From f060bcee253dbded3fa984dd78c1db5ddece5a2c Mon Sep 17 00:00:00 2001 From: tink2123 Date: Sun, 2 Sep 2018 13:49:10 +0800 Subject: [PATCH] update 0.15.0 book docs --- .../advanced_usage/deploy/index_anakin.rst | 4 +- .../advanced_usage/deploy/index_native.rst | 8 - doc/fluid/new_docs/advanced_usage/index.rst | 1 - .../{index.md => README.cn.md} | 562 ----------------- .../new_docs/beginners_guide/basics/index.rst | 12 +- .../{index.md => README.cn.md} | 571 ------------------ .../image/bidirectional_stacked_lstm_en.png | Bin 227971 -> 0 bytes .../image/bio_example.png | Bin 32483 -> 0 bytes .../image/bio_example_en.png | Bin 31734 -> 0 bytes .../image/db_lstm_network_en.png | Bin 107711 -> 0 bytes .../image/dependency_parsing.png | Bin 59583 -> 0 bytes .../image/dependency_parsing_en.png | Bin 52093 -> 0 bytes .../image/stacked_lstm_en.png | Bin 243593 -> 0 bytes .../{index.md => README.cn.md} | 451 -------------- .../machine_translation/image/bi_rnn_en.png | Bin 180562 -> 0 bytes .../image/decoder_attention_en.png | Bin 87805 -> 0 bytes .../image/encoder_attention_en.png | Bin 50844 -> 0 bytes .../image/encoder_decoder.png | Bin 127952 -> 0 bytes .../image/encoder_decoder_en.png | Bin 133792 -> 0 bytes .../machine_translation/image/gru_en.png | Bin 50426 -> 0 bytes .../machine_translation/image/nmt_en.png | Bin 32023 -> 0 bytes .../{index.md => README.cn.md} | 531 ---------------- .../image/rec_regression_network_en.png | Bin 106669 -> 0 bytes .../{index.md => README.cn.md} | 357 ----------- .../understand_sentiment/image/lstm_en.png | Bin 91142 -> 0 bytes .../basics/understand_sentiment/image/rnn.png | Bin 19626 -> 0 bytes .../image/stacked_lstm_en.png | Bin 67484 -> 0 bytes .../word2vec/{index.md => README.cn.md} | 443 -------------- .../basics/word2vec/image/cbow_en.png | Bin 57756 -> 0 bytes .../basics/word2vec/image/ngram.en.png | Bin 57629 -> 0 bytes .../basics/word2vec/image/nnlm_en.png | Bin 84345 -> 0 bytes .../basics/word2vec/image/skipgram_en.png | Bin 68664 -> 0 bytes .../quick_start/fit_a_line/README.cn.md | 332 ---------- .../quick_start/fit_a_line/image/ranges.png | Bin 6668 -> 0 bytes .../fit_a_line/image/train_and_test.png | Bin 17970 -> 0 bytes .../quick_start/recognize_digits/README.cn.md | 460 +------------- .../recognize_digits/image/train_and_test.png | Bin 17904 -> 0 bytes .../inference}/build_and_install_lib_cn.rst | 0 .../user_guides/howto/inference/index.rst | 11 + .../howto/inference}/native_infer.rst | 7 +- doc/fluid/new_docs/user_guides/index.rst | 1 + 41 files changed, 27 insertions(+), 3724 deletions(-) delete mode 100644 doc/fluid/new_docs/advanced_usage/deploy/index_native.rst rename doc/fluid/new_docs/beginners_guide/basics/image_classification/{index.md => README.cn.md} (51%) rename doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/{index.md => README.cn.md} (51%) delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bidirectional_stacked_lstm_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bio_example.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bio_example_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/db_lstm_network_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/dependency_parsing.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/dependency_parsing_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/stacked_lstm_en.png rename doc/fluid/new_docs/beginners_guide/basics/machine_translation/{index.md => README.cn.md} (52%) delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/bi_rnn_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/decoder_attention_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_attention_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_decoder.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_decoder_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/gru_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/nmt_en.png rename doc/fluid/new_docs/beginners_guide/basics/recommender_system/{index.md => README.cn.md} (51%) delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/recommender_system/image/rec_regression_network_en.png rename doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/{index.md => README.cn.md} (50%) delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/image/lstm_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/image/rnn.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/image/stacked_lstm_en.png rename doc/fluid/new_docs/beginners_guide/basics/word2vec/{index.md => README.cn.md} (51%) delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/word2vec/image/cbow_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/word2vec/image/ngram.en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/word2vec/image/nnlm_en.png delete mode 100755 doc/fluid/new_docs/beginners_guide/basics/word2vec/image/skipgram_en.png delete mode 100644 doc/fluid/new_docs/beginners_guide/quick_start/fit_a_line/image/ranges.png delete mode 100644 doc/fluid/new_docs/beginners_guide/quick_start/fit_a_line/image/train_and_test.png delete mode 100644 doc/fluid/new_docs/beginners_guide/quick_start/recognize_digits/image/train_and_test.png rename doc/fluid/new_docs/{advanced_usage/deploy => user_guides/howto/inference}/build_and_install_lib_cn.rst (100%) create mode 100644 doc/fluid/new_docs/user_guides/howto/inference/index.rst rename doc/fluid/new_docs/{advanced_usage/deploy => user_guides/howto/inference}/native_infer.rst (94%) diff --git a/doc/fluid/new_docs/advanced_usage/deploy/index_anakin.rst b/doc/fluid/new_docs/advanced_usage/deploy/index_anakin.rst index b782242a6..e4682ccb9 100644 --- a/doc/fluid/new_docs/advanced_usage/deploy/index_anakin.rst +++ b/doc/fluid/new_docs/advanced_usage/deploy/index_anakin.rst @@ -1,5 +1,5 @@ -服务器端部署 - Anakin -##################### +Anakin - 服务器端加速引擎 +####################### 使用文档 diff --git a/doc/fluid/new_docs/advanced_usage/deploy/index_native.rst b/doc/fluid/new_docs/advanced_usage/deploy/index_native.rst deleted file mode 100644 index a5209e856..000000000 --- a/doc/fluid/new_docs/advanced_usage/deploy/index_native.rst +++ /dev/null @@ -1,8 +0,0 @@ -服务器端部署 - 原生引擎 -####################### - -.. toctree:: - :maxdepth: 2 - - build_and_install_lib_cn.rst - native_infer.rst diff --git a/doc/fluid/new_docs/advanced_usage/index.rst b/doc/fluid/new_docs/advanced_usage/index.rst index dea7c2366..89166573e 100644 --- a/doc/fluid/new_docs/advanced_usage/index.rst +++ b/doc/fluid/new_docs/advanced_usage/index.rst @@ -10,7 +10,6 @@ .. toctree:: :maxdepth: 2 - deploy/index_native.rst deploy/index_anakin.rst deploy/index_mobile.rst development/contribute_to_paddle.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/image_classification/index.md b/doc/fluid/new_docs/beginners_guide/basics/image_classification/README.cn.md similarity index 51% rename from doc/fluid/new_docs/beginners_guide/basics/image_classification/index.md rename to doc/fluid/new_docs/beginners_guide/basics/image_classification/README.cn.md index 3803a698b..88cc17475 100644 --- a/doc/fluid/new_docs/beginners_guide/basics/image_classification/index.md +++ b/doc/fluid/new_docs/beginners_guide/basics/image_classification/README.cn.md @@ -1,564 +1,3 @@ -<<<<<<< HEAD:doc/fluid/new_docs/beginners_guide/basics/image_classification/index.md - -# 图像分类 - -本教程源代码目录在[book/image_classification](https://github.com/PaddlePaddle/book/tree/develop/03.image_classification), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书)。 - -## 背景介绍 - -图像相比文字能够提供更加生动、容易理解及更具艺术感的信息,是人们转递与交换信息的重要来源。在本教程中,我们专注于图像识别领域的一个重要问题,即图像分类。 - -图像分类是根据图像的语义信息将不同类别图像区分开来,是计算机视觉中重要的基本问题,也是图像检测、图像分割、物体跟踪、行为分析等其他高层视觉任务的基础。图像分类在很多领域有广泛应用,包括安防领域的人脸识别和智能视频分析等,交通领域的交通场景识别,互联网领域基于内容的图像检索和相册自动归类,医学领域的图像识别等。 - - -一般来说,图像分类通过手工特征或特征学习方法对整个图像进行全部描述,然后使用分类器判别物体类别,因此如何提取图像的特征至关重要。在深度学习算法之前使用较多的是基于词袋(Bag of Words)模型的物体分类方法。词袋方法从自然语言处理中引入,即一句话可以用一个装了词的袋子表示其特征,袋子中的词为句子中的单词、短语或字。对于图像而言,词袋方法需要构建字典。最简单的词袋模型框架可以设计为**底层特征抽取**、**特征编码**、**分类器设计**三个过程。 - -而基于深度学习的图像分类方法,可以通过有监督或无监督的方式**学习**层次化的特征描述,从而取代了手工设计或选择图像特征的工作。深度学习模型中的卷积神经网络(Convolution Neural Network, CNN)近年来在图像领域取得了惊人的成绩,CNN直接利用图像像素信息作为输入,最大程度上保留了输入图像的所有信息,通过卷积操作进行特征的提取和高层抽象,模型输出直接是图像识别的结果。这种基于"输入-输出"直接端到端的学习方法取得了非常好的效果,得到了广泛的应用。 - -本教程主要介绍图像分类的深度学习模型,以及如何使用PaddlePaddle训练CNN模型。 - -## 效果展示 - -图像分类包括通用图像分类、细粒度图像分类等。图1展示了通用图像分类效果,即模型可以正确识别图像上的主要物体。 - -![dogCatClassification](./image/dog_cat.png) -

-图1. 通用图像分类展示 -

- - -图2展示了细粒度图像分类-花卉识别的效果,要求模型可以正确识别花的类别。 - -![flowersClassification](./image/flowers.png) -

-图2. 细粒度图像分类展示 -

- - -一个好的模型既要对不同类别识别正确,同时也应该能够对不同视角、光照、背景、变形或部分遮挡的图像正确识别(这里我们统一称作图像扰动)。图3展示了一些图像的扰动,较好的模型会像聪明的人类一样能够正确识别。 - -![imageVariations](https://raw.githubusercontent.com/PaddlePaddle/book/develop/03.image_classification/image/variations.png) -

-图3. 扰动图片展示[22] -

- -## 模型概览 - -图像识别领域大量的研究成果都是建立在[PASCAL VOC](http://host.robots.ox.ac.uk/pascal/VOC/)、[ImageNet](http://image-net.org/)等公开的数据集上,很多图像识别算法通常在这些数据集上进行测试和比较。PASCAL VOC是2005年发起的一个视觉挑战赛,ImageNet是2010年发起的大规模视觉识别竞赛(ILSVRC)的数据集,在本章中我们基于这些竞赛的一些论文介绍图像分类模型。 - -在2012年之前的传统图像分类方法可以用背景描述中提到的三步完成,但通常完整建立图像识别模型一般包括底层特征学习、特征编码、空间约束、分类器设计、模型融合等几个阶段。 -1). **底层特征提取**: 通常从图像中按照固定步长、尺度提取大量局部特征描述。常用的局部特征包括SIFT(Scale-Invariant Feature Transform, 尺度不变特征转换) \[[1](#参考文献)\]、HOG(Histogram of Oriented Gradient, 方向梯度直方图) \[[2](#参考文献)\]、LBP(Local Bianray Pattern, 局部二值模式) \[[3](#参考文献)\] 等,一般也采用多种特征描述子,防止丢失过多的有用信息。 -2). **特征编码**: 底层特征中包含了大量冗余与噪声,为了提高特征表达的鲁棒性,需要使用一种特征变换算法对底层特征进行编码,称作特征编码。常用的特征编码包括向量量化编码 \[[4](#参考文献)\]、稀疏编码 \[[5](#参考文献)\]、局部线性约束编码 \[[6](#参考文献)\]、Fisher向量编码 \[[7](#参考文献)\] 等。 -3). **空间特征约束**: 特征编码之后一般会经过空间特征约束,也称作**特征汇聚**。特征汇聚是指在一个空间范围内,对每一维特征取最大值或者平均值,可以获得一定特征不变形的特征表达。金字塔特征匹配是一种常用的特征聚会方法,这种方法提出将图像均匀分块,在分块内做特征汇聚。 -4). **通过分类器分类**: 经过前面步骤之后一张图像可以用一个固定维度的向量进行描述,接下来就是经过分类器对图像进行分类。通常使用的分类器包括SVM(Support Vector Machine, 支持向量机)、随机森林等。而使用核方法的SVM是最为广泛的分类器,在传统图像分类任务上性能很好。 - -这种方法在PASCAL VOC竞赛中的图像分类算法中被广泛使用 \[[18](#参考文献)\]。[NEC实验室](http://www.nec-labs.com/)在ILSVRC2010中采用SIFT和LBP特征,两个非线性编码器以及SVM分类器获得图像分类的冠军 \[[8](#参考文献)\]。 - -Alex Krizhevsky在2012年ILSVRC提出的CNN模型 \[[9](#参考文献)\] 取得了历史性的突破,效果大幅度超越传统方法,获得了ILSVRC2012冠军,该模型被称作AlexNet。这也是首次将深度学习用于大规模图像分类中。从AlexNet之后,涌现了一系列CNN模型,不断地在ImageNet上刷新成绩,如图4展示。随着模型变得越来越深以及精妙的结构设计,Top-5的错误率也越来越低,降到了3.5%附近。而在同样的ImageNet数据集上,人眼的辨识错误率大概在5.1%,也就是目前的深度学习模型的识别能力已经超过了人眼。 - -![ilsvrc](./image/ilsvrc.png) -

-图4. ILSVRC图像分类Top-5错误率 -

- -### CNN - -传统CNN包含卷积层、全连接层等组件,并采用softmax多类别分类器和多类交叉熵损失函数,一个典型的卷积神经网络如图5所示,我们先介绍用来构造CNN的常见组件。 - -![cnnStructure](./image/lenet.png) -

-图5. CNN网络示例[20] -

- -- 卷积层(convolution layer): 执行卷积操作提取底层到高层的特征,发掘出图片局部关联性质和空间不变性质。 -- 池化层(pooling layer): 执行降采样操作。通过取卷积输出特征图中局部区块的最大值(max-pooling)或者均值(avg-pooling)。降采样也是图像处理中常见的一种操作,可以过滤掉一些不重要的高频信息。 -- 全连接层(fully-connected layer,或者fc layer): 输入层到隐藏层的神经元是全部连接的。 -- 非线性变化: 卷积层、全连接层后面一般都会接非线性变化层,例如Sigmoid、Tanh、ReLu等来增强网络的表达能力,在CNN里最常使用的为ReLu激活函数。 -- Dropout \[[10](#参考文献)\] : 在模型训练阶段随机让一些隐层节点权重不工作,提高网络的泛化能力,一定程度上防止过拟合。 - -另外,在训练过程中由于每层参数不断更新,会导致下一次输入分布发生变化,这样导致训练过程需要精心设计超参数。如2015年Sergey Ioffe和Christian Szegedy提出了Batch Normalization (BN)算法 \[[14](#参考文献)\] 中,每个batch对网络中的每一层特征都做归一化,使得每层分布相对稳定。BN算法不仅起到一定的正则作用,而且弱化了一些超参数的设计。经过实验证明,BN算法加速了模型收敛过程,在后来较深的模型中被广泛使用。 - -接下来我们主要介绍VGG,GoogleNet和ResNet网络结构。 - -### VGG - -牛津大学VGG(Visual Geometry Group)组在2014年ILSVRC提出的模型被称作VGG模型 \[[11](#参考文献)\] 。该模型相比以往模型进一步加宽和加深了网络结构,它的核心是五组卷积操作,每两组之间做Max-Pooling空间降维。同一组内采用多次连续的3X3卷积,卷积核的数目由较浅组的64增多到最深组的512,同一组内的卷积核数目是一样的。卷积之后接两层全连接层,之后是分类层。由于每组内卷积层的不同,有11、13、16、19层这几种模型,下图展示一个16层的网络结构。VGG模型结构相对简洁,提出之后也有很多文章基于此模型进行研究,如在ImageNet上首次公开超过人眼识别的模型\[[19](#参考文献)\]就是借鉴VGG模型的结构。 - -![vgg16](./image/vgg16.png) -

-图6. 基于ImageNet的VGG16模型 -

- -### GoogleNet - -GoogleNet \[[12](#参考文献)\] 在2014年ILSVRC的获得了冠军,在介绍该模型之前我们先来了解NIN(Network in Network)模型 \[[13](#参考文献)\] 和Inception模块,因为GoogleNet模型由多组Inception模块组成,模型设计借鉴了NIN的一些思想。 - -NIN模型主要有两个特点:1) 引入了多层感知卷积网络(Multi-Layer Perceptron Convolution, MLPconv)代替一层线性卷积网络。MLPconv是一个微小的多层卷积网络,即在线性卷积后面增加若干层1x1的卷积,这样可以提取出高度非线性特征。2) 传统的CNN最后几层一般都是全连接层,参数较多。而NIN模型设计最后一层卷积层包含类别维度大小的特征图,然后采用全局均值池化(Avg-Pooling)替代全连接层,得到类别维度大小的向量,再进行分类。这种替代全连接层的方式有利于减少参数。 - -Inception模块如下图7所示,图(a)是最简单的设计,输出是3个卷积层和一个池化层的特征拼接。这种设计的缺点是池化层不会改变特征通道数,拼接后会导致特征的通道数较大,经过几层这样的模块堆积后,通道数会越来越大,导致参数和计算量也随之增大。为了改善这个缺点,图(b)引入3个1x1卷积层进行降维,所谓的降维就是减少通道数,同时如NIN模型中提到的1x1卷积也可以修正线性特征。 - -![inception](./image/inception.png) -

-图7. Inception模块 -

- -GoogleNet由多组Inception模块堆积而成。另外,在网络最后也没有采用传统的多层全连接层,而是像NIN网络一样采用了均值池化层;但与NIN不同的是,池化层后面接了一层到类别数映射的全连接层。除了这两个特点之外,由于网络中间层特征也很有判别性,GoogleNet在中间层添加了两个辅助分类器,在后向传播中增强梯度并且增强正则化,而整个网络的损失函数是这个三个分类器的损失加权求和。 - -GoogleNet整体网络结构如图8所示,总共22层网络:开始由3层普通的卷积组成;接下来由三组子网络组成,第一组子网络包含2个Inception模块,第二组包含5个Inception模块,第三组包含2个Inception模块;然后接均值池化层、全连接层。 - -![googleNet](./image/googlenet.jpeg) -

-图8. GoogleNet[12] -

- - -上面介绍的是GoogleNet第一版模型(称作GoogleNet-v1)。GoogleNet-v2 \[[14](#参考文献)\] 引入BN层;GoogleNet-v3 \[[16](#参考文献)\] 对一些卷积层做了分解,进一步提高网络非线性能力和加深网络;GoogleNet-v4 \[[17](#参考文献)\] 引入下面要讲的ResNet设计思路。从v1到v4每一版的改进都会带来准确度的提升,介于篇幅,这里不再详细介绍v2到v4的结构。 - - -### ResNet - -ResNet(Residual Network) \[[15](#参考文献)\] 是2015年ImageNet图像分类、图像物体定位和图像物体检测比赛的冠军。针对训练卷积神经网络时加深网络导致准确度下降的问题,ResNet提出了采用残差学习。在已有设计思路(BN, 小卷积核,全卷积网络)的基础上,引入了残差模块。每个残差模块包含两条路径,其中一条路径是输入特征的直连通路,另一条路径对该特征做两到三次卷积操作得到该特征的残差,最后再将两条路径上的特征相加。 - -残差模块如图9所示,左边是基本模块连接方式,由两个输出通道数相同的3x3卷积组成。右边是瓶颈模块(Bottleneck)连接方式,之所以称为瓶颈,是因为上面的1x1卷积用来降维(图示例即256->64),下面的1x1卷积用来升维(图示例即64->256),这样中间3x3卷积的输入和输出通道数都较小(图示例即64->64)。 - -![ResNetBlock](./image/resnet_block.jpg) -

-图9. 残差模块 -

- -图10展示了50、101、152层网络连接示意图,使用的是瓶颈模块。这三个模型的区别在于每组中残差模块的重复次数不同(见图右上角)。ResNet训练收敛较快,成功的训练了上百乃至近千层的卷积神经网络。 - -![ResNet](./image/resnet.png) -

-图10. 基于ImageNet的ResNet模型 -

- - -## 数据准备 - -通用图像分类公开的标准数据集常用的有[CIFAR](https://www.cs.toronto.edu/~kriz/cifar.html)、[ImageNet](http://image-net.org/)、[COCO](http://mscoco.org/)等,常用的细粒度图像分类数据集包括[CUB-200-2011](http://www.vision.caltech.edu/visipedia/CUB-200-2011.html)、[Stanford Dog](http://vision.stanford.edu/aditya86/ImageNetDogs/)、[Oxford-flowers](http://www.robots.ox.ac.uk/~vgg/data/flowers/)等。其中ImageNet数据集规模相对较大,如[模型概览](#模型概览)一章所讲,大量研究成果基于ImageNet。ImageNet数据从2010年来稍有变化,常用的是ImageNet-2012数据集,该数据集包含1000个类别:训练集包含1,281,167张图片,每个类别数据732至1300张不等,验证集包含50,000张图片,平均每个类别50张图片。 - -由于ImageNet数据集较大,下载和训练较慢,为了方便大家学习,我们使用[CIFAR10]()数据集。CIFAR10数据集包含60,000张32x32的彩色图片,10个类别,每个类包含6,000张。其中50,000张图片作为训练集,10000张作为测试集。图11从每个类别中随机抽取了10张图片,展示了所有的类别。 - -![CIFAR](https://raw.githubusercontent.com/PaddlePaddle/book/develop/03.image_classification/image/cifar.png) -

-图11. CIFAR10数据集[21] -

- -Paddle API提供了自动加载cifar数据集模块 `paddle.dataset.cifar`。 - -通过输入`python train.py`,就可以开始训练模型了,以下小节将详细介绍`train.py`的相关内容。 - -### 模型结构 - -#### Paddle 初始化 - -让我们从导入 Paddle Fluid API 和辅助模块开始。 - -```python -import paddle -import paddle.fluid as fluid -import numpy -import sys -``` - -本教程中我们提供了VGG和ResNet两个模型的配置。 - -#### VGG - -首先介绍VGG模型结构,由于CIFAR10图片大小和数量相比ImageNet数据小很多,因此这里的模型针对CIFAR10数据做了一定的适配。卷积部分引入了BN和Dropout操作。 -VGG核心模块的输入是数据层,`vgg_bn_drop` 定义了16层VGG结构,每层卷积后面引入BN层和Dropout层,详细的定义如下: - -```python -def vgg_bn_drop(input): -def conv_block(ipt, num_filter, groups, dropouts): -return fluid.nets.img_conv_group( -input=ipt, -pool_size=2, -pool_stride=2, -conv_num_filter=[num_filter] * groups, -conv_filter_size=3, -conv_act='relu', -conv_with_batchnorm=True, -conv_batchnorm_drop_rate=dropouts, -pool_type='max') - -conv1 = conv_block(input, 64, 2, [0.3, 0]) -conv2 = conv_block(conv1, 128, 2, [0.4, 0]) -conv3 = conv_block(conv2, 256, 3, [0.4, 0.4, 0]) -conv4 = conv_block(conv3, 512, 3, [0.4, 0.4, 0]) -conv5 = conv_block(conv4, 512, 3, [0.4, 0.4, 0]) - -drop = fluid.layers.dropout(x=conv5, dropout_prob=0.5) -fc1 = fluid.layers.fc(input=drop, size=512, act=None) -bn = fluid.layers.batch_norm(input=fc1, act='relu') -drop2 = fluid.layers.dropout(x=bn, dropout_prob=0.5) -fc2 = fluid.layers.fc(input=drop2, size=512, act=None) -predict = fluid.layers.fc(input=fc2, size=10, act='softmax') -return predict -``` - -1. 首先定义了一组卷积网络,即conv_block。卷积核大小为3x3,池化窗口大小为2x2,窗口滑动大小为2,groups决定每组VGG模块是几次连续的卷积操作,dropouts指定Dropout操作的概率。所使用的`img_conv_group`是在`paddle.networks`中预定义的模块,由若干组 Conv->BN->ReLu->Dropout 和 一组 Pooling 组成。 - -2. 五组卷积操作,即 5个conv_block。 第一、二组采用两次连续的卷积操作。第三、四、五组采用三次连续的卷积操作。每组最后一个卷积后面Dropout概率为0,即不使用Dropout操作。 - -3. 最后接两层512维的全连接。 - -4. 通过上面VGG网络提取高层特征,然后经过全连接层映射到类别维度大小的向量,再通过Softmax归一化得到每个类别的概率,也可称作分类器。 - -### ResNet - -ResNet模型的第1、3、4步和VGG模型相同,这里不再介绍。主要介绍第2步即CIFAR10数据集上ResNet核心模块。 - -先介绍`resnet_cifar10`中的一些基本函数,再介绍网络连接过程。 - -- `conv_bn_layer` : 带BN的卷积层。 -- `shortcut` : 残差模块的"直连"路径,"直连"实际分两种形式:残差模块输入和输出特征通道数不等时,采用1x1卷积的升维操作;残差模块输入和输出通道相等时,采用直连操作。 -- `basicblock` : 一个基础残差模块,即图9左边所示,由两组3x3卷积组成的路径和一条"直连"路径组成。 -- `bottleneck` : 一个瓶颈残差模块,即图9右边所示,由上下1x1卷积和中间3x3卷积组成的路径和一条"直连"路径组成。 -- `layer_warp` : 一组残差模块,由若干个残差模块堆积而成。每组中第一个残差模块滑动窗口大小与其他可以不同,以用来减少特征图在垂直和水平方向的大小。 - -```python -def conv_bn_layer(input, -ch_out, -filter_size, -stride, -padding, -act='relu', -bias_attr=False): -tmp = fluid.layers.conv2d( -input=input, -filter_size=filter_size, -num_filters=ch_out, -stride=stride, -padding=padding, -act=None, -bias_attr=bias_attr) -return fluid.layers.batch_norm(input=tmp, act=act) - - -def shortcut(input, ch_in, ch_out, stride): -if ch_in != ch_out: -return conv_bn_layer(input, ch_out, 1, stride, 0, None) -else: -return input - - -def basicblock(input, ch_in, ch_out, stride): -tmp = conv_bn_layer(input, ch_out, 3, stride, 1) -tmp = conv_bn_layer(tmp, ch_out, 3, 1, 1, act=None, bias_attr=True) -short = shortcut(input, ch_in, ch_out, stride) -return fluid.layers.elementwise_add(x=tmp, y=short, act='relu') - - -def layer_warp(block_func, input, ch_in, ch_out, count, stride): -tmp = block_func(input, ch_in, ch_out, stride) -for i in range(1, count): -tmp = block_func(tmp, ch_out, ch_out, 1) -return tmp -``` - -`resnet_cifar10` 的连接结构主要有以下几个过程。 - -1. 底层输入连接一层 `conv_bn_layer`,即带BN的卷积层。 -2. 然后连接3组残差模块即下面配置3组 `layer_warp` ,每组采用图 10 左边残差模块组成。 -3. 最后对网络做均值池化并返回该层。 - -注意:除过第一层卷积层和最后一层全连接层之外,要求三组 `layer_warp` 总的含参层数能够被6整除,即 `resnet_cifar10` 的 depth 要满足 `$(depth - 2) % 6 == 0$` 。 - -```python -def resnet_cifar10(ipt, depth=32): -# depth should be one of 20, 32, 44, 56, 110, 1202 -assert (depth - 2) % 6 == 0 -n = (depth - 2) / 6 -nStages = {16, 64, 128} -conv1 = conv_bn_layer(ipt, ch_out=16, filter_size=3, stride=1, padding=1) -res1 = layer_warp(basicblock, conv1, 16, 16, n, 1) -res2 = layer_warp(basicblock, res1, 16, 32, n, 2) -res3 = layer_warp(basicblock, res2, 32, 64, n, 2) -pool = fluid.layers.pool2d( -input=res3, pool_size=8, pool_type='avg', pool_stride=1) -predict = fluid.layers.fc(input=pool, size=10, act='softmax') -return predict -``` - -## Infererence Program 配置 - -网络输入定义为 `data_layer` (数据层),在图像分类中即为图像像素信息。CIFRAR10是RGB 3通道32x32大小的彩色图,因此输入数据大小为3072(3x32x32)。 - -```python -def inference_program(): -# The image is 32 * 32 with RGB representation. -data_shape = [3, 32, 32] -images = fluid.layers.data(name='pixel', shape=data_shape, dtype='float32') - -predict = resnet_cifar10(images, 32) -# predict = vgg_bn_drop(images) # un-comment to use vgg net -return predict -``` - -## Train Program 配置 - -然后我们需要设置训练程序 `train_program`。它首先从推理程序中进行预测。 -在训练期间,它将从预测中计算 `avg_cost`。 -在有监督训练中需要输入图像对应的类别信息,同样通过`fluid.layers.data`来定义。训练中采用多类交叉熵作为损失函数,并作为网络的输出,预测阶段定义网络的输出为分类器得到的概率信息。 - -**注意:** 训练程序应该返回一个数组,第一个返回参数必须是 `avg_cost`。训练器使用它来计算梯度。 - -```python -def train_program(): -predict = inference_program() - -label = fluid.layers.data(name='label', shape=[1], dtype='int64') -cost = fluid.layers.cross_entropy(input=predict, label=label) -avg_cost = fluid.layers.mean(cost) -accuracy = fluid.layers.accuracy(input=predict, label=label) -return [avg_cost, accuracy] -``` - -## Optimizer Function 配置 - -在下面的 `Adam optimizer`,`learning_rate` 是训练的速度,与网络的训练收敛速度有关系。 - -```python -def optimizer_program(): -return fluid.optimizer.Adam(learning_rate=0.001) -``` - -## 训练模型 - -### Trainer 配置 - -现在,我们需要配置 `Trainer`。`Trainer` 需要接受训练程序 `train_program`, `place` 和优化器 `optimizer_func`。 - -```python -use_cuda = False -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() -trainer = fluid.Trainer( -train_func=train_program, -optimizer_func=optimizer_program, -place=place) -``` - -### Data Feeders 配置 - -`cifar.train10()` 每次产生一条样本,在完成shuffle和batch之后,作为训练的输入。 - -```python -# Each batch will yield 128 images -BATCH_SIZE = 128 - -# Reader for training -train_reader = paddle.batch( -paddle.reader.shuffle(paddle.dataset.cifar.train10(), buf_size=50000), -batch_size=BATCH_SIZE) - -# Reader for testing. A separated data set for testing. -test_reader = paddle.batch( -paddle.dataset.cifar.test10(), batch_size=BATCH_SIZE) -``` - -### Event Handler - -可以使用`event_handler`回调函数来观察训练过程,或进行测试等, 该回调函数是`trainer.train`函数里设定。 - -`event_handler_plot`可以用来利用回调数据来打点画图: - -![png](./image/train_and_test.png) - -```python -params_dirname = "image_classification_resnet.inference.model" - -from paddle.v2.plot import Ploter - -train_title = "Train cost" -test_title = "Test cost" -cost_ploter = Ploter(train_title, test_title) - -step = 0 -def event_handler_plot(event): -global step -if isinstance(event, fluid.EndStepEvent): -if step % 1 == 0: -cost_ploter.append(train_title, step, event.metrics[0]) -cost_ploter.plot() -step += 1 -if isinstance(event, fluid.EndEpochEvent): -avg_cost, accuracy = trainer.test( -reader=test_reader, -feed_order=['pixel', 'label']) -cost_ploter.append(test_title, step, avg_cost) - -# save parameters -if params_dirname is not None: -trainer.save_params(params_dirname) -``` - -`event_handler` 用来在训练过程中输出文本日志 - -```python -params_dirname = "image_classification_resnet.inference.model" - -# event handler to track training and testing process -def event_handler(event): -if isinstance(event, fluid.EndStepEvent): -if event.step % 100 == 0: -print("\nPass %d, Batch %d, Cost %f, Acc %f" % -(event.step, event.epoch, event.metrics[0], -event.metrics[1])) -else: -sys.stdout.write('.') -sys.stdout.flush() - -if isinstance(event, fluid.EndEpochEvent): -# Test against with the test dataset to get accuracy. -avg_cost, accuracy = trainer.test( -reader=test_reader, feed_order=['pixel', 'label']) - -print('\nTest with Pass {0}, Loss {1:2.2}, Acc {2:2.2}'.format(event.epoch, avg_cost, accuracy)) - -# save parameters -if params_dirname is not None: -trainer.save_params(params_dirname) -``` - -### 训练 - -通过`trainer.train`函数训练: - -**注意:** CPU,每个 Epoch 将花费大约15~20分钟。这部分可能需要一段时间。请随意修改代码,在GPU上运行测试,以提高培训速度。 - -```python -trainer.train( -reader=train_reader, -num_epochs=2, -event_handler=event_handler, -feed_order=['pixel', 'label']) -``` - -一轮训练log示例如下所示,经过1个pass, 训练集上平均 Accuracy 为0.59 ,测试集上平均 Accuracy 为0.6 。 - -```text -Pass 0, Batch 0, Cost 3.869598, Acc 0.164062 -................................................................................................... -Pass 100, Batch 0, Cost 1.481038, Acc 0.460938 -................................................................................................... -Pass 200, Batch 0, Cost 1.340323, Acc 0.523438 -................................................................................................... -Pass 300, Batch 0, Cost 1.223424, Acc 0.593750 -.......................................................................................... -Test with Pass 0, Loss 1.1, Acc 0.6 -``` - -图12是训练的分类错误率曲线图,运行到第200个pass后基本收敛,最终得到测试集上分类错误率为8.54%。 - -![CIFARErrorRate](./image/plot.png) -

-图12. CIFAR10数据集上VGG模型的分类错误率 -

- -## 应用模型 - -可以使用训练好的模型对图片进行分类,下面程序展示了如何使用 `fluid.Inferencer` 接口进行推断,可以打开注释,更改加载的模型。 - -### 生成预测输入数据 - -`dog.png` is an example image of a dog. Turn it into an numpy array to match the data feeder format. - -```python -# Prepare testing data. -from PIL import Image -import numpy as np -import os - -def load_image(file): -im = Image.open(file) -im = im.resize((32, 32), Image.ANTIALIAS) - -im = np.array(im).astype(np.float32) -# The storage order of the loaded image is W(width), -# H(height), C(channel). PaddlePaddle requires -# the CHW order, so transpose them. -im = im.transpose((2, 0, 1)) # CHW -im = im / 255.0 - -# Add one dimension to mimic the list format. -im = numpy.expand_dims(im, axis=0) -return im - -cur_dir = os.getcwd() -img = load_image(cur_dir + '/image/dog.png') -``` - -### Inferencer 配置和预测 - -`Inferencer` 需要一个 `infer_func` 和 `param_path` 来设置网络和经过训练的参数。 -我们可以简单地插入前面定义的推理程序。 -现在我们准备做预测。 - -```python -inferencer = fluid.Inferencer( -infer_func=inference_program, param_path=params_dirname, place=place) - -# inference -results = inferencer.infer({'pixel': img}) -print("infer results: ", results) -``` - -## 总结 - -传统图像分类方法由多个阶段构成,框架较为复杂,而端到端的CNN模型结构可一步到位,而且大幅度提升了分类准确率。本文我们首先介绍VGG、GoogleNet、ResNet三个经典的模型;然后基于CIFAR10数据集,介绍如何使用PaddlePaddle配置和训练CNN模型,尤其是VGG和ResNet模型;最后介绍如何使用PaddlePaddle的API接口对图片进行预测和特征提取。对于其他数据集比如ImageNet,配置和训练流程是同样的,大家可以自行进行实验。 - - -## 参考文献 - -[1] D. G. Lowe, [Distinctive image features from scale-invariant keypoints](http://www.cs.ubc.ca/~lowe/papers/ijcv04.pdf). IJCV, 60(2):91-110, 2004. - -[2] N. Dalal, B. Triggs, [Histograms of Oriented Gradients for Human Detection](http://vision.stanford.edu/teaching/cs231b_spring1213/papers/CVPR05_DalalTriggs.pdf), Proc. IEEE Conf. Computer Vision and Pattern Recognition, 2005. - -[3] Ahonen, T., Hadid, A., and Pietikinen, M. (2006). [Face description with local binary patterns: Application to face recognition](http://ieeexplore.ieee.org/document/1717463/). PAMI, 28. - -[4] J. Sivic, A. Zisserman, [Video Google: A Text Retrieval Approach to Object Matching in Videos](http://www.robots.ox.ac.uk/~vgg/publications/papers/sivic03.pdf), Proc. Ninth Int'l Conf. Computer Vision, pp. 1470-1478, 2003. - -[5] B. Olshausen, D. Field, [Sparse Coding with an Overcomplete Basis Set: A Strategy Employed by V1?](http://redwood.psych.cornell.edu/papers/olshausen_field_1997.pdf), Vision Research, vol. 37, pp. 3311-3325, 1997. - -[6] Wang, J., Yang, J., Yu, K., Lv, F., Huang, T., and Gong, Y. (2010). [Locality-constrained Linear Coding for image classification](http://ieeexplore.ieee.org/abstract/document/5540018/). In CVPR. - -[7] Perronnin, F., Sánchez, J., & Mensink, T. (2010). [Improving the fisher kernel for large-scale image classification](http://dl.acm.org/citation.cfm?id=1888101). In ECCV (4). - -[8] Lin, Y., Lv, F., Cao, L., Zhu, S., Yang, M., Cour, T., Yu, K., and Huang, T. (2011). [Large-scale image clas- sification: Fast feature extraction and SVM training](http://ieeexplore.ieee.org/document/5995477/). In CVPR. - -[9] Krizhevsky, A., Sutskever, I., and Hinton, G. (2012). [ImageNet classification with deep convolutional neu- ral networks](http://www.cs.toronto.edu/~kriz/imagenet_classification_with_deep_convolutional.pdf). In NIPS. - -[10] G.E. Hinton, N. Srivastava, A. Krizhevsky, I. Sutskever, and R.R. Salakhutdinov. [Improving neural networks by preventing co-adaptation of feature detectors](https://arxiv.org/abs/1207.0580). arXiv preprint arXiv:1207.0580, 2012. - -[11] K. Chatfield, K. Simonyan, A. Vedaldi, A. Zisserman. [Return of the Devil in the Details: Delving Deep into Convolutional Nets](https://arxiv.org/abs/1405.3531). BMVC, 2014。 - -[12] Szegedy, C., Liu, W., Jia, Y., Sermanet, P., Reed, S., Anguelov, D., Erhan, D., Vanhoucke, V., Rabinovich, A., [Going deeper with convolutions](https://arxiv.org/abs/1409.4842). In: CVPR. (2015) - -[13] Lin, M., Chen, Q., and Yan, S. [Network in network](https://arxiv.org/abs/1312.4400). In Proc. ICLR, 2014. - -[14] S. Ioffe and C. Szegedy. [Batch normalization: Accelerating deep network training by reducing internal covariate shift](https://arxiv.org/abs/1502.03167). In ICML, 2015. - -[15] K. He, X. Zhang, S. Ren, J. Sun. [Deep Residual Learning for Image Recognition](https://arxiv.org/abs/1512.03385). CVPR 2016. - -[16] Szegedy, C., Vanhoucke, V., Ioffe, S., Shlens, J., Wojna, Z. [Rethinking the incep-tion architecture for computer vision](https://arxiv.org/abs/1512.00567). In: CVPR. (2016). - -[17] Szegedy, C., Ioffe, S., Vanhoucke, V. [Inception-v4, inception-resnet and the impact of residual connections on learning](https://arxiv.org/abs/1602.07261). arXiv:1602.07261 (2016). - -[18] Everingham, M., Eslami, S. M. A., Van Gool, L., Williams, C. K. I., Winn, J. and Zisserman, A. [The Pascal Visual Object Classes Challenge: A Retrospective]((http://link.springer.com/article/10.1007/s11263-014-0733-5)). International Journal of Computer Vision, 111(1), 98-136, 2015. - -[19] He, K., Zhang, X., Ren, S., and Sun, J. [Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification](https://arxiv.org/abs/1502.01852). ArXiv e-prints, February 2015. - -[20] http://deeplearning.net/tutorial/lenet.html - -[21] https://www.cs.toronto.edu/~kriz/cifar.html - -[22] http://cs231n.github.io/classification/ - -
-知识共享许可协议
本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 图像分类 @@ -1135,4 +574,3 @@ print("infer results: %s" % label_list[np.argmax(results[0])])
知识共享许可协议
本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics:doc/fluid/new_docs/beginners_guide/basics/image_classification/README.cn.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/index.rst b/doc/fluid/new_docs/beginners_guide/basics/index.rst index d16f8b947..0fcb008e0 100644 --- a/doc/fluid/new_docs/beginners_guide/basics/index.rst +++ b/doc/fluid/new_docs/beginners_guide/basics/index.rst @@ -10,9 +10,9 @@ .. toctree:: :maxdepth: 2 - image_classification/index.md - word2vec/index.md - recommender_system/index.md - understand_sentiment/index.md - label_semantic_roles/index.md - machine_translation/index.md + image_classification/README.cn.md + word2vec/README.cn.md + recommender_system/README.cn.md + understand_sentiment/README.cn.md + label_semantic_roles/README.cn.md + machine_translation/README.cn.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/index.md b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/README.cn.md similarity index 51% rename from doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/index.md rename to doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/README.cn.md index d53705ee4..545f6002f 100644 --- a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/index.md +++ b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/README.cn.md @@ -1,573 +1,3 @@ -<<<<<<< HEAD:doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/index.md -# 语义角色标注 - -本教程源代码目录在[book/label_semantic_roles](https://github.com/PaddlePaddle/book/tree/develop/07.label_semantic_roles), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书)。 - -## 背景介绍 - -自然语言分析技术大致分为三个层面:词法分析、句法分析和语义分析。语义角色标注是实现浅层语义分析的一种方式。在一个句子中,谓词是对主语的陈述或说明,指出“做什么”、“是什么”或“怎么样,代表了一个事件的核心,跟谓词搭配的名词称为论元。语义角色是指论元在动词所指事件中担任的角色。主要有:施事者(Agent)、受事者(Patient)、客体(Theme)、经验者(Experiencer)、受益者(Beneficiary)、工具(Instrument)、处所(Location)、目标(Goal)和来源(Source)等。 - -请看下面的例子,“遇到” 是谓词(Predicate,通常简写为“Pred”),“小明”是施事者(Agent),“小红”是受事者(Patient),“昨天” 是事件发生的时间(Time),“公园”是事情发生的地点(Location)。 - -$$\mbox{[小明]}_{\mbox{Agent}}\mbox{[昨天]}_{\mbox{Time}}\mbox{[晚上]}_{\mbox{Time}}\mbox{在[公园]}_{\mbox{Location}}\mbox{[遇到]}_{\mbox{Predicate}}\mbox{了[小红]}_{\mbox{Patient}}\mbox{。}$$ - -语义角色标注(Semantic Role Labeling,SRL)以句子的谓词为中心,不对句子所包含的语义信息进行深入分析,只分析句子中各成分与谓词之间的关系,即句子的谓词(Predicate)- 论元(Argument)结构,并用语义角色来描述这些结构关系,是许多自然语言理解任务(如信息抽取,篇章分析,深度问答等)的一个重要中间步骤。在研究中一般都假定谓词是给定的,所要做的就是找出给定谓词的各个论元和它们的语义角色。 - -传统的SRL系统大多建立在句法分析基础之上,通常包括5个流程: - -1. 构建一棵句法分析树,例如,图1是对上面例子进行依存句法分析得到的一棵句法树。 -2. 从句法树上识别出给定谓词的候选论元。 -3. 候选论元剪除;一个句子中的候选论元可能很多,候选论元剪除就是从大量的候选项中剪除那些最不可能成为论元的候选项。 -4. 论元识别:这个过程是从上一步剪除之后的候选中判断哪些是真正的论元,通常当做一个二分类问题来解决。 -5. 对第4步的结果,通过多分类得到论元的语义角色标签。可以看到,句法分析是基础,并且后续步骤常常会构造的一些人工特征,这些特征往往也来自句法分析。 - -![dependencyParsing](./image/dependency_parsing.png) -
-图1. 依存句法分析句法树示例 -
- -然而,完全句法分析需要确定句子所包含的全部句法信息,并确定句子各成分之间的关系,是一个非常困难的任务,目前技术下的句法分析准确率并不高,句法分析的细微错误都会导致SRL的错误。为了降低问题的复杂度,同时获得一定的句法结构信息,“浅层句法分析”的思想应运而生。浅层句法分析也称为部分句法分析(partial parsing)或语块划分(chunking)。和完全句法分析得到一颗完整的句法树不同,浅层句法分析只需要识别句子中某些结构相对简单的独立成分,例如:动词短语,这些被识别出来的结构称为语块。为了回避 “无法获得准确率较高的句法树” 所带来的困难,一些研究\[[1](#参考文献)\]也提出了基于语块(chunk)的SRL方法。基于语块的SRL方法将SRL作为一个序列标注问题来解决。序列标注任务一般都会采用BIO表示方式来定义序列标注的标签集,我们先来介绍这种表示方法。在BIO表示法中,B代表语块的开始,I代表语块的中间,O代表语块结束。通过B、I、O 三种标记将不同的语块赋予不同的标签,例如:对于一个角色为A的论元,将它所包含的第一个语块赋予标签B-A,将它所包含的其它语块赋予标签I-A,不属于任何论元的语块赋予标签O。 - -我们继续以上面的这句话为例,图1展示了BIO表示方法。 - -![bioExample](./image/bio_example.png) -
-图2. BIO标注方法示例 -
- -从上面的例子可以看到,根据序列标注结果可以直接得到论元的语义角色标注结果,是一个相对简单的过程。这种简单性体现在:(1)依赖浅层句法分析,降低了句法分析的要求和难度;(2)没有了候选论元剪除这一步骤;(3)论元的识别和论元标注是同时实现的。这种一体化处理论元识别和论元标注的方法,简化了流程,降低了错误累积的风险,往往能够取得更好的结果。 - -与基于语块的SRL方法类似,在本教程中我们也将SRL看作一个序列标注问题,不同的是,我们只依赖输入文本序列,不依赖任何额外的语法解析结果或是复杂的人造特征,利用深度神经网络构建一个端到端学习的SRL系统。我们以[CoNLL-2004 and CoNLL-2005 Shared Tasks](http://www.cs.upc.edu/~srlconll/)任务中SRL任务的公开数据集为例,实践下面的任务:给定一句话和这句话里的一个谓词,通过序列标注的方式,从句子中找到谓词对应的论元,同时标注它们的语义角色。 - -## 模型概览 - -循环神经网络(Recurrent Neural Network)是一种对序列建模的重要模型,在自然语言处理任务中有着广泛地应用。不同于前馈神经网络(Feed-forward Neural Network),RNN能够处理输入之间前后关联的问题。LSTM是RNN的一种重要变种,常用来学习长序列中蕴含的长程依赖关系,我们在[情感分析](https://github.com/PaddlePaddle/book/tree/develop/05.understand_sentiment)一篇中已经介绍过,这一篇中我们依然利用LSTM来解决SRL问题。 - -### 栈式循环神经网络(Stacked Recurrent Neural Network) - -深层网络有助于形成层次化特征,网络上层在下层已经学习到的初级特征基础上,形成更复杂的高级特征。尽管LSTM沿时间轴展开后等价于一个非常“深”的前馈网络,但由于LSTM各个时间步参数共享,`$t-1$`时刻状态到`$t$`时刻的映射,始终只经过了一次非线性映射,也就是说单层LSTM对状态转移的建模是 “浅” 的。堆叠多个LSTM单元,令前一个LSTM`$t$`时刻的输出,成为下一个LSTM单元`$t$`时刻的输入,帮助我们构建起一个深层网络,我们把它称为第一个版本的栈式循环神经网络。深层网络提高了模型拟合复杂模式的能力,能够更好地建模跨不同时间步的模式\[[2](#参考文献)\]。 - -然而,训练一个深层LSTM网络并非易事。纵向堆叠多个LSTM单元可能遇到梯度在纵向深度上传播受阻的问题。通常,堆叠4层LSTM单元可以正常训练,当层数达到4~8层时,会出现性能衰减,这时必须考虑一些新的结构以保证梯度纵向顺畅传播,这是训练深层LSTM网络必须解决的问题。我们可以借鉴LSTM解决 “梯度消失梯度爆炸” 问题的智慧之一:在记忆单元(Memory Cell)这条信息传播的路线上没有非线性映射,当梯度反向传播时既不会衰减、也不会爆炸。因此,深层LSTM模型也可以在纵向上添加一条保证梯度顺畅传播的路径。 - -一个LSTM单元完成的运算可以被分为三部分:(1)输入到隐层的映射(input-to-hidden) :每个时间步输入信息`$x$`会首先经过一个矩阵映射,再作为遗忘门,输入门,记忆单元,输出门的输入,注意,这一次映射没有引入非线性激活;(2)隐层到隐层的映射(hidden-to-hidden):这一步是LSTM计算的主体,包括遗忘门,输入门,记忆单元更新,输出门的计算;(3)隐层到输出的映射(hidden-to-output):通常是简单的对隐层向量进行激活。我们在第一个版本的栈式网络的基础上,加入一条新的路径:除上一层LSTM输出之外,将前层LSTM的输入到隐层的映射作为的一个新的输入,同时加入一个线性映射去学习一个新的变换。 - -图3是最终得到的栈式循环神经网络结构示意图。 - -![lstmStructure](./image/stacked_lstm.png) -

-图3. 基于LSTM的栈式循环神经网络结构示意图 -

- -### 双向循环神经网络(Bidirectional Recurrent Neural Network) - -在LSTM中,`$t$`时刻的隐藏层向量编码了到`$t$`时刻为止所有输入的信息,但`$t$`时刻的LSTM可以看到历史,却无法看到未来。在绝大多数自然语言处理任务中,我们几乎总是能拿到整个句子。这种情况下,如果能够像获取历史信息一样,得到未来的信息,对序列学习任务会有很大的帮助。 - -为了克服这一缺陷,我们可以设计一种双向循环网络单元,它的思想简单且直接:对上一节的栈式循环神经网络进行一个小小的修改,堆叠多个LSTM单元,让每一层LSTM单元分别以:正向、反向、正向 …… 的顺序学习上一层的输出序列。于是,从第2层开始,`$t$`时刻我们的LSTM单元便总是可以看到历史和未来的信息。图4是基于LSTM的双向循环神经网络结构示意图。 - -![lstmStructure](./image/bidirectional_stacked_lstm.png) -

-图4. 基于LSTM的双向循环神经网络结构示意图 -

- -需要说明的是,这种双向RNN结构和Bengio等人在机器翻译任务中使用的双向RNN结构\[[3](#参考文献), [4](#参考文献)\] 并不相同,我们会在后续[机器翻译](https://github.com/PaddlePaddle/book/blob/develop/08.machine_translation/README.cn.md)任务中,介绍另一种双向循环神经网络。 - -### 条件随机场 (Conditional Random Field) - -使用神经网络模型解决问题的思路通常是:前层网络学习输入的特征表示,网络的最后一层在特征基础上完成最终的任务。在SRL任务中,深层LSTM网络学习输入的特征表示,条件随机场(Conditional Random Filed, CRF)在特征的基础上完成序列标注,处于整个网络的末端。 - -CRF是一种概率化结构模型,可以看作是一个概率无向图模型,结点表示随机变量,边表示随机变量之间的概率依赖关系。简单来讲,CRF学习条件概率`$P(X|Y)$`,其中 `$X = (x_1, x_2, ... , x_n)$` 是输入序列,`$Y = (y_1, y_2, ... , y_n)$` 是标记序列;解码过程是给定 `$X$`序列求解令`$P(Y|X)$`最大的`$Y$`序列,即`$Y^* = \mbox{arg max}_{Y} P(Y | X)$`。 - -序列标注任务只需要考虑输入和输出都是一个线性序列,并且由于我们只是将输入序列作为条件,不做任何条件独立假设,因此输入序列的元素之间并不存在图结构。综上,在序列标注任务中使用的是如图5所示的定义在链式图上的CRF,称之为线性链条件随机场(Linear Chain Conditional Random Field)。 - -![linear_chain_crf](./image/linear_chain_crf.png) -

