`num_epochs`|`int`|训练的epoch数目。|| +|`train_dataset`|`paddlers.datasets.ResDataset`|训练数据集。|| +|`train_batch_size`|`int`|训练时使用的batch size。|`2`| +|`eval_dataset`|`paddlers.datasets.ResDataset` \| `None`|验证数据集。|`None`| +|`optimizer`|`paddle.optimizer.Optimizer` \| `None`|训练时使用的优化器。若为`None`,则使用默认定义的优化器。|`None`| +|`save_interval_epochs`|`int`|训练时存储模型的间隔epoch数。|`1`| +|`log_interval_steps`|`int`|训练时打印日志的间隔step数(即迭代数)。|`2`| +|`save_dir`|`str`|存储模型的路径。|`'output'`| +|`pretrain_weights`|`str` \| `None`|预训练权重的名称/路径。若为`None`,则不适用预训练权重。|`'CITYSCAPES'`| +|`learning_rate`|`float`|训练时使用的学习率大小,适用于默认优化器。|`0.01`| +|`lr_decay_power`|`float`|学习率衰减系数,适用于默认优化器。|`0.9`| +|`early_stop`|`bool`|训练过程是否启用早停策略。|`False`| +|`early_stop_patience`|`int`|启用早停策略时的`patience`参数(参见[`EarlyStop`](https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/utils/utils.py))。|`5`| +|`use_vdl`|`bool`|是否启用VisualDL日志。|`True`| +|`resume_checkpoint`|`str` \| `None`|检查点路径。PaddleRS支持从检查点(包含先前训练过程中存储的模型权重和优化器权重)继续训练,但需注意`resume_checkpoint`与`pretrain_weights`不得同时设置为`None`以外的值。|`None`| ### `BaseSegmenter.train()` @@ -284,7 +326,7 @@ def evaluate(self, eval_dataset, batch_size=1, return_details=False): ``` {"top1": top1准确率, - "top5": `top5准确率} + "top5": top5准确率} ``` ### `BaseDetector.evaluate()` @@ -324,6 +366,26 @@ def evaluate(self, ### `BaseRestorer.evaluate()` +接口形式: + +```python +def evaluate(self, eval_dataset, batch_size=1, return_details=False): +``` + +输入参数如下: + +|参数名称|类型|参数说明|默认值| +|-------|----|--------|-----| +|`eval_dataset`|`paddlers.datasets.ResDataset`|评估数据集。|| +|`batch_size`|`int`|评估时使用的batch size(多卡训练时,为所有设备合计batch size)。|`1`| +|`return_details`|`bool`|*当前版本请勿手动设置此参数。*|`False`| + +输出为一个`collections.OrderedDict`对象,包含如下键值对: + +``` +{"psnr": PSNR指标, + "ssim": SSIM指标} +``` ### `BaseSegmenter.evaluate()` diff --git a/docs/data/tools.md b/docs/data/tools.md index f434c49..035832d 100644 --- a/docs/data/tools.md +++ b/docs/data/tools.md @@ -8,8 +8,9 @@ PaddleRS在`tools`目录中提供了丰富的遥感影像处理工具,包括 - `match.py`:用于实现两幅影像的配准。 - `split.py`:用于对大幅面影像数据进行切片。 - `coco_tools/`:COCO工具合集,用于统计处理COCO格式标注文件。 +- `prepare_dataset/`:数据集预处理脚本合集。 -## 使用示例 +## 使用说明 首先请确保您已将PaddleRS下载到本地。进入`tools`目录: @@ -101,3 +102,24 @@ python split.py --image_path {输入影像路径} [--mask_path {真值标签路 - `json_Merge.py`: 将多个json文件合并为一个。 详细使用方法请参见[coco_tools使用说明](coco_tools.md)。 + +### prepare_dataset + +`prepare_dataset`目录中包含一系列数据预处理脚本,主要用于预处理已下载到本地的遥感开源数据集,使其符合PaddleRS训练、验证、测试的标准。 + +在执行脚本前,您可以通过`--help`选项获取帮助信息。例如: + +```shell +python prepare_dataset/prepare_levircd.py --help +``` + +以下列出了脚本中常见的命令行选项: + +- `--in_dataset_dir`:下载到本地的原始数据集所在路径。示例:`--in_dataset_dir downloads/LEVIR-CD`。 +- `--out_dataset_dir`:处理后的数据集存放路径。示例:`--out_dataset_dir data/levircd`。 +- `--crop_size`:对于支持影像裁块的数据集,指定切分的影像块大小。示例:`--crop_size 256`。 +- `--crop_stride`:对于支持影像裁块的数据集,指定切分时滑窗移动的步长。示例:`--crop_stride 256`。 +- `--seed`:随机种子。可用于固定随机数生成器产生的伪随机数序列,从而得到固定的数据集划分结果。示例:`--seed 1919810` +- `--ratios`:对于支持子集随机划分的数据集,指定需要划分的各个子集的样本比例。示例:`--ratios 0.7 0.2 0.1`。 + +您可以在[此文档](https://github.com/PaddlePaddle/PaddleRS/blob/develop/docs/intro/data_prep.md)中查看PaddleRS提供哪些数据集的预处理脚本。 diff --git a/docs/dev/dev_guide.md b/docs/dev/dev_guide.md index 9f678af..e4de181 100644 --- a/docs/dev/dev_guide.md +++ b/docs/dev/dev_guide.md @@ -70,6 +70,15 @@ Args: 4. 在全局变量`__all__`中添加新增训练器的类名。 +需要注意的是,对于图像复原任务,模型的前向、反向逻辑均实现在训练器定义中。对于GAN等需要用到多个网络的模型,训练器的编写请参照如下规范: +- 重写`build_net()`方法,使用`GANAdapter`维护所有网络。`GANAdapter`对象在构造时接受两个列表作为输入:第一个列表中包含所有的生成器,其中第一个元素为主生成器;第二个列表中包含所有的判别器。 +- 重写`default_loss()`方法,构建损失函数。若训练过程中需要用到多个损失函数,推荐以字典的形式组织。 +- 重写`default_optimizer()`方法,构建一个或多个优化器。当`build_net()`返回值的类型为`GANAdapter`时,`parameters`参数为一个字典。其中,`parameters['params_g']`是一个列表,顺序包含各个生成器的state dict;`parameters['params_d']`是一个列表,顺序包含各个判别器的state dict。若构建多个优化器,在返回时应使用`OptimizerAdapter`包装。 +- 重写`run_gan()`方法,该方法接受`net`、`inputs`、`mode`、和`gan_mode`四个参数,用于执行训练过程中的某一个子任务,例如生成器的前向计算、判别器的前向计算等等。 +- 重写`train_step()`方法,在其中编写模型训练过程中一次迭代的具体逻辑。通常的做法是反复调用`run_gan()`,每次调用时都根据需要构造不同的`inputs`、并使其工作在不同的`gan_mode`,并从每次返回的`outputs`字典中抽取有用的字段(如各项损失),汇总至最终结果。 + +GAN训练器的具体例子可以参考`ESRGAN`。 + ## 2 新增数据预处理/数据增强函数或算子 ### 2.1 新增数据预处理/数据增强函数 diff --git a/docs/intro/data_prep.md b/docs/intro/data_prep.md new file mode 100644 index 0000000..6932e6b --- /dev/null +++ b/docs/intro/data_prep.md @@ -0,0 +1,9 @@ +# 数据集预处理脚本 + +## PaddleRS已支持的数据集预处理脚本列表 + +| 任务 | 数据集名称 | 数据集地址 | 预处理脚本 | +|-----|-----------|----------|----------| +| 变化检测 | LEVIR-CD | https://justchenhao.github.io/LEVIR/ | [prepare_levircd.py](https://github.com/PaddlePaddle/PaddleRS/blob/develop/tools/prepare_dataset/prepare_levircd.py) | +| 变化检测 | Season-varying | https://paperswithcode.com/dataset/cdd-dataset-season-varying | [prepare_svcd.py](https://github.com/PaddlePaddle/PaddleRS/blob/develop/tools/prepare_dataset/prepare_svcd.py) | +| 目标检测 | RSOD | https://github.com/RSIA-LIESMARS-WHU/RSOD-Dataset- | [prepare_rsod](https://github.com/PaddlePaddle/PaddleRS/blob/develop/tools/prepare_dataset/prepare_rsod.py) | diff --git a/docs/intro/transforms.md b/docs/intro/transforms.md index c7234de..f568541 100644 --- a/docs/intro/transforms.md +++ b/docs/intro/transforms.md @@ -1,4 +1,4 @@ -# 数据预处理/数据增强 +# 数据变换算子 ## PaddleRS已支持的数据变换算子列表 diff --git a/paddlers/tasks/change_detector.py b/paddlers/tasks/change_detector.py index 7a45172..d79734e 100644 --- a/paddlers/tasks/change_detector.py +++ b/paddlers/tasks/change_detector.py @@ -409,18 +409,18 @@ class BaseChangeDetector(BaseModel): key-value pairs: For binary change detection (number of classes == 2), the key-value pairs are like: - {"iou": `intersection over union for the change class`, - "f1": `F1 score for the change class`, - "oacc": `overall accuracy`, - "kappa": ` kappa coefficient`}. + {"iou": intersection over union for the change class, + "f1": F1 score for the change class, + "oacc": overall accuracy, + "kappa": kappa coefficient}. For multi-class change detection (number of classes > 2), the key-value pairs are like: - {"miou": `mean intersection over union`, - "category_iou": `category-wise mean intersection over union`, - "oacc": `overall accuracy`, - "category_acc": `category-wise accuracy`, - "kappa": ` kappa coefficient`, - "category_F1-score": `F1 score`}. + {"miou": mean intersection over union, + "category_iou": category-wise mean intersection over union, + "oacc": overall accuracy, + "category_acc": category-wise accuracy, + "kappa": kappa coefficient, + "category_F1-score": F1 score}. """ self._check_transforms(eval_dataset.transforms, 'eval') diff --git a/paddlers/tasks/classifier.py b/paddlers/tasks/classifier.py index 23ab154..5756c71 100644 --- a/paddlers/tasks/classifier.py +++ b/paddlers/tasks/classifier.py @@ -380,8 +380,8 @@ class BaseClassifier(BaseModel): Returns: If `return_details` is False, return collections.OrderedDict with key-value pairs: - {"top1": `acc of top1`, - "top5": `acc of top5`}. + {"top1": acc of top1, + "top5": acc of top5}. """ self._check_transforms(eval_dataset.transforms, 'eval') diff --git a/paddlers/tasks/object_detector.py b/paddlers/tasks/object_detector.py index 3086bd5..e954a69 100644 --- a/paddlers/tasks/object_detector.py +++ b/paddlers/tasks/object_detector.py @@ -491,7 +491,7 @@ class BaseDetector(BaseModel): Returns: If `return_details` is False, return collections.OrderedDict with key-value pairs: - {"bbox_mmap":`mean average precision (0.50, 11point)`}. + {"bbox_mmap": mean average precision (0.50, 11point)}. """ if metric is None: diff --git a/paddlers/tasks/restorer.py b/paddlers/tasks/restorer.py index f68264d..5a56c48 100644 --- a/paddlers/tasks/restorer.py +++ b/paddlers/tasks/restorer.py @@ -365,8 +365,8 @@ class BaseRestorer(BaseModel): Returns: If `return_details` is False, return collections.OrderedDict with key-value pairs: - {"psnr": `peak signal-to-noise ratio`, - "ssim": `structural similarity`}. + {"psnr": peak signal-to-noise ratio, + "ssim": structural similarity}. """ diff --git a/paddlers/tasks/segmenter.py b/paddlers/tasks/segmenter.py index b9c586f..8a4c34f 100644 --- a/paddlers/tasks/segmenter.py +++ b/paddlers/tasks/segmenter.py @@ -398,12 +398,12 @@ class BaseSegmenter(BaseModel): Returns: collections.OrderedDict with key-value pairs: - {"miou": `mean intersection over union`, - "category_iou": `category-wise mean intersection over union`, - "oacc": `overall accuracy`, - "category_acc": `category-wise accuracy`, - "kappa": ` kappa coefficient`, - "category_F1-score": `F1 score`}. + {"miou": mean intersection over union, + "category_iou": category-wise mean intersection over union, + "oacc": overall accuracy, + "category_acc": category-wise accuracy, + "kappa": kappa coefficient, + "category_F1-score": F1 score}. """ From 83c51846d955103afd9d3ad15a06c4daa219d07b Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Tue, 30 Aug 2022 20:41:11 +0800 Subject: [PATCH 07/17] Add web demo examples --- examples/README.md | 26 ++++++++++++++++++++++++-- 1 file changed, 24 insertions(+), 2 deletions(-) diff --git a/examples/README.md b/examples/README.md index 14d3864..30ab5d0 100644 --- a/examples/README.md +++ b/examples/README.md @@ -8,9 +8,31 @@ PaddleRS提供从科学研究到产业应用的丰富示例,希望帮助遥感 ## 2 社区贡献案例 -[AI Studio](https://aistudio.baidu.com/aistudio/index)是基于百度深度学习平台飞桨的人工智能学习与实训社区,提供在线编程环境、免费GPU算力、海量开源算法和开放数据,帮助开发者快速创建和部署模型。您可以在AI Studio上探索PaddleRS的更多玩法: +### 2.1 基于PaddleRS的遥感解译平台 -[AI Studio上的PaddleRS相关项目](https://aistudio.baidu.com/aistudio/projectoverview/public?kw=PaddleRS) +#### 小桨神瞳 + + + +- 作者:白菜 +- 代码仓库:https://github.com/CrazyBoyM/webRS + +#### 遥感图像智能解译平台 + +

    + +

    +

    + +

    + +- 作者:HHU-河马海牛队 +- 代码仓库:https://github.com/terayco/Intelligent-RS-System +- 演示视频:https://www.bilibili.com/video/BV1eY4y1u7Eq/?vd_source=75a73fc15a4e8b25195728ee93a5b322 + +### 2.2 AI Studio上的PaddleRS相关项目 + +[AI Studio](https://aistudio.baidu.com/aistudio/index)是基于百度深度学习平台飞桨的人工智能学习与实训社区,提供在线编程环境、免费GPU算力、海量开源算法和开放数据,帮助开发者快速创建和部署模型。您可以[在AI Studio上探索PaddleRS的更多玩法](https://aistudio.baidu.com/aistudio/projectoverview/public?kw=PaddleRS)。 本文档收集了部分由开源爱好者贡献的精品项目: From 76e3fe35a665e69b0707213ff0b4d4184d502f1c Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Tue, 30 Aug 2022 20:48:48 +0800 Subject: [PATCH 08/17] Add unittest of FCCDN --- tests/rs_models/test_cd_models.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/tests/rs_models/test_cd_models.py b/tests/rs_models/test_cd_models.py index 3b3e683..e274100 100644 --- a/tests/rs_models/test_cd_models.py +++ b/tests/rs_models/test_cd_models.py @@ -21,7 +21,7 @@ __all__ = [ 'TestBITModel', 'TestCDNetModel', 'TestChangeStarModel', 'TestDSAMNetModel', 'TestDSIFNModel', 'TestFCEarlyFusionModel', 'TestFCSiamConcModel', 'TestFCSiamDiffModel', 'TestSNUNetModel', 'TestSTANetModel', - 'TestChangeFormerModel' + 'TestChangeFormerModel', 'TestFCCDNModel' ] @@ -225,3 +225,14 @@ class TestChangeFormerModel(TestCDModel): dict(**base_spec, decoder_softmax=True), dict(**base_spec, embed_dim=56) ] # yapf: disable + + +class TestFCCDNModel(TestCDModel): + MODEL_CLASS = paddlers.rs_models.cd.FCCDN + + def set_specs(self): + self.specs = [ + dict(in_channels=3, num_classes=2), + dict(in_channels=8, num_classes=2), + dict(in_channels=3, num_classes=8) + ] # yapf: disable \ No newline at end of file From 40088e24e93d7949c3ddfcca6db4b45fda8abe42 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Tue, 30 Aug 2022 20:52:52 +0800 Subject: [PATCH 09/17] Update gifs --- examples/README.md | 5 +---- 1 file changed, 1 insertion(+), 4 deletions(-) diff --git a/examples/README.md b/examples/README.md index 30ab5d0..68033cd 100644 --- a/examples/README.md +++ b/examples/README.md @@ -20,10 +20,7 @@ PaddleRS提供从科学研究到产业应用的丰富示例,希望帮助遥感 #### 遥感图像智能解译平台

    - -

    -

    - +

    - 作者:HHU-河马海牛队 From 543dbc78783309c785d928ee0dc92f442a20cf05 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Thu, 1 Sep 2022 16:43:40 +0800 Subject: [PATCH 10/17] Update doc --- examples/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index 68033cd..2a0ae03 100644 --- a/examples/README.md +++ b/examples/README.md @@ -20,7 +20,7 @@ PaddleRS提供从科学研究到产业应用的丰富示例,希望帮助遥感 #### 遥感图像智能解译平台

    - +

    - 作者:HHU-河马海牛队 From 0b87782eec43affb4b4f6a39bb7e87aa41360c9c Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Thu, 1 Sep 2022 19:53:01 +0800 Subject: [PATCH 11/17] Add multi-channel support to FarSeg --- paddlers/rs_models/cd/bit.py | 2 +- paddlers/rs_models/seg/farseg.py | 35 ++++--- paddlers/tasks/change_detector.py | 45 +++++---- paddlers/tasks/classifier.py | 45 +++++---- paddlers/tasks/object_detector.py | 42 +++++---- paddlers/tasks/restorer.py | 35 +++++-- paddlers/tasks/segmenter.py | 45 +++++---- paddlers/utils/checkpoint.py | 20 ++-- tests/rs_models/test_seg_models.py | 3 +- tutorials/train/README.md | 1 + .../train/semantic_segmentation/deeplabv3p.py | 2 +- .../train/semantic_segmentation/farseg.py | 94 +++++++++++++++++++ tutorials/train/semantic_segmentation/unet.py | 2 +- 13 files changed, 265 insertions(+), 106 deletions(-) create mode 100644 tutorials/train/semantic_segmentation/farseg.py diff --git a/paddlers/rs_models/cd/bit.py b/paddlers/rs_models/cd/bit.py index 720969d..13f2290 100644 --- a/paddlers/rs_models/cd/bit.py +++ b/paddlers/rs_models/cd/bit.py @@ -56,7 +56,7 @@ class BIT(nn.Layer): Default: 2. enc_with_pos (bool, optional): Whether to add leanred positional embedding to the input feature sequence of the encoder. Default: True. - enc_depth (int, optional): Number of attention blocks used in the encoder. Default: 1 + enc_depth (int, optional): Number of attention blocks used in the encoder. Default: 1. enc_head_dim (int, optional): Embedding dimension of each encoder head. Default: 64. dec_depth (int, optional): Number of attention blocks used in the decoder. Default: 8. dec_head_dim (int, optional): Embedding dimension of each decoder head. Default: 8. diff --git a/paddlers/rs_models/seg/farseg.py b/paddlers/rs_models/seg/farseg.py index b9c6b95..6bf912d 100644 --- a/paddlers/rs_models/seg/farseg.py +++ b/paddlers/rs_models/seg/farseg.py @@ -164,7 +164,7 @@ class SceneRelation(nn.Layer): return refined_feats -class AssymetricDecoder(nn.Layer): +class AsymmetricDecoder(nn.Layer): def __init__(self, in_channels, out_channels, @@ -172,7 +172,7 @@ class AssymetricDecoder(nn.Layer): out_feat_output_stride=4, norm_fn=nn.BatchNorm2D, num_groups_gn=None): - super(AssymetricDecoder, self).__init__() + super(AsymmetricDecoder, self).__init__() if norm_fn == nn.BatchNorm2D: norm_fn_args = dict(num_features=out_channels) elif norm_fn == nn.GroupNorm: @@ -215,9 +215,12 @@ class AssymetricDecoder(nn.Layer): class ResNet50Encoder(nn.Layer): - def __init__(self, pretrained=True): + def __init__(self, in_ch=3, pretrained=True): super(ResNet50Encoder, self).__init__() self.resnet = resnet50(pretrained=pretrained) + if in_ch != 3: + self.resnet.conv1 = nn.Conv2D( + in_ch, 64, kernel_size=7, stride=2, padding=3, bias_attr=False) def forward(self, inputs): x = inputs @@ -234,25 +237,35 @@ class ResNet50Encoder(nn.Layer): class FarSeg(nn.Layer): """ - The FarSeg implementation based on PaddlePaddle. + The FarSeg implementation based on PaddlePaddle. - The original article refers to - Zheng, Zhuo, et al. "Foreground-Aware Relation Network for Geospatial Object - Segmentation in High Spatial Resolution Remote Sensing Imagery" - (https://openaccess.thecvf.com/content_CVPR_2020/papers/Zheng_Foreground-Aware_Relation_Network_for_Geospatial_Object_Segmentation_in_High_Spatial_CVPR_2020_paper.pdf) + The original article refers to + Zheng, Zhuo, et al. "Foreground-Aware Relation Network for Geospatial Object Segmentation in High Spatial Resolution + Remote Sensing Imagery" + (https://openaccess.thecvf.com/content_CVPR_2020/papers/Zheng_Foreground-Aware_Relation_Network_for_Geospatial_Object_Segmentation_in_High_Spatial_CVPR_2020_paper.pdf) + + Args: + in_channels (int, optional): Number of bands of the input images. Default: 3. + num_classes (int, optional): Number of target classes. Default: 16. + fpn_ch_list (list[int]|tuple[int], optional): Channel list of the FPN. Default: (256, 512, 1024, 2048). + mid_ch (int, optional): Output channels of the FPN. Default: 256. + out_ch (int, optional): Output channels of the decoder. Default: 128. + sr_ch_list (list[int]|tuple[int], optional): Channel list of the foreground-scene relation module. Default: (256, 256, 256, 256). + pretrained_encoder (bool, optional): Whether to use a pretrained encoder. Default: True. """ def __init__(self, + in_channels=3, num_classes=16, fpn_ch_list=(256, 512, 1024, 2048), mid_ch=256, out_ch=128, sr_ch_list=(256, 256, 256, 256), - encoder_pretrained=True): + pretrained_encoder=True): super(FarSeg, self).__init__() - self.en = ResNet50Encoder(encoder_pretrained) + self.en = ResNet50Encoder(in_channels, pretrained_encoder) self.fpn = FPN(in_channels_list=fpn_ch_list, out_channels=mid_ch) - self.decoder = AssymetricDecoder( + self.decoder = AsymmetricDecoder( in_channels=mid_ch, out_channels=out_ch) self.cls_pred_conv = nn.Conv2D(out_ch, num_classes, 1) self.upsample4x_op = nn.UpsamplingBilinear2D(scale_factor=4) diff --git a/paddlers/tasks/change_detector.py b/paddlers/tasks/change_detector.py index 7a45172..17f3446 100644 --- a/paddlers/tasks/change_detector.py +++ b/paddlers/tasks/change_detector.py @@ -31,7 +31,7 @@ import paddlers.utils.logging as logging from paddlers.models import seg_losses from paddlers.transforms import Resize, decode_image from paddlers.utils import get_single_card_bs -from paddlers.utils.checkpoint import seg_pretrain_weights_dict +from paddlers.utils.checkpoint import cd_pretrain_weights_dict from .base import BaseModel from .utils import seg_metrics as metrics