-图5. 序列标注任务中使用的线性链条件随机场 -

- -根据线性链条件随机场上的因子分解定理\[[5](#参考文献)\],在给定观测序列`$X$`时,一个特定标记序列`$Y$`的概率可以定义为: - -$$p(Y | X) = \frac{1}{Z(X)} \text{exp}\left(\sum_{i=1}^{n}\left(\sum_{j}\lambda_{j}t_{j} (y_{i - 1}, y_{i}, X, i) + \sum_{k} \mu_k s_k (y_i, X, i)\right)\right)$$ - -其中`$Z(X)$`是归一化因子,`$t_j$` 是定义在边上的特征函数,依赖于当前和前一个位置,称为转移特征,表示对于输入序列`$X$`及其标注序列在 `$i$`及`$i - 1$`位置上标记的转移概率。`$s_k$`是定义在结点上的特征函数,称为状态特征,依赖于当前位置,表示对于观察序列`$X$`及其`$i$`位置的标记概率。`$\lambda_j$` 和 `$\mu_k$` 分别是转移特征函数和状态特征函数对应的权值。实际上,`$t$`和`$s$`可以用相同的数学形式表示,再对转移特征和状态特在各个位置`$i$`求和有:`$f_{k}(Y, X) = \sum_{i=1}^{n}f_k({y_{i - 1}, y_i, X, i})$`,把`$f$`统称为特征函数,于是`$P(Y|X)$`可表示为: - -$$p(Y|X, W) = \frac{1}{Z(X)}\text{exp}\sum_{k}\omega_{k}f_{k}(Y, X)$$ - -`$\omega$`是特征函数对应的权值,是CRF模型要学习的参数。训练时,对于给定的输入序列和对应的标记序列集合`$D = \left[(X_1, Y_1), (X_2 , Y_2) , ... , (X_N, Y_N)\right]$` ,通过正则化的极大似然估计,求解如下优化目标: - -$$\DeclareMathOperator*{\argmax}{arg\,max} L(\lambda, D) = - \text{log}\left(\prod_{m=1}^{N}p(Y_m|X_m, W)\right) + C \frac{1}{2}\lVert W\rVert^{2}$$ - -这个优化目标可以通过反向传播算法和整个神经网络一起求解。解码时,对于给定的输入序列`$X$`,通过解码算法(通常有:维特比算法、Beam Search)求令出条件概率`$\bar{P}(Y|X)$`最大的输出序列 `$\bar{Y}$`。 - -### 深度双向LSTM(DB-LSTM)SRL模型 - -在SRL任务中,输入是 “谓词” 和 “一句话”,目标是从这句话中找到谓词的论元,并标注论元的语义角色。如果一个句子含有`$n$`个谓词,这个句子会被处理`$n$`次。一个最为直接的模型是下面这样: - -1. 构造输入; -- 输入1是谓词,输入2是句子 -- 将输入1扩展成和输入2一样长的序列,用one-hot方式表示; -2. one-hot方式的谓词序列和句子序列通过词表,转换为实向量表示的词向量序列; -3. 将步骤2中的2个词向量序列作为双向LSTM的输入,学习输入序列的特征表示; -4. CRF以步骤3中模型学习到的特征为输入,以标记序列为监督信号,实现序列标注; - -大家可以尝试上面这种方法。这里,我们提出一些改进,引入两个简单但对提高系统性能非常有效的特征: - -- 谓词上下文:上面的方法中,只用到了谓词的词向量表达谓词相关的所有信息,这种方法始终是非常弱的,特别是如果谓词在句子中出现多次,有可能引起一定的歧义。从经验出发,谓词前后若干个词的一个小片段,能够提供更丰富的信息,帮助消解歧义。于是,我们把这样的经验也添加到模型中,为每个谓词同时抽取一个“谓词上下文” 片段,也就是从这个谓词前后各取`$n$`个词构成的一个窗口片段; -- 谓词上下文区域标记:为句子中的每一个词引入一个0-1二值变量,表示它们是否在“谓词上下文”片段中; - -修改后的模型如下(图6是一个深度为4的模型结构示意图): - -1. 构造输入 -- 输入1是句子序列,输入2是谓词序列,输入3是谓词上下文,从句子中抽取这个谓词前后各`$n$`个词,构成谓词上下文,用one-hot方式表示,输入4是谓词上下文区域标记,标记了句子中每一个词是否在谓词上下文中; -- 将输入2~3均扩展为和输入1一样长的序列; -2. 输入1~4均通过词表取词向量转换为实向量表示的词向量序列;其中输入1、3共享同一个词表,输入2和4各自独有词表; -3. 第2步的4个词向量序列作为双向LSTM模型的输入;LSTM模型学习输入序列的特征表示,得到新的特性表示序列; -4. CRF以第3步中LSTM学习到的特征为输入,以标记序列为监督信号,完成序列标注; - -![db_lstm_network](./image/db_lstm_network.png) -
-图6. SRL任务上的深层双向LSTM模型 -
- - -## 数据介绍 - -在此教程中,我们选用[CoNLL 2005](http://www.cs.upc.edu/~srlconll/)SRL任务开放出的数据集作为示例。需要特别说明的是,CoNLL 2005 SRL任务的训练数集和开发集在比赛之后并非免费进行公开,目前,能够获取到的只有测试集,包括Wall Street Journal的23节和Brown语料集中的3节。在本教程中,我们以测试集中的WSJ数据为训练集来讲解模型。但是,由于测试集中样本的数量远远不够,如果希望训练一个可用的神经网络SRL系统,请考虑付费获取全量数据。 - -原始数据中同时包括了词性标注、命名实体识别、语法解析树等多种信息。本教程中,我们使用test.wsj文件夹中的数据进行训练和测试,并只会用到words文件夹(文本序列)和props文件夹(标注结果)下的数据。本教程使用的数据目录如下: - -```text -conll05st-release/ -└── test.wsj -├── props # 标注结果 -└── words # 输入文本序列 -``` - -标注信息源自Penn TreeBank\[[7](#参考文献)\]和PropBank\[[8](#参考文献)\]的标注结果。PropBank标注结果的标签和我们在文章一开始示例中使用的标注结果标签不同,但原理是相同的,关于标注结果标签含义的说明,请参考论文\[[9](#参考文献)\]。 - -原始数据需要进行数据预处理才能被PaddlePaddle处理,预处理包括下面几个步骤: - -1. 将文本序列和标记序列其合并到一条记录中; -2. 一个句子如果含有`$n$`个谓词,这个句子会被处理`$n$`次,变成`$n$`条独立的训练样本,每个样本一个不同的谓词; -3. 抽取谓词上下文和构造谓词上下文区域标记; -4. 构造以BIO法表示的标记; -5. 依据词典获取词对应的整数索引。 - - -```python -# import paddle.v2.dataset.conll05 as conll05 -# conll05.corpus_reader函数完成上面第1步和第2步. -# conll05.reader_creator函数完成上面第3步到第5步. -# conll05.test函数可以获取处理之后的每条样本来供PaddlePaddle训练. -``` - -预处理完成之后一条训练样本包含9个特征,分别是:句子序列、谓词、谓词上下文(占 5 列)、谓词上下区域标志、标注序列。下表是一条训练样本的示例。 - -| 句子序列 | 谓词 | 谓词上下文(窗口 = 5) | 谓词上下文区域标记 | 标注序列 | -|---|---|---|---|---| -| A | set | n't been set . × | 0 | B-A1 | -| record | set | n't been set . × | 0 | I-A1 | -| date | set | n't been set . × | 0 | I-A1 | -| has | set | n't been set . × | 0 | O | -| n't | set | n't been set . × | 1 | B-AM-NEG | -| been | set | n't been set . × | 1 | O | -| set | set | n't been set . × | 1 | B-V | -| . | set | n't been set . × | 1 | O | - - -除数据之外,我们同时提供了以下资源: - -| 文件名称 | 说明 | -|---|---| -| word_dict | 输入句子的词典,共计44068个词 | -| label_dict | 标记的词典,共计106个标记 | -| predicate_dict | 谓词的词典,共计3162个词 | -| emb | 一个训练好的词表,32维 | - -我们在英文维基百科上训练语言模型得到了一份词向量用来初始化SRL模型。在SRL模型训练过程中,词向量不再被更新。关于语言模型和词向量可以参考[词向量](https://github.com/PaddlePaddle/book/blob/develop/04.word2vec/README.cn.md) 这篇教程。我们训练语言模型的语料共有995,000,000个token,词典大小控制为4900,000词。CoNLL 2005训练语料中有5%的词不在这4900,000个词中,我们将它们全部看作未登录词,用``表示。 - -获取词典,打印词典大小: - -```python -import math, os -import numpy as np -import paddle -import paddle.v2.dataset.conll05 as conll05 -import paddle.fluid as fluid -import time - -with_gpu = os.getenv('WITH_GPU', '0') != '0' - -word_dict, verb_dict, label_dict = conll05.get_dict() -word_dict_len = len(word_dict) -label_dict_len = len(label_dict) -pred_dict_len = len(verb_dict) - -print word_dict_len -print label_dict_len -print pred_dict_len -``` - -## 模型配置说明 - -- 定义输入数据维度及模型超参数。 - -```python -mark_dict_len = 2 # 谓上下文区域标志的维度,是一个0-1 2值特征,因此维度为2 -word_dim = 32 # 词向量维度 -mark_dim = 5 # 谓词上下文区域通过词表被映射为一个实向量,这个是相邻的维度 -hidden_dim = 512 # LSTM隐层向量的维度 : 512 / 4 -depth = 8 # 栈式LSTM的深度 -mix_hidden_lr = 1e-3 - -IS_SPARSE = True -PASS_NUM = 10 -BATCH_SIZE = 10 - -embedding_name = 'emb' -``` - -这里需要特别说明的是hidden_dim = 512指定了LSTM隐层向量的维度为128维,关于这一点请参考PaddlePaddle官方文档中[lstmemory](http://www.paddlepaddle.org/doc/ui/api/trainer_config_helpers/layers.html#lstmemory)的说明。 - -- 如上文提到,我们用基于英文维基百科训练好的词向量来初始化序列输入、谓词上下文总共6个特征的embedding层参数,在训练中不更新。 - -```python -# 这里加载PaddlePaddle上版保存的二进制模型 -def load_parameter(file_name, h, w): -with open(file_name, 'rb') as f: -f.read(16) # skip header. -return np.fromfile(f, dtype=np.float32).reshape(h, w) -``` - -- 8个LSTM单元以“正向/反向”的顺序对所有输入序列进行学习。 - -```python -def db_lstm(word, predicate, ctx_n2, ctx_n1, ctx_0, ctx_p1, ctx_p2, mark, -**ignored): -# 8 features -predicate_embedding = fluid.layers.embedding( -input=predicate, -size=[pred_dict_len, word_dim], -dtype='float32', -is_sparse=IS_SPARSE, -param_attr='vemb') - -mark_embedding = fluid.layers.embedding( -input=mark, -size=[mark_dict_len, mark_dim], -dtype='float32', -is_sparse=IS_SPARSE) - -word_input = [word, ctx_n2, ctx_n1, ctx_0, ctx_p1, ctx_p2] -# Since word vector lookup table is pre-trained, we won't update it this time. -# trainable being False prevents updating the lookup table during training. -emb_layers = [ -fluid.layers.embedding( -size=[word_dict_len, word_dim], -input=x, -param_attr=fluid.ParamAttr( -name=embedding_name, trainable=False)) for x in word_input -] -emb_layers.append(predicate_embedding) -emb_layers.append(mark_embedding) - -# 8 LSTM units are trained through alternating left-to-right / right-to-left order -# denoted by the variable `reverse`. -hidden_0_layers = [ -fluid.layers.fc(input=emb, size=hidden_dim, act='tanh') -for emb in emb_layers -] - -hidden_0 = fluid.layers.sums(input=hidden_0_layers) - -lstm_0 = fluid.layers.dynamic_lstm( -input=hidden_0, -size=hidden_dim, -candidate_activation='relu', -gate_activation='sigmoid', -cell_activation='sigmoid') - -# stack L-LSTM and R-LSTM with direct edges -input_tmp = [hidden_0, lstm_0] - -# In PaddlePaddle, state features and transition features of a CRF are implemented -# by a fully connected layer and a CRF layer seperately. The fully connected layer -# with linear activation learns the state features, here we use fluid.layers.sums -# (fluid.layers.fc can be uesed as well), and the CRF layer in PaddlePaddle: -# fluid.layers.linear_chain_crf only -# learns the transition features, which is a cost layer and is the last layer of the network. -# fluid.layers.linear_chain_crf outputs the log probability of true tag sequence -# as the cost by given the input sequence and it requires the true tag sequence -# as target in the learning process. - -for i in range(1, depth): -mix_hidden = fluid.layers.sums(input=[ -fluid.layers.fc(input=input_tmp[0], size=hidden_dim, act='tanh'), -fluid.layers.fc(input=input_tmp[1], size=hidden_dim, act='tanh') -]) - -lstm = fluid.layers.dynamic_lstm( -input=mix_hidden, -size=hidden_dim, -candidate_activation='relu', -gate_activation='sigmoid', -cell_activation='sigmoid', -is_reverse=((i % 2) == 1)) - -input_tmp = [mix_hidden, lstm] - -# 取最后一个栈式LSTM的输出和这个LSTM单元的输入到隐层映射, -# 经过一个全连接层映射到标记字典的维度,来学习 CRF 的状态特征 -feature_out = fluid.layers.sums(input=[ -fluid.layers.fc(input=input_tmp[0], size=label_dict_len, act='tanh'), -fluid.layers.fc(input=input_tmp[1], size=label_dict_len, act='tanh') -]) - -return feature_out -``` - -## 训练模型 - -- 我们根据网络拓扑结构和模型参数来构造出trainer用来训练,在构造时还需指定优化方法,这里使用最基本的SGD方法(momentum设置为0),同时设定了学习率、正则等。 - -- 数据介绍部分提到CoNLL 2005训练集付费,这里我们使用测试集训练供大家学习。conll05.test()每次产生一条样本,包含9个特征,shuffle和组完batch后作为训练的输入。 - -- 通过feeding来指定每一个数据和data_layer的对应关系。 例如 下面feeding表示: conll05.test()产生数据的第0列对应word_data层的特征。 - -- 可以使用event_handler回调函数来观察训练过程,或进行测试等。这里我们打印了训练过程的cost,该回调函数是trainer.train函数里设定。 - -- 通过trainer.train函数训练 - -```python -def train(use_cuda, save_dirname=None, is_local=True): -# define network topology - -# 句子序列 -word = fluid.layers.data( -name='word_data', shape=[1], dtype='int64', lod_level=1) - -# 谓词 -predicate = fluid.layers.data( -name='verb_data', shape=[1], dtype='int64', lod_level=1) - -# 谓词上下文5个特征 -ctx_n2 = fluid.layers.data( -name='ctx_n2_data', shape=[1], dtype='int64', lod_level=1) -ctx_n1 = fluid.layers.data( -name='ctx_n1_data', shape=[1], dtype='int64', lod_level=1) -ctx_0 = fluid.layers.data( -name='ctx_0_data', shape=[1], dtype='int64', lod_level=1) -ctx_p1 = fluid.layers.data( -name='ctx_p1_data', shape=[1], dtype='int64', lod_level=1) -ctx_p2 = fluid.layers.data( -name='ctx_p2_data', shape=[1], dtype='int64', lod_level=1) - -# 谓词上下区域标志 -mark = fluid.layers.data( -name='mark_data', shape=[1], dtype='int64', lod_level=1) - -# define network topology -feature_out = db_lstm(**locals()) - -# 标注序列 -target = fluid.layers.data( -name='target', shape=[1], dtype='int64', lod_level=1) - -# 学习 CRF 的转移特征 -crf_cost = fluid.layers.linear_chain_crf( -input=feature_out, -label=target, -param_attr=fluid.ParamAttr( -name='crfw', learning_rate=mix_hidden_lr)) - -avg_cost = fluid.layers.mean(crf_cost) - -sgd_optimizer = fluid.optimizer.SGD( -learning_rate=fluid.layers.exponential_decay( -learning_rate=0.01, -decay_steps=100000, -decay_rate=0.5, -staircase=True)) - -sgd_optimizer.minimize(avg_cost) - -# The CRF decoding layer is used for evaluation and inference. -# It shares weights with CRF layer. The sharing of parameters among multiple layers -# is specified by using the same parameter name in these layers. If true tag sequence -# is provided in training process, `fluid.layers.crf_decoding` calculates labelling error -# for each input token and sums the error over the entire sequence. -# Otherwise, `fluid.layers.crf_decoding` generates the labelling tags. -crf_decode = fluid.layers.crf_decoding( -input=feature_out, param_attr=fluid.ParamAttr(name='crfw')) - -train_data = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.conll05.test(), buf_size=8192), -batch_size=BATCH_SIZE) - -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() - - -feeder = fluid.DataFeeder( -feed_list=[ -word, ctx_n2, ctx_n1, ctx_0, ctx_p1, ctx_p2, predicate, mark, target -], -place=place) -exe = fluid.Executor(place) - -def train_loop(main_program): -exe.run(fluid.default_startup_program()) -embedding_param = fluid.global_scope().find_var( -embedding_name).get_tensor() -embedding_param.set( -load_parameter(conll05.get_embedding(), word_dict_len, word_dim), -place) - -start_time = time.time() -batch_id = 0 -for pass_id in xrange(PASS_NUM): -for data in train_data(): -cost = exe.run(main_program, -feed=feeder.feed(data), -fetch_list=[avg_cost]) -cost = cost[0] - -if batch_id % 10 == 0: -print("avg_cost:" + str(cost)) -if batch_id != 0: -print("second per batch: " + str((time.time( -) - start_time) / batch_id)) -# Set the threshold low to speed up the CI test -if float(cost) < 60.0: -if save_dirname is not None: -fluid.io.save_inference_model(save_dirname, [ -'word_data', 'verb_data', 'ctx_n2_data', -'ctx_n1_data', 'ctx_0_data', 'ctx_p1_data', -'ctx_p2_data', 'mark_data' -], [feature_out], exe) -return - -batch_id = batch_id + 1 - -train_loop(fluid.default_main_program()) -``` - - -## 应用模型 - -训练完成之后,需要依据某个我们关心的性能指标选择最优的模型进行预测,可以简单的选择测试集上标记错误最少的那个模型。以下我们给出一个使用训练后的模型进行预测的示例。 - -```python -def infer(use_cuda, save_dirname=None): -if save_dirname is None: -return - -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() -exe = fluid.Executor(place) - -inference_scope = fluid.core.Scope() -with fluid.scope_guard(inference_scope): -# Use fluid.io.load_inference_model to obtain the inference program desc, -# the feed_target_names (the names of variables that will be fed -# data using feed operators), and the fetch_targets (variables that -# we want to obtain data from using fetch operators). -[inference_program, feed_target_names, -fetch_targets] = fluid.io.load_inference_model(save_dirname, exe) - -# Setup inputs by creating LoDTensors to represent sequences of words. -# Here each word is the basic element of these LoDTensors and the shape of -# each word (base_shape) should be [1] since it is simply an index to -# look up for the corresponding word vector. -# Suppose the length_based level of detail (lod) info is set to [[3, 4, 2]], -# which has only one lod level. Then the created LoDTensors will have only -# one higher level structure (sequence of words, or sentence) than the basic -# element (word). Hence the LoDTensor will hold data for three sentences of -# length 3, 4 and 2, respectively. -# Note that lod info should be a list of lists. -lod = [[3, 4, 2]] -base_shape = [1] -# The range of random integers is [low, high] -word = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=word_dict_len - 1) -pred = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=pred_dict_len - 1) -ctx_n2 = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=word_dict_len - 1) -ctx_n1 = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=word_dict_len - 1) -ctx_0 = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=word_dict_len - 1) -ctx_p1 = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=word_dict_len - 1) -ctx_p2 = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=word_dict_len - 1) -mark = fluid.create_random_int_lodtensor( -lod, base_shape, place, low=0, high=mark_dict_len - 1) - -# Construct feed as a dictionary of {feed_target_name: feed_target_data} -# and results will contain a list of data corresponding to fetch_targets. -assert feed_target_names[0] == 'word_data' -assert feed_target_names[1] == 'verb_data' -assert feed_target_names[2] == 'ctx_n2_data' -assert feed_target_names[3] == 'ctx_n1_data' -assert feed_target_names[4] == 'ctx_0_data' -assert feed_target_names[5] == 'ctx_p1_data' -assert feed_target_names[6] == 'ctx_p2_data' -assert feed_target_names[7] == 'mark_data' - -results = exe.run(inference_program, -feed={ -feed_target_names[0]: word, -feed_target_names[1]: pred, -feed_target_names[2]: ctx_n2, -feed_target_names[3]: ctx_n1, -feed_target_names[4]: ctx_0, -feed_target_names[5]: ctx_p1, -feed_target_names[6]: ctx_p2, -feed_target_names[7]: mark -}, -fetch_list=fetch_targets, -return_numpy=False) -print(results[0].lod()) -np_data = np.array(results[0]) -print("Inference Shape: ", np_data.shape) -``` - -整个程序的入口如下: - -```python -def main(use_cuda, is_local=True): -if use_cuda and not fluid.core.is_compiled_with_cuda(): -return - -# Directory for saving the trained model -save_dirname = "label_semantic_roles.inference.model" - -train(use_cuda, save_dirname, is_local) -infer(use_cuda, save_dirname) - - -main(use_cuda=False) -``` - -## 总结 - -语义角色标注是许多自然语言理解任务的重要中间步骤。这篇教程中我们以语义角色标注任务为例,介绍如何利用PaddlePaddle进行序列标注任务。教程中所介绍的模型来自我们发表的论文\[[10](#参考文献)\]。由于 CoNLL 2005 SRL任务的训练数据目前并非完全开放,教程中只使用测试数据作为示例。在这个过程中,我们希望减少对其它自然语言处理工具的依赖,利用神经网络数据驱动、端到端学习的能力,得到一个和传统方法可比、甚至更好的模型。在论文中我们证实了这种可能性。关于模型更多的信息和讨论可以在论文中找到。 - -## 参考文献 -1. Sun W, Sui Z, Wang M, et al. [Chinese semantic role labeling with shallow parsing](http://www.aclweb.org/anthology/D09-1#page=1513)[C]//Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3-Volume 3. Association for Computational Linguistics, 2009: 1475-1483. -2. Pascanu R, Gulcehre C, Cho K, et al. [How to construct deep recurrent neural networks](https://arxiv.org/abs/1312.6026)[J]. arXiv preprint arXiv:1312.6026, 2013. -3. Cho K, Van Merriënboer B, Gulcehre C, et al. [Learning phrase representations using RNN encoder-decoder for statistical machine translation](https://arxiv.org/abs/1406.1078)[J]. arXiv preprint arXiv:1406.1078, 2014. -4. Bahdanau D, Cho K, Bengio Y. [Neural machine translation by jointly learning to align and translate](https://arxiv.org/abs/1409.0473)[J]. arXiv preprint arXiv:1409.0473, 2014. -5. Lafferty J, McCallum A, Pereira F. [Conditional random fields: Probabilistic models for segmenting and labeling sequence data](http://www.jmlr.org/papers/volume15/doppa14a/source/biblio.bib.old)[C]//Proceedings of the eighteenth international conference on machine learning, ICML. 2001, 1: 282-289. -6. 李航. 统计学习方法[J]. 清华大学出版社, 北京, 2012. -7. Marcus M P, Marcinkiewicz M A, Santorini B. [Building a large annotated corpus of English: The Penn Treebank](http://repository.upenn.edu/cgi/viewcontent.cgi?article=1246&context=cis_reports)[J]. Computational linguistics, 1993, 19(2): 313-330. -8. Palmer M, Gildea D, Kingsbury P. [The proposition bank: An annotated corpus of semantic roles](http://www.mitpressjournals.org/doi/pdfplus/10.1162/0891201053630264)[J]. Computational linguistics, 2005, 31(1): 71-106. -9. Carreras X, Màrquez L. [Introduction to the CoNLL-2005 shared task: Semantic role labeling](http://www.cs.upc.edu/~srlconll/st05/papers/intro.pdf)[C]//Proceedings of the Ninth Conference on Computational Natural Language Learning. Association for Computational Linguistics, 2005: 152-164. -10. Zhou J, Xu W. [End-to-end learning of semantic role labeling using recurrent neural networks](http://www.aclweb.org/anthology/P/P15/P15-1109.pdf)[C]//Proceedings of the Annual Meeting of the Association for Computational Linguistics. 2015. - -
-知识共享许可协议
本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 语义角色标注 本教程源代码目录在[book/label_semantic_roles](https://github.com/PaddlePaddle/book/tree/develop/07.label_semantic_roles), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书),更多内容请参考本教程的[视频课堂](http://bit.baidu.com/course/detail/id/178.html)。 @@ -1130,4 +560,3 @@ main(use_cuda=False)
知识共享许可协议
本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics:doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/README.cn.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bidirectional_stacked_lstm_en.png b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bidirectional_stacked_lstm_en.png deleted file mode 100755 index f0a195c24d9ee493f96bb93c28a99e70566be7a4..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 227971 zcmeFZcT|&E*FKyXM^RA`Q9-GSf=ch5fC`8-5e1}5?}Xk-7!?}=3Ifs*L_nH=^b+aP zd+#;$&_WI5J9iw)`>uK3zrKHdYdx%4j>MC5?{n?FuYK)(0&gBD%A7uV`6LVmJ1u+f z?n4-itOEu+X?*-o@XGk=)GP46OAb=%4k`#^2WLGyBbcNiLf?o%)=JOB=%JCGp{s3; zkthsyv6NS6j=owfTIWXuOnV4CNUBwonuQHe! zid|LXQ{YsvxnpE%cF)buNX1R@k%60qfso-F!Ntnb+Fsa2>?(0z zVeoh8Wsa*1#3c?EVpo3~rLORR;SR#ih=Grths}VKi;IDupPh@BkDs55m4Ta+i<^TJ z{KwD6#VgFmFU&2#@Xyy(@H9I^W8sH)rT=*r_)hGqse^-!Fb9XTvopIh4?Dungo8^+ zNC?`4o0|=+V6%6%cF=QSv$kj4+u^Q}y@8#Xje{A&ngQBTPaomvAa)g4`uhl0HVO*+ z8(Z7|0~COa!$r@AgNvP$!^#Re7jd<{!$YG3GyZk8{UcW!BaVkg_6SEi1KS_y2sa@EtoNJqLu{BLu>7FA5%*A{-F*rU)B` zJ9i+j3ozVJ&@(WzhF-i0IqLVh?;6>eIT;yB+aatNh)4^Y{fiZxJc1yO1b8_GxHL7#Qgrv2hvd8?b>r z_1N@z`3yjuavSLxaPu4S7zcK; zN!Ssm5ZSwuk6e1^23&2_Ch|#avS3FkSpQ-@%AWk-ug}jcgEDXW+^94%l~lIqP_-zI zysA}^8rON$c2+($JKHg}tV1XN*74V-e~uo#tDHh5@&4A@;4_IQCr?)NI~#s&%dpas zMKZ5Nc!;B><&jDO%$S<(l96o@=Jd?WWlmzs|NbN9{-(yEZ(+*I>xaHQ%ZwsB^sViG z{}BfJF9;wa{tLo?LHJD!|BZzIM#6t1;Wq;RjfDRsZ&bX!z*1XR=RDv0 z_{oz?1??FI)dv1zYZVkqG-7TJZC@2;jqRQ0y17gmBfLo|OV)ZVEV|MLvP_h8bOuLW z(GTX^W5)bM*m+Ib6P2Z;q#RuIl>J$!)Mm|MKjl0uR_|7M#yIP zXES@n(a5b1HC@lSjOxzF$rPR9t*_zMVM6xC0MrZgs^E;^REU}O zBwAsIL>0;=KU$Hp*8{GY$Y`UAw7k)`fr`R4uOD;iCqz2+K33E2NLEWPXp2~0UZzGA zalPyQ`v^%a<3*%gu0>a4>oFMND!+BVpjGdW?S(=FVRz@Thq|8L$i~uGx$1Y|UtnWh z2nTxPCG})|=*m(xz1orfE<%TSbMCL57^svWpcn{rNQSS+qbRq`}glNDMq+V z$A@%gf7}ESSN2+L@#m2i@^DVQ+k(DM)2;Dm{JQHn&@^eW%+VgLuXl<;QyY1Y+ExPgC(tifY)&za2&az>^O`=OiWB@+tpkb7;sP-sByL)EZTep$B&?PF(~9( z$oY#G2VKT|L$sZqZ1`IWm<$v+4s8#v-k_x-2aC5whBh0q$n`?=q8y!KH!?VWG0%34dnkT=2t`d$uTxPH3z~oJdRhj;{xTftF)3pSIKU*rRytc|4o%ob zlboV@-!Yk@kv#*_WFXJhfKR6{+oFq8A7K8Y`;VU(eQ;7J2m$|qr#a2{dfVUirxOEq zWM*dC^!Ao`y7TE!^Z%`v5IIul&=euG(r@3Cx)rrRsPE1&z=C`o9UZmw@BYMP0C*`` z0Lo0jRQ3MdAneLGt}?EXiQyN^F@O!O6raE&Waf6au^hK+o8{UXS;h^+rOyeg3Gl~-w?V|GJjs≀99}ELtohWt8zt z(V-cSiH(f~rUD3!94lUu(eKVAr+0q&1rnAp2H#~YXH?bE5jXtxKJ1;kq+}_Dk|>vP z{iiv;gdab6-*uOGZhzDMoR=r~P8~Rw%@y{bPBl&IQX_ex)BHCl?=9SHQ#2et_mR6l zzM9T`uAZj}Kj+L&aA(uZ(JFGWeRYO5vnxUqQS4az@g`r=*~TYL;@g(0^uI1PK6!rZ z^cG;qhk@jpc{U?m=v~|?|88)ADnDAyKyr(YZ;z=m*5><6(uIJ>3P<0vm_PjNj2#@w zg;*R|0)0KO0>M%{*OO(kI9$r2nv&?6q>CS=q}27WWhz_+K(5bpSgcGo@TCMsM-zZ! zPSXnW$~8PG@!0hG&e9>}f)-mDBHjpL8s9by^y&1iVw*UAZzDjzG>^=q7Kz?nu`qR8s2BwIwL2%FKZ% zOqJc(jR7UCWVKZe;K-|wN(bjQGBWC+<|3XtkqvX#_b9 z*m`pjx_|)H(zHSY%}-PFvvP1C0ABoIS%BZ-{Keh+a;$`sI@7cZLFu_bNog{@B{Z9o z1zi3i8FGYP)gao|rebS#ngY2B7RE?E=dC?uQ|AWC@bkGt3!SN&3Uu+fTo7oK z(kb7+b5b{)z|4-6zrvVTFv)*f>>Jwc>?I+h(h-<`RN}4ZTDL*|$srN|$Pj)~000-6 z!LAKR4tfy~uh{ln7SD=tDk*y&gWAaU)3GXF3TDOn)=D1x$$BksEGV5K&I|S3ueI$P z_@MUy)@lKTgoj6eXlKFM{z3^EzhyV4S?e_mdRV((O&~Mo)+LW_W^65B!;+AUi;o{Y zig4_F0^Ul$R`dM1b;;(WB`>q(cC{aEc)698;HMX3vcYN5^gB~BLNpl-;Q}Uz3h~{I zF&n|!#~b46IhH*?%-XoY)3!Qu?F99KhkpS9V?6)6kj&T;+!^?Q&=>%jNhZF*kZY8n z7#S8?apyaTSa$7#cD&?#G`B(3yQQ(}gkm93xFL45*Kz8}Gy=uBq3U(ES)1|p+I&8n zi0kq=NX?GdkLN)l5C_1t4MrR#y$H0&)oRU-qN0hqkoARuzN^P!Z`>w=)IdxGuAs>q zK*D4Co;S4=uMdW=RM-R3=tH0fKt%lzz%18sM2ma6SzGX%wT=%s4>eS^y)TQ((M2O= z=YGCAO&uIc4j6HpJ#Y9~gnu{iD$nB2j5id_yMV$PtQrCW0(_|j+=i)$9)0wDd+12g z(yT5)7&EdxoYQArH!=_gcZModV_<11&;>zvdo-MY;$c<>N-n*js&WNT3OBU6Q3Q*J z2)_PZH?B)Jx`OqEPgZPf87S01(7j-ygl)9HgukKYH8i6g%0&$Mqwr%9A*aKCp6ZWw zuM1{#?zfd`ta~|DBevcj=sU~&*(%&IeKi%d4vpIRc1HZtbD<_tn`88ZPj@E({W$}b03PJIJ`mDOodXWw zq*Q$rI+d3>&@rugK>URBTis9GI6@}+-j^Mu1zK)_9S4!oxA4HJuIL9$h5SH|$N~5X z;SZKx3|@S=O^3oSjZ3r6t0~9o66!;FQlG=#x5o1y(VTcrhuj!>L4@cHa}>aX&SSCk z#jRI&?hAgS$~Z;eVKLH8B|TTe94+r?AKh|{<56;P9|sfm7ezts8FB-)cde-!AP8t-k8&`M&sN8hj_pQc`4 z*Pwyja}Wskbu5aFz1qTleHH(AFL}aj!jVo3(S0F^lns7Wym z8H=*{os}s85G*wT*WYyN=2$*CR`A1RX>|N80!TQJ0}5s)yFlY0y1!q^-vT;RY3j*h z=%tM2tBk7I1BK4aZb3}u0C9`X6j?xq@p6Ig%P?5Gt=; zg=p=7+QwDfAiKpIxwbv@Do#H(;dAbw8w<_#R&o8=&eXm_XM`P&l1<~|;N&$=)Yc=y zE>TB#HTmGh-k(7ecCZww(NptV=G7o$#W#kZ--TBK76@vcOwlgnZ`rzV;R3dJUFTbR zG|=3IF5hwts{Q8sauc?0D>Q<9rAS4A7EB?W|H;We7*6PYI4x)OE%#(LLrb_42}mJ& zINJbx1IeRt?~;LK#v=45#AZDN)PJ_40Y*s>?{ zddrq9bC*Ra$c}*B^Pn41Ftaxw!4$f#7&8XXlP7!6!l$Ee+d(v8b_Ujc3+1Qj{R2e` zSYA={$pA@b87_LQ&2;{qdMoy;BEp{AW{0@H#C#y|%#~^Cp!xoMo_RLVU8%K3UoF=D z=AABDyxuBuV>&!)p(l%Zo>7%_=(bzoDquq6VHKFfzz=7v&g=%d%#5X2`@S1R_^R@C zv+PB~=RcyQEihY3h!CLIqi42=k9jW(9iu&67v8c3_)F2<=dF)V;O_b9`G;&C6SBIo zvMj8u@;{Jq(!Rh;*^6vna^-Y4$|$)PZ^B}%zj;gLNIpNNsCj8{o)^@X4w;}+S_Ct= zZ)YPedXOEsfujRQbRt9GIQDM`Q@{hUxNuNj*Dmr|_3}NR94a=a;`|lO?1h~dB20IlJ$r`Q&PB=L zaBToqN~I1z!O_=WD5zz16Kke{_Kn4nl9B>fTHXB1>)Hz`{^@NW=HkbRM`dUoAI0K8 z6C662@YglZFvYFJfFCxGPLW76u5HqJmnmH-UPmhx2mwWwbsoAxh5h_YOt7C`e*km( zauLT0ctM{!{#F2Vt{@a|&ev0d-Uuj?Yi>K&A`?0FL+LYs>b;xZdY8|-e}hGL^S&K! zdmS4cjp#ZFdvn}puB&7%dwk}V!tL%`Uy9|l3!M~ri?(s;D6!&(>8^C$Se!q6cjJ++ z=t$zHDYGeX>N7HLe)y|{T6>w_@>6S^R%@BrjSkdlB3fSZ0fv9J>UDqDtGR#$iiMvp z*RxfY`MR3N>QoCLQovjhT1%i;i{BZ&#HD}NuCmZ!dU=8a)${tXRsAO}S65f*lr^6t zu+F7K0P5X!Jdp142>UWsc#Gz6LV*xTq+RVzX;xwVH%P{$lD8VU){#?;f0%9Z3=T|fsVf0XCAdoBJHNNV- z>9KdwyFfE&lKjCCFK2Zuru!0y!*lfLQ9zKOv%7wt!2$@@Sb?teqo8S80KPvLB;!ZZ z1G=tR2H3R(;JFh6GzCi0;(CFg6nTzO519h>eJ+RtC=5nF!K)n&Cx&hdK4Dhg%&cRV z!`+EJbCRU$MO5_J#(XjNwfd^pksix6KxNCvE<2;Q2S6PKc!OpP3BAX)^^5E!s((Z` zloIAzE+gIzVSIJ2JwW+|eEewmRZdOE)#%(hrevv#ILGgVLMwmXcBTPj7PuX zb(<1gESHZ1^qlqmyp*urAfPd9g_QJO`bu`w879f;twgVwn0pV{fhK{wIl?BhaZ{wP zeCZm^!%W+y7X}7-NMO!8o<=HuOZ8ysIWX@cMf-r4fT9C^uhp?I`vJ!;i0N|qfOcG{ zfA?D+wr3XA*522KJsh9QYC?{Gkg;2#=Hy8K@x!4xM)HzH3sA^FvSyige2aKw0g@Ad z3}j1YO9T+z&eN?%Km>yZ2UMJ9%n$glU6n@R*_2B>#^dG{7umH09j2P!`F6|Dd!Cn` z^A#BUC7TVZU;2|QChE`0Pl3h&|FQ~l9dtV&j?;_RG;D1%vdLiPrHzpy?yFNvK(Jk5 z?g-Yolp1BuOzC34xGr=y(kR1Pi)GR#w(}Y5THGw~fV-{L2|9D46hT zx#;Y*-?IZ;9zpCqH`piL&XHpr2yYShk?nHvH!I@cF*0fAP~FT* zqMrm1I*PlvoyBspXrP{|%GOJP%I}Ml@z?TIUn^S&W$JX4+e}hKzZ>T}s9EQxC?N|I zK+quxW}364WL1A3SSet6tV}qnc+s;N%*U9cT&{9(a4?$$e!oyJ zzaf4+oX}@o$i^IB;Ebhf-0h*xfMhGpH4B|vTKpr4(A#X7O2&I45lhCRkwRXSXJ8S^DfKA58`r@U*tJ0>5kGU@`oTGwnB7OZnanzp|3( zKJ|i4QnirRZFLGnRy!wsf2L7gh>qJ$nttxih&uMdxnND}B)tzns+NF>4G{f3g)U{} z+yDZq(sVEwF7qbM64M98$fZHX5=;*OL{R4l>D<#kGys7WOcSC#@x$Zap91)%004-F z^l?y-FRe(98%MfY`XEr-%phy$*&U}_K_90x4Mq((ok8F}DW8kbxGb_$;{fd5r7xz)ag$y#owg{e3U-Fas<7POi!N^Vlh>vtj*U952sr0){~&f)D1M z4PF}D>t;4tZd^doX4piejJ$@17=4URRhLXe3HTK-ESIX0t&wS11KL1T zB7q&$JxmF%QxlpPz6@{6GHJ58t_4B_(8H_m=93s*aWY~L_sjz zDIhqgua>vc^TYJ0A5a!Jl$~Hs(ac@Y1RegB;#+gn2@2t=8XCPopPdq5rXeZ&Jp5qj zCAlBn2<)8S6+VwY?`TL{0>oYk>x0NKqsmwqDC`0$AyWsY;XF;ED-UF#D5}A~_NJJ? zq6ph}JgKFrGDzq>INzx=(X$h&0G7=PK3MXQ(rdLBxB!}mU?QEN8P|+I4XO zpjbLe*^9wZL3p6S$QTUY)GA+1U@*~6y=H3Kj*lY?=2t-m$3hrl?^Zb}0EG<9!JI%x`pVPJJ`XSjJxE=^hNFqfaWl(oqu=N<0JVZt?0tPH78DJ>laWspsOV4iDdNR;GX8-DhUL<&JWWTaF4RIP>6jw2`2meptkZRpa{FbYt-C^ zfE^{Z=`xz5DM4idmpD7KuW3Px9x3d&1uiT=Jp`U04W9Q8 z{cQX}&OARM-e~iEeC*`Q*sC^c_Q)pn^~cVG!}y<DTXA(7(tT1jVs{B_@C9Jdz(qn zpS`O*ejes^hNGxgbd02OA@A}y{Pi;7!yM)u{k82L20|(7%^y9e>)WO9fSnuE$VJmD zl&m7d&ufPShy!eBC$G-WAY^vuziG0N;nOcY+m=W(n`G`_F)-N`q2|f7Q}w ztV+`#DDdLW`Y&V6rzG&bEnpt6K^Sk4=`jhKhI~&b*)r);K;$56o%f^H>*5z+rnsfg z>9*Ol-Xr85{1h~qCY_tai8HiKbJ*%S?B}balB4ejvS-LuoHGaguR z(Rx#|^wWGu>q&f*Rm2nLFI)R5=oS1GT41)C6MBKfdD}|w=@miKuIAsLdmx%Q3O(Yg zcj$18c0utw_#$bK(Xqc2srR375z1ik+Kbd*yR`W_Jk!yQw~}bZ!<`!UR=|FULouZM zjKOwlp(n<@vyD0MO?j0=7nqp+^Ci*MI&=gUscz+Bx2?cEuvA-UMVlsEZ$-QzfYx{o zN-iCPIas5W_1Nb|`EWIc`WQBz#*2F!cn#hL4s-Z@&ceJP1V6=4QS3(eP)FRaKlUHf zO#0V{@zb!^pH=;9_Z2s9_ zd`&*iQzJ>F#G0RCZfCQ8q0c+%BZ4^IBpShXYx+3M3-va(f()g+Ir6SHcGqd}BK4O} z?QG3IH}A8BIXUCrvAk_Uw=VkbSq+Qf1AOO2So=jk!%;Liw~;>f+*|z0@pG>hqUJYH z0--qRmHOoS0)tQ3)bQKjCrtkN`awfXN)54s&4n2_Jj%&Adn|<1v)8;lun!S1U6M;K z_2!cQqw3rcB)sja$KKmu8a`0a{uJ}?FhO_WG1UlkSJ8IMR&3Pf1iwdaU9(Kx2^u^l7m8CwOK7zwOBQNgQjh*?$ zkt^TdvpF#}(^rd8yji^F)Ruc<&wQ^a5X)Y>3#sd|m;4_S)-fXDJxk5EWw@t@hqbeO zaF07Le*g_NS=HQF~ zb4ZlC?DGSFngBo&X#QE;?p7UC#P9wmWqi^oo&Jkm-MWzeF4IwI$O!cB86#kZB4HY@JeAn1eOcIlQ^C@VZL z*rK5#Lvyp%_GJ;Q=0QOGd>9LSfxPwh96UnVccq?wC$ra*9sjxX`LhfWkM@&z-!4U~ zd_7Fz{Bwqkwu_;1y(cxT-}@0XUGP0yFJvp->64`n#YaIjh>xu#lIU+uZgH0|p|ncw zQ`1suKk19DjN?m5(aJBThm+kWN73=15LxNgM0z|xR!Z8Y-ypr!LdcJ^TjPsIH(75* z?R&R56+(~xu|*5p`lB&8Vbc8@EhDMtjleT!`uPf*UsWx_7Yz(AhWKJnm(j@Vn%k5Vav$8XrOnHgr*mv%LBw(wZM*Pv1 zRo$+O&fg5a7}$I!BbI_pdJQ#H#V1SQos2<@M)H?NI6IoqsE6-z#idU6sNC-wRJ|F@ zdf?d@A3z~7L!rA8sp>j&qQ%fw%KmBmqWR@tLs2_+g-wQ?x?;GcA#>p%szL*oniEIF z`M4L7rIbgbhB~WqL+ISA4tpX1@70dMR+Z?$b?*c|D4))pmWv%ADGJ(P?i`hf*b?M zky-bbf%C@Gqq`yKvrZoU*$9#2=R_=nqXg5w;}Y7I5~4mmfhQHabj4-gI}~!&7w@|9 z!lndtT(VuO$llUp$OsJgJg}e2W}>w=bVrgq;#d$#G`T4Do=8+Bb~@D80+C+CmwO3i zm`Yv~x7O%OHG`nrkC5-LWFV6{Z+GH-0{w<_@QtW zq(&63N}sh%*VTLcgF)78derjD!J9{+oJ2QUGAR}otuD_=hZObRVu@!Lyb>+HhQ}ti z+{2H4o>5vzer#@=&MW!8Td%GD@4^>HNH31;SG4a`&?z`X7Y%p5MF$ry9`zp-$t^dY zzPLG1%*9-=kh4r5t@{qG&FS*g=9hI(s=)p2o_zxtm_Qj>_3Y4S=g(Me+-_j^XqX6= z)p4>Dum4eda?_8x;f_)V0xxBRwB=ghr%sO)x0HAK_0;E3W=WLO2*F; zD(K&zX7c4Yb-CNFZj7*@wbR>|j3_Cj+TQJ=iV`))_J3osIC!@DHOP8fP#hzd?q!GT zcyy(f-*G0>Ty)k>l7{E!uC2&?Yv?9Na))+%hTB9(LY_0&2ks{U=pL_mJf~MAX*4&&%vsc0Y;!HeCld0(x-t^_jp|m2z0Ncf9 zMbtu!OWM^>>Y5HbRvFrKE5VVCk0i_r>=bc3m+EUF`89YPH@f@p*O?ul2E{8qu8`1` zw}HMdH(#e9D2SeROX`FNZ<59)p;N>c3pMZ`ESb8UF*d9Gp@yyg7xv7SKtqs;C-%rk zxILK;%DpT%&vJ%7plGAwHsWSG0q(k}Zpm%>(D5-9j!lLR+THEY;N4Nn?xX+4Zy>V)l-;W8NJ$)b59cD!?`r{IKroIcE4chH=Z}H7li^9u^?f&xeu$h{ga|%D~EQ#OF zn%ENg<}9W5c)KpYZkg|};uC?-LJ$Q$7QN!&rTP&sD>yiJyj^QapP=0-gJhq=> zTij5N&<1`Drbp!rjv)+uaBX8}YH>4xcoYZ!SNZg!wKaYGukD>Lm+b$SsC>do=fvWoh^sI+h+gG_^v@~VTpsCCBV*SyG-CgVS?;%^E&yn6||cxDOEQ^C=-U% zQUxM@fA#{bm%u_zmHH`fEt`#~o-F@bf2x4DLJ!lKtxIyZ8fxM(I<1EiLmx7tGH2~u z(u#i*Hdp1-8|o2eov48gplW8ZiNUoWjvRpL3-}%;cQsORu2{vT^n^D~y2@%X?uKob zLC4a3JacsR@qH^|)?0>-z*zG~?gW_7hQiI|bKaBc`xUJqR|1maWmW31MTi4Vkw5@J z2is5wxPhbuxIuCaj@!t>od|r3b}PF0=72-oPJpPAprjJLVY+?ax~z2b0!d}DE?eSV z73=f}Plai0R`{8-d$7geKpepe>c7s$v(tqPInHt(AN8yMccG;b1~M&%Wg@HebKxrt zO{A`)>8;6osUPwtN@mOg<#ITDxA#dY}9XPY^nC!%UQJ zYP)O3t7jg9;sVhKDdC{**_9C~=8K@%FI>gnxZl6h*SoRSYS5&9AT*loAdCl0yHA#0 zk{S2kd}u8p4i*E}=}QP=8hjMR({&)2ye>kxP3eI0jBH!|V(V=saKAd*P2U*mg0%fR zuO5Qf0&1dIPd`6)ta?6L1So~K&&PCr)^<#7ML%vV__k3Su0XOs!Dt>Mdb$ay3Fe#$ z=RT%W&+-^ip7E|Tyt7e z16n1EFPAm3hnmXotHiz4&tA(J5EQf38nLG~83mu|)AGFSZd+BJZQMq_uhv*kLrD_+ zz20k>dfT{ZLjyTwXNxeMFn1VhVi_vP+-RLW#GBU8NW%0Aby`qC9vd3tq{qF+H@~SC zo}jCYZ+T~)eNjkaFO0kvKxu%Pvgt8x)TWKNR$uI-qFevgY00$U@?H3I@oED4aLfrn z8TBLf0}FGL&{vyZQlfr5Gq z$IT9PDVlSLuRa?1WB+&#Y*0qYQF99l;*vKh)|%Kv7yxjtq_NnchvI~S);Z@x&D<0> z1cuJjS>INQ>I+WYyc89_ixj90O@rI+ON}HJ4PRIG%kI>l(Aq(0tg|K8gP@H9QZ!F3 z56mNk!)vs zz7FN2m?L;EmW`2Gcycdjr}fD9Z`wHCcAuWc%p6)=Lv(dKpztBFuQuHaJz7*1G@&~> zE6=EFhX}S4JDZ0@Eh|5S2I9hBZ#XO?^M9l+_Bev3fX=PJ>7o0Q06O{5WWlQv8U{`c z1k=;JgJ0`%l0fDgjq1!#QpVBuYlvfeTdD1N4|JC;Wb)QCHUW7B%R2vFQHsB8Wuja^ z+s;f>_R%NuUvAv*=ZTYNFY(y-WM}9Dch){^j@%g?T)LHQ+B?v}lXgR#@b=gN&r(3B zi5m@kNFw!XLYY-_2EG;Hp7os!RSU8%%F;-?dk6?+D62gcm}ut;?Ok@4yd72F^bN}> z>sK*C{5{lkDEFR@5ZAUbtKCOpW;Yqv>d*W-#w9aZZ>8g)GQDgzk-u`N58U8{K#K;T zMdsFPiKcz8+?w7{@fTI0hbOrZC~${5sYN*CjjcS;O9L?g_0pS?wpip!T}ww>-9KZO zgV@9eLVTgyZMoB4k%OnqJ@uSn;a9W?pJINI;7*Bo@d$n|mtc^+JJRBm9#&0@b8*Yb zDIfo1)!T`Lc11mL?`U_e#;gws$tR5Y6^Rxu&0E~>8d7EpVmzRgRZR$BBy;5bcLQ8S zQ!mOAq^q=F&`Z53q)YZgaENWD9AupY92$5|C5UI}FV{1!=+cK%fBMf=uNg~3A|3RR zyIIq3#!hM?KK+NP=d}wd{^lXJLV26AKk`-1)TDp6?5`VncAs}*t+uD@4=-Ey^AQnP5AC9foRBB>VJ7@S0REQ@u{O}?K*ByJcKo{lifCTKF zTcN>dTj$x)#uQ@QXfC)Lrr`LjAMxAn?9RJdefZ`d{=EXMle{NV-%)u~wkN)GirJ(j`t)+d;H>K8H+J7teCqilta_x1?q= z(7i&~y1&w1QyGp;Q?)n*TyYe%HZN1pW_W7Rz52YWuFwKsW{sx*SpI~3yrfv876R0VH zZFp4w0q6ySp_PaGQVYDDmSHdKo2iM&-DY8kVk8j4QS=$# z>3+y5#qS`i{f+v3+d^_K4jAsz)~KY_$ztKC~E`g~JNEzp*f*-5o}n z2Qu?HUkfcy7B<+YvuJMy))pN-bUHQ&ISGM&?!Y(Nxit`ShLH~VBwa!YMBbkh4iyDc zN#e$J?@LQ>zM53T+gUIE%=1~qu)Qup$!+3i?`I7iQnRLP#MND@pl7gTnfvjC={1na zyNkJ1FV;pQ$vVRnF#FTaA1479!Un7*t_a#;=bp%n!!z{zw@uR`2>;OezY1>y>RyHLt7agk7C!Vpvok8y6U$>^4pD=Q1Q(5e{G|#6bjfeZCs8Yk}@1hQGE>{I7cn z2U2Kp>J2bHwE6&)!uN?||EcIXKo^;?REx!!n0c1`K(g9&!5a&ej{n~4#gIZNZR!}F z8VxDPI#r0i|Gn31CT8jCpPO2X9b#ozq!?TuYFdh;^8V$Tz~K+bh~lc>b6o55H2ZR9nU(H zcXGs-!17pD4r_v@Wl%(bld^)w6|*yWT}2M`|3j`r2TjXUS*Ywy1%YM{%nCu->$Cj$ zpUPe(6vZ)=nogm^8$0$1bYaw)mi^)L|Do({5Tn?QIz6z&Pz#xxS`LDZdnLYVI?yL~ zP&2i|>R@oK4{7OUO2hKu;em22tqPS8>%xWH&U^iKy0{-T@u69VIB4o4#F-@qI3=bg zku;lO%5oskneb{u=22qt4)az)`aK7yBMuf}Q<{|hhWh^V<)lhCJluSLvp3Z3$;MYl zXB?C#;usO;+5G*&GpJ`NRI+{w^(>&Nr=X34 z%b>u?WYpCK+Pr_SfY9_p0?xfmQDcu*7BqC=4?h8Vm;JWy$%8}ElX&Y7+nGBSA^&cW z-@YcV%%t;vCC!`IiXA0zXFy56bLXIYkw8O|D+YcUbT9K3n`7&Bzq^kRz+lS_0F=Wudsv$d_M<3Jd#Izc5{{S@O%CiDspPws9^Vh90O0=WF;@&$NW5&RG-O;ti>e0TY0 zatAI9Q=$QG!)@7ty*}to?L&h*2`ofPUe`1FGfVTH+l`UcL-)pVIK2MqbIm%8wx*kb z-$8%oMh}rLYkm{*7O?^b|K|$W91aoVu))poXXWelQJ#;G74HFa9J;-aE!|TYUOLd_ z7EJr;{9_eN^!p)10w;w)nNq!5oa^M{`0$04V3q^r;MEC@B)rl-C|+M1yb1L%Zj596 z8_FLyDv6EX|0sc}5SPQW%_gqYWck(8^D&7)Tpr4k>sqQ1UzZSsY0Ns{FO3k8POt(n zMRDpEwU^b@OFj)X%dTG`CBDl%b4ZD6Kw~0ULFKSy=^K)9CYlIcy`H?>1?akcdcr>8 zqmKKb4ko4pf+B|6sz7HZAP1kO`3l^nj~}{AKhO=$w}}B%yxcR~JWy`$*XU1kaeYgB zf82>KNjX4G6{>1p@p=v9N%sD1G>hJx^3?+`2;dg{iCT#D#uIQ0PQ$RrpR0mI*Il1} zq@PY(=A+1J`CS7P*Ynqro2LK!j@ye48oGMLoB!{*-5^4TJDbqCS^@uq#BmxiPRTr-+8X(PG%a0lb|48qN=D(3G}+ii>@oHw_1IInB@Xpm{` zd{9>U%^gptgAV5BL!uc`KU##RefpLQttglbh8j#t+66uBmO9;&vkMOR`}YJa=9Ljt z1Iz6FZ-R@H{%zO&fhQ`o!^Ue5i|-CZhg=7PyUk()Qj+3?3=un4leW!GwL^Wl*6GEoAtpRl~&rjM? zj-W--h0HX}MinN6><=Ng08Ko-f+_xbVaK6jRK!K!&-oAflFAhf-B)wEACz7st$HSTrOHqL zucOM!yysY7|M@JI{P~XDT}~&~j12PFr=%H2-X2$0{)3b=OQcX_rO%_GrYm}G)W}Rz zC%v40BY!=Ay^*Kf7LF;xJRu%KT?P7Wj}M%Y9!;cvb6T9SD7&tCeR4Uw{HHUsMn|f@ z=xmzgAKRM|{tN>@yAAUa{`xq}rrAsi6RqB!V%sjcF~r(5z?(F_<$k|ptBPSCpu{Vi zz@>?SYXjH$Gf|ndbVv2t&mtH7g(fKdWyN;ZGc8pKdtg4zu7OBhyF>6&l)c9Ywn^S{ z@ahcN+V#->Vx{2S-JEvj=(>I7|8wR8WJrP4E2qt_=xD(-IZ=*frFDAGu;RJS_6ig3 z(9DQ^t0nFd&xolcEu$dw(H-LGDN$&TUd-wl&IsWS>Hmntl%G7kce~+rV;lV@87o##pE)Ats7xGomYAP~XY zf=qln^b?o&XX(kr53b`Be0?ZPq>iLa#jlg;cj)`qci>%%~^j_m5-)_~zKDMcF(04|CzLF>rgOrL=m8ZQm%6qa8`L{53i z>&2CE>eo=}n!FlPv6~%l#RgOF&u%2{5O+R(kLnl+_A#fvgk3tVeoOM#hFgU;@-y)Q zwf4971t#xP2;=5qUc}`yg5YN%11TE9r3c7al_qvK9@KmnY4ZvGwI3MG5=1bLWLKZr zjN4*9GsH~yQdw>=N{wr3vfZFE^zF%=y|HvmDKUm#vM8UAa&o|bvp=V46+oZy8D1;UbsQFGbVV^im-+XhCT55osm7`{0_g)R(SX(q(qdCL=>HuiP}lr-6>($~8+ z+PxSV)|!cD7#%ihL1D2KtLF!PIYRVHwsD|ud7Yxt>a2467iGZYx*Tb!!3; zrw_tTl^AxNnLEOj((6ied76@|0bSxZK+xg3)N1VxlC@oxXmf8@p0dlr32!u>zT}3o)A9;v_Sgp{d7$f`@OUEY{PQeOrR(( zu`JewDq}pWvL_iUKeTHz{r02eKE<@3BwFp(<34^=W=;*Ng1KihUSH4G;>6)H|2BA- zj?X$^y6$1(-nfLvS&IQGKJ0=?iBHB7pD&`HL=~Dntii2+^uYNZY;JjvxcOF2Q0MS!^T%P!-#qR*ZICUn}LZk+m$Rj`wU7}cuB z%ZHmiPg>7K_Zw^jRzep)aT@v5zKZ&2!LWC}Sz=v#;A2^&?9zhpVaF@zk1;7bv(%}M zTf2TAFDPu)MOqzj*z9{EE6w8dtMST5&b^v{d=}98?xtR4rNKj$uR%sxTYIh0PvI+2 z*0xL6#4f%wI7zT^id9I)zrG%Clz&1gM90=*W=zRwKmOIXi9YO2F7Mpz!pW@)3hJEY zdqH2n{cm;9EBhYA(TN@U8N(aT$I6?Ooce{$kHN!FM}3OQAOE_VB6LvbfA(G_+VO|x zk6LOwr`UBa?;7y)ZU3PV{?s7Kg7(vTR5V3urM^3X?%4A_I($~DJ>CWnIf|8|DE71P zX#+9C9c8n=>JfCLC<**6nP%+b&j!h=%J+j4pbP z>QQBn&%0iDZmlS$6Ooj7KZ0m6jrKy`W&WxLlaVkHwUX7}EhL7KSAF09Gi zPrDSY^Fw{VSNAf9Bm@lCoJOn9NOH}uSAZxXB6V$B8d&IDxm0vMqxQo2ktETEXo$}X zE7QdUdYrNnsiT*dpSG@qmKwC#Qyxf@MFS|OBs@E<>x%R|1JRpC|5qto)cw7BXbn&j zJr#Q7*?3cKgTHz}-O;9^fJ=f*J6rC@_V4c&>4~eKe>YoM%;Y(TiG0w`d&%+aZYwsE zk@<^^(v2rukq3-K45QQ1RL8cl7pZ&Tu0PX`wj>*us3Di8+DUop4$=APaL9el-+8TQ zb{D$5LjX|IRmuW)S?=49(X-HQC9In08uRVx#h6m?D^_5z%dwGt)z*0oOUXN9fX=1p zJsxtITF!jN@JvkXr)%?BBFd*9>50xc-u39l2K43l74Y0jK2GPs#bat|zJ@;#<))^@ zY(180HCvR73K5<7^?y}DUYg%v3{g%Tm2qOH5@N`obpr8hmp`1ZR(H%#vB{%vUl@43 zBnJQRkOm(qNo4R;SDa~_GzdCWF{_B1zFWKJb-5D0{Ygj6F0l}9z_%UW0`)bQ=`KkH zXrpLN5(+wW$;04-bWQAnjE3#PeFOEP7rfOXK6DpJwbQD|GC8kP#NVlkzli*>uOhs* z?n99jb5g`Q9JRCg#(<3Vmrs#ZSQe-IG+UBvlQFju)4sRc??4BHJ@%n|!Mu}c<1%Ep z%@+6n(e>tmP;dYL_;g#ep>7wItx^=B60+;6WLI`V%D!eD3^Q)7R6-F#j3{K^_a%g^ zW8Vg28~Yf>GMMdmM$!B8{k`A*E?%#5p37r-zRq!s`|q7_{tP|#{d5Lx^LI+Qo50oA zfhSdDjXqXxx3A%tqq6Rw*@Hfsh@IFV_cUA)zGaVj{*Dq}4t;Z%4kEs0M=^4Qdt;Hm zOWiNHcBd=Pz;orwT?&jhMl?k7FfA5a8p|8;2%*uWhdKTGchBtXc*cuLXnVD@JmIa( zvD(!0&}kygeD` zAMA155O>Dj`EiF!|G5k#W?$B@9srj16Q&{p%6d-&-Nzgc@^PPZ>bksUwo95)Pfg)J zaT%-_EO#o@keg}}=l($qLgWQ|N-R346^|S9{qJQiU>8W+=wTU+_w7E}(%wqp_r|{} zvU-e)PIvGA8ck9YMxioi7W=sG$Kx8FCq#%m=UcV|Xy(HkB^NH+nh2X>?C`q7lsj{v zAatsDY#C6a8(AFka(~x^LeQ9doRKscPu%OV)hBTf$oz-Ia|5(b2_q}(g!(VaF5&Tl zFb_-KZFqXlxkcyuAA1cJ}4-BM_KWeb*?|IqY+h|sa=(acle5sK;#*1&oEEA%UU zoLyzVZg%rTBYX``R(>9t_5$c;$nw~kU3BL+1Zw|$vRCLKgp|+^>jMx?qJ!_FXFrhs z`iUl0C4|>wuc|G$;$yA^anzz(j)9^KuRVV-V5K8vkIw17s}3yVjXh#gdew909{mME ziy9dM)zh-ImIZu^Zb?zcyNEN{4d=*e;_XtD51uKwC$gNok6#!F-v5e4i+{BTv#hT! zAH;9lG7w%v74M(y*DGD&hi8&esP{s`2El>@)VQN?n0bZG)8Ba7_8@qBsjeXZ6lUfs zZyrK5{+xB+dFvvT4mWgyb@;i+!-Qk*Cn5TXyyygTrR8-}O(LH^iwa_!tiW}=Naho~ zcnWP%3QK-pMey)i3u|ave$R81h!JExx|j9#)&!!aqIuP^WH-ht@6{Ak>#^s3feh%6 zC+w@7PGIzBAby7D*nC!OuPwxkrT6Q(1Ht6MgOwqFa2Lt~L% zk2);{f73Lvi{SB(Ol0o#=s}j z99kRWr&DuX!&5WOfR~-}RnXNx;ej`N)h7Ptsvc}C*bHdf;YEm0bq@? z%DY>%fCO9Qy~@QHFXgDi_t$|MStx@MXO<2)Xf1~vKK8XTJ??q+!rL)6g!Qeq%h`wH zKSp}Z*5|2u^<)~HKBTyK3hxXqS}~jL-qm_?WI@{CiY8XaYWi;5tn=Np;p8Ac>+rP8 z`~xx{b`W(yIL>7K)4eu-j1SAdjCNI|#7m`8TvxoTOzy6Qv9e>=Ws`HX8hwzwyKlUH zkIH3RY^8BrHvSQ=lU0g=LGAcaquEm+nkxnbHtlVD149rp)`c*I1x0MT{ZK5HD63O; zq4F%Oz!w@4HFDe4{ zWRZ(q=GhfM|lL*4+7Z7W}-LnY8p)>So~#Z}Fh?d{$vjiP7Au!GIQF$V zN@mk1x!|g;M(wpt?C8oVX2JV^1?)+4IjqqL=EAPP@N_1Oo-HDNSq7qsvM3y5fE86F zps5FWw)vo22Jr7;kAys@BU-;*pX_LLZ4q?@ShI5lmz0~lL6?+`8?5)KHZ&j?V z-NBf$iK^Y>w5eVzU;J@ouJe>~Bzz`n?_0tQPLR+fkkG7@%z1^((8I6AI?qG=4qZO( z-(KDT#Kaw*ofeIcFqM{EuWilyE$)0f8(tkaG!vxfKi~BL?bZ*>%oiC-Nz22hj%MHD z$psh<>iXX?+GB7Qv;r>QQ@3})3=|IJ24I`rD1zde2HBS8X)+}^!hqC1em2&7c1zW( zbWddL0Yt1vR%JBJyV9WX+^8yD*ZoWQFpTqL^-{%Dk`ag-d5gS@qf0*>yIt!XNN%G6<}UHRJ4#V(l;{-r_2*#$P%< z8kSvkeJ>5hFgs}X?CVO8c5YGdm9_BE+H1B=vH30ke{jdRLki{hhh062k}g_it~_N_ z@VboqYSYw`Z{Aw7^H&Yos6Dgp?9CngdMHH!O5t86Q=?M#iFy=VTi&t8&&jl;J$=aU z1?YPKaVL0n=OD5ZgVfc5a_x>RvA??%$)J)|E=9ri|BgJy=XC4}q2>M`!I~;jJORWZ zzLft|IC{XT_TZnAk#`<=4t1`iw=3BfDuJ@pl{ZY2HukR1{2D43vA1sXBJ_2Gz%wYi zTXox))TJ+S1>F^lCVFiU&<_!Ceyy0_*`_JH1I;x9^x@BjZ?C+Y5g*ER0BYc%{qpy< z)=T1FtlF;h%Y)xW|4E?kAm{|c*uvx4vvISoJ`X1Ux4_XOu=CIv%0RK+cu7~Ri8Hyg zI^C8Lz#&=hip5Ht-^G9lRXc+2Sc*f>MQPgSL=_FC0zlL6xp?st8>`>{KLUp)_f9OI z&`Al|0u_3frvFs>C;yMq|5N*g=qfxg+eACA*tM$_ja;1%$t$=DrR7JrIH~!rWoPVF zEcYGV9Fp#U28z6l@K&s8!?9zD>b1z~%dmQfucTyiWo6gB#O}Gf^L{;d;P7W_|Ew&a zG?s>i>a(MMD;$23J1o|(Fu`VWxq>UeUqfKXZ8BA=4ST87 znK|l_h-{^G?w&TJ$*{9@IelcG@&QJ+iy=!KsGy1wA1J*3u6VZRRK2QKz+UC269cg8 zc3NiA7l&^CNnwM=48&bc@Gd1EcF1)MZ6t9N*f!}bKq1lHF!`yf5~?sMdLKKFhO$PYTq zuYQb*djgd)ykY0~xn`sE(Q>Omv>rxKZc;A*w)i$Xa3>-G_sgV^f3@LCkC$=V>9x~p3NpJu(Ds!y9iKclMrUi;Ytzi5 zMvf&$wfba}6R&?|vy8;L?8z2Cm10N+b1-{=Zy6hv+6qpvN^-obb*XeEG=hnuwVf}V zzZV?#&wd8K9G%tI9enka=_T+6LgBz0NXY#f7>{}%wXiGw=A7Tj!5kA{Q^p52W-r8& z2O}R4KmS*6;M+E{Z*8*&(r@$$b9#evZ!|Dl);4JuQ+Az%Z`(Us z;I~6V@1}S4?a-h4_VRGL#eT&UtE%6kYfe>t0R&>ZNR@KzJOI&G$czbKi!)qnHo_9s zuTU(#z&`wR2}YmlF0Prf6b)SNQTVkFk0~I9{bClp9zxY1euYnv$VNCdAKZ-~DguP` zN1uWFyG_F4+tY8&vglCI|qSp zR0PQv()Zq|jF(=!otoPI_dUQIWov zFZjC%`{f(Byz417`^)J5;KydFX6<#hekof;hyUZ$fJ{3g?b{h?Ved zzg61ZF16G-H&c!;MH@OT60^M<(w!=#SJx-zM09;!EKY38^N>e3m%bve?6PKd z{&rRcoW@zaCjAvwNaJ>>@QPR{#Ul0eZjdO0oW#XHvG*dZLP~KV{7;Dj3$6`K{U%;> zF)7PIK`Cn9n=3EHDJCQj2N-f_p;Zf(8G(mr%YJi!4(l1uA~NNaBJhtbM4ZaKz7r9` zYAH+6*Gf@-ExOL{gyM)?E^`47H#JYKrX1*o>G{rbkp4=0%ikok+}{eo=3UGW0Ip6k z2h#v}s*v7ulKb96{($sIewpjRP2%TDtfFQmHk(C=vZ-kH>`H^l*mkgi{dJ)WLz#`X z0eFG7IB{Co`8vab5u5L+xe*#w)6AOr%M=9ia~`vX^j7PTH;?+9Z%rCtS+7%2o{sY> zvc-^v+j*CzCqLB6eT=j2<_8T1$cXsxFM1&=z67s5N6k-^j%f;8y6ROD&8zgpprd4& zGA^C`!&IU(4eV~;RFm+T8}>7mOz{-z;@KW`pRrG(2ypnzxE^1;?311W(Q0ih`^l9S zNXkdI=b=L1yt~a7$P3$-yg4|8Ujo-kmaMmtXQXus*<{{Kw%t9eC}A2TO#-Vy$>Z@+ z2KV$8$fmLkO4qBt$w;z->sW&3*Nl4eZJg7%B$(E891mE z33|p!%uBEbOF6y_NE5&HE3C&tH($oHv5Dm8~HcOKf`X3{}&=tJLo(V}jhC zT7oUHV$Zw|N-@4+K9Gi*bG9!=f}6rpa8lG~E9Dj~mX(wx{`k*?JdhTq-y1jIeF=)X zLsR}1Kxto@J2-Hz$T|XQf&bpq-^?o=t`tGVb>|~&Tu_WGi>JtMvw;EpVf%d7sVKv$)V&eOBAk|3MIj%WrKWW`&G_PJ` zbY)s@wDk2dg;9Y)FUpkLmC~VSS#^DGyfHnfnkczFILEa&J z)MMdvxs~$V8)!3+E*;~FTSXx~w8!Cb_OEyIxA!e5*qZF*x%eY;t$D;-Md$@BTMNN#;!g>xI$&7(w|0&tW86n@LNwX z_=(FAvDSk(=Xs%nuZIVkF7=PZQ3(sbM-fhfZY-am3vE7d=Xssr2&7}LVSrG(am24VlSI_`P0Ev8DJHD9huN0D%n@s{7(u3 zr*oU03-pdNqcoC)#L$NG)1=l`8j%@^%Nj)O>z-A<ah|{+Tu;Ae?DHRG){dMl2j-yP8qc%U|w{*^E7UN{L&=Pjbe}fsl=ho%OPo<_eNL zf*73{Y;jVdY<*R=;oZYN^6o!N)5xqBXvo?UYn5FeLuIqF=7al3ug1$h#jgKDX$R?b zw=JFwnuSg&byEwat9OGikHH`s1^pQ|aG(~@gmkHu4XBO+rEva!ErExkB|}JX^3En# z!qRIjL!(gS8R4+ z(jU>*ofZ2x#|4l+%ipR5vO}wh)OlqOjB7D~z}29Fh4a2a3DSIOVA<+%H@4DRgbf#h z<3#Y2y@EEFEC&!TB-KB9++zz53(E;~&TJ;$dqtl^*p!qa$A=m5MZt@Q_l&NwM*2b& z-J12I*lPBcty}73A&Tt{+%M@^PV}2ElZi|??{CdP^dKpDZ1$cYW>g5yH>WY7p{au- zQ9>q!+4ojy(gi+)uX`&E@wN?H`!#3&HS4el9RQ|v9Q4)Q>=?21#oFs%qeicyj_j${ za&&*YupZP`UH>%Pkb@R>JEItr=|YDtI{`^a*iSU7o52(rqxt*g(&jzvIv0snp{GTQ z?xN#(Z}jPorq0g!~gq2KPUJ*zugg>(dI(p34yNVG}8ojvzB9A<}8Y7?^#D&n|NsQ$ly!87Yw`ikn#7OaLW%-nO8-7aZfZxbIe z=Nwu25@iLj3+b$h`S|kyQ}~JwwocCk7cepB+P|VonHDtK1pB5Eu(DjNSWjH|i`1=f zX_d_)>HYgi>=Ht3m0*OW`y(DI)pwYF{jnVxB$Xvb%q9=+2oB2O)-Hu(3wdJ2ope>o za-Y@IhEBI3Wr#@zPSvEEkIX?SD19Up?`$v5ecx|8bA;6kI9UUS?QC(}*f>Euia7CvqR&#|T4Ydv>&x0pT+nqVeT zqB3*#_y<|?Z6ozXokm(q=H#YlJuJ8^^!QX-Cw78(-{TRD65JiiIicX(W-&uP}XQ zi22p3#?_%z`skZVbxX*{w_L7>rY`)RWa_sKEFH+%NPtd2O)DbU^S#|=_gwqT|I zJ8-yuUlpwHCy7!kB7Y-_w!Sq1%76BXg+L1|u9sL%8~n05%2`Y@NQr~mk9gWDi2vzS8imu`2NUw2iB@B%fLY2fLa#;=t2X?Ai#|rIbfvFN|K=OW$L++UI>pUhW;yv}r+wi6hqkAKoQUA?b zkdLE_0F0f{DH~}nzJUMUdvmtDOiw^4zR&8Lg$~zzmlu9ARANFg2pry@L6}lZkkK%p}?7QctXgpDgMPJE$L)*Zkt2|xoIZPyb^irFuJL&&1H=qhrtgy{n&>=+LQI0TB1DM4UR$yES(R&B8X`!%l2V?;W4M)!e~GwO-(o}#_Ky4AM_7E+%+F@!)E`#vlLf_vrE+*c<7 zZOkBOL;h7DJY-@LdjIg^&A*7)iLrB;txCAyr0^*} zwUf#csyMDkeYcgTDKe}J{L*d(g|cvT<=|L#Z1 z1xOn4>lWY8>nCFEx5As8$Uiu^W*QEqE!a}xcl-P(gnM(}nDMayo)*)YKNnO`1FjbE z8u}Hhd%emxWmjFx;lqi zMqDDRkdMl?ielTQ35RwYZ}zZ1WO3w(Cku8&Zpk%|FQL#6R`c>gYRO-B9^6jSUwHnS zJ@w1d;Ud4wW6vGDa#=E8Kg?kXf?c`5s;8ZH;Yvc{RpATGi5J4k_8SH)Hf?FNkW$EF zAM4D|UmUN>e)P!MGJdAjXC_+7h1^Qly8V6xuzf7I#7@MdjQev%wzuKYGhJ`d81d#*Au@-WhsFQUs><6c|$9ej*OeU}H*R+Bc z7&X(@+Nubxt-R5lZ`EXtjJMDXK@D;`c~u>Ec4u%kHSRvWPBZ16k0zZu;8yk~bjm}I z%X+pi%Vd?Pw_5yYbUbH6M=gsF{|qJL(bBSDh@)K9*U4EPAx>Aw(CR{U)!~-&k?aLF zacIG8aD5Di&-d}bA}5SvK8Mdb)6{zLbk!ztu6xxAk@Ey=X-6_1Enk<-1h+D{EP=cfz(aQCS3oDCI30WR+>a~w2cJl4%R)??5hx_s$R z9l8%d|4EfoO<{oi+m&&5wd|v3Rfs7Qr06RTld?>S`^M*}767JhPH8P4i;Sq2D@*Lx zxB>Te^HzTS=PpL69HY_c!8fs}IF`!A);A~hEQ*H&Ma{z}x(1Sj-;*sLjq@S(_|NV9 zEuaW9?8vv8icAB1?o)n?CVUp31E{ykm}v%H-Q35xk>KJJRxSBo|9YSbgdH%cmOg*E z*DiZ~GUOi#hUph^hpY2$5Efgz7HFCUn{~e<2e&hF3Yi}=5qt>m<|}s!%}6!?yIrMk zv{fGXdWmGzRJP8$Yt8!McC0-}k-zm#m)dtWNm*?Y+iwe&GpV@=i$mai1>viDyAP5I z+j;Dq5%S}dSy47iV}!HED)+yXV-(VQZfdza#fD014 zGsWrWeNj}@Mc1SO&oIr=B?-2tx%tOxzDhPtp)(PSJ-S;_&>=hiP>&SsW++qn1rpng zrD)p`sgu+w3^+^p^JZwcN|lk--k0$MygwgC_VqoUMt9Y6n5KGvU3Xn^OkvJqS!aL< z+xy17x!r`K9ZN)>Qs~+}D-5$7^|a|*k~>b~BbU_*IA zX?cIwQVDN4Dfi5kPqYvO^lm-l)1$~1;mlOc-A^%6!SDrG!VZYJdv7--cHC6!Ya1g{*gn(gHCa&+5t*}jP0hmm2zS%*r&=mO zDo^$nMRaEt9l|&-y!HM*F>4OW)GT37>v^m8B=<*<(|aaP}+hGHNTmC7)=`y5U52ug`VXV4*qsbh4%IO~of1{kbktz(57)m6XjIpyq@d|ar@ffE|1*itelmu>GC?Ty ziB{%$*qrsaK<>rpjEa7;Ui&^#h>6~_@+a^hUV`S;vm8$QB4;6*B*Lmy z;lg`1Ss!j|w56PTQi!q4GwXu6cq6!=QJ$(Z_p zu5=-FbqnT~6DerWm!%ai`F2tnJM5D)n@e2dGJiMVv&ZcY9594=ivYRE8;tNHuKGr+ULRoEWalB{W!rCETkvqApUAd zc?Iecn}y{}Dll*_n!K-`|BPLZ6 zA0C+hL~0m5V?^AFGzGXW{T4(jxuD>O#K;Y}+_{ty+5bdx1yhrI{Wzf$j5GN;WYwAB zSim6N<&7ahi%p$D-}dI#rq?g*>6u}~b@?n!yJ`FHQ@a{t$A_IZ0ilIj-|WJru9Y9c zx;Y|Q^OUZ#M$2Z~FVEJBvqcD;+o?kkNbt_EIOK$4eq55jQ1jU?sq*@EGmOlphw&nF z_-njp!RCUK+HM7v=lNMdFS>od{S{OpS?ugiTRzy*92g?xGq;}Cti1kf*fQb4&R`5A ztf~FAiTAw*LEn6%rTDXXO3pTmoovc*k*wu#)LyZ*mhO5F_QkN=yKTX#&A4pMp9Pt5 zl$t-t44v~aZ>(dMC;{Q5gG>9I`V8Cr9Bc_w6>_WLqoDXWqP6D@e zT@)|2u=G%m!_|Qdk3_7kG*Oze+*B=^_v`)nv(5ST)2| z=_Hkg(vdEat|Z%Ea6?{!Ex7(k8f3kNa^&F^;|4{SasiFFCKPi0yB5l!%p5o5#3v`> z-XgeK=H>|fMs=1tBW6Bkxeo&>+=xp)eN~;1;7;+s)BB}2XTL85hQ2{tExXh?RR{@Z zFX%FxDLhBiPHIgod0cQXoQX$x5M9fVL%CXkX~DxQq4qJhBePZ4p^inLKc_BZ`z;;a z8=v!3I?7|hHKen6&tTJ7&)*`;Mm=(yw&8OUz3?a}?eUcHQ!%3wx2?df{7LEYj(kO; zWt+zq zFP{ht5@Wm>xF|+IlDD6RQ^j0*DwRB32F9ptrq4_Wu74#Xm-Vz_~+%P~obk}9IzQE=h zV!wrJ$jR9>=PPB!1kWT+`~Sml^dC)Xy`L@pDFR-$NeLCG6(3A8P)2e^GvJYF-oNte zCVfmD%o+AG|Ejlk15I6}Td{ZlO;RHcyX3>8h@&5Z+E7UM-fs)xQ@X|Wd0(cEP~Q^D z+_<19+_+U*mG@YOGqc)&i3;%C*udAx8?rMQTIt&vKXmb5*xTEAPVo}UHB zW=7qstXqv_!V%%f41uiLUT>ekH6${ov*6Xc8kyJ+6AN|L!yQ z16YTb;#r01{RgDDhlSG4R$-p~!*KApy1}!yz9kcfTT(hlF-|4R{&8O$9zzE9-A#H| z!P9lmIM#L1%x2t(^7Qs#AvnUwR6omaH)b?Ji(S84llJ^n8S!}OiiB0%S?E?=Qo{?? z<-othCmvNMNnsa}IuQF&MU2La z)_5(W6sZzP`ttY(jX8OarMz%mWmsp<8XPlB&#YtK;6Ht&S4yh)^l^w(9{1v3oE-uS zFI4h8D7OcS*{V#r*`-Q1ivokd2^fu!e!W-6GH8iCYzi+%{&Z;pNgNbw4+m%~Mgvy; zB>{C-J)z2DJ;v6`OuP&{iJ6!Yh~~}4(|>bOJ)#dH6y8@9O^o!$PxykVAECo?HCtO& z$Om7>AK+##9m3pvQkQg)79UGX`=@t_@A5i`zrf*=zQDnT?whkO#u;a`Sg1Twf1B79 z5)S-*P1CMKujcXT)f5Jb_8*7wjSk&Q9PfR%ub=6(9^l3MXkK@78$Xuc%rDUUOD6Dp zaZ&9EWZs`lHaMTc!u-)|sL4p^qa3v6uHJ@5mo2C|aiNQz@(aGMu11cm7-4;#<<8d; z8q({J5|uLi;}PBuP4ZdW(w(hA`sp#3U3X+HvI<>li^2Wrlkb5mHj*Ke2VLV4WCihKaibH zV-6Z?X=xpt%M-@`F`g9}PE8 z3S?Z8^OUc?_;n&O)9{d~mzObvu`l*arBHC}JKyEbR|*WwsrN2%M_=>mw)X`a<118p zId#BNaYg^Zc&t+!^ZeV3Y%t;gDSQSGvhk8F*T>|4s!N`<%z9}?j-@|MVT#&Vl9<+D z=2gBMT4C2}89g>OGeTTyhl6~si$cMHVt{Of4%gje4cTQMcx-R;kd=hEtr2CO;gx zW7mpWIiWgdKsWE2u5l6jEx=>z9qisPz)HLkUhZs-N$Eh zYA7UQ=atA+p_v)fS!dEnKjUn<#UaWTTXMax*f|37+LG?f8;mw6xw;ITXP`PO{oI$L zB`Nd&D1>VWRgHJR!4fvjm{z;?3|u@ym|E??NR#_YI_E+AW|Bzq2-7o_6qi%V^7e1! zQ+vgJin&`%^%BT2dJAtVr-RzI;^FwIM;EzsUon|=KRD|{o4F3<@YQZ?Q@2>|VwRP3 zCMTVW6807`FJ=d%N1u@48uqUA(+zfR=7ISS8ZMFka7$HKnRofS*)ySclwTj!kRVw( zBTq+*PX>g9^jA2XnU`b&5_^@30M2;zfFy}_A4 zuE#OIDmY|b6uHclLvc9!H14`PA(O{3g#9|IWkC`*R~_#&;cS#u23w>!!@zqxfUc)V z6=8#S@Gqr_V`5Ch>wK181^O$XZ6&>C$M!+roQ|}{EsBq-cZqdYOzTm}wQr@)RCrgn zz#1_$Hq$Ksnrn!q=XW}{;$_Mh_CHSVoc|?gUliq#C1iyq*4l=4Jr*DJwe!Aqb`t(U zUh|towpym`j1eQo>2&ld?)$f#d^eYU3HcmrS~+Rwl+YmH!e&Z{xBj zv%EpUTHlIX|M73rD{wXY*W)it3Cq6cPB+v%W_lfI?cYh1(F~WNhtb?HIaBrw%g5)9 z4Yc!}jt3e`?3-@LeS)M}g-&s3HT=c-Lu-oi%Nsw8tDK`?`=KPGsPb;aH28in}5z%Qyqq}GB7uUJ(;_< zu{>P5VYvphAdvR!9>T4T_M))L=&?r(R?@AJY$nef6aUG*4VF5P!_pZ=IK+MFex%bi zYUeBGD2ymUyf@XVQJr&wtFwY;tnK8aWv7=t2gRwq5?alaRm`0mxvI3`JFIZZHq4i{ z`a$Y%_+j}R_Tpjbi=9J&mu>hTNf=7(yx-4c17&WW+n!uo&a@P~TJGpJ-g*!#o4(sp zx539L300@XN)TYdFK}n-pAoNxjrdjR#00~VO7igxtW_kFbtb`Vm6^Bu78sw8a7iaP z4eJ2$U+*bHns#6jLs8|^?>VoShe^Yyn1$nFtAVjHP=>Nng>Cnp6n9#KM!hDPcN?W!|P>c+)Q^m;oy5+yd}?gOLt0zecx zLvWB#U{{v_e4r~OI&p24yz#IVY)K3L^z{tym8CnUU)?aG|!))-!P{D|9(lq)oq;UMLm<{w%xbMBF zH}5-~{;nuboOp3P0ELax)lS`2-qv3N<*ky=1kX-a0C{nUYhVM=j5&Zpeu^eug;J{T zy)s8X4g(IV`_zOs)aE6(zNo_ZNwamn`rnIK8$fq;5mo)X71}i-fTA1<3K$AJp z8Z?0t?oQ3h79anM%#SO!`p9V;V)oByw!_;@)|J`Z3J|oR<-Ikl6pJ_HyXp&-wN)n{ zJY;jmLEBQJ0Ek zavT7jaMm++v!H?I@pb0uW1vhpTM?P(HN#U*{>hlhX6luxOgT`98~Cb_$-VxnQBSZN zY5s!5!z5RrYz*eotI(7;ra<#t=dv3#v8-P47{&tNnCXE8T4LQHVraST5;;Hzm+6hX z`!<%H_GfIo96FTGZz!T%uNe=2=elAO9X$tJ9$ol@t#n|3+$bz4xtP4mM(m+ z^z{M+ofwLk@>2+v{RBgmtQzSVrGy0PWt-(&mVY-kDXF^lARIV{7Y*Hku&8khy9n^| zD@!6~iM1mC))FC&w?~|A)J+I6x4T3rcLIyA=+=B3bm(hQneq)$c&5Fn5s;y!Wo?wN zokhDhvlBc1ec_%GvvrRgtDwUTA5cx~Ak#}yZx)jSLQ~Y^Txa05@4gog`NdQ*zWY-m zQ)Sz@f0|>I7q~O}R|&Q3UlbJC1RoiG+ItmKpu}o&UySaBu>*~fj;Qm5}MN-Csi>FUj~jZ5xl0fKUs)mEr5?*m9>7T~_Sb)K$`A_rcz= zFVV{+YE#spH18bw+cEwk!4Sz?#~6thj(+`|dhPQ1b0{lA$|k_pVzc+5iCbgnVkf^GCGSa#LExDo76ZZ%narZOlzv)T1tmA}DU(|H z)LJVbS$isM(J`Ry;KSBdWsP03*&>dFKxrD$OR;gHYecKW7Cj#h+5Azr z6keg;YjpD#=%@ZeStK|GVCSpGR5Khr;k$?SL+uZ<&1vI>;TLam50}?s6pA`iZbEW! z95BxzGlz$Ksse3DQ`S7X6~iW&J?m>Yy~5d@xc7}q4=|DZa8B$N_hwMW*8sB#z*p%7 z&*9Jo?G6d~ZpHS!F55j#fGytGivDU=#4Ls`u|RQ+z})1%07104MRop_N6EC5>+tnB z;A^^LvY9bW`!b2{UwIz_p=pEN3FY%tT{Pa_M!tWjIpUym6tTPl+9t&;`ASOpSU=m@ z$BOl4(Zf@osZtXZvBT`h3>U8xnkWp{#qpVGlUb!LPv*xWpQ= z6mn`VQBSxhw*SkjaW!R~5Gq?W+e~FF_yerE&y(6suJGjJ++KPSuXAiz5r7`fxXBd) z77*;2N?z?oJrWju@KAe`U?+m-f+5x|OX$+{_nh;9NnwCi|Ad#Y6=muWHDd-zeae83 z@@^Cz)X)%yd3e}Zq@I9JRYtHVG-Sw$3s1h86zO^xu`5?gh9w?=1m9D7Fix4|wuwhq z0R=;c#|HyS>lrOR)Q1hX$-{A`pzz_VM18@S!L<9_qu^;C#Sz%|BPqyd&4XK8`Sa7m zy}qw>ee#-hv>Z^?*Klu>%HjqW@@)Ub`(HovruDJUp`?O+oP;v>g$3$eIogDPKjUMD zckj4x?#c}~it7gL!2p!MxrIlg!cfxQzLO!H|F7NWD>I|Q{O-{emU=zL4BNkMf!6*s zL^5&p9cQRanigQl>;`H#@?C{0#)il2K(Se66^glu9Zc)v8<4Grp+Ga_qL5DBc6xE< z9ZmY`bwKPvL~DN01%1JzWx)jmLOF-4d5f-K#7W46ZJ}bbAjQQbUQ28a+cnVzNJV;8 z+GZQ&t{m=T=K|l{puq#tUn3JcCa?8zP<-4LMqSfgM~RD_l$YGx+d#b^at$5X81^k5 z9*&f{pIiZUu|^NrRawTBmYoyCD8LTwXr8_V5iJEVZcwnkw8(wDG5(JO@nx-t#K}ye z4R+{j8UU+7q(}L^HTmOBksAy}c4b=Ofbf+A+I+TVRZuNf>??_l(NXsv=eH2vOP5@l zug@uRyx;hde`z%`BGBf~pu5SH29o$nf(oitdLlu4@43-HW4B%gd>}j!PoIVWteeYM zTT!G$+^$nv7+gltTa5Y=%EFTM$RGz)2pV}Ue;w)_5Vv1X0%`%i$5Tx>i8TM|Mr=lI*^s<{2QWZ=pgA$Oy2 z3hn-hx7L(mj5R*>TC!N9yaZ;MAGc>1d=q;IVv=#>gPhEV%Tl92fCZuj324SZ8(^uz zsA|5Y!#FT@63E1r1Df&ePfGx>0JM7ttpP?s=#~|3gYTAsb5u5H&UNu@!UkudUfppq zrw{3bA?54<3Z2MmUg+`~eZvL_(l!7NHW}ljF>fU|o1Ti*IiNBNp=>4^4(2E<_<);& z`lmk*T#-2|sV-;by!Ey-pc}&q?FEl9s6K&5{=~h|SLCk``tF6$Db1 z?+wGDJGdOVv1TgeF|Qdc%T|$JvQOt62>z0mW4gVwSKf`~DX*P)u)g#da+6nLurs~A zoda&MVIo*t<^MpRgPmsI^iqz^cSGmPu0^g{4it~GMg5oF2tvOngDlevxvQmR=%AIH9tYiUDAJmCT1~i?Gjn{#@rEU5AhA zN_Jm*I!V*Sp`xtyQDq-D!cR>KnQkt@MCZghEqe16q5GNr7>97N+oXR6XX4(zi$7b` z)TP1ic-rU|wzrGmvS<4A0g3OX{j1tRI-#>AN&pJSS&;_x6cC+KOKDhc--=+9wT=yj zdSmKTx0YQOF4n1@`#c~n*&gOTjqfi%k@b|v*y`ndPR%isS;z~H|I-UlH0LOK$2!CX zVgHhH7e!KP_(7FmC^#BhBb@$HddqN*@#(QB--mmRzUL^Y)h`@y;+O{GQD9ft61TpY zaycdRUe?#4vq}K8O1(BSE4_)Y#70Eq5W4GSl1m@j-78kx3~z=?p@|Fvy1Jyxe*oj) z47AkTRVR}K_Z`N18HZ$fAnBZ{j=vT-KyS)@rcz;GL`nT{}77>JM zoaq!NHH(PkizJ^=r(B$t$;Y}A z)rj`)9q$xBKHCNYBe%r-XcLMI8```xx4Qk67%!J3 zX1)^kr4ViQ%;QC9MYz%zA1?dkh8g9Z0F(3 zS~&xj!|So(58hn;sfgm1Ll~{KjVF6{q9zZ3f1>Ls4LNj3_9$Ruf*ZO(cL%ba{Yxve z6kfFnq3n%xjvpL(XDsAR=fBpT%4LRTq}DuqV*ZGc%fgu8Z2 z%Gq^BbdBEUx+Nd^)Oa~ZnacT?1MF=(?3#7f(|1@00OcR4`_H}Nrk?X2LFFH!T_pud z1^8M`0tXo%ukY4x`nsRovNr~z9S(SeTIQy?j?8en?Z53n*b`oIZ7Vu_p#LA>-2*{2 z@whkP;l=F}e)~7jP&DUVOON)KW(pHol0ZvsiM*Qr&|-Dd<*7Ag{Kli(ycRRI=+Z7J(40R;FAv%3B2O zRt;`xyI)2MfOon^GJAk-LPU781GV~8<`5L)TQv92N7ufu&MDuRK_Ba)YtkeyprZr1 zpBt(J5E5XLWr^u&03=NcAtt`gr1hXcpm?t@xl)$ji4G%^rRr&|fmX@t=)Nzf-PR+V zqv+#wz}UDtb#=4GVRd@EnAiKT*|1Eps9onU*n%FXIfG7t_ErvO9gh}c(CDu4zmg&Q zG%Y&^fRk(YM$>e_SJ)?XLHj+Gsr+aEXy2b|jc`B&6f6sm>9Pz1!OSC$AlCl(2mrl_ zTbT>_A{tT>ooT>mB5q1v41_`<1BU zhrlkC13T=_IO&@)4`R|K>&5W!Ce&}4+4BJ367X|?!-HA79cAWE(pw#J;-n2R|9^bF z1yodB*grbHDyRs&2B;vQq984TAPujCf`oK;NlJGp0@6~_3{^{`!H7mMYqAJU+l#fED z0wPs2hIE6CR4Bb4?{~v#5v940ViP%gBPCmUNBI0%2CEO31h?}s#z0zNHV z(lUyAu?Y=pccX2zEe5ZVd<`kUJIuW0N|$Y+PC%|;7utKAgQ;0lM< z@_4Lv0^#P8@k{`2L?K~DTQHCaTdJlRH4z6u4@uiA;CmqhwlTCRoIzUzwEHHF7_A!eH=T^?>8Z}i@Fu!D16B?cF<-Z0=d(i$XaSPRn%=) z|DC1;V`ewYM0`78koDw;-1FEO;Xa%>{J0IE1DEHaZlaMTP#zB*iWLQb3<~#HTkZhl z4ja96eR8!G5Sa&PbHY%hu$*b9T3H%DGzl!|6ohQNZH8rN!pm3THNZaS$45{3SMYxO z?uCCT^(QIMb!VRG9Xa*-7k@x%>N8q{=`Qh-cD~ZfsgBbN!`5B{=*=TVt%W59mYi-h z3jps|H7!7J0nryH?O4rZ416!UJ&@}aq|8pnwb_KtBf0PPdhiWCNDbO?GVl_+120cg z$E8WW1~M?|8c4zA-~345w!jOpM7u)0iyl_>0DCv>eg%w_PABuFhQktYu&3-_f{6Mq z>c07x3CnoTD#btmbs^&<%-BZ~ZNC(<79tiBFofr3hs!3%3C2@a*lKcf zdi2DsyJ$JCeTxHfatX+_k_t8jvL&FYRhBQ`<97TF>V84~uv)GAC-M#u0pr}}gA^M_ zCHx#vkAAT;Kh*B=?_PF@`#7 zr8TdIloR)Wn={$iKyKMSLV9^|FufMM2q+1M^;J%Bs2fyMWUWzIUCMU%Bp;mz$MVYApMb*&SR&qWH2;Hvle8xaBBt9x2D94?%D(Zgo-=_9~9;UEo-twCh_o%)O@Kfw6{V>>pE)yFn6+mGov#Wl36d{>-c$ zA$(0$VPguJiU23KHhxqaBYg}a(RFL3e;)SgmcEF0ckhYH+1tIVPEozk0y0@ZG8wg) zxq%1Bh=5Ow7H(DChpDW%|HPgFD%3RaymK1fT{4G8KZ7^^qN^1fkJSHK3eF4wcWpYj z?Fwf>#>X~*Zw63Rmq0@O<#{|U@|-e&sWBa{vTi{K-JS_!olk|_=YUKrrwPQte2jJ| zxn!uT%8iusY$Z*P)U3`SmE)E7bLVj=2%3Q`;84ac&1g;f8LQq|AWAM5BIdaxVWAQ3LJ;5%5kTv|`r$A~ZlijZSxIszUEb%V2;~|eh!Vk34b|R`7&#R>Mar~e7$uj)V*XXT!9=<6L>-QyPT20FP*!Q zd)$)`{JZM?>g)#xr6(U(OIjC|OZ10)#;!0QP9O~hMxP9ZYjY9_%uG~ZAfG2lcL1bQ z%GgTeLh$H&q#SkOah+D*0Fq9Si6Qq()w4p|mcWAUtvrY5h=`_p8qYgcza@rJDhNW( zu16rJg$kQx#&hM+C8@(LpJwm3Tz!B*&K0D7h#{Suvp!{&N5;}Q3r@)Og1>oE)Kj+q zlKSBmB)_~Z5-HxFy>EOj7Jmmzon~_neiZ&0I?aG6&po9urGp{)*l670cwmYG!`dvgAc_Ak$#9n8Q+eYD-f=I&tE z0eA6n3;*?taW5)L+l z_6`4#v$U>xxc7H(>Co0-w&GesLvCZNteYK{|0d6OHJ!aDN{O9pacjEh9RNl5|KDL4 zR$QAY&xX_f)evnPo)>=TDO6h=sDL{0)j{&ADBV5oLHdjFEAP~k;WC#!8%|q_K_0+g z4gVSkBy7t8N##f(r~f6X+_M2&EC_)-_zrTSMN$m|Q3f6EF1~Jel7BIBY|eJaVU!R4 z2>i{qOkzFD7aa5-<&$%FvFoT$H83;~1{6FLnay2eK(+REPlf%ZAUn|+P1K^oPLbaP zFKc&K!80$$n^PR5BdV4a{fAReWEV~ou08XxFl%kH%0(B0)o%6`;R7v9=GI=Lf5TgP z^uYdKPB9)l+n$WM=-TczvIv`+8;gJP9-^B5m#p$G?K5i2tMtShBW<30xQXl~w%5Wd z3vym^tffyOgIJDqi*eni1ij8OC}kw^i=|FZeyV85vK&8U+g~o zZ(0@^$A&y(P%WeSiqH-LOFIO`Lwhr{-Bbdc_JjKM)3CHi&H z0RH0)S=>f0oet4~c$z0`SS+nxEa((qrRIBK7M={1AAMG`k-nHbJBup}kwKiDNwZg= zY|7@WY^u_&#&DyR{!w^p)cCWK4@0znv$W5fJwwcF1pcPknuXmX9GdCLWx&jLiV*Y5 z$tvH+mDYG3olYu&BryXyWg(V~bTaRFho9_i2EaN^r%JO8J`qb64%`sB-+QM$r@&~T z*wy>65{Le;<3sKCM8_pU}sK4|sIUP>`dMVk1L|ZHYi)>C+eAScL zSE6^&C+!8%xFqM__NUFSAbAw}Mj|XcYRle-ENTxK{B?5hyig@I(kYz`-i05c{tJ*Btzbs-7)31Qf<$9;_U5AaepvbYwRvLP$MM zvj1lb0H>vS*stF9aI$*5)u%oSmg1K?j^5AZQ~;~d7PEG&?0x4|Ak9NVO$M^Ss|&Wi zgFHTG*#DtKO0Hs`vB%9knX%vS6wIoAUB$^UnE?w?qVyD0G~Ah5yN9UcrUlhXmJ_$5 z8Ytbq&u~s(6FB@2R}-JK2dXEa5=6Uivz~7aXizT?G-$bu)`lvkKD`Or5@g4c#yF{< z6eMFs-1qDrFTK<8#AKua1)hmj;9&)Mmeap}33n`nSy`0s1n#8a)K4$zchWSEA9SG? z@gA%5%oj9ODEME3uxnSdu-Pz6lyMx0ygs0uz(mH9aj~&X?_abbdY=F?w+#$thGLQj zFy9wo#0)rCKdB@dL%Ec^3l*VRqey?7$3aVL-JKblu&+Q1Nt!%#H<;-Qr(Q;cAUK}f zEMMq(9S-Zg`XC2Xu9ylP>aj#-F=W*ob2U1=#vG>KlZ=c0D;H8gFK~FQo5l>xnXT_uA!r3@xan_px_j6{ z_;@9E&$%8u(_txdsyLK3R?I)#qR=$8X_8aSUf_AzHt8;ey!oJA!u!qM`&)W{aSD%g54MIj$E-sMWn!9{-(NfmqO~SC2~4ugZD6pVPFP zv0(mQsK&5pL9CeU^9Vvn8VkJyb-n2$By)f(+ExE#INK6wZmo~mjwF0g71lk7)MRp* z4C-#_dWdSe_e2C|gk*q9&ZSb7i`45O3V4vDO`bH5Uzu7ikc{bRX@*7t zg{rA-`nR8v&bbl%Mn)hd?yr{V18r?j6jjKaW^0;SQsw`F7`It>`k`j5pfeX`P7o9f z)GRPfj>Eogz$5G1fJdYRXr`;eyV=-&;G)<6f)Pl)F0&$`O3YufoTWe=MZ~_OCh)d=Dl706@oTyBvPjQoVE-PbF$PrezuZDAM}k2J zab9@B!4xEK-Y8uKH5o@WTVk3|58d5J#y1w79gjMtTL;V2|L6FD9U}`4Nf9=L-l0>x z0!ez;$U!yoe{42CD%LzDZ9CM{R<2CjG1xi z8UKO~+w6kN0s&PH9{PvTO-Gg_7a_*4V^?l+X=~3+z(Z+V=)`^wYiww{=6u!Ep- z)5{WXr;U4WgZ(lnQHdB=mq#!3hFK0MOj3OR8@QgiCwX?Owis3qqSREJ%r?eEwA|G0 zxgvF=B3yF7)TQuTz^3v2cN%D<7~IU=RSrtMV+}=Ipx>Na8`-HM&O>!8O~A_W^l-7V zAJSv_W`^nn3FJ=B1GWa>+v~o$sl zM?WxV#jeLZ+=d^d!tXcJ1NP1;V%&S{K2*pi!9ZWb@kSyb-r+yd{psi3vba3p!AYz| z5sH8-AA#*|Cr$kGWE$jwJSBn%{#4p9m_11KkGdnT^9Tj%v^4GPMdK84;p5-I*aAU& zTP+Xr%DuJS+1WT2X^DVQ8;x)c2iD8{5W(p?z-~y8!y3jv!t&N{gEVodeaFIX_|6I= zg7sY7@PN1mWbn_)VslswMvc@#VSp+XvxR#51XS<|xo+nUdUZy&smW5p-vlJcG4ru) zfARY36|DRV-d@|cWNW)6ZjI^f&axmoS@~)dSGh~_)7y~W!PBez^q~Cfv_6Y-ag={` zYAvSS{;vgd>QwwDGN17h3E*|DBz;0wH6?~ABDPF_PWGF!s();`f$>^c?5`;wycz$pyzv;GWe?OJEuO7wLSh~R)6{bi4e+z&m-YxUN> zG|i6BT%&p~ypp?G`r&+M2*t2po_36RSFz*cT1V?)E^Ii@Gz-pRMcRO&Qcm>X7OKs9 zhsJc*FNpso>`#SN-+7%BnIAa6wj$oTyED*P!_I7BSF{OC_fC9-G^AyF(0F91M-hH<^EQ8@679Ro1{s@n&a458= zg9s|^*V)W!A-lKss>F9_)GWhZE_v>lz^>Dr`SzYi*q$RA9WP2rEL_s^{vq5SVSQmD zAOQvt{yU?ZF@Q;S9Qf(Ia7$vy_Q0D@uC_$l2bcaKI0o!~&m4pP%04+}Wo5?P*CYD8 zFD=bV-C>tgAP`4nkw;W+Rr)iVe(USZoa#LGE7dW@$Mv|v{WLM)VRRL%Tf3pFJ-#WH z9R@?C?t3VU-n#%%{v}U@cJ=w{%;Mm-2p@%~Fy^So$w=p7V8cgTyhmKin&Hoo2o7oslkvRU#L;c*G@Z`pt z+!{^9IZaGTPfh&r_ClamW{Rxf&ODPBW$S+3pGVY4XMT3P@Ycy2QEX;eNm%OF$GO}| z{6L5ZDs9dXBtua&NE(*iZ0hG~W)U*75C|!ogZpl2X({hcr|b?*rY&*EfthpDgIb9* zK20LR-Wny7ekoNW;&@+emcyyo4pdkqd=0AaB?04?9k;x@b1j(L64m_1^;?5(icv(b z75e|(Z7J-KsEW@BKFta|%Yhr{=Ft-TFCS^U*lSxpG!+jrTk7A{F2YWeEF z>GpD^DKidY*wQ;!6KzXr&tAN12>aq*aivMzd#E{YCUcMa^>0KhFU!-79KJt=K=>Q7 z95R*0B0QF6v4?CYn8HQIx$wf@L&i-E1gG%_#G%b(urI;t&eZYBSMI68Z@=*&6VnQr z)n3xya>`)_n%mZIMG42AbD2Qp_bt{A&(9Y(7-s@8*0+Sq@j0Pttjl4V0+hrZR6XWF zeRbaVM5qX;sH=R#tlV#U^6P1ZjBpEy@%uY*7M21hwd9nxpFY8zk=iO=p9!z>$fYw>Vy?XTp$d{aC8JLyqW+yQTedw!$MSaJGyk34D8a-BAI9`zmyKrUXvBBD5 z%q-EtEAm`&%(#`xWqgRXQ@bO~`mhd#(9{a{-WbqgvtQYGiz)uQUy)ew=rr5X<5~nHQDa~FVut)D zOO0q31N-t?^pvWb?tJ3l?ZPW`5D0_*Ui^{*=WOa*wcs0O2n9Vcs%Wwzo&Rtrj0k%` z2^WCiV?mTBdtnw9yt*sRxo;SNn4k=oEEc|lT9o6I%6YWvKK!IW=kmM zgJp%Dn`^%G53n^oilDzu)2eT;|6A4wkcT z@a#>rrSjjy8Qn?kSgKDuo~*XeO~)}rMh^KZGrq*srAY6D+W!MdGVg6D^>8aXs6^cU z;n6AwMxGJ9p(qf09=_N2_Wa$|upHN5Rs9(?V30OfD7% zH|LZ)_c~=?K3p=mwLPyMA7qc@@PUn%lU>FaInO~cLfVN@D;|O!tXR5owCXyDQqU2 zjR!ghzO-{)+cf&i+l;5PCBZPK@eEi^J~bPy2kS_sQSV_+>AXTm+*fi;C8~0p5qA=> zb3DNN33?4079Ke16#!1UR+}aXYysPrgSj{10SY*sG%<}eYyo?}jD0@&4*ypNWx|O* z(y@-F{cwq-v?$)qX{~sO1lM8c+v%J?h^J`bWW}acqY*LrH*rzIN&L=EMyUO}?YcMK zvTtyNdvZFF1Cn&%$yD{mn5+O7Xgj?7!*C;Dc7izk8nUA7&^yKe_hA0Bt}mWG#dAyf zY$5Hz{7=XDZUMp#ue9tlcWT(#NZ7zLJi$W2_1pIhctmMqW$>3O z;TqZns8?$bj|QB%@!RA4!v~6s_Yw~d+tPm)WbXQNKinHfwSde*p7mIii_Kp;SDm3` zo;kXil2h|R&1;3P=&%3ea6*-LzXACt?!T0Ao~9@B`A3-_#}NT-y%e9TKcGgv)TW%1 z?A({lWTerLYRU3HM_vS#PCKCid!lR|;NLTcF z6LLqI5{YV(dvd-po;hcoejuL`$7(I_$MUZ>y+tbg=!kAtk%4Vgprk#*p?p9hVV?(> z=*bx~{r0#%{>*AEdd0}$ZT%zZxRYt`?sPys$28@1T>3xz%dC4VNt&Tml7fTVtDDS=i%vY-YN8KcN==elhUvlU{1nvOMZleK+5) z>fdL&X3RC+J-3+K4Achp5~Mgghn}+~YqYxauEmRAPP${{@8&lnG;>|&@3aq$YZ}wZ z<62)VVYL{zvc3S_Zqztat`}P}`0Pgho8+6LN7|EdcjgkE^M83_KLVt!!AxkcQX)y=o`-$CJcCTd{`)rskPZut>sg(fAQQAE&`@X&UuidC}GBH{W^pA9ek zl-tr|NYrlu@xO8@?baEcyYMPFy&Eaw(QAK(q_arvI?RP^cIP=~JW!dVaqGCAM_|k! zw&fATlcR9)=v1P^CFn_=rdHFVT9FlLhyBObW(&@PD}t$KClO*!7kQm{gl#u`I*vn` zXK6-FBHwvc!+RZ7bvUcUfJ4I)zMT=I2nL)GI3_aX=bp5YtWF&b+jv&|X26^&TD__C zFZsC7q7)G0J34n)UOaX}52l!NNS(@b5R(Kl-J)e1C-gi!&cbAn;Xfv@ns7wKz2n1` z489*7_3epj_x49dMFwW)J4$hIzby#9Vu{|hRx-ltjvid09HFUwW)kiTrB84b+D1~c zDEuX~%{e)OyCSZJ@IO6)=@kP1lbf#effme67ah-FV+m)%p(6|c?ZQ6THa@6705fxt z^2%P~$@IH8ULKfhiwJ=wyi|rB*Dfau+XM!?i0?Q3CTwbfRENKxwgYYHC6Xs9DhX1x z!s7NUaWO;X_vh^KM7hv%CF{?S9`RcT314t(pJ%$xvDhdfRhworafGHg6Q>Zx;AhwE zk<3nOga1G3km7XcEiegF#`$W2I!q00+grP5SFpC~6uC_^(|}Jv3kA= z?oh&hKg`0xicYPppKveD|Dq0)D9$99;C$E@{8|Tz1c(1h+xr75{&mm4kJ6EyRJ+58 zcvhI@i6t%|uhbdklGs%BcEK3uLM^VBJ^xpI*o7TC0Pac(zgDXqm3?bI#C%vs=8%&=^PTVs75+mq*A*ubDVvaSFF+K2z)gFc=vvHSg27yX2D&fW9{+udKEDZ;q zF-PymYVyWTitsT@U-`SD=356g$>9y0$dlLk^f;r#{LDCjEWM(k2tG2yN_17rptK(6 z@^4EDr6uupD%%W&^tkQLKC`PJyEAgoz>|$-Nv%P)NGVZ`tC)Hv`c#c>ly4=0_m9YP zxI(-BeANkljb0b+-<-^RPH7(q5i^rz#=ixkSN2wG<%@q0775me0GHkSpuQSQs)Uo_ zFK_o#(g-FIX#3e?r8xk~6yy!zv{v5eIr%h!)4u)94;u6y_!iHxM+??5L58+ji z6~sOe=oIEN29ZHJ+Y=+)jgJ7|q(D?(~g-;}rLUzLed8KO$XUNMEVy98<0L|!?`yyzV_W!OK8H3JtlRXyexus&IJD%mgA%nkw z8(xmsXeY3d)1t?j6^!SqfIS7C>61zk$%pQGn``mzPL0R*SPK`T@}%m9(q2w|%K+tuAC}*L%YVrgZqH?+}W~HyHm1$0J>{=UOp}LtkbJ1+=1h_?cEr zWK3j-AAaa#PwCPpj`b$V;x-uF}LF0*kC8s&ou@rZQUrohSH3M^<0 zt_ioeosbY7ejeQcd0xumW;vE9gx$OC?0u3JgL9iAY4dE&5KO4J5B1*bpkvVI=c0hw4yVN^|3`YUj~cPrNff4kBFer(%Fuca12RaF!qe`KERk4?rNOA>bh5(>%f&>O53* z@!b3Xqa{6$dnGZSZy^qz25WH>LsWAi`)k(GG`Pe;q`@gfpWTqH2J3 zbAsD(Zq7~&*3F@nWLCt{IPG+#IX;F%o8f=^$!u8b6RV%DhQE?^S^N67p;tV22mEAgx{&x(6R+A_sB&1Hay1}%ubeu82HmQ!D@A4*Av3dgdG|}hz?(CKpB_02s z>zfrU!j}ZE+LW3_T`dO?5)txAO!2kng0JEVH#}%I86qc!VrGXsKl7-S3_r`?4{mPf zCsBHWT|<&h7$Q}OmlNiCqIC@z3JjOQKME#f;8mYUlR{$^xm`ngCxYH;{KKAgSpGyn zGyPHspH{|+S(y}yz$KYujm7))FxhhR*Zo*)k5Pin1%LBJtH@$e6i>WoMnby z@wxP;%b|{Wo{d7ap*FrZ7aysh?k4?dGYw|X#5DCJr)ttu*$6r}rMe|zKMJuWonuH> zO19n@5hz6&Sib`hA3!OZ0OXh3o+IpJ2$wklXyFT`(o6h;KVvE%EM;&L*z^(Pb_(#Y zIn}u@ekL!#-r*_r+eoQ5c}{&dRcZe7sX4RM(X7?xY7wPRzg6=f7oqWv-4pMY)yXmO z=!vn_Xs$IuoZB5{?7ewg-hCO(;!ABHm_dc6=R65YgI4(nbvg76IzzwgsxkE!s&z4u zGdsI(6W;WjEx%|W1m`w4EQgg!ow3xk%WhXhH(O5>3dO_`Xj!T9UpAK2{?DI`c9-3~ z_?BV^(!{v@`yLjNYm-u5;ih|6VP4M3O5kUAJd=l#xu5wG8!`*dTB#n4;!?m!gK1y% zBZV$^vCD*H@ow$+#;C)cJ4nhsM6Mudb*q!4>r02(^WR|{_X8IlJ(DZe)@qQ6%3GZN zD}}F?ekX*B10=f0SNvbpNlbT8__b}Dcd1Wn9}I5x_<1=71lgQm6|%k=;At>Lm<2aA2>sha5MWap_(?bPaKz7mP7ezp{22-RsKpt9fG zdZej)B)_Js2{tnPdUB!V6#o3-tn3c$Ru zCZwEnPF4DBZU{-#NqjYV9dN3OO^D^zA@5FQ62n+wPb;D_b7LmQ$w6y3L>P!-AJRxoBm>O^$|l&T~hJKk5b?>*J-d z#O;N6>_@k0j?n(hHA3~a&f4U(A&-^w%|71n6wNmY8Dy>P`AIBp)HC@!(Y}$oz7fj6 za0g3^JlQXFa#Z7SYOp0~rdG!qTE&0_dtt+6Nw?LP;J*bm#A$0LD}PA|JSrR~dq>N( z?Y*=cer^7QV}D6aHX0J7*BW#yl_GR;#6=~_i@~C;Q*8o|5&K~6Ctne%{BO&CCUYTr zV|MJ0>!rzJ7ArGO?t%YIf@hDhpxapth=-UWv7p6UkDpsVGq*tk*wZVM7uo&YVS2!S z$r@pS7tywv=b(@JNkQBbT-=FO&+U@rGuA5gtTPFtcstR4eY(h(ykpel^tZwP3ts$E z|7omLGSTU+;l$Ayz|kS*FHrVqA9eknt0&%{LON8#3lHl#J)%uAEL1-s!tT>7KE3(rObT$&^khcyXaneC3OqoW${J zkrIQnbRjnMfb}^qMJ=wVs-lg`3xN4*7dJE1XduA$l2w1ZE{Sjodr}}>zblMt-W{hj zy7KoJ^`(W!Y{!D=(6Dv$?qTV?;_ZKv#tFxt=8vWLC7J)* z(+envKFo|SzB^8i#I{;YVi+_YJ8%d&#Q{m3M7LuWvD}8Sv(A6?nOJ6?Xq+!nig_|q z1}}?*ocDodcE)KobC=akaX}-+r_84PqpQ@|#cPPsW22GQagw?NqngoZ(O+-f0Nzjw z^KMLJ@&MU6+@=SVBA(8DnQCPt{mo#!I^&U1XUd1Bq&gz6nFs=%6ejcZctMoKzB3Mdh2Fa$|D1EI<-#bzX9V!3bIRExFfRWmV|vH zh;8&|?5(XP*k67Zn3Y@UhNCzA_DLz@W&Q8MT!E?5!xBY2##G!sceOPf!tP_u_4=rZ z0Q>QUfBCh4Y||_CVt?@r36=EK8s%~8zEcPSgxn+L&y-Gf&6)0;@CzLCvB^M!e&b`c zCq&RU6p^}}A@8bjdZZ1_@|4ZjTb9tbyZ zkQ0>p%($?>gaWMF$U!{OO5Xmr>bq1vg5-%51WBVt0`yQ6n7B(y#W(3s_pgg}W___L zL!oCDdmAHEI*XFWNq>*PC8c07EnFfOj@>#GVfeMfAD16Omcn{Cv7hVG!QPd1YEJ*Y zcBNK(o+;djB5usu3jp?gCL05d{z$|lOj|23 zIyeCGpme-92TSMQjmJAaegHK>Zk0|UK~$~mf&k;f;O8rYIkuG+iUHRp#}aYw zStOm=65y-|b*5~jUF>e8idD&0>UHYnBFKmu>$M&VI^-h2p-WwkXOIr$n@QpBG?I^| zu(71s@osT*#Ct5=5bJ)r#To9WyZ|9QYv2yiR(amMVN;n5w-Yuzh5WX>m)6&r<6R`z zc1v+6N7u{q2lJ0}o7PG5JZA$wHT{iZESQd3P%0M~(_)M`PZ~?YHiE`}hw#mS%e5sE ziB4wrg}XnPKWk-NDiu&as8%SygTbM&GW)m{*Dk?y8>tcxw~TuD3V=^-2~#Vda5%i` zPy#%zbM#CGf&27G$;Den!5u_Hyf-!v`yM!c5MNwju$Jakl05}OAfDXk-gn+3XZ>0L zazGs&Q`YI<(W=ffXK7kVv?hDBA=q+pd|`KfoV4rB3p7zYjrx0(VSyrv=59-~K={qA zyJacoWSpJ^h#=oN!x=}~KH@btUIIv1KZt(?n!;sZlZiE14q2a0Edq#)^!aLsf72c} zAP$pPzE`GpH$Q9Hb{L{BpIb6CK0BUEe$o!7donD_NV-xYxz(n}7MDwmY|wyw$aM6uVF9a=c%@U$atK|R7e*yh=QiMb?YI%E{+@{*z)~^H$a@u|8yHc zx+d;D{`f4{b-v`TTqjDe!$>x+6}n|~X3!X(zed>lOFZls8*8OIe)!$doXzPsw)^^h z?!z}AQxbcn$!+a-`9;j*6HpS&W2mDAUMN4~Q$AQvGO&<&N_V{rZn%1bxP+N`Qzx8Dl9w?ppcWMQRpy zD3p_|>LOzR8E&32lH3Q8j__-Riy!(Zg`f($rdgC~`?vCU2mJde<+1iD#B&eif-z`q z25IjFO)hg@w&cGdFQV>AREi$++g)GFA%bKpJ-zJh@ab^biZZtF<43vOm4> z#m^)rmNmV%^ryT{MaF4rXe*rMTM9yvZiMdwWJwXefo>09Zzo3YIvf0<-h8%zP&5l5 zyrpJ#bA60DMHu_t5Oa_nq?mF@?Aya~1?^Tk$OjSB%OKnycSM~)Hv+X2_-fF4pD20A z4)eEQAlSDiM$lQMPFjf%@^OoGG|ij#yEDE0_VF$XkWiIqn0OT@pUL`RQDu_j*Kc#!|X8a<=a%(w0LaL6S^WY$~;D3x92>yibA2!gtX%0lD%KAX!3U z=)>wDnkN-Rg*4a6w+;%E88E#Cby^zx)LI)?*n_ixlhX=;{Gezyuop%kfv zqe%~ok|D!{RLer6PWR>PQf{Mt(o8kl#c^MUbz5I0E>PCRt^g+9{oZ{)g7gwoE`EED*M7<+OFr1=TrOuf>y0CLwdbpv z3j$d*$LaSdjDRaA2}~%rl%hIhgKl-ji7s^Ij+R?wom(QrE2g4@mZAV_6YIY>&O?tOieQuRN}B(>ZOIc7VII`;m2!y`=i_4 z5-fd`_qlBsM9Iy25gr&x4p2q|Menru|LAwN15_Dznormtb3po1Q9aZC{pAL=4%l)uBQE}NkJ5$ZPxbOGJi#*RmRWirDi20RW3Qa^RCw<7j{ecZr7PoVZ zTqk2s(<=zMv0P#tGHhNt#+~IHuvaQZR^nGfA;?&x}S2a$jt(o^dDSg5F zcQhS!@_Slah8g%Pmf@QX7$ha7fuVhe6yz;rec%aLi zp`5K(eCrRs(sskk%6|msjZR#+bGf$3KFquBf7{s9`}D15Dunh{_3$y?$sU2T1$kZU zeUMupl+=B{+#Gh}V?Z^Ug*2yxmBl^@~9#3szqqGS%0Md4hD!WH&iAGx^+BHWdt|^5g4KyU4sw z-t9KALW6)GtEo_T=ZFC+u)nO0_X`I!U5aT&N&}^WDfy0~5U5#Ssu)(ih7b?bw1H8I z7p9dW(XL;m)|Xi8qw&g*FXLL6qXDbw1`$hzWfR}}`$nCKZUY()8cws35)z!uwSf8@ zW`lWvNU)O%C6|z#%C(BjoC=foiwy>MS#|50La9g61GCdd9u>P;Vovrgw}lN&=}U|) zsX&tGL*M(|TuK%>0oif9PFwAq$SQSTly0NE+SqnsQMl}CAiGY@X9HyEhERPlS^#vN zT;1XSF!4M2Mb%uasfn1@NMb(ETt!#4k=L;IdekhsM&*bM@!z_~U8nLb)x+TjO;0v+tLk3YIT&~|7*;gx;b4JWd6COT+6q(opqdB!t z`|#L=^! zSfc#q+p5%Oiq~!JWYoHQI;k&ZimiLw$<|&NLVRLuG0m<#uWs$B= z;f|k;;>&BYo?WLF9f?Zo-#C~K(aJw~zY{rFU(D>7GDdXwnxGwqfLx<4+(>id+8 z?O2Li&otTlb9E&09cN_bm>3Xy^^ZaGR{qhn{UgFqLf~c_qN?lZh-KuBsQ?xWw=w=f zrV;w);aIO6SU|r>NshfD*L=K<;=#ATJ^mDv$~8&OG26W%quk$P1XO%Xt;o_zl_E*0 z%dK$;OM`hen`Dc1>NLK!e~sHG3!}fk@^#;@M4At%4M39e>mwlCf(AMpos$8+>pkh( zt%aW`)~+5=Xp#Wn$9M*_W|GnG<68Vt%lse;jZAYh|MJoRlgBF-YJBHVcQ;I6<_-Z8 zfIb@N~EWN-+Bc{k;At|#phv{OQIH0o0! z4)>LRs9BUJdtlHE@ezC{J3aWslz@$9_Le6B@vtIFovz{rwW#oQGAyOarh~~}e$ZZi z6*Jusq_)FdJYZG}<^_M4OpekVF118*0H>(srAcoZ5Nx^G;|0Xm1{HOdhYi>AYKd;q zyfr?N=qt%Du_;kFfTxrM6*FbSD6(A>hWm@>lGIfHn23oRy-c=6XUB2dEiqTF$ns7C$`pzwb(q%{Qc^4PQ8ZfzBeIRpsLf@A=%+mQhJ<;SvQ`|M+Mi)ZY-ZHCc zBJPDGMR=103#{l=_-h~iq>)bK1;>BZoW$yk##cOr`j3v1X6+XgKWCvfy` zZmGG#dgVHNSgrr4O3$3llzgP*@^!RF(&5)vMDHc{P24ig_2On&?#Q|DsP>eq4n^g! z*_rw)^2nO7z`LdC5?q&=VLRO)FXETHv2gTjl#koV+pS#t(PK?p{zPxqB(>0Z1G8>p zysm5?w?h1abM(WjIN^xpGJV_?D z?Txi&536q-`&#mCBgMitwd1U+8}7*8f;|Cnc18T~gFKGgS%gh&%T5b6mX>sI#UA~h$nL@$CWI?%cd7=hVwv{4CX}fFl<@X z%>`ncjNU!pOK%2ocoNYjyVN}nz`hC}Q+wBSL z%N{Dbm36X#AZyXEXC4P*oBM)Gjgi1Hx+|Z<^K(Cg(x+Anv%?Pua2L6QzRu**(Z}Bb zSgWC8E~rdS+K=Z;#rxbwv7Ez}QK=Wtm|ZSa%6xn0a4{7+Ucy=zzyf!?JT<1*7_6~( ziTxmog zD)Y_A_-40`ua2JC*pHuZjl%M5-jq*!GZyXtvzpNVL zp}mz#ehI~gG4)B^e)}zZ*q2T&swGh@2UfC8oapG7 ze^4fWY4=Cpcs+h{J5C<< zIP%x+OGA(gL04~Ijb^GBE__7NM!)*-hVVn=zQOR5s1vEI?pZvV0 z>H9Jg5)yt2HfCmKF0P@0u!Dp&TGk!CNe_v}VGP{8F2r_nX~~3Ifm*1wy*)cC%M4r? z#0>40%}|ER*SWblAi?TVr|!kv{hFA#maqLIIa!3GnMibLz>y}i$cUOv^D&KmrAA8^ zOj~yN)2Dx^6?iSjdAT&6`bKOZDiksm?=9}iLgL!{VPBscieHrw7Y}5=E-+`P%$+iN zz&iEjWAe}R{ZJz2*>%%Wu6rWM>34_ZEbL_qWf3=%nO}V@y7Zp7;zoaLa{2asTVEBr z$cWL`UMo}ijg;Fzd97Ktcj1fs8qEW@UCV`<%xjv239d#3vf0_$WoKt6EUUsJsmShs zayAJD8Rs`LprfXK|J3woNsHP~^Sz!^qc+G3KtClj^*#mP^wiWsKxu^ zR&VGi`jdeS8FA1C5?!lBYH=`nvZ{o)7q@@XikUP?u?POr#3w`|F9u~PfLTr_KsYP+ zFjvl!hn`gY%2ls_#nR=wvz)rLrI=ZK%-z-8+#C}Vv*iG&E8puKb(1@x<03wh*?85^ zME9S?#l_j#*$bqy;xBC%WJLD9#~XAd35^Bl7Y_BRjNvKW4h{%t?dV8+X*EU2Ir=XJ z#VWeIb=G+uwr{^O_)cBj?1PFyX-5bB&2pq2zb{_|-Pggl@_qIzr%joFnG~vZRLsVpBWE2&# z@A6x>9j{e(zOMbs{J>}+K~+vgB_=l3q-r39>_yAO*GFSQWQV}h;C65_Px@A}nqTjH ze|txJ1X^?!+?;tC;D0Xv#+mjkwfC%K9~@tug{)mTgCDp z>)M;?%|YE{syC8B_qhrrl)A;06%`FPI98W6nqLzy$-cg7>FVk_{~bM1?d7t+_Tpu; zFhAUUgoB#er+!eLv)pUcZGTLZNLfn@;d*F2){Mu*#Do`s4-wSDq+Z=xzftmt8-ote z`$j>1?1tX|6(zx3GOGE$e2S)m9PE4r_lXpOvzt*1<(9wI%3S!Cx68d*`=5&l_aN>* zw56%Ehy9!-!dZP7p(WKYJD?#!iA{;G;6_`y2pz^0YN1#ESpA+oakt0JYTdhA%_8{- zL%AT=d$_M*Jk(t==Zder9wFMQ&PZ6b1V za-MmVoz7#wXUxnN?XfQ^W-U!k!&}vhj6*G2vhL@Vlqho6_n7Z4^@%Ee;8Zph4QqM< zj)rJh2<_YGqz)6Nr%%h~6J4&;e6L`zLZc3s{>w1!XQHNlWpy8F&0VajS!@!?t<(E@ zt>C`V#P5&(6u-=KwGiWuU2g-GCu&ejGsdi}tV@&?fPT~ETWg6=y!?I~lSAWlSb15R z3=0j6j56_Wm5-A!C?4$01&v2}9?{8wYC-v4%5{R4Smy}9S~ z;3*MH#aCArQ8aloHmtGnmh!e3Gi)Q9SG1+}vCc=27Omsa1Xq^sFqVghSa6!M+3N={ za|I%@v1x0d<0dHt7Se7wQuIDN)b?;;VWFm`rlm!Ej4z5=gG@WU;ump4eLdj5$f&5) zlob2s)o{z?4cTWy5Bc~sLiGmv`%8@fJlb`#v9Td1BMTI!rl%LbM$NO#Ob!|XRXJ|z zdfi#GfCxNJvTw(kU&uRivd`V$-qd+%*5ebI$WT=l6dcC_1gU$ug+DQNA@T#VdZ#u^K9c)p8b0etW+J(t`s3m2{kFmzz3$erh{~-D- zq(F^0p)@+v88>KCHZr1@q-vt3rnc--<&hK{OHQ=e-QCjz+u;;#7ERS_J(I6fDwpuk zVsTvUzNz`L8hSJ^Fpv`8|2uitsPyEjb>7pbPZ#=Q&zaY~xe`bP-ZRky&FuU=Na5nz z_2%<<*Kc!jzQ3OhCobDng(G~at++!Z$9B0gvdVSUz!?u?sp-ooAmFjLF%w7?`0m~N zjKK@E@dZlRQtK`FhA98en$T_@;v1Fj?(R}Wg)=(6f)+FPH#`E{r;@!=?b63jd5TI` zVI%>&tJwDKJl(ijD;t|FOTEZKr=$JtN{v-8A4)}!(3L9U63-H4{*~^9pkG9xg29z> zt-|v5x|r=Y3jHRMJndqsLWyxTc!lFUUK0}M*Ff)rp&5HsFXz(5KT{H@?3E8!KTo}u zmOFk%R6G22@dwBx^!islT@B<;n~py1)Ch8fNlRnOk*GGpT`UiRoIbQ6xv`vF;ED$t zmMEQ=6A(n`AwTaZN%~Rnn>3R?uhD9EXSvL(&_F$-_YcRAl&*UbD^+;C?|5^#s2I)y zWVKF>>dQ&YQM*-NXwulLv1BL_`2M{{ubqR##`;uapR|Rgbq z(ChsKGSxW7cF)4$Wkl{MJ9ff~MTO4^g3iC&yUP!Sv3Qo~n-ZeCWk8#pNXU486V{A+ zHSYZR^J8WGy}i8y1DkijKFRkmzRekO@3HAI@lX`kgMH1U30gSJzRVkSdR>NA@}2fHIpQPNZmDWMrB_ zMOkKMQ^W|WrKROt_$r%+_7{75dlt=H-05As>#Qns*T^ph*k{Cu@MT#l3V1ONx2*R!1f;$ODq^51oIb<>`7$DdVT=e=!Hpd_3uiBB;e zbWPFNI3-0lPp?AtXuYyhVANpMm49k#ie#v+=7WIYVKYEj-eixmmARo!n$k9M0Zb@bK=+gg*`b^c1ZAnc%3(_guWZyx&4w8vE=*!lc+t`ArQ513k1Q2v;YH4EWQe9cR$=5`naaAbo?%aOk#*Zl{vRm-EhFm$tuw?E|5jZlK@{K3V zA<=&4#Zp_FnsC=}*Vot43~SB<&izj{U)p$k*U(Dx!I9?X=3Xn#YBoMxO;H=#0j zZ`h{no7U$0;NX?SrA)Sa2CAyG8ne&(e+E+t68m$r^mKKHEyW}xEE`_Nxk8>g=&`#t zk%+cMpPT|ZTQay1ba@+AMjkiaha*_CAO+`t2mjyz08Lx;k64 zMcB&Cl_dqoba(vssy4g675_o~34)CvYQxQa6q~+Q3`Ij}n0RtvM;mSU+pc%*-P_aN z#Gr7TCKR%3_1DnJ(Xs?J>&&{tWI4wzRxDaA506S_7E|-5PnikFO~XC(bxWtGO^XRl z`}PVL88gO!SeBHO{Nr5s5|r%tw*Z7|(Rj@&I3AmD3krI+MzKK_9JvNetpFoqgN(^- zcJ`ezW?tTbp9<3V>?a>eUe;%iE#R0l-`oH?}L z7I!@bg@WA$u(L5GrcuTHfJQ}pe+lnFh|1qudA#?xL>#QuatEkMNuy(8EG8>HeE2}D z3&~{6hYy6QMx8gez1Zjq@>E9JS*ccu?#_rmh$HFm?&bsza-z=P&~?;V>J8pDp3ARi zo2n1otu}T_ih*UvT7-t_vG?cKvAB-*BJm7;mOZ2172MQ5E%S+l;>frMZSA^Uyj{JW z!7*wW5>&POL4N-lWM5chOa!4DWDD!-gjlp;%&j%=0Jkug@$mBE6kYgY>}+KCY^X@G zuKZtut=oi0pl73@2A66ERDR*8A@k}99zA*#XtFX|#T)u6j#KyMH_Jzr;Svhf z(sQ%3*RNl1PZAYnV5lEYP%1=MKjc_*t#?X}!B0kfgQuKEVW;zBvSuD<7~ZcHhzx~4 z`evR$LpQUoO3itul*@b=b+GAq z0w~W_Kn3|t=G$*uXH;2VJ@ZI0aB(R!&Y^v(Qq#RwV%g*I<$I>u$38Xu!>c4DX%<>A z9$~YrStik5NvR$9s0Z=*`H5M^3r%&2K%S0NI66BT)Ty``B%~B*Z$(|e)IlcsX%O%Z zdVS6xpGwuM#i}$`qdJjF?16-^;%zd!Cn_VUIyyRM`HQrR&!4q?P+4Gl>kCY|ICk_Y|Nlq~wZFL?$c zdnHamR@O&&@GnMn8=ISpi;Kg*f4`*q1`r>tfAkas5)u+JD#U#8*hb^Z{UqqfQA;(B ziy0W>#|_LIQ~lVd{d=l0gg3{H7v<$xfGqId>XHu3GiwuAv}p>x71&SR6!z*~=Dysh zY%s0r~y?;rzPx;7K`JC+T*^ONd z=FoIF+CCIqP1^iw*|000C5=T+)HB;_`BFNBdU^dp_8eAB;;h@$d)_-`9=b(Zyyx}2 z2cM`F_|RMiK60yU0rm@h39`PX=H@P8Nyu6Z3=(&o0Y<@ru&v!Q<1biX`D|TOR0O#^ zu{BRspHpXTnNFT+Dma7?vU@2w#rkyX=pf<-z3#y3gx+D9uighP^=A|nZtxy4kQm(# zT`)Ml!DADH{x~wTQKf-nQs!Hr6wjADn4RcBYE#M8uaHs8K`Dw5qD%+Sc{TAA8aQq& z;~AdR-JU!x$BSO6te5H z;l7>Qs0atHGbS#8-)-$lz2-K${Spu@W|1nwIAZz;(RnjF!G!jegWFLX+-`%PR823+ zD@H~|#Ui968<2vY!*P3?b4fz(-3hvO4<&J2ahluPYq$G#6_qa;A`vz9jn!-IITrGn zTwGj@K{vufL*by2*ka2+)=#kYu)Ry3*E+M|Ot0>GcsFQ=Iue&r^_7koFwzXgI5SOlgt~g~{`O)T&*tXl z(XQK^iabRepS|(pnMwb?zAVGrk9uz%Hlh;~oQdpv7fTO#$+w=ODKRVs)kQe1>9r>N z_xHflpBt9+!@ApQP6L+R{r%^uA_IXwygRgai)d}0BjH&5IGd&U4_rBYgyWeW7udqe zUcC7?Zv>dR$S(Xr4d`BGLjsGHh>M0F7*=#0cbWe;*JSSTtngQYHM2ANGQTpPye=Ru+h~ctKZN4Gj%Gb+ui+1ezMw zExKfn8W+D4m4fsG&G3N!;^H4li9$CtyFPJXV|@}k7Jd@jaWeN~AX-mC2=0D7qn!XS z3O#kF{r)Ci)+6kKnoXS?fLPA#dEi->EfC2#NaJRoYItZS7 z_%i>PKnv{@HIZNRJj^4#CN13SpXl*^=Pv1+I)pjIKir%Rzu^(k?fkfOYBKGJp)6~C zsXzC-x@ws~&Denu2c!8l1kN{li|Idie7X-^V5Guq=OnK9ye#XRU*}p(?3333TSf#SM>*8E9#l7Z05^yoSuov>5qn5A4Yq zY9Zj9X{qZAFpi1Bxm$2{=BuJO-!;DQ#6f4-n zVq*Awj=lEEApgk9YMyw0pO;rlU7bv{eY!au%mcFNw^~fozVMdoXV0Di6$dV1xW*F$ z?$z4L>N54id}AmG50^dTV$huJ*T>CYff}}&*N9nhTReYpqr^2D8k({i5yC4pB6?kZ z`>yb1_Hy;#VPV1c>3gFLH#zSM1Dqs||B{~ld8ALg7PhuL>lPVG z370k(H8>(X4|nZ*!g2e!D1{i&uYm=H#B?lH5$qJqfMcHYEmcWDY4vlUmXng~ri&qe z%7GlLA+YOr%ld|-re@UPvO~r6!?d(CDKlJ|Na2kpx(PkO?^OcM0ycoW2-5K-#DDvu zlKK*?B-0M)q5iNN5p%U_qlJY;_ta&f0ZXpgU%U0^?*97Er*{zV>-)p#q<7pd_TkM? z3%dLo=>a|~%bd?muTZx}ulzY5r7&5YY&hd~mS*0}Ysglh&=eUFG0&dH%59*hNBQ!l zq_i~fby3mLrR-0%*;%Hfe~Ng+?*%M&`4g066o(gbBR6*F5huWMIRlrG7rp> zi+FuCUIg6d`Nigz!5BDzb1x51DS*E}VjM=soS3f9(j>YCmFR40r7Sk_;k=Uo ziEd9%kMOY`um0f3*3kaGhb1;T#U(va+USt)8q=LSuroQy$+y5DYRv8J3*Q3GoAUW{ znhY4{m`;SQwzl@q*P{_RYF?U0Zvs_RGx*{Li$$RL{mCFe`<5``@GB~bipS=0)0@s( zG2x}S;kSD1(Joq?e1X}kF~WlS(01x1{;$oB#-(p8e8;9+cDpRw5hWp!kO`(}y0Wmd ziYgcsF#AOoA{r7Hs9NCXJ>PkY2(JPP0e*gdaGG}(2kZvF7&*?hx3#viu(9Q3XK%zr z7qk;1Kr7_w>J#?6&{<`vXJlk#aFA@jtOjx9;ryYpWKBisGHz1NX8%A*i$jIp#Pj!P zVsj$32E~sSshN1ifsiH|Aw@j_clz1jF5~sq)m9{AmX>leGs~{Xfm4jAQk9Z=GZLv; zV8G_e5aPav7MzW;bV`^Nlypf3w%L{p^dtFguv_a+S;+7 zJrD_)%f`Gm+s1g{Wfh9+-zO)HiSUNp`^6m{i@oCDr5v6+OOPhP^MYilqV!pwlJMr&iyY;4w%FCTo_E(^_2`7#W#a2Z%h3)j&{{Fp=c4%Gp-H*4@!FITVVfPwIWr(b0#9E_jrcADp23M0^}bEfh& zF`mtwQZsXN*48D`E3BlF18N<7AMkh=_0aCtszECqgs@ZndAe=y-(0r-t!q4u*Fyo& zzee}po|MW8!sg;4l$NlCf(87!y&PVWXs^<8aBv6;4o762MaPSV$oknrJV(DO&@E?Q zyHiXSV>ez%f12QqId=lntECkUH7-qWpp;z=^M|cU@yYMs77;;!wVsLtqGig!o_Kh8 zxViZ$@tKvQSq=8yGS^q3vva(T0$OJT+}6f{h;&&UgI5wyu-~KPcbGoh+r;LG@i5vL zzc`oELx`!Fag@i_EwlOfmdMWlu{V=~zmoK`zFsl*zU6#pGU&r@2zxl47V*^8F%Me4 ze45wpCOvCcX{LDZgY_euQKS#jsY5K-(7=HD$wek0=mskx&&84-Ok1Cuo_0bm$~sbs zA`T(;*j2AfWo-o@)KxAYL=dwy^-2ay4O_&Z>50KNa=rLjfj zb#;f;l!emVph^_| z4Z~L;!7eH)>I1a_*cqs*juyxx*ma*Ktz^Y-geU4GR6>a}+hF|Z0 z-d(#89ut%KxJZBU$t2&neOcsXZq)_VscsGfpQCLVAEg+OcY63k#fp8ccz(=B_`1Z3 z8c$r?u(T=Pr7z+x?!OmAYMYf)^Bo-=QeEQ+0jYSfK+)kJ_YEc~J>EQ0dC|NQuhRd6 zKr=Vk-dgVtympG4mzTvQM!-3HA2*O*Ur|X($=7nFlD~1xOfhrrE^x%vYd`SPd)0w8 z^DvNhaB#pxzA-T|nVOs=PV(5BiN@v_hOps%)CBwjiEioncEyEu;qE-Bk(uJE!i1|s zFH4*BpW@`m%2ji7bIg&s%m9O#d`&JYc74gOjUXBzD0kocAzXN!29%brceb%51o~|a2W6j@z&2}am&*p z@=cx~-H%~kj!B@Yi+`lPob5=W*?p%Cb?YjmTK%p!&`qI#wYmSb_467)JyYl}^5vW=cp{K&}=O6;|lyJF39>C&a%*Xo!mu?tp?jT3-Sp5(q+ zdCun)UhREndSj-QM6hZ1#*<66UV6eLOziCKtFzAMGug#!Pe8qL^Z~i{PgmHH zz|u4}D&}3t5_UMW9`ll_3GGdXkMYQc_jr4X-Be@k)s6{#xCYgGv}WcShpaj;iQDfI zOYvn*s8RyA2K-DQRSB_|Xi>xHt7MOcfURiHl?rKZ%F%L13(KE~%f0BLJ#pS-Q8u== z3|T(HJwLy5uKay<@5HmRve1w2b8y%}a)r2jzB_1BAk$U1$W(Uq@u7ihud{1PYASt_ z6ygwn z`-;y4rIwwOb6R1qdRdTW5@|c?4QL#U6W(z>Jq`OH(QbX0RLv#aM2@bvt)7*c`BBGW zr@sH=IO7R5#1~DWQC5X|&b6+tuFAs5L~iqT%A^kuOOG?-F6AER_+q_2>64A?Qv4om zkUJcANO75kg(YoZo?3;s<8f^M)-}t(%F&huCvw&}npC>^V5OoEVlm8{N&7=}4t=}H z+dAs%^b#+A_PAZI4Wa-wZMVK4%Bu9u#G>KZjJ$U)+b)k(oD0=Jb#$|6T1~{5?@aRn=ICWcbO& z(tDZ>IF`=c9;FZDzSBEF>7n2hzxT5WvfOFPa3Ehg);X`3BvK>KkMhRoFKh$WSr9>3 zky!P6i|-exr>whqP+lpyP+^A>p_}pzOaAtRY$i3mT0&|x)2rn*l#)8zVpc~&8iJ{E z^j``+l9`7jMJ+1~Xwsf0@16nOjP+YhN1;>qs#PB>JOmiS{aB_r8_KH&$I3+0C_0<4 zQ_t*M`}WXt*Y8hq6?2+nU3-||V+imrGLj^yFAUf!UXc3GA9Qw0>|w4Os;*%ZlaiK$ zdPnk2`2%O?(v{dnvvs=P5Wg;L&I%^gAC<1ZJrldNwY9xCKw+uXKy**|x`HDl9Iy7G zSMVbNRg5*d@qDRTSBSlz)k*-WVB5p)!?=Tqq&1{~C7I*wuX~ANBWa<4*wz+`f0z}| z%+8XdP$B8ohY#T7lBjujwIHJ%pwpx-1AkKOb*!7=nh9}avKh#<5cg#aaSj7ok(kdo z=YI^~?%L}{H%3BAf51D7S2b#D>W%kOH?;;|It466`5+A}7ovLT{vmn{hwX5mNnB0qXTs14zN%Olf9Jw@WJ+rTW zR}r`m+l`ulkPuAPgE+x+s$aUhyF2Mo(m(rT>uz&!U@XUEZob}Hcuk1l)t|zCq^ldJ zjT7O}!Y2x1vmQK4568$yC248(8KL_LhKcd$k%ZmL7;eCz()KU$hs?6jw+_V16cfkdl#$h&u3i@s;l6isr8lB_IPbRBIq{hDuBN6MAB+nUW!!7ZF?{A_jq4s;Y!Rmp(|r(VTasc2t?u zdVHM7gtlIPa5v+@WWU-%@-=&B2vwYq!Hh0^c5`^l?{>4E>z?6Agtk~(rzPpgEHy#PG`sP!uRz7=0ARcY!{RZ~-BO^#B5N{?0X z&@X{>%IvbT{s;%Tb>RI{-5?a3rIpL+4=%e{sskc;L98HO$t|qhtKW4z^VZ7o&NObi zId;`l|EoU_#ras4)WXK*exb5#~Zg=-Bth z<88J!_DfI7`B(DEtxeUAb4oe2RU@uDeb39gP?&4_bisPJk4i|ImIv0U>B^u(aMIhI-vMN#9^mTpn6E!l%WQspY7emF(&0;$jLRJ64ZrlL`ic~ z(S8s4P9SjwGjac_eO`i=|H3EU~ZES99iwsnfljCGK-xH!Vm!|{R8vGDhQ)Sn8 ziyW{doum&b`vXF$tMWrHdoxOkK&w#%>V^!)-`=bae3Tb2UK|qv_x~X>a>kW^W*peK z2JB4gfCtYFL(j^~w6?Sa;q-5vF{I`3+_9O$SRn0+0^?pYS3D>D^&a$uLq+u=Pjmzr z^G(gnF08JAaJbBNR7XQ&1|>#c9|swiIvm86a^KuO&)cUuaPa3{_ZTK(RQ}>G z6o7g1`tNUjaVM>hYvNjGvh(tU!N&jrr<+0hu+d7cW^p2vdzn}5-2;|gt6Ci!{qpjlv-5rZ*K#sz@iKLT5 z^SuMei>cMP()fW9^_p%9+rYf%9V2@=Df^Y)0t8x7pBB9IWpVfQ|=83TyPvJ4a5+gMh^IZkvu!GU>uW&-B1k=fgUfv&X&C=D?t$7w{W+(Tf zyo54~)K0gJs%Kgcn)33u?46Ze%g=C!TrT%Tryv)r*{fDR3%71@4>-SGpmVbQ$u#Py&E`P12vH$xII$!-y?kRSTjJq0ncnkmU zzx3#Yn$iF7qyI0L_Sav33i)3@{r8V-{lN|Y{&`=Kf8qGQ{<2g0e<`)Ue_;QAZtS0H zh|%o*_gVh=!})(@PJjQY_y6f83q)^;4epPBh8H9w+WJVZz&iYyPxa50PJg{B2Z+b( z=%Aq8?Qri1RkbvXN?ka0P=9^A!}_c=PMH|mhghA`O)&*unJfNhpQf>*ZzBYEH%beLPBjRAs(>p;Z96(Tc#Dertf+t+ zgsM0&6EclBSX=f=89ipj%r3WCS?T5AUz7jG@+8{5`dy|2)LhHsYOkSm>7Gx9hY(N+ z>~^gaU{>6x3Vit2(dn1ylJKwQmrCo+pPHm;s zyzX)6Cl6!pw~Db(>@S*d(1>YLf~2`+;yL(EAfd=kWF9>V+mY1M(^FF;x_9nsq8_`J zwRKK;9wgOZ84oYM07&GBx*-foGQbP(|Jl@Up>)#mu8QQzRdJhjjx`I}9bWxqt9kp_ z2bkK!?t);xqh?u;tgVwn)G|SFZaAY7h2!w@SkbQ|wJ&#&t#4_21Lq8O5gt*Eic+yj zyamrh2d9{Kuh=ci9;^%o)B*^+T6UW9Dkm;s8cEspWG&ZYFgU0Q)L;9oznZ`TCWN%8hDM_&wnb< zJ1N|9e_+~~|9e@ZAj)$%c0VCVuu<`nzr*p?TO4BDEO47wXUl4Iw!@cJF-=*9ci29N zB3ThnTU=GM0&Zq`n>1$X+Ad}luV#)Zkia+e@F%nblOPrx8Xq4Y6C?BY{oBL+&)@Tp zr3}m)Ah<#9T#uD1(TDd(&2K|=MfaM9`(J2XK7YoaBLmtbqWDGsZ8tml*?IVuwDhCb0)cmW#=(cm<4$etP zzDDzxefsptbHm&G5fv`opG{u7xCjuOb{Iz*<#W*a!W(DIYb9FQT6E8TR&TP?eCqTc zeba);1tKP%BM}lucU$lHAlLVU>Dtq=2pA+QH(GMcI^2CPaSniCS{=V^eBd+oUgPQM zH=f#Nw(Ds>M!>0V3JdEl6~rgsfRY@SgX40{ak{a7YZ&9C7C&U|*)rIifQ!RQ?Rf+;QTwdv(lrEC&hTV6e_b?z zvHgL21VvdBdBV4Xv+r{`V|TJaLCRMeoM>R4W=>@3@}CtHyL)OH0WzXrT{*>X{t4!1 z)xX?9WgHcRQ0)*cB7envyf+_f?d)2+K(WrNJ!ywD>0aU|pgbBsLTS`4Ej~CP5Z;{{ zSUO;*d2-vjW#`xCM&rot&to6b#g)z9JFmvfZu*VEp^v|B|692TSumKf^PcKfI}-J% zM!V+K{cO?W^_!=G`kNl;v6yfnch1HCd3tNOH2-k|p9rkntUJJsG++$(Hw~-JP`sY) z*is)>tH{8;cNne>>e~5iS&VhO_dy2~Tk5ZKWHKiORV=$~<8vUla;}nEnrM9V@c)@A zm<8>Oe|@ep|0nptTgnha7Suc2g>?qQi03=;IG5QaSKB^W=O-Y?@9{@ac8*IY778P_ zUSYCWlU^Ps+*k;t`paJs6>Z3DFK40BZ1pEL&;D7_KbQY6?(uGat1QCvb@%A>>W8a& zjAk;e$5C1A3Hx76a;ol!x+<#zZL zzZnF-s0&;HNtVsYTbD8`VGBo7l>#udZ##BQI$i@n}Y7xstgaJj}lQ z&y^lt{U@mTikJ`gzn5}3fS9!-$awxUmPGB&cIhI*`uUt9MQax46g$mTZjQM}_4v~9 zigwkt!si(H|2mXem>bTm&;FWaa(dx_n-Hgc6DI|{5^rLO@ii$Nh5dyIy<2kP?gTBl zta=k%D7eh)O?TW?odnKD&$R=Lws=lREbj)dh1tEyDu=XY)=l#!3;F7}_t^mlF2|Uccj@xk}P& zT)olq4o%g-q?}v?)5%uH9V$RjUs?cFAm9xGWHC)K6!GlR!N8{n2Q!Y>6b*s$tgMU& zQ|>^^Pqi*hAN(RnOKRVZ6q0PeOxMdFRArd&)BrJL9qJRZ=DgfTU+`zSunxxf%aMCq zeqGTDRIbf^j}*u*Ts;G)+0+!&HtFZ9=%Wb&_TO$BCc5eQL>>umS2ZIs&7-2#T1U1o zyzTmMoG%^{C3)o@#J;{)POqv4tC0fb(&6P(i8XX{wu>q&DJ4Q9-OsmBiB)tPw*<%l zFv-eFz+=loUcU7$5z}$6d$bCwLy)j779eY(_zq!cMHi}H z&}jovKRzO2+Pa~P(j5dMr?Oo)Q=?Ly#t<4&m`D=Pj&}S*f(m)l4SAqcFeN|qF;WLf+08uX1I>cZ#`7d-JsD=#u@^rGC_2Z*G@}FaI8YJQjCBc7YhO+mWKD z^3f?5Hb68b#`ib=^A$@FwHvBkefPT@Sv-Wb{*6&X3N~e9PCslj~N-XfBtUZ3(k8BAJh`uF-ZeM zOZb6QAj}cu$Xa~P2k5bSS?@G8-}a%FhR3AwT)Jl`YsXE+N_C@IS!n$sD1vB6^Jij# z_*_V=ZyTvTK^#>dAH3oWTO zy2a5`TAG@2!*`1u9dR(_gjY^J@Xa`Ns}l>x3plro{8ZV#AzXGvG&YhLm-&7PI|76qlhuSL34*S%ZiU@(#>U3Pg2cqczd%V%d!bn@@yfKU)SXt{kj+(h zh(T-L_b30H@EFjx?Vy%L4ooK&Mz0vgiz*9YJ*)=!e2cFYyzfzakkhsZ1VH!gKEq@w zFHUsSFuiRcRX?$i<7{!+ILUaVmVx@}T@m+7eE?Evd(nM4;U7LYIeuq@<%b%1qM&R3 z`m6HNQV@(N#@sc63O@)nq}sdpoIn7j%CqNYX_-ZN$Ml|kg`UGl2dk;Kk-+?bzC7`s z$(x=9^(97KAbIG6L|&(4X3CtsEgldd#UM$=ZKbZG6T99DGQR;$1X6|w_;cAx3akR&QP%B%`D~A!fU+6F=<&W%ZV?Snxmlv+)JxN=L z-<_V);$1jQ+K+_?@oPb8{et*xd?S z=*gfMDbCJr8KAcbnV! z%^#^d>FLG$6tu3z2_7GBquRrwrO1egdRTfIYrDd$7GRXOO&ZY2qM>Ah5sm zTZpB?j(kYlBWjDI9v^(k{X!e`kfCM{w}8O!0j1w+uToJa2@yl^4lHG5m=J^|W_s)I zvg_vQBhUGG&Wg$@3yPXDcwvR1kD_Kf<7IR$PWA_lHXW$-*GKRmk(xhT8`(r2t`0d; ze?1D8eU)DkRk_yjlQ_XEdX#(kr4!oQb4+FRrnC1R*0C0eZ->;CRpg{0j@u#8{*S|s zjO9h%ME$L#q&{whY#)|)BN+JR#)j8XFX#=OFziL6>mZnY)%zifLvzpjGd1`FLU&IPvJ3O}aSwO>iA02qch03Y;1u6 zSHL;Jtvk?}CwjElWAX;0oZu$Ar4@rsa8qyO{zzxtbZt30-HVC)+)Tys{@}nOiUP2q z8u#pn(6K1Dxx{__F_*_`Yrl}}dXzyzyIKbBk80|6rrd-F|F4_vAGw%h z&h$26kuBWQtMMqM`RwnLpnu#BYM)ge>weblXHB_@weFi{_5IMbL}z|6N4$Gr>{iJA zT7=w>4>3*FglDj>y#eaLyO)VcBp;$2g~?|#~$?mhn&iK=ureK>u_KaL={7Wr&ocGPZV_sBZ&5y0h{*zyC>UX%Lm8GyxAu1vlTZ)AN&IPYQC3dr-w? z5jJ#~aM6 z6=(NpPd0FY6t>;QXJm}^1UaS9(-z_$u42&myk$5Qtb!J!XnLjzd^%TQ=DX``A5voD zjLE)&c?^!olK#Gb!7-fqRo9Y4Xw{Of`bN2}80bl%r-S6=eyl)#xm{H4h(i%Xuk z#X-b`aO=VAZtP3oJ$L2to9{Oj6E2;pDBa`r_#627rb z`L>y`ovpWBo%vbk%9J`mF394Ohww zo&dcu!n`nAf$w>I65@@sXvk_!x8DFQ)_Veg^h)77&+1pCh>ZbrIjhh|s&g#}iME?LzVo3!J0FDQOBB72?y!j9lAzdNx-v z%kC02b=C3Gmg-ovT{OpTFfO;9`kAowZQojGZ~g5?`$-pC4+WgNk<*_1xdoQ)=^5kJ zLocXXuY+Qg=A`^&-JXvU{7d@x&eMk8R-_Ni*by>YWnf~0`h=$7?q9lvFVM9^=Z+}q zfLU6HkHdJ~pxvhzkD|3+M<9w2v+$++F8wjETk&y6*%~=P_n*A|21QU?n3zamS6#Sy zCT$srsG|dn{AK45I>DeDTvDz^HVbb84?TxU+}0<*ZJzex8(RZ81g7WHj8P@^Io?e2 zK2o;>)e0iH>Q04I-O|z$BpPGS>#pdhYsg^R+SrT~nn;5#S|D}Q@G>EDP)B=_PF_!j za`baq8q8q59{YgjY7Ntb>U5j6sh^#Ng$kwzCQs?wQ)cyp0Ovg46{&oEVHlR#j6BH-_xetfWKxEuSEH7c(uT$JN5#bG~U^?X(60e-*e-j+$F zY|VXckisi zNE(o&Cv5)a21zN%qEFQ=DTx*DJ|jU1nV@zVBpSf<&Odwa&OGPXA)FCccn2r9pa4=n z_2||xJVQuRpxZ+@T@q@m^2_t-Z$-Cz)r!s9E`>9!rIoVklw=-sfU{zFGs?vbjVT!D zSO*;p-NjDObbw?L?fl8}%aE3a#)6r7OBf6p6S0fF8A*l`7kKRi?H3Ou(bZ`tMoXX% z*N*!=p$KWzeJ)A2MKt>CFFMx>y+DVSA&Jlo_Git*(^2fH(yfCmKCaDyQNBo+O#>|` zRGaPZZ#if^#}pV^P-)*Yl0YO58hw9xo&uzp!n)grmfc8GKZ2YJ2`L$_p3%lXvrHBl ztE62+pEtKd>%Pi;A-c`nROXhol&?3QjaG7hv#=Yh)*j_?;@}4l`3fdM^bv5qx^M+e z?PGa)V&^3}^b?OG_s?vRJk>x}Y*wK*=qv}96LETubJiBdBfl(fnL8X>-Y_|m&$Z$2 zj@X=E@+37yJm2!pruhCmv-#epG!f$Y>a^H?*v#tNRumZpU5#q2@QY<3Tvq)=rfWNN zdt-_XXZU48a5OKZRIMhhNN?1{-7lsY@f-mDS)6UIk~Aq=_f}B5s+@5cO8xr*l!mdZNGwF(`=|*T7Wv-gT#OW#o&!2*74O# ztQQ>Am6b!FXJ4NL*mpU)EASYHo6=q{LEhN!ls&5ciklnp;IHug8eoGl%H(TO z1Kes=d>WDX@bIbQezW3dze{B0CfR(HT9|Kf7TrF8HulQtvX%^hT*MlTY!BP>t6U2F zD)aN%6?96~A4X?Kw?+g;A!i&a=~=9YDmUjk?5wOl^fN5WVRl1=cOH+wzARM?Mh0dY z7~ax2qvBxtY7>WEldzCA{d$A4M`bMzVbwUvDP5rS-DYaDO$4-rEX|gkhpBJ_=NuB(&W<(=cUrOU<%qrOaIUndh_haEbo%%?HU0L9!3hW&CUq5ED~cq^iz9wnihGxJspm-^BEdb67sFh zm%n4=;o%`K|1Rpzs4zbi-kqVF9879xXef~Q7t9&T4Cezr3ynrkvr2Ii&s2k8un1}E z;G(1yTsMJx_hy1TyB4U3t?7r59?euujD@tv&WX&+B0_wgv%SN7# z$5D`s?AOrM&GAeltb=Rbwb^+`%Ax6R46R*=-0ze$GzIwbj*goUUVCwxo0?Q?+Mpxw zE`KR_S+JA`0<|kC+p4c%CfI1kz7tcMGYn_yrgzf)T=vqlpn_^?uu!6qo1fnuJXUR) zfwR{StCi4eXbiSY0NC^)g5l-m$iQZ^-}36c(xKNB;#jAbabJwk0ae6;&irJx-Xw$9~d1fB5{u^KWg7{I9{3) zy&}Z>sK+7IQm0|?2?zQ6S_$2+zay&GRsd8lMnxpwA5d2EI!y4X9L*K~)*bfJP;)zu zx*`e?AhzBQBp$!c-C5#~p4Oq2;n)`z*v%CbZlw@~RT-g<&8K1hpR9R@?X> znY>s&o2pTwoaGM+uG17v(L*!i+m1}JD<36v&!JUz6CzoR++p-8NgfLahw^^HJ}x@* z!Ut@&44C_3TdL!&gF7OcfYP1_8@0t`3F-=@8<1JPzgGUT3RNd#W|kh-EHmnFyG*HM?GS zSB%q9H-)Z?kjd{_H)Ce0ivi*vd)DDy|1@A({uq6-I}?r+(yu*Q%Hqn+xp>nlY6vm0 zD819W3KiN2!A9@TrbnC7qT}W50m*S2`BfG*;!pzgbPjK?+d1Wtu3;H19=f;YdmA3N zZuD@}xImqky8VpX6BzZZ{ow-WuX0>7b91*i8kI!S;$9kpmSvZ4H!4_9Y+J5o6!w8l zyXa?AB7&6;x~cLE43YmIP2b^9b^rcRHQh+?R7EAh~1J15-RP?yB_k#;he?eVsJ1 z3n);Wf&id)hWG2`G!tW&Qs~YqTpQ(+YIr;E)Z5xFy=c>?SO9g~B9k#FQ$J!gY+zA|J3lYpV6{DvJL*e0{T)Wm zmI1RKL!v(j(=; zUz`gJ&V!goTws!NuLw=4CNb6W%e*V`$HX^~jCtuqb-v!NPG!5lETmX$HIn;!!?E(( zikNPm)@cN)`iZh~)MIya6%?quEigd7_OcSHR3Gy>F4d&O#MPAq-lM|TopeoF7vl@K zF|L-O-BO3S9x0{PLwj$l{rZHKRqm7z%C~sqlRq-2VF3;TiFk|HX+1 zm2M(E1kIQ78XsgN_9}jB9dITpX?@M59ILF9$Y7=@fIaub?WTIGQZhgB$F#nF*48Y} zFwuK+)y>;dqy_eWM;2DSFE7~pV8~OXnnyj?N>8oVTppZSBl}lq8jY@a-+WDk zeZC`(TRUG5iku;ZOx@F{K zCHWouC7+O_#4BQ6%IzCU)I9IW$WxN=-_yH1eT3iNe-ZL-OV7&T8?A;f|JKB&ln=o~ zvVjT)^}@Gq{Wr%PRTJN_LtccZmt)ggl+6SNT~JWn`J89wR^|^*%IQZ$r6)0YCQQS= zlag$-vv%_f618rn?1Ir(t8u6_dyRe3pdaL{5)uzw)wT&t>0AamxJYoT7L_yAfe~au zqj{HYf)%FN3A~-vr1n<-eCF?LF*8|xm-$oQtI%R*9#ii1KuB-fXk8=s6>BFM6@>xz zCQF@6v1~%Q4d%A*^`<%JV@xE2Hg$I}ovhPy*F8Fsi zD&EjP=$}h5Kict6iPr`Pt%oq~r-xhQz7=-LF+HAQu8R+zAclul18ANzxMQaM=jIvm z#BSFq`_@Tw&P`CHy?Yn1w=|>nwzQZ+Qefpo{_iU(p*9ssHg>0eL`M@Eq}r zu^?u|Xk*r{^oiw$bhlUAqZbJ3;V-rm5neQFfr0<*(tZR+2fTL?%5^YjY+?4*n_Iix zk&X)D>@4~EV9)xAk-iLj(**%P?*{(h$6Po)|#_=iaotefSJ8XGA{gU5f z_G@cH+Fn6l_!19grY0Cogxahr$;XSWQ$~**>%_aCn-CSo^4rA|v&*P@T1+Vi3q}Xl zm{L#a*&aPR;UZ@$2~F4s&`VXrDrgQKIu(*42q zPoC6+U|RCEiPJ6>*F1$=Dp;?@pZ8k{VB2!XNEIBJJ}GhEkBr0qRM;}UMP$|(YvCl4 zuh-sm(YT>On^)J`_J`k%kB!>T9&Py#85UMpnCt#pnZ=}yTOS>?@W`Itk=#2D`I9eA zvMBQaF+3RT>oz_kcTn2qG11meWtb_gmP{vYwNv3q^nvvH6&c>T$m{n!YL5Jt)8tLq zTe2$~OLLk-M^_P!el$R@h05?=XNs6F8Pef!@>QLZ?-f9Y_v5xq5 zTcJ?!Cr@OB0<`x91qH|j|M&0z6#vU6PN{p1mX@;>bqWIUL^GL}V6IYRLiM`ry?pGS`>@?9B!sH&r{w*aB3x;%8 zFZ4d)-zqNB!DuUWpY+1 zXhw^#%G(_%KdCBmrImT9!UqcM9{BHn;L74t4QDQ!8JFlpA2oA}8@@QsuIw0?Z{$ZC za(ld1$ZWc`{l>=RZoLj%oYdQf#Y4z(*gX+bT*>0togj1j(f4lq;TvmwfB44c%LE5u zSDO&2R~X637_=(8EWQ(H84HZ~A*cMZAQzo#|B*6HDTE(M?_P;j3P$Gye`fO9NNXG> z=9&K*OxS3wNK{7Vb2#njeoJ-(T}Y&S{!MpE*b}-tM6+kRZmnL}{!wT83P&p|cvJw&X2Pl&<6X7TnJeMYu2R$Ohg-yhbb zLN9t_^Y4YQ6O)xM+G;*-JENMndTk#+_77d0;X5RoUMoLM-?}=;tb@O)LMr&z6k*S# z9WqqDezM+56B?iz;YI!+9PkU3zG)De%>Gz_LOfpR{_Wehr407UW44fZ9y;+ixt$9K z`}?ir6}SmcWWLwtLD3~n>=+@m1a zY9i)fVfn51!_BSfmJQOA)v^>uV!{Qcz3Bvx07+!mrg;1clz|b1tRt=YzfCUff|7i# zO1>_bNTuWXH2;v*?uS5oW8-fJ9AGv=YHg_;_Q6H{ak(JXu>_jM0th_>SnA*oJLu1&Ir+op7shP-Q4wY~`)J zAjMz@R}eBFXX&TMt8wb!?ye03ch#Z|H}SGJvSp?8gWQQfLNErUt`bdbcjil_i&^_e z$=WGRnQIzw;9zz&Pg9%(w_b>M$HsIX${O8c9@Y}oO^aDgvwM6ifs&cHo5$1O6wB#U zJ!yUNBfQo&r*vcb%Hz35wGU4O{#9GHie}v@CrnYs8yw-(4t-{eTjP#5)4VlYq@+$8 z>8zs>C2-B42uVvx2p+Ps3A z@V;0*(^+*I?h>b_3u4J_P&d8dtt>wZKK*gQGOLhDUNMz$4&gPTa{sxbg`xtD%O z055LL^`ZkRg6Qn3s^B<|;?!WxST_7KNy?g#nXv8vmW0q8I_#pIbwGvz`q(d|mUFY{ zdeq*iwbrXzxPKIqiwX-1_kDvPN>QzD33FnWb|V0Gg3 zQxgTcOUzo;B)hZ~*Jhqgvg@ML`FuW#xvWs3ujC?jdtSo!ai>Xo5cW%%a~b>ESj9eW zi_oWhS(AQiRE1DCqSrQWXu?Z&TTYlm)pz%U2nSn;kn00@waUo;d}+j&tPw6QHRa4P zBQ;ydt6SyKEjLe(aK37roNMd(!N#XUzKqhif<@12Wzv=D!8}5K0wZ$4naH>A0_yO; zom7^#;ytLdT;_;D~cvNj43G2#?-3of3F2A@eX$A z13VZsh!Skr-yzA%-uQx}zKy!0k1kz^Txte}Tm?xG{_J}xc+?Q0Yi-;CF*MYrxrZpd|q(Ukt)%w5YmX^K*%NT^vOx> z)h+Kv#%BN8)Y8)ZywHd~C|a%J7uJ?`$BGu_#6NJ;{#?r~Zq%^ZuB0~44mj+;ysc{=!*C_|n6rcUktJq&HE!1N@Js~Bp{kB7`Su8Y7am9 z1^-D9pM;y<%<05?H$ZcX@b&oV6A?Z;4}u5u2jAxn(R*Izc=0$K!iEBtVz6vy%gX|Z ztAN@sdf~SZwuwgAe0PMe;5que(ZaPWSH5a$0_{I0{rT3p^YWJu&uUXyI$l}z`}frn z@89hHLFLLbGNbo?AiMLMp%+%xNfzo(r+Oop#wMmeN8gkF4a756r!Mmp@A+kNJ1~^F z4vtclTMYuXSBhT(jVpF|J>s#$RNJ(4zade*l!1-ShpP_?<-IhkG<$+W9_d3gS?C<;*+x zc5yI!YB@fb!@i?g=@w-A`u;lC)-2vIBQvK)#tv0CvQpM2Zv)GQ3)&Y{5*V~ewR6ZU zDsK-pY-X z?A?yNGrI>JAmQ%;7+UtBI-5x?w()9Wg4**UH9NpeFJ2FJGkJXFdaLhUpM z_SkzGu2>BIVhd)Xd(*u}Z(x9S+gEyPXV-7~YJ&h%TwOnJaR0f%9ciP1MQkIpp9h)Y zvD@qbF3(4yOYC$%3^l&9W+!ZTYoE!l6JlBlG&Nx=LshK6?7Goh@4rL63S->?4^JDy=xe(JzhQ+!5u{rdN{ zIikx97EY#mP4V}vuQjWLc=3NZckZ0Cm_C@!fStqjt8!`KYJ*y|q(l_V6l@gS6hFZt z6kMXr&CG^5_b1H2sbu~mup-k7i@~P3gDN9E{r1cJ8OO+U(VA@n#H7~nDboYbz2~FF zT-LD+jNGlp>g4$H>NR!zC|(uQ&}5Xh84}@Il$PR=HhMHG6diLVO|_1y>M9#C?up_8 zYi9P#3&utE>y&4GZJXl6$g#PTEOZpscrL=H(Rf5Q-2JNEU%%_kX&qD3+y6X~U`E=T z8~Pm2Wa^*Z5j`lV!0HDQAv_o7=OhKC6ucNky(ZP&vCXS4dv()rAe)BzLNHw(H{xnH z*UXo9-p{GEYq@AKOPVxLk!s$Xwo@br4_eXkkX>>{=s_JCn z7{e&FTU$$0Q1^02KjzKx$86Okv7>YnZa;LwOG@8ISEBl@${pR=on>U+&-29C8RrbG zAanjQp|Mrb5bz}1Fgj}|TH(ADfxH;5L+1JJ*A3|#Fe}~uM=7}!6uiM%0sj7qsa$jn z^f`+-b_Fe4z`jkdYR(;EaLa>A==N61esTs2@{KYoMs0BYqNKd_QqLiBls^7VXINMm z&0`Co^9gSVtS^VirNz?9C`|w`P$*u`lZju7k+7<;uXDbnJXWEI8dyStUWti5xAG$%Y^p| z&iNgFo;|sw!QN=;NX2imAib6IDyOf5u`q9P*D#aUDZnp)j9feA!JU*Jt9gIzRej#Y zr-!tcKPvx&U(<97nrHtRNjV_Wx5ImGAB~vh{hJa~A~;pYiab>HLc~?;wf>UiN_nUv zH9m{2*;=DwM?Nqj@j~ngdnl*l72{52c6)CTx9!zM$5;=w#}#d!o!1UL>svc=DM=62 zWIB|2`AAC9gwLUx@GM5#*JA2|V)44~`$J6xm4g$+vguCf_hkv6g2PS2j=z=C?QM~zJK5R)mQqw!7NQvh zBLq0IY$MwV!bkyaR*Z?^A8{di8Tgyy9)MQnUIg+QB0Cpg2(5m^`VK5IHd29&zef! z;h%zn&4tDazOidStaU`%s$ZPqBj3G}TDzW^X01h&^P^q|A3R77g}xgWyh;_2JxMDr z!sSm0+8362i`;jMtz_Y+3cUEsr@P{jRQayaYod-Nck7mbtYg;WDciHoSO{_7Pc1B& zKhjiisP@2NZ3w*;9P|3kq9?_(0CW7*@TZJ7zC*Iix@o>iHe<8VtJqt^?$ zFQZsiFvvbDTx~y)GX1E#s#1o0)4}$Zh%_Qfi%HtzXpbxHoZ~^*tDu2?j;?`Co!a9A zf3ldll|Pi>=+FngWMu^Q^~!A6*FK-ppGQm~dG6iXOhY9{MX4rSDe$TN64Z8We_4b1 zPYNCKunV)ntFV;OZaA#x^nf{uJ&%l0%0G_QqBTc10FTvAQQ0LWSs(jGh(%0VjMvo2 zhXv{3@kK|jZBqHi9t)n#xxPzep6N3iBl?^5eC)|bo45Ig^!^0)Qv2{qdNgKVD$u`Y z+hM>V`t^Tz9ejI2J=D6x>@4a_4Sp>__O!+^)K!+iUJfwBh(6%Li&sdNt&Ncmoy8j7 z-!62O_&{>i%i9}ll{%v5=jLAKegnRgUij}^yQWIEgj7V##o2Mt(VCq*n za|#M-M25$K)dipu{Y#AqYi1HEScjHSdXBSoI2dib1+!XO3S@A*MDFy)2A})zTrg5b zM8Ot0-59jy76D}Dv%0bT+|h>PiCo)uSYBU4R+g8OMKD^Lu+-lv;+e|d5+NE!sh7_V zaQ@w6H|Oi>%B!6Zd2GX_9=L{S4J{XtlxzXdH$IQ$gFC`5PG2n** z6YSNoN2Q;^d{StG|OZWed1oH zx(%@%3d+$a$_LZ6$DbywtzbCgM055@O)(y1WMX|PM>tdptLyCP{z=OU#(Tjz?_jEB zMPBu|JwIk~a*BW2JZU3%v2P|THXh!+Rv-EoB?N1)>@y~=~_+A;w{k{iu(pe_a1j`&MW_@LlmB?X0- zV2)gdt`&a(w0WqC3gY;ZM%qyee&fuucFD zpvr#=)%OWrWyq!;Ui+(6a>%H#6xg$QvqA2P6XLRcSiY0J(ZVf`)6!bJcv(I1WQnub zNKOb)R^}%6($mv>IBlht878~LH=M^8fpQ16Wr+^((>YpEF=lfRBqW-9JRjk&0={1i z%+JKv4A&*#;!p{~!v^)Jtt%@lgNF3|Xqnj#xVFTj2h&J8TvuPBtU#W45m8zsY#zO+7m?D>A|!U z9o;|Ob-fY!D=5!5NAAyuQZ9UUC$Imozq`&|_qv%Q?oH#V={hs-b({UCz7u098+sv$^y|}LU9g@mU`Ef?qv74No9Uac|`l(>X@rw7f4%C={ZV$>ByKC7( zEzmH!;dq!?F8ENSvAOx9gY78IDTMQggXjosC8Dxs622%@C|;`jWdvDg&m7Ib1R2IP za-no{tOf5t+U;M7)3+Hd`7wBO2wpEvr99A^tFS8|5M#6;jF{x@8ce+T&*!^7o`b)% zclLIQhFODK>f=6KW}dma#_-(0PMwrmhJWfm+E{|8=og|#RcI~H zcXsn%>6*d=i@}FEswkuH`^Ul7eZENwtfc~$TcipnwToX5f)`{9Ugl;^KZ!f?!#>pr z6h;uQjAk?p{M2Xhck#hZ;yk(P4o`?5ovRPpftvT3$NHFPXTfbX><$+DO=GkXT$j>} zkubjM@+#g+pMt8{eB#PD1|tox&X^Pyj(MK#zkIE2V9S^M&h91*G{^EM-d3`m7Z$uu z8qrr@UoX6&;n`857`xYG$MhX!T`;*&*bt()Wq*XnLQaSCNh^<_VE=UAIR|ABQ$(hZ zi=_PMsNHxp_7vz(;3ckt!N4HB(t!y=>DVJ#5s38=ppM(q7#`1XzeNPW^eLjxl5!fI zuAmxmo$S6}ajmkSt2zSN1n>97Z%Mc0o!8p(afs0$y{0TpL*Wg?0$+GbtoV)qD0qD$ zv9wNb^yzCToIscYDO7#UEqT&PjYnff?{G3w(B-oNkOlemt^vgCuA#IeY`&+i0czg9 z<6XK_VayX5B+?Cp>JO4_zq69`>!f(^#id6@)$RS#ds7jFLiwVF3p(k)_QBY;Q}#Yc zr(hpIG=Nhnu%CN>t!-dXC^Oqi=uXNkd*I>tkS-)3P}C_tz$BQ5>~8u^zvFQXfvHgm z3Ea@X@$lTd`D?`SuiY~p9WGQjsOA<@d<~8hZy3%S3p(xNG6N1Wj}D(PP*i8LHDHZvOG({pW7bQt6$}6+V6>2!z}WLLkI4AI!)I~y~=|G z_@Kk3;HqR^$Nwg!3EbnFv3C5YC$jGJ z#HYIB`UWFYW(jTse$AqwHn6fgI^URb)<0+WFD-@(J3zApu6HWgRu&eYnT<5*z9&5? z`z&o=KZ0qZqo#hH|77fW`|(VuoGCmNIW1XPS>jT@9>7G35M2N?ZnO(XRYitZ!R^e( zsgvm4L+|*ariCV~%n_Jz&UYno&!6A#!XECe^;=C8M#3iBmneMIPOb7fT}^7gkryS7 zKZrjJp(fvrU{i{hM#09NUyg&+9$l5Q3oP%`d(eZu7{Cv{I{QvZ&YPRp`3tw(zlQa zHxTPTd{b20=iRzOkApUlNB)=V8AF*UEj2IsK$Cc0h1-?-{zP|SU|GX_>o|7Afa6Tpv1@$%hr>8i-j(vVTnO6M~TH*~A2 zE5)^ItW280)zZ10q@JRXde2N zWq)E;4e{>TN4uBFZIA{_dU@N$L`fC1I>Drch^nXSNW1%!V6#gt$7izp1QpeA{ham9 z5whf*qWA|R6EOOM&jpWGm=>duc2&+@-@OKsj%a8g7B4&wP2YM+&Q58J=*oOd9Jcwn z%lMtxn&{SX{yU6e<(s5fgni9_@KQZ^L24K3vY|YF%OUS0crud z;ejE@)G<(4s{fZTY3emGSp<^u3q&O;+>XCa>JN-&VGqPk8%9hPcA$>G!Oud|M|@nMAa13>WgbMM5CnF3I&qqkgVJ zxwNMtLi};QKuQD5tF5*5si8R(7AswrDZVF_s~gN6d?r7&K=4@Et*&x5xt?yA*lMC- zH~IZ@&C>CIUt0#ebxJY{PO#DbrTY9nYpW=i)7oTJ*Vh0bbB86U)KrY&&&moqgLRW* zcLmD_%#4!LN9&jVaUL$s_pv^#J43|9R~avd8tRv=HLfR*vt>ZZTtjirLd|w%VybR4 z-}qOOc+na=V!?hb8~gi01E`rkF-mSJbhhkoM2S`q0G3c@hh|kcZ?~moU^`!>y(Ewq z5*E+GNhSHr7h6*)xyt?N#dVIEW;K@Ih(wJcUPhA^m(Z&6cJwO@jkY)LnEd^DzqJ3A zXR+MlC6*d6RyxSJ9xAtg`PbI?8)G|=`aMrk`!Tel+ewKOfM5~xikHxP;PGxwXjzB= z%7?JMhT5NCBAD#?xZm~Me{~t*xpPNHaNZcL9v3Y^kKFO0Dm9fwSh#Gdd)_J*5;k<3 zq`@CN!WRV;!n|jmb0ce!>@V?b*e>x`e3zs^=y+C1&qJ}-nnEM`?w38pV`!8epZNqT z5~P4m^J;&j=Eb_!{zN>6^*gH>R~+S$88Kb>+w z@b$PSCA!wNBiyoRUhlg|k4o3-x=)dcI zE!$w)elL_UMf3rB@T}p@XyPIeY4~nkvL_y|dJ`DDSR^p$G;kvVK+B&{y#(W~*}AzS zr$exW=j@WMh@PQ)Kn9T1aoHTzOq)S(w{v{qwi6xCq5^=ALoGChL0wD7EZ^c#H-U}g zqm{SE4l69uOV^FdPMI#p<0c#Y@5F)RB7wLcJ=#F$C{09w#i-AYXcmRCe9e~>}lnq-aQ_#jXW* zCwo6n*51~HWRM)4=Jdz*_=K@{>&5Ilx9czP>D|3whrHPkwSLug(CtJ1Ku<>;`4dG~ zsv>Ni+{)PyOIclA9R|0ve&)&Ua&v5?L=CGW z#caf^92~`^$b?AqZe26}aZ!H$UUyrqeFstyQ?{Qw?bD>MbU9Yqx2|pAje`e#*I5MrQqT`IgP^84765BMb@E&zR6eP> zP1_Lhtao=gM)ikbWWPU5^Jj0#9JAf=DY0zQqpNirmgPfR#)anm*Wuhe>u^FXqZ7H7 ze@OVKJJvr)TD23Jt)4NgJP19YrbE?o+1(sX^t%3>Q95^RZkCGZ0GB17Xh_aXa`=*N zS-N*whok#B+G`!!qmdu4ksGd0>;o%Pt4QwA@xDe(8Zk;pJX&8b;Q|xK%oUzwvk5{A zC14NUMLODH@3xfZCB(Qg`!agZy4}1br=$o^hRyB=LMr*Tf#)QMuKE0lq~y4TO6O1J zDF$X!g!Z53+F$Ycf&DtNF0HIIL~aIr+1aG!l0!&Z)cbo=V}PT_Dg7F{l`f~^2%ZcT z2yTN>Qd`dAu7^8yMf@+m)^8$nGwbN`g2BH3p4pzVP}EUA7&*k;d6}Ad0+|Lc>$oeu z`mE_#vDhN*k~|RXl?mDMmoy?YXd57i~vFvzhvHqJ%w2GfBWh{1^u zvP%HY%%e^M?>`_?jO>Onh!RO`o$*cRoJme+gDqcxY z<;j`>_sDfrZT4WPjOG?j`ut91Fq6YY7%H)41W3CXM&%s1TFieEPg;&SHpN`=j*g*3tH{fTD2NyMlD%Ey&kG}jH2FKlU`-eYv|2kYgr zlPID21p{}C0!-NQH9_pwU%U z4vAlV=8)fnoCj-0B-0Tzq4RIDgy&}J0M^g@(v=`m(D{yUU1zL%)(={D2>3-8p__te zX=x(}Wl+HiY6_a*T@w@a@ga*`U1_Jag@xPlkE~gGAMTKEZn?AkCCCZe_}c%bQv{Lh zDvt9b%2|x4F$`oWX93G@uq`qwL6BN4J-1#!Fl*e!huT(OFZijWY}oIYc?G48Nq z;L4Xe!Ot{e+#wYYLP;L(V@;j}{@ZJH&cX>4v5sZpyL)?IviuT?l#uO4S`o?IM5m9* zCDS3MkI!Ii8Q1ifBU#FcwwaPc)!82(>=|SCmA5%M_CapjI#pV)$yRMkXo$fFDjhG& z$A8J%biWU+$cNGmdT9xj2R;gd9Kzu3viJ;*Ednp7a>cfv|AoFl!4mE)WY7$YfQdgT z35k;#{1TK%&_7l#afy{`FPtLZRsYwsP(kDJH8k&K$~URGrvo?C9LZ>HZl2a@hoRXr zw!GV@%GAd=$JdTn$dO@@7>$kToOe-sxjmGYn9>?S?+2_VFlzATGY;)$aMZGgu8xNLDi9ip0GMzlUt*4oj=pF1=W|Vs1n?k%EHhmQ zkZNn>#s!Di@^TTZ>sj)^OmnD45k=j7Ins;4`z=5zU3N7oBktu29?5{HAsE(bYAT*O zJS07VMQ2;8oDR|u#Zz9r+Hublr0;pu8PH|6zV4fzD7P75k(N`wK|nxY;urM2E$muk zgryLdLY=l0T~p(2jOoNovlu}y1rRNKVt*N3ktZT17Gb`gD$a827V^`#ChZuvqm4e! zU;-P}vEYad4U^B}+Y;=}l@j+M?26iREmPhTSo|g-L9|<$EdBHxt4L7XTnf8ZOUcOC zc~((XPuYW!^t;l1a#D*$Tb|gnhvM&guB7=^JJr^7)%Ffpt27|sEYr|!EcbQ}l2HAx39C^Uy`W-;onN*YB4M({4XLH}0qu}!IFZ=QR3X8+G| z5vm=%c|fA$qL)Kb-Y6gR&u;uK?Wt;;;r+-dvf;0~Lznwoob}_DX{Aa?EXAO@opqDt zhRtZc0TCh9Ne$&C|jFO6#u!KTFU z8v7A6Q{TSjezEc7DZdE`8eyM4{atbfu_!Q}Qq2>n^`UhE>NsesLg+2PEDB$n$L#czZ;J~R#W39mJcW?zCf53WFGV5qiq7~TvoJpt#IZ#OnJ3RoRRgfduJSp%138&Q^M$6g8(vyX)dUx+wqLxJU)+LC9L9-%D)^~QN( z;$VtCM=c@AJE_>r59d3(FOiaZ&BvKPZ?=bk66!FDp?hRXPHE*oN~eu!Oka!zH)Uvm zsMG$W(ZcN#JJJ{76Nm zG-})5YwF9Q);%?`Nq@07JAv2xUiB^VO7F7s6Z>h9(DLiF8q4QgKI>^e8{cC1Te!U- z{nRbpaHDP~ZN6Eq(Wb+|Jl`2=bsDLKgjIUpB@bh!UVdKNDunD;z23Sl$6j5}ptCh!>rn^_dj#M)8KC!^i zm9Bn|Nq_qFToTL0;E32j^N}d86bKVqcguM*5<^K@8o_^Nj`838_X-+I@Bp1tt-if# zmr}UD19Z5T$&cggQ&KTe&7TTgp1Wg<=f69h)Axla#uA-$J}oRAGp?8nGs# zr*f-otKyFK%#RZDC8;43toH@A{1^5>v_*6AartOR*6cA!Ndmt^@$!|1tzGF_E8RJ2 z?daQQJg!;OB6*`o09Jz28wQr66z2uZgf>4L2K{B@q(iX#_L!@ls6#uX zE)?!f@$m6=BOmTBnbaVM3x8?87RFYLFi;0)0f<+;^pZ)!t+28|3O`AhXKUUZLQ5S6 zDMP(pt&#sjF36#-ujj0ZOW6)cEEP_C@%$*?3~hPyYZ$MIa!Eus5i$80we3|r95mSF z45y) z_-kGc>yJsy+rlU!{UT_x5OZ*#E+?dvl_bQ7{5s!bKz8~vs}!~4CA7zJxQpRq8R+xrjX~<h>px_DaboCMH^26>$Y| z_Z?E5h@`o=vh(v*w;6EkaASi_W}$nryTkMs9$g^@dXww1!YZz#0YePE^1#Y~nm>O_ zkNCoc5mT3d>!bjYcGA#%c>g|DyaMJ;Mt3cCYjjr^p&6WJv@fep zgPe{Y$BjU4ol=rI%hdii(c!TrbL4M1FBmqq__yV#X$LvYZLm@}mByaGJ_zhe)3g>D zt}$63AcOAGbc=sgkd@ugyL;OMIXd|b*Z1y?fK|zAsaxiSt0oc*c@aF4NkZ;K;pcnm zTvit;s7B{-YHsXuE^B|IafSpv&p>(t?6djSekfy7b&!;5-)?GnWUy=A!_bau0s=K^ zIxN!kSM{AQNC_{|Pj*=LL!|^JxZMkx3K<#+X=vg#na4US2hA9?I_Mz3W78 z^hE}pFZRmEZ{)4}g$W`xHlZ(3OO|l&Umq45(*so=wbNMl-$iD334Y{~%|6s2&KevquzVPhE9D;f;r3_(sddJf56%{X zmndX)P=e#0jT`<*-X}vd*YMP<+ztH{G4WlA=F8dolCGh?8(%K=$ zn?JcJmf}{6$<{H*3J6^uDqqNd;yjirAJZCk)^LZ!4V~^}H}T)ftbi?1Vd)*tPU7Yh zZMDCV1qUhNWU^wpUz3`+EOwFo)Wmr^NHs@OjwN|(NPR&6I|Y{FY0+@kyx{gS=9RMI zbxyT9nu+1fvfm$c!CuCt(?h-2z?+8j9?IQzsWeBfT3Bx2^l;bu8WV%Sov8KVNC1bP zP`?iRWxv&s2GDH;-2r|@hE3+GpEzD&=(1p1)ydSwf*@mk@hvqZqGV=eB_S^Ej9#H4 zum)bSGMa$C@|HLhd43EHtp&Jek?)?jzP9#|m$`*D!yer_yDi;O>LYP7A75WzHt`mq zaEQ8Z*4Ea_-fG&U{P`?Jp4S9^%@%~J!SS)AS^(76%p6_k5)-SWJCC&fQ)1i3L_Z}G zYMg+%*;A&>_d*@z^+@JHh+1!0Ub8Vgjq|EwC6-Q8PHT9x~VT$91u*Pb%z z%pEHaYJljL(_$CB@elDO8O8lyJnncnzx*>9PH^J7yX@cz<5nh-XB>R`C(}Tp8Pj<7 z-M(NhS}CQRE5LF2JuS*pmP4(x=I4f^^8@B_SnzxI-Cppeh)$SuJhF;ovUeBiHaohc0 zMhj@K0EVV0*EAuy;pJBI%<hB`CRQXJ@C-ww2^M zG2&nP0|1JsxVTEQ)(Bu!z*O<=xfKHxEi*G@{ej*0`CSE<2tV+4ANKLiDst?7xtBAh zDq}te0t7QNINsjCbpbBRB{gLjz%~gI^O}IairwXmPY$)D)28E)H)~ zv;Q$l__ipHz57nHcmg=>z>J2}B-hFMf3+wJ)ZF3Njq=Wf2KtNV5PXgs{-MBG1 z;kgklO$TUyi9AUpFe@zX|Bv6!IlFMZ2xr{t}5_mH%X(Z+eARiq? zl*|by-e;SygV~fu$}wgP=CnvAg6T!FqlMjFj zP%3b{^FLDZK60VE3~5yeA?)7X<=UH^LA&4A-!kFwn9gKcQY4dCR$J*kNxDu{e^1XO zD265(EG`02lt8TnXwti1Jv*pc0DHDs56j4u`U9_qJ0yP+lrI=kns_Amf2{`XekY=5 zPnolePV2isg1f?~xYQ&D|9I+4`x4dK>3c;U{o7kD1Wo7Dbi^89B=7+ zu@#)OE51>2`wq1jE``y;v+B?<_xg_hW_j4|GM_h4RxbA5Y>V9ZAU`i97b9AqOB{)m zz@EqlLY@G;#^KPKCrJe83h{lX6;ZB>k!jwiue2WGb&`c$ec5dv+?VZNuYzH?>P@fb zv%hds9-wAT!135_bwqTyJ27cT5?Qq=uMOdNcdIAO3((o_(>9U+R(*y4B_>a?cxr6= zo$MNW{{Vr*;@Xhwp|vcCvm-&Khzrx=O zD(baq{Cn_=k+bL}j!tvC#~O!qi>fsR3$g{=h+_^QgX2 zKvuxSAn|-k3JcUxL(gMAN)}?yf}^||J*J4Y-&!4-8{#FKx@F{@g29r^Bn&*4#L1)c4 zGH8HFq$m#b9`pjYpL?4EZTX9I9Ib%cY@3VPNEvHA!NniH$B3yRxOm9=ulWnl)cZM- zWK6`34@raIT1#tI?Lhyu1Whg%&Bwr>2Ovh6N@H=~L~~R%C#KH`v)7$9bYWjN+zm?6O{@kkQTSH{2 z0JG|3Ki*sr#58;+$~)`F8!ra0_Z9<(UI*F1Sm&yEFkYs5`f9m||5i($UbV6@3EFzT z+;sZvKdJW_X843~gVRv=YL7h5=x7Yw4!)q9 z(WTW*#kcAj1#hS7fIt9U)<8qSB<@&)&o%CbJaHodVD6J~;@N@wwiv(Y3N#XDc0{f7g$Kt_!(`R3*-Um=3a0}{)23I`~&uwi@IL6hNhYAciF4?OZ zdas$ha~e`REne!X&}T|^-L@Y&8{BKx)tcl#&pD5QxxJI@xMa2N7)C#lNotL$m4Ix) zCu(excrc)QFmZq9h=WH%8@?>_Rfg0Rk-I`>QG|}SRYHG=`QYtRl96#!Jaqj98~Qij z$%|$3=VkxTtw1gLhwZ&iS5*@$_;g@BV7cXkFrS~iA4qZ1YpC||>A|3MomJ&Kx8coA zki}oqCf(U!?pfgVM3ED8twJNBIY@O6ez}XiSOY`f&Ux==+T8P1pmwuuYa(Av1M2aT zjbP9c?a|T3E^q{R&|}vOQqUgnFEcx7KlqBm=*P6NPM6S`r{l5fCKuVt$J^9?BM=-BF)<>LzU7nw zy(9D+G8Ykg4wnmZa)8#s0dX=FqI>@kO#WtwY)AXky9CoaCwslpFuiKZY;*7lMjJzQ zwaXG{jsVh2$YcuZHZmk;B(CcUalh?YrZlSXK$EkK z_frlC4Fz$0$2z_fW7+gh&!kVt0q3bHs*pqNxx=p(Qyzn@kbBG)rv#DvUyL% z_t;HnPFv=G0R$z4a%tG90Ol_Yg%-UmsX%d;IJ-ap`!SmCPcsLqNBJC0*gs@;Il^Np zQCm~;h8-blsp6yRe+qk~PQ)_6re5X$(e{=BQEuJ)@L+&}AkrcwDgp`!(lDR`Dk&k| z-QBGy(k&pVNQks_gLF$tcS$!x^RChJoO7P%_y79tFCxs`Gxxst-fOLEUF%wPzhCbW z2K2_wvp~@crhd}W+S*PY3@c+k?r<__G(?-9N9uOh4pdwbxh8CMwxT)2|3qp?}M5%z4_j{dW7 zki69Z906Aue!pkp2%2nyXghR)*BxF^E;56%$J_pJ82ss*iGEEc+<~+UUxCTaU|uTj zdt%}hxB1tfgk1~3b&*NwxIjuo#G>`k5Y=G_bzF%t_w0&(J<@`ot?nl?li-?G0%5x4@>^(+d65`@#;`Ohp5B zS{fP?Tb=xp2n>XPHIy=-KN^8}(UNVizR_pY1#sDAVr;ds(RT7be?jE?K(YRC2R$R> zE^HYOu(ezO4gUF~!AH;+7(M&?k5Pd;!vJ~;!h;K%ra7t}CGHR#q4o@)qOA_vm-}b< zIqfV04PF6s+SXw%(3H)1D6~QRpx<1ZEO*P>S4tmGupgK7I`#i_`JcC02-}Z2>O(1U z3A!8v|0cqM8Js>)lZPIR1cZdp@=+wvKPV`H-`x!asUE?-%>~!}-DCr<^YOzMGWf2X zgy!aJ17y%58rWfss--#yC+`{Lpcejz!`7$}b zzqj242|OAPS6kFFlJ>#-zdNJ+b=_iaG&oxcID)I@PWtbbEdTjL__w;x_SSzE|3AN0 zKoiLRcSQWZx|Zqwy(<2Bxdxh;{l7y&`2TfD+rM`n`t|wzn4Z*7bz>zUA%P=hL*K0*fqd~i4Kf#y+mvE?a6JGD zgG0|Y4ViF2(c|rfC1C1ZyP405rqUhyJMOS@QN~TsK7fw~{k6ZY0smC%LUKw}1VTc5 zIE}&)h>6em*wD>n`JXNQ*Nca^K6g2QU=yeZo*W-O6%xXO2C^nk{(Uj@D_6qQviU8i z1T{4^ffcpD1E<98d*H~SN!b52hHyW3DF9HVs0f8eLeP)v2bxa$Un8FqW{Ht85FWG! zF4Wfj*B{aUA^QLQLCISlAK1QzkD`pz;KV@uK$qSApRdvS_X7RrPt`1c9|!;ZGUxxy z0{rdX|86Jr>;IpZ{MPXXAz|Eprc{Bmh%x0MQwX(8RW$Q3>aD?-9VvGySrxDabqsrghg~_KS#Yv zRk3!(!!r3AzRppmbqqcmu+=GCQ^Y}xfSIyT<8yC0B>m@xI77U=yZ~T=x>cyQ1afHv zmY|@Z{|zn{Zf@>-_u7)f(y=k0z>0>aT-+0p{OZ*!h|8uZfYdM>Rrd&QA4nv?C0qq% zURb^&5_kcS=Doq|VDaqPGYgBH+S1xy=!O}Hrnf~$hlWn=6@D_+$CW3o6$ewArCJ6B z@5*XwV^)|iSi5|p0e?WV#zEXJKUP$n18KKB@Ibqv*vZSO=gkXM)zL*8`kQnIpuDnX zyCWG8LlV#cMtFm(+bZ8rnF4?@sK$`B%PM}e$H~qolZlg*(m4xD-EZ=t&95Kqia)y_ z4hhMaJB6DaOg{3**eEY+{)%l(nFu@)6~S+4fhvD3s{OsabLY@DU;xOb#@Q7qyf)&X zAN%?9=f1iZ$gf3aqtW5vNpq{v$`?vGXBt731eCxJ4-fs+mc~?fyIf{l2-y@vZ}tKX z!6JVh4{rlt>hxvtI0=2mNO^SW_2&GLV?&P4CV`}-goMP_8VNS0C6^y-{4aFhX>_l8 z&38lVQFV=t-~m+4_JsWLV-Euycj{6bI^uZh^FFUT;I++=DFrg_VDi6QB$3eXM?0^ zs3!vhLtj3+rVWUS=M$gy_A&{3-x`$}N&B9pKzzNHgYN$Q05C8t(>?+|noO%*Q^jmT zwO);aZzRtBz_8C;QK3%}+(^@Wxms``<<}I@@_YnJR%ugy8FVQoM!ugB^Luc|D}VFw z~)^?B@tamVBAa;4*&oKRI{h_Al$QddWZ6W~V!HBfvy za1t!;9fvEXMZZUg7<{|?JzP3AA|l0fxGo^ZPTbDx7Vm5`iX&MajP-d;%xE56K=qB3 z3V`6hk3qk62#uI;C2uC5&tmgZ27ZjRmFImjnjm3d7akY@H^R4&3!1Sk$UF(-qUPY} zCuFr0ipf-Upt=)0Cu)D|6=7|gM7m=Bb=j0;;%NRot!wD2*Rt^o>SD+#_JZSQY?;^u z$69L*exlyEW;@d|52OC~2BDMaX|5^0x({%z4p-zeyFvZ`;b3LOf<#}^dB28%;FG02 zJGqxH4MU~x8LGw5P7cPpn1{y3nyhAkkV*_H7Lef_5<9<(2b%}CFV?{h*bEp`HNY<7 zUZWcstt$Cb@X;KmwPJQ)mB^mz^hnTp$jvB<#ZvW`H7l?Hyi`x;fv3%1o!|Yuwz`n} zi!4%PY7npU^IU6gbmxbfni|H96Ra4lpga3Znb(d(;c%$xlzHIraM@|&YNleIS3)gD z_3eK?n(6*uQ@;@)d}*gI-b< z4jWq5LYSU4UT@s|1mjL4E6QF4C6*E+k$Gi~G#9C^hx@X1Q5oID!^2M`aZC@7d~N#C z{FBq=D=Ni9#^#RKSNr@j^Pi{7^Jn6!eAF^*?orCWZIG;RA-LPCE__o3N zE8#N^D*g`-A?ZUW7kr1H`-8+NQ?kb6_2g`vS{bvONBg)nDm*E?#$O~?Q-xRGW062n0O7qaoGyfhoj#ECgy_(_B4W8y{Ag|4@VD(3@psH}`XC?z3olh){shOGF3`Iv< z8<_m5y^ZPFoz>AY`{e;mUUqv(VSauZ)X~zyq862sa>rA#77mV7@t8aHqLPv*lB4^L zI}K#!K=H-_@s`qeBs-ya`Z}Q+Cnb4xyJ6{si)d$yJC@3j80n?KHQUsLM z%{M8>gyiKxM+rnrA-ZElI&?hijAm;cS!tb|nVsG7WM9tYxNy(6cbK{;KmVR;X>Yd2 z36Ol#@E14&DfmiZ1xa4oDl8?twl|_J#W6mJ1PI~_b%s|ij z1bz&M`7Vh#luxrj|9Ck1ZG%>NI^Ln+7WskjDxCOBrxk?f*K*$?w+FO?c5qCg8mRpA zCxvIKJT1+zHR8Tij_{eAK>VJP-yVQ!ch@W#B_*SzGd&%x&{+QcED52Z z&#VAQ+vxDdj~$zw^Q5kq4wLq{h<|7M!bQ_Ru0@z6(lDu=_i#B+yTSkBeEt>B8kDf_ zt#@mtGFB>9E9WfkllW_8q@`WFccRv%G-J{GDn_cyt3s+#l9-4Hhm=JJq>n0a84cB{c4SN}=o)bBj%CYwyU;)8mZnS9x+xQc)ZE{kEgH3pQLjjs zwR$toG46iqDwH~j^Jte-+Z6gx`L<^%)AkpwJS)7C z)B#6U@GgT3Z%pIMk7(zlXIGXUzG_XTB@WDIpxI&&t4e4|2Cle?xjq*yZE7Qzw2eVU z^W?MH?Nm@{{=u}s80n`Zpu_D*-*SC^%X2%c-<~)7wrXuX>?RL^d_do#9VZ(0yc{y_ zMHrXbsMEcAw;L*+C@$7R>Hh%Xx|Qlt?iB0H$hIUe#_PRMQ7PAJkM>}? zYq)D=zl(Zs;rCu)9TigjI<}(1c$J3ro4;831GnAe?+K1`A12;mV5r}z392JFc0>>d zmZ45y+v(rBG(LaatC6?HrxM;kqxz~-Voc-R9n@e`g7aC#gO11OKF0qU6F>Q)=~-E~ znnGw`iLr+!J3|LbSU+JwU*ti(J*e$0)4h8cSy}AYd?RCH@7aPAGQFii>9(io=`5eE z_~J#5`{_ybnaF~zM<%|qgHQ+q$$a6$p59)aTYHuH`P9Mj)vh0XvOMkjX%P%sl2F(^TsN%ee?kd}|A7>TjyB#~xSe7?`=-#%Sd_|BP7Gb@cNO(x8E z1GS>ppQSokp0LZg18M}3fnCpNnO5XVkqP>Wt4*54YiAL!A07P*3qkPd>ggSjF)=X6 z%gTP~-(YxaJwQN2l%-xZ*7VSm5du^sZXt9Bd`9(|hvu8sdAgX8b)L7-zeO_FW^JrO zm|g1@{>tvku&9X05xpr`aTk#a32p7^6!DnH{Rkx`C9s*=X6qHhP~ly1pPqqXt0eH8tXyNvKF48?pH#IcMkpWAUix|Wn(ix>L5HUZl3%L z=l+UHD7C`RVfbh z5lKs!tsSAFPxp6XqN52OY^%d@n^*z!aqv2Ueq!ruByt`C_$$jIKKb|dg7{C0o!<7P z%VSyWUh$e2j`ldLrr_&FRl(Vf?+U%9UYjIJHvx+2q-?bQ>e^yDGAg~& z=IgChd-rs zeK_HuXd7>`;xeEjNN&QM>kplT01JjjJaTe#tS!)i$JRF)E&WILj>~L>)7;Mm^QST9 zHx*GnKxEIW@FuX)se$-QPiN)E#9{S!BVeHuKB$Ae^{_Gxe3qd84sSdf5Po#3T3gGz zLqNR@p3ou=HT_TyS}Ns{FuUL8rq#|RI5%HZJBOsV&A-3K4tsp@M8)^I1#hWrNT(qe z-t8u2j;OeJK%!hElRCwb36Ujq4PYp}lfY&^Lk)hI_~xT}>{nT4v?4MSt#3cOX*>%i z4^gpM9MtNrK8pJ|8?bzL!dM0QC0-ZLu!ju;!FLrB>3@%E_)6!|4V3n#AqIimgD)Xe zrjv7Fk-6xtqIX5bV^`M-r?-oXMv6~GK!;%H^CAEXuY)k{E>rQD+9UH+4*l!54MFK{ zk&uAv(^>q*31^Oa|L{!ZqU+-w>L;7TL2K$x3(4KjoYZZ=`4blxZz#(4z7Bwq8NWd- z651_bRr$@$>Dl^)(qFP-s!=!A+u(XtH!rlZ<&U-g!>4j;OHCvACY=MQuPWv#&U{q? z@%^G?q<-LjTMi>F6iuvdS#o#RlRADEJ0~q^exY))?kq0vM>m%@og-VAuJb(O7w4uI zW6&*#Ny5$w+@d+52w7Uu#tAy@C@lH%yYcy->7d>OONLo;-geJT@b<$i$cP6F45EDF z8gMKu-cL$SZWacR3~oN&agH>y)pn*S1k4$1m$rC59^RdgNV;#bakHiQ`49KP+oW+T zK7+&sD>$vm^huAurl*VZ&a9ss_k$)yPRg<`U+VG-xz(;#iL&!%5|~UXN%MExmj`d35d)tE-iU}U>J~3%Dd0NAd`_}G5LK0 zl^C!7Db8KM_hBIw>L%^YCS#SjQ#S~t{hKkULI=N`5zL@GNo=1!yj&Su`nbphe$3ev4#`RyKdWoKI(^p>;@u0aj$lU|3F2}X}1 zl7iEsdZPC&y77Tqp7AP3qG&raWu~P)AW8V@UGQG@9COLd?x7q>t3dROLCrJCE{o>( zH^?>qS$_xPJ~Jd`jK-V8SMIKNfN?GPW;)Y$92l_eqCc9E_DJd#)0r^S8ck;oO6LH>S--4~Kh%&ns2n7JI z2sPa`T|WlL@-=Ryy-eL)L}Vn{;OnB9RaMiy#q?~P6wvJNb5y=HpV-ONH!*C%Jm18$ zsE-p>5D7NkFwxan+67rky_cpE(sRa@Wl4juW>6Kkj5*|{o6?5G*@Vt$=JdF-##_L% zQY?4K-EKIh+EW`Hj2<4+y+>O>tf0;M_`1$IYlfIh{8t9` zqGU%0LT|I5geDLRInJx zvl_+g_>Ehf^%>I0!-OjsEHWQDH}R{F2#I}))5 zPR$_pxnLSH<-4^nNRYRhc^s;x<++fl%Gb=?L@KUl`v{om`Iivh((GRm%%bJudG>Cb zrCZoL0K9u3Z0!!UWn9keU{GG0-eE6mJsujPX0lmC=a?`!`J>92o01+Q>b@a6({6Oo zusx_a0Faxo%UAeJhIrS=2wM8Pw6qk~b2MT0GOLF(D3^3ubqByc_w~JGy(QNA6J(jn z(Hu`(oAOObUmy;F7*rA5S;sR zsKMe!1v3zOjj?V#!PH)g8h(923{|63*D%hJU{kr9QahcvFg?xXgJ`?PgYj~1?ivNs zrC4hLcJ*V~TsYF<+~9H9TmKWjfASv1j_PbaE3fWqD;sMGQQwq4|KT8LsJ4wB!WmKV zR@Ds1=j858w^30qRSO4?p9bM(e@RP2OS6=k_&WR$@*{eCQ2yrA6*5hcx^-wUNGJ+t zX?sg3qi_(#Xc2KQ1Zf1KOjSo#_^6jEDj9A$0^`!CQ#aMinv5mfLx;zxag@V6H-yVm zG7x2J-z6NNV?V~j>dt&#^!b-;GA{UL${-!SaZI6D z1fn))28stj`KU;ULi^xz)|Erq7cVqg>>zUetYGA1VLC32rPLg5o{JnOdjkyMOuiPDae{aeK193+9h)*Lr9D8Np z#QkLG2=lK!Kq;1@^MZ1HGW1ad$Cz!Yy1Pa9^S7`DsF+8w!dTEdfQm>^s7(>>4xTmS zV4xO?@OeuB$l_lxxeUo4xqAV=cZXq{lfnrW!{@vU&qpj)i7IB(?h>@E2MCSeiWQhq zit*0&_LW?}v9!S1M(~j8Up?gDa5g4^mT5Kf#zAk`mwO;u5+CfCtbM1QdO0At1V3cr zTPq_goCFt5F|-Bz0hK-&yP~@2UF*yoP?}GM^X+F zSK-&?wj@5P2EX1k-@@34M?iB#BaFX%EqPPq^LD_nUsyGi*&jv%fTa>n1M z(@Ci2jPmHzS{W`227>wS-or^%2u9Y5rvsrID|q%+`f343L9 zzpsH9Q^mN6ksvo4-voyr@_8=6dUs3fse>sN`Ajp+E z@1dBHHk6Y)RL11GIh{*f@aTN+CHVeFG__5PEamw)Ng@+Zw94K3W+Q5!^7}-5bsx19 zFMV%>wjAm@B!fFjUXjl)@{SWCeqaH_0cSoe_OoM;p%O&evs=y6~i z7a0)&yR-t*rSj+eTA!yu?4OPV?T;l>^>2}id3rl;?yyNJ#_!#|yRL96$a1m!3wW52 zn&b0-U49Pbhep?8*s-hcfzOnD?eR?82UgiL2r6InslKquq~=}ae#o`5h-GVhZC?bw zq(=DXmywz}sL9(Jb>jU)IFtot>XZgHZRMkc#81l!;7+?c<;Fmq`1#O@}USRon4t79=X=-t?1HgKGW3c)?8ut$4c+ElIX!=U%c6BTPLZEu@5+QR>y|v2E(_ZrVEr}tX zeB6Y7ua0CnxDAbPY${!n1-*h;GBs&h=Bc@R!>l~Z9a~jC`GcxhYSv9WpqPO`V25HP zVbhFe-zN&FxrL|;1hAQyknlr60qlYL?pJ4Db~?fmXHf`+odcNC?EL&wiE}eU1;*{Z z;<%|<6V59x9ec1W(Fm`lKZq}IBo`#XIwT@O0?1iG3(yr=DLXoD0x(GwlX^(3 zn(q+L$(XXmX{qfJuh|TwN>NM2iKSPb8YbXR0!N1z8GvzVu~`BlLP+RN-jfVkZTjeX zxNEt1mJIkkS5?tBE;Dj_X#M$6%rJ64*D^U`_qJ-$H8wQXKCXguyxww|zolB*E7Aim z?YYzL%b%X7Vv424=JVqHgZGH&fisV&#tcX+n^E#Lesy29fa5B4Qv4TU6yr@XQ zZlb`Sz77!%Ma?h!aaR=d0OS)cEo%pu47~J|bMJ`=2_5~bh+(Jkg;G-TI{cW9_I-0K z-7#j~LXmuN$008*ty#HNW@aI%f&B(Mjj;cP;Yu)EJw;ecrgxs-g=KV;X!Sgt-M-0S zG6I8(cR`d@$lS+cE%j*-1)FOSq)IV3xDbfmJ!4*tZ~kj4aE>1iZH!CbhC5&u^a@NJ zL-FREb2(5^bLn523yNc6vyldx3xfHvS0JU^@-}DAImEW}I~;NrOJfj)leza&a29ms zc01(8R5djxVLzfnS8NqCBcn^po{_3{ADqtHI;bZNR=PT`iLJwP1LZJTcZ=rG+l#3; zNWv2m)=aw~9qn8$1EpKeaG+`lsTl>~l|md_K~@blkGy7|pi&qFPWSMH+{kcZfU8w6 zZF_%zX??QR)j8*h7xu+s(QWyGGslN=Q9Z+0CJ;3GCPVq2o(JB*vFyR~9@Lk3Qo{S< zIEbqs!1ET1h+aEryHD(9a<`9LGME9)!9q5D%>A_dJ%}YK{MGHgGt(^Zl!dXY)_G2T z@{#K+8$O1YtUtmGVESoebA0znOWWkp>;;6DcgcctpP@0KR0&#m$_2WESU_2b+xaKX zTL(+oSi6rBoKYY4MwkF^fO)6(%^w424jL8kG6D@m`rU-6r(&*_(7Nt3QPHrTMawQQ z`L30pNuNomtEh||wu80Xc1X1^t{Mi1?wC8V$-Gt*Fz^>Um)hIgCl{>0Q-P`|Z#`>n z_s!S?7N6J;5Z$%fsOHt-^ zp2TWJ!vzh5vKQgzT!J5IJD1H<-`4oyzd_9MzOb=2}LX3j<9iXFifpL#khQ?QgV~cDsj+<-hkjUP|AN-&SCbwycjPX$cD?> z+1UvTdu1)bf>kKCnEa;O3i&z?^RXLZDwVQ&0K61UI2WOtg1aW^>gvK4uc6ciSg;WV zOpH>>j}LK!@&tQpvb8|j5`y{KwXWUrdfko>tc`oQf`A zC+Msb@v{JTrZb)oPg=tEqNem7pwsW-a>0i=~o@Yr*+OWo;B;?yG3n-%R< zEUpSu*2difZHuuOh+LmN=W3U;=JvX6#p}}{#QAgMA!jIIs?^v{)gm8h6O)Ry1cw47 zC#+^jZXHmt)L4;iyL$YTwhwKc%}-85Qn9a>xrNuv6v!*35h1+U^lqEUzhN<+e=<^j zpW9*mqgEcIiBO~+#v^cQojF;Cv-?T@>{uz5b?e1YO2|1wR1ef+=(oO{n&8ImVG0Ct zGwAxk!69Fv1d5*A=PMQR4W!mf_P4eGCOv3XKS?yB=#F*Ky9XYt%^HXE!!Cf7f)eiE zySJU*CnO3J6@*LqYii}g*|}Y=$;sRgw&vz~=QU$q8cIFt8iWM0P}64wl#3;+)hMH` zdB6d=V<2xOqX7LEM+inN_kmv#kR`*b`TbnIv~@z;=dqz;%V`pLZ0$|iG9cXxTR0Ax9>`;CJZ#`>(OO9Q`aHKgN^ZJ4gbDve@$D=<3$=3P;vlg$H$3+OmG*IHiM-jbX|LQBpt+J*u`^gAPBm%Dq2whz9B2lIm9{7J!h(0 zQ(lG~_Re)G@1CR|di`_@zv_bCZNA6ks+hhkD$6%(pOK24c|{tlMHlTvZPYTha8SQx zN-N2ghUSjh&^{3)z1w1uyF^YZ+@cX0jp0F}Bj+^-FfKy`D3&`a|BhL)u6X&AZLHVg zVr^O0Qy23=&*_x#9{oh)gxeR@U>g-p>}BcY8TEagKuwuW101s2PoZ7VR}xm{(Dr@o z{c|NdDZpYkJbg!wq(;4Jh2sdvGMeeu6Ca;yu0h;$!9*X=oBuM?!#HU|LkyBzO!CliWP3$f`{1Uw9oo%JtK=p zxaKW3PmK|q%$2|gma6>mywgf~%@P-o@G?ehJV~y8xdGje13Q6e@8o$qLZIyulHB&m z6Hjh|7kEEhW}5Kov7qC-&AK6lA+PmZC}ElS*m0%`MS`_84e=?hG(R0U-1i` zQaB1$d%JYLyR?c1^o{dYa=9#2g9%R@*2Ekm_NK7&kfq(ScQ` zr$;Y$!R?!GK3~by%}I^E59Q()zn=_tx)I3~-73)mKcM3N`*eXg+_7=5-otO9_DQzS ziP3chLbK_T6^gVS^H+xSAKdJDef~0mXnVAA67oF8_AUakEpWtl^|AcvfURTEQ@VKW ztUfm>W7qe;S5Yh(QOm@7Z|>zam3VtI#PfD42kSfaK}Q*I7U8GHLZR4+8fzxnCyU0u ztZT71*+@L6uV(#L2s5}B8}Jt0)`;_@)L(Hd8SdSaeNzmCnY+m0_gH)+5PyO? zP-vIS&VkBUs>?@^%1)C9yvfQzNyy0wngWoy$US3jWXSxk9B~W?-~K58EfvHtFJ%4( zsHnHD;DN5Ptc{lSPp6)Fc86TZl+y&X{<0P5^{JbVeum(Ou5KA#?7n|4@3`rM;Z+G% z{SMiC$E)^L#x2^)bx%MEO6^e>^)uQuHwo|9Vye_jO>eW~Lta9tK84TzeF3DpW$!^- zwo502c+&fe#dd^g?}+U^IS^X$6#so3)jcG=+LH4E z^PQ^B56(ryNQ$SU)#v2=b~BmosDwc5cOs*&k{)k*c*qbZivwJ%dtn%#urEv6wz@ER zHcT9-;a8?ArL$DE zsL$al<-SVq<-OOb@+!x zZo;wW5k=!EKzgag*PFk z25Ot*P|Qm*UfFncto9vl>%~nHdu3^9E#?xp?ZV0R7mbp}kKVjET(%seUXV|^SCk>Fw%EB?IT>P3& zAPOXdYYGSJ5fKqD)8)XrejqE31!3PndLlTyAXY{(80COmh`#vl^KWCIS^^oDFa00* zob9UV#=we#OYc<0q%TgNV;^Xpc8)G|W5ro4;uMU*&)!}KmGODSUs$leU4)ZG6KLdp z7hEOw_G3*Z%#_@8Ys?`?BXt|C+Fy1VS)t9@GoewYjT){5)1bjBZn$NZy?5&Y;vfNf=#fiP#+^`?BRA6N7ZV0mC&aVz4a&RkuC)NH>pXyIuc4;{A3X1M31W9EA47g)FO%XQRI_S7J`HqjhzxpN% zV43fp!dcVUOvu;qcALv82YGlSt$NHgu#@3|NpJJe=!{8A{VFSAsftMVMG%j)$E^yC zr3v`b(Ky-zClqNyJ@pks2q%$cDrxJD6wYlLJRIFzt%H#aL-Q*yaRhOmGG0okLAeP9 zrw<2(-;bibcupG<9!TelT#8ncB#y7&^v0|Bbl>W&K}nNYQR?quA(-C=&?COrUdz@+ zE?#F*I~{&4d0sW{MBwlcH@}$DFd;5Wom*9uJY5m~cer8faa zZMki|kQ`Z>Fh7AjT&n^QUlsE1OHTa?Yk}Ot8R}JTrzgjYck-9Z0TTp}EP#Supr=;uf{)GsiI)L9}P z{c@#PN%TgFVi=p~CP-4ip7*v0WR1=fvd%X!T{F~I??(=0yS~Wgij9}AJP;l7mX;q$ zmL>bHv;A!NWo>4R-H`DjKO1pUMeRhtJ3x-tf4ojjAgF1?%`K`$L<{Y-7dKP9mLPh{wj3wZ|`$3ZeG4UE0o$ujkL-NU? z3dM60+76VTRt-`}QuSKCQ(Z{bZ3mFVPF?4gZ$*B7FL|+wipsL7>ojQ#P#d6Fz>N3C zPlwowr_yuKz!arP^ITFg`^%RX{Hp>I!8eOlsJXZXwJ&eq1)p?$1yHf;BgIuU$7sL( zi9}ZZ4Nv{{ail(Q&;Xn9i}i%e=MXrpAuc2oxOxQBDn~aZ#~o!P3tXFLxRD73!7INGC>H&H`<$&SNxhz3QP! zhF$xUq3Yph&OsJr;ThwsG?PDX3|qh4t$pf@sRQ6y2r70n$QQ!rUy;JtMQ!DLC()fs zX_pWJ=EC1P57KjTUa%Xx90N9Z9lQGql~pdN${F8*y0E~azTM?PZI>9(PuXNR#~&5# zvYgv^P#*H^JpK2|QGnZk8gRCW;a;D?tzEP*u7mI*qj0?J$2i=9D=c?e7l$kyz=?l5 zB{G1o21IJNdx6b^kQPUD?dAE@PGU=@p+W~)_jdstXc zKbonztl{LL;z5ycPRqjnQ~U{D;n3yUTm(WZ;4MAkKyWcL>%p*!y-8PAY~sQ#GW7ke z=`_)zP5)^5sL(p!!4GeSj8m!bZAx{?>+cO`Iq<+YP}ma}#B@X39;zBhrv+)C@{%q$2TP)7DD1?Z7rl%#Z6YQjsJMN$8F^%AKx*s_bv!EX#j8n`d>F5&%7B+NlxZF z`1N_w76L#hh@ueK0-E$ji4y4LAnGHmb#84sL*AxFUJ5-O!O??-rZIG3E>Lx-kyNm) zsa~qrew|KdJtlN9R3r?ujl4xQ7fo%=&gQWEst{y%JI-;vV1-fV?woG(6-ZihPc+(~ zX-smqfMx;;ILXyY&0TL5#6CN72JwSTz2uB5(}`8T{;KV0dF{@Ak!q27w=n+~RX*i1 zn{al6sEDYKiX~z&2Z^t+hjrHPJmDm5YPOKTv}MT;!-&V;(#fHHg8X_RMDN*G-R}FA z<8hJO{3zVwwN{@zv!JS3Zsi8%*4v)<&t9_yuMs9)@GNOz^MtsU1xs+)WGwcgjsfji zUedW{4M{H-Sv*8FmHmK$kdRQd;a4E0K|L$@eP?h;?e)WPk-J&Ih6Mijn8-Jcnlt8< zDn(|hqN09PJ75vC2IH1{Gpwm&K(%f)ev|j{vk(`F?kEm(HHgEjltB>fTjx(m(hw=+ zx)$CYELQyVp=$sRETcUjRl=To!ptY;>guYaSGo4+5?wo06sb6@G?gkhKD=5!*qP56 zhQP-9;F4OX8(X!sMK9laJ5pdANzk2f*JUu!MBMBL2I`d=2LCVM4YE%1*QW?hmPuxf ze0KCchoBNPk;S;m1v#jXK3R|O(=H-h=lVFvqeaWu;~GQGBCb9GQo<5z#%9o0m>`&< z^R^S@QgVDowb`8YU<$?2a&9T&(Cb78$;emlVSImg#9{MP!@Z}7ac=> z&0ir&Gic_V${q0NJCTPb!F>Mti_H1^9x*jQ1XwLwLzdhCOt~LIryTq!ceORlt1fkp z!9^0brth{ocoujU{D50m4=^K{`7=JFCyXu&Hy+Dc*;CJQzsJl0Mb~Lm55-&PrIJO5 zl0$KYW<6)DSaUx;#3V~15E#m7JmF2Ed0@W+ci4O^%PsA0%+yOujPPJAZ51LC7W~ps zL{2d-N&1ntVWAfn5ha0nUUzADMyQ$3hnxKV@5x5oY#Tr6+Mlt8EI;4zXM#m64@*EF zdADiC{ zzCLm;t2*r))|QqVARaK|0$z;LBCFNS6#!ev!iKD|o-@48Nxlwg*V(IPWh?Afswn=h zVXs;lF5v!Tmv6QJs_p#lMHy27R8sxeVV;D3G0uDInn9y!H|8KY3(qL&DM0VDUoU>F z%FND=TzrWta&^vZCZF8tSLX)@5_&$&xSM0lss?C65~6$WiR`nqTyPS>n_Po3fBWYn zx+IWpof&yQLY|hm``F$}x4$un5>?on;rdqp#U;dr^HXbhB@*$8mS+SM`q*r;oKHr^ zndUpiNMZ;-<2F0adOs;L@RZqpMCT-ZCJ*Y0(c|U?NVt2zari4h%C2$Nc<%hlE6`bJ z>I;D_clkYy>Bo|i4|E(BSZb*Ka9;axF3T|>XSNEX`A1y~Kj=?JCfzDZzG`n5u*a|w zEq&Ujna@7eIn{~P>A_4@U=-=XY&lJHGWy1Tx1Qy$5M^v)YRWG%YfUIVtiO zhPSlUc<08Q@p(3WHP2f%;8B|*S9m1=DmeK~kd2ioD4MPfid*fcjI~-lP;Q(VDJIEy zXUWlEnz_Jhxv28e#?FW`*2c|3T8-N|n^eCK^R_Z(YRl=t#H)yKjDuiVzT1jb1|J!- zv2duk(Lnq^V56bmqT!~U9Q zfrM^VM&bgGCYw!y0DQ#v85GZo``49U8*}qk)0LdmNKE6;J!yRTg*%>M9Y0pSYjt7b z{9qF4!