from .utils.infer_nets import InferCDNet @@ -275,7 +275,7 @@ class BaseChangeDetector(BaseModel): exit=True) if pretrain_weights is not None and resume_checkpoint is not None: logging.error( - "pretrain_weights and resume_checkpoint cannot be set simultaneously.", + "`pretrain_weights` and `resume_checkpoint` cannot be set simultaneously.", exit=True) self.labels = train_dataset.labels if self.losses is None: @@ -289,23 +289,30 @@ class BaseChangeDetector(BaseModel): else: self.optimizer = optimizer - if pretrain_weights is not None and not osp.exists(pretrain_weights): - if pretrain_weights not in seg_pretrain_weights_dict[ - self.model_name]: - logging.warning( - "Path of pretrain_weights('{}') does not exist!".format( - pretrain_weights)) - logging.warning("Pretrain_weights is forcibly set to '{}'. " - "If don't want to use pretrain weights, " - "set pretrain_weights to be None.".format( - seg_pretrain_weights_dict[self.model_name][ - 0])) - pretrain_weights = seg_pretrain_weights_dict[self.model_name][0] - elif pretrain_weights is not None and osp.exists(pretrain_weights): - if osp.splitext(pretrain_weights)[-1] != '.pdparams': - logging.error( - "Invalid pretrain weights. Please specify a '.pdparams' file.", - exit=True) + if pretrain_weights is not None: + if not osp.exists(pretrain_weights): + if self.model_name not in cd_pretrain_weights_dict: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = None + elif pretrain_weights not in cd_pretrain_weights_dict[ + self.model_name]: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = cd_pretrain_weights_dict[ + self.model_name][0] + logging.warning( + "`pretrain_weights` is forcibly set to '{}'. " + "If you don't want to use pretrained weights, " + "please set `pretrain_weights` to None.".format( + pretrain_weights)) + else: + if osp.splitext(pretrain_weights)[-1] != '.pdparams': + logging.error( + "Invalid pretrained weights. Please specify a .pdparams file.", + exit=True) pretrained_dir = osp.join(save_dir, 'pretrain') is_backbone_weights = pretrain_weights == 'IMAGENET' self.net_initialize( diff --git a/paddlers/tasks/classifier.py b/paddlers/tasks/classifier.py index 23ab154..7c80301 100644 --- a/paddlers/tasks/classifier.py +++ b/paddlers/tasks/classifier.py @@ -246,7 +246,7 @@ class BaseClassifier(BaseModel): exit=True) if pretrain_weights is not None and resume_checkpoint is not None: logging.error( - "pretrain_weights and resume_checkpoint cannot be set simultaneously.", + "`pretrain_weights` and `resume_checkpoint` cannot be set simultaneously.", exit=True) self.labels = train_dataset.labels if self.losses is None: @@ -262,25 +262,32 @@ class BaseClassifier(BaseModel): else: self.optimizer = optimizer - if pretrain_weights is not None and not osp.exists(pretrain_weights): - if pretrain_weights not in cls_pretrain_weights_dict[ - self.model_name]: - logging.warning( - "Path of pretrain_weights('{}') does not exist!".format( - pretrain_weights)) - logging.warning("Pretrain_weights is forcibly set to '{}'. " - "If don't want to use pretrain weights, " - "set pretrain_weights to be None.".format( - cls_pretrain_weights_dict[self.model_name][ - 0])) - pretrain_weights = cls_pretrain_weights_dict[self.model_name][0] - elif pretrain_weights is not None and osp.exists(pretrain_weights): - if osp.splitext(pretrain_weights)[-1] != '.pdparams': - logging.error( - "Invalid pretrain weights. Please specify a '.pdparams' file.", - exit=True) + if pretrain_weights is not None: + if not osp.exists(pretrain_weights): + if self.model_name not in cls_pretrain_weights_dict: + logging.warning( + "Path of `pretrain_weights` ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = None + elif pretrain_weights not in cls_pretrain_weights_dict[ + self.model_name]: + logging.warning( + "Path of `pretrain_weights` ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = cls_pretrain_weights_dict[ + self.model_name][0] + logging.warning( + "`pretrain_weights` is forcibly set to '{}'. " + "If you don't want to use pretrained weights, " + "set `pretrain_weights` to None.".format( + pretrain_weights)) + else: + if osp.splitext(pretrain_weights)[-1] != '.pdparams': + logging.error( + "Invalid pretrained weights. Please specify a .pdparams file.", + exit=True) pretrained_dir = osp.join(save_dir, 'pretrain') - is_backbone_weights = False # pretrain_weights == 'IMAGENET' # TODO: this is backbone + is_backbone_weights = False self.net_initialize( pretrain_weights=pretrain_weights, save_dir=pretrained_dir, diff --git a/paddlers/tasks/object_detector.py b/paddlers/tasks/object_detector.py index 3086bd5..d1c484d 100644 --- a/paddlers/tasks/object_detector.py +++ b/paddlers/tasks/object_detector.py @@ -288,7 +288,7 @@ class BaseDetector(BaseModel): exit=True) if pretrain_weights is not None and resume_checkpoint is not None: logging.error( - "pretrain_weights and resume_checkpoint cannot be set simultaneously.", + "`pretrain_weights` and `resume_checkpoint` cannot be set simultaneously.", exit=True) if train_dataset.__class__.