%F_;DSdx_YEvfvRWs4Px|vOIb3lWn9e*>5eis9FJrs284La9WnJZ7M-B*Ky>OM;K4`h`;bm>};#Lg#>@crL!sPpGt zvM=@dEn5s-j)Nq4?0*hwTYq^-qe8cCD}LDEzgOoFw~J1H{4+uzXstI3jROufuC*?ZJ@kW%qguMj_ld*eCEff7Ie>8 zg=XtzOz(r5u(Yl7A6mP(d_h?aUTw{I&3PT2&HZNxvXH&>@ZPCa&j)5x4e>Rz%J`Ja z2#kY?BY<1!K)ro^ zuBXVbz-T;{R9{yRotFP+bXB8|ysI>e>h?FBT1k)WbZEY%EvIMZ%Dwtfd%r(fS>2F@ z_4ssW;iqP#f?@2RHwr)eP0pKV(oYErN_G3|YHu)pFWYnPTHDHZzNIa(hThAKEI7VA zJ*{qN#AfNqRJH1G)SqeJ`K;LCDi@lK1H;8(OLg9h-{~aK5B;EjkI6?##IPzq?ap@C z^IJq0uno$JyXs@hX*bM9khMu1oem9myz4JG-Vt~gribRu{4+uV&{sLA+Lh?Hb}x)6 z6CeC&!j8#c-C$~2Iyh{SSH^zSby7t(ED>+nrSjjCr}caCPK&0KC3?=5>3V(}B*|!F zc&BJBtnegvHgeqJXrlRNMYc`1)_=c`<@fve?MwT1QilRxm?*L{kOkGy$2}N3BG@z2 zA6DTXAF0erJQgGK`Rktl`npt8XhysMf6;6c>8!wf?b48%v!5V3Jo#r_#rypQ#*Li%OHeQLzo2fGIZTf#h`l=9AD+r^OQ}9R zn4dPU9NQhg9NI9d@zCxRtX$A(si}5yMMc>ET@nEzE|76GSV%qc4n(Jdy{TsEZLt`#M|9id2-`8{Jb{MeS zGl=T$ZVlA2f1uFZV-}D{LMEmf{?*-4#06z0%(%!}SAdY-K)I83+ zu%CcK|7*BH(h}Abb*jv8ek(->U(0H2E-`UD`#`9>=NiFYX-a!cL~!^I*5Tu7jDtj` z+heS?wKvUEZAA-?8<&R14Da9pcKWZeje)kzzuuiV z=CwT(x9rzmjXs1!|#ik4{@uw4~$}c zTK^_9Xq(ZuTkm&5_-tQ3IbV|>1)fRr7`09%jX&9lu zkMl%~&xc4d@_4q&X_XCG<-Rc-t^Zl-yuYug&Sm=(y-6yE4hti>lMuOb^G~Gj7X|Fb zPP$o{smxjMdnp?dE3Pt$98A68G{-pR%eOCf%WFT$8_$p96u}BLs520btH|J~oJiSKi zG})C44tvdo(FYPk{J$sl*Z8tp<>@o#^}R=bO)~R&^kqAYqkAKK<*7}MXHaT zeEiRXNr5tHZ-q!z6GPs`$(U_abo26MM7*oE(|3-P!{fB^mHboPs(J5~VY7T!!^gaY z#&xiu-^7?Iqhg&;1R!jlZ>az9Z4l1HNLSW{64l+7QXCpoRZnIXTg*`7=tL9`7n1H( zo%!$2`>4)!P&v=^jIk{0jm%%);5)cNf?2ISyfB;F#h=?(Mf_<~t|FW+-5VRy>m&5@ zo@6(JkiBfz&W>9Z>_pB76vwzjx*R8+TknM>CiNWmz1&Y&HolO~aJ`@f@pdT*!Tzp!D7P(55(FK8W)RB-WCii+9tG-LUUp+4$5{ zY}c-ziQ6H0!~Jtta~Nfu9pA=qp?Z~p`O-wmgFhGMcbN6Aot$+JOnJzeE(e<#@x!gkKuToa z?g5X4#Gli}+s;{iCpNlKtBWOjg4E-`W(dRQz&2s$C}6)*xUrd4XX`vdFt(0Uwf{+( zUq*T+t{a2la)B`ZB!~NqOMba+52G_JZqT0{EVVRE)PGVNFSDhiW=0yEBqQ{n3&SBM zn4ddH@%pkU`$}M!CDC;z1eIL!t;H>US{Gxv$KP`K@0Y0z`LU7n9|$ceui<+F@f=2? zbl;f7yGSN>v*y6hf1CO%)NS4dC5nZsmb+)K?HKNFB#UCU#a-jKKs1|x={9Y%Ej(2V zen{W*tEX@LxEd6q3-7zHSa7HD{=Vo{@&AvoFOR3H`~JT@J&lS=k%T4*p)wO!qYx@n zW}Y&WnT%ISLP(O#GG>-}z9D3u=Xsu8vwOM2Z=Z{Mdxp>VcmDHwZTsxK*4pp&Uhj3z zJu+d|3LVxj)naB<@JIO)cYgCrtZUKx(uJOTuB+EOduH&>f&%v?d;>%peuGEw@TG=Bvm>WKjXH3$CR$d7%?U? z>8Y7DVC{efP8C9gZxbiK`tg>LMuhwDbr_;2#T+O^#0$Lg7)9r|5X_#kkH7mMXoran zkKFovJaIKH58`HfIv3s}H)=g-W7i*Ey7pJz z_}k-(By$KHZ+m~`!xym^8h|M^S(}vAn-efx5_IM7DHk;ydNGRyIY`E-bNjbp8|)3yYjK*n&^P8@uyB* zTN89N4#A%jc5^feJYxYau}e~tO{nnj^u^RSZ84V04wb$>g?z4K&~xn2RR*ZmUH6!~ z>MVx@=_Ax9l;^k8wU;+ybxWjYDQ9LwY+EvLXyF?f~06{k;dK zfF!y<_G8WtwGm?ijnBsyIb~!Q18OJ6=q3rhJ$Q49SFYeET0yaEa|>(h^|6KXhR|4& zL-xvWL~cpnROHSse@cRnkF)HZ*$EG^2ryOiCDzBe-SX@=aZyei_=a&K6@De_V{TM1 zm%L4j+Py2(sMF6@eOoN{s$-0M-@li*EfwsY`XN3X zyWEKBS#8`n#X6{!ydB5V4hU(QSPY14_W;C*vmd(v7^eGxRa?6)ACDj+{ffb(3}3F5 z6dI*vn1$5NrlzET`lKs&m(CzluR(~xN7jh~0qCl0cFHmWwU$!A=lE^Svv&3TUJlnM zSuuaAZ*ZSMtUe&kJFckfeVcvtwJ z{cK+JEJ~jHg?GetQJE#>q>6x##?95aJ5oxdtRI1~S-dm*)1J?t6_xZR-S{Ig{{7Du zi_P+~z>5h3H)+s}N`YwG*rKJJmFmf!JL**1cRTg=Njq37MSXngUorBa{6G)OnGA;d zeZbRESl>(d=eo8Rnb?%D=}>=< z(5{k7vwFe-gS{zRqHc)zlq*W)k2Tw)zgiTuXX_!{tL`0IIuisaAMv_-5U5!dA5W}} zT}nymUkjn_O#oqkyK1^EN4^(PR5Bl?dmwvz?Cs}OgF@;N&MhgaM%5CN__Jc;+jGF) z9s45MBIBcKI1 zc<=dojqYYJqC)o0ey`jrvn4enzB9%sEm8!C8!D9U>syIC#PA6{ahe}i0bJI<2z*KG zIxc+YByx{AY#(XZxw2zv@0~BK9G<;H5E??_nWrcG_}De8z&w)PC;_FL?TXpCuBX9+ zF3@5wB&8lb8_Dw1h_#xAo~mSr`W*8EV)Ujz{r#uogC72=!J7>Qn+@dUbZ6@7khP|LPH@Q2=a{flo^t8}}UP1BFkJ?sKH26VZ+1Fsrwem(EH zW{_J^jqKo48twI|%ndVTvSox1-!zvrGO*4D_PGFqJzSaz@d0(D6Q~9>_@X6=|F8An zc4&BL3>Dosb^Gr+FN2w%<&6ikC-41uuy6-#jxksTdOdv(NjjU8^Qs$NBAmfOocQpd zCHcq6<^oyL!gI*940^=-I*!h68qjvW=7#*VD+?0uG1Yig9`bNOrb>1h>k<{$8MAxA z?L*=k_OUB)XZ!V7`vcj3E7~HNK+6dH1EZQq-*P!ZD%9Ml=*86p+%!$+Gvo{PwTD~X zii~N{yMv@F60!XXet1RI^u5;6Km@zNlvcEBB^))2hQm#qFlH?OxCa4JkYF&j&Nx*B zc0Q*1+31l}LMiK{Z%3|3c7Ab6*gwjw%~Me20UNsWKh$f7L8Aa`m0kG20;IN zx{grQbZEV`o#%E}HN_8=0Wg>If)`DEorR}!=)EtOAy9WFm$Orl_~_#3f0l-udx`hZ zl3#}51}83Kx0FuE?Vq~eVVj=?l0IRUki%eCwUbPDZ}QFt66s(+;C9i*gq8U{&r-AL z)Ceh~K7`G|OdyVh{W<(MZ@kmp9&hUUWG!~^0k)Hi`7+CC$u}q~LuCI80;*ka(BSe; zhTXY`Sk|_2_pqIQ#=f=gGIu1YbdBCuC{U!iV4RDAlQ!UQ?mM?heD&SsN9@rKg3+xO zNF*9L!d#YXTi~1>>r~OG8X|jQhi>iM;atu3zeG+I@bSV^R|jH@Qm+Z+80%YLBO=24 zl{+P%r^kM~9urkY*q0&hz^9BV0z*l1BPoh^WP7wRCYrwT%>SP>mMPqtuMh~-0FgL%jL`xnG_>eEAIz$q@+fO z_OEBg_cmmGIQTaeTI}w2;9kz`&PwYGT6A@jfU1?AWYI26e?&NLD~WQ49qepH?B}*+ z&->ZAWzP-7B#e$&_cv{_H0C)kCw1^5O-)T${$5VIJh)5z8IIe`=QWUey4byhkDvH{ zO{H5-4hofQw00nhZvDel$K8oa(;G#_xHXnRnSy5zLrd3uBdkP=QrDCa>Ak`a-t55J z_M*%AJ3VY z*S!7l`P(^*<81FdKfM0+^+NK3`^IQ5a*?5-kU}F3gSpzcN;k00%fW`*0zp)`sLU=% zK0KmFIp+aBD~wa5EA&@)EO>mJd~(*JAq9$3C3jzRe2c47!sq8PchD6U#?A(#GsZ9G z#r1b{CQM9y3gE;y-*fNQ&Kj5ShIS9qtsTQ}agBSmcC&DKeI-ZCH$fag@wK)Rk-VE< z7zKhQFI}jo^&Bo1ccZt=Mf@k&f1m5==5daT%@wBm({BPnILb0u$r>7=M5XYUT*1iw73P8{0* zs@TKBa{7+?W2)gaT(VkFeLZ~O%IC9WMKJL`xc3i)megf|-UuPYg<@-|V>+Too_RI$ zSL!Y&X|nG!Y#2w$Nu_B((-@(1>hjs z{MM@wn>_{>PUzol60j~kY7+XUt?78Q)w?@!*K@3l%%Vn5Sic^5ee3aE`7`;GB3r`# zGvU(`xs^&f`IDiIlc-7T%E{aroPyKrEyysn0?UzYN1u7RqatJkkQUO<%2HzY5gwU% zk`yKv*@w_T_HO&6#hT+7KfST7@e>SXrhKl2&I(~KRSnuz&yXBFMBNOz#okBcrbuz& z%SDZZH!EBv9cSU}DywE3J{+WzkNyHhL{`kLz2!@jryA&kYjwb+X&s~aUTprTcLOT% zr6iCSrGx@Eh3$wdwQs{idi5^b&X|boS`CBu^QI!kuW zr5I?a^pWnbvuRwc;m*c!?A_uoOiym~DTHHMm)~l*ldVM+4~=z-X)RSod=7DZtQ~(# z0&W#3s*a3`U;Sx$w3n0}@jTGB=5YWL~Zl$U$xDoZ`mnLemtA&9KTOm(19L6k;a9cbRKe>OM%D=A4JYC;lEm67ID@}-ed+c%IN>S-J zxlUVJq}d~(VeG6?2(_O03M#GR9@(aZSZMPXjoZ1f1B=)x?iJi&56WTwkkVo*#k7*x zEDP&a@>v&y!b%)7qSp#0rRwLOK94%7@SwTU)D6Qgw+0EV4AF8NUxvE+F`+TqRk` zMTWT6J0?hJfu+}F@8m4Ht)lLr15|EK(gqmV-Z$zrAUQRX8Un;AHSN=(77ulMrph#g znQ_;gH)AXF!duE^J4{GnE#wWEUnX~DD7E^cm!30kZ@}DaUhauOD_cxu#HUVEGcq0v zy@LqCYk4+wrBbGxIE}k;pd{K~Jg}V$#VWFCTu!o7gQ*9WB4R zf?BKOZ}56iQuxG^3^^|AQ24nZ{3YDWWg9dsZ)tDIGUMc(r>c9p!l#00XUL|Smj?ES z5eD#u@o~Pap=iv*vO8#_PX099V@yMYQq3uHP)C|T`yX-|vmCaIAIH!1VI%i=lmv|m zJjI6eC}c*BBTc(V=$OR}1&d>3O9viQV7tn1r&XUH!cnxG zr<++@P=4)O+MF5M%R#=QTElnR5Ag>mB^&mTXQd|2ns<>(5|>{1a%|7^n-%s>p38kI zDvMO@ab&CZxItDuLDvK?n&VmybmSi73Y!&fiv(! zd~v+IrM1xO04hLIfG}cIzmyqukE(N|Yk6lJEHayDfM`0NYiAJ}!`QS*i=eyii%DxQ z7ouv$grjmhehU^i;@FE6EN8mObs$?O%aE@6*1&cz%HVw>Z+GR?o<53Vay|`jwWBcB^doeZ(Y*@^ zcYhC;H0Z?ssQgs_=Hgr3G*M)F|Bo1^UMa>j?^zG$jSO-YZ;FR(r8O#S*4VbXP-gC~ zccLLpxij(*tFH^>q1i8moq6oK*~WQICLPaGIz%zf^xgA6`O8*`iU zf8v#DC=>yF5!a6Rz%PhI7ow;8L9ts*2^HjdyP}Bm<{xD|?M(Rp0G5^) zl!kxM9D7^JTJ=26n{%#Ms>O6UUeoaXEUO6ic|QqTw7iH%fF=_{ELvJ5F58$bK)>X_ z5sQzX=!9mjUD=(;dd656NB{P5} zFTPq<7Ixv7;NFVSv!eA8x$19*ueS~9>|?Co(#ih)^zt2ocDVYu;thn6MRbC>$fWf!Y5On}iD>K7dSTVmO)0kBcs&y0@A3uMyl zcmjeCeGy?}dJRkM;W>YcX{-Oiw-&EMM?I1kK3@3xt7e0mgM_&+gTHe-Jio|UN7i8a zcfQ5s3VB(j>jOhUoZ1s?7*0uB{_oT zHarBpp*ne)C}L7DNkSma>Xb34umF_iL#uGo?Ju>naTAJT$S=R7m0Nb|3Pyk*oa z&(`c{%3Olc8>dG+(Lk1xT_r?JwnA&yn@%0sl3eeR@+>ro_;12BB?ftQO22Tvi+8Q1 zEJ3pd%5@v|qx6&a_#4xH$F8ZX#GzKxR@bm&b5xvH=kiQi4wT)IZLeIv+gS7{mlS?N z?vVY_t~=1x@>t@3Ay?!@DEwRy0kv-@okg~AsFVATK3IM7Zd7Z@)DT2qEn<)y)ji?F zX)i_$2=hi4n$2m02sAC}Et*)@AK*&LE+8k{EN%#|7Ez}thJTq(qzV*XOGkWpF6!gz zMy0^gC$I56(SVfgv)GAa@uId`hLvANCaE5>glgu;T_5gfDW>{8+x7SnZ!flY(;Z=F zTI!)f`)p@@tj6V@T<~xxA#Bh;i z3pvz?Uzy__ z?EoRz+%f|gKdq)UiJQ5U5P{YBx%*sT$=5=&y7PdWr=^+5gfi44kt(#LO0LNrI@d1V zX`0v1uFYdN8frGU-bze_)DI0DNKzVnqLN=gj=)uE$gf&*n6lDoCL3C+LHPfu51TfK zOO@82O(|m+9}^GvLj_6!6zn)S!I3IcAfke^F($?JDl2hTf8q7TRqOr=*YyX?p_(Nb z*I(#P8ORZrpyZrJpGH=2ocYxS+S zVs;2D>ZBhO;3}|ljy)+zN*X_Ch^HXuii(vCEM-_H!T^vrNOL{7zJrjtsU{*1r!YIFSq5uA9(c zG0mmlR0_gGVZB7I_=>Y~N;^5Wwfvz{0_ODKJd=jw{RPiVie281eq>!HJ$@=Fn3Umu zT!t!o*k))W!p&Y%A2>-)ck`X-JoYt=729&UIZPu61y&qA@NW=oH;70cQA$&frnKdtQvG72n5q8jrAaKVo!? zn)IfWCpB=WnW=C_NQ013@tx#Md{}bPeuaS?GW7nC!=`4-uAyfpxwnN15Z^j!JgLD7 z_KV+tgKcAChKb}g-WDplS;kwY@2)&%4ljt<$sT|fy=J`(gL0p>8QZYz=YLCD zL!%Iphou<$h7|&eMTPt8?~>MU6zhjLr1Zj6p7K$L<0iX}IIkEJ5@OOqn0-4_L+Nk} zI%GP8)+esDwimI{wtC%-+NbVPsAgfRppFdBMu}ne1R35Wh#s){(C9W95l)Yg!ON*K z+fV%bFHKAA0(80}oz7-J9INblgtYxZ!diB{M`m;(jnXW+>=Jzsc}kxh=Q;e1+cNMd z7ZA4|-WW9APw`p)pOO}unz&MWq2D#t|Edv1U5Jy)s+ykC5WE0ie(#7>16ecs{xwr` z>z28encQb2op1;a(Q(-PTvvJPu1JBzwom-4K*WC`PHO48|Ltfad#Er^VC^NLH<}3* zmd=lZZ1l2h!blw|7X+l-!+JDN?`L5M3*swCN2N+I-I7JNo$i#|jAtRsL_dfG4;J=U z{4I5VPBu#T^$-c>U{uP_Tx_!AsBFzFKUtO8 z0AHKj&$6m{(Hf@;J)D)_(P zN@)8`sX3s63tm_ak40x{f6;fI-<-&XvkhWaB=bi|ks?+_3{(aVkTU6lad_LquDLR+ zqMo}9tC3JbRz4Vr%>9_7J*w^fjz)pRys&JUZ!XeQG_ocKst{3n8lw7_q`LTZ=1oWq zyCN?s6GT!&NehOr2O5R$dsgS+$p29e>f1uwcY)uCM4*d@G0l1tTc@_wcMO$0%YdTF z+GmniBg3HhhYeKG!b3_*3SUl@0E+ov<)F(tBxu84B6^P;tP1x>F0QJHhJYF~o3T+{ zKFCpgbwZd#g>k=aQrhte$hKkH{RzeWjE)4^Q$bP`2IsYr>X(sSF*S#{}Za3 z5}{KKV-mm2KnWLgsNd%{4-Z(?&K_Ip3HUp|5|bhxRY%7yRCusx97&$|4?!!kg19SD zKS$1+sH{HCun;DmbIla&KCbtql9cK_H5}VXrHhMV6lANegQA(T_M2Y-Sk+$&ML3yQ zj?7J^R1jdfa#RKu^0T4n$&Mt`o*D6!OYrZ@}d>{dB0qLAnUOP6rOEUvEZC=y(V zY{7pLtVmg+sf^in(2B68#_11YC6=ZUb5ExythvXU9D<_6Iye20o3>fmwNcAq?>3q%9za*xHA}Cs z$NnNaivwywz|xgttss4rME`LaAmkhBzn(#gxh^3FIM#f(E}7+4xJFcia#6n zzxh?p5#nM$`~9Y=-j&S+`T-%1?}hFvmYuxXE-Z1isx7Y^;()Y&*7oJ)VQdJBkEQ?k zKQt_@%xy1dyE*#AzdFewS5g`~HJp@m(N}r04>mHRk0t zh*tpt!=1|SsaMa{i0%Db%aD)Q-W2mH8Z3CNtyv8S*4YeoBEgdTXU`BlM)YjT^KF6^ zu^DT8`f{*l?)mWR`~~yjlJYhrEZFYE!m_?R6gul{v3`J-#-@*NI^+eY3crgqqcnaS zIZ8y$tQeq7NYg6_EUg5+abFzVoSgV1*xa|3*d9zSN|=ZuMx?^{@0}n<8xx_>R1nQ0?H6Y72{_K0m5d_#Lw<#b+06AlHl}1oR|vq?RJDzJS3z7 zZA_Q@X?n~*Wvma|Q6PO5177g`zfkK>qNV1ai4hhvkiUF46-&OzlB&XB^}khxh+ya- zM)v^17Q}Mx5^e#SO7t6~aX{NXn24 zf!METYOv|zE1D=P0}TI0^#v@b3Ts9FsbaaniK#$;!(CJ9+G=eOAXyt-*QeEtR_)`Mi4+Z|xU!Pf_=so&ymF+#mvG8UG2^gg_q|(jm zDsftOq3u3Ur_V2t;8yx4VuYjYkjWi0N9LIRN6)ayfEWT{ z3z@(5fogcY59NMdaEk2Fe+qm~yqazi2mXoMa(mWLgFq!a68<7-SiG51Ndp$7V>NXW z3Tha>eOpF-+2#B{I94Q%7%OQ0ZH|vNqoZQ&I74JWT&sEiTg8eLAx`@e0YVU40SObuwi25! z9WCr|HQ_C35s4%rwaJ-i0W7O9)k3hN`BJZDZQK)&35V#H9oXeMB!}q~S?$dVeV(09opp6qje{Wf!(vr;SZ&aD4a#p)q;c3fg^Oq-#ryP4FU zcA59aG**Lp5D2NiYwnTb+s4vg@8_`YpDL3OXBK%w=z#P8TXa_;RzxnoR|AhW;_Pk8 z0L|Zj$zG}QzY4-EHlksfT5mbT>+Uvw{-Yp_+_!yuH0WB7@mnf|s-NzH|Br&urGt1{ zhx|ADUM0{y^NfIB3o~=Bpszo~A4tQQz(;y=LTnb2(P8Pwk4!P)$Gb6)2Wx0ofIQxL zrnIP{T>^yQpbv=<>mMRIfG_wNrL^Xt`pxGN@@1IuG`_0(tNnxr95f^Vb|Ol{F5U)Y zMdE*oSWWS6-|1aJWEuYf?qynBh{e|2FT*(JFNS{2=VA)a5h5NHfRd&}%8;JG6H*FP zTR2W3Rzr5v|02}`gzeK8VuYsM)}l)ZP+1tF3q+r;JWZeQ80yz^-OxD5cauqe@Q~s9 zAK*qo=YGAQUL9oVGDHr^9oW~)Kx1rs_XC60b%xn&-g?yu@IlSuAT#GA=V71#``)~w zW4*Hmv4|+7yG`eo{bGwqDf^0RJJkVv-yRo^_2q-F8GH`ez`46DpEe?Ao;8}0@QEau zg#_RkRn)Th(Bl%Ns=h4vXsXw*w)X9%I<$Z8)L1S>%RVLDJucqKj}Of}exyO2j9`7b z(W}+Ja%-8tD)P>2Ipr9$0L%P%u`9ZEz)PheO>x(=l4Uru&5%8J_ol+6UvCq^&J1rI&I&1*gy;pl)%OVu#9Kf2G>r zy@#*!6&_QJUf&l`6(MDR5FSF=D0JOnnU-5yf45!nVyv4msh&cdKJ_ zmIh`+`)+AF2=9gE#7xy|br1eoYkF9eCv^bxX6Vz_>(t~h>o|mC5k7j0?J@JT>Y7Wx z94&$yiQ^+xJ&^Qyr`8^wF@(TPQU!I-uMS!If7*bFF`X!;!!}Bkq6iCjDn)UDrPuj; z6szow)NgJrEN8NxIW)P_y%-8_WZ1~hA~82e9ChzlT^`)GLA52fH|U(e4D!!AG8t^J zNG=u3psRQZbsK)H?$E}52g=MupEX2yB7*Q>-jqDk9#uot$!jZI>&zW=c!qvO$o>YTf_>?SL!{7G+PC!8m+NGn|7Chz3KK|yI=xyH$8 z_o`KlbBQeqwGle;zH>uF$Ae|A_eKjY=z;&8fWt8TJU+b0@=UBB0w*&3rtZPmN5tKA zg9LepOxX@4S^EMj1#RnJn62mHTVa9S+0TMob`@J;SF8xnZ7%gQn3uX`vGu+_p-ay% zW#)rVCLC4A1o|m)dK(*-|i&O@nl&yTk8z2k~R*`di|8UwpTp`{Jk zBm{Tn94f-Seu&@XMDfH(@@P*i8^g}Ye&h?y7UWNhS{-SV z%8$0-F58K#B2!tvF#A03MrPbt-cqWWs7w2nN?9nW5x>gbQ2(o;g@kk8n3gx1zB#Vz zj^(Ew3Jl+TI`$#+)FGI@V+Za$_>$clDXy0nErzN+f9fW6D&QujGi3SS)DNKu#h-2k zK4)xKxw!j`XC!0Hl|4L{rBJeYQ%w|Zs68%~Y-qmAXx+;mrmwoTvIH-!g`e*hk*Rt2 z*2s`hflNd>W<8(jTV6g)6#;S_@e-CKIOyM$>=2KeXY%Ns;^sJ!uVrv)>wqV)RFA2( zsPE0r>rd!RA4^_p+3|dA8NcpWO_L*A-RtSDPxh;SwEp#qQG6GeXC4m0&Uh@RU5qHEK|HR_ge)a;Ymq~G z(OX)rl>c^V?wwyj&IHc{viqa{?!5d%E zoKG)TG zWB5i>@wme(CZmvvU6~MYM095z=}yFH)J`FaroS74ojeYle#X&&2iY=A2G9>Uq$W{@$+ zz~JkIDVvvcsKVwDBEY%$F)3)zorla=<2B-|=cH)@a}kk@GBvG1KB1pkH|J;mh%np~ zakW&*J+f78+q_&eJnBiyk@RHu-sd=>e`Y)JJ{|?$tNg*p+?>mQO7hMP=a*tNVXhYT z){PGiZ7gksNPj;NA9(X-rm@`j`@5$5kuwHqvR(eMarZeF!k21q38t*e9?h?L9eax3 zo68Pi9lQH(Buv#Gl0vi^J2!_u74Fv?x2=D7|4u#EW`TX(XsoY@lA=l+32GMM+w-zN zj}hMr54oO*Sf?ssn#nY~N@F)Y@2OfDnEX^V)_&V~FtNK(f$LH%S=iU+;I12Ccia9K zCIX=>VlP>}3jd@eZ%FD7ItXK+0%x65IjA{_v#w~~GZ}@V&pD0{#f)EM;>4ku+7ov} z+<|+0?ER`7=|aR)n_M4l`r))Kz4l)o6^%ttG!$ZA?kpfZ@FQ_=T-mZRR%U5+^qbF7 zfz(I2kp)6GRsxoLSxyl~DM*J|%k&bYApOvoe?ytDakO^2jgw;x>x+Nv)cfY69R=H8 zK!o0&*rnKu_OYuA6Xvf(s z8G{YVTEU4$5b=R&DFr%?OG#eryt_|fxfH)44#fJ>NJrw;Wr363ggnFo`X+S5_TPtu1EB-i%GVz z-?G;pL8peA2eLAg*WM5n&`r^S<(_XoSP33jB_}KV2TQFREWmi`Mv%hXYz^C7we1-a&6H3K0UuR4cJY{wyH1bZ7PC9VIt3<>Lx z4#0&jSkI-;70FDWpG0JoY_3-`bK{>XvXX+*JCx{-HfbA0E3L-55U$1-J(tetI$K*m zUpG1hCrB?9G$tzSV&)mHZBta5&p)Z6teij-|pY zO?T3hqxh{1bnIa>ay(}Q<5dB~WvT**`|9v-h|~YIJuyD}=DG2PTY|*}dNFUd#&Gp< zU9PQCjN!^T2~SC2svo(%z4!;x-fDd!qp7z9-OqkFV-c`Viv7hI&1L+IWc%*<-2VV9 zVdSMnWwO4%t0DeS<*5U(Z~oocd6d|kEhzM^i{;J%=Xsdbz9lCPq^Re$*juGET)s%-j z2%3%Nj(C1_CMa80_uGB+c)<6Bm70YwPnPZc$beq$`*z-wbx{`so}a1LDRyA{1NI?HpT}ZCVp^OjXgwr|862AOd#{(oyl~$?GwCrD>?jxAe?J7HDdg% z&7&^gd5S=Ve?p|NFVUPlciqo^v6##jq#f4*K|Y87PlyzD+aCPLAi+ zHXKQNH6hPVt@;2HIa1fSq(R~A$EJcD_TuU=#S7_0getmc^{j0j%`zFZ;SWc5SXip+ z=uXakzSteGc0h~EY8y-&(a$QF2H1Sv^i3e5jKDmt?q<H|g0N4>L zR?c_S>044cF{8s=Vbn>}adr?vps82kNfXq_axSMg8pg9mC=&1Mk9nL-pdu*Of{vZnq%{n(sgr01;WK6zKD){Oeb|F_uuG>vtD4P9gncv zOt7a3ZAPnwx;@U6J8GH_M1AaS`z>V~g=K%&deQFz1^ z_5E7Pic9|si`Q`h{c(3KRss&p^!sz`uI1aC)h~gNb5ur!A0jB5SUl=m>Z+8bPRX#q z)Yycrl+9iFf=Tl5{psD`$&;=*Soi{IT_uO!w{IoFURUN<*o%%h>lXy}O*QL#5%zZb z&k4AA_&$_AxtX?c(ZgY%>t8Zw5rY$HwUVAp5qy?IYq{+ienl_T@Auogo)o=gI^Xx} zHGYZq=;H9c3(T?KSv0P2J$-WA!Wn!L4=dM#0KY+3zjv42rI$bX1YR1<%lJ4_Eyrlu zDahqWDf*>*{5_W0Yf#!go;@(_W^vWM_{oh#IkafHeSJ@exVJ%g?{LY1%YTZOj2`%) zhIX#?`_uX*-i>y4_O{vp;_3YGmRRX)H!kF6!4{26*d<|hp>(~8`anHUB5o6=t!&Q- z*{d2G%GtZr@dqWq6_@=f`nb2(f>6PVY03`R>B-BqrGsZTxSpn)iThwD9zXLD{k~N* z&hGzoqna+$1`Eq+8^%fzR=`^3&~dLRjxTGw)H)E_QYe1NSgRGbZMlz!IzH?QU;nKz zaoer8v<^T~S+0GcsQnP7q^z1M_2uCKzpj%3C{_nP`vcZl`pRMj&na%2O zqIx)Gxi++!GFBg5Ij8j}0W9LS#yep7o*dKJg?(CjMj5hJ`l#gd#To0>lptG1vE9JM zE^9vI#6K@4Vb>*A=&)(Cv9p$7gTF$N=;!@s68xHWi+Z&9+y2pYm7-jOuwIcg)v9Pj z)?mrjegqClKtHb^?3A`QR^dnr4Ii8hQ_`Gj!{lA7di3ZT0a(T`qII?mdy%qnzNw_Y z!&MWpQs1%x|2F>Mb$z(GVdn?;@7_^s^kwi9X5}CDENH-NfV6 zGBJHK=Mb}#!*gt&ls!+P^KO*$1Eg&dQ@5@C22NHkWA$vucqn(HerIaEUkX+4%?!i( zDhgT-x|JX0*~TnSg&cqV(B%j=we=lEtmtzLZ+(vzzf_Y(m>Fm`EiN8Q(3`mAiPQv! zror1S*!X@0{%&1yU{*O3ivOl+Dlq+1Ca7D`W8zQo*%jRw$bnB^4h~o52(H-$WibX& z^TT+=kWP+09m?wfV2~>_6lo>sIq7ouP}>*2Ip9~V@YIe@ol}1F9h~&ni*gp`WZ_#_ zn~l8ZONAb18V@*VZVX3hb$SF>>FG|6jfdSZ$2wVtZ>ooMDtF>DxboHh*N zp8i_s+Df(lL<;S^;-}V8ILU6QR|!6qxsQV4@I>dD%E?ns+0r_%4Us~&x{v$;Fu20m zX=wjs3GYmi8Y_%HX$Zd!>!OQl{xu!ex&Vr6QGVVrHk6aRb#2~A=V$rE-JJP`1u)yA z%^hJV77?orxz@N#H6;gvv-O?9CZ37=KH$-=OrA6xR9BW*(ow=)U5L`kEFDl~Xkn|< zjsRP}+r1&-E1e{=1@QMy)H()i2E4PO^fpbyEK62&b2iUQ!+CA3K*K8q!SZ85{P=6b z$?>p^*vlbIZ(god=(&#GB!p)66~pE@4>-c@9SC!^jn#DzDB9bd<&=#_l3TV2NvpHo z*GWw38X#Sfw?gp0%Fjnn@*ico0gx}x>oCpLt18H^pRFV87O22!ND&+Wk*t+zEi?pD zkUc)3YLxSgQ=@Bk@|SNC2(u@XVZG6**0Uh^>yJ+7UY~g7?q5Q4i#JY&PN_EfUINQ%kluSxR`pN+$#IXU1SFD^DETYza;|QEk0KSc( zvbt1-NYkkp6lIKGas-~GMp(<9aPQA?>dmW1Q_x&h14%3@`vmVaa&}$SKS=`>PWzLA zOHJv^&yLrI55sP7atl|P91<(HUBt869;wS;t)gQc7F|VTvaS!UestISY{J$-Djy6l zLjF@ykDfH?&GqhG6-l3o_N7kA1_8H^0whQ#(dS~BH1+<%%SowI)V7WdMS&+$EC^xn z2w=mDZ>binweg=zhh}4ZwUJI6-ohG12?8D|I2-KKVF%cm)_B~fUqI>apI^c=>_Ovk}Wb zSMMfS%{cY}E;PVvKL$eWC!ce{LixS4hA_LTU-YxZ=}8@qYMlx_Sq=5I!WANi#G);` zN?C1>HV6?uz1Qby!*U@L{(~c%Lm<4@x-voC|7ns=?cPxz1g@UnL(wC|W6-a1B_s?a zXWj!!Y09d3sn_aeQYZ}q0&OLG*G>F;9hx_fW=@uzwr#F7QzeVaYH7LB)IV&&#zUlTTtREy63 zT>ap^2nUpY_0z{`#FeyfoY5C#S+Eqa9SDLkb;v7?5-MMOql7rk$jU)w2+ zv`n|r$9Zd^(8wms7~`2YnmcHX0KfiD|A6;!=PBnb-T9h!CJtcNQ%QKmbgkjkK8G}l zmHrQ~ISGr5XjkXp?gaIoPm_|!?vntzXJ&rYDb)mCO)FY&Np{`n+&v~P#lc`lbM2lb zShfXpUALue3!_r>MZl~;66=fftOPy~1wz)%3(*s-bC}CZ(WmaiiSH2+ZeZ6|D8w%~(zFaEX z00*Nh9el*T*ddV**7g_jax*>tqR}F=vY_(UKh}OLO&&j7+p&L_Fwk*f4%teFX?VVk zvZ^4pL0)(W68DMO^@3|il#WPYcvrr%*F@@7*qgTb!4@B(tJW>aEgPbVhq)1$oMv8+*?xizzs7r3MhYKe+4kK;?9&ECXi(}}?6<+9~%+F7` zk!h*+2=?H1W?XacrVhbCyCRFWww5htu(u@ZCZCeZS!*D{ksy>t#{(0t{{~@ohNl{=BM;1cJ@EVfd$`@>Pq6>a>jnZF6pr5h`dMGAZYK zD;Ngzz_%}NzJL81!>!loU8p}dbsUAn)!0q0e=|at=;QWx(!yr2&t8A}Wf!m0x0V@N zPI-8X+SRR=&Gf7icEOVb16saN3_E0Bq=H{vK!dX~5a51&$uGgYs>+Aaymj$>b#^hr zwA($E3w8-$sN6yk-{eRu_meVQ*HDu8_wRC2m+JwK^G?{!$PU+laMP7!J#`F8z|ER+ z_UTkTQhahY7vltS$(^)fw&{9Kjf}RneJ(MvvG?u6g3Kp>gt~%;R?3kg8 zWUoI18R~}y2e)v1ryGX1iUrh0fG;t0TcmG-D&y42I!%y`=D9mlIo=Bo5IjYztxJ3z z1E&F8TLBB$G!4Ta<~x|J3$p0ljs7};SW27G6ji)o{ld=9jZ`4dy=nmkz`BJK*DPHw z4$DN4Hv>hBgel+C;>LE@Tr6*zYM_lcWAoA!Q?{|)kg{HAfpxm`Xr;7y?qa#C>gD1M zz3{E_8D1lGHCUH9-E?#93bzlO&AJ6ui^nLe*-Qe(!OrwEm%4)8JadqEmZXB%PN1w` z+63DhNS*Zv8};!$V~J3fFt_MEqIg7c&^|`1v*-T6%Tn11i?~4m&%6lRQboB10m0VewsLc%F^LQJi zsm>6DQ>kcVp-J0HRw12oZg3)De%pDubAT3kPb z-^zU_Y`5M=J6kYYX6+WZ!Ng~|uGV=HX7drW$_C(9C&!+(08IqlI^&1r43~SP!Lh5J zh>b$g>Dc=RV)G(ZmAci+x9frH^O}IH{gM_DeAY3IDL%nbOlXJze6+34fyhG}Lq&2U zwVctJ2W|RAkb#Q;IE|&(Jt*hHtkqG;mj%C`8CH_N7l)L`dsSCNBnR#a%aP`gtXpCY zd=D@MoT-Vq{CZ2_zKtJmz^b#2zeZ}|r$snt0Knd*uJmDS2AR{Gc1^a)g|Ld%kZt&) zu;oXaGPr0mMJQBH17x@sT|h;fpA1W1u@byI|LS+KG33!Q5F5XL+4WS@Q%Ivp?@n7_ zP?uj-h{7-N`<|i3LY2lCwJ!=3G`9{gnt>elG<#yyd(hY(dAzqkX~GbcZ6E)NpmF`mh)JH5v5tc8hNwt=DFHE?XSdOFbgpwlX~QQ~=QapEh?xJFHT5dA0^#S;f-x@!oL^&r zwUm}6;-zDKv{S6sE2E>ZHD-XUE)6?3@~&8xRm0 z`vrw@gZiVD$u5sER}d;VO!lj$I`shlPC3_Udtf5~M4)HIzL4^bSKPAj?1|8JqYj!> zcB_;F}YEysp ze3JBR9}qgQBbfw0;zws$aFj z%+sS+0sO4usKCc;mUDeO8o*hbc*B=sSvYAuyQ4bp>JHR)qC6qNi#LXPwLcD|0j`p#OpbnimVZ>wzv!H!=&Bz>Y0Ex-Oy{sU z?m0>O$sJpI2Z-h?Z&pP`Ze-ku-fgppmB)NP3;XaMm>X47xl;Jj7WTtOO4e&#PQAPXyObC!0_hU^Ia9GD{On-{>WZrY(M|i$u7Qx^OIbfs@ApW5jYp==>?bm z``dO92}W?)&jxfu9hHYvKqJb!x!&8Y^DN>D$EM2ei!d(zkn{{}Y!cP{V1v391w?@L z51_A1$Vgm{Gp{hcnnLO;+g#ta1HW*(omCreH&AfmV%>s~377b^b*Izf0-ZA@NHofZ zVSDg~l!V7vM6h$?P-w>iH=K4wna&_z8N&7+sXR_M+V;fJ3M#4x`J+9dUb0Y=nA$6i zud-5xBZwy{IYyp5uMlzG$UPEL-m5~~qYbaNo5Yf(A3Z~=0vs3l$*d-S+hY4C7n$Pv zcm>#zM!Wqu{5VQ7u7QIqt%=0_!|o9cq5lpjvrdimXpBPl0iL64qh3$1-ayqatFnB; zraU4qV>>1yhlLWYXNt=+5PgDwe^P>d_pt;Q`^zA=f+mZ8H|P>`)$DYMXC_aBMn-p< z0ybjsexIAa>ErxHoI-txkmFLnwaWN&jlewNY=I!d(9&HA9c^Y{7tXDXsRz ze`j6BZ6kY21U_qFJpH*fL4Bto_s<-eerMZi_a_{-?wc0eG#aWMYogwB2j?GXnih5j3<=xpWy$({bUn8o(EN<%_iv!9Zl zW>7@X|0C?J|%b)EMog5zH{PKBT3matPQc0_dyuwE)Ude%N=*)!mG8iS4!{TN_CYjwE?*7~XsWph za-OYe7>Ts1QMPdEYR2YBLaMy9P@s65`dzR9>Zb>7el@9)?Z3mk2k0Hox{xvq%oZ)h zK>B1@!#o`HDr@a44&Fx^6J#B!IQ-9j6O(Zq@^fQ^@dHD43(x-Gj^s-M&wiShd)d%|tjMplMH*nB+H@y3`SZ z`fF22sgK?eXhWMW@%RYlS1VR zVx|j&)RpsofY!(-6HWZWq$Fb5Dz!4m!XD>IZVoqwmrd6r_1W9*&j9}T0ifMm)P*ED zLpN&X+dv2_kfaGW05C|N|8Km3avp>RNo4@X03)n26n0*F7xk98*X_GCp`bjjv{bW$ z5%PpbocyEXB6z!)m0IsFlTd(@Y<;H!=w;1yH&K@V0ifT`v)khpGXZ$DYIfUp3D|VL zZVH&Gm|18XG7W|2yj`oSt37n$$A4y*XY^$4MFl>tV#!dwfn~DpT5Utq15Sw7V4`I; zh(Qx)`?*ENi4&G-HfM~9Q;Pr6_g-aD)IYS4l`2ZS&;n6Ci!intOBSI3E>FiE(z7Z| zFwIBuebs+yLVgZ`bAveNj|DEogW>xqLt)k#&u92D1;;*i zRv@MUq`{DI=H`dQQ2JuCwy9yrhLNoK$+9xUzj`J=)h~MZw3)E{5x_HT}%>QrLksJ4A_&y-co2-j_|JhFV>XyZG ztND&k_j2p*-`}a}dJMJ$st2Elh=V=uy)je6%X|coA{+|S8j#8y_rdIto>{tgfj``# zG7w@zMy1axXGIXkr-=EzxF~1wubO~+>6rbf10B=?tzlpO8|on}t%H_6UHp8Hi|@ul zzGWO;AKS6Hj~3$PL=to|y!e&07`GtnVgZ1q;&3a~p?(hs%PIsr&$ z+0-!Cl{grz^n0-89hTaS$wu`toH$daqz~w+^4q@GK@b4V zel9d#eBAWn@I-fV(Ii(|<92z1@fO+cWw(vB*uv##b%aWT79RJLQm^i$)7O3cW#kA zVeTN0$mlW;m48To^f*iP_DyO|YTv&xhvGVA08T9Ot629ZgN)+)s`)&d3UzZ`CT$A1 z*H|rS^J!ITi|r^?u-u+O!4nS)GGVOOoYn2-D!$Ky@yLJ+MbY`Ee9yF_ddPY+zMm^8n$y z?_%be0<~w70DO$wOmqKaiQt%@i{3870^j z=016fYH|%pmNGIn14N?~*qte3d>r)t6$W4Xng=|4d9;(^{CdPirjt(r801Zoq5KL! z;ld91pM2~+S0BmWtsFad* z2PgoDKbx60CYfhBOHF;c_2Ds|c3R~z9|t<`{V|0+338$qg&+R)5LbmTdW! zyDTQY1DM|#2Zyp@Qv-o^XyJQ{+gSZkgo#p3w|<$_tA7T5NV;g1H(n!)1>toMdchsO z`M8@5weX zm&VYY)AcV#KQUR*$Bi~F%3Mkiv7{CY z;pRCsAB&hlWD@Kiq$%hx1#HiV~H zO$0y_84-o=OUGg}nuP(D9HK6TRvQAz+~lpGghpnTa|ks9s*aurBvOz1!UbWRlx zI6&oLO8kcC!X6}M;Zs0U|6(u$uE90jNU#3&NEP}TrrN&Rxd#Y{`mL;2NgE)9-(CBm zV)r`S$ioxBYajj?@--+NDAzWJjUO#Pg*<+>XOW-1lzA`qAT@bhM8?!-;`P4uJFK31 zY9v^`Zx&wr2DPHiEawBg<=au~>)!u#)7{u$2 zIw)&D#}RMZR{rtMP}0fR+5}RR+{p$Yc=*luo58`c!cHHqcdnc$Y;1Z7@_Ve6+L-^Zl9Cnz>_JjK6uwM3vMHdGev|8B2Q*j6t z--H5mQn`M8SjG>o9`-GPR8LpRQ+3s-Prso@)G|!1eJ;)btZSnmHcTM|sSj<{yBi2N z*}0q-lY~}b3t#;4$=C;b(%4VfFhC+Ei)A}jTxx;wOhF}I&atTHr2whZ`m2K>7Bhb^ z;&sM^>kI~WouF<2#|131=9YQs92#STXSQeyJw=#!xsa#^aahJ^aXB z@@BI4gXfFLi8rESGrhHCGrO{;wuaEHQ3B0w*7qhlicO;Gp7m3lGylq4cktdFPyApY zd@>+qxA5)|mhZx}lE)@{Tg+t6Qp<`rCpA%| zt~pCA#&dWNi^aW<-9x^f<3CV;?xZnn%(3MpIP<$3XBWkXJzh5j==%vVZVuDIYoVa# zqGs?8bPCv-J45#B{N3L+Bt=^4y=N{L`6c^tx;9%}qls2x{W-3^n4QS?uo%V}ezWY7>dl88I95}yVm=XLdD9D`0 z8g&SFyf4b)e=qudnk%ng$n3YxAax(uYnu$*Hb2bQy1@OU{jl;Je)4Q|%>>Dp3qQeD z4mVm=Gd0tb6w8T65Eb`$xa?y6xNcm@O+l}bM6}OOVMET8Ny)C}sp+4mb*{qC0OsA& zV#WR(4qa?O-3fZncD=b?a-!0VLI7HzjN<9?gCS!!u5Aji?#mvWTbZXkvvdX&f#B$c zlA2?aCg!l3HEL!Y_|q9lx7*(m4-Y-osxR@wM;enj!{12NJi$^q4+L@5sBfQG1?a80 z{hM$l*JO)!6|iLhsCMi3GOqJs1u!5%zRPNO0Y;`VQlas|#i}BV$~oSVU$V^^b5(_G z=wS~tHN>T-!}z69LLbs0D~3v)q)P&e^UGAr>IMHQcWsL-iQs^>#u+0L&SOlZsZ`Vw z-0reZKXPLUey-?)Pn0;X{6CaeQ+E5>d>cuY>jJgk4+FdrScYZ$D{ zzW**jtsP8;jqaVT5|^FffO$;J27Qvr2l4AQ;@A_=rsltlVS}~K*>YQbF;sq7py2B~ z%DfI#GS&Q(y2gmI!;7z|A%0*P6x8ZqZ62klulz1ttwL-SR}kk#3DWp zq)b5Pj@@`trf1hv;d|sAYC6<=-@UVPF|#coe1rW_0sbzoPO<@!pV2bBQq&U<+=Qx& zX+kpqyypz=fqxBbd9lQ(ks88}+i(CK+j!tLzlxsB){8brFpVIRr zSfl$(JE2Q%iB}EKzc8wh-<>&%b%OiH*TnfQN{e(5ZAB|NqK#IT8gf)CS?PDGg>O&| zq5~wJ5QFO=qQvO->V(Ve8*~xuow7JRA^8XG^<) zlt_AYO>?g7Dzxk+EMizjCIf9W8I1Kb_%(fW8QXT9St=U5>)1tb!CkL;)7H({^TaN% zy#P*_nld4-^hGNm=!*Wcx+_De_vzXn^V!L7W<@05|HZv)&Zh2FlU30ClDhD z8lLZBUwBs|AFD3{ZYN}V&KM((1thmZLJ?z<)OG1a7p$^?ij7ac@CJEx&b9+;2`m#f z-h|XNN8Jm7ALE}LT=kY%!22>3zL(_Sb|6_3h^3kWbAv)I85wTajB!uLO3J)I`E!1t zf)@R0kY{K3bilav<3PPfu0F?47m(VagMFa73vro~%vpa*KC}CrxG%?NhwkPaK`DM| zu7Mx}G%*Rk$aA05Ju^K|g${pvRmp=&_x$}1xNA2b@0a1RZwO>H;|AuNx&t5gp}SD6-C?^q72!B$57BCFRDAxsAH45)-<=Hd=e=Ta1rc;*C^R)lJ3uje!n{o5rDe*x zTq6HFZRI&_POYo{{;<{`=F307JyX<@)6lwo`_b|g;rOUKiW8mmwS`zuaj`Z$m2c2&$eO*I5q>~n z$lw{|9Fko!)JR0wc@y1w_fp4ZkZk??$d5#t;S$Z&($YY=E0pc*g&}qZOqh z?DQgIDm(XWi^pOaAJP3T3;g~bNP39v!Xvl!r5y0>X+?fg32Bx-;{AsO1onQg^ntW)Y zF(wr8q%E(b-nNVJj7D#^&kno85AGq#1sfEswYx96+ciMNLt{gt zmr^pnz}!uCyR|ZAqPLS*&aYt@c+~<<3P>!ZKb>RUmpR*ShJkO)=E9I9+{|DmX;M)q z#Qza-JVdPq-smwC8g5qR+&xa{&X*}(?j$iB;c%J7Dh1W?H`?4;k`+@XI{i)*8}g`@ zkWMw|79geKIe;mk2@8WMjyxuNy}F)Lr0bj)^(97!A`uN4%tGYGed`yixIC8zr_0?f z=_;bEWdMO4|EhTS)cTz4lMHDr!`XfW(iU5=Aj)1ilv>ec;5^-ysL5CR88=&Iwm3I0 zZ$^zCmbsLzu70e{)|w;LKDU{;JkDvL}~FBd?M@DVqtn!Q^nJ#f3gwBW-5>yO5 z^*)2sMXQqRUi5_~e$8tA%)3i2_zcchR_rr7r_@r%8;ZyBTl;P;ZT52>6p>=@`Mgy% zo;asp`=%IU2z|qjZ%W)cxCTp{Uz-07j%AeKB!jqtsyaz{xwqn6@p!LoQ>|p#0=M=2 z{<-fZ_+GHx7qRK7Xt{XSZW5wiI;^yS8Xp z2-}+x@<5j)ie1}Py@6OmQx-ejo9|p*1&47;V_zz`11kx__j-x)CD8GaPO-OJ)iUPuVA~XPT-mSc7yWQ^ zizPfPfi5@@UT1$Gd-(k->7IC}z|cPZT4#*^17OVZ0pG) zJ!2yctCb|h5|T2TpHaxS$kH!BN@8O_V;jTj|0ParZT^mKj%WmLy1QZIv_LRVoT~tK z&4;;XT*lrdA5B<EXv|cV0JH zhWNGbXSDT~vlHrp#ThX+TJZXyCm#y0oresWxik0T#*Ev5*I)guuWw(E+ zfE70baj^xjrE_~fho=4VOz7~yrH;-h749!9PWUOr-K#|21p4)IRWPF=KKPIIAJ^nz zmsR#TR`EeErU9h-&`c01!!0IkwJXYYp+p^XPc!M{bXUr|N+bvLo&wu+e0 zXftDDpC@4OIsnzR&!UY)p^e<)PqvrLOsC(pQk1sdYTayGT)tk2-49(a!8`y2yQ%>X@_FS}f z98U}vb7J}R0fWjhBs4BSA$e*js36MOB^}E#alTq`lUHa3|9eko%6mGGAjbmq#OB}C zVkAX`Eg9_>lDae`H#9wkFTK!l2flYvu&h)Gn<|LXfX($KekFJD_qHmX?Q2OtELe5{ z$67JK9n9v~_+^f@?#@(QTSvqQCuYCXV7-#K8{Hm76J1M7W8^vD%BxKov;9-=H5qy)Am)vIzb`86*NS$(ZxtdM zd~K|Kz5I8zCZ^qF=KeYM={iB&{7JA4QI;( z+xynde@aRO+Qzzg=_zB^(wW1>aBkf#5am`mR*F?uM-+l4nW_ff68hjri={X6LeSx` z2u{z^7mai6EhI=<5NV)k$%GR>aA>@XztG+Gr$w~%^m~zk#1Qw0P=oo8?zP3IV%;}7 zv24Y*4z^0gotsUg)e~J=Zus}5K?|UUT|k@-Pb)BFf^016Ntn8L03P91U>u6qaT!`$ zO^$6crR&R{_*|x{3nVw=NtnJOd>V*!WLbA{++x0xcIPhDGM#WECmYa!SsJC;7^2qF zW}^tEy*U$%Wv@G9BPCKmDcxUS9RgbfO`HgH&*r*)Rmz@N4}9@kqmlmAlSjzCm1!8{ zY=5#6j$Icao8g8JFQasi%svRG)*X$jx71{2UIQUj>08NN4oLgP{_9AFMRejB=b8)7 zlQYS}c@NMfis&Or$k99RI^8>ZeVWY87Y%GNsL2o7M+2B|79bQ*@~t4`+F=9B$oL*#ae|IqE79$g-E=4B)(PzLcwpR=epr_-glUh6=a z-{Jx)QJH1+xt3PfU)C&9W|ePAn+?iMY&kN@r$H<|qpn8E8Fp5@8Vh>`+9k{z+l0=e zL_xNXw*QEc7wb^iFCPsYgfL+PlaDr=PgM-4WtkRpjfW+ylHT_5&aH8OG&=|K5DtcmF50X=2y-V((l=zuGCRA8`zlo_x584SYEvjuKFxn%w-TA}dYF&;eM# z2Y*Lwq2orE0kr2FpL0jBFLez;vRe)8Ftu1=li5fH-~bc=BgoEEwBgo_n7sBTNohMA zKc8;;m6pa1Po0UVxIeIe?yr%cBtyD0A}@FEwShi?l$-6P;E-QSE@Pho>gO$G)I3~3vZ z=0SnxSotMCU0r)vh9|~OMSB>IIf>V3*QLXc6Y;|8xZq}0t?Qq z&feve=I@IUVfTG&I+2e;NejPU3`^G`dSv^!IUdMuLmOVu6Sb!Bm7B-CqgW5zS&R9{ zX$C39|NGmU0MjyZ6#yzsG2&*uX7!GmIy`y+%P>=r?>Ei0nn_-r!W2rh5&+CnV$^R?ox+Ul*;ba)S+dGt26)0HmilW1~}VpKf&Di)Wxca-3>xUU0`EvRsDT z59?xGti@iom(6V$mN>O3m2Qbu^C6p>;BoGJHKcyWDGoLhM`{{P)4d3*nIc=`8XFxf zKN)zNTI_MOAL;WV)+N;W0?MtmH@ z6yF20EN z7UP?dTbwWGV%#U-W&jmg^KTR|R7P@eq|It`I1qnvtzWdgJ0QugZH%PPxMKV}+XcdV zE4!{{gyo8W6n}wU|J^Uk5h~YS>d&4MyL3{pm9ES_C;M0C?DZ|*EU3-Ww;I=6peVbVW(`wx0fYZh`fM3bo9$67e~zSHUDIEyIlsUrU7a`K{#}^vj4| z6otQf@A%CHj8d;i#n|v72M`-Z9iCNsudL!Ozq7H3?Z-Di(PzzCytG!A8x2G zq)x2}19~@$F!*`89C}F*92fXxC|)||kqqnARv43nU1r?+2w)S`6RSVPdQf_o4Eh%E zA6rVSdIeVM<+IxZf4mEOWAPeuC8EscVI!8O%Om?CeG&26v_(KK1dqH!Pv|mzSSYgY zNmKa0O|3rv_HOA|MDgGEl)fnwZ=82&fa}`?U#{+OY^lA2bY4=r7|^;nn)6 zPcUg61Knhr)yOSx@50FN6}}65f>Mgc-`8zKy)Ci(T)S5@R*gbr_5*H3H%4BY?W6D* z%p9!Ci^&6wnpi;)z)0(2q13$_IFhGvu@))X6jKQ^JUXzR#%Mcq+lrh_L_gl z-+h2E_MyyXzKkxH!2}MAdoF%!sO;wAB)CgNY14YC_@3?O%HobH_z+F-sXNc3Q^lts z@(ZbIX6u@@Q5O}W99~Z!8lm|2^1%}7FvPMO*KeZB9DpqV2eFJSGmw2|^=BpmN>|(+ zXFPL~_n!$y6?Mc{QHb1wm(y!Wk6%JW(Hl{U0vx9$SAY2XuV{Q&((N?0{qoqcaY4j5 zedm5SFBpBKaqio~iaK&j1&sFl*48qk>cp47%lsfPtdH<|CGf)?;#L=l|2NgW0RyrQ z-R`&9N=7Uf^g$qsiC^2JHk~c@v^ZGhyNokR!=ny-ML=D z`-J+-ea_9Yq<~&9lkj-xTQyr&3HIGjE?&NTFi?WmZA<-6zb*R)zHLo!X0@8ztT98A zHdHVkNb3|{nHO4;XX=LzwDEmrfbbqGW{Db@Q6;y31#=!-c0-3!$8$KVgD7gi*cFqS zbza;V)^S`V<%{I+nD85*H#_wEQIBgC{{M~UiE7tqZZL*VBAbBb#iRE4j z-@+LKVOE^8w=_lBq{z42eiw~L?^~xk?eUXa?!5mPEVAEb{USm^)`17{d#h&Uz;lb; zjgMJQxuBweOPBEjd$zIgv4bMyvE~~I+?TK}yrG%x^l-*|`tKP;?KfcmjOhBKU% zWiRA->A+>x#oye>0Y8mOF|7mfiIhow4)F}c+9|Ut39FMJG<8fpyjb1cKsiTmgXQEu zVtjvPle~!SLh?&hoS|S}T#7X#8zf>6>}mm%rt+QEmU_y|>J60`%CGRo$+rc*%yJV)FtjKy$`D?2VCw4;)Jz9K` zl=(`pSo7SdyVveKdKAytj^g3(sZl&bk2VXd8gjY%cL)3lk{ZqlQh!tgYkBaE*XpJ%pI93ugmu5JBGKF52p>}7~TddeCo$54BUe{ z)VN2x+*f@Hoc3O&rUQL8$zUYxdA;ImF6MFP27eA@Fdquc)Vbt!tB@EluZrs;KesWg zSq^QjVMen_yI@z|(R=ciPc_2|U-gJ8OC$1(O@rT`+ikMQD@sDa<0&lUjI=6vp9o+( z+k%nknLG#G&AYqTN`vGu2%vjz%L=3ScxPOje6?;tzZU)8mHA~bXA~k$COsj4-#=x8 zwzOM{k*}Nt<8SkvQYOmtc9kb1#cn?;2XOJk9{zV*U&Bgx&uv>C}Pj#j;TW9f%K z3CBzC65_dlCG5_#u(xX#mA9_gBRX?>4JBrdig~yT!rxu@rd)H6ck{5Not)x7(VOxu zNeK^k9gm2YE*K>q?a+nveR+WX$J0Y^?063VB zomUSh>FkR`qc?)Nj#sLmlnavT~E4v`a3o_EY zD;62Api_=PGIXr3NG`XojS0TCer^2l*jc#T77nldxj6sqwgZ`;1m}Nz*3#$9DTZ7` zGMFp!72nnD4M!fi&!@H9t9v*T_0qv&<`kG?YFlVBqmDLibxk{#NGo9@!6=R6!LFL# z$w7x79s043Va``V?Hs7qf3QvW*g^GUbP;h4~2}s3sh|-Qt94`ZcU|Cu3GJq& zR}vV*Svg%X@pc zckw8FQmUvFi1J39GN(%2th4OykMJ@;^jnbU8c&C zNhIe&_WR8eUvo&NbRFMcNUPFjf>2)S?&BKb&DDJH&mIUHRxIe;bQYooD%Y~U8NX04 zyX$8OerzJUKY)~|J2ZO+(U19^kKk)r3oU0jie#(R~G4uzE-yXwyWNL=jh zRi=knhM99Uyo``6`Ov-cuK(OFWc04APBV_Jk6k}4^M{@ne zls>1Pdc88Y&oR))m13eh^>q(*T9OySeQXeaj?Kfe`e7m%A#8%5Zl7nwb(H2`1J!_P z-|hYEn#C~negqiy zT3uT&?xv7=82Y%mE|K7m>@!EYX?HzHt z$Ui_GNu1>Vn(1b8qx}2J6yt%9E(kw*#QNC>+A6uUf{}`b++0>GCJDHXTlq8bOJMa4 zi;|&+LRSlhZA{KrQ|a^<9xJ0WFXLDaZa;Lo-laLLKcvOqaCvIn65EA*`qM`8vyp?T z%2x=4_qLEx8linpJ|D|dLBzs9qSF%YN}<)M2ee!0=L7+a7r*XCS|}0m1zWbqD9RvN z2Ld_%O$HVE;S2}1^CB=!u~QvEr^CN&c+;0F=Lt?(jxSVlU(sgCZ||TRmh8PIX`lGs z{#G8yXMo6+r+OAI7Wi6(N3r*&tkU3 zsOEW9Ka<1*f$X~)#mGT$$2V0!%%90R^&7u-mCePeGRZpTAT3~0zEPwhd3S=O+~UAd#Ype~oZ=~fvu)^DxHx^li#sQpx+DtbAPzSAwKe;>NOx;|%$ zVxwL1Am!^y+elwres4}pSR6Pgzmk#>WV;0x!OgyMNbl0IvuNA3@rt^Hi6;N;Xb>;b zM&W?yhr7rAP!%gMF^z`i7o}Nf(^0zK?{gL*f*J`O|H6Y5f|$RqB9>F&v&%6W90t+2;I$e@1wqh$~6mP=b|;DfSV0cU2QW%DZa5Cm|`mf>w_ zzLkWvtN(VT2$_s_S`a-hMs=yp#J1kJzq z_o`CT?a7MUe<){9J!t;{pc0T}3wflC8b$mmOnFCKEZt19&fnMziLWuqEe{b)qO9Ca zMxRut5Khgz< z`wt){qf1t+xs0L>ku=PqHeCFmPGC+;Ij1UN!ms(lp}9 zmbStlL&>*gsiJTlJTbdgcQ}>ax$^F&{$;Bh>;b9SRz-9@2oEgO%Fe1PS8<6-ODJkheB1m=s z_+pk$+b08_yN{Z#B&E7wL14he6o1oWVVPh_-|h>v2z-c|;We~mjDy)_xF3Y{-IN{X zO9;-Ms>EdbodjN)=PX!iBs)ru4D|z3W&y6pPAseA?-vi>|M!W#PO4H*>k3XLbm$Q^ z%W6*P`~>;R3+~L%E+jRSrleQ1Y%B1C^SZ$Gg?)4}WxQfL^cXL4(w-2=k|1D%P;iTd)V{3nk&S5`x2}Vs3!<#jPNrFHQ8$-Tv+lN!V`gQBi1MD_j=8g+nYNEd{~R?GxLo@5VJq9SIw6I} z`2JK3)DBo6bCBq>h~+OfG2q8-LEP;bZimT)rK$3_xzyMK9B<7NB^y8@X<%40{D{i^4ji|{9Q4ym|f1~BG zO=p9*3l_$7?MeszZlRUaHul$&UeI4Mz7qF4Q2IydrGd&~keP{-VdELhNe^GrPvFV( zZ4}gNQb*@xw9}(XWOE=CAV9kfK^ch0{lD-^E8*?0&a$8HNm;8qpIw3baOc9;s{f^@ zp!SkfqkNK(^6pO4%`5m-&Z>gVJ3siK0Oy{VS*w`~!NUK|D5kV;4u)G+gD75|>K3}4 zKx8p8%W}{w7wJN~M(Ut=@DW8nGI_Cd@Wd(Nxo!A-2LI&GSc>uB=SQVGNJFIGHe#7~ zyv$jk%9pxsav|IBs@KUE?FGScu@A+aO-f$@9! zGxHgmmdH}^Vy9v{XD_^sGegYnH-;1DBS)8|OG4kCrSzeIFpxVoRxjC!c4|)Bdl1iM zQTX!3?=#u*)mmD201j%b9aZ+!p;4r;+XKBrW0+Iv4)AHYrFcOe1Fxgvkpo;bJd!i~ zKd85#`>7+#z=yx@Urkz0j>ed7dL7yMnFH~ApZ39>BUYdtahL$8%%=@JJ3qQ~2R;>? zR*eglL0GMH7S7UPW6|S(@pB08k$z|1;`!)JFVEIbcDm~_2EoNE1(8u$WJb!4^NB)e z|M@h?D9fa8;c+b3fv>{j3LJ>@($5|{G9(k;7eV<8pjXG4+)=$d zw5)L@bZ1;ED-fnrAMKDjkQQ}ZObBQ4x87>h2;a=odl>rv}J&3rLqJk0DKy>Rb66IU>~Kqm-c$5uJBxeUYBXMN$2<>ExF`h1 ztvi$UJ!ffdOr^tQ=I^#$;dt`@8!YF_?N&|QBK?jO)Y-wmTxlz9^}p?{u)$9)z}=Ix zba$IIWTNaIKbwr&L4}RCCrm&TGoKSa8ON~8PPCZ2zWlLVuWO3jQeLU5&9B{gOUTGD z%^x;F%d4cTC`h^Yx8*&S9vgwSvs(E8qrW1=i^8>S;Teik8TSPwc|7OkC%8s44|}e- zPKp&?vV~s@y}u*ArTI!U;ZbnmJ%zY#)tK>7x zUt0t@$av^;>0EYSi3F{6j9;f6ZWr$k98C>j0k8j82-D};_6PGa=NWwoiv;D`%fbMc=H6d zA5Jcd1|1Jl3Bclj8>fuJJ=V6IMAK*lQ6507sDASklV{Cx#?yhOq6S6-q#|k=Wh;~8 zZ4*1+dWim?|BC4qzJeLILk&>+&F+fi0)S({CU_Z4Jb{GYn?IN$bWox||=D|(9aI`#eWbcznps_ zg3mUsc#GT@sZS4#yd1Pm=nDecL`VyAt25y|b?sKTPj3z5Z+ymXO!^ z|IGmYj{xT7P4nJ#pOu`N%flbYv*|ry!$+Xd>i~?B2`?GP{|9aC<-I*13zD82Q^5DH zLJ@=cd)?tbISa2_G?x&*W1{$Ci z7OjFlDTf)oY)z&QVZMh)1&t%hCIxHRcmS0_4^8ovv<-{YxOdOaNqY^HScSt9^PM%b z5i^IYxrbeL=IQDK#*FHd@wNZO(Q#2hlK)eRQCSgcR`Z(F&|y7t^O9R{Z+75)US?gX8QjNV^1zp-I7&nRt0>$`R*MhL)X(>4Ga{t;h&S+ zL7R@oJ-tKgo_gMWpM`ksSFG;@zhHg^<;2e}E!Aa<%)+>o;_OMyl#ed)5}`+FuX7rq zU2RVKe2>)vqvUMw{P!bbda|nZp%9!dVArQgL>|KcDkp2QjoNIWUpXcGEdsn ztgg*On5lX3Qvs7=LEb-1yx$IddzbFG;YbP8t$W94=k;{5Vad&KDySG+>^oO)))YM_ zG)$0=YnP|(Qed#Eud&PxQVdH@8OnG4v2p5Nz-$nkjm4S`&(RXD90P5aB-+&at0;2~ zNz#St9j>G`vD9IL;$o(+@`La6@JS0u@jg)ONzbt_4PrsHPPVC*|9E~qPTJV`RjE69 z^6DoV6CO{Zg&D@DxCIv3tvl^sg4daT#ckZ5K!uA^;P>@tJe)aI_ys<43DfOD#3sK8 zq)N?;b|~X7W21MTB9{@hom-X4jI@1x;zJ9ctanfECtyEq)<&qto#jBTDkqg{$q?Em ztK-t>uqfMSntR*faZJsUBJRJ6oUT0RK1bwgY*j}#lUA7DOf>GNfi79Jx&s26bDnFQ9jx-OvzSR&c5E(vtV2U~MEBAx)}C>O6E%{i%EGKtIR-VP47JTxV(N{T zlW(D)(0M^?mF-f^+&ufywNbAQMPti854qAN!Q!dqHW(t-eJ0w~3&=+K4;BcY>DBpOn## zEk;G+MC=V2_~N|?PwBb7(R3Xj*#TWCif*IhkSKi>P+A;!y5IldE^)kJ-cyomu9Vza z-0A4q>ruTYk(WLsvupbmK#&$a5tEAcAhkH?;{x5ntk}8wiIK?KH-`o48;yBsCizpJ zcE}Qi*$IEbqkHq_c#c7hD1R(NvEgP2T1V1Bi_6mz_>Du& z;+NfLH=QK(fZa?KPoF~6Q0DQ(PbNEdv;DFth+O!wx8<);JQS>0WI=D~ko;zlj4rvU zIV!pI5giiLp?|UW{&hymSl+xnLo$nBNv3h$)speZ|A)P|jEZXs)PGzJ8B z_Xq?J?(VLGTOdG!6D&ZG1ZNoBH9&Be!7Vt04>CBf2XfB6=dSnf{e63}kj3jxXjeH4SG z`p`d@+x_kbX&jWKzd%VhA;z)XjcoS(l@>f))&7^>M17K(Cw-)$XvZJNRE0#u!?`x) zm+I6s%3mrc2Hqu`;y4{Gi)YTtKl5CV;(*4eM~wHHl~O|s|6jkd_q7zDH+R1z*eknq zNa~pyC@6w2xF7UxpROX`1D^$T}w~q zcNPe=^5mfxM)0fB$yH~sF0akq5H(ot{#A7I<=tN4pRbh5Gr3QLQDo=5IDt3D?+1sH zB#hV{zuipqzL0_7n~1s$ap$wB_Q}x5M5ioTu=6xPc}LK<_46VD1BTI{f}mv7tK1u- z_{+NvrLo_6iarE}N~WP^o78K(%r;w^ZGCFaZ5JdcA@CX+zXOY?Ii@t+OdQ@(p+##9 zD$eC<4jd1A))RQG%j7$sx_RxDvJM{|nzA{~rrEAD+3p+=2*i&$l;iTFKhSGEzqzuD zPxmD^R^4eiwon#*GXJAIb$yp7gJgmX*LMEyFMfa+Rt;AAjrRy7JZq3iF$?=6^fo6y zR`~he;9YP|gdm9xHW}$r1n;%fa*av3t zSImH$`Q7*oP)9vaXZp(B<`cX!{B}Hp%ZKoGer7M$Rk3U|yp&O+TSWp|_F`u=j6cYv z17Q)pM7+vy$bgxZ0v?uj0-WpI!`GFRt}9;abf_TKQu4>8cO#(*dS2AHq908cN?*y$ zVWwGw;%t2SIA7Ep__~kodVEzkXeeSWIG%?q$2)o{M~51APR)Gryih!#X7D$19X(y9 zr$im^kg%eQ7r%jv!?PJ(1PpFtV;O6-B zcu2LQKt-n0d88~fiCe#CaA{wX8k9ih%Q!pQ>>+sWGSq2q?)sCCZUx@TXf~g#5xz2{ zYRB(lqiE2MxnPnf-wvtXuw;6*PnKa&w10AeVnSYcN*l@MUKcpDupFZ?dkn`3y>-0y zjn}yB?Q|m3yKBlX&@+u!=$D_#`+@y*D1yKRmpc72nJ-_GMA^Q4x|$Qw)RA&b$^h4N z9X@E_G1Na(M=!P2UNJY=CkQcK!0uf`W{xC-`my0^cVg$?= zK0T@UjV%wjD*zB$$i9-+D5$Ss40XARLnAim_zsbT%m@B!;k?^h#kLo80?BLPSgE-m zSqpIg&3NWNK-skTs9(5U+8fazrNjRA==O2yqrG)@I#vAB+4Pe=PpU<6zeJ3jKuMS1 zQVC)F>!0n}YbwidVo%<$v=PvNB~-y-f1AmG+aHB5qBNnZ+;zj}xVf8)iN!(wH4Ob< zV;V4fTIS7jQ5yK|<~h>rkx9pRIKA^|CQ^W3Q|92Yi054T-RZ>-b^TLgF6+_8?74PP zE@Th*7jAzuN`kl@=!7U4JLB2<9P>5yZ8x+dN?x~Mf9lcQHtK_V@28_N%%CiPy0TXx z>Pd$$X>?PW^4jt5Zf<%Ob8R;T0$R(E+)7w7$OQw*9!DspikoO7;WCr0 z1tD`TJvpJ#)Vt7zeF{%$$}onv?ygO>Zu*PyE&A;1W&IJQYV0RtOJK)i(6lkO8rGN7 zW2#u`_3t@$9HvuMa5Algy19DUifktgGnfcFubwVFWzlEP&(hX@OJ~F}lYQs1QLps0lGa0CHYUpbkksx2qEnCA-DRkRMgexSj8D0G z-to{G6Ra^kq?|E>eOdK(jrD`gDZv{z8d88inG$u;^AswgOpWtW8 z?>S~jYm$wW@&%IX$V7v_t<*s1$1MH1=sXrKicNI^!Enj`MB1AGjK* znAw2=8cO0g#H7Y;vSj)s!uaydFSDhMvjB{Qj4>x3w00PY{>6$SI`bM_Ch{dqi?eBo zNf<;ESSZ}hBw5ovIsdiTqlsEka*%|{Yyn0(JfY&IqnOsc3T%$J6W!G}_|oB8-ZO*1caOYk@h+~{5S zx-I%s++}ZRIn9&i9YcHWZKw?!n&VzaNmFUq8vq0g97|?|fa*n;#=zd8!5t?T!mISt z@d1pL?0&LFgpNB7<&>uK>86>j=b3BP%TL%JZgJqETlR8@_;8hQh-ilfmbf`iGZe{0 zh&D#A?w5GjA>2<(PCx&Kmk~^~PncL8rl?|po8o6IQSaFU$mDd}YG)25N?NW)y*P=EV8Ov1 z$HRW{%Q|Jm-B3Qx)4d)e7stF+KGF{O%wk>4+3MKDi7)8o#YM}?mv9qf-C|d9dow9+ z61Gw1>;|#i`$=Qx=~{^U?k^S6t8*EoU~mh{QSdsu9TmUmpDYB?8bh=X(I%ay%NvhB zk9_{Jc-+FTFAF`m+oi@SN(l+;ENykhI>q>g>sYI7fwlE`a+fUaJ2-v}?&b;19xy69 zGj(3(r`o&d!q`V1){BQD$x1D^c4R~FeL|Hz8rzUT1m$doZu?9 zD91y&8t+5a=~{L)2ig$?(de|0Or_8;Afkf7%EP(RvD zVdjf(aLHv*@D@0O9Sp46V&Xsfo8-#Z{O95%65-!H=e7UX6c< z2xX&x?k{`knW_9U;+fGJ8~JnfO!j0U`0!oFKfLolVX7cyX~*(!lyp}JAs`oy2n-eI z%XtMX4B!1FEr!rrn}I`cX{gH8srh$jL6T%z#2#q$?PTGP%1aZ>`I`dsl48KWejFs4 z=qYCS+t6%kkIxu2ulUCN{-y2Zu$3vJ+rp^)>`|jP&Cl+-dzPi|7Bzftg^b5ODN^-s zYyYTT?u&aq*Br$YU2Ppkekn2^d{G9KFj=X=Iv0(2L1x)6Hoy{8Vky^JTf<@T-%JRA zRo~*Z%p2_eXme>>7|Q6)G|`8~hv)djm5#{oILz_;$J%6002bG~zErpj)wC1-YK6T@ zJa#~moh{n!t>`<=>a2XD`+LK^un!kr(uD@UZ)Sh#-M^>)@1N12^^sN*yARp>A1>)w^o7cNU|t%=mhLHasdbghMlMY3`iiE|KyPwO zv`}cDP-uepM%CMG(z|a`ItWsfrgORzmE6sQ_7dK~QPDRmUd!`jF@uTbH3gpGz#j@e z@3R^`pQ9!}tPl&Xmx>qv12-q~KH;;k?ysIn5dAZu=3SP4J^V8!hG2#Q?X4z9pR~=J zI~h0YyEc>VG+Os|*Qeund*FBvK7f%18}t<-A_=Iar5ONkqq@C&9b>r|*@QZGLe`|! zgLn@_zSus0-stKHQ#89hpUM!C_;S(Zu@8?$kNY$6=~j-UyVJ1!i_R#WPDu+~F}!lm zph}O;Jw7m=#0!Pi*n8Ml$J%A1cvamtq5?+vFa(G3v3;a1@dT{P20#DMc3MdUF!>3C7(YkX^Q`b~@S(Fe}cTlEty@>fBs`oX*UwW?`P^GY>Nq(JJ{3L|h% z6Z@gFfG`vTdnYkvzO83rq3P-D3??SzahnE>Z+D*wi2e3SmssYx&`kTMI{+bQK+fDv zJQ#PXtrsPs2eJ2ju8iM^Uwh1oh20;2^UH=%P8%o*O}5KqzqMc>q+{93OXFl^y0u>f zb&F4d36Pn)%R~}q8Wtyk5J>Gz(QUWF7Mc{?zh{ zu0NzxC!|xx1zRY@^3|zoG$pBRoVES_bShU<3F$g<*-W%OL<>~V6%7y|Z6~J<0{+s8 zgt!4@0!b3r-?ZGghK=R2LHIlF1W3XD27J-FZLa==$D3p0p4jSDf|y(G{28be zKHgK?Lj+G?MMF!H)r$T>8;Bx9K3g%pj1~)^0Z((INp^QE9-hTQ-BTk=70Ew!1t`>= zIa$5Z6>qCh+Dl&V0#+&!bWDq+&A{y%2|RYTcld7IP)j1+C1U{eMz4WFe50c!mf;z- zGIFRzfDKWseeh0(HtoInt0+_J9j!nVpUTn5VQr1>@p|OrB1!c%@IDKaI{IgZR_@7Z z7P2Z(fFJvOKrcdsI83a$a`0T~FZcv>ENgCVWL+LTcDm%fX(#Qph!uIpBiDMbFG7z| zdbcrp_ufTqtrPhyF`OM#J;NI18~M}xYD&%5*!56$cU9DvKnv=&tItkCS}kHb-1kLU z!WX!LI;T0_Iti!p}pgoj8ldx82!MNZ3s!z$;SX|t$?|kZ;=Q=FPFd^hg?BhDC zLMocr>lpbqCf)DK&Qf-Fcab8}mi$l8_Q0Z5_EC!;{?pI!x;$E}#1r#_{T(`^uiM%! zfxskBmakx#SL07SlHy}{<*xtA`CO)+-ce+m)b!1GD?v(df7ESCH|mN3%0~g$ zF!K9c5KTxrR7}7^^yG@pwYh0-_5@Lg?|kK73Ys5{i8Y>jl0|uEiF~pnHRp<0$6s@? z=w)s1A;I|7oO|fIwLRxOfsAH}Unf~R$ap1@jkOAu#qzMxJ4+j-^Ze6SL&dwWwVQrT z7k$6*_+y8?fbqK>accXSWhD6LN53Vicgh0(5vKJj345|qw+fZpw4Gr7andIcK00Z^ z=yKTnOYm)cRaceGo+|k5ajewNiZr6!U7Bkh?1c|VF}&hb)s)Tdo6*e%u#^lH3<+l6 zyReFc33q=igFi`)1PoSOYo(%$`$tcUD!`s@7-X4j{(7G09x3IoVIS2GC?C2FbpUX6 z&Ye~~o9~F)0{GC~)mifj#@0twyMw4ZS*j`Jvl6h6ZiuwP_6rw==3Ci61E1N(P)1BK zS5L2WYvl);smgg-qatsHYqmanS2}UugXPYuVPD~LTpL}HxZIbm`9_xb+n`=MzYwr9 zCBg+m^tqgN>l#g9^B3xii8WssiOLtMc2iV-RZP5LEfhvV1$YWU8q?s}`vj%LLu0L~ zELpTU@$nnulMthk6zYo7MCYyrGElsv>bq}qaKN@oBokjF=G*hxW} zzas(~0U^R}zz57$*++Fi*^ESqcu2K9mTZOk;%N_*kf`2f!&B*w7QS0IuTf9~m<`D) z2`RZ*2ycEgw45lS<~NO6#~X(fqpGf9B-39gQt6oTg&4Q;!22_FQTW&GHY~V^ZG;~* zV}Z;Y`XZZEPcyC@w&;@mM~DJe0={EYAh|Oha$S!}Z~^~CE4iE(7s#qy^h>dcm)BT) za|&0H-_2@Do_X1|{3~GO@Q;GAWeILJ^&gWB6LzS&axL4}6AZ1jEp@=LJ#pGn8%WB& zK*2-rLD|B}1aKDvH_!KF%xKNl7XYFUt{8O0SIFqe1ry;Ll<1-2#Z#|?U9iUb<2lOQ zcnywqb+T?K*H{o3HcK^CBzjf>J-<+hQ+kuvZ7hn^$sk*9|F@xs>N3z1X7FbB+ zCVe*Z`MH4NM%-NK@v!wOimlPR)0fo_vjq2s%#L9n{>WH952i%_sY8m8fQAKxz+Ph< z_VgJWCN+Udl)9DJhwzueFQT5Zyy~5xm8q*DH;qFc(=MHp<9}QI9&2a#?c?xHeTqM` zQMdY1C68Q9-s+a;!WFRA=;pD2){|LBQKkJ`K-ykA=U<0PYFm10&sT@ZK9Kj?96&LH zJ!|(fVos7-%+OKo4C^7`DA;%Qyl1&L=5HJTdI15ycDSAXL3y5?Tc)Fl_?e#@Wp3w7 zR@9l;%LlU~C~;5M(_L9=bf-aKM)qc%1S#xqS_qtifjS-KMfp9HXQ_sWJ2>&{on)N^ z`{~y^#fXEt+EC%WlRNRi<^0cia1Ht}1{=d@#||WUo-dK9Oa7lvde$DE^(dWO))uJ` z?sm+dyU9rd>$*4up&*uuKHS%uKCiIDMxZ?xz3Gtway%~!dzo`*9o3g<8FP^j^9qdf zh~?d(`-|ZJdE5y{Nxva%u#pc2M)}dEiDa!rB9FAYV9Ti8^wK7e*5zhz=q3wSVk9o_ zi6JQWuh9OU0Y7>#_s9F66X@Um*5Ul;*P{I~RoY|C|TEO?kVq{O1JvkE6eF`Tzb$@+Nck|NK3*Stx#5>9Fz^ zOx+iU@#S`Imw(J$v)pivJ^6r*F&0}{Ss52cxZcC(y1$D;ZO-7y%Ez zjg9HGgg6^*$HC)caPv%1mik4bSFc_j8=cu3gGM|O;~LjmXml!z#E)@6RkTfu2TYoe zp-RW?i^S&Cfb}K*_Ds3(JeT(^euIaH=Ze~h@=WA)wgu}ADJUo)JMzKq8}7&ZD+3u? zbspDl-ZO^2%8oQ`^utmsHK(GbH9tE3_3PL2^0G{dFcvBA$k$~ZNy)CW)8o3s#rU5; zpC6j(@%?UT=@3Y}nOi;^@bTKMQiTsyrKP1gIp#fyd~i5CHa0foenh{R%q=WJ+((aQ z+uo)RPE~Ez(gc%7MaRcOUnTBls#(>Pc%Gjnw(%3@aKJ=-{rz2Y_KVLHWo3Wn7Bq)* znvdkOuX(J4O-vnJ4GhwPP(HV?+2b|GvXzS0Dn&v`;fATrQ#3xApm(xL{DWlGpX5z! zY_`GE3>JNyP)VI!=ZpPuw&A4?+?bjm8Z26`|J<}XzASVU4+BGMFsrsUQPs=wXla;#h>PRo;MjjEWMszi5bGX2kZk#E zCuM?z#K~D6&Uq7oc&3E-smFOXrHA{Ww5$D30CX^Byz`_68QkY2=CoqSN8O+&0u|m? z4T4qhtO!%Dn3$Nd&S;aq{rP$Q7faZfn63wZ{9A&a=uwPkywZ1ba}yR89+(~+98673 z&14zyz^Z6;-dU7P=jr^;^84Jj!pv8p@WM=o@bq!HnL{rXin zm=N#b!#}mNqC_yw8W*tCN=Se3-M+p)8yg$TY+;tY^zd2^o7uM=II)JN607TAvw9~9 zi6F;~i8UN0qq6bgJgv>aFe~=-9MzpUW7)4ysCanPYAk;gG^ev0tLQP;_<#Du>7u8o z7#+lKW@O$oLBPvP)Edmd&aOz|wlivDGC(Dl&It*%B$m5rH4q%dZnr3bN^8>~6;d^* zgm{^ub`3hBpFH7*g`|hS5b^W#Lqj8K)64AXq6Gzt}H~7y_c5)#R+{+}PP08li)U6~;ZW-^eY#Zwq0D zg2hIEEs#IiAeHNf48zn=YehYk`7S>eiY3mb8dL_qX8jsHscCD7uaK*9ylOQF zKtfr0WTL`uveF(4WIz@l{V%_OF|&$9B9C@g=4@rzxwwD@S(T2jZ_wxn3DsxHq9+y>6S@rd%x{R)pVSf`}3#n z@6QjJq2EI9SLsQxIcRXf%vN-;B|2)G##D-JsKdCly4OA;#pT)`Fv>YOZ(hUZ)mAWp zkqAXArMp3ySlr^m(M^x5OG;wB0T568Z*kM5n>i>2$|@Q`5z8y8pa7q#_o2HZQKnxu zE)q<*uvT?XGcvNms3#Hsrf&_ucVoE(b>Sn%WbTQjqg{QM7boo-Vy^m6n=V|RCt zrv>eRGRDq|j?NR(wP~@x=+a3ymt7BV&+C$p3&Q1cj+ds=^gv7H*|TTS^L}b1a?z2! zZo}|&0|u3^eWequfk&sC+_xNC3h7p`pL2lCuWr}I3x_Gj0#9ft^;{_?EbOTk25r*e z0{d`=G}%p%R*3#v0(jY(Egc|Id`m2TgLd4GqB<}Hz;L>2X=rI_Sy|;#own;6x9=XS z#NdH(3=a>FZXqU$op{K_$2U2;^oWxj+;PDiy5D&n6-*Knk<(8@OKcA-H6aq-syRUv zo9FV_j!23d+fIH~Pxd8`l?VDl|LIqLb9=- zoAgTQrM(TvJ?*ZW^6_~#S22=F{`zpKbRPXH$go*tWb z%d1Mxo}#G1p=wfcyo|$uLS$ozxJZ~@fSI{}^mgs8MVa3w5mf3ZL(Zzep((J%Pv^Lt z+hVYaE#Ayl;;_Q#icioDN2}hAl41zwM&i5EiPG+Rl2f5>Dh`6-snw6i=^as22@^0( zx}3@)fU^WHgXK$UVvs=)gH)4S_HJ&~m`0_Ht14=0tE#&n5^9EY%PT4>q!L&d85wD5 zJ4e5k6Awmk+w07E*7?<(C%6Y<+WhhMzWPG)MO1WTWUU)F_BcR(vCv$C_n zrrgnTO)Q0sPr11(;oe^m2vcX#`;7gy%|Px+!8uOh+-*HQG0erZ-y+%R=(^tHNXN5F z@^?qb1)#JhF&V10^#{eT$jZv9;>#{dQ0V}d79R4aVeDR=A2|nor<1Jq6Jvy)zL)qR z&zOajq09=ka7bi)LUB%U-k@wzmY|FG?yX6}p~|$9Rbu-L6{@JniTD2IVEM5mhabGQ z40ijqD@cttAmNFp^XxkMKYZn5I$6lc$y-85%*KY0N{4CnRGF|L&MO$bmjAV<)F>LI z(g_N7pmTI|FeaaG;o*I(A?Cax0%k+B;&&@_o9;G2flG(sQ<0N585U7Z88iA3J%0Qu z!&G8LK~ZsIq#%VU&4@94Wl8pfwAwRm>z+l!g~7X7X|Y9xh4*ffB?Mp&4-PJG&@&{( zCneQcP4iQ!$;-=ITU!@ho995fIx7UwEez640ae7pmo`25F8l`kgQK_oxJc+&f;k=R7BmT#OERM)0%B{w=>0|6rDkm0MeIY0wXw){eDQ zO^)X;UN4^9hlH{)2a0h-w25TPSUSia_Sbf8ko4b5rF?JEA#a$fR(Uevqu4WqV1?2V z_v8D&uM%%ddtb7%YLsNXpPKedEr~&JLs}onGJG-oAq~;e?r< z9*tcjBkW|e3kwUseTs@vtfq4c9_?o< zK!cRxeAx^WW3&>!gLU~65f3Z%+rDOIzRJi|6^@pm2>8R0Fz(0OfR+`NM@5=ZWCAd6#?Z}Bw9Vj(dh0d{|SX=zD1iGMO{t7hmkR1qe-Bor(! zZeaoAb^ZE~xI{g#;3U~o{!l`$5kd;BRWr&*bqABHmq zLnoNO-<{^@zKP(OiKLQCW$V&`08*8 zdDC^arSPOs{wl$R3jtqzGmZp6H8OHuo|T=Nnp!|W%Uwc8=Z9}aF^D?Qk%?s&{jE$? zyZawsg287EkvFB_e#AL7;_k|ZhKBFn`PSq2@d+cQM->AD0|zYFvc5xBhp6snLZPnv zqek!>EQK$B$w+p8V|o+b%G#gR-rhcVE3-`0VLsIJB&D)!m34p{M6L zxp?%e`^p8nzT2N+Po~@;{j32Z4xGolpQ3#uYk$07rl6!G64mP{$;9q$H<{nYm0Wt` zEZ!0{BLEO(r6XUAG`*wX9xZGH!O>JRs=^+gtxzecB`2phZ_ey(pOlt7nUc_6 z-jU2wC?&YTiO``((KcC3j#65&zECPQA7yU3vKT{n6{DBwZ+ZWvqz>{A4xEN{KLe*) zd7QO0Kd&s?`snB0Rje`89Q617Vi)F!KhIe$t2_lfz1p zk|gb>`u%CM)F^mWA~YpzcDXMFLE!*L#g$j*D=#X1OypV73@H>zOHQogY5F( z1awnAK>p$}^lWx#Pgo2y?LG-pzvaj#A|qp9+q8X_^7H5XJ%rwr$FYS710Ap*){5KkWEXGSK zva|~d3Sj@TIO$aJju4x;*iUF)jU?!cZTf$6VA0pCTovo{)r?|rr0v>oUmf|tE~QIr*ki0s{B1G=pfYyQ0Z^?3<%pEBAQnrDV3En?=>m|>4_~U&CA9yF)>MM%%-ZHqf=Fz z=G!9hbXp|i*{P;nk@KP)!7;tPy+=n!K{o;Dm64I@X9@P_!FwhXkuII2siH!aCMGHx z?)~oV+xPVn_brUj-4~hYjAemQXUxjWav?|xAw^?`_+p1EY5wC+Aes{m=q?v5zdn6` zeJ;^y_700xXmBtamm0#MJ2mxXgaWmdk^rBua9E1&tNnu*eulC~;;KTH7NFNzSy}k} z8({9d4|2c%x(+wNbpeKrG0$2!8TGB@R$X0PiNt4|oXRyfYBy@TD|7C)0!4cFmJ@(V zYU=irj7*%^=aiHp+or&6aJPK_`c>D1Lkk#vw2p{H;C4<9tqHRTl%mvXI+qisASzPl zmp?a{C8q&x+?cGQ(d2X5(pJObfB*t0`~^Q>tkXK2$|bN?3rxMwOjYsMvF4SyYm6I6kz};RppyKF0c&w zK^-tLrCf#b1XXhYCV(5ZB%%e4x{P=VcFTtMYr;G9d(Q>Mho9FL4`hvb(&XgqlI=%-UjPEKc^xZ{M4|52x0 zx`e2-H0tE@z`7m)UDU5$ZS@`g=E;*{8v5;Z-4Pg9);oF?3I# z3fADcRQ*uKPWMm^#58A*pZ)H-zs6)|E3Sz7O&ve2it~4at33e30B-EA47_;${NB_G zZdJGVdaS3S1WUle0|dikz{8XO$2TUiTF(fIch7BZ=7m5!z|2RVq#kYr5d*`eOJv^R z<06+KrBI#y`ChgoAt{f8Ig!I-NTf>5{I47A@sfRcA*6hWW%3tXbH9K8e)vMziSvH0 zX4dR*SR*N$sr>8L-j<7SOy?yyRdZa@)X)rl`9|d`ZXReS2R=>4X)U;&3nnLMz;G$f zXQRxRI~8+x?ghllLm(xwENUgHza$9y-Cv5IpPi29SKyh^H8eKTotJ}=@+Q$Y817%48P1k2@J$#;{R2UMZLc6N%Bv7}^h>_FwX zz}Yr-6LjNtDRn~#;?|ASw6vAP>im4`!Auz;AtB&59I9$^bGs+;mNz$(qN37V(XiqD z`&NK*0eW(O^?5TvDdV%Q+BY*R)jI)7B=2J3RO>p8ekuypAj&K`J|0uja!+#tlem%O z9s(}jH{SJqlq4d%XwZihM5?VtauaVUESfONtY=s&5!q1nTpGag-@7a|yX=vdbRi>q zM#vpfF5A>D%q-1o+RmNZN2_^C)d=Gb&B@#4N5vcIQ|D78H}5^3Sxy7oW;W5_`|Hzr z&yo_pf9G}Dnz5X$Z2J8>H9dWCVPS>-leG#u(rP00_4WPoT8RA8vF<3LFchGZsv+g^y#LN);=ZjL_X?mxB!e)6}BJzaz=X~CQnYO0D}D=U9f zAeYa(@*!sW1|l+1>y35(0#g9Y4J&a7hD)VmlC`#G-XS0pe!xIWD_`dbh%YVAQwZ=B z+o2s6y_|ySQVA}ru(JKl>FF`7L?xK&!je9H^$Pu%EF8?TJ~y%M-nmmSYCgqY-~@-S zG}}$~ncz8_iLm@|nQ_&jab?*fop&WtKK_D;?D zhM3PK^2%)tFPs0QVrnUQc_$i*G=L-7c%?sG>ki|Na>4TAX(uBgfxUlLRtY}^z$b-M zCw@}{cAE#EeXCR|F*0%xs+0%l%yNf<;L%eMr-6H_Mm3dcC9}r3{bcw}#g?lc3`c@ZcVq&EbtP^WN|*mJNZUzRua+Z2~Kem152FBs`$Y2@^V0dEH4|gkjaB_ z0D59NmB<;(en1?M*`&OPu7 z#&%u-oNSbtKT3Mfv{IUF+r*-ZdTlkYZa;fWoAw&U4DNsYOs3Nt44DGF8ZEUoMhz8} zQDn^2_bHY~4k$(+leL+d88)*aa7TY%UzPswM>sgZv&DvmX&2T!fBt-beLN;A%0SeQ zjfKUoKUH+H5+V-biVEIekEX04un^|yxI5z~Sp@tdd~nx9mrw_WCEo!LIpCd9*+{4H zF_3(#2Aiz?D&G5^nTz|J80 z1Y}42ORb@xdw_%ofaoG#!QJ7RH8M23Pr_ZCocwFv8T62unOQ19Ds7l4)(u7;N8`;oY z*=jy=a)a65Uo15707};6LAc8Rv&7TLtgfDDTrindYei#~$&Zs_HM$n3M|+E8C4X?^ zyP7e;GKQT04wyQstpyKuRttrx<(cKCd4OS@;RjhR{KR#D<1{^L5W%)}CrI&*H=huA z_hC2ps@g-T}lEaF%IAWI1W*ba((w56a#E+PJ-J|U0civ>IN|pGC)%KrfOuDL%BE&-`ybTO{3u{0P4n(os%P9%?+>E#|0|ZHyWvDQMMJSL!we0D$gD&^bLVkSzo-g_|z$;ztJ)6BB@y z#Y8QlqM$pa8s{W3BHs;|3rw{vw4T%fX4CGl=4~!4%_C6|psP~zbV(;CS75-}mzfX(%0ibU&ZsgHF3GSWBj18ac7>6s>4&ehI`T<8tV= zDB}@}t)f`>9W*4HPl@I~M`-lH&hxZhO!kC3mPVC0U-z88RYfWJcy=HL+@LzlS7!qt z*H@Y~vjH??C%U)p6K6WXkq?ns+=h|LJAd)2d3BdtwTJ>~edRx4d=og(Q| zkPb-!$;8v;T*oq*p2YCFy-f>EzgdlO6TrJ@bFn;WF)TG7{pqBT;EuWn`M|(3FuRA& zlqytn8}}wFdRi5Yf-nKsir0F^%hy-E!qxyli6nlo#}xt>7dI04(eK~CCnO}q#3+H} zwCx=sv}GC{?+!?hqnyHrL`{-8)3dX)fu-)ay8@gPf)8Qc->R(S*2-~+P+Bt1F$q=x zJU`ZOW(cQRxrsYag~NzfV-49qNqL=m7f_mxlMvGQ*F0DEimle4ayzVzfN)?TcMzt= zQ9%P>PpbwMAD_mCm_rr#*5y}m6mmG_y4i=85X--&f7S?k-y}uK#a(?~SlqO69LZ6{ zvKbs4iTxaujR9Rs>*~nY8^;I43Wl;J$V^9n&nPWbEO0Jb9xXD8*UITKloN4Ucc}6u z0~y&2rxK72578t92zNG^MlmNpKTJ}IL|#Fm4G=kU84|I~CjF^EGH|F82Tv_XU6U?L zY0^_siPi}J1bnPyrK5{W<`WX@6I zP<56Z(;Sr1qN`dir>cWFH^rTn>7AsqO68-$pDTe+;OQfNOsDNkBLNQ7_NVZqJ5X ztz0ruc?8Lafb?PzRN`Nx51{%4zxP~;#)pOKs=ia=$7jhf&3?A{t_svu`p*89xOFW@1+M!_o zt3imEq$GUb7&WOtAMhhX)8-|CCEO@$7$(Z3>Jjr{nrRwPIA&&V(%IIjn2@(RcmPHv z=`xVNsF?$zD1g{ay^z~9jR^H%;gR#u)GS~}cE2KQkPL9Ns5^`vA43e35t#o3NlPyt zTr|(L4?@6*B^e{-8cLj;_cej@^Yb7QRxOklOgJ=SdplyhHB*m>$WyQAcZ)cDqHNV` zDypleN5Z$73{)QY#OKc&viCvUXI!D-2*_$caruD5+dH>vqtcK~1u(*znwRtBvjvmr z*{Eq{*=m~H@`ll}!J#1#@sjYl6lZ2G1C8%OSpV|6GLRw7p~bk@Jijs5rIc|4MY2$l z=0m4m-rI2FHGrSp=Di2;pde#wYm49gXcqxDoB8$e%9ShZ@i2pD2C5%|XrEv%R^=*) z2hFSE=79-a$uA>zCr_oQS^thm2yvDZ1XOlVh>zs#P*PBoRk?E`^herGZ!luChG{0&WhuG10X?1 zn7teT4al#7dni|OiWAxj&vYN-$1verZN01CMhnC8zjc-eQuEf(_MhHZ7wKqr5i-bc?>94 z$q^6`bO?rdiyo>`s3f^=a3v)QSDzr#CF9ebAS?Z8itb_dXVG@=0icl&yvLE11hUv% zE_p{k?k=KMhDngk==g6t+Xd6^1;n_v5l!)xn#Z{0Tay|?N}?p#`j`7>ndzt8Q5st3 ziHw#LoO@S#1kS4urTc2mOI7bxNCP;|=@KX*Lcyb7WW__b#Bms04AIs78DuFAUVZWk z@%e|_>ivpUjFo@Xc) z8z(A1vP@!4@`;kz0{O6$S!k78>wu2TdNJuWXZ9rDUNHr5T(Wrr!qO6=D499T2-Ls! z2my^Qj-0eq%3HmSiD_0bU@a&psI8qms{wS4U8@un_!vzyYyZM%f{xu>ioUnR{zMTZ z+?j7sxx6zq&9-M3M+kA(xvWViaF@Uh=sa8=8dW$%_!e8o3VrwxHmhL4VUL3U5JDJ8 z6&ZFFrc#@lnZcp3Ac=!1=|zP-JM&b}xS$G<8Oa>>Z~e5n%ybopQcAvhJ1Zmct6^a( z>0(ck)gmT%NygakeFCm@AmBvWh=!d z0}{Dey8j&fk)RkkuKf-}EyO(1YUC`rY5T5b&$Q6mCh$9-lustlB%9Muotto;UP; zV(|9y0XsvdegqV(;4`ah>}4F3{erv1HvA z2+^MAZNhyH<@a@dr+%QQK*N~rg|GZel2gKl5D=4qgwKiL^8;I%{_6;NGkg2ul++X# z27Q46X>8>(%Y-8@P%2h-`&{sZ`hXtpkWGBDN(5}UD85A{CKC{ZWTLDsHO;?zK-pq82!^Lf` zUb}`Rg;pmuNXjwW+bs$w04eGuUn z*!|sktl>0g@uQL8?%|3=ImBC&M8lBO@kW zvmhV>iPex$af^E-+=HXUI+~h^mbrX1G#%PERqtkv^eRQf#Zki+2csLocvkwd7Jk|M z&Si(|Dvs{az`%e;$K6#!rlym_9g>=t8d9j0D~8d^nR4F(o*sN-(z7R$FUNlb555{o z!ZQRz>t8pB{L|8??)N@FpigZkqI|O#@bC!(YC3O+?16n!_m8H}8s9SE26i7UlRbg4 zNYOQf$6?>OV?vwZ;==Tbnp%u65ahWiU%o77#Cy*nWtq%x4pIc`dONO@DrGhg&~<=W zvC}i3@-*XShqn%HSJWUp+H5TRJzk(BS4?b&7du{JU`VaVYiUW-{o`7WszlkJztd7z91LiiD7I4iVMDuju>OPXy)M&f3y335Xh7e-Z zx%K1E)Q4`$CH`!uD13jpZnu6DkqEk6inBn5=nt{cN2llaoMwk(&WlAT5!bDgr1^6n zlT2x$^5Yoj58Cm_dpvf#)+FXyQ1@@UygcKWqinX{v`LdAvj^_e3Z}KbCVY&v*_@AY zSTQw&9^E+*h(VCD_Kik!e9Amg`P1BgPFn1$yMd%%cyz0I^!b+3QIh*XX^ ze+HYuV^=2DQfXIT;Tp++5+x$0)+T*Buj8w^rgAGv;K=e&ZMyWRA0c3$^6=w+wjAZs znF0q0brFMEh*oV-m4;5Kt`VziYFfVZ%==sK=eGa{Qy>Q@i)v_iy{Cg*VKM3+thrt_ zSqqeZ^16<_{Vu4z2qKV0ID;AhVecZ@Zhumj_Ycn^R_UmyR6urmgB&E9D-d8Bgoc6$ zG@i#Xml%XKL9Fc{MQ@LKylp);@VP#1-CVh*Vy8yg$5Gj~Z-)kdo+H?d{yq2c5x z@T@CeC=)+Se^5;j0L6oOPKjRI$KK&8^6B2dB?doXY1UTM95V({b>*;Sei+dA0F|a} zo%pb@WaWBY-a|wE>rZlISCYW|Go;ZtBX8I8`}gwH=LPZZNyllD2M@I8KLJ<3thJIT zm+J@u5n)TPAi#{k84p;50$nh;KJrlvo;@*Db2LJ~DMoi?3nJa^zFR`9^8MZ!O4dIw#|`Yj(z^(7`<5!=#9dig8TxSz1fiLknV?v8%$%Jr z9WXgcAjSZWSyon;u{Sm{66D8q3&Skir;ph_o!_&>q$|NCA{qx644PY+&2$%VFlfFO z1XGNZlr8Tw`4}1V%gaYbYr=x(TjLdmK_UWOnhVXVtyC+s1Vk7hVfTPrhP(Q6L`6rl zyC2yDJ&8z>%yS27SvKWj2AF!aAwdfZ3qbGzN-^joz*OIj&|e_wA-!$C!awo>@sVp|pagCSdj*%&z4a9{h$s*?cV90CFI{pFS0ve~9JN zSGE`{ZkuUkPBi1td~FdDbtvSLu&W6RlV!}RtZ_vFe!GN_Fxm$XYhIoU>%J%KV{bhBDG+ztW&>c9y9Xuemr@PfUbw#K{>8uO9 z6X_aC19pgZk)QwMPjoqpD#JK0(- zh(vhh5?>^d$@*`mIfjFk{xJ+`Rf|E?musL*SN1WM1u&>xu`Dg|d3;ZwYOfB#gr6Vy zVs*MH0&wOQUG&HGAt7O0Qj(RvfO+utcX#OQ++48#rmuY>pgNW*Qq%n6Nna$*+I|G& zT@1a3>HK>xbHMRQu~`myo7^YmU6vm(GBSeVlpzryfgYUtk%h=Ofs(iSP|rMAU3Fli z3?$mIgQ$|qxmO-jN+%8`OvgC{rTelXrwl=2D#(8<*iqxp;MD$@?|TA>sc2{eNF9^F zW^4y1Ec!J-{Dal~Q*u=E$t8RmUc7_m%+S0@%tEq-hJFd1{hG4|;d{Ei`BXTSScR%gTBTFOA zym&{sQYw)%w`#IH-BGZY$kTni;ra;{$IXsAo~KZzn=cN4d!O|Cf0%mDu%@=IYdEM! zL zyx;!eb$Naqv)5j0&N0WFV=TiNLS`+27WfHkBkUU5b`B;e#S3U^32Edu!hju7hC5DO z3LZ|m%E(x2JIssKVrPn)NiL?sUu)f8vjwvjno3*7mNMhhdOA7-CGhDry=@~Cj>}-I zfKzm|ESy}Zn?XG`KA!$`aO&%}==a>hH;Hd8tgITo@3)A7xH%vMs3DNuZMS?VxhPkM z&T<-I>VI=*0(PWG^UmTIpC&N+6VEWPgW;{T2K_SKXKOnbtG<7~S3sY@?T^i?Zb;-6 z?)hNdFmwz~6`S`A*?g;;Pjrww3d~KbV&_g1ZE4+m-XK){PFq6N(O}N0yD(`VAFY^N z(^UOZwE~7#3)ZUTaoPU@GVG9INXg%&(;O=g2>W?kmp;$1=>(Co6@hG;lD^U2{xeKB zP10xXzJ}#whN1ga5kQ=@ntd4ioRB5=a%J=O-!+Sge?W8TQq|gfuKA@j$Kn5Ai;-;(|tjk%2a4HJ3lCdl)DcDjd zSQuY?7hZhv`)4hqRQJQZbyP#OlXa_`xIfl#up*_exyEz7QBl*-$Y`Ufpvk2fUF%{d z4Te~%lG~ZG?vzR;yaPoWxVHu#Y7WbjO)j9 zIeYY3oNIGkQ4JF^Ph-Gw9d|$%$o)2x-aZQn+Sj1uQdUt(mXAw$q`7Fgs+imz4@Q8& zp>$w`_S6KP_*&hb4;3E=<73iiJ{U;q>gfFWA_ArpLO~Z~G4gzjCJ2=n*T}Jwb-rVw z1oxW#w#@h3hifGzbKm4#JOHsS`~q~|>$1FE4J7Ll=U#kefSc2O&Me6xC8x_&pZ8dA zYytEQt8T!&%nhp=+vWobuqZZ*al6k~k1gq`Rr#!2D;L5v)Lbh;amNoTZ;8L_g6kqz z;WtV$3aE|o&G>gM>~YG9QRRVK-`Xaj!2tQBr5=;tR$0S*i?j^>pj1e6hj()A&1;rB z=sY=v##2SZkJI|eZlqYK@@5r6h>uTA^H$zYD-&qKjDn#)qqlg`Z~AnuHDKP4QZ4_V zivXC$gB&(2xu^%Y^!P8jp`a4yZdFrLtK^;LbpUH7n96(q{;2xTs=ks%$^PHLp8VW} zB?X^Fo~NC6EQX7RhaCMH?l9+6%m6H7vk)CSds%AVv3mYuYqxrrfpMMmHGvcKf)3f{ z^lT!gP-9Q0NMGYZ1Wti`@}jZj5@-xPzuzFf|6Hx<@#F1m(+&!Lqqm%jhK_DvY3~1B zn)LshtjJKrFU()O9Wq5PbsWt6Zpt7gBv-EHs2fU+TDi+V?SS?H$PsLo_!^Owed%UD z@^d`Ao-fAdNP+&E38k15WQiTB>6@H_S1JS|>Nb`WXx!kQ$p-G(QBsOv5(AWxIhe8l zB-?p39Xo+st0SzH55-CU?qo22eu)hO=knm01*EFgJdE zqV4{LN&aMggTDdvv_T0RYZc4&IT#>@?;RI%M;6UD?n|$*h^>Pr2_T7VEYa3oCLrmkhOslB&T`^T~;B{4PC0dZ!SHkyE; z91zK30_}vyaZ3vejAhShv<~GSBpc@lO8^OvMHf8-udW?tbo9BGUamgk10_S#$^HZw zSS{6fq=Rso|E=mq+W-#m!~b<_gCc>W7F3y<`HI}g6zA%|@c!dtrzN>8WEauV?+V^8 zZ!)0w9SB+4EKiT#oPf_U1q}j#Y+cUsRUiMis%wzE$;ks@{5Lj8{usbk#rlSZAei_A z&J1Wi;%{O>6ZfWK@HujFv`ZW7k_3NGd;3=5lM4=?zkJct)vW}I>yoQA4ih7HpRh49 zGP1EvgGpwvf*tAnm%^BBxcKGk-B)#Z7N#5h_;`6W(_{)h&a0@X*nOzV?r^th%rB=V zfl1AFc^XhK*^27c>jJ<^eu?o02|+wspMuJiSb(6AU7tMwhH$e7+~>at$Fp4pGG#T}~!X~RA zJNr@SP%&DZI`cowrTXM~aPZJHs3x=DgI=u7-t;$(WCO`zH69sf)4q5U^>jI7jF*Ll z1rSj^`$OTFv<0L`x96Mti}XDRfD26&vGUCju9hSXYRSh5m9niy$UZnK!B?x-o4>bR zU$6R5KNFAAo`5D0{kks>7xCv3W z-g%!)59 z`i}ehEfr?J{^$e5TH@iu^S(2>^#`>(J=^_j5d%(?ti*YC(tCQB&TjZ5*Ivy;(_lYY z*8n}~VBT#qA;`30pK6b+rTLZ(7g)9XnTtCG_5~Q$=#qfA0AZ zOJl?eykysZI|Lm;y~z?dVPPy4+e|()EGPMV_Sxbm7LjrbA`$%CU_D)oU!uXb^}@Pv zmMp#fq+K3*+<52Y2PT()OAA0K6WyEVr>;I>CbK4Qx*sUCoa#p5b+WZ1aBO(`0m0LE z6DSh;&fC(MWM75+VE&~%#V0>>7V>;?qwWYE+Os+77kJE?>V!q(W7P7mLYg+8dJI!Z z_`c?rcgQ*cIC=iJR?{~paDSpm`UEB-oH6h3_f6jUf8RI25PLSr>Ucf*$V0jZX(sQr zooU)^ET8@G-yiV*#{Tq=mJ5zh@RSK6(M$W4JmY0|9=bC>D5v^RPwN|Z-^H{`XURNG zn{GTiT@4#KMc+(zs&UiwQby(f5J6vvbaKezwJ?J!4NwgD@%{T_rVByXqkW^3T(92c zO&Qp}k!C z*amEBp zuJefy#6#>f+4-nRgpk)_D8r{2LMcYJ6yfGyH5X)I6UOg^uC_xzWd}l>m|U_ML%EaV z=E_8?c=L2g*Nrp(w?4pp_3u(SH&8Mh*Tkiz#|Bz<`7Jk{L|&5%5+BJaaxj>)e@8B; z>9e$rmT}+t<+9eTGUb6P8z%n}_!7P~pIu}>{k2HW@-$LYLQJ=ZJC2YDAJ3i&5pvtd z)BkI1{RJ)HjlA2(-1gQfdwUH%bF()Z!We)U+o7X?s$IhAPpas4WJxkEUjl8vuDy0P z^dj8g(B*%zqd^VIym{saA+@l`w0d@uws*MkVAgBz?zeybt`uYo38o=ts^v(9dyVG4 z$A>Yc#!}ky-ycmS4u(YONt|dPGhP<{69koX**PqyHLXrgTvM=6nosvTSTk!t6eXa1 z;9U*IgX;!Pq!IUpz5 zyEa2(GEn6Zu#a97UQ9AX(4+%AQw;ogsiSVkgtsrmI!gL^e9dS-*^bU}6?enI_oc4U z@oJ}h8fV*0a$vISw!AKZl|nkU;VYNhr~X?nYj8z40);h|oLIxM6I*FuM3H&{Bd@sy z7e5=9RpNm-qOs=4*`n+0d6NI3!`YDcR1qwq&d!GaD6aRU5Nmf@w2F#0ut+{w06(`P z;pBaP{}gQCcC9H1j9&hf*yqmsSmTjVG1n5cpIS($pHp~Yrm{IGZ9O^zvvPR|3sixZ z%GVd5A?fX8e#yO2EaUZVy8V6=B%-Ec5&2_TEfzOa2ASeRa;m+Z0)=&M;bgivdppT> zTUKS?uFns=s$M~(4HaA4Ed1mrE6Wg7!%_*W2TPwHoOPIVq_WQ-1&U(iO zmY1b@%YzRdPIePM$><)NaM$B=3|5e&&=1FkX?zw|p=NIzdJ{PlHqT&c)+YIpe0{ICPD_W(1Eo%UazB>A`C{wMLQio7fmBtC;axcZks_=Xwj z0qj$iP|UQ>=Fbrl>ak7YNrYI@HK(C32&8Uc8q6p9*r$h<$3;ljxT}UOznJlqdmt-` zcl(b4rK@;h;L^OZLXJ(e6uy)cd*C~_!DE@!qLH5IxTxQ;y#~+b?+J~lN5OxG!H3_~ zytU{y9E+@|91h{D4)-v-UX|@VQEIbI=V7JkdA!t zJzGn;ohr_jrvYAWqK(!kuR6kzb{>m{mDkmYc=s09+83XYd(JS(_^+QW3_7Nb&J(=? z$@dVIBrSn&4!B$!@H0@!yvIX+ew|6031^HS|;w$leAa4vf zM^Zlrc~K2y3ii=qa&@(oshpw+da{|+eYRsvclR<4dxOHWf6p=G=?rZ1?8;?oJ$)I; zgZ^?M#guL#L8B!9`Oj&f7G8YwFg|{ads=!ffhJPeq#cQjKsLT@dZB$)K%7~n1{eUhkP*)MV`|Qhozfi}+rs2d+zoj?zB6&IYbU3Wa zl#&OtlLG=5K3h3b(e!+bGko{+zMmN^{vr|wh5OYu=lHeDHjfR658uC(voN5{hN00h z8(?>DInYpDjy|KtEM${$JO2Pz3EQ1IPUtNj^TZ5|`SP9%;@0q)>6dO(X*k}W+D`>5 zW$*4y3L?4LfF3_;$r85X(h4@EUNIbiV$TCv8eZyAgwVkP1!a>L9i8K|zrlM6GV?)B z+SO%tMrWO+uT&do3QDnFZfxt{>K8 zFI7*GUHo~yJWaJY^Q_d<7qc64msJ9)g?KO>hh+z`6PR{f_Fshw_ekU9|C8YW^EKEuY%R^*V>X5~vv_GA8Ej^cL zMX>Cw)1==&_}Bs#pf8F{#t(ivRvb>70hR(J7|gWA&h6~FgdBc-c9E6%r{iaWp!hZO z0D~Sl=^$rtF@2l=KOcyon;?%>S%DKGFL|IXBGji$nZVV+^H%VKzy1DM*TC3in^6hh zDyy9@D^K59|BP9frFE>}IGlJKM!K3moO0jCh>I*iLd@xjW`(H317?%1(~Wc`5z7zG zAPhfqM?z_<+OTD?mn%tr*iQ2LfTv@`jNSUVV%DHQD#Na*i0gABITjHoKNpp#Nn`BF zB4!!$_XBDIry_AUk)AJK0-(M6hY*=eHRyyJ?1d!1OU;Mn)4YuliPA{A_x^6vK`kH? zK}U+`?@5Ve*FJjF1N-vXk?SO)2Jl<|Cy=nx@+d5ovzxEWODp0V_e#S84Ey&9ZwTjw z^qJVydE&~Er!P-#jB+ws5G>|jb|P(MKl@NDXCx_Z*^V~pV3!k3p@!h(kp~}7IOpzOe{c3UF3GUfHoXqHxE~b9TA7SB5#!Nat=F(T^|cUquP^N z25UIGA(X^i&y?8A}n%EmQbbdw=OuXg;6DA-6p2c&Vr?lGS71m{syEQqR6Aca}*)pl!+l%_9$(j5>bz!>I#JRw38o zL5uix*9$C2?!=v@QGW8AFnYj*7v zTyFZ5y6noxyY0Kx{(TGENG8|yEzo-tHO6iO3VJw1p8xLj(Q#K;xRF_#zxBI6di?7u zxdkp++*E7mqxjFlG>FPgtn$@`vPE+l+~Jw1)-MuGl|3_0z7by22D0LQL_ClXGrYmk zSnBSiI=v*ue|Ahq%|L%5J2;PuF^P__OYOT>ju!U|Rw*B*OfcwKh)SE&LrZ*uiPDC{sG_a22ywL-~ zga+*9y;{-c=4Z}LbMp_-L_)eBJ`mMEOu&!HA7M`3p(E<6abJI?HUNX4RETpCfQZ2# zB0xuTY7GUwQ!yUj_x5lnWUK>LOF-$W&NfW^%73nu>^S|^57a;?gKvP^I12g(kIE*J zRmCZ)2!g#fQK2RH^nU_?KfoX>gEa~1tzU`0o0O0{Dg+Ib7uaFgIc2nUacsj8tP^Ts z{1iOmVTscW$y-|iQDR|J61M6(06~70mDiT|fTk9w@T|I7f6MFi09J+D`_18fpW1g$ zTLUmTCbBHKR*KrK*AL8I7-aVqcIskUjaaMf$RKQHz9>U{9*nl)O(b)t#f{6{lk#sq z8N?2x7Gy8UR$f^C)iJ-O;={NqQq$G&BqW+W@jQb($-a_pWkX=K#DF+XsjMFdASsi) zZ$;K}$m6zngOlL}0{Et-W6unA9+${rVfHa|L2`}nmU@X<+Y_I^_+WH-`n6rw9B;D< zZ$xS@v8N2Ux-`$E)1;GjZ>gyL^B%z=5Ag9Il&I>}-?LuFCv8AvvtDcd2MJf}Vb~-% z9{2UMocAF9%+aHONUQ-g1a(h2-thG@)Sevy)$G*CCvdEy*>w&v;(@RK{O#L6t@lfy zG@Jpm#(5Zy#ohxAJE$RmJHJ{OtH9!MuTdR=H#d!#G}9l>v*X_ z!7`9Writ-dj41{5-D)CfaS5tF+SQ-!PJ8w)U@Z#!Wi3JZK!cWOd0b;yiiu-z%@$$o z*kwMg_ogIuF$`t7Wgb-zGkEGQuNHyy@@=Brcq?RisgQDYyyezHy*SAOrHjjz=Kb!@ zU03-PX(zfKKd^hgmuIkbGEb-UuwQG4pL1D|zmjj@SV6`4$o?eBVYvoLGS+*(oKD)P z(6k3^MYkjJwo%|*p6rWyKUB@8;q;##_w_a#p5vTeq%YK+B@Rms#?yWNZGi?x83RDi z@E@Q*rEm4*AT&kN#_3S+K)3BW9NXAlAc3%4;C9IJA3yT9!3F7y+*@U>Iw@(?T)eh8 z106&aMwQDr;Nj4n)Qh_l0@$PE_j$`Q(V24gvjYpX+);y6GhfDVv>pvbl{`Mz^#QaH zd*xnr^qo_XSc>_xO8tCU^8+?DsX*pw`p%X5I#2#Ln?t|X2HLXoUOewX@Y}g#8DM^k zthZCvFwX?-De14Nx7w&WWpgVoG^B2j`*(c^%3=qjPIE^JDZg3M@x z23!^EHfXFLZLHQu$(J5(RBAQJ97VBC)PSnJYU`c2)1Q+3QPOc(*_3~mgI+`R`6plkbmZgFNks8}juj zy5V7og__m+D1TekLXWN9kYtK0a=62{nK2HblUAT|et#|Ev^)okHa=He<4^{jHp=zh zYZ^T#(pqUez2~Jx(mpx7a9g$}RV+UIbppCbS~uXZU(Rb8i$cVe$i3YE<0DY~Zs0N1 z1R4fqZ57X~`cvA|riS)(c=c(d+*HHVP8BZWvQsoGo94F^on zO9C}wd?>atSY~2)OG3`kFsODXRE_HrmW9dxMV_YK`5^JZoTAMoL&rha;Ru&wF#TWB zImcdFkRtl3eO=Pf33)qZyyocv8&p#*rR4D+WD4FY@Be=Yr6DwT%Idd%$2-Xr-Y)#N zyC4Vk??G)KKt;rFxkMwK@td;srjpzF1>3G_b_p_mErubWJ3AWxYoa;|YS4M|w1+XdUE- ze;F;d39c9rl=$p&AXV?JulV-CrLIJ{1<+`OVEz6S2J5C29y#Z5nmOywIT@RH-NY~o zKin>Sro{~LhoS^hGgXK)aEb&P>YM&FKN_rEj!A9PjX#v0Ek&`DI~ABEqz5kwFmafd zE>O{NxGZEQCOq{rZwNAW?iZahwWJ^n4iBJdibp&})WonN8_@YF7FuFGx^Ip#^9~wa3r4e?BN1K_9zR`-f0`(v^|k!{~sIsBTVYb8Hj_< z?)T?3YAft)H^+{KQKmj79jmdhMW36&j#CUo-;PR{Yh7fZ1+cO}T!d_fa2!CtioQw` zu(~4ai8&!PEo|dUJ-tg-TG4-A46vPHlYU*itjn};I}SelBCnU%9*gZK2gchX>m`LgEWkI#Buv`;eV@So^^Tc?FeR>2rqi&66 z{*`_`w`wp?bAxAUJMUONt;*UbxqE{=5U;6ffx?`BSV(!LqYlSzn0}C5#9Bkgkc&RZ zNXm@#KTJbt1WmjNMAGl9i|JzVeVQr7Tv(~pebIekhr*H{%NX1TRcd|$BJ{`?JKZG2*2f-qV6aEorFT*XA|r4Wx8rg~pU}=SNcl#t*xMrddJt ze;KO7dK7!p-1t5Q{lx&IW}Q4~LznrNy+-==dc=>*%T)5N%e#KeHsP9lE zZRYT`E*|MBl_tf9100!DKicZusnb}{WA_n*$pn~p(FTD%@D><``TOiXBFYAd-|=m? z?xpOv7_&sDyzc9M$7$FlKkC%rJdLBEu%7tC-gUJgZ(3Zj&25jW@uugm=c@H2aHPf+ zi2;vBgMt_fI868_Z;bJFYW{3Z}g%|0x6S7+ed>0xHGb&zgObA5(aE_(uPHx?R&HreC@ef7e5J z0e#l`U31G30mf;j5W)xYh9^G z1}X<;sBQUkS68E^8AsrDfm`a%k_W5wqc<9qT~rr88sU;1S@O+nz#GII`xWg`?qC;- z+XQNG7rsVyjv!G1nrhiqq%OWeOD4WPY$y2cpZ5|2qotZW=i^N;4f}6&4AOUutSbhV znyFjn^zb_nvJJckT8EUlKdjD1PQ&zqEt4(!?gE0yd zTuf^JBoT?^_CRzhnh3VT+&enc8cR8S>mRepE5*P_CapveMB1Tcg5WR&hQ7~M{dGM^ z{=)j;tJMuh_F>}l@ADzFrpJ#If`ZJ%lPwOspMU-N^2QTaFn1HiAXr*dq+16w&N@E! z-*y8IcO1I(K_)=Rv>}nI3#Rk!MWD8oV;s<=#KeN!b78Hw#@>8VbS_dHNCimqJlI4E z>$OX3cJ6meOs&6~uP=}EUbw#?CmE<$QSBv|3bjq(-etdo)(AU9;uv~VYmRzvtx%b! z4o}hrEDf#F?yz1AGaWq1HWg2CsaBPjdB$mU2dsLdd^kJMsHGM#;n+5Kkm{Gm^r#o*j zz#kV83ND?pW<7f=3%pqG-naMH((aI6BF*i}(xl1+#so!;DxU2KlOINDt*@WSOlvZQ zn!Ixx=(toy@7RYZmJ3oijrXoE^9p|V+(fzGV1kT)Gi>81_1TY8qQpL{#9?HmJCLaU zp)Y!>#FLu2hv3g>8nm=c^vRLuvh4Loj6rBwKXUSj2+TF<+Iho}z|k5~h#NXu^=!r_ z?jC;HS`=vdFDpZW&=m$Hz)%;9BoR}+rmxe}D=UES;`A9@X5oM?A7^?Cp_ur9latH( zX6V(*%Y!)!qZfItt}x{GGTZcS7$+<-2)j*v@kiVF-SztcMhV~3qkU*H!~(pgJ$JHm za+kIUSk|Me{rP5oKYyb)AX`b8Ox#gD=d|PdAh0L4chKBd^>Gr%7_Y$sh{vTP-vy}&`-S2zR$Gpii4 zwY3FGNMJm4usLBxat0&EkATAG@Dlz2(zhS5w+B5(b`|6rwHk05 z0n!7q!#};HoAA2+*5QuB9@Y884 zDy}OEcdk`?w6oul3$JPLcNj_=U@eXR0h`}T;NT2TFwzt0mZk|h8bR_iuszTUP7E&VxeE67?m)HLmZ;e>om+h? z6&IdOfiJ&65@9{txU=9#a4fm^&{JZUGAuj7U(k1`B&G!WY(qX^?fv|+MaaIl&Rxi1 zGBH3}Aa!c9{KXUy-Jj?|#v_5?yEOnvKEYsTFPJMT=&y5I2H&*CaSDVDo|;nwgnK}g z1}0=ak|s`fX2zR$6lXY&J_M`P5I0lxy?xL>+8@F9A&Pg25o*RRFRA@JiXIp*r7^ z@!%a;M<9K4Uix!=TO=AR6-WWv++g0MWDbDs-k#wWXF9Tw_uweKg#|?zeC&U&K7)`IDu!gZ+?I-9n{=@nqcPkk zZcQB|e5441Sd>3skOrx(eQ-TFX6Nt3g#zW@P<*(yUgmyxGi8%m9ytwivPKr6a`cKB z06AFOb&$0E_J%}or-3)7WcK8i%@q<#UZ&Y6zq9uF-P}G{x*&+$aH0V${A{~wEho1)K9<3%ldee=TUL$M>e+Gez&TJ z*zjA8-&$0}0(7*S(6ML8evpj&IqzE-CA`0qN~&KD@#1YldPjeTT#y0NSurJCu{>PC zR{!3ZCwdEP)A2L7e%lUx)7*}F*PW^lmOEAwQ}>@%?EM)N+?Ab54DRJLoHwIA{prR@ z!bIEI^Q^slHUX(iW_~7vY887~NcR5nv?SUSLh!Ug)S2;Yxkf3O!>-b(Y>(S`@Z(k0 zzvf%QZrnY? zU*d%7!hO{4g(gCcK$mbm)u)ZeqTt}IXu}J~HXB1vROI}76X>K}9&VPUe+x)#%13(7 zdv}aTn7|5FmjM>|i1}7`2Lk>VdzXj@4GpD96PruS-UxDoZq9-S@4Wr8CxWS%l`lii z2?*_UA(<{*Splr&kBN39d60e<)V1(V-tpNn5}u8bhmdE5Uprjxfvx*cIWY8e*?rXK z#-68RXBj$h-#K%;`F!6kVi~m8Zc+NVCae%u7dfP7D^~+DrU~y0^g1gO-KMSXNrwR| zw+LjbrquXtUgT=UYfX50i+av4@)G}jgSj5W}-+YwZR10ScI z*T4P>d=*_<_eLEuF1>6bed?oRm_;^;;=e{*VP z|I@h8(|}2^=a;T(BesCd-{I)CEI(4+@aE+i>mudj%=tC6JHexqj^xQnf>HhZV%EsR zg9nFYc4e5EU7EVP)*{rf-6opO>tgm*+#iyo);{kRK$!#(ZG9z#X49^bnqnEFQdHf7 zQfnmRgv9Q7@J_!#^)Ys2&>vQx(%LfQhNo0`AKEEwy!N7k#IHro?v8ueF){}iU!U;I z(@gg^AA9$qwQO^AZwZ99NLu?KPrjqvNMzT_ei4Onsrc5!#UKdyIFI6r+JOrGH1*5n z4@9yWf;2U}A!$DP*q~2s&QasDeYMu-%O|sq7sn_upm0lle8zf0%KgHV(ADD*mHHe2 z*2h0A!~T884B1;GHi$uYq1aejo=oV~1=Z4i#cMlQzk_7Z~m zU)S}~TJgB$!{xFwI$;y0aMRSFiD>R%;qd`39nQ4laU_9!G2_D-HIj51`BW(yeNCh- z-l_^;Td&qcPMN}yH#<{E&yN~uG?=9qoq%s%^sLwnx2|9ZX8X?~rKh^a~~>eZ4PrFLNq}M8&B8xtux+ zij+;Bshd3COrK}pc@JKhrgY`1%!PhlFmrTy(f{ z=e#m?%YO29S9XS+>f4k(PLa>)qd<5-lm%~l|jM*#Rb^(PN@G}ytTg2 zjlVB5QST{n>^Wu|Cq1FN#oQCP8j)0N*l+}(R-AP2p#_t}@-qt6SPnzfvMk=@!$zal zDb=P3nI0)HdwNj%Qd?-qa361`-hvvM@=xCL8&PDc$OO?+&_qtlL@|IB)IWJU9Mm=-2d>61dF=Z3Ft0>aZ}|3!fthtelU z{2WZ4^ka&~_KuN@{wLp4#!G&;0UwpqFh2WJ#qwk^$LlC~dZyz=bk5u8UOUlo=LMBUEV z4dYb?`T{dBubqH4JuCG|{uh~o9e}*_VL5p2cjvdm$CaO#0A{0S6b1@s5k~L5czVmq zu7mE-&!InRV(FcP^s6@CJTxk(H6io@^&U0Q5JS=bm^7NV39^z{Qj-qIg8TOOBUVFN zq=9){3sU=x0-s;Cvm&zZJD}#~FmI$i8+o++sIUw+EV0G8`8Ty&7NuosUK5!GH=OMx z%|SUMh^W_(8NpHkimF%Kzkq)b&fm{M?$W-t=o2$(ev~0nY>R^2=acVe{RP z!xvwL170;iclJ5-pU{`Y9U?_q_Ds4|z}&Qt$O7TxgCOl|K=fmV56z=topc+>v>mA$ zbr}EB@0DXQP5Pmjw)~S_s#cm%?!&9)z}=%3i~o^&U~b)oMB+*bpTOvqb!@S|9YCQ# z?f|qs#>T1h)XG^dyDR-29UZ{!&YVSDD7ia?hMfq!fl(A6q(K%0G zDUx~i60>;mvx`d;R5OSQzE*B@e%bFzs!ius!wUo~H&^ zw#;E7BO@Kn;8BbtKmbwWw%kJxM`J>hKI>KT7R9lSSV4{vhnj zT|HCcPhtpLgI2)#O#pTo1k+J6c%VHsTDU4>V5%)Yh`Aa>&=gpLPZxpD`W1Zn!ook`w?1`N0p{>vP&y)Fz zfvF&Zo%RF1G+AETubsz-AhHS~4ihLoy&DGf^@FBEH-M?XNLwn?L|x&meFhJ%G{sC+ z;v!Ju^~s<%L#CN+`=J>V?rBfF@ltPy1ve!^1SzPgWMGq#y#pKt zZe1v?2@M1a;zdSO*L_=}Yc9Dnd=kGgsZ1KM6GY<6Wsx>loQ#1jVDzKraovWfwLd z`R}o26vSxwg+9>P^%3eUhzfsAyMDO2Jxb z4_d0Xk)pw0idTj}Zp@srDS@*f6_Iy(2?nls#d51BEZ4G^h{@wO=0mTigHlRKdyVgg zCcoASgOw=EXm5AEw+j^_H?d{0`UY-zjZXUY#%>2PrnnFjZ&%u+T=6W$*L|0Gia00@zD)y#q>;AW+rhOACIO{NnFs+|Z(@LEybMV$--Yg&e}aT~-Lbav zQ)nl$@g$XBOa9;y&R|un>+vsLBGW~ecn|=^`8;~2M6j`_N_;y4(~9nzXvf5Pz=pRx zfv@z8b$|0n%0SK17<4GFFih5zZ_-0+4cKbF>TPC_pNxx_bR8;@nD!p5zKQy<@3BMK z4)776HHu9GT@aY(W8WH`98kgm+kkCJET~+8HuYDcs&CC;YKHQ^mTQ6}08t1MPVVlN zBNV@0YRuYD28whIRaG146+V7`{=0XFE|)L)6kU(-7x8-q{2_76MMot4{i;=^QM8L=E#nL01Pz4 z%I81`<24+?`4!sOhOATpdUW?Uf;zdo1}Jaa*kO}X)P4S+tE?;uf$>S{GI~H?tzpQw zEOF5`$45F7SJZ*<^0@u6?ORZ?H5iaHl)8KdV$ENE`?omB4j>DV&O@j+%Xd~cSR1Bg z4D7(}$q9%(d~ghcT{VFrJ2KTZENL+wDzpE^Q1T1dgEUwM9(10|)Z&8nJUQYJ-3!%+ zrhw!`IswM`h(_P2yM9|s{f(@+L*V<1YH^M;abdn(aL*yYTcelx; zq(d&r8&Lm>PKRA;oS}5jtGNtC;VZG3tE_}~D=o0e?^3gouQGe@aB*rSzSKdk+&}Ki z#CKgI|D5rA!?WKiDfoW>vm{?j+|5#@cmyLa04LJDd^}Q~)3M3dy!c2jNxu@a@}@<4 zRu#B0tbT3uXN|)mPrw;jr_*wgKCQRVDvt_$WRu^HrQ{wY(Ukg%zk6pKyA&xc_Is%W(S ze0700gq-#Y903K_edo@dkD;LhpPx*dgQ+Yg9oMs8#_ZW79F2fyA@>zZTXj@dPtU2@ z> z5SAV#Duz(g1$2}d7&R%{*c5yW=Ju+uT?1Y=hIi@Zk!`If_pN$ZT%zoH8tGZ@i;H`L zz5M3>uQ9a7>_~O8I+s|-!L9GNxL)@SuBTmn_x*6^YJd*9k&%Qleui6NP{7PR0s~+&CvH6ojb2lxdQS z_J-US(pwV?%FdnC1%2k$XIt->Dz{qM_c(h&KL|T|n!(Xq!!KHsi+p5T2ui=(h)Ah? z$(j#2VXlw-SN;IIRm1&j{$9|Z2V^l=LnVaJ*p%Yc7_KXzZ`F5x)V@Y3jNa#~ilbF; z70$Wal|+LACIas1HlNed97UN-1M!PMD(|G{2bPy<=LT>m3b}OsmgIMkZh#e^VO+6( z(d)NnKvuuBqog(lP4nzD7cQWvwzhUMpOz@Mvh}^HJY{HPlG{LWqWQ^_T|V%*)VKjL zG$CtM{v6YQmFuRc?f&#J0M{+?MvPZqPp{qYtuAOH;4EIUA_G7w%U8=A*p@DD?H2fr zpPPH_!d|`kVGC$7f5ojC<}!x1dN%-9OM-*WGuhi-caQh32Jlt7Ye!<%lMbjFAGlapLrwU6%e!~ko!Wk;y~S=8edk6u z?3JFcDk9T3pc_j++{7xC4Z>qilT!InJda~&!U%onO}&$w04{^_Q88o5EXizdHmq~9H8URq;^{ZV@ra& zy6B&t9>8`x7R^?0FZVR{oFLx45{Jo1#`0j?Ryi>-xyOA1C*jip3^JB?3!dB8f=e zovO0ydHP?*p_k&O{kkKquLThD@*NBvtRaw7ifbg>FSIgb?9b^c3yA>AmPL@$y(ew& zbIsXxt&udTfXu(E`(U@1Mr|GRM)!11pn|=AHV!vC4jk+iD6x5l&G8cY<_sqqmtvBZ zOYdJr5fT!nw{;}w6<7Fr9fpOn1=dV636FRnkjoj4^*((g4&;F3+70O}1|6Uj?sRT^ zQ}r+ADevpeWg?{1kHF_m!Ah&?faAk>0cgn)tPDy*HadLjLyG>H(k*|-1f3ai9s=zh z8`4cNvEgAkK%4@@n{nG5E_fh_Nl9e}CV{|}?AV#$+QrmkC(0zk3|#Z`lgpZThBG}mgzYKbAl%7bBt1oXqU;)+Y)^AGbM|Nw5IKWRU z!MPXV8r0S>pH)`l+-+~COIOZLVWDzmYGw3L-csl!*EHoSI1Y%tWyN}A$}i1pd>0u? zlu=+nL<4jH#Fsmk0V)yWwY0Yzo-M8VLnD9mI+!P7$y%wu#cT+9=_cr8Jh}vdoU5<4 zLv_+pZ6^MTS?mSszoH3XAHf_JSF<2?6c0Yuy1vbvFK~qwcNpiGyA6ZAMK%g3y6Cw}Jr3pT?&^w# z?*P!6@o`(eKqdr{*CZWuX zlGeS+Atc0N9A}iBksz3L7^PFwSD}gAMhF9XA%VZ=6PvJaYi!g=dhzhn<}Vbv-0?Dt z!|(NG-!!lv?@u`Cm$(qv<$h^96yOeTP-m)va36aOX83a{qKvLFzXU3ZEjpz)@J$Y1 zYY$Ap<>t?i#|L|5zm>p0YVItA$_U-_txn5?Mn$sWLa6Fa`=v(6A1RiyDcBqH0Ti|UZ^1#w z`oz31BdF?zSwOSGgqPu=e$#SeLjZC9{r;lR>%T$04ay~)!CWmvvggo zpfPg+K@vZvw zVT(Wp4=lE{6UFX>D>986JnK3`Ji9vM_&5zkL_~ng8%r!#GIv*~?MFV>VGP(*O!`6$ zWZH?#2G5@5+@!Xwe4*21t_1Ugnj*Z*5y!wUW3ej%IKVXe@JZ8++~MJ|nQi_6d>=k9 ztosY<>DF2nFo2Ti4IM=aq^P#N!%2WC4bV_jT!~g-zM*v7ABV(Dx z?SYHbXr)z@ndIEKssFZ;Jjvv9Z>UhBI=C~^oyAP4LCx`;pJfe#a?C0J|7-8PgQCj5 zFu+zv86zsF2ns4mvPjM-2$DgNR-yuubIzcsNEQ%LvLH#4U%OTF${L-1>AoAzJ>fg&>oYHH>MWFKcgus4o@lgnt0wJ1U%6p_C@Y05 z6N*&NHxAoevD!NK2x>t^2FdH(BN^!oyeL4UE!M=uPyt0CF=J=LWt%a@00DJ)C}yL4Xgx^EX1S&0*?aP+>|G8z3E94|6?$0=D3rP2v4J!?io zu9lZW_Ps;p?y;}Volt=Z2i`LGiNR}1M;GOx*andw zS?Eu&ZLXuZkn5)7V1Hi=lp4e~pDkphR^uL9dn?am<93@$s?@|}1$<1`^;e3{q=l!X zKU8npUX#1vyjrFjWw@4pFwDDgJ#5Z-O(AW7Un7dsX?Bj}baGyrE9%ApqDF54i=dSF z{l4Cf3vyhvykQa6Eu)9q*Do^nZ0mnU4JvH~*=8Q%bfT?MH4B@iaIOOJB?6wng;{Lm zW-%@7#tZC1FS$9y`bo{*N}X%~$CK3UcRJ4&1E9wGmy`pWz`Sj-zWwN35c~DjrImSa9#HyBO zh~E_^n3&}rDKwF~IFqG-;!@{t;4*G#YHI3tem~S5TRS!d6*IH*F_(cpBNM$aC(}_H zd4;WcY~x)!GY%%p@rzQzGVg0T^W)wi7<+r!O;m#?DTY(xYR?2~&gBBx1o861s__!t zusbqTmRbJtX2J8;gv{Vre_vl7eMMc>c_=zXdpMsx0Mdt`K2p0*ML@*ug81jp57m+T z4zkwv0l7g^?ZC%}UY*7nnVGE2%y|oJ&sC+eVgCw41%X3A$Nw&$w#>@IQ`=DR>V*z% zC~fumLerirm?Xn@@$omCMz3P3DYkgoHj9fc)O9(~Jbwags%MwO#V=^w?V~`MmnbfO zIf)4%X}jIed-N_Ujjh|bzaY+>$I8a3 zHMO0-S<@1u#$SHg72*_{X49=1-ou;o!;9I<=E1WMgzS~9A1|m<3aYBx0GcW=H4S{| z&n0e24)R{3<8LP7d$rb};%d1VIwE~I?oWH23+1JwHZY$ zq<8Rn9XdgInoA>m{lEqXRo#u1#UQM^_)1$=1-8NJ;1X=V7A013yt;sJTXf$k-x2<6 zBRBWBwyMhOPD+vKJe$obvNl^HH#Keg+L8lfrRt-@-s^t;L2@gF!PV}>?rWH-&}5cC zJM$wJEhf%2{$%YUf>)UHDp^kzX!3fXZOhX#%3U;*8}Ex3^4Y8%MXGN-d%pFv=|INJ z7y8dGkvn2L9a&BvpMLAtP;YPXo1eGW%zB`+-?0TE;q){o)|RF5sG0LgoNkS#yjx?f z37tf1bG=Zhij`>?G*(!p&MS*QATqjX)9d!5g`aVLxq03=Hlru&UTkUGb(W;1ZDkXkNp{+}-XXfRQqv=2g5A2=uH9{Let#OaTcalQ+IRhfM2+T) zQ2Vq-uM~>jr^v4Rzj$G3l5gi%bKQO0vF5^~miD@VyNZgJq@F92a7yau@^9YG%>(NOq=_<+S?cC zT7M|gsv9SX&MoMg)2@T!b`y+aNDVc4`M|UT8LB1=gXOfejl@VG`i2_ZjKvP19niPT zuFLtQ`MfVUap}rOs8SZj_T;;3pRpon)=^REWGz5=m#TotNJ%+a__5*eAy^);7c4Hi zBW0h3c;x04t%{>w`1k~C|HSWJ=cmswG0)Q>-4v97AscGf(g*;GLqbm1N0<*^gw}mN zu?yK#r9RdtC#N4h{6?RO8!E_saBmK2P`cT~GGbon;NTnv-5~b9Xmn46&o~D;bh>j`q_6xF7}0p4pDaGMyNZ=Yd9s+oKhT(hxc#4 zbQ^OyF7+B%cJ62#>^J2ma(0EN!dU%!B)3`HOIPL>Z-6SJkuFp!M?q6_;5Cc7ZShNR z!x1k7WwWxT8Bl!y^Ubth&OK&%k~_C7`~w5+x67bje8vYTYc9oKR#uKD)voUsmUDs)V%=1;Oio=i0#*<56S6Wg9OMCLx^W{gV`}j(UcwnhC8SO?&BGw7& z+xOS1Kltu zy&2#yx8?J@Dw&fHRi4}(p#r~aNSL=n=p?sqhBlDC#AyfP9re?qG!kSr9rkIR9~$!w zBOmC(ws;+LVz}`ckvu|F{U*2{_Kvun>*N7YvNeJjs{aPFp|AjLJ7nuh8eaW6Yb))! zj`27Y9RyBJLBU2S058;HbLMW?=#2{Sy-xdCN6cI}b?P$X`7>w6ilhdQuzby}jUHd; zsjLNp9K1q#6?AWw%C|`fSIvc;U#`e#m|1xYP5j5Qa zmw#jXiycYmXVzue>gcQIFR${;D2}WgsxKuya^%RUH&aEl=*k`91v;*o1R_KCHI5d+ zkM9Qns&;+L^0YE#K<|wfE?J&Yn2E@tlj}=9Hbhlel>?D@QoxFgE zQPjx38!YICf_ZQ2Ix3?B(%LB`vs({OZFBb%RPr8?!o*uz9nsu>-DS-b8HxAyR73%8 zwvKqthVR%RFWq=!h~aIHcEH{tbrr&IquzepXSRTU4BXD37_UQgCLTf#A;6~yOlH+Y z<;_NxYKb*tHjLHxNtNY0k6psP3^UJH8)J%-ajuY#*L4vd+^hwTWjh8*VULl=M3mpN zoAC-5H`xF6-IC#zqo1qp8>21yfSd;w6?<7nclQk1Y*-i0hZOd|xO_AGd;J9Ruc?(a zM9n(p>flebbiw29eZVNKfd{tzK5!1h9<1ihGcL)Ibaf7wg%O;~f^OW`uiweZfA{Wk z+z55cG>8DmreG&KhL7SvEnv;Lk5HX0J)OB}%s@}iv4XT@z^rg!+&EO|mX_R+)U^BO z<;tyqz9+E$JLr#$%gVIvXT+npG*;sz_}7?Dr3{ohxMZQGJBJ~5B+M%VR+ZrT01*_+ z&McnTvMyWQm(ZGmv|wXk0AO&FEZId}b?955gaubf^>XSt`}qBIp{c;x1pH0IF3Tk| znMbRix~zI-j01l&5v8N(b#|#^ml!MEG)~DuEOhuG?HEbk{vA6}@GpMagz)z7!_yw1 zr;W=iJ(NJZ(7Ew7yt<3W!xlXn=4obWfWXoO^xjE*1T zYR+5IyAoh=`)o*eHtzQGQ%%`nuNa&{z0!tKd{~v)X1Of}%OJD`?43&kt%pJu#=J5r z3JYGm*=AvfevEm=MqaZljpsWQytg0GOAKj2zrO_P(7s~zW1lHyEz$;_rPlyD^T6}b z8FEV7FVYkP-=%cj2Wd3vn8{@xJ|K1(@g7D;-ieCNyu#da&_XBso<>u|$z;QtsBWk| z2Q)rFk(iX6?81f70xyilIgKoLTJl>l_h$~sZ|RX-H2AoIJG}w)k|nRG=f$N&)@#ps zzaNJPaBoBfrs(Ne(&UsWfkAyez1syJV&leMxlTEU;ZbKNvVK=z$+ji0F&01Y{{#TW5LdJ3Ah$CaymiS{>TEVgB^^1HxsSUC5ZtFi!!Bf z>xzxxqxGs5dW_!BpOp!*aA!esuZ z+1zEe<*cJJ%`-8Q0#N3zDJ+=m+5^vu)ngzzX;fj$t0#s~tmUSYA8l=P%uTtIzJ7k1 zW)XZgNrhYfJ*KQIESgYj7E~>$;9pf$l`I$eIx=#`E6-&>eLJ^Bc=v{wR~#iCio%EZK%q-rUh7&PL|(_shZ<(&ffrTJnEj_*ZK=U zaE&=JXJBTEU%pD<-N;$Bq;_M%)6~?fS{3pKB7CztezLGf9Du@!RBj5%jugIKdgnoR zaeWT@+Mna+Q^9C8l-~TM#L=5gM^j*krYYaT5F;aDmjnkIP2GG?ZrxH9=pSC6zi)>^ z(MH~RaLCgDI;5nxGYJ+@3tPW&J`4jyll>wbi{6*F8m`=_sL+DAZrIU%lI({|cfK## zoj-p3ct{3NzhN!QeU;hN{ACO?;i8;XpkwUb@yBaB&E-1KnTU&amk6NXUyY1Ah%!Jk z&^d1^SU-fFyk5^bKOYQD>%;Q7^bmUP7$!;1Jq1N2M^oFNXlo|7)cCQKsbi3J0cJXW zHvmN&K1E2j0tH(;P{N3!EtL>=Tq(eIAd@RWe_!?O!Kl>ayiIXOA=mj4D@{f#VL z@(k5NUtx<*Hm_W&LkTAqfG*K7I*`;8Naf1`}drRVMe-AGJKCZ8~< z|3HZe`vjEY1(?nI`2FrF;9&dfvy3S>#R$M~%*X&?@{>iVWc5uLzc=sR%P*belcTa2 z=3MCSJ9M0U6nPnxVVg7FA3iYFA=ENdledB{@ZH&2?dt3-mYxSbOItO0NT4Y-ii6_Z zks=-yn>zs#BY3L2XIm>%Ho&IiHy!NgYcJnV3PHr>Woh5iu-9$hI!T!Y*cG=n1RAGa z0hstFEex(_;mYyyp>?KM`V)Jt`CEKcfk|3k-abDyF76U7ZDNf#geB!2UNg(bf_)bo ziy9V7uHQN9S93RK0p?bJNoHHyov`|K$O-_D2^*q7az zEDTikLqkI$8L=MN;(56;@U~-+rvtz=YO(#-;{4PKHSTHDAsr!MVTvH=yQ-_jMUDmQ z9o`0#%(JnxFmbJT>SQ;^VOJX8cnHlN@jiI)pu7xl5n9gpc4ca+Ba!qy@Le+y_BS#z zq8xW_Xc;EXESYAk?*i=7q$4Y`o!(U}n*p-Tv?f9na*bs6>-0F*@Tq`~FrM~342Y!a zy8zfAi)x2jvzU)ljXs<(#s4km#9dv>^wQ>?-V$_#3Jrgaa;S!jj8sdvx5!tEu8@5I zbC=%huMX!*Bw3VKXoxj^;&zgEMk8+xFYw4QgAL`iy%>&m2($N~;Hpn^?>>}THu zPP7$r9`~0>fV8YwkIZf#TjqwATM`n|kcG8P5?W8w^I@dpsEd)kS%Ob=bC7ZT0%`Q6 z#9}72JxI9{$Q|9Ada!X^ZlUTFDpu5rb7jYN>0BcNMzbh$Z9 zHfv#O)MjvW4rZyXhQUig2%rG9bNG(?$#GK;AC&t1w(eA2-&Bjq)e@+4t0hMl^!k!-;RJ-QXy1 zSb7R`61@1%(YNd3w>3cSk7n%0a^Up9mmQKZEF8vGI{*4?XgZoAk>|8F&+`I7-g6Wb6sJxN8P9;F3ld*Q#1Bw$S$=|c(<&Z;A!+xI0ODwE zv=P4zK>AAkgKH@as42!-Sn~xq#ryZCR#JdIu+-&pNPa!^Tq?2%;(z2)uwwLU=+##or3?k<0xw*M^PHCRe?c1j8fBC%Q0;)rQ zC4f%a+NHama%dG1T9~*Yy_{ctF5qwECoU_PgWD|UOTJ|)l{s+wuR$h<*uQ1=#IZwS z;JncDhO{i_m@on8x_SVbg0pYFi}rqP1uzeMt@+XdRzG8-L&*^rn4&x0Nq5)Oi{=XY z`pZvBWm<}fd9h}n?tI;nzsLl|{6pUS4GL3Cy2TulVG13t+0ogVp;_7$irz6uddyZ& zl0fCQqNLe;h5wz7WXQ3<(Mg5tHpIzCUQlRXFPD7j(Ylcf702tlW@l%U9Ks9>z=4S= zPk5LImO16W2cw8a!7n{6O+C*rn0_ovvs5)EycnDpBE-R;A6VwwZ-7rnKPY5`t|q@T z5+JSLma2fCOr3hkYeY4)o)ql9`De$-u6^pHOE$1V8X4hixoHfkheN@zide2J|*Rs8~ zNk{5}x&=F>^RUA;enOadrG$KQpmL+ZFkfV!bh<7hcPtVuf5k%M*M9zIb|J!V-n
GWOTV1AsgWOGS%3dbv*Fxb!iv23G!X>*F)IeKjZ0?pjEs1IlgP$lOgKi73Su0LWd& zW58p{^jyBr?>el3Gu};~-0a{h_67WF^SWfSP`=*Ky$%c5o`hCFQG8Z%OI-Q2Fj|6o7_-IVNhJ>fE{HAx4@R)KQt&%&pvwUySpc-*V84h66$= zjI|`YNObkHQV+&W!7AqlxEaBk24r(*xDj{cnf9!{0$_LmoxcW~a9Kp%_Wi5`dO(~= z^_%%Qfvama>=8am%&e@c+G6aRsYY&LBk$UI9&_UNNczTaE`S`V?POAnxJh5D=a78O zN0EsRWzn1GQv)`%;hBH0ne$$s7txJujq41Ij7NxxTbi2ge!G(2V+xR0z|L*g$`3tbRFUl zSDOn@Y2M0n#~WrVCL+amsPGZl?Ju`*K7M{oSFb8UdWfV_P5v^3o$pp07n{|;{+3kT z1K@4|fFv;pcUT1>-zru8GX9Ngmavz`ih|RCc$9jY5BTyKsc6Ml#W}@gXW4EAle9*H ziTZcGD^IIdua+GcK7x4Ez(0;+D3TAz*_wREIY0JD*(4YeP?}~kOXV++b-b~$$i4?+ zK9EwV#A-x>%kQDz&GDwlbE21lj~*oZ!HRn>ewfpNXo{YN6>zew z&JXm(++R8QD?}Rl$3OW>{?vS z)g{bCEO1wT>-;+PqbR=Ik#`>=E`QHsO&FI~U}2_8eI_>k)@C1Jn;BEDcSpktg{lUf z7mz?vYL~RX_9y{pq2Y^Hzrwr)D>bzkR%^eKH)eT)NAorqmtd!Ha;6xqgKL{jgR;CGmonoK~=KEmdeI+VN^TJ6?G3D+sKK2r&d zZJJ==tgPvv&*!m&4Z*&cs{;(T7hmrhg7Xj{`cxtfsI zFv%tNV3EdlSVOBE5|%H4GWRQuuS|0N!IOWuiYk(Y528rcMqL~@I(8oGpi81RS7X$l z-imQF4i60-k(vbIszMh*RD7>j8?q#Hzz~!3SsnJ(2(tvC1_dE1jWt@0fw94!sZi_q zsgoWv)A7RQv=7r>L7uXXA$Mfo^2U8_?FH2bTn2>{0TS%KjPkZt?}dH(#mJM0eprZc zRmCZT)jCLd*A;?QlboEafJ#&%x{0W?o9nz7g`Mhs`%eLBcyW#NPD1NsA{t!M;Mu$I zqJABk_#|TB`LXly?<~X8dehRq#MRXB(Z2c5fXgVgpEIubQ2zb{1&{ek)ml?S!|5I6 zy8V#Zv2FYoN4LhQbJ4=4brWXY!)?;XEa1BQ_HAYQzBmR@8r@N`EGGo5M_(YBjHr%t zb}06NweY|T3Ueek9Thj3WP|pmO7N8h6&w|6v#Ml_WT#JIiX!d#W zLa|KNEH%_PXRW5^)@Xe`KzG%;B3uubfI^tpv&W@AH| zKH_3OHAX{Ai@}(&IzM3@U=T$a4jqS7YY0O^WPPdZ9N!!=UQemQyY;NM-%WfpG(Z}d zzKql(QRYAx-D`{|kk9RL{a(E`IW<_lw(jjXSOie1C$>UO5nC2B#;3UWoyMPZN8Q0{d;hA=v;){iru^?#T3wh0tgSRgIwC25g zld*CaNJywNzlLHC4}Sn$knLNBp}9T{jikv#5$C=X8XWVx`IXH4GT=y8uAI71u66yp zZPpZTDm5+bEz+yLolHR*E3R8KObVM`WIXnBy@~Inhfk(;PLI%?ZCx(&i6lqn{k;zM zyn8&!FEcLo`oP|IP9t8 z<0W=Qt%gw$3`6e04QCi21rud}&{A=;AB*5Qid%2MR zPAF(DU|`O3v6ahw7Veb(=->$=8uZNL;BXps6z*t6nwxprjX(sRQbQM0dW)Yeb}iqi~Z>~=B1lxky1MvPjmI_`Mqb3h+!_Aq^bVQ>;`8Z?D(|tvH+4q1c zBrU^vY=18lpg$H0v>=+f!+;vP`(0sbng3+PASlHm$JKR=sqWfnD$JMONO^%e;`DxMng zDiTGiLpshJeFk_QSRtT}+tsk=NHFV`N5Sz00_-6EuTPrXkpT{hMLHk_>uLT<>m={k zU_3@1Elf2^#Mia9ZIOge)wP%r$5%MsJAR%GS)lE0p+I~s^VVK1^N@T=$be+55wuT+%ymnUHN$A*8K*@PcO??V8r z(r(%>Hp+c)X8OcH=^+xT-OK;{w*sn0ZFhTAtVFlB7@(|bUTA-}`$xQmaN&jui2wgR zJg@veZX3S1+3#aRWCnRogl{RdT`qK_^yKgM2#fyXqxOID!4(%xWh_LS?{z7m%RP}A zH2C@c{X>sV;Khx^~m$>gp}Z94`!!gsgm56~E`pShlyIaF#xv_!E)i#Gy@8*MHyH1j8^n?wiJj+aBSm#&68zTpn*`tngBQM4X!5>{Ig_ga2?%(+ae~kBOpRV)_z7zFzzQRvut}AhuQW1 z8+L3zL>nJif+rJ>2^cxscIs_(OTozA`%JMf5A(u)8}5;hL#O%uh5zVYPLDVE-+$d_ z80aB#(AMT|$5?D7_QmcuW_@78xsF{L-gnULCM(VuC!$IiqqtU)W)0iT|GjnWW21{~xfxR#ER+G7*h=I2;8%O0X(e6@%@Ppr;kht7IQ=j9j`^J6?1 zq0p!9s~^t!C23IjkjMm%>em=}+H7wz#6<=o53Qbe!enWe$=!yFe-?}f1rIOfjNFCB zmDnGy$i8o{(v&Q63Lun-qBM-|dw7-o!3Bq3HT4kqj$K(*No6f950w$EpX$H92B_``fMmHW?pe5?O)68;Z=uz(UencDqL<|57x>4p>g-edL@ zKN#jGiC+%0x5*3M^R1K7+0P|$Y`SAeyVA#XeJAmQ!oB_YdHw4eY_8)+_`+)ZZTLgu zGLG`Q@`Q=k%}`ccJ}cW~o5F5)+^tT~H5(kO^d*v6ay*=3^{DV?3WWgoj-AC=&^fl# zfPzG%T%o+^fW-b-K`uRDpkzA?$!mn82oMf&xr?{LJ+Pb0aU33WH1MF-` z8PV3KKUn2N)GI4CVla|A_|?c&oiNgq#m4XU@prp;VXb}d39|}!=blDuH}TyN;r^(K zH;PDKcuUyKL%SrUmmWyni_;P}^#1z2v2tX=b=`aU+$3H$C|;r@N3r7GO=S%SU%&DS zXY>21*SDD%<0`*Cf|j8cyrxx8h2R`fXn+PKdA$fip)r)5xb6%Qr5(JSlv zIO}$TA;l%eL%oQbJm1&t)=u`DSNCmG%$k=h?6^*!wQJ$SxirV3$`vbJ77B645u&2K zoNH^U77PzxR#;l$q!UYBLSu!LRA45ZU^OFmn47{CH!-mmY!FZ*qMqAA$I26gBV~7P z;>I_<6Ea;`VETUYESdLfPsl}%zv%&|<-j|vf5Uol0E+hm2ssH@*Oi$FktizzYB zXtqx_vYtb}o{=zIpFY>4sy@D13X;;*#f{70XnS`e{uV|c?!FHgmcbQ!aF|iI>)*N0 zE9kK_ahyeN$3ke{f(<*Q$wrSre7H?f^N4B7L-$UvL{iiH9O!vKi{qd7HTI;Nu@p`} z`$9$u-L#v`UsMQB;;UsBlLK^mS=XfczUIAsT4l3R^sTbAOoZ$1Ra)Hk_n0{dIUhiL z!nU1dHzRGg&$dt?Jhox?u^8qv&l{`LLO5`4IQ^Ca!&U9MCS)ok8EnlSN8vgLCE(jd zlg!>XEGk9WNX&=WEW1Vam4?3hGp4>2v@`&UxNgWi)#W)EX^4Q9>A+q+IZZzxLI5W(8DGt{kSJ<+~OE8>>E*e-dr z)L#8>XxjXHxd**RlJMGL>9g(y8ZN8{-?bSzIwz()PIMmMo^7 zmeMuBE$h@fN|zCyn~wB%eA?F7%=WjdTH{(qbo2Iq>{47WAaVH-pglDhHRXVn^ zJMt8jW&*_9Lyaxbk+`<9=Ve?G_?93}L~jfEzmyf@oTCc$IailfSUl1b{DUQ_WRrLXtLL-~QYZpJF ziV;I||16AaRS$=&5J9e4zH$9@gxYvGtUl4>tQ}Ufzj)=qmS5sz0MXiD&fCc!JxlBc zw^)*I$j3@jfm8K~0h{rcR>RwK2oZcp8tW z9QK>dF~I_MckFvco+Wp?{xrDZ>{maHl%8S<^^xae<(Mim?PFhJ9~pk`+W-9|7tig{ z0|`^)aRH$WTi+ux6PBS>dR;jcm{}&=|9Od(k zk7X;X+2V~bpE89W(l{<~giTi1>Y;6I z-%{!Nt;pB6JRG$^tBgykwzA#kYxU9g4J_w3=9NmTGh}zO*54dW$`D|J3FrP$(`YA2 zx~Gu@5%*kg#Bkc@ZLYy+voME%m8--J!uLFXxw>$^ykH@v^qhf{K}R{`AjUOsWGrRN zp*1Em#lb{{Sz^pL9OS2Ac#}BBwS$-4*x0W&n*1UcJ-LTG=X@EBfR-8A+!|>Js$8>Y zLw+neQ@VStp?RP+Q%LIF%U5M2`w(QS)^AhZT{buJt>ck2lQfVwY>cwLIo=U^UGBJ* z9M&yk7qxl8s;kmliAF#;VzF57%Y@2)ULCE0dx0U7{tWjMVL7*UoNS4Tkh75ft;Q13 z!;NKZQt^+Ne5azHb?cAZBWz}5n$|rjiS-kz_%Hkv4Du3DX0h7aR@*e@=Fl9OD24z1 zfi0hj1Z#OJ!7XL^*P~Ym#O<(#)*S`X^#PB#@_UR-cx7q#aE09w@e#RYQzKG=>~X*i zTnr0K^D`!hO2QRep#VpW*K`T-j@=ghi49Knos!?(3Gk;qg`wWP=!ze4;#_-^ZSwBU zgFhik1(ePy4j%nVPOf%gDQ+bkLhoUV_;q{?g12^*ddFNn+jw^^S)g5P`i~E73pgr8 zHC=3MFmJgM9|tCRx9$7zTOC0lfQlZ`QM^UTMt6Wp4$CPT_WPNLOCgXt>0Ds%h6y|V zcxjDk&#dT2*U{-g z_UG!pjTbRm%FelI*HdsWOBq`-88oj+_U+vvs!8%*cV%+{SC%}DwZQh(Dm1OM9o)Em zWNh-C_BkRE>}Pu4iRN!ydUy8#5}uo3O8XHhVsmLn)E!g~iMaPQH;kkmnTFKW-9uCe zI@`0Py`0_&AUW@Zr_U*bwGn;z6Z^B1!BQfon_FU;=jVk+Y1}qnt~|!`u>ZP!pn+i@ zq9e?q5UDEc@P>VJ<#BjSsKA<`2mw+0>D2f9a&&L4b*C6oqd$%?8lV2gcgrUFflIcA z@VB}oVp%FI50aaa8vjIUi;<)TO%XN~A^bdp!~fV!_kPifm>sHyG%W_VR~+w&Q5*92 zX@AdJ_%@ghijwo1O1Fi3&$oG_)*WyB?^(94G9|6`tp-UE1?P|zmFc~?C|Vwj|9VCF z=hg$8D=J~W@q4pSQ5*QK;#dWjt&Q4C#m>G}P*`1w2>I~mJQ9C?ZS{2sQS8-YbA0V2 zNy&HB@l7Ti)86<=Q*ox{b%6u1m8!7NLua-8-*yHf&K*DD0{V&toL1frTSoB-nK@gZ z*&CENdBSOzQJ$KC@~V&!1%=2Mjc0#8nFRmIjU@$l-FLRHNsP9KTJ)$Y8T@`VV)`-u z-8n?6XJx9+2Pr6Ee@e^z+?(u*=kN{JH~XRDWUgsclog^i>=3zYP7t0TI)|ST5q1l{ zgL)fqR;R~TtMgCO#_OTwW}9;}W8En7caNspk0ypI+w8sDI1>NvIFR}UIoCpvvTVrI ztAcxH^JTFyt!eC3$brgI9;FMOURzBTehb@H;vS=vP@}{A9STpc9%WhgwHfM@&lK1qwA6O+y+TH}V28x582#&>?m9XZROKV} zTULk@IyJe8>&}6qCxpu<(FW4f_^I{jn$vpuwD!qkE6)gn`srmTev82Bc525i*xuJT z4~41iX@i871@9nnow+r(`(p^>_qxKGBF1tIc-3EL~5|>&!}M?%RD@ z@6!0Crw=SXT+d=w3A9}iivDzf>1YhWa(LcllclO1K_BXqB-i|bu%fPAx0e2t(%D8D z>ttP^D;Cz$u06?Yu^=Bvc`ohrCv0YM{89wd35?RZu+~QSxip+c`z?d93RfeqFZi}t z>XmngmTfq%27OG5er05|=0=#7*MN%pd}niH^p+)7INVQotKPMi%>uFUa=f+*6VDzV zKx{p^*i2Y=VktYtcZxUB>#fNK6P*M}LdK3>_cxwsX&AuVwn#){^<|V@>-jJ;EsX(% zA-nbdI=nBIhK!~8-X*TFT6xP?F-PcBi9iLK^PPcjPsX}Pn0NNJwT=uoHaBY9+GnQT zK<~=1>91}~N6Ks7Pru7enxLbc^CK*T2cut69KCK!!`tVR^@N4!V_UB7PVtU#8Xt1B zRn%ar{mSyW@i2m4k4y^MXP+D!BDD0QNJVv5e543iUD#QzH0PaJnbizhG4I1XK8anC zddt_ID^1ut{ArkcISz4hZFXkkhYX=usW0Dz?Y7|7zLxCqFqPN0V$Fj5F5$Ig58(y- ziZ!Cv)5rn758fZ<;^5}wsY#5Xky0V_ z1Y)|ohr>Equ9?-PY%#x)LWS^|WKN*=_?O+`P?8DVwRc3z1wPPLxVw)$UCO>gconq* zHin%#Hi$yZq{nn2a~q|-Qqip&y}OI0$ORmCsl2X87^a^uzB267y=|kckx7%-=6S#! z-T1{XD;$}@qU~&s4N(}Q%iG+(NO-73>ENBVHxwO`o5iMW{d!Ie_+Nj%2!_@enFW@* zFpf!wDGVXASjsn?`O0&XUv6)we#weqh~g4*Xnxznk*ps{ad3$+wI0~^DM~434j%E0l^luI6-;7iASLeI- z(Z8m2eyAyxf&c0M@{jTDSB***>`qw%y*U|Zc_ey^WsJrN_dP3?&24CS`vzrX6U~Sk zNA{{c{?k3FrLi&D1{Qx+(zfRcFwBMjT|UwJrFlTAb7_pGw+Qs_D%pIyH*()ybZISNr^H1K#J2_;mHMM+;e3 zKWQPiq>FPX6)p$Kh5sG#Kvq4wpo1oeEr&-AP0NL>x4%!2R~PbF~}s)ZD*rQ_O0+ZG;uuC;nuyZaVd)oT%T zS=_frp;jzPGB#1c<%B6G@iywTA_d4U_jL<(E%);6MtVQCGF3);>D^hcE5#icXzW8l z5kF3Mbe`~%gjd@_T#uSpOr85mgq)n^j5;IQN(vjod_NFQf0_)d7jLJ3)DjuC^)0Hu zIw8Z6AQt_N(d!*?K9Y5@l~-d2?H8oLCUK~^?_?wMsIjY|>!MQ2{QE*fv)yIEd!2mQ z%EU%+DP^)K=n-B1qa^u;C}F<7HfHG)u$= z?)@~vb061e=bx?`#G7`1j{kb@SI_Rj@LwnFE{Xqt&jhOwn%%wr*ZL+h z*!gD?)!%sc(%#{D4ZKEwj{if>+T{o?LI}UZ^0UVANhfsi;ze)L3e*HV8~d5q-7+Oet-=*E+mlOt zx zu2*_|Y6hU0;Mxz}DNHDhR2HuXc6%qNAV1%UVAl~^m$GkH;^+=Q)>M*wbZ=oXU_#Z+ zixcznSF5PQ*|gnz9)%xNz}LbGV?t7X%uPtpU7PLMT6hasQm7{FhQ&-QROTipPo(EI zPs4=g35Ak(E>HHpJ!M}P42ha$yByEzfOei?D*)`%o-Zf^Hch?A^5Npsxw$z_P0g(Z z!08uHe@I(HaX>riV_ngni*AhND*-%%MGN@EKp}y>XLcN#K^^$?rVtmh1~pqX;Gv)E zs6O7qic-4FW;-p9ubOE&4A=o0eX39J>*=j6)@;Y6;kO(H_>xxmHAB7kBxAfozvBrM z!dAB^w}Tp!c&M`I+l?Jf>v~#f84;Du)?A^s$Ij~3Jj$+H6IO*B>K$||vsT%?KLeD) z#7B$pB)D15c z(b3V+e-8atk|=2mfIdko{s}^_RuQ^WtF{! z?74|I;_RlM9A*7Guz2V>#pXP|+%t^QFM>IIi>F`Xdn*-s@`O9SWF`J3Yw&fvvgw6U34w19)T z<&P%^k7kykrN?$nW&EA^0Esq-{k(0EGn)@fDSB;qqH~C44PDPOVK6!HW z$~37V9Z_xsUwG-wzt_I8b(hjQ#kRca-X7fY#(8`nYTSbKPqRORY&5>Jj(8~%CjDq* zqav-xw3qXD+Yoo;VG5-#L$V5Fh7LXop&4SK5_bJ)v3J4yCyJQV17cJtj9rZqv*+uM8RK)#xpy?qxHLiu%EbH5%fU&o60^cCJ+qhqy! zfd>Hq7`OD8ery>t&)DAHF26VFJhN9ySrDE|D|3B?L*9*J=${)ECi?p0mD}K@URz(U z`Qy>@XU7lzdq^ue!FQiAOcjZ&$~NT|`1V6&dax)zKdf;q>W{{tD+_avda5asr^=sJ z3JpNy%dwDbW9h4%lbx-^8V==ke=`Duqq6J~e{`TG!n3u_IG>K5zABqWs-U0%d-r@L z)WRq&6&SS?j`cu~*3ZtSLoof%m*>UB-XNusdM+1lROaa$rp!3h^m zy@QF@s+`t&h&VknGv-RgLPSgq=n|BIp)C`o9G%8o;f;KM8s0WStPUZ~3DDpwHyLAF zL?D&a-5uLOtgWVouNd*=%NG%Mb=Gi;ff6ou_Mtzb?RKPWa(nhs#5L>QIr|J%m!;vF z&!2B3v|c4Wg3Q!lIO_-5Ov#ROJ5m{{GmtLDrdI9!I_JNc^N;E9-|F~( dD>|}8_FWj%bmXs3Ovm@9)Gc}O%$pCM{2!#>Y=Hm( diff --git a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bio_example.png b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bio_example.png deleted file mode 100755 index e5f7151c9fcc50a7cf7af485cbbc7e4fccab0c20..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 32483 zcmeEu1ydbOw=VAPF2UV{dx8fK?rsV0?t$QJB*C2ocb5&p9fC`63GNPe_|C0!PQ5Qx z_Yd5vU07H3Fl$YBul2}8C@V^%A`u}$KtQ0%%DhvBfPmo#e*TRB2YgK?zR?A~K{~5S zOF)#5lI%f1h(XA{6Ib_uJjj6e!RcA-%ZgJxZVP$y0R|HD{ZDT3_Y91T^u;&uDpi5{ zRmR>Qe?_7m7>TP?QoM!1eZTj<`NBZLDsXe<_Cxx}%GQxnN{f8?L#7XFi=d!j%Y8=1 z{JdqRCvEvYDKUuzC8Q|gu%E!l7!^SVj7-2kKN9lUT2_gcf2qZwUim2V!4z-OlZ*-> zBgR4e>m&9BQF#EMPC))u*c|e6P-4hRs0`gyR zHH_?pJO{pW=2!kHF(^t}F&gPFkX)YsnijZFU>7AYy5_L0{qMU4{vx3eAQyuHZE^PM z%%PINXxG|s%`3MHff$kskwiiXH@qqPuQ&oTBZUK_q21psDgS-DkXQ&Dkc|8iD5(R9 z{|+PsA`TibiWJT@Ch=MtFifD-ok9rM6X_taPNF-vN78)1_G`VD=v;H?zdBrm7IAlT zt0xh3Q+S3_j6%G5Z?rdAP;EYhCr+mPKQW-tL8N}SAAQ;`(}{8Oa6Yz`q-hXeTg&~8 z&oLMAs`=uABPAi>&DLO2;(U$ekozCs9iC`b{pNnpos1nGH1}H1N6b%gg1$hbRful4r+xTC;qAOY6o zypPF)K5>D&cJ2jy>yE zbb)4tfmeikRD91@{2@~JCCY{suab+S;I$7$bE< z1T%B<0hWfPHfVQ&KVm<5 zyOmHmD6^?5&gskf)+o4%eDMPQ|!z6L!hTiaqX$S|2CK3Y&|6Rg8om#R0NS4twB z%wj(#Krt`!o2^VyHeOP?+I(bYSZEKII$JU6UDIl*YPGR+p%0H}w=LE{gyYX_kLWjj zoEi4HHcc>lPF{%GZI_J?b$6-P!A-MFf&R~rnieD9X-2;DoD+>53=a>3{!W*qeJI)r z#W$cg^f?WE!tnq5qbU8V>GSHwH@O%RM*G&&uu*7DsgFO^0GL@lN^ zus-4EZECgqH0e3^;F4`DxIf(OSE#mnIPyEJ28elTwEK91Yhd2fE%1Xn5xMQ=l%c95 z9)Z*rd|IpzG(=FVM7UYpZa`CKQWAZvE!AsMZP3g?3CSMu9}~Xbb+v!CnJs5A^u0`K zpkLDLhv`xsm}qpX)?3a?ClN}|kRDKJS8o;a^u_(5%OjijQ<>J_>6q&H`w1LR!se-M zNqywi~UqWMr}qKIj^3I|vqx#ym`lLxith2V+!(E^o#X)lU)i`%CO zLp=h0NUtZ+r<)BSP4x-`;j&G34UWnL&$9u#^Iu$$=7XSkV*6GVdx;1T2&9Id`e+fs z3CjferHF4%nnjrYOLiYY8+kdWaTknmE#x3IH;B>-6iX_oQIX~kWS%^U1WpPQ$kLho zvW#3UOH2lXBjSnYlNm*jIJ30+p?kLyyN}ZcM<|+Ey`Kw}byRsp2N;6I|S@QW|R4{P(w(y=mM^PH(fY=cDo`^*T1si z(Q_0kWwCxpdz-{z+H19yBJ5Nkmy~b+r(FPnd=?pxc{~}y_wHigTqIZ(ddu(E7tChn zmXeJ_Yv&9YlW!0pV*0GOmZRn&iNJdFL32N-ElQeJgpi~JDjEhwowqXaXd{ufax|bf zYX^ltynLU2=BYL*1PK-3kW4et4)%$XgBS-F)>_{dz{rKoS{z-=xRq6}cuUbNlD%3jJyp#5K+k5dx9z~XYv1OTCiH&1qc;Z%Ge#hf?F<4Ap_Nr`&MIS3 zrq@rQ>m_GJu$71Mz*@+!h21|L9eS?QAEC~# z=NQ@#-(|)!h3jA;yae3!JIztTd6IUYu6XUUfGa~Z4SheB zw_WL!g}n2%*#uVpbTXbrD)Rzyv1N{r8?KhCLfYF8@Eh|1C}cufv`U%Gx(%O`T8`Uw zGdnE!&xtC+sSnEv4ke9q6I-kcvSsHA|)WItH=Gezw zten3h9pyl^w?y@qTWXzvt#}x-_VJ%eOnP35-bpiuYtBIl8d+L@Z?U*c{p|4^9Ff2W zuRbG|0P;QsI68Zyg$Odb8*}y`xW&;7L075@&+~0Bav$?lxb%qdg8dtldy#vAbS4R# znNn-?Z7&g+?AqWrgY*~UiFRJk?8(HaE(m8s^m*Bv8(L33op|e?Zv?AiG5Z9%A2L62>X4$&MdgI~YJtxnOXREGm+nC$cWRk=9~1ST5zFzZ$k=PVS# zj@HtT?ey)BN|@u77S%%hrIGoJw(#5tj6aP@mGn~bP-GRpBqnO3?RiSc{?O-FIr1|t zGAlM_I5HbVhu_lM+JWj;5V_mSCOKgr{;dNU-A)*KhCi}v8id&!B^h3hG zO&8F7Q8#PgoQ44+DHa{$+dvU!Moe~A_R{ygoSxw_5yd!6QOT3qqez|Z?!ts(f)pZm zP(a#`TeR=c4?j1YzznG1K#^?$lC`xvk>^E#g_B%J#@fvE^??h%W(572uW~7X$988l zqt1j-L%BdcB^d~cv`8sITX3bSQ>SI`_A-ArA6}^lEe{h7qd$&xol>MCi`*_Hqq0qU zu8$q{ll#{E;QlUh)?t#`lxlvx6P(vOeyU4)$2VIbrC3nD$--UtA_l&@b!VVe-;`4l zcDZB1v_smBiKEk8bV7mMfXQUBMa*+R&fxc7tWS{XqUMtv7%|(AlU#t^w1KyjBftFpS3Chn?xULt zU5C*pvIt5Sg7r|s+&DVrL2qoW4`2>@5d#i+_;f8VH96s{InyBWf?Y%-IQCkuD5IN5 z+hfrO`%WE~KkdE(L|)-J{Xv}FAIBqtIHRkhIg!n`vc-chyj_4AOoPa3%BY{PU>CvY zhUE;do0x(?1Ezor6bIBaFeM}Cwk8`2q?a5xsuotOKyAZT$z1r3HV{Yxgz*ku&n2?) ze3$@SSS>8g>Ov73GRXg!fzvlemZq<-TE^{v`;n z-%kBm%I}a~QOzqXf49^jD}C(j#vtqiThn1QH#{voG(eLfH^l2tmN45fxKEz%zNp%) za<-A%eRlmlPayhy0rY#2&|MDGup;8r36Y?pclUO%0*poj&t1H-)zBl_n~5uNeaNbH?4h!cCfhA7~T1-45^wL{=D4kKqh$Do#d)5K$a%xZDd0 z(3ogA6I|ax`HeS-CO(Zhey@jy9_7WE4i?gOk_Vc|p`2 zqx?B8OIZfzosr+M>@e55wP<%6HlOEN{%0d9He*6q8h9EZ1TmGsst1B@)Mo|@K57x8 z)2HUm1o_%Cl9*&l4^6Nq*MpN09~ATNDA~Gw(j3Q_SSG`K-}|ffcc$qO2u5FM26N+` zNBO09%zIdq9jd80a!pd-<4U@CRj=WzRPDkX&wK*JWvytUSolanr9%5JF!pTAEL zH-~n-^M*r08@7X%hg1^zh4eg_yAcJpIXCr4{r0JU#X91uttvGV&7{g5A2_)Js#gyR zd(7|K6QSrbFm6_@)R|;;G7=bro0D7zb2usv$Gg=no_)0hpM5lLHv#88@cTL+kU3iXeB@GBeN;f7fm@ViuUfHQL z0iw@@NI~=T3Nx%RHE?x8n%q?Y1qqFjKRr&1*s6HL5~ikPRgzFx+fAGeR|G~6)^s*H z0h)X^6GXDj*V;HdG!!zQ;v#2LMA>|5M>Ia_{qCACPdp};8No}avd!P$prCxeDzko# z0xuHB-Nb&gWpRvs494h9^qPnN(`}K)N|yo|xi~17E?_>-s2t66uONllmdGxam{-v# z6z(hPRLvI$gqZFYBsmwp;pH)he?prhJP1Er zE!una6ZyDi#}weOK)RqQgE5zc5G>N3f%ZBDIP3SSLkOR;6{Nm(#Z^3n!NFaZr|MK9 zHrngM-7||6!gt_Q{w*<}ROv-2&5!-N(wuKpjO1e_M&@gul0HHIaqMSM4xPSk((iW8 z3q`hPo1YBY@n{y-;yU;Y9VGY}YI23emwA289}x8u>DAsy&qMiBN*T2|USjK-tu~pP ziG@!lfV31u9@YYMVc{*Jnsy@P5-_sznD>g-I|T2uf0rcFJJjB7ys?DO-zL$!lZH@> z%f$>Ns{$J3dlz=E(^JQ2GM)>?7Bwd$WtB-dn~Vfm z2j%dC^n4iP3+_I{O-MwpshGcHTHFpd0R(_MO;O&f+pUXo*F2BsF@r-tQ3ir)weK1n9vu0mkAM z2zco?3%E_nMycA4*#{1F%)j1-{SZS8iZ$jNccxSJ$&Tr{$MF0jB`_H*ibsELj2i9) zFTT7h`(uywQ`oIir&j(q!VU!_hrcLvpd+)*{&>$IV^~Bc@|!V^v51HeZ8BxHZbAkU zH!Ae^IxG`b-8P4qFfg!%vmFX)TwP-lZxh>huWEC z{Oql;Q2r!YqI!a3)*mGEJDO*Z$5;<*pU?WA|cp5qW+BimZBgc#N=b^=BY#V;%lF;zn` z4orZS96FFQV&q>^VQyvTljr?}H>?ipZ{lDPL&=hgh)8?uwlA$m_}8K(G*{)ylommY zPhvbd=NLXZ=s7n|jDF#v7j3{(y)3&~Tnxxaq{& z1k$ty9a*_Oo7gDe@h-&++n+Fxq{FiW|W2xUNUz~B}fW%$fAU4 zZd=?-`ia5a%Kb5qbmkjqJ2~vKa;Jgc3^`*ge)#hDmDodA>(IT|4maDUWTjIS*lbd| zvVs5k&E`?AV6#zAJ3veudOz-XTA5hR2xeT;+>3rKeT2N}pnB+{kI0K>O_orYrX7J9 zlY-#hruWyK6UjzMGDP7Lmk8f@rS#KkFjP!_R7dQ%f%ruM+WAhkx$|E`pO740BB=M| zM6)L%F}>W$pj=>GIFb85RJ9|}BOMOTxBK4PV7ohq0;{i@$Vu65o|MN~&u zeAtDRAqh|-KTlS=FyL!>^pZ$k`pYeX3BSaBt|_jIV9^+90*(^Rfeb)pn1OoTNu_>tZ%)g&fPcLv)b3t?`fHw zuk<{s=3XWr=(C|ok{+a)KOdjOzE6Kh zPDWMTg68?Pb%Qu2X^xS#o&h1!93?5tJv?D_B5gDny@JL4hJ9upc=n0DU|f9Ou*BzP zJtW7!^3}VJhETBQFj)ThoyV5;WN1zC1RPB!ci|v@9uq6T_cpW#L4ml6o9jcPV5adA zVzwRuxDR)je}W3t9KJWeey$RHuwDHH(deg&&`xm{yBTERzLYZA30JkT7FvHaPbYno4xq?!@)S6qoJZ*Mx|aJ8}s3ZnKocn$On znE2`s`6;>lhFm4Kh+-GpF+2GLHa4*h;*r<&DhxaPbOs;~D>+oSET!*mjCv2S+yZCt zgL3fsR#*wjC1}DkWR3)SGxF9fK<}Eo(`VU-H+zZgUC`8ZsidM#iZ=OQI`0-3rRU2gkZMD=Wz>?Y1F}9Dk2`oNDT^%qRH=?aH$eCmlUB1V z*O23_n|PSdRn}H-pG`fMmNtQQ9u95``X(QwaPnTs1&8S1L%PC)cwu-YIW}`r&RWYD+4_jtR)a_!O+W5oPzCMMl+#f)l^5S|aH9KG z71B#fjftPErZ$_L{75)>w>pxs!23lOIhkg;&knR`IMSwB6DtoCU7nB?=c!x2GN9$h zq_>a2@WdivhYPwj_{o&Jn030i*^nlT@01EVw>?-h5IYB9{m2!RlFnC_SfV0GM0`9l zvs&QDV}hIpZ*DqIC|lm6g;9(12a!Q2cn=ygHKps%uIk~VTF^5eKy?uBo`&xDr;fIy zO+&_br}5gCds83wIRVU7r*I&UU7I2LgC1`bG-`d=C&E<+LRY$U7N7~E?&^akN-GvU z9IZB{fdWfI4RSsRG&&z0u=pM^@j-GWrj(#l<*|p2r33KW?q1781e7_=imtMr*l?V9 zsbnBz_{g@UPq(=M!QkS>VbAkgBN5Pkrrm^@Cvc)d2O`nO_ z8ANo61G?D72>T=Kq8j!!B#EYvwV<_e?e_3Hs*lsfN43`Gb_|2GDy5M~RUM*P#hFo| zaFMo;+ESYr$^^xvicGAgtR?h62KdoL$$jk`I)D5SoOfoIKk~IriR#GtsrRF>xGaa6 z_sRY*8Gm6|e0o7)P3W+8g5c7xOsV;23j+@0mXA8<^swP2-171ok|vCDECn9?xgbLK zjw-eKqk#GY?JuK))VdB_s=C}IesdO03L6W&Ab{p(eKJW{gS$$@G^Js{7knZjHU9}(UwiCEZL zu&LDfG!dHeu-^04bqpSdr1w_?K>v_oI~A>pnQ_xkbh1O0l}FgRpVfJuTYS1gE~72X z5A{%OPOUX@MC_|f9mR-d=k7NaS5y8b>|K8au6Epz%7B^lJFJ^sqJ=-V^BC=|Oxl|& zvJL;7T42-_g1EpucPP$5fN<`1aYqPtjz*_#z4;ISR-ek*9c?rZS>t{ow7xM6LQU0P z{80J9OKYL*U7Teh{v=sn`%^zvtd%^AH^J;9Re&|M{!mzzl%!m0d{13_7tSK@ADmr_{yW?5*I$_rxMmrxQ`=)=E=}-)oI=gR&eKK6N#r zutIA2bw$E$p+0peyLZ{(s4eGR6S&fYu<89P+dHvb-!MC2G??^6ddX?spmv_7(!d`Q zw_eA+O)mDPv?%`G1U&@~&S7>yizWw|W0>w4uR9U)L2l9va+iJ{1To|dF{-+j=|YQQ zs{w5s`P0|&A7Pwf-);_qzQs1XA0KfqrdxMs`)>YJ2!n#d>#lm^K`xFMOPN&MaPk0j zl~W6ESV%0~k#uR`E#82+OW@IWv^W6{si1+^ZVc3sRBbe47@ou_Hu5gt^gx7*;F>hV;By)}Ji2p5(l23GlD z7o?FntnH-L-rv{IyKi`y;%P&VTt1&xI{*DgI*3eTYP1(|luKy@#|JAI$uY|8qXqGHrbQT3)N~DUn1m712X3LLZncBHKB7XnT6s(S@cb*^s(Q4m%fHju z3j0WbvT43ZLjIns!6O$wx#E!WXq$n&;JI@pk=u9v#gg|ZH1IeysUP9VU8&79acpWDv(>$ z0{j4)q9^$|MJ62M8a%S;4m+1pS!P zw_Rz-ah(T6Q&0+&wc&Z1DC9;MHw0qnA`b}J)kyEgZG$)hZ%&B#o$`}#3Lk^5>0xv} z`202%;^w)*dy}QXjsukpb8-xUZKxC^MI}Ym|qMM7_}!ub?CPelYDM zEqf71re(9bF+g9eppfb;F&~m55ayDjrw5?TP(2i0UxK%8um($BIN>R$Ju1kPRYS7oZ{1bxqe8oedC&q*NSHm3{>yO0$?<(>f;|8D&kSv+#MRBc!dyxm6yC8gO& z3;Hx;%)bKa#8bL2c2QC-i>5yUTbZcCGJlZFi;3JN;BI)lIOx|l3t2SqWwvA6`H2;>ca*9k1ri;U$RF{D;)Ha6@fN#XkY9n(gH zB$BlRY)m)Os?yCbm8I)j3IEW3hz(;XJA3{wk;ebll~A0$$ZKvr`vqUo&p=`+1JayT z(^q9X7`VXLmq@$K53kBtln20;|NBD!{WAq4Albpho$pV3^@`aE!DIipf&cndOdXKx zP%&1=^NPPFUlF5$&w5P~LlIa^0Z4V!&8X~yUQ-YS$f1cqzbeyF5eH;C#r;w%Ft4eH z02z)C-2Vt){`>X9e5ENsZL^A#KPkL9YC>oOd0xWuJd1* z9|G{iFf)8xJ^ra{`XUE)F@TvgKbZFBmCMXg0Z}~I;y+G(C5pKTKsZ#sm9;Ybb5h{u zz6b-tqF)A?=P|D+nkX1wp1=Qp(f>zy#U#{MaP1j?A|A|DNs{@Th|4M|r9?%c3;=o@ zY&u0535g&Oo1p=tW;t`4*JT2rl8`kq$<@Tut+$IWDQ}kRlb4fANTgGetFai_+$+j* z6F5pS^otKC_tQ#9Of1lY6%d?&ty&-v@xA(Rm1y5);}`x0 zZush$OhfOijKz$~x0-E9Y%`WL4O=$Ul60Dm@_Q{e(z{ut*sCN*-yNKJ7KtCHw>w!w z(Y!14E$+uNvm9O*R@SrS8LiJx_ne;=xR(+5HlnyT0ky%@Ae=pZi|s5c`1H8-JSGN? zrZ=76c{AO4)KS3he0#)cglD$@V7|s2kei(SR#TE4NT4zA4nsY=*@zw5ujnY>NMZaa zC-QV-O6mthc_>rZJ0FnAoUM2t%O=u(NS}=AMcr1~-1_^+|Ct47Uy=ZM%ihYIUUllF zS`&Lt${Nx!BnV`19o1bjmum5M*U*UQZ* zI`$s7*MP1|9w3#=2weaEju(A?P-Fb~(=62398e1BOmO%=`S1geXPGaPMroXylJG}+ z$@sue2q0!*uZ!{h7x7x1?W|4D7ql;D{=-@QgR4WVEdcqyOXWLp+HAM+G>z@Mc?AO?M4mJ3hXo(lO+*fPc#g+m@=pNlNtn9JwHU{tPqWMzhG(^5`dL)sg$K|-q5n3d<=X5M3kIH zoe;t(y?#OxcDXe9Ahf7Ur?YG;+&N9E*4i!>G*Rqz`Bi@>f z31V+sTd%{l92k8`!PIj5RZY-qgi%@@QtMMzat!cgm* z=A|XJ?l;W=%9(CkF@{@p{8U>v5#6c{>wDEyzHP1d_riDA8$Z*f&Id`)OWA9V8!o3> z4Q60R?32B{lx92JF5!0@p~pyULygICNI~ORl^vCbmR&j7~r>KbHtt6#>? zI%f{wJrZTqugUz?_+XGCu6px(azpdr)a^IvavWiMZxaF;GPssuPj5J(KZMsF0O=zH zXxjG6ri`pu9^&R3AF{;s-8RaG20l)r>hw%$ zcBsf-GzSsgR#g1xFVBZ^fqU7u0(1S`Bo*&jxj7TE0Z zZ>9r)?ni}IA=QY+n0w&Lz}~hfJPFu{w7pkDxbZ@7u^*er4ywDIHlDsAYG^y9GfX~&t zu(fzGit#hEqj=Y1O3aL*Vs$4Flfg%w-v<_tKa+ph^J58n*rgnZwk}V8J{GB!wKtuU z+XF==q-%8z?hPfm_O|W#Gsq$`sMdSnw)stK#|}N9P9h2;Ytt6s6CCfLKz1OHlcRTo-OB6{Wq5TzwnwBO0mnRX3xb^yBJ zNB1FqMjR4giyb+RD_$CVh#0gRaaIE}3Z|}Y4Y76n-pg|*97CrG7h@kv$oSFWihJI# zIM#7#v~65DNOIKq$Fj4dCFXDr-0#e1{q_t1m{UIrPs#cCv}Q&RB3)E>Rqw;1xxa@A zGy>5%=aovLM(pZJ6(r;-hE8o(zeU&TI9D1Xbvl^{k~YsJ>T=>fk2A{@qQ&+n%V`j; z;V0smZ$0d^(QesS+M1=(RWu`=-Pc8bFm>Cfd2kks$r36}dC=sB2}2`g1ls9*H_k|F zU5+*)FX1RtRsRYk(~*%m4XdcNA3nelKndHDgs(VrR^_N@Lxx34T1y{kR;%|p=ZNczvf z%wx&sP!E4i@rBT(|I9K^g=4uoYf>ReLyvqD)-?6ToXFnfu1#Bqi_NHu-t@E`b1LT* zx_KFg?fX$swuM_#!}jv$0&@-3M5izw5;Z?j`uEZhrYanv%zmlmm!&nMlg_<{ez#i- zeQ;eA1fxNFjB7AB&f}&F3Q9qHhWIQx)FsT~S zEFov_q5>hdmCP(Td;Lupc+}kf&Xn1HQ*3Fe5gSxIUGKS6U?iZmc-UwZlr9Ym&1JsT z)qFWo?oomtwa~QIX$!8?=PYPVUo`tt7mbVZ35?EF zmQOymZ@9s|)t#sGb+OcR_#}BP!w@&T`X*out-tv5algBqY)}phsEcO2{*!KC_r&G? zEOIG3yW1tOG#41~w-XwM>OU=B#NloHLOyp)%fv#F4GdxBMk{XB zGc2R0O>?YKN@bW_6!5Qkg!I*%YYeP|YPCWILNGHr=m8NYpSekX`cHGD=VpuvxC<#E z9L(z6=;WUj7_`h13l$i&*+d!Mj4y|VkRF{24d?386Uk5NN}E|kGgMB;i4v<01u4XEbK0eH)+aS$k{w*d5lyQPUbFqHzs%F~3D2s<|7 z7bwA0sTc2uW>rDD>Xt%9)BTj_v5ZBsb8H7cgxcsjJb#;odsFSmV{>j)~wj@ElrQ!^0H=^mU{G7YaT9XEPC+dPsE#Ea6MA`>U)$IU8_HtLATrpyOu@ySiqz^^G(42N0bj+|37wZaL)vLa+i#F$9O=<%{CC zoww3{JX?IS!cY`@WCP1!i_&>#)RnkMI+jdvYGPf;t!iuvwF4HYOskG#np}a!YR*3x zQ{~f@l$SEDiI{(oP4a1}aY7*Jk*Ktjz!1?*`>dhdgbelx0uI=|7@Ql4fv2+*@s|M- zc+^=C3=W2umyl2-r?L2ULe1Qg+0QOCi2&0gRD~8@OP6glOYDAKi`E2PhMX*=Meb^N z%vSfYw^#Tp&Ep&yzuOy0uXL|ApSBBg?aQq9VNHQgWyce8aeW=lT4zt56>db&i`J2NKk1ZnRQo; zUnVZ)K1m3VMQO<|EMzRIwn2z@I*VANImvPaL`n;Jo7&-=xq$tI6R2}P#RrE$_g;U< z5cp{GyLb(UTm;c*1hQfq9*tyNQX2!()Qm&AZP^En_R)RWHD$?Zh(*!*R~OtlU9}V8 zEst402Aw(d5k$L{5nM(>!uo%@yVP|;vdP&}$9lhRWde{W3d>hlLA-YSZ2E4q@#Ekb|iY{$*|O*B5Kq@PXb+`~@=PC4e}VO{g5`sjg5<`I2db#S%Y#jc94 zLHeSf!A+N==97@VbZr=X%l|zL{Hy<~z535#unJ?s7HYK9Bp9^28Mxu%GT4ZntnaQ) zfENK1q@M}&u2k9hMYg31PApycd6 zY%Bxg?N6`z)twK1T9@@xM+pO4n`d0)8j_k=TO|c-150&k8CUkgl{zaoTNZ~68>L>4 zX7}K_vz=Z-MaRZhp*##CD3!8JzJzbAWB&e0Bz(<7xhbA!#Uujtn!3hzb2Z~geR8pC z&ves++!!~@4s?Wl*S1;2@E^T~>bFK$jAL6~nt`jK=*jXYnrfpBg?rZWSN(7yaboJ| znuwGQsY>6wKbkyYQb7C@zCsX$;@}Fkn~UFpeFap5K!iyGfG_c$fnTp8fsv8G===AX zJ2d|W)Bv*{BVfl1icE}nb!Hq~U^FsPXiWY!v=c)ez|>%H>9Aix1R=5L8G%t8T+hsu zSFk!6iedn`MPO8zqMF=SWluc4ihVPahgRY_mB zhlOm-u&pNesw=WImHrh>3|E-lM5@2lAl`TX8WV%6lBJ-0YoF#$N)L(Vj0B>H1#Fl9 zK!Oq8Lh3ldq|r~ko@A_-BqO?If?i7n#oSAh->MW!zjAGAW$KqCV;u-Fyqb#2mn7Te zD#X4vbGFP&lBwrBRsZ?_{wK*sFP7W6ci+ffojLx+aw}7Lp8sl+!7rBE$_P&3S7(0n zV!4es+L3)d$sYi;-U!>=>(!axO8}#9z@v%(BuD;(l*6O}>l92oc=7rw4tZI{K^b(w zDrScP>S7BGUmXBpoi6f-!r_D5{;-PD%>f(UjTw{DV+%m%^bmmu2X-&?Hwpo}m_|9E z)5GzQDMqL)N5$1HBu0dZyt`HU0wdGfyGvJT+K1+O0*0p%7S`wFz(M+jqZ{<)06re*(iBfgJ4{0L+sD6nuM5!PUVjXoIr@ ziFD?@QG_p6$Jh|0@4Vq?q?4W>0Xtxf?5I1`cOBjq(MUU-CH;VrfryMM*Ka`*=|5QmL^sU*F90l{!Hz2}Wq#3W z=er-TOqS~lzF0W_Sl$D$aRHz`IRhdv1ORQ@*QY`hDPoo9Ha(HJcis1cOcfx&#xlUa zlTP&?XDf?ty~5|#Q>jOiTAOLP?XfI2R3h$id}qJ{Ccn`e{o?#=!tbjSf>AEd^t-cO z?hdc!ao$!an@i<1kJN;P$6}OO>AZuM`voL$5J*Diju(M)BTO9piye_J%SV-o8$f{A z=4-7Jm%R4NIDPM2ng9^jrLjXpFw`4AM^G1tD({MiWJgi^)1B=jYq#JbfC1yuqfm+G zHa)-zR;ajT_e3r#{ zR=ubH52qvjC+a;M-X>MaA1nJD41XA(!{qf$B5~vy*DiNJjSDi&y7G*59olj;$D7Se zj17qi37dc;ItlQk>0XDg^n7J&*Lp#;ALGB0?nd|kmf=#q_VNb+@rIIz=m%`QoBPI5 zJ7Hq%=QcoSoo-Hym&IBECF|yr^H>tlt!Y`7spN&Z9IxnmT^%r>3tz;2=1vAs^5ZN) z_i}@B06B~y7yV4yozx05jv!^ah%o%!m~`s{@H~ITXPcSPqPO3DpN~Tt*zm_s_wMSj zgatW!oPg8p3jk!R0JKDrXmiemoT6efK;iE>;eFkrPrW2`A`${hWGizo0GV^i*dCD^ zi6ntzn$YtL&X`r+TmkB2jq>SIZMBY)Fm!TOWhb$xr+fR1=SpSNP_Z8qx$lvg_Dp)5 z(k^|Zb+jbfyP9W&*Jaq8C-lgh$Et!t!}ia!bcyi}+9ll7o05a`y9g!AE;i)VLCwLU zXLs_85Iu5dKjJ5-K3Rx^VMU zX+TGPM|G9L6ZVrp+&-e?KMVuV7GD|z9^J1YC5G^+?VsnXd;TmkCES4fnNZX`PkZps zA6MV$zaMH<L>at;yxNE&MSA9oq3Y7Ijsvizn)H8BS%ZOF7tG+=1eIK2I`il<7(?-=K=qAkD1PezX={uL&35}0X^&jztsr+lb~*WM=%@>sw_AI=VrSd&(qyL~=5FMOPH1!?Bh*95gV*mcZ$|RKR_`v-nGE+827n{Us25?MMJiCJP5EQAT~}1Q8V-$z zx2qlquu^>#thMIGtyIgxlA&(F#!hc$>TWGVikwvA?xxjr0+adO$DE93!sD+{jhuwj zvz{x}oIuuYRliEm{pgw3*RczH_Q6hP{UWl4{A$S}38p`cJDXWawdqQ;g*)09``pUo zY6FjVxg%)`ZHADUy8O}5;{757EOo(J^L(yf60x9+@9{q*Mfv-8{~Uwbf-@VsAaU*; z%=nFw&T4A56RWg)ae#;`KQM8#*lprV+RjG-k4^>xc(FZKpVhm?MZkzpreFAkj`W7eB&$;@?gC^g@UO0YGtSF=9sErcPfL;ml= z55&SQgHuD(mvdTw41hNe)Q^KbP67AzXcr_oQ{@t*l0zTCD1gn$1Ftu@;Bym_?#HL6 zRVj2REiwK5Fqq+5O<;I?*syesJN#D|@eE2ByxSARrNc+-s!1k9N*=xTUL`A#D%~`% ze4*8|M(kUxld%uRJb$+*I|!S-K#GlMa1bCgEB<`^68>1+q8y{#2fjny8tDhb=Vkzv z+x%cGL$Tssyf|+A?fZAe%t5x8>n$Q*-|KJt41?zM=U%`@F;fOcWPp+EI$4n*{>6Mc z`XV^OF8ceoSK^pwiQVLQHUTCwQ7eW zhvb9P#7NwlBM}TG!k7Iefa}+kqTq*$?uNdFI@@z@ig=OM)jTk|vp2ow2`1c*tQCsH zstRcmmeAJ5U3ud=(jfsZ66l3b7*7@7fZh1BW)Ed*k&`YSj6;rz!B-TF1&b;_>~#Vh zgSx`P4kmEeCO01{W9z2j!}dCiHj_jfEOu<45$eNRHqhYft@`rmAK~o}W*1_qsg^+j} z#Hjy7dq6J4Az|vVB>2k}DvU;YYBVG8IIVoN(lzoRB&jjg;H&ZmFa;IM30v?~d zld3+lM8N*3xXOh5^j=xB17M<|dQd^kE18t(R2}zX=~fssbx%7c#>q{})8V&u*c@M} z2CZxT|4(~g85UL3$4v=HOGquCBGS^aq=dAzbc&R8cgF(KEC@(SONVsV(p@68ba&@_ zxSucYb3cB6zr5FVzASs#ne(4HGyj?S1#;lciT=O?jH60&_tHDXGSw}Qx1#d(O()y$ z<1VWTi+z*=$04b7Z`)(d3TqE@&lAsrIYTIDzFrEO2+Y*5(fmTTTdmr=zk7{NIdV_O zJSgc7c2VTy5hv9kH!ei!b9kcEyhaqOoMWE0LLj3WJF%U&V@qfM1vk;`F1Byu{C)$> z8jL(b(uzix+agX)AxO-c34`U8BAI$T?yL$?!j{A)(VUnyAJPWi-G z*Itp)Y+?tjG|RrN6Nh9XJ|*DMVPxPa5*y+_5STylbMh=}I-j-hr!>pP^z(lrXoWXm zZ%`vIB8DW$X;v!{hC*F>Tc^&i&$%8k)6oX7#`UKoTm!}K?=JMMM*ReW*Fi`$-9V09 zI(>wzLJB}E9_}xMiyPZHd>bWgXpg@yr?vvJG}iCSHX;N;mCH-W2*$JMP*Rc_93OBQ zf?w-Ty+1V@+WU^;_v08US#(H|fEJ5e4iZhtGfu5fx{rO!13AI8jJso3pM;&$ zc~|3(E%YL~{BvLq)q-K-OSC?_thrW6x+15HR^Jm7-UiM-d%1FKzfZ*e4jHBkyp+}p zjdk9OOC7{i1LyW%SX!F(vMeZe_vZ6h@TBP&&#;LfMV`@TJwUy99EamO`jNf z%31n;s?xj~hAPq@kW$d%Srnz3N=|>Oa>2aR@0vs8-)uKP5po2*rukpdOk`K%DV_Z<8v?mtJ+#R6L8zN4<83@{ibV7^B(Az<|nrgoPZ z5;&0?q*9?J6UiDD$`cr{{V;r7keBu|D>JVPy}L#f?%$mj3Srg2O0)~=&ZO_I%FD?y zr~P3oWKu$;MsOo%7_%8_#GoRspARoSDFq_QLUIvJ&kMO6D7PuMn2t4whzR836s;4Bm*m>C_~54H7w@-?q*nkg%X`agy<{Iv7*0=bM}zU;&V2m%=y0~^A46d7=7}vgED2qnW-rme zc_ryw(h{}W7m+QKH>%v^`s8rX=U=VZO{WWDDH-58#JwK8AM)|GQk%=SDTccw37 zrr;nn)x%LcQF?jyixT4NRok5P#)xhzGBjW*!-#>2jdl0VcxzTRRN~#QFO!Z&2pvKr zm;gjZNX_s~6serSerS~Tcs}eah{YoD3)zXn4dy(Zz=$krn;mOK+%4>`g#VYJ>`ILbW{W(fGkN zn%>xyVoeCCDx`T03*rrr9*_`i|?GfYXbNSUTu9ASvowoyRsdq2Lug?0uqUNF1XNk ziE#XW%LeUahu;^#6!h{fliUk4*)}qK@4@iZ3(%E4)th27&59CcSNY(IfuNs4r)Q)* zYb;~iB0dfr|4Eo%ClnVjf!)7!|EA@btoq4Cvv+*)`HufC=W}Xh{A7m+xMGdPE=8au zSC{z>WNKjQs4|i&Hrz>A+YPz!>zU2Pq?mfRf0hnrj)2nhSJAbXubaXZm<0_k zc0xm=(4Wf0AcAAcWm%4Jr^pNS%oyYUEHV)dlfCVlU`^0%5jaq5Q(`IzoY)su()L)I z36t5Xuo&WSmy(T5W}kAJBJRvw#Vhmie3h+PX`H~sgK2?lP+&UX6G#POHP%0!RG0Mwj(sJ&A zQnBy8=$HLb16HqB+2Zz5V>)TkO>W^8C0T$gPOmmEbZ?`Q!Gjg%1mXKj(tR zn^0G@M#Lqhd^xB>Zek(w@ zItyg2l7sh+OFfD}axnqP^zPQZx|FOrG2o?MlMbbj$925qAoA52S92@me+wU7A3fydh6nwK=`DEqV5Pw^Kq)Z$a zrMsiPuZvjUk{-;OKx&j0(M=>qc<2uag5@h^RVBSyPj1=D{a(b&+R_C>W|A3M`Q(BD zkw6U2&Jfuyu(K$EH7}NIbzM=5_{Xc4TzpZO7MhymN`spwn6&IvKfS2tguR0YHFj{d z8Zwi)OPE&!>>#UiY*t$6c6PA9)A9xx3cInddpDC$r0aHpQTwWH?FY z9dVl*qmVs302OCZ=gB?ti%VBO6##5^Q%TX&fOflUp7c_zL?<0kdfMxJHgI(B*A-04 z4XG{T=8Q1su;TWdY|W%uomAH+x^!hdz`308Ek%(d21Mjcvkw0l98XM6hk=LAyjDsE zmK&S(s7nUZP^)!mTJB1Y0-CIb(;t_~e52lX>kETpyC-Y&$daqJ0vLYwV{~=9=D!aH z1HaQm_8*V}2dpuaxk$pSWjcXA3>s*p<-(HtX)pEnsg)NqgZ*}5or)P_8vmScQ~>Cp zU}DIR$I+qYTSKFG%8s;30^aa1d1n_(-k_k9lk}4y$~RRq*}vl0Ke+er>+4VTVd+dQ z2rnqBltn5lh*iIa7QKc{4LR4(5^V9WZbq&tzuE&CGsBB2{fORo#I#5?y-eRRsvZIr zgOV10`q)}yfMc5HF*=%?eAaoXC-^5@Tywa-^q51MD6D{7CU? zP`5BfEs|sHq|w$)w7fdz{(X4=PLtzE=l9k4c&uu5b+wS6Q_p=)`sV4C0?NW4r7KcD zt|trx(e+Oh6-h8qS&;n4BD;KddC0*4^3 zsKMWZ)|+jy!f^Ge51pgBU!!2)^STFQ@zN?SG{~Q;6#yZNzIDg1(mCf zw2e1dkKYk|wHQ7_e*I>EX;kH@NLK$sEhqfS4u%#;y8St_%>i-kIm(+`Gu2O<-2g}T zmlLwPI<=Bwj**zgd6H+%lmYrf%PEb{ZnTz6HiV*8o7JJa>LrJAwPelslY>` zCu^}s*g@<;wRlEB0er9lWfUL9!(T`u&2Z|AB-6A}7`4wH2LaqQ@uL_R)9(qjx5=MI zho!G*Vtkoc9g=?ZHoVwNu%wCgi_2!ephzAz&!dG3pUbP`{Wgyt zthJk#ha2JIT5-xh{Jx4c-yITj?kJLgCHBUIoYz-)z0@C}_sk&ij$zVmT$f?Ig~HKG zoU??yB8#Tcr`CTcO)I8L7ygrv^f8o-r@N0pX+XqJ7ZGaZsSWRLS-i_)sdc;y^#ovc z%ZEa+G1wRghHL4RB9LsY`=`W>rGRe|K63~+pm2U=6czc^ViCLnZnD|S7E<#JWPBjz z^Bhi(OKmT=>CO6e)||z!28gw7*tzzLN}l%;M0Oc5ZiLn>*Cp^poN_H{-<;pFNkgpe z*1Z`A(iWD>KY}1rgT0|AlY(j~IZ@Noh7j(7NyD85(u^9Hhx>XW7=7xiAs#O~k=r~n z4V=l=U=@Ts{V!jBih=j-=_=(Q_EqbOxu$xxbqv=c`XNsSqljih!AvhoDHO=#bAz~k{wiP3g zAYWedLTel?sP?7Lba+*f$1`&?f3;7N7(>1^Zl6v_){BAZE6)ok2_f4eD+ebw_VNkg@b02TH8pIo*gzy~fze z_wD+fLw*z(lKj4lUdJmR48g3N5_Z6FMPL16eU7F`4 znYxvzlyP#Zer;1uKk$~uc zWp~td;>3*7Lsm+L&Qg=_^@l4VTe>Il%|advx4>=^&e};E1C^9My(~yZWV!Xq<9yeA zPes0g;!ACA$3y|$_r7Z-+C0KzHQupSj?5yVl)eJ`7T(rx7EC=2!`?QTdblQfD_Ze6 z`IA$uSK%%Z_IjxsYI99BP_Cb1gD;G`&erC$f=Bp9O4v43nmZkD+ARxlSs}?zuoZrM z+LLoE!mZLD&Q*1#P4Cq%gQ_(*@FCif;8`!V5Tj}3$)^M&!NPqST2y5J&ipI_G>@vBTztt-!1tHl%lkS7Ay)tyz5A zWlUcEV!%hN+RG~{l0g0;Ico4s2|s*CGz!(dc8MH8_~VjOR0sp#EI+v2ljxMPt(O$! zkvT2V1U;(;Q#O%rVv8h8QLQW<1~{SSeh9c~{+TW3m`5WpYosMhz3J9b^#u^ts*fXf zlB2cQe_{^jvz4EtF2SDuT!Jm=g!j>WyWq~2;xG>3WXTo^4AOV^(Hl$1@;&@>!tK#K zJ+wKN6+ft>+KBD!1P#zw&Ntr&&|tUk%{@ai#IuzIG3~keIs8uj3D;uXCtZOXwv!ip zy7VR9|8tgfvDWN4NY2`Ig{8iVndZcAv&wi(2$v$B4!Y%bi*VARZhscc8RH_=5t3(b zdhW25hTv{8iuqN*-$?dSKhz2Ft3i_oK;0!sGgMjF^;DuwI) zS(|RmveogP)`)gVuS-*80nUY77kx_$I--TPxhL$LP1c)tE%Bx&tN_6YK;%i0rF|9& z)-j70X*imNO&eL(=kMw+x$GX{>Jc2xJ=RrbFn|%@3FA(aZD7HhHtordF!sJMj3T$% zDY9^|ugdQSmArzUW#*aA=}qlfDRuJfQA63Fk}B#M;fC%9whyR>IYq(!kBKJ^@^Hy& zK5%H)_YK&}@>r1lf*J>LBy5O9#`tRDQas-AeoAhDltsV#3ZY>Bz*yGYV2n#v9}1$` zaf)_V_hPuY_g26*uNwq?Vb+ZY9Udq(UBp#5b(?{c%E!YX@w{u8*g)Esxjq`GM^q&j3ZCpP)4Ue4stZ8=+!ekx&oDs7 zc0Tb3P0e$wYSA(=NqvC(*5j6cjiJ(<`RlZh%9nFe7J4Fbsf2oy%Z;9_rFWK2>2}*$ zWK$Gf7FAQQ6+OBju}8kTI}^S8M}Tu=dKQwwgGDy|D3%Hh^?~bP{Y6%LiN`NQ(f)CF z(H@;o`ol`Sil$}JbY;mqQd_gVs3~ll^t-a;S*KrWw$P$!CFMfSN%{AJyV{qT zX=k1ENZb=;QDYJA7`a}8Wt=b-a1ni2*G72nFu@|ti<712#^&Wp9~88u`?wESJiI+7 z=_T$gOc{ctodl~^H>-mxbgvNYERv2Em3oP`rH_(Ld+xiaz&UZIV)WMASgvB=&5&=q zMq5ZvK3oegYKUnZce1qm8r-bXwQHBlW9w5S&dPz;#thBP&BwANaRq}Z#8ma%)`+$y z3%?PiGyX3s1pfX7aNrFO3RPc`c|jHrs+Hso`p#vMkpKJjXMi;{%SN@{*{xdT46!N^ zsQsV5`daby5khk<5YodKqDCVrZi32^{6BD+cLeCeV1^{{|CavvmnB*N;&qGCz4_O# z;nDzP<#2#lkLYhm8sBuF_(KActiL1M9)G!=L*Mn|Uw_&g0Ah707=+9J`we`&8!zn< zIW+7E|M*v2+9gme9AQ5;zQ5J#o$DjSOW-6({r%s5`v2hrhiKm#&_L2*tbeUHpp6gq zTQ_n6>moCQQ*3Pm{--4Ye(wwAr>|?j2);U#aGej5HRzq`3-S<6i}=f}$1kI8jhgJP z#NpQXJ+e#Jg~!2cfq%I#EcTtKQd-JJqz+OQLfBm6O8mcD^Ia8whC-y-pymScU*g?K z0yOg{rVh7;zce#mG0=`7Qz>g+e`&{e;Q-o>x|=YisGW0RlBDk zy~}(Z2*56Ql#4VjFGwl)9Hjs#7z@B7LfQ%E7#2{mu7#u40eeoL zfiwDJU}tJ`5uh)>&60?SWh|)`<$1*8y#Y{J|7Z=9@mMnfm@Jx3JOTsCAi&BZiVO)5 zy^VWxA$U|F=P((Femsi>7!lL}3pN7%3EK8FAYCB~+_VO;MWd2EpLRt|{QM}(NYZ?> z&wq6~uCNC1ai?Tl8e!}l9LA@cqxOI#vw03NR5vqvs#sgLP_4Kqdu3&%*r}PCnb7c; zzx`yDxyqwn{x8v$(w6&J0P59ST(iLNNT{p&IC>ONA!YYQamG0EER*BGY(6a1dQ6!} zwg=lr_syCGGzJ>m8|(DyK-T;q0lC7w*SYj+Zfl!k^#_~osz$e+=H(d!y?T>l+T~46 z&c;)tcbn)LKoY9&Gf6vB=a6>`01g0*-M5j{X!;wurHe(MZ`#&%@4Ep)B}D+GxQ69B zK;ZrLqg1Y*&FGIHPV+Hwfd4`R&?kV^^;9u|#unf}v14_QDTKJLbeP26wMpZPOQMl$ zHB%7Gv6SDO}wFm`^npDZ4l=Cjj1SJNfh(;B~|% zB)n0C$^$y?fUO1%z`x`9!;KoP_1rnh$jdB%s;f|`bX7`DKKh}F`yC^1bX4AjWwuX= z+w~2t>}nGmhfYB8-uSS^>$`*Df~pKU(vvGii*!w}`(|yp^-=im)e1cHcMdoN0R2TI zS1t)ZK_(Ii*mk!qU~qxyC*zueG)2+@!M)h}gm>YGMmgekwOcvd*BMIS6op0v5`r_@ zzFt@I8$D_zp)n{0FmAE!u}DRj20GhSy2ZaMLJ$!C7n2I$swpAZjSg>SxgT}w;6t_wpr9e#R27~ z6Kg0w3W6Wc7)2$`>)cDeAT%DDuhf}2Gi35c4(t%4n3Rbeia#=8ShhO?z9`d@Op`*xFPMe+zvPzuiphk;a+Gc+s`>o>!SK8$YO#0 z0X94MdShH9oDdJ_E$@Im)u(|pe*6cG98th3BT16d?KM*=j}A*;$xNC43aM#|q18SB zF4AHtif?z7toI1U*tvhTC$O3E2+nNYWh`wRTUpZwWMzQk2J}NJ7r-w<79b@Gc1Lwl zWYRh8r>(UY;ToNhzW}8z=6|&3wANQI@ve?C$nQJqNIISlCsMAKu{Itn(@jp9Y^h5b z7>ETQ+|h7-R~r@X)D^J!HS~SiSb4RNcKF+KL9&9EZ#CK7CN_>Q?!%J z&i3cE=gzt_zoB**EQw>R_p-`z#~%RxB~SVuVM)EX!nYYdk8;4(q9lBd`KkaQIGrCL z-7Wy6=Q=XRRI>V)Q&V3rqm_ERIsp-RwcE z#Ey*snTgdvCgMW-5!%;)b-;jrzS6`A5QB7KhP+R3#N)k0}XJ13Ok{|z^Fq)TaZ{f>5j`_e!2tFc%CBQro2(vz#W#iVg#PkO~N$x zN?hdFmlf=>@%`cRDNDH*ajlb!fjJj^nwB+IPU8=2ENac zp2S) z6|8?U06sYa<}z`aNTn8%eIih&*QrR8ix!!Sj{Axg4=1749!TY5_aK#Fo}GoMm3_LW zBj0r?6|;f?Fbyrl5QHHoXk^*>l|?Xu%|Z{xcRyqSSf(>1zVUW3_4_D>6qZqI18pKXIc--nX9`b#(4 z(Al2*PJE=J3(0FX3VYM%DG^ZqIfc*ZXU*rwRL0AzQ#y)Dc%Nt&YQbx_K3g>77g!h# zm*UtH#35zxWYpk=`641W#%44NjPTI>7rMDEjakQDb&#r6R>TF^U8#8Lf{X(PlmF-`T@)7IprWUHYCFZ6k zR)bWjmUJlf^7WH+bk|nu$E^p$H|Dyp{s>HW*ibq!=1z!H-Ba&S{w5517WGSlZdj;% zvgsTmxZl)5c_c5<;$W&z{E+cl#9e2x_{C6r$H|sUKfZxD6(;8De#1dzZhl61S>#(g z)n!h~#IJH)@-)NH=YeZYW>D5wK`M1%hjm^kEv~?!Z`R6ycjtJ1rc$qyhA57R>|WF@i7D5A~q<8njZIrS2qE%Kv4Y5?DVEHB$@ zRAh=rsKq30q5RgyO4v%40R2SNO*J|G)5!+}4)bmLqCsx!xy`|GyG}XNSa)=bcPQ_9 zWn(MIkg<(atVf<2eHM~+S!X`PYiWio$NLT}8(VL4~W7{;QEf*Sp-w2BMea6sd;wxLorVez% zyizUM&!lMYBX^u53Cx^tW5XKgq$#*%zQD3e1LPNL0rN1A_o#hr7HCR7pA41vNg2LH zUN)`6h3CxU5|^-ApsZyk_|+=Ra(_gTx)#8MV(|>P;{q$@{UT?G7$?V~xBc0%$k8?} zw+b~kb=@C9@@bbdd-K)8*N0SY8PrWB*tzeFsMQ35nShczbo_f;Q?j9i+g<)H#s?Z>!e%ncqH3cZcM65P-2R&g%;St ztOwM7K!L0IWhpCYLBlk|l8nPd&JpQ2rkfvIOhOKi>e!BZM-42S1dQygzWZA3F444NhWM5pb%9aXC{L_wODV)9F$xhS!jEzef!zEChw~^` zpxi62`rJDBXs}L_um=uqcbVI6VP$HRSMwfE%9&S^3y;wJH6xS&yH)t29%zNF^6B?c zSG997YY8xvHESfkpi?ai)~Pg!co zL!z|pJ1cjzg*Vqw7siKuE+ZW8uGf@E>{3gM!l-f|nB@=%grOvf{%pEI7(vV@-;1N& z;6cQ%cCd@sx}&HL4*bn&FS`u3(c8_SNk^YdzK8}O66oI~`gbf3o02=%4{x|qINYN! zq}FWsnDULG(?x{`R$B%6(z7jJ$WjC-U=c{5f8cZ8CDBY~V~7HhX)%<33@Az0;{q^} z{?(;i?SB1E%HW+Oo3dQ8_9C)GNKlWVRmEBJU3W@jb?zo@_8;6-o zBPFTXJJ!|PaS;+q8mr1Q{ZBW~CU z|1PGiiNwXlJnzZv;8&K5jaJ3}wDWL*spx>C%HpoB2W{7aVv0C!8`)Gw z7Q4Qz#?`7ZHzAbvi;i58;0?n_p)dzErSkf&+`;liz%lU$eRMS;ePL>1kw*ECjL5b; z)JRFqX5pJ-(Hq7KiVU@+{cA#uj-YuB%?GS^x1GfTD$cndqE4;*$`rC+7$BgvP&E7>nK|}v823yuT`ayPaFqxfv6sAZM~GD zdXV^(pl>UY{{1OFzuC-Bs%P$2>E+y@d2?!7-(`J|(P<;z@N##XXFp}k3I~D5zG*x1 zQF-jLQ3ZYKkZ>I=O11Gin}4em&`dBZ4NY5_~OKB{5-Y{!%$rd8L0pGu9?mu*W% z55+@mu_&-uCL8&@*2iX1^5N4qKZsdrcYmvTsKHwpshQeyZ>1>(VWXj-OO^>e%2~kR z|6;yPIZMKQW)E)UQ7 zrBs@0P8I(NI?2mdQFVZdO|}}>!{2|(?m=vDy&9*$w_sHiK+ltC|C0W7^!Yyt(7Ntg zWO3t)OP&450?qlL2NeQpF*60KKG@URLci))iOY!>Pd$0FPw~y|IExN!=v%$~H}xxp zj~!zb6wPB9i{^BRe7aL?7^c0NY9?-OgZdcOb|X!9y2C>A^OYy}tM}()!gHB|Fd6T9 zeUF@mEkKU|4I<>2KINlkTT*meXL?;+oJNR&erstEBocreXQ1}JZI!s~=s8g+*U}dY z3$M&}DWZk#0y7Py=d}8+)u!&4Q?3RbFH5k00ap`^ZkdNNkl) zwAxW@biAbZ_YcUC(3BvA1*Lr3LUCl$WQPW`pW%cV@-;xsHQp!-m!mM3wbpz zr@05)Kkks7%8)>>0D_z%rR9Ius^^x_Hu{wgkw{f~>;2IV|^mjadB?UeC;hfnHv0)D464W6ZQ^0{5Ax6J4;u(|G@ zG|$Dkgb#MG_gKZK^-_qpbzA^TNXH77zxFyX^fQ}Ira!r10A4+gfHVy6GwH?CESz@{GIdurdh@|1MZzCau< z%C#%oxBHIo&=WRo=UPZ$eJ4RJ=L>l-^ z)`fr53U!@v+MoNay*ffiE3i5w6!{igpLkc(u3o!XO(bLRfqQ><|Q<&W>}i)w@^0A?Wso z{+8aV^k_`1S*2dfT;p<+oxL1+6OzYlN!*Hzdbo6{*f%MtLu`Q=X?lo4^IV37@P!7# z3u&j%t_r{sYG}}n^mT@jeDg{A2K(u=XFkEnagnx*jrZMJCP2mR?^=J`0t}|(uvZ`J zzuyemjmacHqz@PlqT+LajC`TI@d8m<5QS)lzEURAkigp6X#IW$9%Xc-K>p2x%exB- z`sUo+$?R&Bdvh>a|3)Sj7+M>gehzTsy%XL@ke7V!AwfarWXEKA++>uUg zJF%L?PbU6aWd@(;ww zOdWZg$$r+F*I#;74RS^;mbms~e+I9O@>RJU99Y$NpEWe#c+kL7Rf2hi%s&sy9(-17 zi+OWLJT8=o$MFrSL^Kd$B_24+T2+xqfT+drmO6Tix7GahrBkUwR|OtBYj^t<)~UB|4_eM_YK-Q0j^^hrxIA?3AnClIglY?) zA@N_mk=Tf)!zoUZ3nflAmTq|(RqbyP5Kn&l7SNwSlIlNI*enX!sPO?3m6&5{|NX>3 z05T%*dv+b;xs$1^)~o-FITC^V0h`7-{#+DWC#PRV5%%k{?C&49f^bYf;XlJe{O`-J z`ooL31dtWKtm6gq2Lwnu;0trSuzi#;^pla-57798USv@6Sz2sa?0CLt@jWOQF#`NXquB%&>U9{|?1J z73iTuqzAJnm&+vlPl>+hs}a6XkXyf9j{5(!!aEdp86XznCPlF{|Bez+hyOQ^xktHs z*7>`UM(c0UMSRvniKuD+nMEP~)!za^0|df8X-}r=FM;?R)%t)?A+7V#Fnr|);98F$ N{a#+YMAX3l{{Vfr_C5dr diff --git a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bio_example_en.png b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/bio_example_en.png deleted file mode 100755 index 93b44dd4874402ef29ad7bd7d94147609b92e309..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 31734 zcmeFZWl&sSx9*z|2o~I(;O^RJf(3VX4<6jzJ-AEI08Q{FxCICvJh;0%GD8-ODAJ$ARbIV<1p&_|5#9pd zjp&_Mfgi7(Rir+?`Y}qp_v)4CD{1i$Y96l-bKujlduPJXsyB(LBNAb;hfNgHmDqM7 z_$^P=s|cJ&`5(7kV$ZU`R-O%`PiS857Ii$5Jxq*P+mCG+d+r)cCe)wb@dv}(F> znRPaw%6-`N$*Ey_!qFPfHu{Oo$uVAIp#SR;xG$Gq1hQ1{#Cna;dOpbLcG7mE0|d(9 z)BTAel1wXFv)9$W_Qm#y-S4mOua~_~s9QBw+I{V2_1)$1rQnAUt#CB|#~5d4sGpqG25(Ri$GcIyV-M=9$#*g{0GO5~(I zr(KW*`<5o=6MR;YhtuH4`;})%-I(wK^ycIwn9+8{bB9Fp2M%fx`k!xN@CzOrv8sGx z%1Q65eeRqD4#0JXyM^(PSf2Usi}da*zKtX4?1g$-U@~}8kNm5{xk-{tkZXC{^V5Az zfjYv1=T1(gdWFVT_a5?@pk4djHjm5hAE*9HN>>=Vqq3eonWbjeN(=c|{?Z}V8PC1T zyGPfjn~vwXNZQ<8C}?VdklXrJY#x{H^%Wa({c7^zCSnYUz|6AmjsC$>i@ORfvv%#T z`9=pa&SO&VL*uG;X!$*U$66SXN#9wZkErapvgF3Ma8f7p)w$av>xxPX_hrx0gP(T^ zPop^k_dSS>ih^e$IW7~@h#P8dr)h?MHKambYPgm2WKyqhfj-v!y%UTkybBtndm0tG z(R0sMm>c0;(PKFVdeDaMn(9t=wd47*>K@;I@n_9^u^9h zZup8pWJ8hIBvK@<$?~~^O)^cO&97pId!>0lCb(UkBw!j>{92Y=XZ8E;qiQ9)Rzuxa zsyd$b{ri?C+|Q!oFeoMe0!<*~wZHAO%=5KCA>^u_tFt6Rst1A-e++X_0m`3Pj&25DUo!@;AK6s3ZG)`G2RwlA)>mqAJBo>~ z8ia*2a#_%r;|Jw}UK`@Vlej4HQ^RYTh+~*JwUh%n*FUG|aII2(jCa56c_i!d< zDw9Md06WUJ@$Mez-@^ncQg$Y$T{7FoCATg6zJ8XO81Iv|#&5sz1wE=O>qbFt%bq*@ za9Vs$2Q!s+dA`?I3w|56-!2 zW3em|e?KrCQuK#cSkT9tm6bUDZTu_&_aCZGMtuVjl1K9mD2z0qvERUGv;-QOrAjsa zA#D>r&@$Jv?>3sYP%^gmVoXG2dF>P5SRghD2C??s8D+TML$>p1*_Zf+S%U@W)xi$a zYkVu8>p4rtUx@H*`|0K8)8=XVG!jzyCSf-jnK%B=H~xLtq4&ovV{t;)TBQ+1LRU^h z%#D1}$Rg&cPj8QykajSYZ-aH0tz-nFvO#hJ4NW>qWj!SaWhD;% zCFDt6mW~G})8-Y^c%kj!O20>Fg748LT3|g63H*(n^?}+46&*D{tzRKdMG^zP5g%<>KQC6B;8;L~=A~UJgiiu`5g-^Uv z52fBz?!x8-yWE#iwX7@A&^QeI`)zg1AD`#S~d%v=6YmF z3PoERR~hTSmXx@EleLFzbGQ%Y!kLMn_sG2JiX=V4 z``9)ql^~W-_grm#VW-DrgPMo_;Fcfo%O%sD=!zLCHrIcp3tC-19}Jgpz>?pKj;mNv zrxn$OcD_OT)rua4IzJ}QGxtkgxjP88cNUma2s|abX(#;oFNQhw(P^%=KonZYr#`D- zY{mrt#{)waz2{00%q^*@*SrLtz8Nwei;HTak`C0(W4ai8dXhaLEb`=3z1mssdVkdD zK4=d9mdRyhqTk}i?4u=-9SrpN09%D_OBl0(P809C=A9f_9+Z08{bk?~9*^JHlnaa@v&e68*DXf%%P zv->@XHAYkF)gH%RDdki;`tbg5(!a<~(2Cw~iny^^p}GIaFlYo;mzLXljmZ|>AZ)J>MVA+nsjz2l$G`pFV({*)R+Gt8zjj2KwVd(_}V z=q2fLmBnSs706Y6{lHOe!LIYB$tr%CtJGoRdBP`3~;8+H;l2%AiqQJ zo-Ic7kKJ18D@;jrXCaQ0gW1?DjL6sHw)a;=f6w0N{JdmBNk-K2U%Y&{6x~xU!T*j& zXaD4CB)ib;E>?j9e#^~NO`buZ*W!@>$@Bbi?t0~$bER}}=Jh6=`Sv-yA@?Xfj!7tR z-edRU50$oA%P5DD@9Qe5l)fBx*kP4cd+r?Exy>?~vx@%+?%obK%A9Z4<*nI{4JHd5 z&Tbi2XfjQd&#PP1a8Ng~JXsk`Zx0T#I83IFyE?&2{rPixOXTDz9iw^>bVLXGvuF}G zMl3*Br$y3F;`X{Ea_`ra-3)$4CbVXMfm>b$CU zjo@By6H6hJ@UBSzDx;vJstG|u2vLV+TZpI4vTwH9%spGjR^>B*vQJ(<>?ZdRNWe4h zoEppdcD>7@|1?E3h*c~O3ZnNDJRAGex`Cu9XEax9{v%0V+XR@N#S+P2l{DBI^Z1u; zRnJr@?;^GyT{~aH^TB~e(=e9R`CR%G;Z?D!)h@QD$N39_N8vR%YJtgx7E9i-Tr^-W zbxML&*RCPO_k4i%n6~1laqk+O&AVihTLc8%&5)GeK8qM=AI1+g{RUB%5a_x^BFD;dvs@G9)-<7d<{tnNI;BuO29td3Y~ zeVxVaM(lTMnqY@hWOGuP`8TU)du~_S+*8PN3>TuAf2#e{EVS+PjF}a6B1t< zHAf-!csRbJcE)OX#SaE|LK)P5rCa%Rqj`85`fH{c7?ss*I=%g(^=xTNjG)`jI3SVT zIXgdRWh28~9#pnU4{JiLKM_w8F|pswP~a!iL7*gi$mOm8`^LoO4LfA_705+Wuf_R+ zH;|$gUpZTqZ2MkKYaZvs3<#2aOjK74P%mcFmpX30KaNmG>8NVjChQ?Z8A1{1{>0bq z*;=7gv|)>B-cMhet>VUZDdPMbj!Hs^6xkv0`A_~WyekzY?B{+ZmsJ<<8#am7ZOF)$<#4+3Lk$PA?92t~){->wQ#HPE0|_?8t^e)A#n{p%w~zauJ{b+> z*KZMuHhlZRpas_4%^6no{k zVfUQfI@Jf8`koHdr=V@^;7hPTzYq2tI$FG^S&#^XDbdeY`fye|DH(fMURp9ohBX8x zjQd-h(K3QeHsXquv=+DyE77kIn1T?63g+O0Z@LO47@ZIH#pYS~G5d8Xxv2I&lr@ZH zJw%sgei4rGa64&!9;$!PBv`ond8t12s7b;U?{WKiwECM!GJln?@TG=FDWi zP;?~HqLVO`O3VIch(VgywQs&)8EW@=kqZ?*!NE$0zlydAS00+J zaEAF)MUge^sX;77l5+7r z^vh~}knlazfFs`7h{O@3%AoGVelJ3T+~00&&LZ=!LkATp{xhlgUPufbmrZ`eG7E?9tO^>s)7LW}Wt0HyqXVo$0(welFu|A&AxGZ|pJ~n-N#gRwR;bm?Cp&Bn22Gq?lCHk$cL+62$&;JTfwASt2P}5l`H*W+a-l#Jf&m(tBvC6QfR{ffzpVU@zVH;rrBcv8k;`T0vu8A()Xlr#L zJ)7|HS$ZKeQW@uxL4v5v>qm@bC8|y>LlKxrFrXagaBE7t9oC=7iG2O$KN6R7{v0qu z>*m^r*ez&?1@$Hsx86;dL*ctGqiqr6l*v3TAs3a73-oru^qkzm^bA)=Z4OVUAXszv zUKz8?A`Zs*vEX87jFNn=@47rBp~Y5bE6VC+hkgSF&t$eNpuHH}iRfXJWCdZ7yk|XJ zWD)x55BO#0lqr0+vJ$AEUGkf*zFiv9R04Ks$?8v{>Bt8=ziFIv*Ui#i4V`)B5xX4I zlL<3?VcB~0H{*qyKG{$I$ZMlvan=`(UpRpF?EKs#MYZuY z{u~36)9B(->6iVfvV>9M!OH3ji%N}6dUL-a?BLJHoP&EnrtQd!e81c|218=MpYP5R zMXk?(YM$2#qa_;$67?rzx+v%nh zqnJJPW>#NV>4sVhKa-VIBB;T`%O=pCp}BhC|LUS8P>}H~g>IQuylF8R?qN`M z3F#PEfSY-{99hzMu5~>I?=@)zMed%c7O=0MnCQk!H4H3rWNV<(zVkdZ$s&-m>lq;&DHgoZT2ribepGPq+_`{Py{qUD$ zLS|qnfc#ol=q%8|@;rtu?I?E;+x@8c=YA1CK@H>*__n9s)(BH||JFZ^J|3R5-Y%ni zTtyV=uAJ5%rGlEq1{grQR1`5z7kId!^fk1YQ}!cTsaKqO+f`DsC(CUpA|y2-@%EAo z1bZLfjD?eoD%22n4JT9@22#x2Aw|mvc&&w^G06!KWJs=cWuJ;XKTML%xZz+K5vb%k z&(oH$8ucBALOb))^8BFm1-qS!3g)QUkDl`uxvyljvBSZ?y16J>LyYeNr)ehjnq3dJ z(Wn>K3*VF$W#d7X5%PXXag9lPK;>?KUOS7u@+Xv&?IL`$MR~${@+#p=Btk@|%*%!F zzgcqc>waVKt*f4cwN;fmRNg3s9@Jc4Wm*cWz~zsS9f`WwWLtmQcozMpw7|SD6buQf zRvGl{+NTr(%^;S1Ra3L@VR!mQQY$ux#M)xJ_$Lg0hZBc}N$Twr?+ijo?w2ZQ&QyLz z)MR2Ui+A_M!`2(m%ehAnhPHL~!JYJ0Hun_O+oGNml&9urt3-9#Xy^}~E+`X1pN)ui zklz>*ENhoHmKYJfyVGL)^49A(u+rA=G)qui*8C>xY)poId`IHh0tvmM`f{NtAqN9& zG+8N@(@7@v<=N=|TJz#)M6{{qWF|JJZZ=E7)`rZFES=}6ZIPeR9BK3qS>i=FrtgZ+ z-AF6wP%Z9sjv>h{I8{yb60^{hTrv$;w{#jz!%+z*SD zUTot?FvcgZm<|pA>YIiz+pQ~*nf9x@WCI%KXl8JNmCp~O<{>g9EDdH+*^aY5B26VZ z^`DV2CYYjkF2_wf&8C7EV^BYdYl53t~)jo_0oO#F^GLg8cg}(O{p7ve?o?W#KS#TOCXxmjd1V1O;93pX^gjt=<)hy1Q}ybdbORGK=l86VFh9MPkr z=TC}D5fc+uiM$(fE6JX#T`gj`a1LAT)`b>AR>R=$vcNVgJj?9BdDE%$5Z4T-}1SoIq_umrj=_V=M% z&xoy4{_!hUCSMr8(5laQk_J{WXgM!hCo>S`NJz5Fx^%4QBEDaJlkxc+ul;?p-_uF^ z04wooYw~LXehrt1OT$2{-;#NGZfRu$~L)r+B z4;=JKtY-%OKuU&v2sPii7<|B0!|gi@?cykEP4PiR% zi1bIAZnu4LM&F#=R>SIT#v7_M#9Cm%S^#nHLgzW#9YstV;9c6 zSYkg+Lu8SU4Ys1EW9)WJr{Oq-BH9;Ym9(?T!yUwbzN6CO-k!uj23r|n1c_;wl{)wT zw7cyv?qGU%Oz`YigWr!7jN;jPa-|K?`6>mL(ORBG_H5fsC{w_g0PzVk{uV*{x=#_a zX{tb$Yf3trbwiJiihRPEMiL#HE94y(yd-RFoOBFSB3e-C;WJjUfHlE}ZTJQhtJ*iRZ9% zcu(E6MqMza>E}okk~!MjY&vW$k`?h3;uJ6xU(;U=iff2|Th8yiQkDB6IWWkuCbG=A zyn;STzkyis-Do5b#`K`Fkp&M0zD{exleXApU3qE)Ry|Q4#z*wb{-c)F7Eln0U;MiF zX?dRp6aO&(FBE!ErH}p?XO?Ys5g2$OKDzNZcwQ@KI2j<94!%at5#@nCT*51VEU^8> z3y&lT6>K?z=oY8CgpSrR>{+7!y(#r9%_j#PR`)Cp8mTwg(~QaMjwh6fpDO2mdNN2} zgy$a>GNtE#Xi$C|lLg_ry?B4tSVXVfTrxthdq?$zGsq;^nnz}crCWFvCg`G%b}yo`sm zA)}kaNZEJX;CqSDo#~Mmn0MaLER<{(e=gD}w)W zLL=HNPaSOatKQ5oXqX7wyaHJ29;od}CRm9nD=9r!cN@uOMVO;H>NZ$!rAGJ0zuKwu zLVYA!_SVZ{wqso{t-K??{XkmMu*#Mxf^8Aeczf#DPzicHmzLQ1Bb7{J3+^b{SuQGe~D#P0WJ3<{LthyO&b0EBMU2 z>`_=JHk{o`vF;DqTPA_uihqL&{#>Z-?v;Ks@e;2Wzn_Q@KK3_- z?rE|Z9UEw+<93~Ax(K&osl{D%_0aM3z}4ULu}4V%ZF6`%8el#=E5wu}Q|& zIBr@zFSaox!ZoR!TvNaH*6>`Ri=f!vi4Am>6Sul+d2yvK`aeI`1mQrC5c9>w2fF$( z-_UC9vsFesiqG(mOZRC8xM#+F1nJ;&b#j>HxXwgA+{LpU3z__ia4Kc{Lq5RtTEo}0 zT&ez-b3Q4FV#g$<(zLJ$lGxif=<|lqGCD>jC5}IHKOIeZN!UQHbj5}DkE$hVF6!vM z2CmSNmdJKe4K}(Hf=v@7*>*a9qa0_6e$5V+ddlEEvT2E90>Q~+0zG{vRiX2)-}r?