__name__ == 'VOCDetDataset': train_dataset.data_fields = { @@ -337,23 +337,29 @@ class BaseDetector(BaseModel): self.optimizer = optimizer # Initiate weights - if pretrain_weights is not None and not osp.exists(pretrain_weights): - if pretrain_weights not in det_pretrain_weights_dict['_'.join( - [self.model_name, self.backbone_name])]: - logging.warning( - "Path of pretrain_weights('{}') does not exist!".format( - pretrain_weights)) - pretrain_weights = det_pretrain_weights_dict['_'.join( - [self.model_name, self.backbone_name])][0] - logging.warning("Pretrain_weights is forcibly set to '{}'. " - "If you don't want to use pretrain weights, " - "set pretrain_weights to be None.".format( - pretrain_weights)) - elif pretrain_weights is not None and osp.exists(pretrain_weights): - if osp.splitext(pretrain_weights)[-1] != '.pdparams': - logging.error( - "Invalid pretrain weights. Please specify a '.pdparams' file.", - exit=True) + if pretrain_weights is not None: + if not osp.exists(pretrain_weights): + key = '_'.join([self.model_name, self.backbone_name]) + if key not in det_pretrain_weights_dict: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = None + elif pretrain_weights not in det_pretrain_weights_dict[key]: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = det_pretrain_weights_dict[key][0] + logging.warning( + "`pretrain_weights` is forcibly set to '{}'. " + "If you don't want to use pretrained weights, " + "please set `pretrain_weights` to None.".format( + pretrain_weights)) + else: + if osp.splitext(pretrain_weights)[-1] != '.pdparams': + logging.error( + "Invalid pretrained weights. Please specify a .pdparams file.", + exit=True) pretrained_dir = osp.join(save_dir, 'pretrain') self.net_initialize( pretrain_weights=pretrain_weights, diff --git a/paddlers/tasks/restorer.py b/paddlers/tasks/restorer.py index f68264d..5c8b5a8 100644 --- a/paddlers/tasks/restorer.py +++ b/paddlers/tasks/restorer.py @@ -31,6 +31,7 @@ from paddlers.models import res_losses from paddlers.transforms import Resize, decode_image from paddlers.transforms.functions import calc_hr_shape from paddlers.utils import get_single_card_bs +from paddlers.utils.checkpoint import res_pretrain_weights_dict from .base import BaseModel from .utils.res_adapters import GANAdapter, OptimizerAdapter from .utils.infer_nets import InferResNet @@ -234,7 +235,7 @@ class BaseRestorer(BaseModel): exit=True) if pretrain_weights is not None and resume_checkpoint is not None: logging.error( - "pretrain_weights and resume_checkpoint cannot be set simultaneously.", + "`pretrain_weights` and `resume_checkpoint` cannot be set simultaneously.", exit=True) if self.losses is None: @@ -256,14 +257,30 @@ class BaseRestorer(BaseModel): else: self.optimizer = optimizer - if pretrain_weights is not None and not osp.exists(pretrain_weights): - logging.warning("Path of pretrain_weights('{}') does not exist!". - format(pretrain_weights)) - elif pretrain_weights is not None and osp.exists(pretrain_weights): - if osp.splitext(pretrain_weights)[-1] != '.pdparams': - logging.error( - "Invalid pretrain weights. Please specify a '.pdparams' file.", - exit=True) + if pretrain_weights is not None: + if not osp.exists(pretrain_weights): + if self.model_name not in res_pretrain_weights_dict: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = None + elif pretrain_weights not in res_pretrain_weights_dict[ + self.model_name]: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = res_pretrain_weights_dict[ + self.model_name][0] + logging.warning( + "`pretrain_weights` is forcibly set to '{}'. " + "If you don't want to use pretrained weights, " + "please set `pretrain_weights` to None.".format( + pretrain_weights)) + else: + if osp.splitext(pretrain_weights)[-1] != '.pdparams': + logging.error( + "Invalid pretrained weights. Please specify a .pdparams file.", + exit=True) pretrained_dir = osp.join(save_dir, 'pretrain') is_backbone_weights = pretrain_weights == 'IMAGENET' self.net_initialize( diff --git a/paddlers/tasks/segmenter.py b/paddlers/tasks/segmenter.py index b9c586f..bfa8977 100644 --- a/paddlers/tasks/segmenter.py +++ b/paddlers/tasks/segmenter.py @@ -267,7 +267,7 @@ class BaseSegmenter(BaseModel): exit=True) if pretrain_weights is not None and resume_checkpoint is not None: logging.error( - "pretrain_weights and resume_checkpoint cannot be set simultaneously.", + "`pretrain_weights` and `resume_checkpoint` cannot be set simultaneously.", exit=True) self.labels = train_dataset.labels if self.losses is None: @@ -281,23 +281,30 @@ class BaseSegmenter(BaseModel): else: self.optimizer = optimizer - if pretrain_weights is not None and not osp.exists(pretrain_weights): - if pretrain_weights not in seg_pretrain_weights_dict[ - self.model_name]: - logging.warning( - "Path of pretrain_weights('{}') does not exist!".format( - pretrain_weights)) - logging.warning("Pretrain_weights is forcibly set to '{}'. " - "If don't want to use pretrain weights, " - "set pretrain_weights to be None.".format( - seg_pretrain_weights_dict[self.model_name][ - 0])) - pretrain_weights = seg_pretrain_weights_dict[self.model_name][0] - elif pretrain_weights is not None and osp.exists(pretrain_weights): - if osp.splitext(pretrain_weights)[-1] != '.pdparams': - logging.error( - "Invalid pretrain weights. Please specify a '.pdparams' file.", - exit=True) + if pretrain_weights is not None: + if not osp.exists(pretrain_weights): + if self.model_name not in seg_pretrain_weights_dict: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = None + elif pretrain_weights not in seg_pretrain_weights_dict[ + self.model_name]: + logging.warning( + "Path of pretrained weights ('{}') does not exist!". + format(pretrain_weights)) + pretrain_weights = seg_pretrain_weights_dict[ + self.model_name][0] + logging.warning( + "`pretrain_weights` is forcibly set to '{}'. " + "If you don't want to use pretrained weights, " + "please set `pretrain_weights` to None.".format( + pretrain_weights)) + else: + if osp.splitext(pretrain_weights)[-1] != '.pdparams': + logging.error( + "Invalid pretrained weights. Please specify a .pdparams file.", + exit=True) pretrained_dir = osp.join(save_dir, 'pretrain') is_backbone_weights = pretrain_weights == 'IMAGENET' self.net_initialize( @@ -909,6 +916,7 @@ class BiSeNetV2(BaseSegmenter): class FarSeg(BaseSegmenter): def __init__(self, + in_channels=3, num_classes=2, use_mixed_loss=False, losses=None, @@ -918,4 +926,5 @@ class FarSeg(BaseSegmenter): num_classes=num_classes, use_mixed_loss=use_mixed_loss, losses=losses, + in_channels=in_channels, **params) diff --git a/paddlers/utils/checkpoint.py b/paddlers/utils/checkpoint.py index 82b5b12..029c4fc 100644 --- a/paddlers/utils/checkpoint.py +++ b/paddlers/utils/checkpoint.py @@ -21,20 +21,14 @@ import paddle from . import logging from .download import download_and_decompress +cd_pretrain_weights_dict = {} + cls_pretrain_weights_dict = { 'ResNet50_vd': ['IMAGENET'], 'MobileNetV3_small_x1_0': ['IMAGENET'], 'HRNet_W18_C': ['IMAGENET'], } -seg_pretrain_weights_dict = { - 'UNet': ['CITYSCAPES'], - 'DeepLabV3P': ['CITYSCAPES', 'PascalVOC', 'IMAGENET'], - 'FastSCNN': ['CITYSCAPES'], - 'HRNet': ['CITYSCAPES', 'PascalVOC'], - 'BiSeNetV2': ['CITYSCAPES'] -} - det_pretrain_weights_dict = { 'PicoDet_ESNet_s': ['COCO', 'IMAGENET'], 'PicoDet_ESNet_m': ['COCO', 'IMAGENET'], @@ -74,6 +68,16 @@ det_pretrain_weights_dict = { 'MaskRCNN_ResNet101_vd_fpn': ['COCO', 'IMAGENET'] } +res_pretrain_weights_dict = {} + +seg_pretrain_weights_dict = { + 'UNet': ['CITYSCAPES'], + 'DeepLabV3P': ['CITYSCAPES', 'PascalVOC', 'IMAGENET'], + 'FastSCNN': ['CITYSCAPES'], + 'HRNet': ['CITYSCAPES', 'PascalVOC'], + 'BiSeNetV2': ['CITYSCAPES'] +} + cityscapes_weights = { 'UNet_CITYSCAPES': 'https://bj.bcebos.com/paddleseg/dygraph/cityscapes/unet_cityscapes_1024x512_160k/model.pdparams', diff --git a/tests/rs_models/test_seg_models.py b/tests/rs_models/test_seg_models.py index 88fb6e1..af948d4 100644 --- a/tests/rs_models/test_seg_models.py +++ b/tests/rs_models/test_seg_models.py @@ -50,7 +50,8 @@ class TestFarSegModel(TestSegModel): def set_specs(self): self.specs = [ - dict(), dict(num_classes=20), dict(encoder_pretrained=False) + dict(), dict(num_classes=20), dict(encoder_pretrained=False), + dict(in_channels=10) ] def set_targets(self): diff --git a/tutorials/train/README.md b/tutorials/train/README.md index 09d67cd..d061e61 100644 --- a/tutorials/train/README.md +++ b/tutorials/train/README.md @@ -26,6 +26,7 @@ |object_detection/ppyolov2.py | 目标检测 | PP-YOLOv2 | |object_detection/yolov3.py | 目标检测 | YOLOv3 | |semantic_segmentation/deeplabv3p.py | 图像分割 | DeepLab V3+ | +|semantic_segmentation/farseg.py | 图像分割 | FarSeg | |semantic_segmentation/unet.py | 图像分割 | UNet | ## 环境准备 diff --git a/tutorials/train/semantic_segmentation/deeplabv3p.py b/tutorials/train/semantic_segmentation/deeplabv3p.py index b3dbd50..4e0cb0b 100644 --- a/tutorials/train/semantic_segmentation/deeplabv3p.py +++ b/tutorials/train/semantic_segmentation/deeplabv3p.py @@ -71,7 +71,7 @@ eval_dataset = pdrs.datasets.SegDataset( # 目前已支持的模型请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/docs/intro/model_zoo.md # 模型输入参数请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/segmenter.py model = pdrs.tasks.seg.DeepLabV3P( - input_channel=NUM_BANDS, + in_channels=NUM_BANDS, num_classes=len(train_dataset.labels), backbone='ResNet50_vd') diff --git a/tutorials/train/semantic_segmentation/farseg.py b/tutorials/train/semantic_segmentation/farseg.py new file mode 100644 index 0000000..c57ffe7 --- /dev/null +++ b/tutorials/train/semantic_segmentation/farseg.py @@ -0,0 +1,94 @@ +#!/usr/bin/env python + +# 图像分割模型FarSeg训练示例脚本 +# 执行此脚本前,请确认已正确安装PaddleRS库 + +import paddlers as pdrs +from paddlers import transforms as T + +# 数据集存放目录 +DATA_DIR = './data/rsseg/' +# 训练集`file_list`文件路径 +TRAIN_FILE_LIST_PATH = './data/rsseg/train.txt' +# 验证集`file_list`文件路径 +EVAL_FILE_LIST_PATH = './data/rsseg/val.txt' +# 数据集类别信息文件路径 +LABEL_LIST_PATH = './data/rsseg/labels.txt' +# 实验目录,保存输出的模型权重和结果 +EXP_DIR = './output/farseg/' + +# 影像波段数量 +NUM_BANDS = 10 + +# 下载和解压多光谱地块分类数据集 +pdrs.utils.download_and_decompress( + 'https://paddlers.bj.bcebos.com/datasets/rsseg.zip', path='./data/') + +# 定义训练和验证时使用的数据变换(数据增强、预处理等) +# 使用Compose组合多种变换方式。Compose中包含的变换将按顺序串行执行 +# API说明:https://github.com/PaddlePaddle/PaddleRS/blob/develop/docs/apis/data.md +train_transforms = T.Compose([ + # 读取影像 + T.DecodeImg(), + # 将影像缩放到512x512大小 + T.Resize(target_size=512), + # 以50%的概率实施随机水平翻转 + T.RandomHorizontalFlip(prob=0.5), + # 将数据归一化到[-1,1] + T.Normalize( + mean=[0.5] * NUM_BANDS, std=[0.5] * NUM_BANDS), + T.ArrangeSegmenter('train') +]) + +eval_transforms = T.Compose([ + T.DecodeImg(), + T.Resize(target_size=512), + # 验证阶段与训练阶段的数据归一化方式必须相同 + T.Normalize( + mean=[0.5] * NUM_BANDS, std=[0.5] * NUM_BANDS), + T.ReloadMask(), + T.ArrangeSegmenter('eval') +]) + +# 分别构建训练和验证所用的数据集 +train_dataset = pdrs.datasets.SegDataset( + data_dir=DATA_DIR, + file_list=TRAIN_FILE_LIST_PATH, + label_list=LABEL_LIST_PATH, + transforms=train_transforms, + num_workers=0, + shuffle=True) + +eval_dataset = pdrs.datasets.SegDataset( + data_dir=DATA_DIR, + file_list=EVAL_FILE_LIST_PATH, + label_list=LABEL_LIST_PATH, + transforms=eval_transforms, + num_workers=0, + shuffle=False) + +# 构建FarSeg模型 +# 目前已支持的模型请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/docs/intro/model_zoo.md +# 模型输入参数请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/segmenter.py +model = pdrs.tasks.seg.FarSeg( + in_channels=NUM_BANDS, num_classes=len(train_dataset.labels)) + +# 执行模型训练 +model.train( + num_epochs=10, + train_dataset=train_dataset, + train_batch_size=4, + eval_dataset=eval_dataset, + save_interval_epochs=5, + # 每多少次迭代记录一次日志 + log_interval_steps=4, + save_dir=EXP_DIR, + pretrain_weights=None, + # 初始学习率大小 + learning_rate=0.001, + # 是否使用early stopping策略,当精度不再改善时提前终止训练 + early_stop=False, + # 是否启用VisualDL日志功能 + use_vdl=True, + # 指定从某个检查点继续训练 + resume_checkpoint=None) diff --git a/tutorials/train/semantic_segmentation/unet.py b/tutorials/train/semantic_segmentation/unet.py index e1e8b82..1aee709 100644 --- a/tutorials/train/semantic_segmentation/unet.py +++ b/tutorials/train/semantic_segmentation/unet.py @@ -71,7 +71,7 @@ eval_dataset = pdrs.datasets.SegDataset( # 目前已支持的模型请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/docs/intro/model_zoo.md # 模型输入参数请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/segmenter.py model = pdrs.tasks.seg.UNet( - input_channel=NUM_BANDS, num_classes=len(train_dataset.labels)) + in_channels=NUM_BANDS, num_classes=len(train_dataset.labels)) # 执行模型训练 