( zJ|XXKiH)f8I?O`iL2^;1h?7*px2ta~2g!0dhg=XGETY_!(7fqE8kmbf))CVoHxLL< zx|@1coZx#oF2$VCpm3W@S99EYp`a;zYq-Xb=>I)@19wt*sQj*Y+NXVu&6gbWajn9# z?KBrbI6GakKRi~jAJ5>fSBBkA1DwF|fM)C&I;~eO?4+c&P8;HeE{iF>jktOfQT7h= z1y=ZO4_j^9Rf>2-9Ho`qbVsG)vZ-o?t)vsBJ+3U;TT~SFe_$0aLJTmasM`~bFS_czF7>EGCwfBj0X`EnG;YDwyUUi*K$udEMmPef$v{P6y{uSH=w z6Tqm zO!;RDbedC-+wkjuLY!C;k~bw7k|TmB$z}6{7&)l_Ta-iv1^BpNORzI0{r5MaP$C8b zgf7lWgXJGio=*qV(v`7$!E*l|l`nzmi2k*pkZ(}C3H!e&od0?fSO8EAQp(tM9Q6O* zF5pA-eh`g{Tc@+!Qu&9d1U@b{iG=d-V9`GyTiEcg=|NG2*(tLB3I6=oTfWAiLxNHH z|5QUorIj~TGQb+JG>W;lY5Hy%BRK-I+hchSvZ+ip#j#aa?u3gO;^SO2s^kyAFJ>r2JoVcnSqokV zm6qOzHQ`sgwtL{?@SuBSCnK66sK8O`mKf*8f;3hr{7FKj1bMrgeeM!| zYen1I2ghosnt443s`-qlS2xyQ!E{2$W8k@k1F$HQwm`qJkN~Or54#twcuG}qPL{Q8 z69kiGTN~MSv+S*~_LZ(iwN!z7)c=Kc;ld^$^M9zZYnay9QXt~B&n9smX6G^cjV=Ii zCr4pK_SKTHgmZcRPgb)A-jzbPtHCUO8-1}yFH+iCnx0dnJiw6g%zviz2KN7UM-8(q z?j!rRVq2;n#n7Y1m3iU&LsMXlOOt&7Ffem8!P5X$LYhH&^?g(l_x%Y#J9BU``??V) zFnYb@ZU}T^|6$Wku5-@S5NpTcD4+>B~~bRMJ!wx>CFEc)k~D0h)fa8jJ=} z6uuKbvf-D3Do4O_Xy^UznE&(92WdjFuH;A2n1baG3YZvsw!xam>jf#5fZksKHFt#l zt~A>z3i%n>aO7}MVA7AG;*!&`wXzX9{WT7kNTw5RHSLdc+x-^aocDrRsXCn&I`53S z&1hTReTG2yD|9>j9%C?4OY{8ZLoeRXH98nt24Y5P$-AowhiX>St@8jZ(Wma475`_M z6k_ooGD~HeRk=q%B?khqRN}`i7o!3KHcXPa%3LO8u4|!qpo*YRMHKS`F8VSJl_~`4 zkH$kT1RBMo30Z1+f#q0q?LcBYEa0+h1c+OCbu^)yVC_1FOL>IS9|fUK*-uVN(m!Jc@~5dhF4PQLBM01z9RqgYSv^PiNozs zYr`}it+E>2w4Hfex&k$Q^6{JfuG|AJU@n(LBfoe;uUhhV!J&hMUt`I=TTV^*&T!s^ zrZr?}G`x2K`ZME)03BR{ds|vlhh0C!Jfy-T8)!=%LFLAc1OI^o+?QzdD#@#XBBj#lwFv$~^?GKN+G0 zp=`}3K^lg<2OpUA6ixH8s~z*^W45bdS@vn7yq(h-PSo%k!<1%h-%4>i_161}m;(B~ zXOehh^+C2tSC(;3bP-DsX1plP&_f88Ld0U26=Xb^Ene_E!tR9=gA!$~Jh2F2AXWmxP)f~_++d&ll?yLky7v03%*0feK0b4+j&UcFhJUo+|x#(BD^`a#lI z=Dd<(0n{E@XIxpO@K@aYxuk&E3GZY(9|A zFfUab+F;1D)&}Enq?9%H46;_WU1zok7Y+-GByzxHfMtzKfLWTMkgaX%no~P0quhCu zeA<${K@ZRUP%fE2E~`!O@{gF`Y-OiPg$8q@j5-xtSKPim3?E1h9hO5m&qs1P%nNhc zS@%y=oLw`S^^)eoFfL1mt+sO`}~Qw_9vB9;5AZEX$WO$evrZ-OA&amhaCMZfgOWcJW5# zG8B7@PQEQ>okS4Ru|h0~$r>&MHr|vibI-ZDR;KRE^KfFPh?@0Cyb{O*&_nije*sE% z4!(b}mWxT&o&rFdoyiRO=;bwd7QcvDB6h22FijI2%~H-CsD*nlFjCAy;|hx?UZ*HZ(A*IR)y9KDn(FX~H`t>h%$kq6?B=I{s@O@f zoe#|3RI!$(?8|!7Taa#`1$vpRr3O`f-%bowjs}T>%#R1guc77#XHtFS@9bPEG%9_P zLv*K?LOfimUm+H$=1qm+8ht3u*i13Jv@$SK&zULsaR0k{$+Ua3a@M6Bw)Oi=cf~kI*THCM{<188_q%do3CYxs zN(F(|H^GaoVn}QKu%pGW4Fel9O#Apbt?7AO!J7;b|8`xDDu++i6LVSl zOz~oghI_O`e!2N~5MH#kU$}b1uZWLmB4@@Ntl(D~ga&NRrEdbzpMXjBP7KnEtE)AZD@2JZ zK?(m+fYTy51$j~qVEQmYCiYEp0JJ^xg4Q#M50X6WNbxZ*6S;srda-dW3eE?f6VcK% zJ)Sdden_W#Oy`7na5%B)k*Zh9uDz_y#m)+n90sv0m=;>o9BMg?G4Pa0=A@(S!X4?$ z;b6cmu!TLg=5ZK4`PJ4pzCFw@T2vSvL1f5U?Bbg^5+w@UL7^%1!4X4sUx9gc$Y!2% zJKlY7!J<-Z@D6t1Kzzq@J>BG^*iI-8;b+*4MlXQo#c${P+Jh#t_>u~eF(2bPT>PfZ z^TFgCeZkr7%XE&hQcpq4NwkU(IAq)qG`ywu!P4re?B)&T{7?Lap#w6&*uMHaoX(!0 z8#;-O$aJ0~H(RW>z>uOmP1Y%w_A;uQq^}6Rg96uEK9&p#%AH0~##JXK);h{)@)+}6x!dy>F{&^O~;I=h3`tfVvXG%dQz1Q>#}~M0y5OApg=S1hSdyX-z{3 zr#Q6NOzgKU0Q_#(8Swgg(RpkROHt66+osQdSoxFDS>PRQ_osmwU56uLR!Nqpu~9fY zJtKf&uDGxzB_%K(Jp^)ToXEIDII{OonF((sY75Wl!9gXh_&CHow#8MH8pH(#;`jB4 zJK%EH@U6U>dMJSDP^Pu*7DQ*8;|_j|k?QLJRBhT1`9Z}u9+%=`KY5!FueE+e2F)2RwXV-q_b-8f zur(b`dh>ZN8S7lKXJMuGBV^Q2^4?u@f@b7y>G)w4KW#|Mc)?X< z7>|(zSel_u>9@mUcZ% zzwJgUOl(MZS!imTHN(#Gt(BclN31V9l-m0$ycX>MMvPSYnET#`cy8ecJz%*HIdIs3k#o z8?C_TB@K_);L=S|G{)iH>g61}kR{0{J$pEx1?J9>j53*}Z$Fsze*RfX^A10WcF5Mc zVl_4?U+encQCI#CQHT2>yKqB}L@K66+?5v>ClrSwP;QpC;alh}c2V9o$3o-fm|?Ny zDDs2tBF`oQQT6fOjQ3SLq-S2L=@Lw*Z!Cv*XS&ZzUwjhoc%mIY&C{q*In$VH*I3=P zvV;vTs_js9DRTLSpMb}l<1ps$+dxuxRSEG-^F12dTY<-=7c>2(reqF#i@zcE8yN{s zFtU_!&BoF0X< zHzJRLo1{aBlR#dPKl?!2`;n`v<{?;;X}p4%vvQ z?Dg*+z5h_jCTIY)XnxnF;2$KP2+?+ouLYDVGU9vxz4?Hk`Y8+0i>wMKBmY6&B8Rz? z1f(V(MvUTr7C`_1*x>wsi6Rb>D*xQs;`tmfvxgUsp>(yo-vh*7|6{*}%H&g}UKc8H z7P{=jb%wG!WVK}NDg48~ex(XbB!h2|<|r?S6piSF3W%yxz)1-K?1c-z6DU>rRF&)GMeXb$hzHO+IdZbx=R}{kMfEsnfdfgj z3xI*i0+4|k?k;u~5~*cv_a=%pR8&lub?U1DU*%u>mLrQ7^VswceF0`RK>KOS@i`y3 zUXNzgxxYS|Yz|Z47;@1j@w;7vd|CTwv((%${au-o#RTMBXEEY5_6x8_>bDyDKTbEh z9qo6o=W1=j|EGkh*Y@rBbp4y(i$-eT|LAH17~b?g?xl{jdS2*hSJw0qI#yM_X`&Qu zYXX$F!-J|02%rIuTa0E~0k+1*mHzxyLg@8c%RW6UH=_dyqLw_g}iKY0?HHGr+K z=9otsiRWfQU(Ls_`#S!d`ZF)SFBCH2MO-E=^t(czEN+`^C_dowtgO)8yVg$h)M$S= zmtF9^S+aXkC!xJ~hI+?bZInZ6zoBRi4O1~N3blk+ zgE1uTi{rO+8yg2p?kf#1Mi>SDEo|L(pQa_?bTb|P{tJK)%xHj-)*I-3LDabslM*jLIJgMss9FWAXxymw2~LG^LoFcs<{I|%LWt#j<{}!ZR^J+ zd2Ii(0am;$+2M|-E7pU#x>7sHoCPCRX&Vykcg>gLG0|S3eH#EXDKwoO){W7qIeq!& zGWeDe9Xm2dz#XD#;93093;U}sOmY|K0Bj04>)KSUeJ)0LuYsp?KrU_<437qByPh8k zEwye-TF^5)vCps{BlX&Sf0GO7$c>9FG4B6i+o3~2{!s4xIO3wM>aJulo_apI{&;!f z|GaQzp6ds-vNWy%l1Izw!5}}B6G_&h{^;d|TycAdwGE>a%OyxNXQ3ymSiRw^kMC3Q z?suK0{lj+{-vQN}#A7uO@*-{i_)WI~NSk(JBG0Y&f3{vxCh`J1XexzT0W!baZ^jq_ z4}cF={+g>d`U82AIk&|y{ypIQ(x*Mk4@RwhF;zgXkBFLV0EpanC&wKEIO68E(hQG5 zaRAWZ)(?0Vu^JyY;zexF)_W72>s1q8kr;y(4cHv}WEc{Pba`H!zjcEJ?d+L!+ODvG zd6sxV}Y%`-bS2-)d5k!3;U~OYc`G57^&~Ar%cD{3axIHVga7g(zCa%qHzV)N!xcsuvO|r)O)hmIb zmwN#$SboJQ2Lh?@v2`m|H=CXh#g>m*_y=SQ@z2_6;=3xBp|{AG!=+<@ZB*dtcH@z` zVTAp)WWj?Je(D#xcZKFaSj71xo3=Uk;%JIX(Pyr#ft07+6>oLcywV)llqK5%d3Y;P z{oNI>o^S@!K{ZG8hb+KD&IeH~k*j%e_Y&{OJt6G8_gT_wr8E^1TjRp+X`i1Tlx;%a z*8^Mf&mI}S_kDA#GIq1$53rAft_L>Eyh1bkjfP`>sYLlctLe)-#OWWktU4bAApY zh6o_7{bI8|0ctfYe!OMOQ5f69xd8ahA}ovq6jhpvMn}x4&Lhw;!5T;(IFvO2b1fvR zCD+z3W3(QS@tSw#96bRUH)qecb_dV7)nf}MUb@-5Cw%Fp!1D5WFRHLkph#mZfk5Gc zi(@3-%J^*aMJgrk)?v}5981XB+*4?UDyO(B=2~zkf&q8w$}O@i`_zhDs%xvwS{kLT z6}vC=l5IQtaA%!_;DBIIdi#8r1{fQxF&#GVn^(bs~i@F9db`S<*gP>g2lkvCvA4;_p^VyBSlJF>|HjmTl5dI@kj3; z-{{tUw!bt+M%5V-?$?TrjjsmD3(VKTP1+5BJ8b*X(BM4jL^74n%tFBoFt^*Hz)r*T zMe1GH5#ya!?w2C-or={l!EqX(PWyQv2srxOM)`MsKJGq$$-SJnshR@>4zSf^$*3{e z(}x17Z401sG~6TkCb|KEY&D(U+gSV|6wly`)iY4oi0Swih&2+1LNpJ^0wgsi0N5VjU0f5es?MAJq=A*c%9pVQd9CC4zdJ#z$2cE8G*ZaPCHT^888P2SoY`eq+MN zu;4<5Z{TB$RVQ1|F(m2Hl<!egnuK*EB6P0VR`9g$XPA^j+-T$eFzQwPB&srW9J z*mP9WPij+93CTQj40)r1jpKta!AOj$AFTi<%&#Q5O78gLN4?jQe*o_4fCEajZ*O{hJRTI;!g1kHa#Vz= z(1~Zhefs7+V2$un$-BcKBhE5bh#?C-jrc0SuJ}A8u3eniz_xN4{)JBv*FAfFBBL~E zKo+4(nsTfMr~~f$Va0ufHAlQ#*A|Uz=qL5&+lf_iNI$g&3I7BzR(umhdBbu@ESD1R#Y5 z!GL&KHsQ5Hu`g1}bu~!wg-NHL?mZ56lfmv!?3T@Dp^dgcI6@6eFp^sr9Nu4`5V#0W zee&L6Jc1+J9iMS0pZo?1Ram@c{zGJ-m?g21S1A9G10|h1#&H)yo4aHyP-}0xK_Tn# z;R-*n`uRkY)wj#TH{LQv{Tb&uEw=XQrCL0zDcTi~M{$z(hB{Fb#D>sgEyx$yw;twH zez+ti5|UzY>tRYB=8m<)#)rkc=7f-D3Pj1QaSF>@dnJo}@{33E<-AK>2JbM2At@If z6sFZpr&%?Ia@SF@4lX^DvBoXCBp zw|g*X0`Mgr5Q8Ucqh0y;%@2Inv<^rXEAHu^>!3$7%dvh4H|nl7JD)xf>1eT;wpmyJk(`HIq27L3DLDW?XzkF%Hrrd;=Fw?N)}J)+)*h>CcQya;G{d*rC6gkP@T;mj2Vg8lW0`V+JxzkLKA3Sg zVm#p@C@5%r=mop$o~UslC19U(nUr7pj6;IX+P<;lZ<=@@mF|7DzZFE_c-HNsnatvY zjTNtq((QG*y9Ofqb)ld@#BFT`lmneg*T2T7v;H-CTnoMTMAStLxp_SES+OVps|=W? zJEUv!5ie_5Rd>Ti(X%EKkcfc7V=O4?Qqi%=V@%!)3JAgjcddv9@2?NdN_>}mK4VJa z70$1gA>?;5n{Vo|9+drQ+r5_j`f%?Zn*_2kS5ldwmh^ar)TcB>;pJit`JaXJ?=h^s(R}okk;5ok*30E zp$VV;!s9FXk=;C}Fk%ve|c}^J>r$H8(66deljHR6%XYP^A%iG$lLi-?4W{vrSkxI<_ z(%%8Go@Iz@G4^xZuv=3I^hb*3czT1zWvpOTh;aSp{e|aS5ZJ~+;A>ethlQoGVB@eV zgEm3#wUQ<*vnO>UD88hud(o+E(z%6hM%!vUNZ<=PO;lO6$4HGvTb;gi+>hVHwJZ!D z8#~dYsdeA)aXO_%zlZPYJPoL{Z1X?zrQ=GeH{-VV^c>P|)-PZzhCv@4PkP7qUzUOw zRTtq8*%wc`pUV&HvYA8f&sQaO|=9~Uv!Rh6^tEEY>^xqQob7@fFM)*6k-v(POsNUg$#H2(~m z$dB;@{|HsUon+t{Gt`Dm6;!4)U-X!cjQ2} z`aodYLAfjl$gUWKq&!yZE`4WN^N)9ex5zxKxEm`fLR576rW&?y@%F6eXjGF#2m;Rg zbH0%BA1!sJ8#W7sN2)SpB|;%`Tg29l z(52`rRTto>v?#&R(*)Pm6H$XPtxQG}&yg*9F^w_}6LGmT{sp<`_%y=Ycy8g6;op_W zs(-R1KpWWPB9`z7GT%FTEvP!nE~>>Ki+!U2783+Y*@s+@DiKWrZDq0egL~AQ?XIj%fy;+A?EYBvnnS(ZG)ky*&<({-m-6du@#G~ zzH^#4^{r?;)i-Ol{&xOKZKQfmmXDhXInDc|^qx;4U8bB@b`Cl8yYQ5I6MU?y!{E&! zq2ZkPJczlXp0Pn=t0TR9R;bBh4bE7~3=oXhoqQ--ba|g5w8@@w(=xABky6}H`hL4C z>-~OJfV6!Pqns18((79nb+gI^4!GRNGgH*1*OYz7^1!61Ag=T}$8SSnnS10bB3iD_ z)&mJGTRjh_^p=c`Yc|f%^|d4M?Xuy!T>ak%BaZsxf-Tb~SYCY(5A#ePa^bj`ejKq|DE-hNXGg;C94KB9Phgmaw zoMPSe=V7}83xwVsWUvR?+E8Bdm^CU|+ECVEkH!-ZYs&W9!Ips!r{dl_?-xkbHK`W} za~yHU8ZdI(j3*d%H9^R*L%o&P&;26}*avAft=E}4U?ckKzC=bx$0clh%no?nb*0c{ zk-|9Lb0iB!B@?9KErlAEU(ib%LhMg@7uISIUHdpn@Wy;?R!|}zcuYSOgeY1}{8Z_#cn~tn;M+}0 zk`(UqubMe7)9W8dkLISr(BPJidoA6o{SbU)6Z_^4eC#WRQee1c3|OSGY+f6Z5=n1s zvEj7c&3u^!c94{zn46sJ$aCg8$tA7Qq|#AO#7we91>QYCIFW|<(J_%>gA-Uzahz}^ zdc1e&9HiD9Z9KlU_jC~H9_pgR6jp=|n_tyK>qHENb!^}`?yFP%k;6}czI0xvFk~HcjfwzlZ)6U-76v>mwYbKPFrK!!15C3 zcG&ocpTWWH6NV?07KKGXB8FGwpK_Qd*0b$?>^5bD^4^s0huvAig2)xoA_Z3^jMbqj?nCEimugV3kS&o?M zjt`ssT);}I7;&jx zQhBS?oOb3I;xcM!2eF6IF)U|1Law&IwCqh*cY9uHrnTDnY-nyp=v@2!_-XUipTw9+ zx8j+sZ{5%(u&REK!A+l{<_rTUrH$)T>(0^{|(?B@tI;+a4Tq zIxMe@mzZ{X)qp^YZAII`a1QrxSz3%cakAE4AL`v4_t(N+LJI`0?Om7@Y$%dorztEahDu13mq4dJ{S}1`yozD_e3JrpG0t)cm z0dBpWMhlfY#TwsZT1M(Np#)_vkv-e!4mt$zuKnQx_YQhITS4k6+Al8|2(Mu+_k74g zI5J0~6x~5SrPiryd)DvF*7COE@Qq22I)Ys6FrPD-LuTPiIyzZ!Ahfsm_g7ZaS zyD8@?Nf?Ce^JV^C;EwYy60%RY%5y%j%I2789+X(xWyaw-@V!8 zJe`z+rwZVEfE5$huf1Ao{Bxgvaxfl!^*|IGs0Bhzxmt>6T8gQQ)t(vQD%B+7sAsYm zw3m=r6)TwTA#}aX2P(`X*9Xw&hd=JPPOD|5Xc`@(Z<{Qj3u90<=TO&(0A){G+kCHk z@cLDiK2}{BVyuK{`{u(#7CI&K0&LptHi1c#V-2I=!`$K;w4N|#IbF(_BL}tccrt41N^3xgJqNfBegUh$>a;_5mDnG zY51;>W_qDVC9jeW5|BW?y*$DNB^*hCN<^Ordp%~bWX`4iqH67+!dt_ODI5r7jd^Xz z)@FaAZKu&vITMgDl-G%bw{keZnAIHH1huA|$JwMj;_1FG!^bjX)rlAsiBYjO84{5| zVCSZlk4+pl?u0ye;kj{0lyuP!TjO&1{qK0?+k$iHgY?!}+Mhf5h>4l8wBv@zfl$QR z2D-8s;AlMZ?r$%d@i8x3U(|9WMZQGc`W8nvB7EhFj;nG=DlAdV0iG-80Cp*nFbkxd zwP+69G0ct0Lgj)_I_~N4){l7;iAHZ{D|{4J_{i-_S15})t}^K{RMqJ4N!=mwNTGvc zz}@saoJ0pi`o%aT(2mk>y1eP}OC6%CcH2Ig&qpzR60F^*g85SL$o|pQLDd}Kx{k?^ zRz+*GGSNKqn$Tzr*I^?!Jcn&*_>FIM)g3}TKJtM|yC1I>U%4yr?pHldyxK)PLY%8< z#TPNl%(dG=PaFd79aM;}yn`pOO2}wsfE6W4cX>2js=E#@ld&;lajcxEDV!K;MH|y* zQs|dxuR|IU)w@?LNx!)nK<&$ouI8C^*5$UIT^cb`kDY2Y;24`e-WY74wjt7>pf6w2 z^ilb0R#x%(trgo*x*o43-93?4OKVNip6=Chn*?xzB9dQle#<3&_QIC`c=j_9x18hU z3eStXAMti%hix!o8B^P%Nbm@@N3PLno5!z|pT))C>>}U}q*6fUEWBVG6K{;`Lzfa0 zdf)U`3ldqQ@LGHfr2G-y>MPnX>()JM6(ET6a_!(f^l)Z5$dxE_-xH{IKXEtzJ$s^x z!+;S6Kf)?cwo9UaW6q$-G5}nZya8k6d9EzLgnXDIs5#Ag<2esv`4%1LFI$E+EWd>_ zVx*=FW2Qzk5j;kui2K5iN*-x#u0q^qaZQ`A2S6#aG09#D(pW+{QTGg2 zDwHtyFS?k>pE;LA#^-HB~nj>HewP4*jHyRD#4VEDtaG~UnyPMgI zzo_P%Pd`ZYwrk??d5r$i#&fQ5Sv4m+CtlJ~KBbv)co)r(#x={sZ;1mrQzE(pnBxc- z9~*4GAlPJQlb*MfoA`hP^7$3NN!$HWWwMVDPCgoAGW*hIq&xdDYek+TM*f=KtPi|$ z{!!e7wbeQNBW3JT!$QJP%Ia9`uGb#MJIy}oN!V(asgYkalRM%u{^xI8Y$DBYVnOI( z&Q=cGIiI)%J7)2Jtgm$Kd)~T)+p)ZB_ox+wL9aTb{HP{bHn51^ku@#g$zL+K?gYH# zPSBdy^TW{M_28Bsx@ojw9BUKkqco$G6|@YWp%CuaNw}v3UCFk7<|dS&}>>yNW3k*=q;)}7jq6>mpf`w<74KE^3s zx?Y>>rfx-H%qfq1Im~p@qqGkfCe!4mCpq8AzQ3oL#B3Q;>a~zqO~o*Q4i5T{5YMxGuL&*XV0y09Lb1gM(Z2gMqcpmTPxqpDzxxv^#fwVdcD?>I_qF zxt%(B(L*jH-!|#s2z=B^*<%w+nlzww_JnB#diaS7eSDa+pdXOnwsM?T)6`VWE~+1n z4z;KbI!QmV(Z;$I3pu)#m|)$_v8MlN$Z(%_wEV1ZV$%H^U#0^( zNFSDej|VZbD|RHXF)aHfDV=iD2l6pk`_;N7o?Kzn-&4cwMR?VtS2s<#%ufmlwWENc zENrMZN~|HrMSuoLpBw$u7s}nB>lSTF_tI*Ie)jA)tjgWqofAzq!P+ zxZ8WI&a3Qcup#m1eFXWeded=~u(LU5%X&V3O}Sq~w^E;rbX(pbaYg!g!RdAONAG43 zy}G;kGEUjSCL{88(KKRep`Ff@y3x}rbDO7)$Z_dcYBuGfdsn~t_>!CEtzI5chD83f z4B@vX+1oR#M6NiB1LvkO9s?@9t_mt2kuOydo~z!CiVn5@n{8f$rh)*Rg*GRogt`u5)@)gR(fbMv-8?Uwi?{CZnv5Db2SKy)}K%S%8X;Id2% z-J7tQTS~YW825E0g|67$y7%V1P`|jWvV->B{d^6Mn=q^Ywz9)Puz?jv%zY6~_5N#o zTpoKFxxQG!7ya{uR@zQF%^whfR$kEACmyk&sH0O-ElR>dspj@+Qx!atI;J#sRuYog zQuWdhO%G}vLeV$W<*{aAk#DV%&uRa0pw;Z(M(cke#MT~RyAHh2!?R2d_|X|mjb{`8 z`?GkXZh^U*O zDJ!qi@dO9GG46wuv&NGg@`h~!r{&uaBlQ?5%#!jdv}?2iANMY0J8bK&>^jr|a`$3` zg`SBQZD(hIw4NFGzuFr;?EV1At?2Pf$o>tg0926}xm#%DUB9WSQpXr1%r9Om0qKF| zZGikUDkS;}a!CGIoxLe~D&?H2rlm1+?d#_6*>+-yp{l7K6n z+9USQNM*HNqGt6cV`X&J8p%qress0u0@(0kZPr(w%e`UtdLV%|SeAbXE z`mcvRX#_<8pzLjDj^BTW5O^g(6kxMN-ZAE>{6z*RN=^Zc3TJgx_^*Q!c>@q*6!8gT z@BYFXz4`tf7!~Tt_J2p>X;2gZPnPptO4{u8|4?)QM)tqIK79g41(4bbe;ZWh_a{Z< zr@XwXzee)yTVPZo{Jei<;1oU~e7&<#-y0K=D*OAe$>FfU)_*3@$c;u7pNGKx_gn+7 zpv8ZXWH^w>G7;Yy2KfNwRo~)}1I_;#{{Q(LF(3NOv`hX0vjBr1nipDir2>EXxn6uY zs_Pi+yqq$WUYwt0{nCa14vUWg1vwe0OKGgX;4hPm`y803(9G}gVt;vaTD&JornDq| z#$Q%|0s^qIXnjRg@&2;3GQm%gW}qr||4XDlynNE0qM)g(|4n-e3|CB|Jg(~WZ`xC_ z55V-kp*1pA{LB1?1_0~k|IrWXqav&aa8m#;Rh4Tk;C!g{7@prH z+6@|#AwPclul#aRF#as&&D-<^<+!cSEwDOVNKix(_YL5$T|Eg&eq0j=)G3wfl_s-9 z<`6}WjRZMyuiFEzC+J%{!`Bnht1*X&)8Y$&xzs$_;#|xaV(pFQNbn}g@1`=h+>JRc zdtCPFwf)0N@&Ch0rI1aO0v^d7fH%7NEuaaq1ZaY(CO2omi@s(L>i{^cyT(qrOZEQx zY5x@qwu9QMqjCB;l-ks|*FWjs`Xs*uYT$JO0Ao@DQ;pI0RX}TiSpX`tda6Ue2P7m*Xb0=R=Fq##5XM+Ar{BLMSsT_?asd>#X~duEC|&PdLkatA!asfN{dV=ppkWnBoOg$Br%Mx|^s!!`VhYt3jF( zu7cY{4gk2yA$b9~=vzebqFBEItbv1NFgl4o;ADINZdOyX4O1+u%YlWrB(?w;mpsY; z?7h}{qH5%Y?kAWUk3~!!gI6iXeGU9BSNV<_*O)-n1Y>+`<5fkTO+fv9Fp_td);SBf zaGQ3~X#`A8p;LhK>qqsQF=^&mUtBBG0Y)Yz*hE zR;X25$^{#hS`#LJe)+>nbAAdCZ8wXJbC>|gw@vaoRxjQbsIR__H(q`6UM^v9gm%@jlp0t?8F)B6+r;J$xXa&Nz^r(8E)=bO_fR9R0wz~p9S=NJq zP7#MR32|y#wgE!9mcbu5|A$s$^@R5ib&Nk$H4lqSlb>s^Ki?sE-e|F7m-61W#N(tr zit}NMF8bKW8MD>`f6e$3*5ftP?iv;=AbV2r$y=@)AO;L2NL_PTmk$BdpzKLkp_GBG zE~6A6ZJ6v$4bYuOHGoW`sr_V^=s4r?jwTPndXF*-G;mnZm7<}y(*Sahnf|!soA1*I zfJE8da83*m_`cZ@rL*6NR}=R%FR+8t-w@}%piZ&Cx#j^-q+ZVwC%co#@becN@4Nz> z$dJrTM$!*rJOKG{m+S*7P3j7gO|Z8R50WnsBwQ{}R?=Saw6JrAtqK8#DQj3 z&D{AQ`v|u#RuTp#0ZV54YZ^dw|D=OVF&tX>n)>nlXnENnqF+CuKaPMzTK`vgNQJdG zK9klq?z<;U$>X>U`Otd%Pu4II^r`O#kcVsCn01>MNIkFg8vr#)_%QZ#XC1ZuOIFGF zPHOKpE?m{)d%*OFG8&~PoL~cQ0pMCaxKu)Rm>kGym33$bGfatIjUeREkH-A8$XVNU zwt#z=Goyw34z3*KINd;F0}xg~0IsZhfT@AoOLWv$J?l9lqRC|A@?5p$-jZ=+5q2a@ z2gsXA=4(kB!hBnZL7o7Am=0?j1-gY?Hm@~xZ5!X;oLhDVzqBHM_K4L3a!wT*vW%6b z%o)9U2Q|!aGgJvV%G<7rYjAmg+cp8u{Di5_8~>m>V!Wa7l;(5YEiAbCS%QUKsw@09 zb$%5KfhGY0-Yobj%5*#;*LacG5ijtuGmE(sb_Ecrb%knBPidg;y0r&F3yAkswr0L+ z4WT)sDj#cW|HuD1)$m*qz?%l4<-1y(^Bw)^Cq{F^9`NfuuQYL$)dB@?ers3Ge{^c2 zu9>}4M~A2$XjHdZnfEaG1P<+L4#iBAPgpB47sCvwMSLV*x&RvcG<%vjWQLZ_fJpJG zKZG40Z+Ny+*Kmp5MUMddbqauqw}e5=yYBosoqBT!pbl2UZf>z2Kuf-N_%TNcIUh(> zoPZ0?E%1k_Z5pM>F5XW7GR+NeK}oM+eSJYGC{v^_$1GR)wj8w;U+g6wuS?qHYDY5s zUfogsUP&Y$$PFk(kh($av4c?QiYWh_9xVFfo@lMjsDpplma1Ey^COwrE4x2WmfzqTE(8gt|NR8P!0>~1RP0I3sXTm29 z7aBEZ=>4!aYWprbY6otY8hOXp6g7% zzfM;@H?=mO_OMUTemt0U+6%TnfS6*{TnG$^Z&JQA+_&J+vus%PDwvB{&M>UGb0`7X zPYbHn=z9*&M?~NGVj38cNu&Em>FB&c2}K~HXSUxQv`v#$ea5q$>9-Gn%uYEPB&Ive zn+R-dVp}i(zhmb$r%89oeqyAVNPBi>^yu0>z&e=1nzuk#ff>L~Y{3!r7Er)a4lABi zfzpE{gW{rzcuQku5Zc{4qz3~3!}Sn>T-&38)(5;2`EjhO94I-|3~GD-Guz}^c<*vL zAr4iwsF`sq0s)h=fNFeSX3}v_UlXicRWl@m&&h7FKmcAIK;L>qc z`_vywZDpMAalJTh;k&)Ao~xa6Vw2XzDIVxd8?y9K!t+~ z)@i^0OqOry3Rk{MqRKM+6)V>D3G_S1P-tdQn=H*%bcmZk1%WCd>Ke!s3BV> zeytyQ6tO6`Jcsw#)S1qI0dbBQoCxMqcKEH@oXsE*iCkhRdHn(l3evi2gMGcbc_Rlb)U!06d7 z#0c3s(BO%{nlpn$fQuZANzy3sCK{h&fv`-lldV8&zQai?9vdPiySuk{VCtz3d0=$L zvVDeY0bT*~Gc*Lv;4MiwdCkNeeEpbZ^Lr&Ud>(>2#hvHx!}`k2YQH5x?bWAmo4-`Z z@|$|-3z0iaY41E7<$mXDAh3aQIx+>0JKPrhqCC4671;ZlZl@402ScqcFOu8vmv<_6 z7n+teR$?D+dRm;Dn9r~E@@fVPoiiTx86&;(M+8n9L0^0AcA^epkB@gnq|R5)5{u@{ z85g0E4SYgd7Y}y<6lUk9MyM<}-L(C?lSNH%&&N4ed02=7S^ABc+c-8qv*fZW|0z@C z%0r%)QTN5FP)E1n7l+8avX1`KAyov<{c;iiS-kZM@6dSf-I&LUG=7 z1;=yxu=dZ@I>w(ri9Z@rdY>a&V)_n*q9*w9(|}Xen?wgO5U8w@rY@kyXnW7aBW-zR zYOFK7LQERy6c{Ya^8`|$7g8lJsq9?Bj|poon6>cJY3N&Av+|as-*$IHG#Mh|Ss%mB z>D!yde|T>=G4UY}*j-|qm2n6w{L*_}XFkpJm{DqXsrbWv9Sd(33l|R=i}b9nn+<6% z^=+0{$m=+uxs`bK728g7k*Y`11u0fWOWAN(9w~#4hM~PQE*^;X{Wslji;1mWFtXZl ziPA4xri-?fUZ@Y-V?8BD*7w&+HzT_8*UJ%93u;zF2Vo1ap@zny0cX#X%*V&R9pwcK zWu!&gJ2a07+UJA!3PyT(fqQ5XXwvTT#o29Sa}e&be)2;kUvxB+md)wGpK-}&KQ@qd zwmI|;&B>JQ$}DSfnq9Ci3FfR_5PoS_cQm{^c#We#7{GDn#*fV+CJy~Q*1e)(+Wsj^ zQdU-WX*GP*6&D3e@uo_hmMz8z&~-0q`*V{3-x@Y}o=GAZBQ>95H=X2wSxhfaF583` zdAiojMj~mC1x5O>{~hSe<)*d}fR4W@AMZdGaH;U0phf+Oe~$m#z!x~x2jRmKi4*i3j@E@`Xv z4ZC5)uJyIlRe03jj@3g6i9$p&LN<38mm~NO2SP0#yWVTcUxns%2cR#vcXv;7^q~{3 zB&d%{cNf_27)-WV+Fm2FD~oHE!L^;m)oquyU;r(}0)k)}}o#9lTSm&TBGpS_6F8^oIs@CO^1jK`1+pFRS-~F~)f!U%N_^nG~0E>jyA69WLys zWqqD2Hg9OIf5CCkXWrx{=^zzT7%jre*OY=a!dH62Bx7oC~~BfCr1-Qo+%?= ztbD){Oz%!?xfkQ|f*z!AwifxB7!7ugom~T)=M;PnOe-PJuED`ll;#^<5J@@3Lyr$g z;G->hb}Wszs$)TGWjOd&ImgVY536VfQ+=_qC+_YPE0{H^dM%e4XOBkCavS;8wR<0uz&Y*`!C`GZ51J`{ zVyJD@$v3IMP7ZyxNBq$hD&-cjk6&${71J}NTWdqHOdaFNk8at(N<~JSA{BCyw}_@Y zHC82X#yW^$4T{!oAXj=v1pd~v5+Li`K4Y+Am*p!$CCPoCLS-v}*k zUURPd_9vZctos4;ncwJl`2~TdwSpYm)jiu`MCtj3;$p4_uO^rF^Lvlh`=f|UEp3lt z^LqP)hP5RV=byJ^hwfI3;q&?R^P60?n~0U}Lxp2`^wkShpSYNCz$Gk{;jCvVM_)ymG$SSJy3PF%ZLbBT6|uv?3!255BCe*E<)^ z{g$t`#(lM{G@Jc>h5L#HW*2#mjQ2L_+gw!vNmMY5RuqNYBn^ufi&h^ca&~5Bdn9Dl zf0#N=JC6EGq#+Kk{y-u#*_e7~6G|SIj4g&Q4IU4m4?F!ri_EJlQ`(DC*hEfnSzXOZ z296khFXFACgN^dSZFhpM1#>ez*g!+$m&Hdivlc^t-FG=C=-TRXvfdvuW!?{?|3sC- zihE7FOvp$hjw^*R#wyF;IKSQ(3sMd;_&W4O0FM}>29xpGKr$cIDuJ* zDOoOVnC$?wUthys~t%;*a{WJ6>c`W#={#MhHR5i`swf`9!U@a*8e&DIWLPL)maBt`#2C7tl1PgAJ@ zu_z${&$LZ&;I}}do-MNtCLALhc1KhD4d7I9BfYXfo1NUpSQxS1RW~6Zx{p7nZW5mL z!c24La)q-ah|r6`wi|qeryCJP~VWb)u}sQK~6VX*P^kNlx?#@A%%BYVz3ipSPMb&%Iu zJhi7WQcHE3%U%6eC?+UJgZ3qO4D|({@|~#wB_&>XOeB7b;#ZbRv>a_>!hpzU z%@rgWq5b}eU*8PDpkS?6Ta*IR0VWxa3`21Kd)dmt=1+Rn)BJX)L4t&E{x$@wIOMdC z{Ya{fC`s2G{ZwPEaR+5Z#l`0dJPw2EWOg(dd)Sd;L<#!pHuC;HQ=##eFE$k3MZL>W za;Rc-f}5ak{GxF$?_nb1(H&GD$f2q>>$J;?dsh3KWsw$iZsR50gCmBDhA}pn%uchg zeq*OfG7&w9()~ayTDG9~Hu>A6|2eIjq9_aB>uEV{v-3C89S>9D<+^p|FQSA!WCeMU zdNzd4S@u3jq-isFIYk({O7bX?X{ak#uSZ~c__j9&+{3xFJ|o>Hld7u@f*ClrJ-o=w z>=ii)z(J6HmJ22()KM;U3pTXZLPB%lDOk83@gVFDr)>;+*C&z0IkgNP(xd3O|L|-z zFfb6TnA`81H$sA3Y~lglSKqiUujjB7=w-*d<@@j}B~vPdt$6!q9N`JC35T5HQCb7I z{C)R&ij{+M{#30!{8mus&CfHUZt0s*1qUs3;ya3Ii2B-)Pcmi{T4;BgA~$b5f|KEy zF5uh!FN02&W>ituCX2Z@ZwPkgd7R^*y|+i6+gG2uNuLjfoG=YiA7x`=2+gBQ5+TYRGs?9cgG+?oC&dE4>{#Q}P z$DD?II^Nv$CuO)T9K!R1ot+cK{gCWo3kHP1-TnQu=*bRpD?@(zdj9|ZRko*s4g9B+ zN@4Hdbs4MyiT{qvcWt=P(dfkrmEpgXugH0Ua*(LndVkqp3Q0zZK=EakQFBA)FO`{W zN}#6WAXf4s45;A!>+6Hlll8>^?~nW^+1WYNsRsU~ng)2&O6bjp^rSKHvZ+D(zyDVZ fy-_-)R~{EDhz%}ddzFDk-p?e(b*Ef1$VF3yPDgr730#Z^kfPm87CEXoEH{6IcNK1E@2t%iUNOyO`(A}`l z!TY(N=lkAwzsLS#AAA3?_Z)gS&Yag7>s0Ty z?Q7r@QUW{{@Xr$~UIi;@GhHiN4Y&@(t!<{M^IXtGLr+IaM?>4*qD6-tg0BB%AfsTV zASwdWGBcskK#ifXGcgBGLl8Tsow1pU_O-xYdx*Bb1C8hK4ZTz>REoJP@b!eq@EX}OpTHro(N&fXPpxytx5NaUU z4NM$v04_ztn8!@Z+C<0HN|1-+CHRI$+dvzpL8qh5tV5?kt)<1JL(Rynt4pn^t)odz z$HL4=r>mi%tNT{>U-SHT&vSEs_{hr3%fk189=v#&xp^45`B>@cc<5N@-|>Fr{@1gD zrj}M3rdm4xTH64u{r9uX|Kqc;k8m9gD>Jx^nVIpwxIjYR%*xDC-^~2^$B(F6XL|lx zR71Z1Ofn@0z3V56hW2RAc$enn}R!GE(0I;MAkk60M#Sl-exzoVyr_x3IK zN2Yg-yv)qZ47~IoUjF^8_J2_C50`>Zz$wiCwHX)-lQtb4i>@X$y(TLwHJDR_T2qUG zm0F8c>z$@9ixv}$Hp5F=usvE7h|J?5kDI3KfG)!UvAO9*|Lq9iz+Bo_^36dffy zc8Op{Pfwp9msIL=0eej4Nk3{ntRO72~2dd-n?NW+xQnp#f z$B{*=BmO**8h56UBG=&)3Atgtl)DC*dn5#X!*iCgNeY{K1i7RdnAh!*KjpRQmcoUm zwYsx|NdejM|YMrgp zv!nq}Z?z|+*1q`6hXpyIgUfJRZP)F{UBF*>M(XY!U0=w3xThP!1ijygA@=_y-P+-r zR)|?C$Y!go)pP3_Istb9J?K@wa5I&7Avbvv6w!Npuoqk<*ot+3h(H&a)!F-Osvl~xp{<8k6H``a zrqUbZwPW3dTvJWY`}1BxbvYIW_aO6NNhZ#8u{OeMS6}$IKfMpt`~~hA^>X_k-hAN4 z1p|~MWMqySHdLhSyFEVcIdE7@nK>6auO_6q`hLg|i*uYD^t+1&9TA{NRX6ABd)KRR z%5m@a3(1SEl&;%h{g(Bj(U`7h8j{Q1^v1g-1!E;9;&Bjkc2^7d6K;A>?tf9Ft$uw| zh%b<6w=S{1Uyx&n(`I@;>rV3XNyHs3em~o(v)EGW z+?CFzlNyMeljS$Ref=tTz!DN;Nw*mITF-{u)arDf`1M_9&5gB*jDiM@M+7Xn#D{CQ zhr~?gm+Ac?-sB+N)V?tbQr4an3=zgBG7RAMl}=4q98L_FaS^8X(mlS<%1L}16EkqF zcYuI105eFfV94)K_^D5kw&ZNerQJ{Au1A2W9#EkHa=|Sz^A&3LJO-$8lr+W$MWuMu z>wl&NalG%PUSSU;Vts|-7<@ng7PxnZ_ArQ0p>2sqOqtUAx;cC=paCf~hLC1QB2#OI zYpmzK?Dw7`&L$A5_}u0fM@^@sh6>rpr3}&0iv`S@HVERZfBX!1Z^Gk|zs4WxEOn}_ zdm4n2`4h^@$SfZ;Jg}|$I6Jpk^|pxFQha{#S(x~l=jX^c`xeKX2v#+fUO~|~_8Mk! zN{W@7Ruz>h0Ysph%Mg!jM*6E=>s!##ofE*k)7*aeWSwyweMmur+k&eEW8U!2F7&2= zoPIQ(mw1PpQ-}MdQ)~>%I)IQi7Y+yQ204|pq<+{d zTg8dvpl2MqYh{9RDMYGK475z7isRm`FWgf2F*!J`XQQnN2se_m-@JJ1QUCpXw*$%Z zN*Iq6(_!m{SJeAwrXxwo$sfuce|t-Iy;H7*C%$so>h2K_%5idykFhjwAYV-@3*xzZ z=ONAZ=Q}tV0tq791)26gA^=09p%{AWwzZga%Z}|3jna?y#XQ~1VRr(Sb2Gqh$e7Cj zg2ACPx;=;U@B9e@r}UrB=RXNgW_msqI9U`fXWueA99CmJ&)|@A$Cgwv8Z;>$3Fhvf zp|V^gCEbi5GYmFb16)7tv1C*2(ENL$pk`dm6SXYL2(iy1>@EBK?%~l89xUV73=XaC zZ{{lC^pz%@iOimrZwNI!97$Wv9ce9#G5N$Y@ZqnZj+p!dKObWD{u#Suc~vn9T9>09 zy@MR#W&2MB`^2v4E{lLYzR3))H#(B@Zx7} z5TH|b!pK(3$;st55S(&W^fZ1G-8Ac{GaK)&S3R#GH_qok^SPaxTsrwVY?rrmu^s=6 zFWnERi12pR>xdu9lGd{&l+xGNHyNyRUvq|+7i1Uti{?yy%2#z-St#$^)E`a}&t#i> zqZp~ER-#Mmc<hk2yn@NB*TUlI>92wu;0iIT zF+fg8Id~M$n82OTJd@IyEkK5wm^QY|$@}>tX(Ee?ijMxe4mlB(tDr&VoYooG7UY|B z!P%p1RC25P^_?PrNmHk#r6ClrA0L;)%S|dVZ3f>^P{_#-0p&KpariJLUeZ>0WcOoq z=!BGEXuZ0f!7r;A%NKs+O&?>A?%lb}O(-`Q5VV22q^kj=eArWP1ADBC6#P=WSkZA=Exj{7`A-q0? z*EdR7_r)iOYP+j=+j7Pvt!IFSlz)iQlO1BQ?D?v>3p_8v)6!pw$GlaY7|?0V)O%Lb z+VUv=WP1AP7ZuF4%b;U_l~w7!f=jOB8@%=EbY;$Te(adMflqJenHg(YV(U}&7Me^( zqy~C;~UPhsYkXkhr`SxU9&T(G%U7xOPgVFNB!45ZsjyT(9ua7YCu_Z z7tis02s*lH!BPWE0ph{yto+CP40qY)etPcim+$Zg5^2?rCOq2?Q!YV90(LSaJ_k;T zd6CWfXb%1=bNNS+DHjqxj=n7EC8Uk)S84ZA`Q2kHm=}NR%7=S03>fml96_{uKIMHE zcV}jT;m1HFQ(+l_-~i!+THbW<6ca5Gk zuQpl_XTCRk!3MnBEOTQyEJtzB)r?>^cjx@BLtN)qHflUqI-?WWw6>OOSY4Hx`VJ+2 zn<@oEwMCkUD!aYkNx&-@fMaB4#9I%~HBb(Chwg4>KDmF(9$Pse=GH#&YFznpQL?fM zw`AF$#UCq`TU|iMS_>i=&fsNOkCoT;9eR5I3zCRytYn?@Y?;B{0+?Q4y9RYJWO4|E zWn^skXY-M^)FYKk==-z4wr{_%s+=&Gq9Ue~eRCgz5_qnr?_1s9_V8-;8!IuD>PlLb z(EX*F^<7&snLXUtnuAV%3yAs7?Dz4>)9uXZDL;M~KD2WZ4qTYZf7B>gpti1VF1Jo3MszHqWY0z?2J3 zNA(|7YG|Eb%p@RtUIWt&{2!ydTd>RU+`Z-CkC>IeGWFaA#}GwI92UUI$krp==%&vl z!`aBzW3x$#O(4Ag2If@8MKh#*zb8wYoPF<0YdAZ6?{UpEI37Rhc!z$3k25x?=xq-~ z$otHz&Ie!a&n{;)mpk2;^ATpmoe6PNdE7JibibXJw>fZB&AyCM?q$_k7k=FRRqsA~ zlgVfM40jlGM_gOBr(6)bLn`@XkqGfPu_iKWyX6B_=e1me+9d&NbSGB9a~lQG-5Zdb zI4ZPoJ6+j70YXx75=BnrI6QOiYACc5!Yia1{H^Bvq!}}}MWfhc%;mV!XrXDeeK))F z!z^8;iGV=P&3lpAL6!n%)tEVL>U7?Hg{?@~a{Y_&AsKYj8qt&1&RbK86~j1)7oER5 zA7_SyXznYHyPOirQDs)be}62d1d4T;?)6;s^^wzgc+m3L@s)1>V_e<2JqAk4de2>D zFV|@|dZ#`ij0K!xPg+DX$R>Gj!V&;)61D4PWI&sw9P!Fh>JcVi&9#m zwqYQH~2%e#IL3E&M( zwak2&wQ8(1mff92q{Kf<4?KFKP*w~tBj1QW9q{`&yNMVL%*3OB&-={b5FbQ#d|6Z2YP+g!O~?Tkh+7*>2OKe}SXhzGl5utC+qKHp)JISW0>yJ2-QFSIxg7@?R_XOmsJS#+$4TGy%Y&bJofhdHY2h0XkO zF6G0EKx*N2A4UV;jk=tp3!R2nGz*Pn5~m%Sz`jcZZ?i8SYS1hWpQaK>U! zH-~bf50*VYyDF{Atcgt)?Csdfn%UpU<8^gy-xSn4|P3Q>A}>z#!yB~cbd z3k6%v1c;V8QXhwAkTqhKReotvUVjX9N@ZV7Bpac(mYoZd$HI1fC$_QE?!}Bw7CG-| ze%$O{96MW9MX&4V?nEcy6q&PZIYD5V0lw{Naz$falj?zz{x~dTK7&&jqHH~n{ zMD5qMgL~8a8x;2H>zP?(%P;*Fg$^USy9u&K9f7uGF+G`DPcT!h)D0ha;)5Ufc)vXn z-D{W?e>;O|mDzOs`{ZI9xk&5|2n2i4*ck3NAJ27lu)f};(fIWy$OYgRnVi?&;N3$2 zn^n)Ldqxo%*)flq{ZvTESJ>B8e(EdR8s1FxtqD%9iV?ih*|FO3nV)#~Z+SQj&U}>{ z8lcnpB70uRjwe_h*J?HkT)_qP#@{_!c+`rzyPh<$Vv>?cNyWvB#6+jfw84E@z^ge> zQ6ekEj``Ik4WDv)TYCrh8uZ=`swXoLX4#--5<*6)o)^gDZd&$9nojK70+FXsjI&EJ0YlYrWPW*pp(lxKI`+7j&(`iwEqC5ex?;cJSZhZMoB7|^r7k}aNh)dtYKF7PY=&nvQY8u z3!pYZU)v z<~GD>Rnu==Bzpt0V?qTI_!AG3!`o`{aH!Cxg976ulxhdF{|$xom*?$}{GgrU@r1TM zD%uOJ4wVx|4nor;`rT*{jc=gD1v(SS;m*iCnLE%WeB%S}Dmm@J?F`^6AKkv1owsD@ zOG(uUn}g31~+@0{k%^- z%V=(!sEuT1<+Aq?5UVm~!@`!WqL+W)njk4QDZnZ#F-T?DfMVv7CdpbOFp)W>L3KeZ67Kz>!a%WYowf1W*`- zTtQXeMslOJ4|x3)cSkJ)u3yi>0&IOtSsE}FZA7#IyUnMUH%laqBJ-7u zfVbflBDVFO*hSKmdBjeYo#KM$97s(x>WZK$5gT^{HJ5M$<)(zjyZt~s&95-=Y0-Aw zW)6Nzhd89=hHsoeq|3aozIYnhN=;BxKHnZq5JKY< zo<$Gnaqa5hMot&i+vD~bFQ027x@s#$0>GKCz#?dJX8dNy5?c;^bH~z@3LY)^B9rFo z88%}9%376*H~gc8Fjl6NQTL$!cKG%OLqK<#dsj;3CS^Jr zv+SwtEGZ`WV?g)s*y@E}UlIWjCC9b>NSem=kG6vh15xS@^}35%>;KDd>hPDX`T^C= zv973&e}n0EB47ZwPbf`@dP)30@aBfX8$3faXqs=; za&wh;o9){Qr5Bx#)7P%0$XXuGdjFD)16tKh9A(ZjgK1kry2*qhadH6k8NZyy2Gcz(mE#_-oZ`rJw!x zb@|buDQ=X`eCfwqq{ClcHB2JK4@O;Uh)e!x_JH{B_I?ENOpULdBJhr7;19@@@8FbH73PN9gK{U_}qKI{E)Q_>?Ft z#!|v1EbLKbRa{nRbE$rMI8m~4=*N&!5+Z<^FL3~EDTiXH=}l%+g-!V5pBlGG0LFeC zeC9eOF$Prd#g%OUa+7$aTK|_f-I6zf6|e;Ue?;4hy!@08zyO?I#ie!hY!mRrJCPGnbSC-y>S=7!0bb@%GN6WCNH`IV`_GVBqdij1tS zv;mOfu(AmN+>M5EQ4svOHUQi}tc&4b?!9Yq1Hj7g<4>!DHLf5FvcC(Uv+A!~Z~z1k zz>Yxrg5bSkt+u4*0;dlKaDV;JwPIlQXXrWdN^zCLi@poO3rjk{Nf&W4HN^Nx2WUY3 z*aKK4WC*}g_UFG_bOnCD8+MyN=oxmG_+vJq+`0C25c-3d4;85AaQQrEe*fyd>Gn^a zr65D({5FWA0N5u$@Ti&0CNer??X0Dy)G%sTcL9vFvD%!l^_89`L4&yBQh?tCWis6I z(D*ql2^`2DMS({~yLi-urrDX9<{+#NPkCi%sn=!ftVJ*sNa?aAu|juu$8zC&;PAxP zqcRXR#;z3pu+vC>2eDCk=XE%&Gy#u(ryks{=@oL>9~H!T!bKQ@N&|uDeK#nU-Ewko zwdI~*OC`XiNa8Qm_gmw#Fe}X39aea)6JMp9)q+_Y`5Mz3Z}BR!lf;Y1at_T%Rx@f< zoMbk>@LA7QEVbwf(U~ngZzD9|)D=c2dxA|I8DrUf!90|&NP1JK@m`a?;L_`oBJ~-m zeM8OK0c0lN8+Lb;MdK=DV6q1U8c>>Aa1IZ9R7+U&OI5^X84K&M%kq0bZhL5twiSHcdzn*7) zCRjgyAzEDqAArRa4Y2=#kYpDyf>YOy?^; z+45LAt%$fgR*i%6uYQ2bYwcjwcb$!2*vv;fx$#gu@EHdmX7}1eQB2nh2(tF0e}}r2 zSESCQkyA4hGm)zpH2h0JQzYnAstyZp1r+N`^o3-bkS7YU$dFR6B2SJQyPl8(b3y< z3Ojg(BV-Zj47;1aK091_bP|kaJ-r&a^@h$vHZoRgnU#UZTQk>eO_0NdAIjN50${eD zA8-d}BPvaXdi^`Qk4o%t5lZNtWG0c-i?UmMZktkJTk9dW%K%#FBMJ+EtP@Sf4vHJ{_Hiod%Bidt%;BUZnGJa){AntdEuhvF;d*2SU!AE>WJnLR~;|0?)zMrf`T81 z1Vsgjuw4t{#7IK`#<6hm{3k#$m#W@MPe?YY(;1I{cL8$Ikm8`;tzI7KJ8X7n8rOI) z@2_{^rGr2ww;qab$6te{3BI8N7U_?opNns66`2B%M)B*rvk&`9)t0sdI>P;5NQI&D zb&J$Wqb)6zDAWy>{R1Gfb^^5hnLFh)3T1mBtF=Zvz(zGFfKEak=xFoV>i&e|-Xl+t zILQl4{n-4yW2^@AjzJT_-M_;_2TT&8> zj4F4*P=R78Jrk)t_iPUGfzP6lYry9xMYlNK@#OXaB+y;_Fn~fP6FV!5q6B%EB5&;tKdiY`rkMbKRs(*$Lgr1#?cN3b zoOpSaF&PE*%q>#VCeo%_VI604b5WQPxbUY!!f9}UoK?ejTzt;zA-`!<>}#Jt;S?9t z+if``1EKp7gi7(coxFUN8eaLsrOZ~sp8yMB;r*`dDEkCn|BV&@uXg=^`NTX}jA_$J zk#!#wnLH6iV@81ne@Y!B&9xRVXU=Zk!@X9A6-Uc7W{kUD(+J-yJI+W5AY<4^hxQ-! zm;sN;^mfmMMg8k=SLzbwp|@@z#y0~%!po+-kHzp2?cP{cGYVEcn)l=vh_F~h>_vmq zN$l~VWyH>oZ{#?3dgZzofz{P z=@9e1Wx)(=D6<*mO(;JaQ6(7NL2i2YWFGH*+Nr#@MXQ#oVzch)x;ntsrt=Q!*JA7i zk>AZ5`b54MA@~e%|EV+eR3(sV@0sGH%kL`1unG9_L^OMHJ-9inonuaXfH7X0pi zLnm?tnLS?>V{{Xek^+)Im5jt^r8CvHYD zw+yde75IoOx>@44^O931m$&_{HXaz~;H)at-{_1~x;V}A)4QN!8&}eAtBYq@b@*&l zY1NG^?x%tJ`LBS8=NrU$uF7&YK3CO604SjdVnSXFrK)?mGIXhGlsT0@r42&n;?M>K z_N$J4mSlw_g03Qf=55Wk-T)nb7pAM&rI~qDu;D4fbf1_$FwAOhN4zcDnU^SYrCVtX zY`4fSUu(4v`bh>!3|&P&eE+AlQAJPs70!>-3Ua;)mo+iDr{PmawyvwVuoz)?lO%In zr5;3l=W-@V1~ai-%_MU6eI7TucUR=NSp?K)H3hf_ms>z~3~^#Ol|Wuu5R3jGnD4s7TU;unU#q=p0#Wbl{K)kn{S{te z8+TTcp|XNHy9;qg{3RjS@a+kNXqGOtg{sl|1Jj7u@6L|w;$AwsniRQ__U&VMJkEAI z`4G2+02jBwupjWu`F+Qt?{i^?d<(Vsm1VPois;uX>Lk{LX0Hg}KxKdMlf3t$HD?CB zr1smvWnY5s8*?ENFBFQ-d*v%BPa+!kO}F-@zYI96NA2PneD1usmLd&iC@!@kL(PCH z{eq^$J5{EkjUs-zl zN#%+L;<&S084rKYTb`MWKcPncuzIg!5tn%~+&a z@o~nd25SaBmSo>)@MO8_g+7Mq z@_eu%gqF|n}q=Y+=Ej&Y2KbSvs;Tz}XwlyK!2ZbAgB zvdLOE-*r=xB+^7yRb#;}rj0h1g=f}ZF%K&6a97kF`A}?k6-aGbWR1T)7Hufs4J=U2 zH^KX^T~VX);8Gk@S?6`p8ZDjPeAL_BXQ>`0uhTpNx_$Zmbe(*lBa$n!8aYKf9rvXQ zi{+pFp5P8T3pn;bGn(DG{B2?BAl5YAz#qgGiOKw7C<_DZ@aW;yGiYylo-O+*$9Bt!sCkc+3Nth0a(Z_I#=nqiOwPMG==YI@-&gl`UiQq7CJ zUq-FJCQ%Uq1wIi4qZoEYS2zjcM9>KcvnqqFzC%uru5Rt73#*QpU7I?y?53={lIX1E zNz8|+hv=DKa7ghCFyqEQr1a>Ub;wa)OA$oBSBHOvXsW7TAb&U?^Wm%78I_s-TIQ2^ zKK++pO5dC>ZFomRsfYDDRl(3l3fFs<7{&2+OLhQtdxYNFnDEVMa8#VXB+;$C^f=bYBLO>}y z!YfMof&CzTds17d8Fdz;dM*9Qg~2@p=x2m364h+O{vv~_u3Wt7CUBAa^;rxN32;ij z<@smUVVEWM>Q<4yi7g$3;ADvx|6Wv;f~r(|Ddz2NM^w33ss{#`3ka>7gO>sg%4;~( zfApw3CnjH>C7=mg#_nfqlwRv^`cV;d$E@+4zOKlok6~j|nd?OP>m$5FE5GWv7LRU8 zU|j|LcJ#m{*`GS@^|ksQRi3`~k*|T*(Uw@$15kpGADIk8zr~VXbjJ;b0>2?UdQDO{ ze0sqZ^<7aQymPf|0_X&jV)%qW^pZ?02~|WvQs*BsRP}??UGc{DQp&Hk$n`vmG>`R% z`KzNo;I<9#T-`Q`43qh}5cKE2xxPU(E}mz2kZ z)%O!OfZ;9QR*`uJm~HqUl0doN+N1x{LM0RA@>e3IfnksVa-Wm)&GB6bnDgRqD+P}6 zJ>@8tlw>F@T#wy+7$vI@N8^KmF}rn(DY59z^yWV&bz`7WDS5^&6MT=EV`v1WoQq!o z+MeP5bJom!E%FYOZB*8(r^W28FR4}~nBW~FQ64MLi?I6scRsBO2nKOf(&`%~v+@v!)KDB4<$C4GUX5bXV>SZF-P;|&cX)ADUon}_fT4^Bt2&`zJ?KhY z%nN2MBY?%=%io@UC~aR}?U?q}=(;11zN1Z#^~&SnuV7BIt4!Y2oJ8=I9}7zji~h=5 zy75`_vEWWvZ2S3ad-iV+eNh(fzOi)^mW`4hD3{UrK{tsM6;bjT$YnSHC76EpQftBL zJ4i7^mGfgDao(M`0gzegKi-GCA2zCS{w74c2RKwT#6)7&KS0`n)lC z8#T-e6=`m10)FhjQ>19Q3?y4nH-2T<0)0iDZ7OyBVU}NDcS&`8KAD^CzX@Tzu}2)? z&n~SC&ZyBx3he7ARf5NaNdbZV6XQT`xT^ns^~j($zK;3^GQj8CijFJl1dQEQtEqm0 zx!+vMfP!^D@j_KH)sg2Llx3nx3_V?D1j(@3q;kOQ3|+5?j+_0{g|w__)CM#A>TQDh z`Miu8#(=uZq(yW<+&QCIZr8Yh!ohW10T{9 z1M87aHfH9>e*~}Y)3=W3hT5n;OMk`V^q*6)Lg-^8AI1W~=2iZE(8=X?dtttO3aYN+ z%db5yuwlHR8wdXV2j1N_7=44fFa?X4Z}R%Bzgc`-#p9VHRf``7RGIAuie=m}eP-_5 zR<~s{8vk(A`(PA;y(<5=F4;1S42TAm^>26lpRkGneM6Mw7r18(rt|m~qA~s><*eU; z!R)K;9g`K{qn`rIP5|Lq&lMY#dY6@K~r zWhE0B`BqFVG<4N92gxuBAF+(`JYkP9vq8^NEaOQ=u4ZT3b7`9v_+r)Kve{xaCxL5g zx$*u%^}A#X8NEs7zl|hnF;0ucDpIPcuwWyY`R~^oU)OU-W~1wtfhwwGjl(?P@zMD; z_T|T0ouX1(6S_0^#BMzQxvi%eoeG1liZx4hI>%9b7}poYd#4`!j9I=)XVsxh-n7{t zzfejK=X6CL#fa;fs}EP66Xt@fCE_eOHszH>&T%sb#@s1WVs>>;Nn9l7@nXnv!Dog) z`GjY`8~XN^rm20_MnpZ&(1ml4PQ6w(qU|_V($WFuPI{ zHd@!c1yXy9E8nS4l6rtQ9Dqq63O1aeOtj9qg*7=)C!sr{rr!CRL1%G94E=PBV%IFA zl~a7+#_Dy`b>*Is`N2;2j=!$I!Rv@1T-Y(Ju3&mDF}vQ#W_KjN8+2NL`D-LZifAlU z@pDc9>b`)EW^qn&V>9jX^=iVlnrE?e$fu|3vf3*Pu=<{MOL(-VZT3Z)hY8Np*I4sC zD~u%QHzlLqt2esdOuGz6%2w5ud#2O0`$&tTLxiD*lF#wYf; z+@WjN2vGJx^nyOr?speYaUY`U%LaN4S5;88nZcIx;y^xW)N!Lw_Ma`eMgLG>1W9Fo zr_iIrc>~K8UO$HuDLYROuK+mq>;8kd^8XSxF+F3lJnew7%1N2Gi(ts(qiS%KX|8kS zO*R~<7A0Is%lJj?8z>h4Un#Eqr6&Ljhze7n3@FN8--i$mSaS?6 z?=_Y7Bu6}@OkYFd22Y>So%`?w)94UL24$XTzb_0yqO|%n{0U@uO7sg|8~>ZCnxiB~ zt5ilGkM-ch)BN>*vaM(`cNjJ2UALnDXp2z`_8UUR>|Z6uawhs8P-R^exzj|VC6;Vz zR89C`xA~W1=;#RTPI7!W+^W0fGTC#>+z+4>T_Lo33lt`zDPPcb$ydy7XH6dZDF}-G zvukIpxq-hMWw;~%X_WaQS{GMyTwlhNHhw05x9odNv1Kz8o*D}%Im`0l0>(xnv~8i3 zC8EV0d;63_TfKWYiTj2SC=2MR@sSfNw%#EW9wGJ9zteFM)(Zn^wN5eK#2Z^Twh_KT z0KjO9q+#-ix@m-kvWSswpvlO;=x?6Y3=$xu=A3?UcrfTw@U5zhG%Z%+1p<{wL|x4^ z(J#evPcnN=yEw7k!?Ne^@4GE|7kt|&h~RVDZ^Zu!%ewN2!R14Tbe*8RMvMXWgL^mK z=>dd=twz7iTXcN$Ge63KLEYGR!#k?WZz0j7l*(<*&{pv$S+(N7v~(#`ZT>|aFk+R* z2OAsN9W65H){KyM?g@`bgU6?7o8-P~E~?kQ|l6ZdC_|A{N3NP&9&8)^Q(`pGmmsFh#f7ZfaP8;gS3 zI{`FznnS<*+NjxHwmC-bx)MMUzmbK6^+-6XJ6p_ElVebM zw-H#0D(#jHjHxO$9C1G%p;;4#{RC(cEb_i$EO9(OY2RucKu!c zge+NPvP<)d0;~SdIDSRBVg5;RLs&wmlE<9wAoVBtg3CEHTyI=n-9G@+VJ|+>DCXp- zMd_vxD6m=`a!r(>0i}f3acD(itY*%RDf+P49bO%1k%CO4oO_7UK|L~@O*#~Sz|ojw zTjKLJHzA1V(MVd(+4Lp3`$>!D;M!4^Q)^6GObBgc_$Q}*Mv!D&;1UGMlbBM{G`$6C zr5_>=#+PvZ(V!8KC={e>kKD&MawzhGo6ChL;|y+iD>Gd!R( z?30SE3dZSIzyCekI`BP6L{QK|aC>uPL^1gp?m#tYjc}-r$AXX^mP^!B@2O8IMNf~a zxl6woIj{5|Y@AEd$YX{HG|IDqD!{B$K~!mC4)Org!ginFIqus1hG6t*R0l$|_h>=R z3`u-6n`64ng~lPxmzg@OtH_0@KRF6sfa;C{OieJ<>jg4)(gP(Y1b0+}(#7c&dl8-dv%iHz#}iG1^;=cbCWIcPjsBOXJQ4>J1h zl>3>04z6OjLsJV#jJ#(F*AU7i4pur2{^aXc5@`( z8C~3o6m-rBGnys`gnXG99`|I2_%}XFwe|B`pOvbaFqcrY2nq_Swd6&;%L1j|TIk~@ z1HHbB&LFjvY`%`@P>W*d67!(IrPQky6%`a4+0M(PDc2xob?{f9wozAJz*C4{T>>S0 z`1~Okees~d=c|iyW6l>&R;B*h;`GcjP)eQ<9+e-DDVR%A-Q8K>A4-1J>T2a+_$c0XqO?(!V zPEA+u!ZKj4jQD-sd|vFeb*4d)u3T5@RgcGHb|J1`G9eCDkABzr;VN7j@2P{wctoI! zgMSAZ4QLA3fzej8%THv3Ja`2>@Ds>Bd*j(HWLv}6KECYQ?;~FnvxrSzkguhr*?6CI z)^v~uGPz|t!2+KmTx==PHM6Z}uRQwc3oaj#GXyBKWx5mgd$BWq1T-<^6NZ=Fj==oL zq4;GuuI#~76?IFLdCRP)4?Mvprg2cWdJok|cC4Ow@wK;RW774w-i7*WdzkmPk-OEWkzqBOee8MwV?s{2MPg;F0XBi$^Tq#ie#kW6Wkj`MoGeoFiL?-7R`Yfbs4r z@hg2!nSBbnd>SbP@{0Q}J|TV$a9E)18)!0ZCU#E56cq3+opWRYY*_ZaT-eru*; zVCRx}bgDl$QdI_BD3zO~^bnahvACbBu^27t6u}dicQTUXf zBtO2-rM)CUg_lUcU*}32bf02D3Urb?$wb4}MT`Y`a#|62G z>_{*D7fpQg%SG?{H+$bw9ij!#;wPg;x=4eX3M}o-P`R;-W4zbZMIjMkgV*jXU5xWyvjYkelpwMewAiN zb68`WbRp3pxq+q%Dhhr%+7>3xjs=rck+nLtdS1m8`>(BHJTx0g5oM1|hw`hd5TJjm zaEh4cZkWP8S8%!%<~=`&Lu~PpZR$eoesQT$`GWU1w-GN~GWehCy;*X-=#)5KoVSbJ5ls(d%kf`#qQsEs6o z&Rc1FffRk~DTTd~J$TPovAFo>hy*z2Q;SxVp$jks{eJVEB=A-8Qsk^)OoK+_WUc6l z5K<*1Bvz)}G0^U!A?ST*0zO;#Ayw_%tV-tDohT+p)jr*hXl9c^WW}nX-5*hN`do%r zOdM`bl5_l4K3_?1cUDSyMJzsAouNJ(R+AW5?rk*Kia$7uO7Mo}=dBwHaR}@G^jEaW zw{1d|Hq2tPvMeQ@=aYg2yb;6gm+_DAr{He7sP;8Xw62F!ed}r)4-S{6*2gu%(Urv5 zL1uW0;9lgQHYJT0ik-96neOuwxse3cTON){{UY_sp;jpC&nEC5N7FtEO);r?1+tst znr%4C-mY`#Sm7V;gnP{Z)kG!|EmbayFD@7U!SQD!MXw^Loseafd+Bm7J6czO2&b5B z{j}A<$T%GVUvHclxca#S3G&8)JY_uFn>H6DwzHPf>t;fPg7(0^$_C)#K6(wv zE_mNklo7ZH4wd7^==so^lm`09a*zuurZrEsLegu4{aqYlWxhIg2!N9Lac;A%k3qk? z+MGXC*lsEg1j1}8P9jFy8zu@|!wL7Wb=yPK-hti|;NDS+bzF#hw2@fB?^xbqRu+;<@BWtt*o&d$7d#+tEc&8%0c zb`vBcL!kir&MI zzE(6@mf`Ogc&HY*0!EW+$_Cu4Wzw&xGEmJPd*(v{vnf{6N^iU~X?vN7k&qi%Nt(?t zB*5vpbIS-myQO-Cf>qzs_gbwiA+bk664+vhKU2LbxdwrRxpbz@(e*3u zanb+a>?`xxwpZE@2O5PKR3GDEI}u0rFq*A!{k5zdPj;37e)MS>-e+#?cLF=M`RlXe zt>hT8*hoMyWRR}S%KQqePIAemS9#_0%Sh0;TG!WyEhrr#=%a3FiP_rsN))uBMhBFA zA;+ZUH3hj@2$C1PqpX%NJ{)bzQ*a&r?rANK}C;&YsMdh1odKRKS7no0@^#^ z(+>{3p)`Br@Tt>+?bU^9PJKwQN=2({$MG?jEI|wCdm&;jN)!8L$3zwaT>hs6&@*c} z`4-^nqoe8Q$c`ZR`xSs@&Xtm5{TLf*7j9<)iV7{Av}UBToIvSe);;YG@n@4)1?QR9 zks`!Q{jbV=$OFwm^<7sii|lIs*xiCbP(|Ba>47IcgteS?@Aej=DD+m9zyj#XUvIY{ z(UZrmn802biI6BrU~-IK6#CLrI;HfAL(v{@Y&175JZG>a_%G0nshGC~5i)q$2gN*_Y=QW-nF70rEiZo}kXv$qZ&o`TBC zPXjRKsVU|m7Tf~t0_zJ|CUy(EtCU|Nrowqa7R)kU)FxfMIGX3z%;m~ROM6D=Qfq3^ z7BR?wqLtpHjwd=hti8!}_wLp}AF7f~Hp8b3blZR0kNIkvx{w5W`sti-d?VjQelusG zF&RlihY%N1ei>eBGEod_n@$QE_}NJZl8*X7Z>W-NqJlDL(X*f3Wi236GEojx@Ud=; z?hQre=Klb-OKGg(K}4*3XZ=3m1UB1ZElgyXW!YJ?RMPSV!|;W!x-a5`RGhNwu(E~5 znSkFYFdF%#3^T$KZ4Fd=G0Ig@vPtKhiK`zg$-$pHCd6&59*|HVSL_;zsKh@g+8b%w z60&*vXsO>|tCBgqJu!E96S3cUBcD2&mFV@W!{ZQ`sK5Q9puu}33i~35uz;h%HtB)8 zAedxzMOO_S{>&JaKTbFJQ*2$DoTjjKmom^~W>yEZhce3l#ikhtJVnw4RgR0X0#Kex zoA4X7pcyYd0rAgADgTeTxmjTYvL+j~YE!kY3B!qD2G%?MpJ`a+Q;BNLXUH z-rwq0&ki&BE-Zh{lG%VC5W%mGdVNS+G}0qdeBJDgvQnO4z2S#=5qas1>*mJ4C>XRdDc*w1HF59JF%FR@rugoHf;z#*;jrE+8oB z3^sZ)xnn2deJ-xZC)+LYHQNK7gy~}9;HMzkuAdfl#j{c?VOd0u6}a+legVINF?u{G zPe$x>&T5pBTp?`q<;$eRaY4f+GAXf;3F3FIp=tNeIq3dcD@=l6Li9zJI!_rP79Tv3 zT^s)zXk~t&CVu?rO@obto6W2=9K z?q=q9X7uKMp7;G;*YD*oyf~h-&)%!{TA#H~FE-axM~AZHGgGa4gBCqDXNR*+fjRf! zf=+@UQtnh}*M5j+90AYKT>`E5{h^BjP+HU8%}A(qD9qzR+*37$UeSZDYxDSv;6DGo zGaP{#Ru5jqYYg?%3vBDj#ht0^kw#e0N&UUJi@?wDdSeO_M$$PMmf*D!g~h%fX;b2n z-+aG~ZCUh;V}FkeU*x&If##!iEK2t=jarXrEeGe6=&$EB zomBS%R3r<|;J~QIhUGzIu7cE;&oGoCF~B_b zJ=K>TVF?FbQJ1d{^a6Ud@5>3@yqCHOhJG>^nc%u0@T>R^2j(1Xw{{%y@Rw0*znr6H z%1L*>Az@Q`5Xb*vb4AsDXS5-SSIwuXY5x$C8+}J1GCMhemJ7x$`Eq6(cG$}Pv`!=0 zB~LYDubg<}N&=%bHw{>Es^-?%=)oVC@`o zeR1G>HV!0q7D5nrOPlAU5efbt5)|aVQgN4eq8rM#C->uVz_F%hkXkwUVTdQ;3mc_* zB^~f`|DoKS>hl(#qg5dV)A7Dm$Tw7jo7p+;t8dZEO?j@n@tp4M{a`0p;{08LPc!a& z1%Nzo=E?B`eMfiVjpHJaK`CfO@tS1go)(zlv8i_>qM{Splp zpf~4aYaF&-()&Ia6%)vW_dVIk?NLwX5~c#W$c1Bu*?;VfzR5{c$A|a63RnAw?EO|K z_ke7t#NgKhB>f}kHZHul0{ji6hDeZsgfYtgq+q>>^x#=Y;D_@UqOJk-fx(v#1Tvzd zHhL-(5`73#PqY{pX+-*+2ftz(NH?3u_3Vjj6xqHL9Yr@bKcESUx2@)m(=T zf_x;}oOa?ZX=?h?MQ&v8+L-H{e)7NtB~3XLxO27UJ<#NHjL7k-th=Qibw5l&M&>@^ zoR*MQ4~~VY`*$%w^A3a{qZW<`_FNil8}p&y#Cc^9ByEW{Z_dcuk6v_Lb@0`HjD%=X zTXx-}>~ZSWAb;|Uk9Y%LXQ4fevqm0^g|xF?5fW1r{|>9mAiU_8%^kAZ%1x=!_4+4X zqZG667n$*$=w@BGvK-7A;gewzjpW58O{K>d`O@9wQz}+j!!S(PREce|7te{Oq>5?Q z1y?Hm>AyD}`cfk0c+J7bx2eaod?fKO+F9GJU&H2`bE7vt#jNBa2KB5;;~v2zwq+H6 zaX{seo24k%P{u115XX!+wryXzg`9G)c6dZ;7o^i9q{t5Y?!b$w=MSSz?@pQ6eEjX} zd>lNkB`B-nViB@&AeqFFJ7}t+61Vs<)9Kv}Ub)D2AgnMfk7FZRm8Z5DPaR z(AI+XL5=+1*%ii_dd^iBG0pg$cf&9;QS>U%iLgmfnwqV8%6lTj0 zmKS}dX(%(JM1chvyifM;fQ*njCCaK#2t0q&KLCXe`8sbGjekTT7L<{Y3>*CT3Hv2v z5qiB9GgTCfS@7*%%0(-&WPM?4e17Lkw73AEzVC%k1*1noIT|jUUfOX@9UNC;Z!js_EBwV+W5@tE#;5rt~QWM@-rq z>lc+tGdrS}ow*V=3Z69=Ql`I)Gt~O;ivxN=zZi14tRxO02VV2hQ}Y-y!zl}>#IUWU zE0I%PXn>?2y5zMdvM=WMw)ThZ>Yw6={rwfaXT70Y&th(tj7-PuuHJIe07) zGK1Hm^VNtTR+ic`zt$mq^!w-HxB>;8`x-~!Q|M|tT^G{#7{_nd9-mf2y?$KBfXpG3O zu&z`ras(aB_Fn2vL=R^oY)(nm5^Y9XO|~25<;Nmbx5q}T+*+IKgmeCNTcm)k1n*A^ zRV@}DZ39 zj@e0gwlzvJHj6qK$(%dGmj(r;)xSkmUJ=hlYiw@u>Z}i%lB>$U_1A;jt7aW8T;i>& zG2V*L=d9MC%rB>u-GiiKVy}5k+9%(Ku9PHJrdW;johE1Ghs=>4jl)`@JTt#D6?dql zlOg)q(CMip4cNAa!OKV|<*RizAN<2p!xMXk16%V<7I87e{HRdI1sZPiD$HzsQK6pf zuQ{kB_Q18bY4W?dmbVc^Jp+$=Hga<-L13``Pe3N0H?F(jaZff)MJ?>f*sy z)BG}zIdDvSjQLt-@61qKyNx>~UCIWj`(DYX zm(E`Fm~t^8U0itU-9N;tqfco7zhjEt7#siNotD;n7NT^@)8cC$NkDCql z+h;60UQMx(x}?YA}d3m&!@+nu)b-wA@L1j#C~DJrc!S6j&< z!#Eld(*9BTib?L~)KJ+teMR=gaHfB~$uvhS(*rf2};5>%Q9R_L_L3vl1zii6~g0mCt)8znwr2FGR0 z9xu^-?X$5Hje|C=K;6YdS7Et0`h#?01Hi%)1t)(O>M?I6;wE1;CI|uyLTs35U4Vr{ zKTW)h#Vts)Mvc76bJYMmgvGSD&c%#Mof<$dwGp!R#z zKf^{QBdmk91fAs7c0&wgYKdO=r?iKYdz^oi1a$99lc(qMjfo`{zW#Ic+%yFu+a&4V zsZ`SyQ<<}9r;y)W5eJ(Sn%gTD8}HP1ENJi|S64~fvrQqr{O-PTn-eox3>@FzF4Z{J zQ+E&vs^uF?`h~;>k;?cwRBbTop0tPm9&aY6Q_B_j9Ml5uL;8Spg?V9c)4OB3d>QGW z7U!sHmV5^vD%#7p<5=5A#mqC|~t48PUu@Ie05pl zM6cSQNK$)Skv6~l>9t}x3HSS-DZ}ll@OHlvucjtV`x1x*xgQzlkmC7s4AKF$L^CSX z?&z#si5q>zGExB(qHN!Q#f3)EMm(R(HEoj)**BW}Q>|5REpo&oGZU`E8?Z1VF4+`E z#*MUSqZ}bUZpNt{XE({cTPzO8>ykQ?Jc#}%e21Cs!)9o_ZEQ7WX!jCl)41Mp?J;xR zajnXiohijWl5}YjYR4Vvd^FmC)p^b16ijs z%_rsObXvj{B93wKiG%N_dB^Mw&S~#rFg-)hf3t4Uq*F%Ko%>wF_6QzHgWxlw-c^dz zSdUEApSj16TPx?S8Rd(mRF<$Avv5j>PrSP>#$IYv6{@XgHm6G>u$Z62VV|gg#{ZSF zt!>=Jp$cn*Hk+n2OIhkxsvy;xsBSfPM*=aTBmFGs#a_Etjh85rae4U?dIbl-w@2@u zsG$u=qKh(27p>tDU1)I1Jam`7o;bD34ofOvV@LMF^u4`ovWu~om5Y$~V)9hbzV9q{ zTrMf1AS=kA^dpG$&h6{>0;|4S4XHYo%5;zB?Ov!IwS8dy1aT zN3RwD4lLyb6@0lJ+b&=|RV)T9`IboUm4{Ygw*WzN#wU29~l1 z_XKtAQ7q{G>)RWateh&bawTY_SWXqjr>gda-aCzAPuOggw~6Kv!2x}|9podZWN@sr zkBe-h!}^=`Ut%g55zjaU)vPfim3@#=2B5bBh_6uJAKf5(r4z2TTVz|haP*piFxNzf z9H02!K+^41QRy3Drlu!fXzosNiekA-_n!lvnOz~`yqqu|C57}>%?k1he*RH2huvb} zZmBns1xotc&NgNosc2r6qVQG=rf&sz)vh z(+zO%6adeLg1-+bMjY$;wD}@I?%j$5s>)?yP1@Ujdt+40vC{DprXWc`>`l7f)`?Pc zAPwl;zH{h@4i9Y$@5-{0zBXT7-8=$fSvmQz%T6vf98fP{M*qBtKZ);CJp7FbmUOGS zEaTJ=iFJ!&viR^c8o)y$4cOhT+Xq+P^Xsl(4jVvI|9dkYsF~}lJV3>hh~@N!N5aiGw^f2PHYhR1HWhjHNW!LjITk=HbN44Ih9L*XmS z&%~qXpHnQ}O5cE98nqH6yEeXaGpM$%3|O{)@=U$VJQSBw3(Q9^Z&%hxsMrAC>`1>3 zg3(qh-=Wje&|hkpkry5oX`%Tf9>vb>pH%}vQpz3x0iCvd%HAcPot{p)6xBU?LRtH5 z=TjrpRJ4JQw@N%fbV_=-g0JL9)6pd&XM|0vPYh0T5eZ-T{Lbvjy4SzY78KGx(P?q^ zxt#2+9V4!t!S$>ZWESs~mUlg&U_;`={6|nhlfwFuH4f#WiN%&vnt<{6d<9p1uDCW| z@8CbP_>O`xAh@jI(2C?Pa*A@Khv{nVaXs=*eAqx}K*1Y&36m&AGC?tUya(td41aFx zUGR*n{j}H*7!D+K(Y;Y1y3*vc)-L8u(k8B{l#~h$b$)<5FyIohe}@s8CFLXTBI^xz z#V+f*E{VFy5d{W3k>};WT)n&Zj{yZO%zv4BU-9FYy)pmkNX_`ZGfD({HeeKcbXtVZ z|CPxC61o@Vnv;1V4aZJ^=BJTVmbOGnXS2Dbm>Jq(J}SDMsr#a7K^4w^p{ho1r4mPg z=3ChVn(xT4(TUJ}itXEVf7Bs;5{2K5BSli6m*>uL~ku28VdXawKy&Ynd z6{P3Ae9qdc=@r&k&A8R!BTg#7CWfn-Juz~;UG#U|MJSEiZssTV8VUsLM44Ddxjudg z<9tOrJ!O%ejy52BJH!&omK-fJp5lRDb6Ljf>$=#rQ|yW($9kEsRVi^&3U7tugYin_ z>SoZZB&n&!Y(OmiPF2|y0D}@7WKlOD#(@*)KwPxrdww?mSX(?ZcS}I?<7@eh>L(ig zyQfcYmWQA5<~B)dXGDqI>S2e~zJIJn%1Z6=pe_({So4_a_UCJH8!G8+v2ZaF`A@Li z+^o!szIGE}9Ss|p@o3X~9i{m6g|X1>vhrbjS_Yd%mpYWM7NO55@Ye-0n?vFvCm8_$ zO~RfG4Oz=~zt`_$kFiTN=kCrSS`~Ne!@V#&;dbS;@Lh2s>!`c^9RhdPu2{H%6sl9~ zhJ3Bs=16jDu}%AgpSEHjTs{LUUr$BR`XysPTL>45us5A=pyBW@T~L@tO7T>lYeQ>Y-2V_&P znKV-5F+4@;MeYB}(k6_FtE!{aCA~E5?Ode>x1472>c0G(YqBc=%Ngbdqan}8(d(p- zr3(qjf=+CzpRlElz>bz~3M-y;NfRW|LeA(Iuvh87;P-3R(MdNa2v%-&SkI}kX-En$ z9#LN$J62}RrK(gFics*&jim=%V|TWU*2lQPtL_GGKOl0xL#;xa^n>)uUE556_sQCg znWYLt{(WvDxViw*nz9J@RAl&wv6{(&mUgg|MuU8D#dt}UgejMi&emWj7rnTQoXWl9 zJi@S2^Qy=9)o{gYH`q|cCy{#2OQ~R2xms;Uj7cjW3j&7Tz*P&_nwfLOb7UmDziG;e z_rzYAG+D+4ESlMRHi@E&g-5~~o(7QF$iSs;0UV{(kJGr{+&HgtX8O~vUcRPC>Oi9! z!MjUa7v*mlTafX4kA4+EMm?;qufcmR5+h)d7XK3ZO9GaF5;MrKna*$1>l&5D+)#!I)(E1xdiGd8xFB>*! zau@miITs*X<-At^00vb{G-vJkm|NYB_+Q_`bXSLfz+Nr`3q(2&tntj)>$7#D4QI4S z@S~)YZx(NcU{%vi#dL$$VEZ%yVjue`BoOn5ZdqL*bGsXfB!(%!6yRbxRpeiEmUHc0 zQfL^Fav|~L(bygM_K#!CS7+%!mGLtSo$)INgFK<27}@ZYhYD>S45HzQeyOG~#Be#fxieR{4QI&YfRyp_ zvz4xgO2D@v*1rQ$;vVzRgFutX7r*5zYaH8?h{@F=$$(dYo}jBq*ggla)d4%90MfR5QoTqGe zktvXaF!OG{o{6>A2P#2>T(|2ckhXL2T+p|7`1qJk*pVJVY)!p355vr;QqZ~MiN z5jRm*8kJ@pr49zu0asY<5WN5A5hmQgBQ{=cjncDu)*y+c%}>gOd>awSy++!MeS-+9 z0Ihh7D9ZuAq##@=@XP<9#sZ+k@X>(^jiyF>y$d0bjLx;1v)$O4+FwwaZSJ)&+x*5))AcJx4zD4h90pt zxb#+l)0>g(oPhEbCh28+ljjc~f{u6B zUbVKjb1l2XG3^HebttAQH;F-4JV-QhI;hX6))YB!`1W|9$!fL6iz!0nb zv5+5hb-@Ul4|{+qX;Hf}>bjRaQe_F7*Oio#YW)}@AV9kxIXCUN_Q?_aAgOT~SdDyB zmOS7~1E@4nCfgCpP|MC?wf>6c_cwz%paz ztb6K(ukM;t}A>;}~8MhH0ReUsiL2_Y}D4uVDv8cjE(91M-3K#kClMaO4QS2 z&y5k&q8qheE%@~(m-)rlR8GDk8+E%A%WzTG2j*oirJpe~UOgZ1Ymp%*Km zerpMhWm!BIkX*$i7agsZ;?3DQLs=3qgWlUkaB4Nz!IDi`H0O2n%^ElfXAS-0NAdZ~ z==U7CPepIMxk}c&UYxCTb!Z)IgSXQ;Cc9H!2K>O%c7s|PUPr;_s;mBS z7e@fJw(Dy6I~j8U*wh2%bmFS1o2@B}BG1Qn4w{Xm%Sv)Qdo9U%vrO$vz?=KT(GoD~ms_ z1wDCgWo3oous6dFOg)KjG!glns8Sg8#%GTuXR8EQU$t=7Mfz7f2$kGf1zTS8^Uysm z{IsU+Vt>{5`E~cV8&o+a&B{rz@Vq>C8t$r(5V_P#=iB{E|$HXg!nuQ$A zsh+o%C5>2pQf&s78CmYdPr@U>ZF&*a@OHx`DLvTou%CgM8Ex0_sYN1yE^s{W(&WHa z==g>+6+sV9@MwuVaeUI*sfC|lA>DAD2S5>$DUObAZXrDd4_n>#^YVk~CPS%c6T3ciPMIQ8Me6uLg6(#pj1QSY~HuOxFi zXyJVc0pbY9UvrF3ld4H8mCsC285=hZ#mIR z=<1TkoLsr|l>@Ro|7@i!Svr61gLS3$oU`2gLYE8Gli%NR*US{NuAi4^dq$v8AP4a6 zBwZOO)6!Vh69|Bwj~69s3m)z#JVkMZ9+CG~jEyHW<34-pw{QomIXC+!>Q6*U(}?^> zcy?d)Mf6D(&ZY_3o4LZD#Mk?N;M#&D#Sw75{*dp9xBCH3|G2mSvr*ER3^Dhxt=YVOJBp@!5FygbM48& zCQ3Fp9m!y8gwg{ezIe=vHLs@2G)?hoaNEfF|lRMNi_F8nuJ5vypdBJ zaqZJ^#%r|z&nL1Uy0V)K6wsT!mEln@@TB{l5?#8EZLSpYje-JYP7?V$+ z5C&9oKV!`N)%$iYZ(3Bmd%g?)+E1V7!*cP#u=-5bvfI<2F#@Kud3snDOjo>Ifj7QB&c)sVa8KW&sBO@U$p7i9cUGlKGSO- z@qv#4%uj}wMp?4fiRw!a{(3FKeq74l2~D#xEt1F;B{QxEKoG8^bO#?ztAecxhzOqs zBB9C!4I4ac9y@Fy*IaF~u|~Ss8qEqOBv@Zyd%>J8-y-1cASMeONjCZN!=t*nK2pQ# zZ0!aUaZQ-A>El>-2bE$|9o3EDi}za>0m6Q`z~XIEb|{{8$jVaF8GE+$5kJ1Rnpl$} zI@J7uHwHvzCee)Kd}imZdt>*zyEVxKK!%gbWBWZn84&Asb-ytLcG%6j3FhH8RMUiw zRLyzK`~BF0CKW-SQ9JRH0is>Kp2af-#Am=<+14@jqd{=vHRA-@4~B27!3_hCcPMDk z9s(xy2Z{;8M!&Q&HkPo$Pe=%x)FL4NC8p(iqWuHKD(n3<_ zdEX5eRk+|H|MiI>-Nn^>=L?p*4ODug6qEP7HFj#J4+E!AuJTn@g-%-Qzx%D|u|E6; zEAB4dtEMf{hN0F}^qmg0gtWJ}A3}cGc(~fyY13Gl%kVq8RRGbGuUQ2{!udJb(VP?O z{s4LOHDFRk_@svu()emu^T<&h8EQ77G^VT#z5@&!D&@BDU@wT|-9y_t;9DW5PvemO z!hft2`%}E0_ZyoCFubmIW1ZUx9{?H>12{ty{UTT@&sx=-hbs{6-OCceH4kVbXQ>B* z>OLoBKwE37+s?GVAuvEe*kFG2jh?y{rp@KVJ#-R*M4#tKU)XMZ8Ht^iWvZqx0gp41 z7YYT~JgjL)Lkh?H+ku}m_g+0r(h~hDx!rFID|YwXf(I6bK29bpOTvGG>YdfmsXYd! zUs%&}fuyA}h`^kq8iQi@s?K3ct3RRO=bW~a^W?A;vbpaq0(ew&uZnL|XoOK=z$P9l zEtb#)KKJZTnyDz#Yi|DWkidQNJ2e9+rPSk~JGQek*Yo_QK$v7(RW*{%q-M*qI(Me7 zCMf>-i}TbRk=$n=nGu2FjDOw5UqEo4#=E)&zvJ5C^yVZv&vFh5+>wYRdYG^9c;-3b z?@b9fV)7D8~Im)30xYh^{oBHYM>HOfSkst?99L zYe8dk{6!opaKIK_5#+(~&r3@~#mwHnpI6wb^`dbLY+9QK(8U|9;+WH+?|#(J5~jwJ zF(C*9Z{X`Ejfaa#JgtI`X4`-xe`M~})N`d+C?|soEQ0Bⅅ5!2S!NkZuZsbPI6V= zhXcQdYrXCnDjGUE>g_-jn;dKZQk13BQ~7L~+w}5VvgbaO9|)M=ZvDL8ZFE!_T@Jin zyW{nt>3pRJADo?I-g@c>7TR>EJKLR5Ry;W&9!Su7mbO~Jxu2ccC_bEqah>V(g93d* zdME?v^qW4j_7s!S%7|6R zUKsTzv|9Gi@JDNTlmSqlvpT9!!z7^Pk<|6Gd^V4PBWd%&u7jP6Ryao+8 ztC#S!DDd-t-$~14+$rSWJ5V44QHBDD;^kEV zzcU7j#H^^NXVCzzNP)d`k(G72g{Sn-ejkwypgt|UpaS@lm);iTr{s=HrHbII|NQKY|ki#_A>um#@+&?PmGK_c~k3d z20}MqKx$bUj$+SLhe&WAdi^>$HPn*7x(K*@JN#8yOL2(WG4h#1eXWw3v5N5`W95U8 zjl$W`F2=T|tT9Gqr)LLN=fYQ+#te~QFW)itzhEOrXfKUs=!(;VW(X|RG{15A{Z$*z zc{efzC6iiupbP8%{=3+{OWu{BeDR$@dx8!iYhv_4km@h)2tP-fLo-W}a5#JQC7gGQVGSKM=I+e4+9RH1HzeQfAmDt?0Wv`J%-F*2CQM_jD zrpQQ|kMIf>#9h#Kjq|rd+@AR_gScTMke31dUw-jYT3-Iy+FMRuiQTCo2M5DCvo%W$ z&_i~&$|YJiSFE_ST3Y~MRCWaF_*8jy;x&`R$x58p2{^Cv&ZZxUuVAGtoJi~TJI`## zd3(c!@hSHM_<;3yW0EgJIuzT00~Q}Y0nr!CiCtSh0DU0)u z!`K??J3f3_J#8O#8o^4ElgMSEX?zMMi zt|1W+DEA^%jj3lX+yJa$e3{X)`}LzY=*#CpOE@A~$4KlFGDANa6;*&Jx*a@t#ed&I z7JL$4oiwx2KJX&>eOXw0+AHAO3HVWpDSNyhwgrv+NhMJhD4*c_H;`IONx59EKdd7oR!%$O$fP`> z_o?KJ{Jhc22W*N0^_R$zIxl(7SMY+RjU=dSj@~H5>)iJ1p2&nd& zj`t5_+Q)O2+HdGd$;p>1L&o(6&7__h}(^SjLxrNlv(f;_f4 z_05JINmQTDR?jWIu+gh&$~%=Y$MH$;I9lxV)9*OY^Ge`rIA`jvxKPn*Pt`P?-oJl< zSK14!zC>4()mKXE;b=E{yysCA+xWf0RC&^fmn%*}>+x?y0q10!f4SSiC+73>j+F+E zpcfDC6I4mto6Q=NFdmI;D%sS^zNnO3w`?%kmb6=-Wmc_< z6<20d3uh|1jGw}`5KyIgd**VVztOY=FkM@*u+lLC6X?qW@lk8xbN|5784u-%UacAG z3|I|D?ZIyNho%FC4%?<6*ZKDK7cI&c5IL@p$P0XZ*FD#?#nd%MFigSG^-28aET`;X zS!$2uqSMj1Q#^l;KWtTb>iD~+hQ5X4#imvyfC78)VBy2@ql-^3HpQ2SxwlG~q;l8j zbr|!lmhm=uw~iZ7O|w5wojuXHI@19_1<5EyLZLU6zklDsC`X``5Esnnb{iET`D6)? zWz?SPOh|{@`?iT5W zjh&YR=haDODax$B()+}I-fgOUabiI2Ve3IAx@%@U*2{vm-Najkb9az#S`3&U#!mWy zEi54aGiv?Ix-=N&r+6S!6JJX7O|+_*AejHO$W-?g4MXKnpPI|`+3eb^E3|kqgw?rq zYi?-;MgB|Wl4-JO{OETo*o}PTLVEL~RK$__OzB;wjTISrPhU4yKui|tc)Na}Zm+*3 z$zx_#!-t!gBB}mP;9GpWnark_8HN1zr49AJxIDi6VF1QS5*8EtfgTp@@5NXbLK^wn zY~EZ{l#h#D0j(t@FB%Am=3F1Lu^#txo*W@43r69~`h$;U>*oR_;mQRZfl`+;3iRW> zm`!k_N3e#yRt$?8blh$g{i-E}k7ssgp#?5C^Rh4MogP^u#$2#)j<(S<{i?wF=wlL1 zD5YkI1sWt9C!Q`y<~E17|(lG>mVqCjPf;5a^oc6g`R%chCwL}6uxfqn0JvmW?o#V z@0@u$&Yfkr$`?6o-?99Dzighp5N%HX$;cL}qDxe{t*1;!nASmo;jmEwArKxhec0_z zI+=RH?b_BzqZbyVsp@#&@cUQiSmhpCgG+>F)GJyBHQ5nfX_XCYvQRBp@mWhk zxWsV=?g@a`(}f2w#NJhAd?1^pi(nu{Si2FGB+xCG$S+SJ{01P@%%Y>#216o!cHayl zjQ{)RDm!E0!E2%VTP#Z9Mje}dd16aYnF$4*tcyHA-4r1_`rm{$Ld!ug?P3GObOq6arhUCIX$8CPX zgoc_77aG+?>_Fg-7s)T1Hj{K@)o)~exWOsxp8%$BBm^|h1s<=kq^G=L-;5D;e$%vB z$_t<{y6I>#d?_f@s|kiPNh$Ud9YJqBPpJSoNwVk$s2H~!oV`gIPC?1EbTc5rkQ$ia zfbUwG;aDQRlFG-`zvfG{IDW}$yd6Uo;EDEMvNc@t$NZ#RDn4R7Nhy(*&j4zx)@z+8 zF5NSHQ+iqT_rbnTNd-UdPFfbs=oC!kjJRAP+C2iY3j=Oz_=O+GkhC2dE6d)pI{H~K zwI-YQzfopOWVpfP3j^+*3v>G98r_@*4D9SZxy;)^lG}le!eO%f(4E0ig0054q%r_N zXXHuEs7weJ33hlCXLsih^(dQsOn}c;Qso8&dgu+tGzjmH0Qz_wenzW)&|5P_#k>+B zdjv;qL=qDiXip5yf>#3W=^(1PV@=3^!=BMH2XwI0!`a1CHzKm;Rx265I+$KVS^e znlp{I;S=lfdu9N9iOjZc_B80-eS|mn0S=rra)kaM>OKl$ zFlN@*5$JISEu-dQ3^Km(6L>8gK^1=i|7%`eh>%e*DoBR$P0-WQ(w9klBN=)Av;3fk ze?zEfkAfb8Lob#@vkiI^mApY(ZveBLyk*jwZQO*6MXgW96Rr#6vV4RLK3D?Kt_(4= z_-XTa;H=M9b@4L@wBYe7YzdglKEf=KYl<*&{Tn1}zT z&qYpQzQu|7(EmdjkKf7=)Nw$X!Xop&kw1OSe_sX!p}ZBv4#oe_v5;PX#tI@&m6eSQ zzhvh^70yT0(%>YX-G@5N^RlCgNFSFPe!F<;e|+14;p14K82ZoLcwx#7QIDxmO=ZHt znpD2H@$EtXmq55d%0IpP77chb$OkC?0fo*=C2=CK0{+w=hL>NP-)fw|&1)l^3x7)o z$N|Iq0*KOSPD>RnKyjZDCz!&qYOxf6`P#Oh>^iB)`Uos1p0BdmBk z1C&u6rXHo8zxu|ic1C5i{ZZh6PN|DoFt8&SOePc7eQO9GMM;v8AM;QyqU)g}b7gfa zvqLUG+Ray~M20{k`<;e*88B;@>*CxvAPf=sK^GrB0^!#@Z5-!+id6f?e~Xm+tzhT0 z?YvO6#9rf4Oh_DPLKh-r1DWB>g5tfB%9qcc zbD=iV|9ih=IA~i0;F(RzLy&y2Ed8Eg>U~6kh0f3hGGuYB7oxr{OWos zFB~{jEKh*Lsj{zeD9UcNf8ZU^Y*2P|Qjc5+kYb8CrUb6F-qq|ih$~Z-*;tjab`kP(V2~ zUI{^?0pM?@6p3OpGX5XvnCW|@*y{-`XP#hWq=9w;t)oDhR}PJh=8nMnmQiLt%MDMo zu?eH>#(nYu1M!tCQt!l~UC^W`qy^|)fP+=BOM^B?Cxc7bVl=)ig;NCqg;KN{E??s! z^NuA_ej@)Q{bRT9UPiXIk3&x$0sn-s|E`^^ZvjYHQ|>K*?9LiR1Tk@3>btlt<0KT) z2tx~O)O~wtf}Su1_U>30%o;5(n*w`{ir|TwxkvvQstmDX-mg1jLp;VFejafQ|DVn1 zUrYKY_-ONWJxPg2d&F`p_9b_clcR-XAFlGZ#NtHYVC~x$C1Ruffq3ZCA5u)D#L@KK06RVoD zRxor%h7Pt`P<6DQ%|K^`#|+a~Nllf|(}DHL&KZpm%o4u|b8 zti{cMVZ|iD6r_AL>;Y&NO^7n;Sta)xD$oQ#=2^k!q<}3R+K#T+k(7W_p+76>Lw- zEkd$advyKs0Z66fPRRdko0;aB>T_EM%Pb+xrrvD)r zyN*fI(Rz3oJ#w%z4alkiEk4LgmG{m<$!i4LEwVol$^5l6*#ASvO$t?X*9U8ROUvOOiZ9f7927tRAR`l%E zqtqc&?~*JLoNywWPD;V_HC;brrFX*$u)yY!X?mL0cj!YAvp_?P013AUHC-v+0s8Lv z-j&W$=MSDeL)UTzHSuahdIPY9VPYsw>mW5VZq2NszuGvg#c8F6jsjpxM2dt& zfKqqLf@*+WTs|Y7#rAC;Y4bO7{==r^O=W?mMK!YaIG!M}Kbh%Kd}8xDs{+bO6l#M? zsczeijxJfk_;lmJI1J#e9ZIwL^MQ_lk@VW^mjL!?rvLMP#g&>Jc>R9s5zohr+O&DS zG3*1T@JJ4P_)3F7c8?ld#x1H_t!HpMe06|mVa;-cVNXr& z(;LAszJx`gGL&9;Zi?k{!E>oVA2Y~kh)eplf=!RxB{*pw&kzX`@sG+?1laf5mjg$7 zSoTpf8k4{Uv8o$1FlrtX{IOehsgqlPmci&Ps4(-dhM5oc6zEYSGL!KB|H)d6AtbZE ziWHHV_9h)W^0(;n%Z438`!Ys0Ph2nGL#Is3?jAuux2-B*lYXMUSAc5R`c2ZzPFYmt z&o%|<pu~!yg&u{0Ewxt3D$D za7lOs1#e=nv}k!3_g6IrGG|yclUAyokQvR8nTtQ6_pxNB;++%jTb>5R4`FSkLZ}WuYtQTzIS4blwrKZ$rkK>px{<%IN(&TKK67 z6#&Bf?unLsMzXB+z79w|#3_(|Zj9sqaTG${2iM->4U#;Eot}qCM&gUiG_yue=e&%R z;qKwj5eTAitdg@Ez$#f$QYwH`V$<>V4&*7!;iO~p4jX8|*Eq*g(v&h4sUfD5*vS6o z^Q;l7v=&ybf>5E~7+@Ithdk-JU5Kfxa{Y;pUDjh7FhbZos`h(Fq?U|29tPa^+4 zBLYBZ;Ddqx{LjNF{sAX}KmGsKjRw9}0;thAKZ`jvzIYiPSmfQ*Hg3Jt5kx$eKz`>P z!owht!|X?1&kZj#R<`Q%xlO>GR@Y8p*gGX^>x(lMXQoHmM|<2)8J*8&d|&{p?t5K4 zVyY5ozB>)>cemU97H@C|HWtOKfeePoU#mK;?=Ps&30-`8$XcT(c{6u47|80sg$C_n z2E)W{zXBuhfyEGK&y9Zk|N+n38}Kg*baLlG1e@Z}|;c+jNbmESVsmRWq=z4=4OqP{BO0 zR7@IC?w7w3hcr)@y1C3}>s`-^+Q^yl#}ws?gPPZg511?3A8^hE4OtfCOZ7FnYxjHZ zj2I@lzuFGmayyM};xtde`M}$=1N4@w%U7}3e9+h*-Lfa8fo_$N%gB`_b}Y_Aa8SV~tpW!@i&Je9t+}meZN_b#z%fCbr;Bj*u>;)mSe2!3 zwW(x-`#t@sANn@EtW&!wP#uoVhV3pUEN(5LFA6Mv(ZS&d7z%uF4g~Ur0R3lc5=#4Y zG$a2h1UOHt@ZokcS;Tz_i2&C6a|IX_ zjJ#5x{$%6m^MtKIf6@& z$<_d9;@PZwc9AYJiq+*A`E#9C|4P>Ut>Px3k|u{8^;shSJBYo;PWz4n?6NYRzi6a>5GSJ3N02+^W^5BgBB!w)!LX_{#9FJ*=vLPjJ0jY z)hh;IC(GJ#BrM>2wK7S^gVPs*=O3C~&+R5v`&qOb6Ou>x>^E__nTyP)98QQi=mL7O z79M}ZAm%z0K%64#C_=B_)xhU|X}62V#>Td|G!}Rh5#ILo^X5#xs*(~!io~QdEEC|2 z@gGJqss_7La}_(fIWKk(itH8u<1l|$#RAPv_Qdz0X<)Pa^|n;q&Tg!^SvY#X2?=9ZmLMlk*@xf3rOH zskrH_?=vD!3%(Z)HX%(jq$KaD1O?saW@ohfVAp~DYyN)cto`wE0vpu&DH&3F$ALK7 zbq$J!;hhn2E*AZ}ntQUIwoAU}8`g@JHLBq{+HZG93glK#JW`U`l7B(nT@Cum?)qEBCR4_(%s$NCEeW(DlH%_-QC?G-AH!`Y`VKSYvcR)eD68qj57|y z;o!&3z4uyc&TH1S<|H~%u4bjsof@~YmdsZ!m!@C1Jl$QjD|b3JvyOg{IT46O#qEz_ zGF{PU>aE}i37UDD{#-6c@h3Fmc#~e##W4k|`nzu?4ST{noO1O_8j>qEMYT|$at1TsEB@vW))1I|9I7vEPA@xVA}X?})_qwU+oNo(jDzlBAh z85Nt^?ucW5UNGzF)^~dR$6Ts*LSreqo2MLclSy1Wj>hH^&MnsNFNh@o$!laIS>+W8&@;Mu`tgQQ*xZn{K!|KCv`>-C#Y`Qv7^U=La>URA0uLs zT(gOS^+)j-joSI4b>8!3VVR%Ilt^q3j7>|=#AUWI`1!do{f4^sbW5pXOCZ}?csxrG zG?dZT9K{nZF9=uwBU&P~RAbq+iOz56w;_udS_;6838_W$MQJ=c zZPagVZS{S{Zn-#6?|dqpdwsDKC?8H1BeR+dqYI%kZ*|oX9MMIKQi{9uwb)5Zhem{i&mkQh7L`m) z&3Al@N;KPh^Vx8uD%&UjcxydwqS>10u{uR(S_8BNWi6MOBS%&`*kwX7p+Cw%uTZ&s zMV#+3vLU3+dLVFprdmcvXS~YLvYP@GUw}}dKGa$W%~EW#o6>jq8oa4H`g6)ltTBD$(ft$OQB1R!Z}kbG#o>I9jKC| z8@HA=pLrS00}LiJM7C@eezCqj245TL$i?%NtZH8(Bjb@*-3=h{ zbtS5HqgW)jBD~i{Zl)Y3!tkORuCvMW%gl|?@rGOnD+@n7zX|YL)$84)<5KJk=cKpr zPVZWDcfQ11MjOu$h|=iACJJGt(Mq#H(Tc71p{6sL=rpBxv)-6?*kIeUGGl0L<--l{ zy0AxnSN9ipy*Qb#a@4=U)w*u359y(8+Mb$yFVGaPRYX_+RIY6S?|#4dxK>=v!pEjqzEk`8c~F6+rya>N~rzu@w+GwORQJT zqLSMEkljIR>DS~uhZl!H=h7Y;USM|pN@j`;1)ZgVolHxn<)&bY^m^R2^qRTR6tnsZvtVWb!RmI?5iMR=w$f_BLI^llS+Yglnv4gEn7Z-` zx|B#zepW#tCZ!}QnMH{6$=3O7Xq(l}E5ir!{r#%J_+6M}-JUHzcOwBH-&2M0kDF@Y zwBFko**dcK9URD4!pj0oJuqJit+mMsi_@d??&fg~fr|t7$T_kAxyysg4 zU}VUI&eGD{tK6J2Qz>FpcA5Das4>bBxzouOahve+qyon7KQKAs1QiF=fyE5Ng@uL z)x_aNEPcViW}_-W2$=D4Qb&v=q!@9o%2tOb+28q8756;$C+>ZGk~R;t-{TtY`*kI( z{aS0^lksa5u$lPKpXBrZ6ZtZBg?-0sZVzby>JVzdxs z1)bkr^;!iDHIH-V<^1n4cIOp@QVj%!ytad~E&U)W2F7Mz{UMvErRrkgj5s2B(0)ER zEGw&n;&9-|S}p87h5138lal?(rM8>o8BcvRYDo%jbLNvm4%W?rE|sp)nrg@XtoYaE&o0=OxoqaIwp27xjQ(B#8?WRo~^OsJp=uM|& zuOiN-uWsdDB4M$6!lvU8VM@)`^z`61aIn!GtEwA=*2NnWgRCqGKST+1C!id-?hC)g z8da_WeQr$$OKhV$<4CRcgE+3MMh@Tk<|8;BB~#d!<*MXrl?yAsC)neoI_KBw4Z?QPjO9<=3T}rD*!EMNiR(nY8f7UK$Hip4cgLs-?aM-KWFCg6m&h zTJ7{>EQ)sF6P$doFT+<8C|3v?OAbZ~5R49ke6t?%fE-z{h?=WA}{~cN;hmjyu({ z{F8Yqjp_+G@@IO#Q?4qT0$#;_Cm8N~igmQ125-I*O>OBXlAus*K0KemZt)8;dc4pt z!Ewv#u$L;mGYYH%Ud8FGb`xTr*oHSZ+sM$B1m&{hjI(W=IZr>?>bcXmTJfN zRJg9-n^83ml-w+BBantECzCM zaWUy5xVyp8kkij!j71Zu#Sj?;e+ETqIM(y^jCDJ-9xe$uugSh&e?6QkqEm*o^kTZs z<@}&jo6xuNySk8s#O-=VIxsnQJ@qw>_Vetnmm(~9a}0T6VE}qIuQ@q%u|AxR!D2C; ziLf}Crb=J_t!A%z7uF>_COp4s;!nFV^Lu^no3f!l3wOSIf3p_g>Ws8@XEJ6trRf>P28pr{y*2qL!>$X+Yi{iI9YVT8H z=>{59-ZawduZbl#T!TP*=N)10UgBgT2&IFu0L?`TO~bd3o8tcn0im?Uqn#yI2&(rC3l8gh=e?&!2qJm2zcG^9eU6rP}QU>c^LJ z_0E*)z5Q7v%GFY8r8I2wz%Gi%GebGbbLt2aR`X1UGXl%>1p8ukwD7+`4K1xf^L-ri zcY5t|8?%@9EIk~zy+r^x7_<*+Gr8jPauN6Nk^%d}NcGNeydYj0eP^yz0Ob?3J0dkD zg~jIE9#-8C+I2a{9x5s-oH3N?5b-gPud6WY>bIi1?KziLNZMh$A?PNt$Hh8-!x!y5 zaZuFZbG&ig6hmj+s)vNjPIinRQnB@$MzZxENf9Lo6Zyn#>-r*ahKCnk+Sit#tzp4Y z=6I7qwPuS!x2jdQG-tC#C&9_-h+G?gNF8jBBw}&MB4f3}>sp56eES28Ot_>pzZJ{d zn`{57mxF7z>vWQg=QGHL@>9*&QpH$>9|{L4%)A7?I^u{}^`QE1BDHnpC=@2jJ~5YY zudND_BAMV0H%&&uQV+VrF|J@Fd%G;er`g-|AF1qbQb5FA&vGrM>&t6f-`L(d(KU1y zMQ=LY75l2kY(CfR+Iy3p;O1y)2!!}*-rF{Q-`p%0jc2u-mi433>M?GwTHm!KT>ZXm z6Nw_TnxyIifthyAJiaMl{e}}7`Lu8mLm=>)l3R3+jw_^TWxP~^Vr)@PJCuf#C@8Yw z{TKjO)(s7ZtSka!_^{rl&QSSLXTx93tQq#72fuEYOFDSGfPeh$V0r_oTxLH7)`W2H z_0OMl{-m1%`-uL;?bzTJ#GC}rU0)Fhr1LJX0aB%mcVoQ3FBb3rb3I~#7shV@KTUpj z)6P7uhKLDeeM$8&Lh@@b~3pRDn^v4xEybaDlL@pvb9H&risGj}hLta1F zt6*~(4O*5Jwm;?9xg20ca7Zo&CEB?SZV)y6_X~{V=O;f;SpI6)hY%SGJ&w~T(?c+5 zj(P=;aX0qwmv>j8ucW>pk!B-wQI7o~=hGS+y2}6p4g_=Y#!zW)Sgim|2ZTNL8ln8% zs5Qn*`COxY;aBqa@Ykjz^!E9}d0`w{)GuKBL(TO5r2Q4m4VE@w-MW5g5%-HqmsFW!gzGNi#4mPUD%F~X9*KZL7=4wr8edGmW?zN zWK$o96X-^>LuA(dEo5(`U`^iYWmEU%Y3h?vZ)efUn&O&;gh0Sz1_6anj&-TwL zjx+n2^vJqdokF9RJQv5S3ha6zfXJDj|rvVKWe6gFOXJ ze`Mm)VzHXl+t4+-ZjNBcHSSzk$-GU$sv$3(NwwUX3`aOqA4yXK9&)KrYIZzWk7Xc6M8cRE(%+qA-ItCW(SxoY`nT}d25y8` zJ|*XkE;C3&MPmQhz{ez-s!e*$;r&RGzymf%1^nR|ZLJ#WrKKI*@piGNXofE}%Ilo% zNukE8V3)vF$E;e(yl9pn?=Wv;r;@#YrsR*Z`FXl8% zGGVi8Ocw7`(NKH*AS*brSfl4HI(_$C=zJeVVejpvi8dBFCrp{o3dl;e2M^+&U7JVh z`(=hd?UwXVzutnRp2%NUl$Ky6x zkDlKJEbN;d$72BsR%RaRHH$AKh>^qd2`UY7Zd4kE*c8cfIP8?>;uD#uDYg%BOA!;7 z<=KU&L+8oOXtv0dLn0D{*3fV6pmk3usvyVBzcKstEO=jU|Gi|z1^;F&LnqDb7v}NN z({kDlb4>C=x44_D%k}yEiZu0%K>wldR_!+eILKK%k7mKk_4(QIbO z>&izi#iHs7Khkw^%$Ev8H=xCs?LC<+YdBf*;|iWblWdHP{nVY^xD^noALvTB9VkJq zU|wpajf-z&i4!mUq0yAOHqG_nRRMJ-pgMUBFjb=%0rTJUbCBJdlK3!Wx0N<{v*PsiJu!8rFMDv zB;T3s7^_%G?(jB>kLzb5l|E>izsII=Ghkvr?twz-f9sEJmgXy2QDZ-XkMql1>YJs3 zq5$UWjV=x})3_F~Xe325fS!25SxHv`D*{YWJI1waSwceYl%{Ge?M2aW@ z<_b<5vhRf^^igs9?fQOjym7mm+_Oiuc;MRclXbYt|90^LXKo?d&HGD7epJBGk2*r(R#EuxwFas(=pdB`6&La2;-pJe3}4(`WL3MUnxrJ3!HT6+5)&) z4l>y^-5Z8NT=uQUSO%iYTGtk$&K7`y(a@^YKgHUw6SpfwezcgBCr6ttaLgdwrE30c zaAt05SWGxf3VWD~;T(NQfbtpk zBDrJ{Z+u}l{G0T3qOs@61{7+3n#=3h8fGGV{3v@*cdPgkVYM)8$3$g;OH<5jn6{ey z)5P^Xp~v}~p(fL(N@TCc3tKLD0~}=Y)7D>Q1o-_LefFE3$V^k}9^tdv$Q8ws?k#!+ zs=7EiOBF7G+QtPU8o*M&B69=MYfU{aW`9Fp{Oh7mxRV^)*vPNaFs z(Uwk@%$HxK!69MzPq{qf8t&f>Gk1ZONE~as+}rWJsp_{N$jUe^H zymGU3sW2euSZM6*K~J>ocrgR9zKO<-$>oKD+%!SWnuTk}SPX;>;R7SNvLSJ+#-z#Q zA(*!rci!gGI~djN&dKhK9Ne!ui>?ESoHGcA9y$>AEHo$0YW9yu;g5MWZaBs|H#CySku~QK; zj}f--t+8EUynYUw~q73hs+j$CaQjUeQw-uGVT>7BxYsSGAG9C(4E^CeN|F%1rX--tm{|2SBk2h199tZ?c7F|7~p z$JH+=#(tXot`nisNKvLNSF1M(nEYiUZv+kQM;IN`Z*Jj79}ElZK3hZ1&s207FLCG@ zZ)9BkhB-MuQIF>*{OsFZi{tvN`KIdg#@!&MC@k~8J)y34vHkC9QB12UL(tgS|=_hxY zPsjoS2PG}@SXJoBmpbm^#3` z6rDR~KV%PGpOUfRqODH1lEyLwxCFq4&u=!v+yRKoo8nh*6ALm}=+z|*tQheJz7q6p z7y~53n>Hlt&!W}E4b_K_WZ}c|f_Dgk1Y{j$B-=XZn1yVAIzKz=K+qsX#>-~|0Od>aGAHKU z%P{Z(FnLSYDN zGc0d0L?Q8hIsa&00zEVLe06>W_gk@IEAb7-vTKj+14QfsmNn)R~-wPM{ zyKmty28AcAM}Ux5I9B2p>Lj9yZghTBll{?P$cBLbD2es&0VbvCDq&5ZOpN0z+2K@7 z9SRyq*Lo9>sN!N5JS%7hQVzX$r>U_0OkY`)yKKj2rtC2imH&*n*SCKzJYqaiILWpLM^AWlpw|ghHVQ za;K&U;A>`=Q;>*`S7gh#fVRYQKCsAXPZMlwp>AdFzot8OmVr4(e#pkK5GY`-M!@%{ z5K34C13CMsh3|1HGGJpeYaAd^w8It&KK`P-OzLG#f#y^W>eCnqk@MeEI{QA-6Ljo1 z2E;47amGiKR{0-%mXCqF0*|u%`)Eq4`_wprBK>xmdi6>JmDY2~`9XeM)C|*E-dqB` z`$;2r0U$e=PQFlULO&YxW$f(3^oi^1fVOMqQ4-@CZ+(5we6;2XEJ*s_Re4ywWg9Lw zj52i%wRN{jcq)c5KFaT{`&f+R;o!gnPQO3K2BrtBO!kAt6kQmJpP0g8z>-e-N|0l0 z46>=#U@Id2`!&Nwe8eZl365sHn&S80LYhT+hG+Ih?U{vbkZaX zS)hv9JXRY&xnQPy5)C1u|NF|bFUIHqOULjP5pgP^<>JE^Q&|?SQFc@Q1fK~Y{(oE} z*by~aoqWb)A1q-XbULZK{7Rr4Pr@pTJF1R0D4jbl^$7xh7YE;+CdUWmk3P~{#>iyu zTNN45kY67<({^U~(Xb1Q=RAPi!QTyezkAdj7^7Dw(_{Eb$ViGN@~4|$Wyft01`?PF z(=gs4L(cjBSrO!G?s`xli|HmZxsUV==nHQw+qYqu`u@niVpRUg2ZQ?yum1|D$I$

3*-*M`cVaI`gC#$nVbblimGT02ZLI$I{$ObyS5=`a6GbgG6oXDj zI^f)uX-8}khG!?`?-cn8`>)m!edoBf$`dOy5$&c)_WPL>WRSf1y1;l`G#5Yl=|bVZ zU-O+W{jY@73fpny7#+Q8^A~bC-{XIMU{;+6nHMogBhTMm@^3b=G?~@bXlyB2`aZhj zW)qZSCMG8Pm7Q7?O*Oih$)oX4B^*c{q-_y~H}Ms=Psf(;@McyK;7x66`PduIUk`}> zL=G^#;oN7o9K%U8P=f&u%nrpXZ`M={h#RD6+8|1b|5Xi-&`*{6gtUGVMZf{?BTW{H z5Z>rKxmbIm_C@)tsK>$GT==_V56==U)$YNWuHoI>!ISs73?j(+Z#9NK_;-`A(F&)= z@uz@eC(~agVURMIGetWFtc<-uIu!R}E?tSHzI!=BD=af4ThpJtuOz;*;~8sW8+WcFvPdb$yKnE$)O>hF(B zv|U5#*ne7WP@cX+4wN5lhz2j7FOFzWA~d+~K==2XFPH}17zRs}napU`TlKlhh>R$J zU9RObP@(+*WFh^pEO^+LOagQOQe!r+U#vJ&h^)$oj2bdKoF?W?P6s4h?Fv9c2o?H!Zc0Qhk)`nSnXCF%eDj=?2UvMh*-;~g5GLs|_1wdgoGH?DNx_otFM|2|k)8yOP+OGoW9^w(1rV4z|ce(`&4?wVxgzfctB zLLL-l{ca+{Xn=g1z+^7bW1*NIM_QOVoc;O!XnBrtD`6T>7JYbhgg?^1(!$WMZjmQa z2L2_m?Xv5njORA<9M3kFZ^vv3QzZKtyakT0TjNyRxLK32m+Uy}#Ow>?WIQcto4=5l z6!&twl!y4F{Apxg?V+fF^v|@Q=fgmQ8FDj;=j=J`2lsz}?rkA7iF-0XT9#lp^GQ1} zr&YxNu88_aycJ-+V56y8DBZqCTV%&sl=9D*HQ%jlYyWi3y3?%f>q45sj6v=rN7OGP zl&pFtgMuPbC>Z}P;*AKP;#73)LvgDze}+*sjHu-!hS`U zC@gf%CMSsexUzDH&O9qySt>tucH5P@6br2&E9lyAzGl3}G_ehOR8LD*q(&pI^6uZ0 zytUkj)4oO&arsPltOZUIc+>XJ#{FKGRJ=7^9?lM$2p*=Pi8pPTR@wBKG5>UfjSCFG zQm#g?iX97~98j#K_8&%%tzSKZ4 zs62-cFW=$0J7;3iJV2mH%g&9^U(4Ne9fg==i&B|-cHChFn!rPGv;*^X4de){@g*0B z)2vUADV2s~EcJj%ueDG6t?>y39rnUAoGF~62aG)}x4 z^;}C?bLH^VY`zxA7@K}-65~Sl;W@rGD!nR`!DRD%r9s%g5CTkdt<|F?m&SIiVNa#6 z&+aT4cyW<1*T!YdTHDfqbr6u7K%ub_5e9r(%LzH>AjP(&Vcd~_F!Oz2&qSgLi!-~v zZoK%hgE<^j3Gw-+?t~lOXf9*pB3Y%5c-;N}WSOBqP3cC0=d|CrRBG-@fq2FA5GR0I zE%y^W3qZrxRAD|_ogeJXs!weTO_*-!|i z8>w7*6hx4$2^+cdH60CZ0(RWUmwl<$6l%6tb^T;GTm7jM8O+H}+q?bQXPCa%9M@?2Sj%I8AmGmUc#_P)`JD zj(%gatmQ+PiIR*%>o$IsH(yBKgO_+O>FQ~Afg{YP|E%f<{_1p$Mn2Z4Gj}`B6zr3{?P&lZy@1D{dLDx&0H$17f?6p1qdzujaJ`Hvm8=~FAdo;gIKcWq_13T z!-z!T*IL=t7?9;?y-_G>(31W(3*r=TOKW89DG{ETjQ8Ra{s0w(y1Im94IwEQexh`( z%L;6DtalSXZQ-^>I{r0GiOpGUvy-w^D;Jpt*KhZYiW8fmU6y5{k%W!Jz3FljT??NN z)`X7p_vCg?Fq&@ncsE91js{Xo=gp&nhOE zP8l;WhmokR+)p0*@wkD?yOw2>=rshIkhOWy`er#Zg+MiSK>&Ff^cEVSf#Lu#;e5x0 zm9wi53(fpZZlg*Hw}*RbGv?IE4#)<2 zBJdUU9(Ha-BCxC!j zKA$byST%pw2l_ux2=`cIpyi^pBEdu4)AFvv|9-;uBM8xlT&+3g_(%;i$c>=VrP8%F zy##EF+HvoU8qoCrYn=upEs}Lr69=>j0B_aoQt=fYO8kRxep=a29;QvIGqdo-~@rRs)-KF&sx4-vxUi=Ni1>m|m zoK1roeOQ#fE46u3QwNa+JLS&@#)%MQ90tVl_p0M!2PCScvB2&5ZxcGS+ zD3#HfVocSDP1nu6r#qg>nU6x-&*$MbvJY5KuEDuCUro~mb$@2#VOII8Kus|qGXH#{ z$@$N!J+w})hs>dp2Y?$J@P<^WR&TU+cz&kp-CPTEFcL16)yR*Tmp&ub?p^oxxsfrW zwD4K%37~URwYz-|8|zmmXR&O?-m26kpneP_t*{w301SYz^!oZba(m#;cxL7*r{7-N zs&&oGV1cOjYYMdzqFbLZ7Rmb#?_g>Lwj=7|vXe0Kx`_8&7!+euYmdK2QmQlV9yCg4 z2211YRax@52n$xeE&l<;~pHYO3hX!e_$-h zO%ZK-b(zVi@>WC{tNWaOr78y-n_5u*H_&?yl+NO`9LQk~9>hb#dO|L@GP>iI)U=C4 zBx91x)4}iP$VRs^0FAIgk2?B5xf+y4k+lhXBsg5$Yt9a(C%RzN2W3XPqrDST71qK$ zEDz-2YYNb-1zp<$ys=VHNQnJ(TtgrT3;t;~_N!OY;Y=@2cBifBr`HL@Vn(x+XgE^W z*v!ev$;Gx5y^`PqV`&izq)L5Vb);nm(i1L4V(3cMYKtxqFdPl;-%H1%>Dk}*&qIyv zgWE;)_4}1QiXx<>;MWmMoanDScz6NmU4)eOe&58!u5*3mG~8@9X86?A(HfcUE79x{G1~<)ZGJ^u~8sL%s1~sXTIaErsoLbFN31+;s(d9<=3O5 zBc@XJ7>->U$C-v169-TU9{L(}UgC6f6(Co39&)>VF#5lKJJX5_%)P0TMJbtckIGF6QbE{KV8Nib&ywECQ5LgJQ1#$kbu$7i7<`2( z9Pi&mj~BuZXxTX5-Kn%Lzv}5~0^+dO*}PCO<&2dKC~se1%!IKBr_kDVlLj=LlO#Gr zUk$DeSKcnQ2>ANMbxIn&IoceiN&FoOzUaj$LWLK}J~^pb|7<;K6q8|Bmj2Vl@p?7D*@5XeK;oCltb6~u71w_$G)T&16-M(=K;GT-LU?yZ zGt>~7|CCZxw%-iTHe}OP;}mSP^<@QlcJ^wWCZQO?aMe>L9`l131OX<9fb190arP7s zR@k@j{~zpm{DOmsYcgKvPwOS~%c5Tw7i$5MEDn~g*7M-Fc3S&{0Nw&|DkfmG-VSV4 zTT$9rO3jgHbZo~n4@4h_pcL)Z5myWN^-y#vmziAO_|Ra|8W5RpZyTET#y57h=%v5p z7m3Q3ToDb)kT#p5m8Eq9jM_YPrC)UBDhZ63bix z09ST59L;5IPKSD>LRCahYttlsX`d6?dn*8ydVI;&9PM>_mnMp9)h$@f;-#88=-`JA zGu_7T+I4$hI-g=QXlkiD@+_ZyuA9lS9KPeO(|>W$ZOtksRk(^_q4FOBHXuBTuwDG* zW5Cymm^fa$NhA>f6ibea2>|J>F(167WM_Bzij_23ql=u#1Ec(tLM6L-$;-^N7bQ3- z;&B*8O{od0#gXNpO{rXw9vzb)@abMNEf(Q$7Ogile9SKQ z??8t>yi3OCFBkjpOO-_zs@1M*J)24Q;a=n{i+yL$BDT3B7jAavVGXdi1Nl#oRE%fR zh!cGd-u+>wXPpeD=1L2(9cbd|SLgXM^NxHfY@{-E9=b=2Fbrd!b%^nfDieem@$uP5 zy|x_?HDx*i1a z4?A^1wp{u6exNPdCfZJ*bPz6Sfh)LKC2488akj7H=r}^t()uO%!Bw1cs=wdI=XKMP z>F>RMr>D_QAhEGp9Hd1pFC2s06OD1FlV_`hkt+#TuDuS#+NW2s^U638EfB1;7wro$ zAHV{SO!o9dak%s5fpGT(xjw#vn#4UA@2{5V(W4bQSM#oQ$5Yp#&sJ}O6u-+1Q9~a8 zPxf&;B9hDbQ|&LxWoX^}MjO>IT?aQ{MoA27X9g)a)|J(U6mVIbs=`YnM+)a95y!5M zmQIJ7!4?d01CImU0}l7jZ~4D)am7GJ%G3UFEAQHf5qzpBsgTTf+62B5{Zop8>}>pZ z@7{H1t}|p>lRRuma8Qov-E29{Y-HS*3+wt|Z@wS5h_OfC3VLgBqGxF|CLgR1;`y)@ zHX1Hn)ZO&xzKT|v6X+u?&fQpXDZrU~NfZSR?ZzIR-Qnj*J)CD~i9U5SxSK=CaqYHV zd48T7&k|;qV~9yh0-fF2udIba^Hpvn5t~8?yYKy#=01;n6$WQ@Cb#Vz@Db@$NpYtP z3!TKMG0Lo(V4)AtHBN)Pk<_0!Et@||_5A2p`Q~PX$Pu)z zU(Eyj(nxn|V1%Ji;7X;>2jekTd8<|yD%DE^*kqzXT)4jT#7bU{_BjUcgM~Z438Ykh zauDA&qq@^@v$}-DTDK0osQtZ0a^;H1$I}7!SAc<-fW&2D+L?-ETb-<Bjf}H}s0i zlM=?hCG^Zy*myn66P;VGk(iLsf}eO}pFw-WN4@2j*`rel9Slg(Qb26_{k6IBkFkR> zMM)EHw3|!Kv=ROiM7wJXQ?mDdIuFkl5X7JZJF(~}_~OT1X3^0e20wr1zf>Yz;(6Tpq6zZ!kFeqenaF0%_{LA_&A_*uLg$ zq-L75E5qhj)w>O8R*ySJ>z(=H&M^%o&c#hka zP1|>b^?S?%9IKL?f_c~N@l~8^rgs#>Z9Eq|5$_W>fwwO?=hUYyV=c#^#qb#g`DHBp zv)#9^gK#D6CXut1-gf}%*Bje_^>;=;PH*XE(^o<^iO^v2!+LqPt_oh8O``}p>H4@k zWc4NcU9E$Nh9Im9|6_6uyDz_EY#F%js1*;~6^FTz&%_g`98SK68zshqQn9(xR#Dl41S zf(P+;U0Q;ao62>v9f|r~&3W!UV->$;U@_$!7gbvoX!+N4NyYXChQR;t2p9Iye^VNX zKE!Lyor}^y?=|5nnHv3X@jRDjzs3%!0yfGM2!{=R-%f>m+QDN^wxwYhWWZbhan^KbL)13NueMfVY z>q1f7Ay++>qxEX_dTCAGudJY@(8;`90(@S!S(OC}f2i{&6+K=vm z+)>YFG*|KXGStfwm1y}-W-Nhp1=Q#D^!8)#HwC}BtI%K5NOD7w9NgJ>^3sUbTHzo> zj}{4Crb;u~ZM*sqn>2heBu1QXu!ulcWsnY|x=V)zo(U<1eY$olKi_g>Nxzp=2mhbM z9Cyc86p)!?7^gWRC5DG3ZWbF2*zZVy6-!CSHaW9e$%2rxGt^RkXp#P{3g7@b3%C{v z)<@RXIV#*d4xa9htIX78%o;Ro4X&V5iZ(5Ga! z!>ve5SpEZ7Oskkv{4+2U(P- z04qnW#Zj63_2`DF-oC*sue}DEnos06c;bC(Gz#@%_tRR(btCHl@0uToH7rvGfseYe z+1G70#2Uw^Pn7Mj$I4BGo1Vc6L_~-Jw`Bnp7wz${k=P30o^KdM7>J_~ewJ~YGArC! zDcfPvLJh_kr9GX?-kp=ur#?_4-KVynkh=_0Zd*Fk-C&tobGGT-p^;GfSxI&d`oni$ zCH7fr!11ydCrCyjwCa9tHD1*)WqE!ew@+!o!1)7y^rXw3FM*>6|# z%-tCP-DP&XO){4m*8`-~y)#35d#&rg*s>8L ziL`33Fv=|_Tw?frdIlz(z%MC#^QelD&+7=)htDe^&CLDa^L!EanZ()ZL3y|l?LdZe z#!_WqB-CB8Ic9Swc%;%W1sW#F3u-v5QPm**J~=7+nnI!697YKfC>z3UJ`INbla&q5|(2Az-70=@)NU!#oQcdp|4iWiy4 zvQdt8!^>bdaKs*A*qr26;2XiL>#h65h%7=I~OXkXf+nt5% zsEX-YZkWq9)gD#Xwd&=}f4cBqmwqY*iKi5_yQ66Mk999xH5=PlMTV~5Fjp=5M zWjXPot2=iKD(gB_n=2@rMY|IMF8AuYi`1X)mZ%Q_CXt|ygeB0P_)%rC-J}6RLBwYR zRut5q#LH#Vhc8K!XVvS>CZh;{Wx3r*E&aMgP`)p-XC`n{Mz}Sg&|XaG)?YG7{PBz! zh7Ip;BMoF<_LbjzB!S?^On25sjPoEfsav4&)zo&|PGp3lWKxaUlQsn0B8T+Jkj5vS ziTc~5m5RhvXY0r0Ael;(0`Re_IyyQ!A+%{!i&c>7#=%%tN|X7s%uSx2T>0u-!SuJb z20Y+x*-pCU>br(sBLOGl`kA=rVYPdEMm`b~$fsy;ulBdQ^Ni6yIC^QQn@K%@c%)3! z^_&b)(v6ioq*!_9$L-r|wjyz{ z)k4v2j4MI3FJu8rvyRdF11xa(uCaN{y28Ylo08KW& z{6h~HX66r~L;S}IqoUZT6B&N;`SNT|!J3M@5GJqhqd6B2QtgGYod=M@QiJsL7w)>H zRPIF*%uYk-W%vYmfWz0A|F1$LvZO1UV`)zs|WUyf}I{N{Y z-XblX>g|%&v8&xk^;+Q}?iWb}3`Z`uQgZ_VZ^O-TM3>vmUK#gEbJ{fGy@NS3g|97U z=J~kSML%_V+1HmIJ-(WE$39rqaZO2gLOounMF>|M>~eLC85wS1>{U$ve5hjQp4K4! zurIHT>3R#xZgfUBI;s%;(TuL-q1xARhiyac9kj-a(W@op(yLNxJx<6&Id+rD&ALwp zV;(F-5BWpD8MptI?7N&7^9+3(b}^cHKf?2s-(b?~zKY+jfpocs-yX$0<0C(b4k)eI zww-%rGOx;z+51ziwV%LLLr6S_?9 z(FF$3pI)ShplX--yKh}V`qLD#Ook*p#KYwk+I1osUEx^^I#IT?)b-S`XP|ix&DmU8 z!O96ebM-r)W~Hj;I+w7+luRYp?N-8Xk7mWvbB1$RDo5q=l9+7!0S)i^N%tjPocwhM z#k5GvH?^sCRVRuEZ$_|HHt2UNbakL*j&@ijV+95I8Ue97e6K!9Dw*U+Aw68P-61Ul zguaSC8({lN%|=4HGEF)L7?~@E{15r=HM2Za7|fF>$xut&;=k(FsLFfAfsYbU7+c>O zXVp%jAjY$UloYJOm5u#P^C4t8cr+tsUo7%~o-Z&bMj;XLd3O7Nd6#nW!uhz3ju5r64N<~xBSnMpY zsPV9U`yqt0K}QMe_JUdlov50e_pqJlK0dw~PbgsY$43>(ks7Ky4#_0(zLi`=8ZnAk z4d$wU(f2GE9qRZVP?Z}Sx>?;~?!Ch=uq(Rg8_alQ8>g9l-H`{Nq0YjKC45i%&rKSR z;%8C%e(m&ai>a;E$oi6QQ&k1>aT@;VFJP_OtICf=JB}zz>~QTeSPhgVE~jKXBS?P{ zP%1eGP0VS0*Q^bR??cH-xDrk3X-(%;H!Xw`^vO=0qac8YAZoku9aPPuNaGT8+JnnUqCi zU*3Ay5x3jhXhz$^BLET|6Tdwps+37*PCvuw;RArR3ew)P{jB3PLU!&}y6`;V585S@ z6j5xRqxlE4-Dw!tW*QzH*xUC!Y50vreVz9j3>$g+gPx|dEw>E!3<-d-|gU-p4FNjMU6GPJNRLk>m-67gY{D|IxI zudtJGX+CmxP?|rj4PE(hA=G{@(w{p@c!^PK`tFwIiE;oALa601MzXzSg~@$%5r`=(=Suu>~-S#pTsi9E_evH(1Z$?dH{D2 zdLjomj(zlr$graR*u2cK&7SHFtVwFDqYgOtwrnC*Dm?2QY9 zH6&FKtjt+M*K~SwYvC82>g^VuOR7lMLEl(4hu)OAOa3UvsP^f@qn&P9ygmLD&nkkS z7uQCIlZQHAPN?3E(jnO~fP`7rbO7vHN>d;n;kIR>zN(1*4gXPN&tB)eK|vH_uGsNT zT`%_Ic(|Zi+mGKi%okD~^F^^dAHO4{yA+Cat;|-S2T+swPx3hlVB*w9nKRUd8xY_K zR+w^pVsV(UTd89sZ%OX;x<{G(55EVHf$W})dee_cr=y_33TXsV!@#UmI$CF_R&K7P9PZ}?Jb$)UUk zyRElyp07|+{RxhHS^`H&SUBW>Zkh^~NKvP!%4u(hzx0$NVK%>PCse#S*VT)Rj*WsW zs8!wEhcKGXXkLzwN3UQiY&+F&oC^fbz854`#&A>Bm+F_5uFP0z(`<*ZsToT3=EzBR zATq?qM{ zKqQk45(eA|B_dsg8Ta_!P|>?C`ladT9f2R505$bych@sTOyqy@^wn`yJzum35D+A! zr9(QUOH%UEt)w8`-6=>n7wK-0?nb(i?v!rn<{iGj_a1-h{hTv1XUAG=@0l6M3?P!K zle=GaFZ)b!zAJ4KTr4j)!q5fhUvgTC2$XlQPyl3$U?Y8j z5Dy#`*x)>yjz+1d%y&gpIikIR0!@UiwzRu@VirP>}3mWqfcpI~hiB zTCegNObv${2oHkwt?C1-)~6O5l3$M%zO-98ZeyW>T=uf4gFtO>N|6BU4Qt_I*Qrs; zDS4#wWeNtpXilmxWj@E**fjzZ?XDn=1v3k!go z*~1pqfwgwforZh3;UW986K$*$Vwt&)+S1M5gwM(6`8}tIuc4VW0#iDx)z#G&UEnUX z>$btFiR!ExFqqP~Bcim>2z&i4Ub1w4I4BwBTr9;#1EA!fajz9Hs!!kRne@=m8W&n+ zrhV-EoJV1#LNLKjY%@0U(PJekCG%M)Fx}-XtqA_RCt=|}^-ABhL>3712uAfI3N0@6O?+*w8%Bt`hl{;G*eRAtYSeG zd^R?d@@;&2+NHuJYNny0vD5dSf1`L{8sQO&yLKE$_wgMwELvzAyIb#MbenNrf1>UB zbB|(9Zw$~ny(m%bap`-BS8n;BrxZnaZ~T4noGuU~X~yQEKpic`bFhsVh0DG5rGy_f zM~lk67fo;VnH~usVCZX-?ur1rj?^C7owlR!SSgW#K>$?mK>eqjH{Uz9DAj~KKS%#z z4Ir+DOZa))o;XXxmy*duxYvuuW_lwc@r50KngyL(z2xwLky$&vmORARy$H0&G&TxF zH{2N-aHCy9l36|t4*;bHs}sJY(yfQC2b1BGJE^>E?&5@jOEQQj6X#u;L*Mn%93sK3 zLTPNVypn6;@@WpTNqGveTucpGO(X9kLP4Tr%{AGQ7#C)%j<)KvkvdC)>H%c zy*b_Frp409{Z^Y&kwoAsIXOIWxd}MBoX6i`wu{07ATO=?r*Hbk<_dh};Cs;xH9{B%$0WNH;5ALJ|h8->jLY#`#hv;3of*vHEWs3)`q}X1s1O zxGSSv&fCX^+k%SPMqj>?;^SpgtgL`nzqMo42ESqnWmU@(B07t6xz$ zv|ugwaYTWw%G!|V^@l<|4{F64DLQ=D(pn_Y;MlfybwL=$Edh_Y%wSY^IN)!SytIs6 z=xtY6Y4o1n7NGs2od+Y#TYq11G@_6OZq*cd?96#FjJ?Ajhl^+SnPNF=0^GE|!bmOJ z^{@(-8r*O4@}m!fth5 z64|HhEfgN1!BMZ@+L~!id zX1i~DVIG+IVTi~!U`6asBAOTYG?z5TLqiEow61Svzto!7mM#?6I%&~FHr1Nrl;#|N zR~HwttxSy;cw#{~E`#Zej(+pdMk?rvw4-yjvNa+w*7_-242fqhKAS8LT}n=`j%q5; z$MFE&RFUnrTuop-SGZAi5DmZjAi#LpI|9SM6&9G=Abbn5amCX^{v56PC}L=(D$?(z zuWtA*D1(VUQWs~F%yOS!dAyk`|LLk|LI*)0ijHiD^o%`vTz)- z^3i|dNtejVO6(_i?U%UxN&k&D*f8nfzqRyJa2@@^VWwD*Y8?$!fzm}@9_styU12;w zCk=BYx%)DG_MX2HGCn5N?fx+525@ zbSQeYY-OBfxtJ>-bw{&1DVKfU z=X)hsc-bRJXN;{w%Y3gzT?r+qvd+mjJAN&|OKA+r<-%HC?>=G7`s{Nzi_nK^_Qo3)$^t9p8SVAf*xPa<9-g@83wY$_pRz;kH*gD}ig zOId}2hqH14UU|goFAauisf4+|%DTd+C(L^*Kjjh%r}J&N3YnKgn_dBHt(oX(fG?a! zyrJf43E!RDJ|`_{)ejnV99Z&zRa{CQPaZ${ZvaQuz;=VzjE1X^^!y}q((N9 z3AI2m=_i$9IdEj`A(+_;9(0&gifdjoA`{spTI&Hqf6C{|I1O?&`1j^iIhci+Awv=G zP^X%__H}4#!8Gf;^kO6(MIPe32P66-bk9W zBDZ9Ko?=8t8_<1@broEqpu0nDb~*qum-R6QKN27V_GnrqW_lV2Jn9h-~{V zp%aC{x$wdaMk-|EJHG!`o=hgbKXGb9?z2-ya)j*Ct8F(fIKT(GLB)elxoVbB_ zaJP<#8gta5y>re)V%zes^-s3bR|BVRF5?(?J`|4>;f} z@k`)1)#;~OF2g$HNS&q+rbdq*%zHfw-s(KVV}ZIjButr|4?iI785|4qm8dmy^^||{ zbg%?!yKS3PO{9h!)g~#mjI$)Ol8v^{4EV}s>3}^`K1s4u+wV1x;jJIdv&}?6OXv&Z zrsEz+5<_Cjl(-Vhe$}Dem!Dl`HJ4PKlR=1UrD);Uz-yu)uoxP28I3ei%+Q*CXIHR) z>Nb3g0z}hof;`oA&@|V3r9{9{edyz4cA2ZFP?A_UXbiNV$Iq1LwHV*uB6?F;>EeZ8 z`l4Kz(U>Vk9bMZAEmRmZ&jc&69qxBYWV754cAEwD80K;jPdzxxhEZ<=0KO=gNdUnK z!omz^v!|wkl?#g<8j>Y($a@6?bb_?K1HCEAm2c^L3lbCct*@xyzUE=xA9I62HWl(K z#MM?q)xg=AW}?E7eNiydbXl0KB}gpzz5oE8f4E}+zELr^6HMmT*|{EC18=+EIU8^& zGt^l$hQxy2=Cwes1p74t%z6j!i#B`eTKVjx>mLJfslMq=dnyMau&4(-^6@&T$+X%1 zkwykO{&VApY|!%NGaH|5_BT6fe335_5Xji-GcFN1G*SoSbXtd)qrA=twNd{zH@de2aOFRz6vx`Fb&d$8CPo|mB&L8v0zmHkGn z_o`XlkZ(}R*9jmA``ZER<_E?ME~$K}6!tmO%(lgRG@q}+19P*@96x`_8(lGMOaHRl zHlL2;c^SGg8R#7yZ|qp)*fmN>`|{+m$>S$f5C#cn#j?At!PHkSlxa-Tgo`6f%1AQ~ z4?!R+_$crS>ux~I>@rDLfoZuoGNh-4$C)}V*D=;yDZ#2K@n-PF`MgokPyyg2Qmpy) z+4YwDsI|JsX_E8P?G}lgLDHp67Ugc>y0{6|nrcS5k=-C3PM9ZIhJgLiiS47y;#6-9 z0#%tfyk1mnGp@+f_^1?Z#clAFE$w2UJbhOCE<=e1PAe)*rec>7Dd3wX;AxQh$euz= zw=FtG5GWQR(9=zjV66tGkeJ})KMH|jNF5&Ls-HLttHa%HHfrrg$BMZJ8q7>gIOI@o z#4!JeKnm3C2}<`CnTo4t#}$wPWKQi{7+`MlC@9day)bqn8~%FZJMVAga^=F*qwOBT z$<9l2qXo~m;CHU8Z;=pR(u41ZJ4z02s?#^Q43*W8e&TCyF?F2S@Gu1+lz%g-2sX` zFA?u6DV{a{Pir-^+9JHHw)9TkuB{#&MW)3F2@}mK=|{$N)P<(Hm>P@k>rOCdm~twg znjnPgCX-ZPCR9I~AtT%IN0=64M;J)Owj6v~`@+P_hv3);&swr4hvp=tE3 zf|vSodgIT5{i!&nN(S5#?`sX3ue>=3-`1E>?oG;nkA>;KFHwNutc%Kx#alFBxM;Gz zM`D5mq8GcqF+opg#x?pDP(ACoYOQ2Z({BtTOnzS{3ZD72S?#~$*naqp#^3bwr;kRN zvee?BHOf+(I|W}2TGg3&ckOTJFH>?vBKcZL^;|&7k~HYJbgG_fuDYoNz^8*I3L;1& zNR@u)rO&0_bFsWKg$^w6yO4BO}mCUivu*I5&&U+ zKL!y{sQ3%)B36G(Aj5>+6i zROwd{vX+3Wr5D3_0`@R11aE(5FapFe4Wdvw%qCw@Lg16Q0&O2p$czUY$O^q+X+?R!e zPvL~-ChO=ZLPzSXaDB9!boC87VPv2wmeVKTg&(}f$-TT%ES5d@QR`_F)>00396Y6|Wzjn$R}cM&>V6)eHH+Tx%r?IXr3_>k@?h?+Si^;_k?cTy$p zZC5Ef~B&Bqg2AFcmWiqZnLwdoF&Ka&aK@2B!dqMj{U#LJ2#kO zIN72%CEISD1Wo5tT*>6aq`DGfelt^~+oq2w_6|g}nFNtp4l4^jtgLm{kJS)ofeaa8EP>K$}Hz;X}jftgBGe{ zL-72QyUI;sJ=9epV8vN_ky9l5l`kHG(@(Bnqxmw{E0g7DBDACLol0I0xFoTg0Eam{ zP7KaudGG-If2hyx#4X$GieP%OVam6~7325e`dR3f;?@FwWAd|g$+kC#htle(!csL; zZzRmx$d4jlf>}xB$pksQ^yacfZ_%*Wb@WyH?~U)VsY0t)O?{T9m=-eCEutr3eZODE z2T*{=v1yHuMO4qyV(I2nLq0CO_}UgEyRDWzE<}?!yU{LzIJ`pN>0jokGPsK6Qr#CI z-78nNWN3LTs6`yp*G3_s`zs%J!g!QSb%SC`ErT*O_f5S5I`LUgu_sQqne@6Tz zwZr~Y2M!hARWSLI2yzXBPUI2dhy-B2ZIF5e^s|E|4aNhAdcH25Iz0u91!QP*~Z**Q_hvm)mdF;I=1UPaSY4Wy;4pN}IMyyMr7>VyIM%2pM@^Bhk0x~U!qb?84W=+tnbQe|An zgnr=vfd0|bK)Xq;RH4}*0c5Bu2}~hkNWNXBigMUXDiQ@cm2J{&OrHzfZ*htuLT()Q(tgB;0UL_EMzll^#zLWY6O|enre5l zb21>CpvK`j=}%JivF!h}nce+Ej0g~+zN8;s;}6P0#}lay(1n`MwAsC$^fs%nvUpf_ zQKza(lY>pKA|3dJ>}F@AzQOR^aF+NYA5(!8b*5&g?4XWlJlpW5w;=qhbwzeA1EG=j zgXHxHLM_C97#HA~x<(5HZwHoibl-0V#kB})Z`znYSoZ@dU{6t5%U3p~l207^7>C5e z#!lV-d@^7tg!lb_g3(NUkZA4w*jF)>mH*HBqEv6-9#d=gHKf55=i4O=GHWu#Db303 zh<%276_$}LHh0bFU%G0PkQ;*`C8oGu3iG>A2`~B{#by9LP*g&Jl;Yg>o6z)Pl*Q<3 zM?Y1I%5YLTr>uGo#UdK*f8vYmEee1JHyZ_VzxZElBYFkK3ycjs<><7Q2eh=nNrvt$Ws+RW&6QD}vT|37dZO0PM zuEFp=!{C<&U<O`*3 z#nJl86uz+iUGeE36`A96y*n=5&G&Gfy1$97wYsb1EtKXz@4{ z{wieOux$(Wim_+^k|Woe#E7Yc1#8r{b$W!LNXt>qa5$N6Rq-~(RJ%exPc_F0iPURO z>cU7biKmo562zf5I<0>LW&*n4fflh8MIpbD=(q!G==y>H-0kDX@x)(jdv?z+eXpRY zvIL7k<5HQos0+1q=Q2YpLhGY@iCaH@*G8Iq#asH+lE3PrNthDsH}k*WTaI?g{V9#u z^uMDplwBdUr;5Jb&`b87%a08H9j)`f-`oz)s@%BgC3)Cw%B;Krf6`|y#Nm0Ja%aUh z%J9FR@Y~vD(_F-_e5TA z`h@Q%pE9kSlFlN8?m?eq{f_0*n=Mmi_H zkV`EJpFUw)lyPlpBV@=zq!WhR3oj)ASu^Glb}p)&I^fQitn5v>MyWqOV1lh2fZMEP z$U+;Y+JumeeU$kicdt~mjUuR5A6h7>#j5G!2giGs@N_LyyKUs>yFV$iP({-A^=51C z2edLeF-Xwp$G3Z_EoE#JAUD{@OtVEg4LZ{nKegHAF}SbVx%ByC9`~OVbTgKq$~_wz zc!B)-sb&;3d|_+)4uJwk?&GRk%p|BTkAxDzZJ##AXu1Gl9&j>dnu}|r+LyOHK%PLo zydVX;5SF%iWBC0WS;Dl3{C;GrLaR1bNMR;(Reo(W?RtWYejst*oLES6$y(T$p}hUe zV8j>fo0_6_2Z{Y}w~GhFmP0?Np5x*={Dwy&jbZ3*QVXC*#kr-tBv3BMd1|vdrKe&H zNwETW%K<`lJV^INt0aO$*y~n5_tUu>5jfUB_Ypbx9~8bH?Y5iJ`4cT>(J7C{tzd|P z#>H&-v+w^Zn`etrWJz8?Ie!Hb#OhhEa9i^g>L-`+@{fOm%N<1qNAw`ci|#Ilo0Fk&nc|0s>6)J(8VY1% zXW9a$ZkpvyuOEv(1tUhkp``ehJR2hw(QQE+mn!-Za9g_*xT@A@FK%df6Z(qCUsI-Z zDeGy++dR9ww(zTg&=+2Gv9*V@eWuH0b?00Od)K>rnG)B(A7F%W1x?BJ|7Z_?^dvBO zaEp?#5kC5@SL+F{cM)$d+01{HV0|uSj|JG+hH4qU zG0NJa4AAf2uX0?I#I^-EFPQ^SjFy7XLJmSfArK_UVDTyFHMx9jhi~r68feVb%hKaJ8W?FQ-kh? z{!!-ZIaJWd_7Mhc%?Y#CG3;)9a!RG%6MtRI-YAe->0=Ie?nSgaL7#WCiz&19B+x|; zBkUX#77LR`=|o?B**oHKN8ASr(1Hv)-_to1b(>xh7CboUJ$G@*RS_7$MZ>M6HXNG4 zF2rxXdzoOY+9A^_g*;D@?+K<}%1=vWp)iGr4u%9g?|(^C_~)Z%;p1Y@RT}3ul=sss z4fzcg7OW5iz+Q~@1L`sTKf0k6Jpm6jmqSTl7k<}L4)v5{e~C`a^M&p|eP!f) zE!TUE+&6<9&_ETNRxCRMzkNB|`;qH1CC5(gUvRo|ayd@G_*saP)URgClS_7vwuVPZpDfzlL&^j?~e5-uBiwR`Z=9p%DRdL|~#) z{46F$*nTe;_e(aSUW@xJqSMdU@UPq5b`Cka+9nT8VUNqcD`h~ac0J*MlRmJ_Q&%s` zEF+ijE@G_KRAGJRtW5Tr$qs)DjJ7V zg`7o6F(7@vcYHg^fl1ZkaNcIuXNP)T@fqXpyiM5z9vJ~R6Hbb~2qs}u(kw?SovASh z+BPFj$|xz z=^uz+RCYSS?9uGINo(9eBRX!suR}D6ymQD&0|;kfSNyE1=Hz zW#EQB+A}r+&;@zF?v+o?L&?*)*`Hl^!D?WSd@Ur+y@%ngqJQ&Xu`8&|16ipIxdHzQ6b7~SJ2c8t)zivBZaB?HayaAgre9kAr7(H8zy zIdi!5-951#SobhbkjMe+6T-Tk@w5Q8Fy;1&lc*0Z$0cr-sJzd(hUPRPCkd&U)6^ie z5@#MCm5+l41||6!@U`MX9Qoo)M6txaGLSikYMH$ z2s{=E{#|NKPB87?kMno}r)~e4;KuSzW-?eOl3f!ZR|Kob@Leh<<@k}Q->|5RAjlGk zQvbQ;mE!OZf<-OrguHy2a0&Be?~zup{J|&s;Zus>{pZ8g*vBWuA{A;siMltyO1--X z1|SS`sxIx-u7-t?wqV{=9A&GmR}@DCK7A9@8T3oSJnXDKg#J`R+IK)j3LBNQIAuK8 zFF0i`SMq5}VLYWv#L=AYcv6X8D$LT6Z-3|Qn1ll%Fi-rv-kWGz`sj!6X zt71ePGsQ_Oe)#CbJy>Ji-ka#$rNEricl8s;LF6|mGv7jSP>u(C7wJZ@oQnrEPXxfXwBEwfEsZPh1=sJ6VdFZyssLd~69)rR+`Iu%H?~=!i&Y`ZJmg?J7W33`7{!0U_Wr2!boN<{dex`cJ=Ic5nIM+9svj$vXPHFq z02|tosA^GE)=iZfn1nG-(Wto2{EwF5x>z&U{V4l#Igg~pt2U%uZXG=W-5`7nD?G#| zoS;-Xim(ZQZ;r%NQbsyb7gH<_$jmOtlz{isQo1*x0uzJA@kEQ9!MD`FX>mCIf)z>D zcYF6yC@wju<72XwEa8w^={yOJ0Ib>$f=1y1MjO3g{fC#@Xg?fU1_LX8Zq(J_@iSTQ z^Bc+Pia2G>45Z@X3_=_uH|+1`SZG3vgvqx15l>FPX^s7gp$>Detmakr*(7Zzw$}Jl zvKja_P85r)Gc4Y~j3oTblECu1jC>kad+d4#$4mzxyAX@3onqHnlbI{Z8Lmo?fTRKp zo0KhvHf|tEK&VLw(4Eyoo1~#r(pVSU>Iq3kk7jTySAlQDboD_?V~F`ERN8+&G@$6#*L+vhsjyh_IF%zdrDq4w|G{~{&mMAQwU z;uc$cr9mAN=e3%!kh${cdN4ls=&mw|dS@@6?zFV8O0Qm2lN}z`El%#ZW~?pop6Tt{ z8`?MSIl4xQy(L)Ls}iejZaWeioDt-C{K8+7X30+0lEn`e9&uJe*p7J0SY5uyN$nP| zbcSxd%9D8ws$*<)Oqd(*V6k`k28D|_^YLtC$1uauNeNHH@P~C61t7VOM#bA!V_MfX zu|@HV)2x-2O#!%y`7TkQ(x=uczBTlRq{oZ~pD8XY2u)rUl)f4?xwkDwnwII3pD8lSI@(J|g&)!1>! z-N#!l{I1Ta595wh($8l#W$w}Wc(W^UH1ZU`N3kuI-fauNippUMkl9}YED z|1@P4f+wqsg-63>o=)t`av$SAwPgGJ3}p0OYB6J`_w5b8x_f8?McQ=jZc{+VL*A50&l1 z%u1%aPF;2H2{89TA>b(&Ub(4b5^Fji^as*H_RK$7m&Ft&e3LdL$)T#Qll$11RMFB$ zw93=TMMa!JjDyc4)NYdCY!daGl1>ia=rNQV8B^A-~R<%7I#f@*z? zZTwmm!v$t?wS4;pI>~e0(4oPY)@WK7-|(10KUIv}Y_e(iB95A-2X7ee6T*5@8ENQE zJ=D?qhZxf7g&4f9BpfX)ttIv>^=nLKrBM+v+fcxF69JLgf9vK-(Vg-D*5e1Gx&9ipFKE2 z%8|+AmrSdr_XA=57>i26*`T)p6H3eplAB$}GZM@i__2gg(;Mkq1;v}_OPusMBiWHk z1HT)?hnR|4Zp+qYex>|#Zbu4?%lSSKguVbdcp7-(n@XrELGC^oj#S%`%K=8I<~L9u zzYu{7mq2_F_`k33HdNInmVTO6eT3-!LKuXr3X(6YPmERkzC)8c-oEIl;M3l6I+k)k zc}J{j^+AsO?GMX;j#vA~%l?eNqBN~I@U1@kC-0{9skq;HPKky8!+;@6fizF%PLRFf zkF*HSe<#5=tfgMa!|_6iweFGt|w;2s*+yx>9$fwO;00SPTB z@%e+QGxqEb5)2**<#(?jej4V zMg-1BJFr2h(XdQ-I6fqz#Z!i=jg5ZOu?Vw&AJ#`f)fT&9*RNCb=8o^yifo-(`1lX( zw{hc5z3~H|bI(NuDC?#RZ-G5W#1MZ!m4XS&*?r}H3=`KAqu`dhl^M4-7a+`>#1Op` zg0OhB@kJEksnrw!tmbv>fa?R#?4J3jyKzu!vwmHN5hj{nq9By+GXKmj-G)~QPr=)x zUnVP>d=^3viCsm~ObORG+pvO+S=DC;3jt&a!#GmeOhJCGx4qgb8?Wr|IiPxutdM9Sxb^Q5=|tq__<_~*%(F}L8-z_E;2dkk z-wlDPb%2_kcz@Ljry3qk__$pZ-qOh6{dPoH0JwPN|1I7=c&EyLe_vlJ{Qvvwzpls3{Ue+d~SWE++wWsj2iDMSc^27TIroPi@QdpH@oPigPVe;j2%JO~i{c;*#RF z87G81!|e_>p0vI@|9jexZ|$VSxF2#2Fi4+`iMy-=vV_-e##bfL4s=?xWv=Dry1J}0 zg~@D|n+XNI>?;)T^@F%-8~yhHY)p?&bzFsN<^!F3xFMJZ;Kcl3j`|VB@|3ePeZlki zUdH+(PEwu(nK#&;w$Oa)SFTTTO({RBBA^pa_63@e%6$pd8fk z;-v90#lOotGcWZNRbC77nVzX-Zw;j?h53aetq=GRCc)$kJAgb%@m!?91_O&Yg zR)vT_p$j`B^qesY7Az$`yC*K*8}FX7uoH&mdXx(r-|l8b_pwGPx_5BDTf`xIrlh0} zTx~o5$OT^hm%KIPLAPmtz|hx6^D#VJ79wBvIqQ3zs8Xppa{*68WQer9`U@(JthS~0QZ>)np919{+G7hIEDy}Q8ShVo9PRDSigs19bDK+=86XWE zWC=q^|0-i*uG3PrTfFFveMt1qNO#84u!(Wjw~qMD4>=@}=nb;pkEonZ6@HnW9HPO4 zBZ}oNQ>A7lRH99FNT6YBPrPx-n24p4X->H4Up^R!%Soa+UPjfRrip8f+q!m>1iud! z=0-LJDJ4z&<-ekUy*xjm_)qCm^mCJKTTmhqQ z>@Aa{DFGLu!j_Rc*QP*rLzr+v}ciG?L?IJIOHn&(&A67cA+& zJ{oP@%rK2Nt>~xn<22cg1P)VYCJFlVn)t(2#~n7{dAnTC=rG`wOFh%HtINR!T|773 z_t}dh%my2Yk?dsXSUVom(Dba!2#O#EG-Y$@<}#o!dVuL+vSj+T1B_Zue-! zPe$dwFkcXW^Bs9UciMno?M{7m2Y5?Mt?a#^%^!UoYoRA3U%$Ruoyp6fq;S31^oILh zjrAe1zT(?r(?y(Jtmx}q{)RCVf1Tx}>T?6B0h{?6zAidHzPoD_qPI&eMvI<;$tOt^ z^UWSZ`=od#H?v?&`yLoRGWwfJX?MKKqu%DRXG7{b&s@cx03BYTp=srDnw%@tCAmRkOCUmIzak7(BK z^>0I%e{Amr!Gh!n&?VDsXa zu1$1HEFD&#Nh3kE{j4rbwXv*BhB0iL5?y>X_3%QKb6mU=?r@@lw=>D=a<bmFRXx2r||Wiz&aR@OoY7?I;-W7Hx(n$%Nv$r12Q(a$&u4 z7VC`lhB=zt;dzZo7L&omFaKFV!E&V{8Cxcw(@M2F_Q&MF*b=?CAIIxSU@3%515uqDcuE z=Bu+YiJ{$FVDP<{g||6TXG%#)NSeXl-b!H6E7iRHWV{!0^0PdZ-ADf?%b~t1G`{7N zqpa*{;uyQ-O01wi7Cyew*5!w`WC0d0gn*V22~Z9nfv zj087dv!u6nd|YkzDj%MpqR+Em%B;j4QGW1nra#^{uS_cpmSR|hSy85@i6X^=>gOO> zcdz_%(>l->3fUyyICfFpgmcg%XE=C;P_yW9D!P0Z!5(6c`-MZw>~OX?+Xm8A2#(lR z#(w)^+-9|Hl#wo4e=zXXvn+T8)!tc8wc!XO;o;``_;6Y)xfT;974f47F3WLpo8d5g z;+KJFVJH#oF}vkcl$}2JTxMf!kDK_`v+?}TD_hi%Cg-yZJ~LRCAMoefL_ChJO}M2pQ2J?&>K!{QD#Q27 z&CdV+F`sPhN$VcnzQOa+d}NOsuQ+pm7ZgRrz7swy;H#~jnjz>_=XSuQ%(z4uCN9{s zw3n~cg7g`tJ3t;pE?gqT<&#oiOu`Frb>nz!;<7;W+&TJ5RHiyNW=ZV zaldI#H?W@lV7Bl*YQg2~;*5L<1Wv^KRSAUEG4JNu9mYPIvD+VBFr9b0td8n4AB=dI zD1^AMbm1n7sI?`2s8;%myM5RNVgeUyy*|`V>3+wH&C3gYI3zo;6?$zvE(ktq2RBUo zgrrKbNw)Dqi8VyJAq4Zx9hXtlXgu-9VpQNS>6x)ps`+bE`_=JlnH~FT%JcSHu%Dz& z=K@EiKi9CIL3TA{du7?ynha8RzSaF@X}T@B`fzu>)lg4%CCk-L!#dr1YR*jLQ*Z1K zp-56gv;a5$VLmDdba)4yfG(6&-THW?sOWb6rV=i3GD<5@Pwv}E+OW>)H)ACJ3Z1PA z%bxrh(i-lJCNPLvE!QO9&(Bwx)$%^ha@&4B5%eEH>|fFgUmOYb?6#kpFV(zkl1=9* zz(zJXE;#gpkWuqt`oqAy_;4^U|JQLDquoruaaPu)X=+)0Ns8f$EX3P(m{xZ#tBFK2 zhf4kPnU1kLu3vgl&6=VH6zr;@ydvl4#qmo{{cN{;b8R~9e*Q_&ZZHm~-k+mecW!iK zbuHC>xOX{OqgE+aD;4z?JeW*btPgHUKh|mfyf^+$ck-h-()nhv{wFAe>ikr8m-pDa z+4*dT3*61LEm5~xsPE5d;WHxNgT?< zN*N;p?K%>sW&x>Tz$;+0FHefqT6b-56>q`i@a)OMu&ifI;Za^FQ~l~i0nO+I>}9b zv=UHbYi{}*|I4D@!Q>Us$tL;mMdw`fba!A$W!6(ZS>@|++-#Y4%}RU}LwTf=s3=k7 zdu+-?_IDlIQXN9~K9fv$1-3g5yjbp$X1|qwFM4!WkSAG%K9tkN&1DJHJ=BdD{P1dj zE-2}2nb-S5sgh{eH&&v~hE6IWPR!$&=vJs&)KJRR_Gl~;i2wF1QoZycD@hM)I|)1p ze0;{=GBkyj)h2+y?QoCXq%kBtFAOjLWcE`!xp?<7%cz#(}S3C68Vad;EwwYN&cE%pu zmMC^Q<+MC`?bMC0GX~C=X5O|xJfuPLHh0E3#$38a!VMc1YMz-W?6#|LQlu0I)2gNp zJ$LD-zX;1}@QIcnK@$b`oTMvIIX`T{^IhH_J_qRl3+qc7`BQPMPNrz`ci04{PucsusH3opl(7+HJbD z_Fgh7lSh#XY)6`%*~@w=mW5|~q=psoU1R;4F# zKks>TqJ~QSu^!L#>f_=fJ6SfVxFojI;PG}8x>nG5G8Q7Ew69xP@q365Da*;BI9@?= z2+m3RqUYOmNvM!iS>Z9}O-U>FtUQ(`@S72x_$lv_8D;5@BS<~J7{}cBw&dWmCw!1D z`S%U+W2Bo{-htP7*Wkzl>HEgDeUQEa*wOyb!` z+`#dvo%E|m8i&okiI>q2ZIY=BtN6!VC64OU=)`_veM867Q$|dzRpynOgE75G!oMK0 zx8}#QKHd(i%qiWmW=u}iZgAwS<^%&$y`cENG@s{5+zx|7t%G~`w%gOc=t&@TWRWG| zr7N%!=(MRK|FTvAgFlKmJY8d?GWv|#M{av@O2(;Ju37Eds&`ySyZ2>DEz%o%K$`jE z#ue*;JsHw5GOmBAZu{Ui1dKSzTNc}8-^M-tg(Shm^z2C&PBe4xxm%QKy?L4?Fl--} z&s06kZ~JL7(X_9BEB>5O=-W2t_WDC(T;cOo+wTulR|YXy`kxIYkabI6gMytf`E+eu z`=$0LFjUuLAi8{<9mZx*5C77J)7u;O?;q0AH2uw{y=CW+kKVxe!TPo};~B9wlNLvP zTbkjPkM*EYqs6hepN*#1)L=UeA(r)*<~@JDQumspI{Wc6hXPT(?)HBBH`gai-+n%7 z-WWBubNS*JJ3S2Ct0@$LV!Fyhl1r*Ez3#J(QLnzAO_yjSm2Pir zSbFiJlL&SrseJ9n3Eeu-z;IK4q+M zk};%EdTisRal|^SFGFb@GzE#cuf#xo<&7*x1Ob0fPadty!rE@(YhyGFP-9Sd@R+jr zQ=^}gkB^Xt+ogO5#lT&gG+VkUFVkr?6~t-~=K#O3?82Z!zGbkttDSZPIEAM^Th zwIzhtVAvLAp;K9C2*>LVb<21p7#ukEHX9u!xV=<=CYK z45(M#=SG0#2;06}d1QeN_`^L?N1SzkL=Cl>Sg{bV>qUf!+GrtW?XLNu;b&p+({RCJ&@+!a|2}!RJvK!Ja$9cW;weG8`vFMP z(*^mBSmmpAFEq+egfjpt;mC`~SNXl1hR(mEYhaLw>GHs6y<1@KWY+~HD?5l1>Kbtr zljZZ9Z>E*aN*d>0|8>kmayqs+c)-@L@0hKDru((SZd-=y;aZT6U-!?$^)Tf;-ubI< zZ`q}RbHDUDd2s}2@DZP9)$NAB@EV`)1<)vN0xdS-?J>VjoF4LwGaPaA`VRWKMwTcJ z0R~`7kUiSdfP?0PyW}h2?MYxj^=qzjUH@gkKFSV&9qZVja_dk-H)TR7Q2%NzaWH+jCAt5J61NbTuTsuUIX2nyDRpHaRjRg4D2CoLGWEImcvW8 zg9*{u!KT(aq7cY7j`r5;H8A&VxUS^1-Wdib6F$)|d?lBR8u0>&B15(jxM)3sb-(jS z;t>CkDjD@`#FIr2UcMQsjqc#WRAkX@Z5|AqWhpYhAGdGtIbBHsG*X={X)K+4h;qJk z6%6vz9RxsQ$59+vFwWX(BUtQqS3?a)fC`(aQfI}%kDe({(7ED%S@dkMBB|j%v4|vpBFzAI=!X&`(bn&P2`v)<^B6z&Juf-M{Zt z0f1MtfN1<}&boANw+$3%49|0sEf92cfcjXAUCST%S|g@^b97i0mNe#{S$E+o zo%s@{R=IJa)vi9PndHY$eYP~1<#M-um{n1ZRqM<%hPB4-OkN*8kZ0Qq@iNMOW3^7f z!SJC-rCAt-I06yni;Kb8m!qSzB_omQ`w*mcJ{ zC+3qVzL+5EJI8=)?3mAnPYds`mu9SF%i?9w@tmh)HmW%oC7aw=w$}Ddo z#1zHgkuKx7UlXMA4H7BS$2ilQY>4c~z21yS*<_<+R-ipNy1> z`^S!xmBUI;0iJlAw~L;M7)%xuBUK?T_qvKRsSTY*jfL_BskAN_w<&KZVG=a z0^@RV6c9%L7)7+QVl?{w_F|`pEM-R%0B@ap_H9SH$>RDt_dpzeehWFfFD*X~T6ZWI zG*2Y=o7pbWwnjE94jW$V!QHQ&c?>bYI9*3z)%fEnwPGLVzvxs~_;zMA^$cxP?MVmF zd$<%kBOR$`DeWC>ldwwuO4#}8@3I5n7CaTI@oJnS5&A*!uTy#f)T<9R_E^gF?+p~D zi^2_Xm~YILnmqM)bIQ`(0GnZ?`>Z2FpNI@lb8pwIH@v^&;Ba3=4!9ZMP`_Gf8=VDn zj$7X7j9v10@QBs-S&*=k>pjz?5a$m#8A)P4uXBbqc>1nXDmDL^4h;ZS&&YG^$%WGy z3eD;@&ya%I7Ly`|{z-SosPO@NCF7MU#5+qkJbj>|gnpzorY=ll)q_r#xW(hmHjRE4 zpvmn#r!vwFOawd@{nJ>d^E3&uaO8dZ^5)L6HEO(#{dT1QPAm{w!(ay$*WH2m3X4VG zZfD7{7W?!&E&$)vEsOy+X7VW~LSAmm^9RwO&J8`2M2dq$cW>(tgvWp9&pw4^CXX|7q$e*?sk(Ngn z6(k=+KBJCi8BH>J`y;JvGPk#RO!u$ta1M`a{c40Hw6%UXkv&_2kCw7E9?7`j89pAV z-Z+;e@XZV2XZKX4@z@QpNU_Mm9FIl-U_i@z7skgc%ppphjvr1>KeMlh^5n^qXwr-e z7I{MEei{m`Jr3x$PZz-sFc>_p=;{sHitz|jI{!qkRd|$c)u+oe2dpAMUe&1Hr z{`y-0ROH*_T$VVR_Q2F^b3WDn_{B@Bt>>8rSOH9SlkX2wF(kM=E?rkuE?-d$x#}hw z;$DGenJTirIayn)P{F&{)fQk|}pD3UGeAhcXMnN>mCo|R?DuovJ98K2IXyc=?pMkTf z4Q6sW0!)_pM*^<7lR{12r{RgYJLdBw$$E1KSHaUY!6uX^_1A=i+Lm$?dTgSJ_6#TPW0j zap1L3s>UQG)_nKbZkp)e)_e>JPo>Ma^0bm8>I8?y1hy$GLP*=sd~-+$eawMCg*35B zN3O^d+X^jB01uMtg3{=Pi(^!slccU(B&?BY5PIcxpe=KFj~Y)!{!AlVI2e+| ztH*tMgdGu+*_Q1g045>c zkPHQ?9mA)CI%cCcg=HgX?|h_o2NS^acRD`W7ZP+QJVL+^Q|jP1s%S(^G_E=%@Vl`BK5!yU@HaO2)w%r;)5U=8l)n3CoEMv*EXNs0LjeZu}kT^ zp(M=ENzB#acrsU@kQfq@;|CEtd-LpR1K`7`aPlJnFpP`EnC&=>Iya5F?$yfrr>+AM z0axtRmHdaB^T9FhL|IWnO32`{ai}k{#LYC(-pkWA0N?=%!?uy+2obH}){o2K-7(zw z=LmrgGL?>%Ils<~=k4RvGZlLVVokDVLkN$#4uzm0CVH+g5Oi-c*)}&O){k$X+h>kj z!=EK|as7=C#g4$LRCMP5v#1(G7w;O(%;=<{k#P?4%nw)haaPul&ct$TcE>9DahR>u z2(G5OE7Fv!UTke2;stNDebl6tBz!L;vm6k(F8kM_snB=d17}#rYYf$fM^WX*ETX}+ z-_H-T@$_F=J#G3M9npp9-+4fK&2+>GjATlzQMz!vWVqq7S2NV*M>R)l)SDT%Gspo4 z0M5s39^6+m&2=PGxWt!YQza7KUVEA7%&)r1%V{>#M7#18%I#K>YZz)-Zm2u^PwrTk z`(r1VBVMoBCnR%G#P>(3j&84Z7t(nA|>2bcU zP1*eD*K(?-bPeUwy7MgKY#pXHU*evmjpB+jpw3^Q*e6(sH8k*u;6bkRZ4bevR#5B~ zmSY&OwO@qzSG)r8s$-1@?O>pdi+pEt3HJd%tK1VQ_`Ul?5o*!vJKZqpQ^!N$u*Ys;Wj{1YAi_aB@D~U+&?0-r;dWJsA|V3r7M< z!EhY1zzdgr}o&`)S5mFwI-f-MgHN z!D{c!IlfaTa+0Oru888`5P*q1IcyVv!9!neAPaA9ZvOuLn^9`MT+M#IQj7F6;12Ls zAnb?&Ca;g?f#-g9{~m#fBK-9h`1?&+7ptlVIPIsT41fH*_dot7$tZoAA^bU{^?uE$ zX75AkV{x&GKIhSXOM-2QU*|W?v{t=1t)IbkB-I~aYM0BpXqR3FrD+l7Ubzl^&-XWp zh6ZbXgk~yKCT51UShLi$rp>AM83$abWbZ!7vbGIJPdqe{LJfFC+yj0wA(|KN!}PjC z$YW;h7y+=&h0KNNJa#!NsF+FO`|(;PpMAi1t&WPFQGyjEm#xrhotY9)Z?V1Cf##qM zM(l{m$;p|SZ(g1s0eRZd(Q!7-9biGu#+E|K%Esp6=9Xt+IhtQAWo`u(mwR2AOo41C z7X1|c#7sW4bDy}{Lw1?aSDKjzxC(740$?MQn3#se%4~qNaw>3BCmrxbJ@T_xF#FS9!g@ zthP9o0n|_+o}gTzUZ6-`*O_;BcW2#kANV9vTatPf{qblSuhC+$%YuZJb>RV%aU9Y@ z_(lI=Z}7-CQ?t$p?pDZdp5{BO&{6bySJUg3K0>nrJ+yWf$?IX5^5~^ylG2aZ^{6=9 zG|8XV2+hcs%z;nTB)5&deG;uOgJ*jo!MuNcor0U`YhtE|9XE7%5Z@uEobmsxGuXvO`l{6BuuhX{$^AZ!ZOKmq-e@_FPVT3mJOl-9vPYG#xEc9 zx$>IYvD4L77OR!yokDzkeC~&Rf-uUEUT9BGPdPa`QYVdxL^Bajn5?scYw>spkni1K zPCQbHq&22xr&WzG=yr#dP!f-Y5n^<-=ZH~go?3n#b-7BLk5^%)Qx2j6{>vvY&=b9+ zF+R$t=SupTgGe()NmFHxUq|v8H#>B*UJ)J|k1h%Tn%0@@5!MKd-o<-kw zaW0mrRMAGlW3waA2$(uhTRT`wACL{kt=sAejLCef08Jv0>E!M_E|?&Ut}aEd=Zp)C z)}?@f1`2+LnfbNU+F!@gBWPH33evUs7Rlx@t^N%91WabQB6j|JyxC7Bk`^s_eN6Ip zL@KBISH)%C{ckRdK&hA>48q;Lchg<#0{BP@$?D1q^f>I$q4+lP z`JSP3=j4x@+z+hxc#!!~PI6{(B|oIJ1`C;&gc9&)+fYz);}Hb1GAtDusfMs>$G_8K zxjRHtI*`sTI=Pvy@?L%G`?IIy;b(?Ff&~l4R-6}(T*5vw8(eX#G^rpvC-8@G?#E8! zS`{kbf?4#}1@qXz63|xB#}pW>R#|ae25sa{U))l5{)=Iak`jmS*&og-PAcEHtQ9;9svDu36nVw}*70;220q%3pO1 za2enY82fuSZqB!OGk>g4iVcWMav0yT^?c9U7=7rgh+&W;!vR$ye4!h4UHYl?;ZvMa zAy*OIFU0?xbO~XyJReFDI(Lh2#mkf{%AXnl4z&^lP%WwZ+m6bsVvVPll}-XT9fd*u zWFY2b9r5P?Ph7IyvW*zmiDksNTyx)n=;e$c3O?@-o`kidwMt;c1V)49D#skT{P^dtOvgA-;cZ(|M&bFTL2$+=&DE4yyjZm5h2naA4#AvS&r9 zl`T~)X^T>aMd{934{bU|EN$*)ZWG%gLk6y`AmjiiG< ze>(k?)&2+;wq>#n=823M9D=VW#B1?;%`KouRrXl;_#>_I1v+nDt}w6EFL>dIkKtN1 zJtoK>-R6rIct6Yteq=(0hp}0QG2iWL=jVuSeSFPy`*8!5#FUKojN8ICap9jIz!Y;O zK4_8d+wq~nwKyPyM3SCYzW-F96A&2u9d{O`(-(XoD=MQ%3i?bzCU~LGsUl0rKz&~O ztgS|-;g>{L033lDW64r;HS{#F^;VAN_Qn^Mttp+Vf6rREyWGty@1O1}OkQUevX+d~ zCH0csdO7lULGxLu<5M#WC~HFgRaV}Z$rQp59c ztW5>@QlmLclB#boO+3uPL3$?G>OMW+wYK-K6%`Q3WYcCA%O(R^z#l}FN1g(@P1RC_ zV?oA+F_FDzA0(zG1(87EuMy;q*_s>d}KDyWZDiwaR`4=CO_G zJ>k2361DSM8my=^&2)7}BcYn&=H9Ku&XW7?R&g$azMqnZw@l}~5nGeLg%O+#!pqIn zcO8$O&xV|@130IQ&!*NgTo=l$Mg%W1B+e~^*04LDUVaVU?o}2!n&_=$2g*(2LktjuwO?~9 z+1)#t_4F#1x*G+OhhEuJs`uO}2$QDH(~+yR+#OasBj6U%tftC$w%9HU3z4gBhzB4w z*klyTiXMFw_3hd|m@dLt9Iw!5icVg{V<695u{d}nA0tN7g46Cp?F7j^m5Qj}ubok; z7kMaijOK@yi;{)l4FyLs{CFMubHdOKYV8x-3*%g}{zFf!Uy%c{94#Sp^om9yyN8OZ zXi*!@I{awu_SyB%dFFJK%w%3@iIT^qD-(B>+**BZN{t%SHsS!^Y9g^jT%mZ}8X-|z zXy^UY?oLtCT48&^HAs&RohKi4^DPKrlXmFr<@sWV!8Ddy<0=C$l7fD2(M}hdlhxL6=%Rw=&0jQOMv*c1 z2S-`V39!bIWF5B)j{_2CRV&g3BKNg{4W$?=6(+Kk^?ZYf5WS&z4!%ezK8U>Kpt#U5 zApb|Ba^3HnljTLb0B97uXFh9VG83HJsmVy`y1k3UCsMG^(9%SdMj5x%?6?=*`qe^zoSN;F*BJ-Yg} zDAJV7(4YA82Lsa<|6x0%sn@FX^AWQh6t5RBShMwopMz+90cLZvdO}1V*r5()Mp&NI z*T>g0B4P(ov1?+~_^md%82YZ?Wx;D=eJ|&Ayh=h6(z)Ccz0@nznUpk2t(ozc5Ddb6 zCN+*au4vseWUsRPgb-!Ew*NHx_AGIsjn7Boo}nU$Pi7XQTq%&@e2qOflC^s*W9w z+uA~Iq_!HHaMgtQxhoh)MrWXMU8>WK=lQ&jQQh-WIWf>DBV570Iy^9 z@$unuyHUJ8oXithtj);CAT6D$&S}eWG%zsG)5{GA2$*^<*J?!-%P>D6s#sIR6+j^T z2$%-;tMYI>mQ65VO#5?n9s~rg27TXvq%b>4B{}7Z5xPdeFJO)~DWt5xa_8jai0iPs z-IO;qvA7*>ZsINd>gx;i!ub3-+kpo#lqggxM<(TTZIJ%6hj8?WKAH_geCRkh zk>&r{PM^Oi%iCybX%VI9M%wKRIqpyVriv>mF|E>WzZ>=S^Gmp?`m#3m>G5E`3irhS zW$NOm?Y4=BiAiyDbMpg1iAojD>&)-pdY-~1EE)@1YFJ-%2?yAA7>FMg$==DNxiV8lKD3v9q z@+ti{UWZKXK5ujoqHE zYBbvwOf|Xv`0)u&{&2o({Dn`+9$`9WLWf%ufAIK4;7q9Gzm`3WfEWX%`A>)_C`v`r z*f&=X*GKN8{@RAahXRD5`SJ(tZnp~xn3$MINO782IVL=8T(Cyjx8{vljH4ga5dOCE z$F%uTeDT7lGgdSjiw`$lhIrlwN^DoQ%EhI%?-u;O`Cxd1c>fh|thW>u|B7AkoBRCV zG5|=g|2}^En=bS37jLZH--9AMLkTcYP@7r!QvcO}X6q5ZhykcCEDUDqzm?<-dy9tr zulzrJ$N!@a{V$dKM1d}QGnM&O>a>c(I3CVnGA&_4y$vIK{4;RH7%W<|)5-C9NykKY zA-F~q4osLlVXe*f8BokmI2`!RfIq+RmIK!zz`)`cI<1?AS=xzG=mdMj!Rlia$)$oj zov#m3)GJl0e3X>_u7Nc~w#wgz!N7>LNjin`!H_+htb`lPw4=B@Zs;Rkh>3`(bufOi z+HiLkL{wxH-HyC~L)0-rLD~B7jH9V5Ul={yMLMQ=2Se>M0I&I59Qu1<_WB}m>}Z&U z>oezmMxa03c0}Fx5Mr)!E3FH14NX4E7&p7pNkk} zyGG7aP|bEJ93&r|+zD2ODKts1Bw3ug> z6PZ@7SZ2FDSg%uAuQj9+T$V|>(&e5ZTX#`cQ?p*Jwe48P+EfWh;qGXEgwIZR8Y76r zS*vpks`jZ~=39qlprg}$JlI)@!o8HK_v!`j1C_If8&=vV6A}@f!Y_MrUXW(+cfqCP z=_kQwV4+|FUHNg|)vU(ADU-oT+%{}D5Zot~dcM5gg6_BxTS1jr*O5WH2gAqx$ApS`Sw3#{iXbXt=14RutL8GGaA>PCx?KMAA& zOEjdM$>R(mz~SdfA3bOw`f(u7XYHb9-M4TPqF`g<&AgUP_>hpvskjAOvN3CmpivcoV+`mNyoqigA7f?ge%;y=pN)`>e!*m+0ylP%yzGJE8X_xrN|?j362pK!O` zcsk{B4Z-lDN`K9h-P%txEMNBLw*w{uvOWEgOv_rQi260YLm*)dSAH?4mD|ad)#LDk z9?@HFR+Bg#-z4bU0DcOD7nXYUhLhG?8&uEpJWHn_OO>Tr!`@n?;Ae*$$`SYbmX(1a6`vj#q#-R>U*!u@%KdT z6ev#IW#}vLyvvhB86U;>V^5hZQ7N#ejYm>goC|G!7g?Ik6blvjX`}37t+p8EO(5$W zjL#^7l`ul-K*?4C@SuaXk?#P3sqLpf<5peBk2mp#4PD75LAEx+;D>L z{M@#yYXujLl$p5@b2_J61g0V{U~M&Y-zxU{=NGfI;{p%2ZvT%h=t}9-k*E1+5R?kj ziJ0CNEA??v$`fjWN=axm+Mk$;qv1NqD+VV_2m9&wpA3pjj!gDKi##6TGXTyB zolrmpD8bV2u7pt^^AwU!(lf@(J0P>;5~*LrW{ENmr7xd6JztJXJ_n=&sljvK=i*pW zKD|g1Id4AU2Jn+4i1$b0;9GpICKXjwTudfd%rR0eThY=5yW(Sp+^nrHkG>rj7Y#=0 zD33XQTUKOLpD@3DJ{>v3;Y5X&-|GmtpJ4j&qexf3Pa!7|oIu^C8m!z6ihCg(FP72h z5oHUPMWs2?5(r12j8T`Wt+t>S{Dhm`QB;~8%U~m-WW7GlbJ)vwUVq15?#~_2E53jk zprB&v5e2V0I>7_BL_tOty~ zpP&OIy$Oq4wE%enanCx3%f;8U1A(80iVxaKmNWrbpFRNgl0pmIF5J88^vA35i|}^W z>rg$ZLM^uhzmqH;FJ)DeHt;Vim$|wXQg`9g{l1sxd0d>s(7HhKcIfFt z=vE_6D7{U08K9XgM3|P%odm+;YE@~2BPl4{L^vK9A#T-F*xnc3mei?S zmM|ya{_O*kU)Z~SSOLO!-puUw5Bb%+EQO`y5&cm+p1gKT71h;x_xJ^v$15E~!x@~O zPhVMTU5|d`Urf^gw0(^M0BEj}HwXI*LeFC#W4?$K&jDLK3W*s!CZIBMph{;Z9` zS=>~LsPYM5Pheo2e`%?-h8(!0=$|&ff=)LirON7fv5@P1AL=N_#9@8CKEswolcD0O zQsLR7HUa16bSAq5b1Zt7Wzl?t=4e+xZbYSClTlVWHVL(R3=(bV7}^=#7er}~IbLp+ zFcta|x8Yq`TU%?Cw1YB?Mh2&Syo^aqxv;RbQ~X_?&iTHusTvF5G0DcI=C_$$k}M7l zxO?oH8kPTN?-0!uJSZ=Mw<2hio&c$ttFfke*69%>Z6VzcXnHMPtF}jp5ncL2gty@> z#i7mqL@D-FwJfzmjnNRokV>VQ$lQhS*K&+DK*#W%GUt&`ntH2(bgf*Y6;*7;2_v5==Sb7e>> z_@`>0qFc#=j|>lERJ~^yO9&|T%DHMG1OQV-?eM!fUgLY54+S_47#PAfK;8v~qw1fw z_a^havaH5D9$=72J6x~rfUW4jB3T7N32oUX8gy&XubX@Mx8r3G2M%b=d^bLLkE&#XRq!vGk%wg?l*95kx@$LNjSwWa^EAX zZ$;H^`LU@fO(Ihe^+^*8bjbYj3-@trdwah!{xnb`iO$*Kcq%83;MGk_Y&!M{b2za9 z&@-cLERH+USA(lmn2R}h?|dd4w)VBntUG8aPpFxaC%`H=Kn?ai zTA78QrN$`ruzp_JJUlkG|2oP6gvuRybXLYYhYMsb&qKSO7=a*o?CfdpImIeD3A#Dr z@5Vw-#1Gg^OYO#09eZQx>|QU&ov++Hs4n?ds}G@jou4Y!Tefd6_r?UVxFlzL^YaB? ze%Pq{jveuQx4Fd`QzQ)VCGh_WNJEW=QpcpK*0R)UquwD$%Vp>Mu;$Nn))UoqmXf_i zdIdvWO=1mZvq~r}fH{J+#3@eSM;$Wzy_~QJ82hS`p4kvaSV_ON@R@uAx<^(ml_@$I z?86{0aU34XwAdfmL31cNOpvuo4W7C=dcWYJxpp#2W0BFMo&>FP? zqi+fX(v+ct|2VR$!aXzd&qn{fPzja|Xx*)?UaK{dWOK`k)fE=DyMP_~*N|-aSchGLX6Sy=ZD>=z0I5Hx@Upo?!X7E9l~DWRtM z!NE450enFn?#(y+Ujgv>|Ih%iXn}u*HShy3{QsDtKzL`MiT}?k^MZ#*>fpk#CVJiC1Rlr+jf5_6Mz1&qv@yQ-m3<6`KxR6uYPOzj}HpcO1v_~glhj)MW!tclZy!FDo9Oz7w9w!OeZhH5(|B$ zvJg(i3idht=0Ahq+gGpws996gm=IB17-%r~5j+L9F45cQDT6evQS)K9;wjurb$Fp! z|4Z1^C;fj^1j_5#tJM-&*Xba7?QQu%2fl7CMXsLBo`?x_omi_m<3_fov0h%g4eWbbf<=p#-wAXuwN$pEF1`8n2~}{TK;9{;j~vS6gAh*x_aC z&^}1eBmPZi!W6}pjOlp4wO?jB28i_VR_;fqR;pF{bFned^|#X60Lr`glA+nOJw?4H z-HMcTvv2BZ7fOj@zx}VeiEm9!PrW~%i+wkSQUu04W2vd7KWRuIz}o*+0Q+Vf{NEaa zfqnn~m!|*g5svV0DbsOfoKsS z9%$I4${~f2ODZ-s@tnxSgp^EsCR_CjIHAN^&R>wwp0ooLD`G%H-l!5%aqaPiMTH*qwdz7Eo4_OPP%+VU*FP2W@&~i~ zjQPODpR4T%s~anEH~U6z^;6v>wL)p@#}V$Gw|8!n5`Dt-m*cRXNr9%@?GBVn zKa=8}txLT3a=W}k?|`;{OMVFkHo<*x5WBOy*5(pt3-j~!?$Lu}jQ~JOdB>Tm^cgqG z^a5XJFBH}W60KbPG6|dg0K*cPpR8bsk{SdMSB*sCFDhX7c;^e~=XplQ z+K5?g^u5tzeYhm?BKCPCm!;xzvK3qmCGaeE#71m;sqgrp@lTV9IuLdF4aW6OZ2ppV zbJzK@AS{fy7bz6|7RW|YCn&e?RY+nVGp>Ur<}Ygjo|>dcID>B8Bh1mr9-H4y0SKt~ z{fgvNwb7S?^|WZI|C$SlOj^I3t@2r80sf)~XExM{tB?4ZVvz1HljI%de5eA4FR}0u ze#4XXlqd!|abLy6MSMZXe=*u@Lv67gznKL3zmkBrJia7n>P+g57X#IKhX;OU^@pMf zxdLB;QRouMp4a>>0P73*`c`V+EA2>B4v0|O-xlAkPip@u1T--uXN z84F!Ogb3~d1RgwRx)~hesBNG%67SGjA#z5Vs_HFVZO?iExwsBtf*N8aY2;S2HBAMU z#RIR8!%NlBF}{gJJ0IG~Ivwpq48LZ!ULNk|H6iE}b%-b6!MqNC0pE`8GujDLD%DkP z-P{{BOL*w|#$&C1QNp;HD!TxU4SL^4;qz3=FQ_RF$MJA_J}rYwRn5q9JX>QDB;0rZ zqmEi4X$2}lGn3lo9IUzOBX=34DXWZpw~*fVViiL^Tx3BPkw#QsNwVs5aRYk4>3MmC zbl0pqSeFcNR72R-dh)4SYQq*-Hs3ZRAu)U;gdnb!hy4?Qd?%-P8s!p|f|nC2EJhqU zvVkdo^DYuf2iQJ}K{9~XUm|7=qguNn+4Dps4!avI%&Zj)E9He6!bzll{fddwbANM_ z0a{P0HKs9aLYksp5p{d8?kkwC44us9>!lLk6L>yQN(b5S493Br4;K;<&gm2FXh?9E zQIjdF>nS4d3FJhRClK<)isFjnWW@FaiE8rU329F32{V$6{0Y4lFi*87+WYZGMgT%5Ka_fjlgs>Cip9(eWUb9=?a z@XaNJ3*VBPy`;Re``~iB`EY-8zGd>73|dB?ZPeS17)?`oEl(^E`=~&`pf6DG^m>Mv zdUMnJXgt2g-TJt7vtzuM*&#Oc(?4}CU2%0dH@ToOo>&tJS}e!@HlcP0z)s~lK2!L} z90*&eZ&+Jv6Ac$bPnPM&^fg4l!Ex`fB~mlIotGZ(KN{0ajY`6GU~0A{MhI7Bc;O~t znUT1}p%aHHe)a?XK8Hm}1=KmDD*s&E0V1AHAz2fUgayBr}8H|4) zoFLd=^jdp#VqOw{+Syu9tzOmg1w+i31ITKXHw~ZeetSltCWZt)zt($P4jV)8knW6I znMG4Y6PkHTe=T&Nx4T;Lz(_jXGXd6VXPiQCppvPzkW{^Wzg$!h&XXqp9JEw$+)xQn z<)0F0Y(1jj1YSITA&=jI@iU5ItA~9AZm3k+CKyU>E+qGkx2@)rC4GIdXF-YCVI@X4 zZakWHzwq>BV~2Fa)oJ38e}5EpYm-S#e^S2K7!S{pY{80Ew4I2n%|^H=Ya`HrQ78mC zmxKD+ud*$zNvq74F%TRm<;%a4@37t6v|C*MzGcy8p!d*R-)gXg1BR0FHk4OwZ5w0d zQp(wvO9<*&5fm13ABQo%$ov9-!K#pl+t3=H^IIm5LytL8ObMh)sE?Za0JGyDz{SPQ ze{a&mBUX#+CFOD}Jyl~msk<76N+u~q77;-x)j^xs!4&Kf?erq7e#tI0B6;C1_ROMw z;ie##Dkwj!G)2#=rwF^}t*rGFDqhNNC@6_YBfiB?$m~bdJ9?c%x$oyrb~Z4_pGZdF z9_z*PqW#0cT0^i--5>r?`f$bf9FqM^xKA118g{oueEP^n*|W9nQLP_KLf{}UXZ9vNbUkkW>XDlaXL zlX}I;=AQ}-lIGBf_BIY~=|RD3pj9t6QW&?N38*a^*JOco;uo0&!bHI5v7i3jE9AqQ zQWBeFQa_17<~iVSfKX-JP}W@9E;=yeX0W&jK)u>1^2-+}059ww+o68p#&bF6)l-+3 zZ@{$EL6hZ{x0274A3Ib~n}Eb1eIv{ivU@^eJg#%KhrI$=Mpi=F&*C!TO5z&gx}e}p z&}z`p-Y{m=8aJiFNE=^Dp{Qg;c6|O-zG6ZB>>3~v_+L=iC%(NIVASh_Ki4hItn*Rq zjR7Por?z`6;t`VmMLnwP>KD5&Kss?d2C zoOWMd&PqLKoYbX?3d12zF+5yTRZzdZMgf@GE@uRjUp!*ya^uiD^}7y;@YiSgD-h;7 z27Th(Wj^Ke*!)&6Zj$RmzT5-m|1+SdEW?%LL>3WDh*2c@>&ZG`>t=#7HYS&Y(1q6W z@nhxUk|sv3p7ut;|Cje<;F|E-i3_)0#S+!;))HZr+AK7mGhbTQObxiM%C&`a8ef+H zjHE5`jn|LFyT@J-Z%0c;&)@%=>G3Y0wG+g>kp9Ddt<;ATJ`x?C+UAduR`cKTaR1Np z$TRHK(=$({UQlA0nN=2TA^NrnCnE?XRR#!w*ve!8O##&K#(E74L6`IBwW62dutd!R ze>u-;5LUcl+vvh)aD8(|5!i6GB{OT&E+)JzXl#>OPw)R*TdE!MKTXX+YJw4okiYV8 zme;?k+yCZD@D`L2KpY?vXz=_kdQ$nGMV3o8vu`# z72vF1kV1u0!$1BVDIw~|k+T=aevHPQj0~(eL|fC36Ut;{Qxr*Kc=2G_DesA-nq4>T zu11$dp~0}TA3bc^+S_AB)s6RVs6r{udiw;0u}lFNX9{v7E^V6uE(9!l_Jy%L%}4mt)!Iwh1yA)GjfS7DC#j-Hq_8U<1r{!KI%0&Pk>AI@ zlRD(fn+^o(EKUP((SqGVrKKn?F#A3p84&LzSSAS22oeOb7HK{Jn9y0|tBc~NcrfoV zz?}j*0|4n(!XmyTX1LxQtaUH;%}M`g@jRjViVmy`uWVjnyM5O0tGna6DZnKI4D5|T zL1TL=&I7IzY01g3=OQKYp zTH|IR@DvgfYWI9*XJ=m;85tQHtJG|^Lq$b(VFLnP^Z*N_+2Nj&h{AhsL~G`gpWp%4CknhvN=h0U9CZgUq&7tyGY+;X2!Cu7 zj{KD&iMc4bP@DPOkJSi#3@-pQ?B|5QYw5)HGNp+;=a&w%w1q3fII`dW&zFJJ? z*RLuwqsvh^JUN1Sg4Ola1FJFSRT?aLIL3EH0G5ZkGo+@bw&$wy50eBA=Bt^m51D{= zDlHb>+b|{ynDAaQ|InzaD_7Uo*O#V7sn}8RFWS;DC&m`!n~E))Ik8D4=I8h1_mI>$ z>jSPYsB@rG*c_zr4#U&6h(beyXk}5cm`L==G*pP@@Dj}eazwzAU3U za>A|cpUX>3CNo7Rvl&GM1UR_s+gla)5|785Jdr5CcdIEClZJ(*DS<)-dKeE654fJv z#SL7c7@A|y*4De^jrp{4ykJYS`Q z_8z}}yxD#axQ=z9v9!22`5OU~nR0k}0$5e16g@pX!E|L|bZro*YR zAIB}54-n2|1-e8Nbx!T~V8CD!n|$Rk`XFUK_lk;yNy7bZss8Ikk+II+>0*d;Pw)DA zo5!t>fQVoa;S&s33wtRWPE*Kw)f3Z|z&oA4ENN+Z=D@x&=y?oxB>udTtJRB0Jcx+T z92p^#IdhY#z#bCY+C{oxJ87dpk$1s_+ZXV~k-AQg$wTBzIGg~E&rd_wNfLgZa-|EY zfR_q2nQ6-m-r!cb-_T1PSP>9JmTMuEvts`wv^U88lDBf@lvq}w!8~@GmY0kT1D*)? zKpaN%iJk7|WVJze)yydXxu&K8lineJcp~Od;CpGmE)yfCSr=->Wsb_yTxp{`Jo*PFD z#hO|&xh_I9HR6O0BMv$`vXoZd1RL5A85|y$3z=p+6v`pB-P0e8cI>9Mnc@mKJtTx& z(vt4+bV2P68B$ORaVw*ONFJ9?;yQAxEjv5gcDs+vBc$|sxyhObV9ckfD#7O7wzl0t z2xvl#Kb9F9tk*q(8%c{#f=s4}NJs*&^DzV>b5%N3yH={Bo#U~L-@fsB#O^B0nV|BN zQq0cXJzhv>bQ%mF&A-rl^rgE$A8@=LwUc%CNrUph(f9oLpM3pAu$@AYHTP+j5-z!hxo_$py)0%A5A5Ff@5chWb1M#d`f z2_h$M4x4g3rn*avv)C?CK?SSOUQgSaBE_X6aa^s=6Mo{)fF}{tMTk1`draV<()1}< z^7^Y6=f!?#!jYl}UojiqS69c#@p`~NQuBI-EHD4Wwt zX)>4!m(x|L_;)6!r-9gpW)38rzM&v4Psc%YG*aVCrLq0hSW#0_TCQ_5%yyVuw7 ze*c^+Sx!#u%VX26-E~i`eUi+Jm6PQ&NCd}W>G#lX3$+LH{;ammd758oO+de_g%jz< z=boVqJ@x~?7btvjJecb@EY>(`%z(agm=Z1`khV}m$~AkRI>@c<5ePRTT}|+?d(xif zTnVL`bN7F=_m)vnhF!QY7N7_yDXl1tAV^3fAv$zROLxbRgGxzDH^|UK!_cLqc6O`!NJJokJU2L_ND!+x@XT zcE_}@gK4)d|J1c5O4NRzt}=e^i!Ti0)9AnVj6r%T$635PpNi2cVyMR6z}eY(2nLeO=(Y?O<>F59ZXOYMq6<`O zY+JdP7@vB;`&?(>?pE&SJQD@DCYH8RZ}CnHVfs zcv`XR8UbB>R^>QFD|*BnHE~lRrS9H(vt~M1>0K!rWwb=C){?a2$%E>L!aawkmN>mv9KrRJc0deof%~A+sJYx!Fei zZ0jqFftvo-q7m7Jd{!6r{EB2?LxEWI9wYw0XB!7L|2ER><c(< zMU*bs&Ae@eU%ZeS&6FIC4BT8U3Jn2AJC%}&PK=GYwtstEU0n@I5oCsOSHyw*%XMd< zn$$X;1FY;5cJ{+7yVlm$?d|PY*mvMxeTM;=WOVqTnGWCf!!(;bPI_KmUYSUaRV1y* z`cI4VsVZxi7v3^YE(~Jb;P>(IN$)}YUBDjCu3198v$j5zb%~9fL0YPIypn;L$ivid z&r_V5p9TMrl))im(<--#I_ZR@i+XV&_a1o`DdFD$S1ld4?Oa~(iMaffnsf0F^ZK*i zxi^vXPk;KJ42bylom_purMDr(%r?qxfX$OcjLYRv0R*ROcJH^$J1<{?%pTk1wzN9* zTlGI5?dYStMO46Jx_Knv{lnjFxD*;`#Wy~#UN|^J+iMfwN>6DO5j5GfNBGR_#Ss?w z>(^fU`+K}wzF8&Qs%I1T_Z4PgG((Wsa8+2#xunqsM zdJ5yj&Fk$B0^?!FMZ7M5;UgV&xe0%Rr*L% zv}Xta0_!D7ZR!oXpzUgZS{*2sw?EZ;&(fqhq7{-;x49f^hxzV#2h^!=DQsHLszr6~ zB~3nt?v)H`edy=oxI+!y5t{uGg-e6lz_bH@@^_uzsI2Uf7t`uuccsnMI<22tfUHV3 z%Unr}biWFRE_FWEP*G0 zfh;>N?pK}HuU3U)*j1WH+5g(-WYXL_aS3Ey_zQVCIcjbbT;F{_*FSnU1oJ#v|ED!{ z+YgB<^6sGwUjn5%Plsx`k@ztif)LmBPBHC*`Zt1ao&~j$6lCPS8S~pZB`smYfwV{Z z316C~kv2V3xY_8?1-k&=pgNp{AfNGZVTd>$G%cmiST1~fu7_4JLOAAR&)_Ai-+TYhSP z96U*Z>6DJ)cU62?Uw;8127D?Ik=DM3sEVhRJuV?Dw}rUQMCB2bOG?e|@+ln(nH^sa z^E|JA`p)!IO`N|^Wmck3H3lTfGi(`98b)7OZ#Z7hn&f+q6AAm~j(yFOGFB4M_GucoD@*oIK1WPT$|O>Y>e+?E%5YtA zitoy_ksPJiviO;4M>649@|k$>bj^IE!>CuKDGFG*sqK`w64^ikZM1r*Q=WpSi z?A~IOQ_&eT`tt%_H(Ou7-D=Hb!TMIJ|-4^b*j0Q@4L1?=r<_PsccKVp10ROu5ReS-u(Pv+7XR`R7*Bz7=z$c3 zbL!LXOr4F#c#)QsV4hs+n<(DhKg~W~YHG0;lG%!CQ*{0s6$ISNM;jw`3IXlyQld5s zOG{asO!C@_r4@O%ZrxHTQOQ&L_%U&K^zX>CrNHA=c}HIK631(?t0Q7M=7l!u%uICi z6D}?;A?Pl9V$smkq5KjWK|$tO8$eV=`_ER%d*RWlpIxoW5g#iqtU2EY!KUr-XHr|y zg)YZR^Qc5?_FrXh(Banr4$l*eC zrO_muowK<9tz}>|=xtaUCP##zcENn^fZpkG)zzgbUz!8RFXztBpIy`5AYRSm(@`kb z$4ok}DJCyc0Dcl+zFBLc|9DiSFG0*3#ixb1pWpZ+sBgDd^%;XHP;-hI&dkj1BC))TrUtoFRVVtm)5j~(;!MjkVLe3TtxJ0_N; zAb`JJTuYb1a2?~bEcSx)6#tR!Q(^yH=G(mx(m$S_vA;X_ZIzxV6(lV+q>7~Rngc12kVX+s(yAAkUKaE$HMx*mrew92h4b0o_u+%&<>pP!Nt+ zPmPtblsc5x3v;nmI$4o?ORLglbCkt{q1xWy*hg_)eJb!CV~Jivu9-2YhSj~YTs~nQ z4=W*m#lJ+mk%5FyUM0Ao95IM9GzX#|R4Y@U!obqX(z?tqQIk{}`_z6Q>k(0EfWaGU zMmppb zzb*BplT~}zro_vyoD#2b>^FT1#NREwU}ybB*h}fL7?$4@_Qqy;M$boOf9ZDw+>|4IHjoWo^wWL0Hdk6B1C@C-MYvkBg``o z!hoH~W)G@+5Y1znSFw7J{L|lT=K$2~&o^ncqV?#n%fq1`gP9lquCB(9VBhoZB|#v~ zCsB<+>;{=Hv;YncRwubu`%$Ta&hJF;`Xzt&AGU>OWsTWPmKum18$tn64M$aI!BJ(7PdyY4h*s}YpZDwI(Gu3=0M$=n}T-0r8g-hRO``zgB za{I<1Ys+^}S5+}-$I-5u=kRj-G2ar78N9j6b(KC8yqGyfZ#e(aP&|U;o|^hxi#_y4 zboML`;9zw^*N1B>Etuf?@5~+c&#m@;#8C2CAy&tx3`}UEnRUkDpwC56#=XxO{{8K_ zDr4PYxS!D;j0YkS8ee>#*A{e?SMzr+A4@4*dra!Jn&R%1{B>KWALjJCt_T0vw5I$# zaY81VE(nz-z-UESVHzW>G3@*I{V`p;{r=jQ*-KgP6aqw8L5Afw{gssXnPv}~ycpJU zs2YLf5>MG_;$Cx3%W*OfNq__`fmgtxs^=8$m%dKD9=Pt`_j$045q|7)(%5kZO)dZ`1yj%-K79 zL}GF>nl8_*w@PmJM@VkZD z#Df(!6;kD~EL%*3O)qILnWb^T)^uUY#Yah_Vb$ixK|Xw|No-f=Yc}U-1N4KFnD*>Q zg>0+wI`-#l9KR#iLbbK*P+fL#yL_AC@d6*RwdJj4lWWWP55Ig%2;N_x&7;t#-Y|k# z8~7#D&0}1fG{HVk-)1gXf%| z08>AFFUILL_u}v5vA5ukX>!;D`u6WY)2mXsrqv9fPeUC=@eh&b{;-?*vAV4_vR?Gt zHSuA^Xt9j1>+!O->vyT-j>t~<`%yLjJ;b}Q7clB^_AbW1{EzUfJC5S1K@m_k(4vj9`5M+bzc}M58IB<*{GoHseTbc;j>7dBi;z#T8cdJe2P5 z^amo2XLI~da;1Dt!gj2Tj4EJPo&YXrwxdq^@X-z+nE>oe2L3UiqRnY}hrW^tG#M^Y z`>W%yf4J%`0WSy*xbNchmaQU?ZY)ko{bh>%=%LO zQ%H|Wvf_&Q1e^*J$2o4^Vuh^6$ErC$vrLfpq(ypfe56a#N(iky zH;SrajSt(l=l3d=3yZdz7<18-k9^`$M7|_!G$*FyOf~i`VxSjd0F!| zmLJ3$uIMf%m0RH)@urXNimEpyXWXbi9t*(`KAFjkSpt$hG%aAwyLvR_qUI_Z?#lpLZ&p52*IPslcjV>n1*b(~}~h zc@VR@OoCBP_8xn@uq4c4sM2b`0!PUvteUsgxue;)G};y!@soKqrp%U~@h2vqCVn^) zN8GlDcZJE4qi{Ro??C|Okc-mI*UK`%k(aCzISo5!0>&D^@aMHzU#;8DRE}&y1hoKt zatOnc)#6T*SwCgY;lSb8$?Cdj~PCH)nBK)N*Y!*D4ij#aZzqX_|A>o~%Y2PTAyo-;s(2}H6v{Sg-UB5peZ z{AC&Ws|*CU@0I$0xDToozgd}W0IAFW1oRf~87aqihM$WR%ZM27;6$!Ure<5$ z%t3IJvGq)gYD0G8Qp^DamSEzxc(xQN_Rs7oIUXSQ59vgO>FFglXeA{ibaj#LzdvtH zlon>-QLbx_$)P7J@`=FrUwmljxGD}nKGim{);mE0& z@Lju>s;InPm#X&=63WV8uBfaslgw|Q3Ga1cBBZ@8j=GsG$}W(KJXnHSz^z2SX4v+O zc$oouIpXW{A*h|@iLZd`3G1rj(2sya-{m_DuYJ7r)D&ZmfM9oW{e@H& z*Z)?!_P)EW1hUM%c2Nm`N|(Mgorx&iseCYMqpfV36=9N@uXSBQSH131sE82gqo=!} zq2eo^Z1~VG$B(tBGl@C4G+FricLlHcVv52qZr!y=s(or|N+hPGrKP5(ri`1L8@)YQ z*`MP3WF=odh0mrahL}mgLa(TOY%GrEW~Da)PqIjgXLTM-S4QbbO=VnMkV#2Nz(Sy) zfW`V)^>^hv9>mt*LRO_#N;1&4^5Pi)v?rniA{F&b7v~MP!i&(z&DUU}q})+Br2n@IPwa$|^t@DATH2g>a2?@XdUJU&==Rc?R|&@8}NVvS}Xs7q(5bN$lFT&M)&j;K0n>gGY;JG-(57q zp1i%!)ShA>iLv<;+0R6NDI3EOxWH42%$~&-w#VcHZy1@?S%FFZG^nvYu_Mjz@Aw+IojJ>2mps|7BNi@ zG3dh`|J}+lUsj(PFto~o!z*SgKJ62?=VwfSqIiA2Z=-2y z6x`XGrTVU$qmC{vqwz(L!#Af24ihH5je{ZxY_y&%sCPja#WL{3O2b(jPHBX_7F4Jw z&QIEc)v7|$iW?z)idTh~Qd7>Kz*MRUJ0gDsnPnV#%jRmrz|E`|hrl#yD)@t94Hz1w z^I3i5pV)Xx8Fs>1^&G`^jhPxiY|8iv8nhtnDD96`<8_-~WYl^52J;+a4sa~o(C>p9 z8-^C7nYn%n5T+_?k@d$u41t#z8219Tjw&7V2M9z>?Bjh~am!{9(7e-wGW#PdKvhp# zhc&e_u*1&54mDn`%#UT${POb9uWYqEhCqzRX7rftckHEVH=^e!mn1*+AJNG!*=tf~ z^!6BD!U{jrjC)CfLYgG}7Rq?hfls0mboGQ3yVd9kJvzIZMWfaJq~vINY1R$tBL7Vk zHa0dNAKy!Dq=SRQ?}3NELV(wT))P=_nyn3_ZPv^;dQ>VE^7HcMDBdhTjwx-9zIopa zoFv%&o~Ea#$7;A-y6giJh~B&`N?t1xos-kkHFM-+O?hJC^T!_N{A8>D?uMXci1`VX z>qvM*c(HIiNwsxKL|h-N$*XK-vRUjy4$G!7F<5ttq0EMGA7{U4Qa_F2n{_GBS6oUx z_?XN1LmYFkb|HRXZ!-qJuM;8c$S5qK*SGT5@Vs5ct$N(GB|mM;m-436Dck zy+;wh{d}=;-WOn?0Tf!>8zC#3jNN3?w9<=9E9Bono-O1|1bF4x?}Ni3)Uma1H#aV~ zbzoj)jB(-WaZfBarD(QTbEdk-_F z2RA@9`wLO&jOZ*PwW^ZNcXFLGs_i8Dyt1oOcoh&0fNJkW zui~f*)~9B&VdnIT+4)UFM4}wt^S{~DSL4>6)077gXR)Cxf3{lul-b3W%js{+o#sZrnFxmGObm~baWm|6Ztjt=x2>{n6pyCS) ze@}n+4ZA2U96o4&698bo5x07#SH>Z_e&`ZHn~PWb`J2@dfD} z;(y~=p~fQIBS5OS9tu_)Pu1vA%r2YXs#&L|bxe&+Ol@)qK4~L7S>X3dwh$wpl_}p9 z<|=oL5W)7ho9o{5kGGUh%cWV#DU}bMQ!rTLViAN|^tQf}P;o~c$uHZ5`J-IdMa7v) zhtxRErnW(VRGP~#J@->{ud$o_9m$ZX*7i>RJWaRJL7|+Rn!+&~h$(>_^@rl}v@J^q z9ci4YdcwFplbm4#T%^W!OsV|f_Lb0);z2nrfGA##gixNiE?-S4qzPA>xqe^di|qhy z4_-k}jRFycpf^uTp<_uK>C!-wd^l|Rxz^>z-TH-$7P|ElG56iRa#Gp2E_}L~$hE?E zSzQW`ZU2s1Kc!pxfrv#YX6nfw#uBcK6iExg9{%QDC9|7{q0#|ht0Vs!CaB$95ZbHc zAGu;RexBd7S)aq&wdtAYkb$oi?I@$xOntLic7WDbX1ly?Vaz*}BrS?2n*ku~C<<|S zwjfrYe0EB_>oZnPdo!4G6A@C@i*=5#{&N@~_?oh|f)2JUujF~!(6;QFY1j@RcjzL% zsJ^_ARDTguSjaZk*WcF%hr`zyhL(Q;nh5-XfL05vNhyasouFH)>ZmiE3U7$48NxZ* zNk}7@T}#)$Ih=!MjV;mTw$elTtp4o{x7hLn8f==dtgNi>1V@^<)VLepzkmOchie|csa>@EHbi@)uHPT+`n+-KyM2OK{BnYUad;uY=+ zx>G zSNm@Pkh^lbw;4!QMPQeNvdf_AK{srQecA_l$H_vZIH8*zt`~7Qg`7vw`*^#2U1?GJ z;duEL!DGt&=`2!?qm+})l@{X};r!M%jcX5Z7^(nz{&sQEPCXbKd{N?X-*r1|EG#G3bT?s6JD zZHe0%mqCW7v#E|Z&VTzgJq~+fY6+T>N|hWE^LwyF2j7Jwy0N=jg3z0uaxmndOU0BQ z7);fmb*lahZCJy^ScYRIy{`8GW1zUeNT&)__9a9{J($W1))gqPhY>KGqS>LRM7e(N zeFA30($hQ^qc(^d&d?G-i^6~z#`u1=gVSkTmkB>6PU_v-8x4B@`+@;3SB(MDd3IaL<{c;pou+Gte1auygHw9&uiO7b@yl4^8$6-xjN zs4j0xSZRO;Fo;e|?gb-X1TDne>ptK`N*^=t!klxp)C*$Ml)eHA6xPio#F!dP zWT~ebI&Ri-E^mF4cwxijZ0;GNox7a8U*}ybb>JNECQ6|bbfiV+4tEMiz$xtg9-!&s zEhp+o3{_$yvy~kCyYYHeNquIh9Ix;hotPWak@(=qokLP4(B>>|C!FjLx;RDoGM2yf z00)F;sZ(Kch50ZEsvupA?=H>m3v~ldnGhF(uOOf zY!h)D#sh2LhMoP=o&nACyNj*B3;g9Bzxbl}Vs+;BDta|=lNswn~i371Y4aEOZ z0Msjc6NwZYi!}aCk8rN>74&0dHzoEo3N+2#fkLvNW)hR zTj|XWry?m_;_dmCo54&;U?At+?$6}X14jKp$=%i)*b@Mg<;#Mc#lO^v-3{UUS5>!^ zu+c-Fzm<^sIXbGQ%TQSj+}hG#8Me+fd7b0RMi9MSnwg#5uo!#6(zLm{nk)JNPiGu} zLD@32(BUdClsV@J5}vKjZ2v2_x_gMa9t=i9-jux-UOZcP-gW*(GwH-u`{DXXWvTNi z`yFDC5QogBp*zzR#x?nGdjPnv$zL-hDFn4B6t#KWXz~lt1lmrhm4s=9fR|rWeZ#}e zEHg8si&HHXr3w=H;tqzGj_a|?r@#r4g|hQ=zls*;V%!93F;|cIIlaTH z)&0lBnWDmD&Vi2@vOU>#P=uDh+?@9Jg8@qp%|-A9xO0KZ`wljN8CL`_nwp#gI{j>w z0%q7Vo+lJ*f)Z-dc~^chqMyF@z_$q7Dz-bt@{x8(5f!J$WXqLOgW z+iJ(O`ePE#4K|IEEbG64u7#voFOE9(2d+MDCl34OMsiZkYm)TA^^|u9PYfHX3zFPC zL0|)2{2*K^0ckfKyt&}rpV~n%kRg<5Tuy`$#0SAfbemYMd!eCb|A2(IpC1ehij>OH z@Qk&xsaV97(o5@uiboyd!JmoTmg2=U*^if=^CHatIATsP!L+X*oR^MgNF`OQTA$dV zX@vszjGl*B@0;E2Qx#-$xF16VVN2 zm-E4>M?2&}-FMetmmLn^5OzclO>xFnO_-}F99sNQFr$RINPhLXLY96Voj@-7ujTw1S zRbJlRVPBTqpZsO6bi;m-$M%AQoHBc*f@KQg7uLezOMYn>8pzIKuFMCu;-)(f0OwtG6=`_UV$hNR;T2Mx6$lTKXr-Sf-#xP`H?PEhv(% z+eXoLECFsJWy1xFKQB!9QU?vgI@h1WyJAp?P4@`nzrWTA_$}-&**)F2oD59%M#NUzhu4dxQ%{mDJSuo@O*VON<9u+9X#=0_d71*9be1{W&GbV$%C)8GvTjJ&3KnmAmw(JnhW6oxbxGsq zYq~2<+Upe*o!3#Op-iGG?C0e-Qnmw%RBjiBA8Z9vCH@Z(Q6+cvf|ab0Yz5j)B3|_k zkxf3sGczi6Y!Jk<>(D~mmHi&>JdGDOX?K@h_F0AZuf-uftmsCCtv$jP6lwUUOM_~4 zB%45a_WD%wl7qobHUFG8(#CNlb`e&MN)|9)-pf65J3aE=@6V3h(GoSn>sL)?bCK>Y z*n}`Hb7cx{KoD;`fmC?3m|~|=^oWs$SY1{1aQz~x!am!?XkG=H%57`M%1gQCZ8Y|= z%g_uHR<2hnc=8fUo!<1HSQsl}Ej54OyQ z+%hd*f+?Zara`g|$=zYLc1|){w8`3ic7St8;6 zjv18wSMAwE#d(n_yE%Qp_CZzgtfiA&{@|eUyLzIYPY~6EqSL_ziQ;VsOHJ7Z5lVa+ zUxHoIt9GtIs_5dp|LwBFqaSB-U|O2u2EGet4`j1xE7&Z%kz_UBg)As~J#hPJg`2CZ zgybXclTr%yyw{YV=u1jcfHhE~Ok%i8YyC)V%J(bHk-^z8S2$kd!j^djC{qkH{ z?)u2WF1AB7Tk+;L1xxVg2RDXFs#Q{%X5Tzh_O)k6>z)IasRkn>%ZW;vnOR|X#VObg zlrE*GkXdFWL2Nsl=zy%Ns|=rmp|(G&@Cam zsT^{)mSF@(dPem7G!xC?Nl!EMVgFSMyD>%FxU)wu1+U2e`WaZUzdYDN_V7!l6MM<6 z{;HHqJX3Jv^(aF)Bke8IVXg;j)xMDr^o8Vc1H8HVjVd(9#@I)ttBo`Mdn=qyDi%4K zYE7B<1OvH)^mWIUe`(1M6BWd4Lp0t_NnT%4q;EF5QEi0YqPtnHo-8>3oDE3i5?*4|4 zgQcI{jBH9{asak<=7U43Zu%*piCOU0iIJYM(|4cJE%@UD{fkO%!(j)TM~y z>=*A+6f`*VsUo^Va=npiiMeFxU+}K~H+YvS4!LC&6;F3jr9SKL$0A%SjQ@S3Iun@S zgad2j)1ct2FSsZ>Vh0xpp7uAGWubmp~+sON$`oPYdX417JgD=Syal^f4B z%GP5|uV{?CN4!I@@WtfH;fP{OwAWhG<id3_eH>DH`A4>5+DD-VD8VLpfvq) z+$`pPr#UkHIAzxWdTdMgn^vD|=k%TD+q*gNW%KD>A2Sqj_(tdSz?sH$cC~gYW0(H{ zMg4qE!LRiV$QxH2}ohSKMtrlBT7AU--IZe2Srqo6^4Bx6#$>6A6GpksPMPCoPQVNey9Pb7(5z+@@ zf<5*NM1Ou{m>RYB-u_SQZ1d}u$_9tkRyD?@OQ&}1pa){t9fKDWfWKyNZnG54<(=s# zWyRkRT@aJYkzBEzl+H9Kc=T=}vqn=vOeiMVBu(b~``vwCyXy(pSw+*uzTz~fOT<2v z1H$CrJ#q$K{q;nMf$gLMhQnc0OZ@b?K5VvgW;7n)C8{&Wt9XtTVmEH{Q9DA;;rNbD z5wP75bW^jX4rPD+tEpzbsZ%rL4o3MfI^VVqPY$8?jC{xamFHz7JYBwn4N`Kcj{Mu> znHb=yH0eQZ%^Se2w1ARG<9n|EO6UqrRi`(5PR_rkotrIamTlrQoJqbXUwiWFSIO*o zVBi~pJuz!b2)%2{Z26M;(hS4PG}NBY#cZ42mRGuU+6-TVM+u&s0)5nF;GC=2AMewM z<{HY8@EW%{N4x3G