model.train( From c4743373e3bc5f0c2b9feb5f149297ebb2bd0524 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Thu, 1 Sep 2022 20:27:08 +0800 Subject: [PATCH 12/17] Fix FCCDN unittest --- tests/rs_models/test_cd_models.py | 19 +++++++++++++++---- tests/rs_models/test_seg_models.py | 7 +++++-- 2 files changed, 20 insertions(+), 6 deletions(-) diff --git a/tests/rs_models/test_cd_models.py b/tests/rs_models/test_cd_models.py index e274100..2f7cc14 100644 --- a/tests/rs_models/test_cd_models.py +++ b/tests/rs_models/test_cd_models.py @@ -32,8 +32,11 @@ class TestCDModel(TestModel): self.assertIsInstance(output, list) self.check_output_equal(len(output), len(target)) for o, t in zip(output, target): - o = o.numpy() - self.check_output_equal(o.shape, t.shape) + if isinstance(o, list): + self.check_output(o, t) + else: + o = o.numpy() + self.check_output_equal(o.shape, t.shape) def set_inputs(self): if self.EF_MODE == 'Concat': @@ -234,5 +237,13 @@ class TestFCCDNModel(TestCDModel): self.specs = [ dict(in_channels=3, num_classes=2), dict(in_channels=8, num_classes=2), - dict(in_channels=3, num_classes=8) - ] # yapf: disable \ No newline at end of file + dict(in_channels=3, num_classes=8), + dict(in_channels=3, num_classes=2, _phase='eval', _stop_grad=True) + ] # yapf: disable + + def set_targets(self): + tar_c2 = [self.get_zeros_array(2), [self.get_zeros_array(1)] * 2] + self.targets = [ + tar_c2, tar_c2, [self.get_zeros_array(8), tar_c2[1]], + [self.get_zeros_array(2)] + ] diff --git a/tests/rs_models/test_seg_models.py b/tests/rs_models/test_seg_models.py index 88fb6e1..a5536a8 100644 --- a/tests/rs_models/test_seg_models.py +++ b/tests/rs_models/test_seg_models.py @@ -25,8 +25,11 @@ class TestSegModel(TestModel): self.assertIsInstance(output, list) self.check_output_equal(len(output), len(target)) for o, t in zip(output, target): - o = o.numpy() - self.check_output_equal(o.shape, t.shape) + if isinstance(o, list): + self.check_output(o, t) + else: + o = o.numpy() + self.check_output_equal(o.shape, t.shape) def set_inputs(self): def _gen_data(specs): From e0497a0ceb9504ba8feff6aa93c8f9a2dbbe28b6 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Thu, 1 Sep 2022 20:44:50 +0800 Subject: [PATCH 13/17] Update FarSeg unittest --- tests/rs_models/test_seg_models.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/rs_models/test_seg_models.py b/tests/rs_models/test_seg_models.py index af948d4..4b19f83 100644 --- a/tests/rs_models/test_seg_models.py +++ b/tests/rs_models/test_seg_models.py @@ -50,7 +50,7 @@ class TestFarSegModel(TestSegModel): def set_specs(self): self.specs = [ - dict(), dict(num_classes=20), dict(encoder_pretrained=False), + dict(), dict(num_classes=20), dict(pretrained_encoder=False), dict(in_channels=10) ] From a135b37e99defa19f8474a60cf3158288494d697 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Thu, 1 Sep 2022 20:53:48 +0800 Subject: [PATCH 14/17] Update spatial size in test case --- tests/rs_models/test_cd_models.py | 7 ++++++- 1 file changed, 6 insertions(+), 1 deletion(-) diff --git a/tests/rs_models/test_cd_models.py b/tests/rs_models/test_cd_models.py index 2f7cc14..6deed6b 100644 --- a/tests/rs_models/test_cd_models.py +++ b/tests/rs_models/test_cd_models.py @@ -242,7 +242,12 @@ class TestFCCDNModel(TestCDModel): ] # yapf: disable def set_targets(self): - tar_c2 = [self.get_zeros_array(2), [self.get_zeros_array(1)] * 2] + b = self.DEFAULT_BATCH_SIZE + h = self.DEFAULT_HW[0] // 2 + w = self.DEFAULT_HW[1] // 2 + tar_c2 = [ + self.get_zeros_array(2), [self.get_zeros_array(1, b, h, w)] * 2 + ] self.targets = [ tar_c2, tar_c2, [self.get_zeros_array(8), tar_c2[1]], [self.get_zeros_array(2)] From c5b8244a7b3c6d7b5e00464fb2fc4258bb21dfbb Mon Sep 17 00:00:00 2001 From: Lin Manhui Date: Fri, 2 Sep 2022 13:47:33 +0800 Subject: [PATCH 15/17] Update common.py --- tools/prepare_dataset/common.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/tools/prepare_dataset/common.py b/tools/prepare_dataset/common.py index 09eec87..3848915 100644 --- a/tools/prepare_dataset/common.py +++ b/tools/prepare_dataset/common.py @@ -107,7 +107,7 @@ def crop_patches(crop_size, if max_workers < 0: raise ValueError("`max_workers` must be a non-negative integer!") - if subset is None: + if subsets is None: subsets = ('', ) if max_workers == 0: @@ -280,4 +280,4 @@ def random_split(samples, # Append remainder to the last split splits[-1].append(splits[ed_idx:]) - return splits \ No newline at end of file + return splits From 3d3f19565d435651dbe2bcc69fdcac99a710cf63 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Fri, 2 Sep 2022 20:01:29 +0800 Subject: [PATCH 16/17] Add Farseg TIPC --- paddlers/rs_models/seg/farseg.py | 10 ++-- test_tipc/README.md | 1 + .../configs/seg/farseg/farseg_rsseg.yaml | 11 ++++ .../configs/seg/farseg/train_infer_python.txt | 53 +++++++++++++++++++ test_tipc/docs/test_train_inference_python.md | 2 + .../train/semantic_segmentation/farseg.py | 14 ++--- 6 files changed, 78 insertions(+), 13 deletions(-) create mode 100644 test_tipc/configs/seg/farseg/farseg_rsseg.yaml create mode 100644 test_tipc/configs/seg/farseg/train_infer_python.txt diff --git a/paddlers/rs_models/seg/farseg.py b/paddlers/rs_models/seg/farseg.py index 6bf912d..7a5a62a 100644 --- a/paddlers/rs_models/seg/farseg.py +++ b/paddlers/rs_models/seg/farseg.py @@ -11,11 +11,10 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. -""" -This code is based on https://github.com/Z-Zheng/FarSeg -Ths copyright of Z-Zheng/FarSeg is as follows: -Apache License [see LICENSE for details] -""" + +# This code is based on https://github.com/Z-Zheng/FarSeg +# The copyright of Z-Zheng/FarSeg is as follows: +# Apache License (see https://github.com/Z-Zheng/FarSeg/blob/master/LICENSE for details). import math @@ -286,5 +285,4 @@ class FarSeg(nn.Layer): final_feat = self.decoder(refined_fpn_feat_list) cls_pred = self.cls_pred_conv(final_feat) cls_pred = self.upsample4x_op(cls_pred) - cls_pred = F.softmax(cls_pred, axis=1) return [cls_pred] diff --git a/test_tipc/README.md b/test_tipc/README.md index 70fd203..934a83f 100644 --- a/test_tipc/README.md +++ b/test_tipc/README.md @@ -44,6 +44,7 @@ | 目标检测 | PP-YOLOv2 | 支持 | - | - | - | | 目标检测 | YOLOv3 | 支持 | - | - | - | | 图像分割 | DeepLab V3+ | 支持 | - | - | - | +| 图像分割 | FarSeg | 支持 | - | - | - | | 图像分割 | UNet | 支持 | - | - | - | ## 3 测试工具简介 diff --git a/test_tipc/configs/seg/farseg/farseg_rsseg.yaml b/test_tipc/configs/seg/farseg/farseg_rsseg.yaml new file mode 100644 index 0000000..fa6d97b --- /dev/null +++ b/test_tipc/configs/seg/farseg/farseg_rsseg.yaml @@ -0,0 +1,11 @@ +# Configurations of FarSeg with RSSeg dataset + +_base_: ../_base_/rsseg.yaml + +save_dir: ./test_tipc/output/seg/farseg/ + +model: !Node + type: FarSeg + args: + in_channels: 10 + num_classes: 5 \ No newline at end of file diff --git a/test_tipc/configs/seg/farseg/train_infer_python.txt b/test_tipc/configs/seg/farseg/train_infer_python.txt new file mode 100644 index 0000000..6619052 --- /dev/null +++ b/test_tipc/configs/seg/farseg/train_infer_python.txt @@ -0,0 +1,53 @@ +===========================train_params=========================== +model_name:seg:farseg +python:python +gpu_list:0|0,1 +use_gpu:null|null +--precision:null +--num_epochs:lite_train_lite_infer=3|lite_train_whole_infer=3|whole_train_whole_infer=20 +--save_dir:adaptive +--train_batch_size:lite_train_lite_infer=4|lite_train_whole_infer=4|whole_train_whole_infer=4 +--model_path:null +--config:lite_train_lite_infer=./test_tipc/configs/seg/farseg/farseg_rsseg.yaml|lite_train_whole_infer=./test_tipc/configs/seg/farseg/farseg_rsseg.yaml|whole_train_whole_infer=./test_tipc/configs/seg/farseg/farseg_rsseg.yaml +train_model_name:best_model +null:null +## +trainer:norm +norm_train:test_tipc/run_task.py train seg +pact_train:null +fpgm_train:null +distill_train:null +null:null +null:null +## +===========================eval_params=========================== +eval:null +null:null +## +===========================export_params=========================== +--save_dir:adaptive +--model_dir:adaptive +--fixed_input_shape:[-1,10,512,512] +norm_export:deploy/export/export_model.py +quant_export:null +fpgm_export:null +distill_export:null +export1:null +export2:null +===========================infer_params=========================== +infer_model:null +infer_export:null +infer_quant:False +inference:test_tipc/infer.py +--device:cpu|gpu +--enable_mkldnn:True +--cpu_threads:6 +--batch_size:1 +--use_trt:False +--precision:fp32 +--model_dir:null +--config:null +--save_log_path:null +--benchmark:True +--model_name:farseg +null:null \ No newline at end of file diff --git a/test_tipc/docs/test_train_inference_python.md b/test_tipc/docs/test_train_inference_python.md index 72a321b..b117cce 100644 --- a/test_tipc/docs/test_train_inference_python.md +++ b/test_tipc/docs/test_train_inference_python.md @@ -31,6 +31,7 @@ Linux GPU/CPU 基础训练推理测试的主程序为`test_train_inference_pytho | 目标检测 | PP-YOLOv2 | 正常训练 | 正常训练 | mAP=59.37% | | 目标检测 | YOLOv3 | 正常训练 | 正常训练 | mAP=47.33% | | 图像分割 | DeepLab V3+ | 正常训练 | 正常训练 | mIoU=56.05% | +| 图像分割 | FarSeg | 正常训练 | 正常训练 | mIoU=49.58% | | 图像分割 | UNet | 正常训练 | 正常训练 | mIoU=55.50% | *注:参考预测精度为whole_train_whole_infer模式下单卡训练汇报的精度数据。* @@ -61,6 +62,7 @@ Linux GPU/CPU 基础训练推理测试的主程序为`test_train_inference_pytho | 目标检测 | PP-YOLOv2 | 支持 | 支持 | 1 | | 目标检测 | YOLOv3 | 支持 | 支持 | 1 | | 图像分割 | DeepLab V3+ | 支持 | 支持 | 1 | +| 图像分割 | FarSeg | 支持 | 支持 | 1 | | 图像分割 | UNet | 支持 | 支持 | 1 | ## 2 测试流程 diff --git a/tutorials/train/semantic_segmentation/farseg.py b/tutorials/train/semantic_segmentation/farseg.py index c57ffe7..f8561b5 100644 --- a/tutorials/train/semantic_segmentation/farseg.py +++ b/tutorials/train/semantic_segmentation/farseg.py @@ -17,9 +17,6 @@ LABEL_LIST_PATH = './data/rsseg/labels.txt' # 实验目录,保存输出的模型权重和结果 EXP_DIR = './output/farseg/' -# 影像波段数量 -NUM_BANDS = 10 - # 下载和解压多光谱地块分类数据集 pdrs.utils.download_and_decompress( 'https://paddlers.bj.bcebos.com/datasets/rsseg.zip', path='./data/') @@ -30,22 +27,26 @@ pdrs.utils.download_and_decompress( train_transforms = T.Compose([ # 读取影像 T.DecodeImg(), + # 选择前三个波段 + T.SelectBand([1, 2, 3]), # 将影像缩放到512x512大小 T.Resize(target_size=512), # 以50%的概率实施随机水平翻转 T.RandomHorizontalFlip(prob=0.5), # 将数据归一化到[-1,1] T.Normalize( - mean=[0.5] * NUM_BANDS, std=[0.5] * NUM_BANDS), + mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]), T.ArrangeSegmenter('train') ]) eval_transforms = T.Compose([ T.DecodeImg(), + # 验证阶段与训练阶段应当选择相同的波段 + T.SelectBand([1, 2, 3]), T.Resize(target_size=512), # 验证阶段与训练阶段的数据归一化方式必须相同 T.Normalize( - mean=[0.5] * NUM_BANDS, std=[0.5] * NUM_BANDS), + mean=[0.5, 0.5, 0.5], std=[0.5, 0.5, 0.5]), T.ReloadMask(), T.ArrangeSegmenter('eval') ]) @@ -70,8 +71,7 @@ eval_dataset = pdrs.datasets.SegDataset( # 构建FarSeg模型 # 目前已支持的模型请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/docs/intro/model_zoo.md # 模型输入参数请参考:https://github.com/PaddlePaddle/PaddleRS/blob/develop/paddlers/tasks/segmenter.py -model = pdrs.tasks.seg.FarSeg( - in_channels=NUM_BANDS, num_classes=len(train_dataset.labels)) +model = pdrs.tasks.seg.FarSeg(num_classes=len(train_dataset.labels)) # 执行模型训练 model.train( From 8ce8e38dd6574db03e63a96627b16bcc7e7b2751 Mon Sep 17 00:00:00 2001 From: Bobholamovic Date: Sun, 4 Sep 2022 23:25:27 +0800 Subject: [PATCH 17/17] Update gif urls --- examples/README.md | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/examples/README.md b/examples/README.md index 2a0ae03..18f0105 100644 --- a/examples/README.md +++ b/examples/README.md @@ -12,10 +12,13 @@ PaddleRS提供从科学研究到产业应用的丰富示例,希望帮助遥感 #### 小桨神瞳 - +

    + +

    - 作者:白菜 - 代码仓库:https://github.com/CrazyBoyM/webRS +- 演示视频:https://www.bilibili.com/video/BV1W14y1s7fs?vd_source=0de109a09b98176090b8aa3295a45bb6 #### 遥感图像智能解译平台