n*RJmR1qsv3_?qyJA_qpw|%pAvjDc0+lRz+FJUR`T#4BXqO zt5hlOcNFBMZLzQO_AYBFb5?{MM$8;iIg4OI3{-1OU>BTrHmO2|x4XXiq-4q5yqK!Y zJadPrBF_qyy8=3fv&%&w=lO|*XdRByI58iHXVK94Luwu(5n7oEG$;~xR z*lfyp{|w6P^$B{@pmSnBHHfi6i9^vrvMC9^wv!WUy#1wd|8hojrqIxl1`b5;zWUSi zDo-1q6W{B--@ECTEb~bbC!@y+iu%s_xnE74pV8UsQx)Hsx%`m5;Qh3Dx!&0Fa;}e8 z;a_I=J4ghH{Vns-NE~&)Anc-M(m+^Xv`KUP`73A7&CO6oJqNek?fIprQB(c9AHOOu z9Ee2D+zd1|;6Sx^Vg&v9`kD;q);LpKr6)PtC{W;gy-}Bh9@eyJy3HM?k=@~?uP0)~ zI2nyp&)}svrPQps9WP@D$SWof&i2f>hhlTx-MkRahQPb=C`5Y6HOl)L-Hs>g)b%GM zCfMR8X6O@%KvW@70khRNcy%Z|LKYq{@vf4SIw(Gy66}Jh6&~bUEcm7~_0dafi}uZF zUgzO6<52Y8PCp&(_v0Y{xzQ&Xd?HmQ`kSey8##G-Y!|i(L9X4;%pZ~WQ1j;b`n5)Zeu#%FqkAs}VP#d_%cgVXoY(c0PO?K=o4okkN! za)XEyOJ+ee^~7$vVd31-t%3adxmh>XXUdT}=G32!jSS{*u|6e|^P5JB={G;M{a;3%>;g_x$l+Dcm`hawu}nd$ppw zT&E!-75vnEk%Z!&qK_nV3_@_$Tc3$tkX<#f@&lCEbgh|dr&ZY3|GdVL+GiyY=mQpo zOegdN&!<9Dac}>`G1$p_kWf01-Ly_OoAfU8ubTyyxct<<=WZ2ET_NWa{n&@5OLu(E ztK-!ecZ6|1-)Bn+J*Df}`=jpesJctcHe$|+5$7BRCeb}-XZ_3`#MoH*>V*UEGpg9f z_+MQXXUI=G-+1r+?6zOqolX%uLfK!t-F!Rgaj`o@$dOrWm5%@o12@C80v%3Dj2jKsE)Bk)D k|KCFV|GyAlZ^%Dk8TcpT$x4iw{fpKQ(h5=~5}&^Q4|7U*WB>pF diff --git a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/dependency_parsing.png b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/dependency_parsing.png deleted file mode 100755 index 9265b671735940ed6549e2980064d2ce08baae64..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 59583 zcmeEuQ*b3~*zUwmR&3i&CicX(C&|RNZCexDw(U$Xv2EMQN%r3VIoId@uj;B*t1r4% zzy0;|K6t+sDkmcf2aN^&?b|mvaWP?qZ{I*%zI_9tfdv0N6MK#r^!Wi~uOKS;t#ShA z=-W5`Z{orNN-jXB84y2F2HuB^oi5_E&IMJgXUY%j9?t9Z7HojPfZ1+QXD{T#Q%^b?mFt~gNk}yfR|`@ilEnIJNNtFzpe6`4hStlJ zFoyJKxziMr^mmNTu%Bj}7PXGaqT>&4l9j!`od{cEa67gHT+Mmn2vdTQnmP^=0nk5( zF9`v^Z!##lulnbSMK+*<1RRI7MPe+f6ExO=^WH|MWQj9<7<+P|W!&sW4+YGnASFCV zS_EMgGElW30F@AQUqQlIoFEo77nDW+Gl|QC0F!y6#V*WYuxqL~A zck{XQlcGVzvN?UJ!<1xP6psYtCC`kPbBhXgbr^!qpb_WgB~lG2A=yf5FS$T^hroaW zoRtm2m}o06`DWwm2~pw38~S^#MXjOA2eRa1RD#g7kYHj|7>)>upMPc$p86T$1mY`< zF~8xn33>}enQG$As%mvWl_P?y=ozsW3=1Rvf;EmL@Fsj+42iD<`Iu{DNy;1Vf}By? zrc>n8XfyUk#~_m|)5U%#`?sP%NMe@2#UM6BpI?0k39|z=N1hjB1x4U}*N>oT>LC=) zf%Rsg=+oHbWOa%O*@Y2>Wjx6$N^k~1uZVKhXhb*(A*%^iN!Wk)Lh9iK@WKcxS^A|c z{gh|`QmKaPC0$6Bs8lR$Agk+dBdgUahX*AQ)*O@Z>SE&I5owbvG%-&IT!D$5RvG=v z_SdN?bjc}-QdslR+sSWy6$-ePr#!(j2Yn^mgLin^;&Rw;a2!+>JwLxBkYs-DBm+JO zP)P-zsYe;J7_bi5Nn7El&u4s`M?_ zV^Nj|ZK{D$FWNaoybRbF(!DgMJ*J)quXJYBliF@Z=7#UltrV@+yYmw`1s<+|csTn` ztwAk-Er{)Q_a;X=V#fG6cBu%8*lGc&+-X4zonYQD*+#7cR~~f_;>sTiWfEg8527^1 z|A(Xe4*v$GV;{TkDn=jzxf>O*CdS(1WhB}6n zR{2L}@_*=|LF{|x(X2^~l#~kkH_OK$6ecM%>@jKxqmdgj@%fzMZUVK^dj(({RrU*o z=Z{47jM?m)w@^|2z+uKctJzby*ZG#Zu%xEj8Xx*U?)Qf`xU z$nhtgShhIiZnO$6vC~pZW3{XZeuMw?j#(9_(&)6O453?I4c1y~64vN5wBR|jYSK$y zk=5j5P*M|FixOp8@yx|_^ssnieUu<%s((O*+qTXM*xyQ8EMTpMa6U1iHS51Iknh0G zvIV?01H07rg)V&3>KNnS|3d>3ARy>=l4i(pV5n0HAl&M{4%OY+;xXQt#&Tjk?Ir9e zN3I@^?aCIvGqvqeJx5J*qS{=;F>C3WJNY2;=lS?Rj*U|jFBfho6JVj>(s5-D!=WDE z8?~|O>289DAbLog!(ja_(Hg?hwQEOs{G8Ny z!oB|b`FGM>4B=9)#oJTucZR0Iv$=&5LGK_nqNv{YkBW9_xZ@Rkp*>I9A_(5Hb}!Ab z?@gNhe(u@$zu48vxocg{yP6uj&6k{xXk&GzYfY>Tiwzi<-hira&(!Tfz=g9E7)>## zt1nT{pV-f6F8sg(?ZnOX2JHR=e12(Aic7QHUPqECV9@%sf<qsJ_y=9L!V7aQKI)Wn;@6 zsj*B5Z{3CbuegyLhZ}(-mz9Y#MadjviSP3MuR=e0+%R^cb>V#P)C#0o>GVHVsy{ID zJ#mCHkx7K%IxVdAhC2NhA0e)p8n1oLsy|?1BfU_|74UF&df0G7QN~J>CT=6XYF|Lyu*?^0y2C??6m; znN(B)QK`oM+v#XO*LHnJJ&jr|@)VGq#Mu;q9yTZBXb*teExp!klBBd2!vP*h)(g4u zEtP4NKDl8MmYYwbQuh9u)$zR)vOPeq>@5GUPokAMOe!7~|L#GDPoIo`;O%z~;_Bi? zl3O>&yba>{5Lw&AQIQ9o;Nf0DO}JZgy+zf>RrgVdtWrDepGzmcCr-?Mk^Q$@00)rj zcDy0kK@YG1iXcKc>k!NvFT+bL>E`qJ^Nprnt%x1C?TcB!&p=2{Xq#{r8eUZGS?T)PYZl ztEqM(#}AravH^+nLK61<&CGQc`zK#sDLRHqO`V>IJMgRBwhChd7Fnw;zyx1F3Ks&? zF}ZPgi#^v{MGEicrJ`TeYaR6TrgC`nl|O(;ck_2S>RBreS&__|*_0J)^F^$fy8<_> z+B&F(kRXkt7qu--r7EN#j_FUPNWJUOmaOk%s2|^ZZ7O^K38H-p&OshD)k=F0frgV_ z0Kp3tb#7~|y|L#m2>RN5SH{X|M!;;Fkn)MSvT13x&&d`~fZGs5UFL80 z^*5^m+-9-=(1KFh2bjKq9-ldD9P~MYjz_*<|4lEI1L|$NmAI;UUMVyE8-?DZrdM=L zk4|6r6tmGr?33djPjfpf5M-VwLBuQI$5U~(!6~mLoIMYDtsPqU-@7dSTTk$Z5ihC@ zKHxE4wLL58{O#MEmw{7~qCZc#E9^ht{1=^B%6*Lmve#gH4uS<&G%3p9qTIc1Z2jMY z`IXk=9<>?yYV_Y_67Pa2gmv5Lkxynf+iwC3@Vc!bg)qC@aSo3C_7r137{7l6^mnGS z^8$U)_V^3WVn8lT%rHnnf;(=s>VctkQUq)w^*g%`j4MQgpI=&bdPQat7yi$!OH29y zSD8LB-Khw7heDeKz5|y5_4}RratwYe<2H4ctN}tDp=bDc``P0!ZjFaVloKB|?baZR z%^}WddSkP8+|xwEGqm|a=VA{CQlh|jPO5o9{9u!~IY8%Y)I*grx@jajqCD%r&j?84 z_$Dt_9ss;x7`Xtw=2@dBW%LGJ(KYAnr_Sv=?BZ;jn>`d& zn5q-bv)s@fs{!7oZHWeSLr4Y1_-^bJXZSczJmq&{hb(T^N$W85fzHLIW0ZL79;64X z2`BeCxW_q75BeKm75xt6iaLirlT$w6lXsA&DZ=Ymb?Vvd_UUFxD@3}TfMctSPy-HY z4Pee@`EvKE=#Y#z+bW#ME}3ST#Lmc8y&pjdwOuUIPY%r$4~+M|mdob7v;W??Qv`oO z^kNigf1WtO8q{G}_OblD?2?MN(oBowGU0DqA#&*fcB*2k9_>!Y$5 zV|f!@ty7{Ke_4ZWW*$wrx*h!O23~M>w5W!c3U*@KN$AjMOmU93qB<{i+74^|- zu}Rbr{m*ENQea@vdoS_nY;cC#vvHsf{W3LFOcmQpui>82OXuj)Gpp%w_h-xinJ_JT*d|Q6wwT?Dq z#}sDQw6mNk`kJHKLrh2_ir!O|^53m!BXT)CLvH~2ytkle8{AS(nXR>UK&Kl-?*J$E zf;qXC3*YnNv%P47@Ko&$N4sU#D(kkZ%dt|6a!jTXJ*e!zZ}?Oxl-y>+@z`YVf^at< zmD_L2LJ69gPLqQ*^c-F0&qHw_ zo9b=YQT{8W0XuuinLaxWf%^^p=f|U+5Mg$%oafQ%08_rr`)0WL7E_F%t$}{tP*)M* z2~R|feL=m&v%Oo_nJqFm{KkVYOnYl&|7RKDln-k{G6#f*YdyXJw)1_lB zxH`oR>V|U}_xSceBj36;|A#zb+isdIPdK5wfUfHTLak~b18?!wMX5I&S5>_TiOv$T zLW9-?U>RaX>4mq*)Gj*pU9R9lhq8a&JCLael+19>N<`*QF7v{_DnVTMv+sw} zf!F=52Tku}QGrY}jSc2&-cqjgII0=hMek)ZqFY(H*~~TnRc~tFH|w0hFStp#zxA$P zp$0rX3vW8%qedODvM-Urt3^CrBrP3yvTu7G%CTJAb3`LOCWJ@$Oq-^eZ5U%<-r=4QU0cqnaAH zD9i0-_1&!@CtMdd!rjkULt2>G@VOWeeAQ;ZZH;n-`l=u)DY&1134696YknblzIN-@ z9G0}MCcv|y0%mK~VM6zA`JWxyLZ{GF_kZoAUxd|9{_!-J`n+P22`DyZ&TdLRARqL5m2=#_;=KVE*`-g1(FF%STm|69oU~GyhO^Wlf&(=}zrSY>Gt0gGXO` zKkQopx%qj)US0P}&4K^PeKT@?UsWz_D{(?#PC1FDtX_7)u_ug}X6*g63ron>Y?l6$Udt%B zh(GTPfnfvXpV!W31R@ucbUOSYbo7w4j2@|gsy}&!uZxh=MDU4&drP(o2u1%lm^l{y zX;0cL<8DumB*p}s909BCQ;o_l)Q=lPkzz#TZqop>weL0KfW5OH@yCn4Ce!}wF^c^F zZjCK{`Fkn0f~1;0=Y8~vOFIv!5RY zY6qk2ERTf~&30}-eSB8opav>`ylz8j-+L;a*+f-wK=dVI^I?HLFdEWA0xtsCdj}55 zSHUayuB;mp7~5}nnG)S;{Oj_^_kR8O;u_gYpG}69%PzB;5VW3p23po70qI`3_~a0% zlKNcRl$dU?X_TRmCS@~YKBnFk_Uq~-)IdD9e)Y4Kjg}eThU_2qJtTY??<1b@h}~TV zex9bW+xq@f`)o(#>~8b51->K6EKND5&T4}uCC8qAdct`OL7v2!5$CabVD-3LFg@_E zAMz6dYBv&EJ3OR&VM*dFIKPp_4(cjUsWQ!UZbhJ*JN@gDe*-=X@mp)yfhq{ur5hP5 z*o#6nTg%O&t{-K3C%DDndY?nFy&-%pE?i&;ZiQ5ZC(9se93Eop-aDl@{C^C zc|iVwe(}dwua@P%=Rx2*FY?Ky9knm==`6eSa)j~^GlP6V{Y+jfOh!cayz>T_T{Y{q20w%`ex&B;?=cD`ZZ+G@ z?9nw?GVA}IW|A+J_`~LupTF9~b|YF76pJ1I@s4fdzg$3*hXVKOUIel~4t0`ob*VrD zY%{4}i>Fi=u|bU+{X2>In$=3 zd+K%|?*Wm-)!!@5PdSOw!_+^73w8)lI=A2B8F(?Q4YBU4)kQid zHE~hUzLP>}*~A~8BF6T~#qt8skd^WywGrn#nL*V>SC=hwf;|92sd6j;vq;i$f|!_W zG)*}zw(g}UEJrqz?^``% z44FOOm6+~l?_{;V&*Cif#9g^0#~dV;DC&W23ImG^ZiW#hD%SEk<<}EI^m)4QvG6kfp21~Wn8&YfYT_>`T9{Cdg*WmC1uTxB)I>3swda*6L2&n<1yZhPHkyU^ zNGwYTIo95~g?5Wc^kPxAyA0P6&@mC5);AXqJq*^|3bgk!nP8lByMe7XCi|^92bp?i z%KyFr(r!9&Iyvf?z^QDv)Y@`SC;<1-3w$Y@QM&vzSi3;UT+ruuSkJ}(;fpb+pvPA| z()YOx-XmfJO$6U17WKbVp;nt6j@b6SLKOyoXnvo5vGBnCAoblR&lZtfgwBjOHx(7v z!#9DM!*w<`X5p(Bm_zp?SqI3wPuzCU3mVwbLZUf_F~6JTmda0&BgtM(P_ z;Gr4Cn9V9U2CgbmBVo(VI?wg+hIJ9D)|R`6l0~8h)6WU<8OZ#*f+lB z2?pmKEUHT^i}wAlrypI$e9(vA2Ou_tem|3eR23}gEk>?l&;K+$AHwx8`39w4%3z}} z;=kCp!~T4n;S3simb_ccm|XDUC@(-Yj~w(dvl)$xP?sZy1hciG_@3Krng~!VUhaE! zYy6n+RUx$_)HLknIRV;Ie!rtJnZ%nX@j^X@7jFEsP8BROoNqIm%Sa&hVR~N3kCgQ5 zHg1WlBN2W*qb8A>X#l_5nvplqJp!~C>3t;8o^g-FAq)Xk{rcZ?X84AnQS-XSmx|@MDwT^lL;=yB_dlp#E~=!G4mHY2AI>;i`S9wpkYT9_gp%JI4J8D712wBmnBiijRH zpnllcYlC?aqsiROg|9m+OapE)X179z!c zz&_3`1x20Ri*eh)X!MvoQ>N!rPq~q{-%mY|umX0?%Nr^)akXA078RH~I}zqZWdeDa zP}vYF=SLS1epWih4(VcNt~=vz-H>ewENz2?Fy7|iL{qKx3)Kqcjc4c8PGBZ)siLzN z{pWShhO)R5AVx!4!~??Bvzck#WVx+r!${0+rcOX1g>+$v@;|bQ#%r<;_i1cjteN76 zY^$3dIObo~#jW;+yP)h(Nic&80(zWhiFB5e_YR8v)+Ca&(kQ~;H8WoYlW9(|!?J20 z+?%HFT^8o}d=mb}bn}epPDYdQiAy1M+3TI(`4%*SI$w`X05MxKuF< zXHUKdTFS76@NaeViR6R^C`+z~#z_!?$Y&enpDDmO?(;-ejtn5m#350yLVd;8SK=wk z#wEf4Q#(Y^)bj{}XC$zQQy@YRhd`ZWoyprfPH(=W4^1`$9@xZVw6LpNFH9m~!xn`M zK$d59<-?=^H*)@?v&f)eCkmOl7vy7z69@ied_o9ad(pk|Pok7nXj4=6OFO!NTt7#@ zoSW#~BDYIhB|20!;s!7C!prv6};*GC&P3i-BWab zL0pT(r~(!7^2N669F=2*Ef;>~baF_zC%WH57_)NWKy<;c%uh7;X81kehmY)e-EOlI2P|B<=&8-3v`c;}Y{6yGD7h0P&vC0n-I z1q_m)+Y2;`{f#9OVfsPhzV%X06JjOSu1mN(!zETP4_TkbtQ;Rkaa?a({Q3|XI1bfvF>CkaW0*JFQ3Q#~bAo?BQCLcW;*Fu<2`xgu;xpdaf z=?ynk>Y8*sjMru^xmp~GYbj3rBkPX7WF5~=K97G__9=a1Eg7`oivt-Vw@4clYBs{a zn|PY3QTY<2iSrthW@HbKE%@5Q(KPe z44D34`%B}HDqL%QaysKmC|hX|>_`yeoVI4vE-?^f5N$lwt#JtHHibIQ<3&Y8(i$Ax4?K15hmDoxtd&Nx>|mqnvs&z_dnc-0#6jQk zUu*WyEhCd~eRuusP^k!(7oCfocl+wd&f>Ibq0U2<6PN|Cl6^Q#-hKxo`y)V;{}_W6 zX`f4%y8WFK5CjRPD>&^4fR(E57Q1_VCE92h(a;Myi2q# z(K3@KSE15u|K-NO4L+1(ek@5i+udH*{XwcXjJzA+dNJ=L$hznqRNX(es6$~4Zl(I< zIw_=;p}6u+B)U5c0o>E?#5(MaEw~ZgbH@WubRpEC^Ix(l#QDMh+W`4xuxZPqu^svW zlKb+K{PKY2nv@8hhSXJ$X>m=412TnDDgD#m=yc_sKySDvV>h$rX(!_od@_Mfh=te7IA zxi}?ke6MI;~$HG)_}Ui#5;%;uP(ElS-j?hA$P4i$)FIUTJN9%NtyziTnb2JtJFpRV@h zH2NhsnxO`^QjpsUnjr+}|1T+}poLw4h7@pRp>Z@G9s-tB_R>|mKZTGF?NUaY#8!3n zremk`?F1`$Vl;#kDGlD_Y(py9S&I^wpUX`_dH9D9)pQmdTzN)=_uYH~Og`}^U^%pxCXVLkrG+Nu6j^Gfm+<_u>0zv{zk2iw)q&;xQ__GqjE&kl zUwd{UH@$&iSmpBWxGUKJ%m1(-sN2t(Jn3QR`c4xx^8?Uqw5~v^ zO;~>?D|^vzjQW9P^O27C$W$W(H^HT=b`10y#E^iY0yfWA()#mB337lDkcEu&Vz*uo zN(F4F9cb=KySSrM%)OsU)3@{yAG?Rg^AaUh6m2xKZ?sZ!0-5_c|EINkhjd!9!S_g! zY7Z=u`Cfl-m4^Gz7#zPRq>|F*u|4F2G%B#oP&=00Ij@Hha^hf?md*x;JFhcxtyuo8F^EH_p}X?6T}*>&7v+jQ2%iw_LbH*jAkdFcbm@^HUZwieM_Rzb%y;KzX%6jB4d{9%w@?AN(LacbC^URAY{2~FxbY$UUI&Z6j52xC-g zRtFRp|L&aLVXJ!yD<$xSyE~%?M)oLrFIo8$rj4hMo&LWf`4zfq`^2SLV)vWxt$7H?_AmRD})o z65o*dVDB2!5nbf|+@x)b)L84^?Yl~Kf=RBLANDxE>^p`Au5Y`iqE{pFWte0XVE-`q zKva9ck4@wd=4CPu#7bbtdRU|FHB6UVt6;XJIgpm+cehq6>t&ZLpbP#M?8y2K-yQy~ z?_z|WMhLZ`9>zE;b_+^ksV|oO7E^>S&_ln6WFt{pHrV(dp?v!#l#LdeCPOxDJV>|j z3iwhU>m~0hDLoIs!hR)A9h$0GpcVP~z^4$6?xJWGE7~CRzw8})IREzlR59lq~AREkex4 zahJQJzrddpYY1g@GYNO>B#naH~VDmMeer*0^|7Lpb`-DCPU$x~pgE{gUsTP+$ z^tL2HC11$eE!We!7LU0$%jO{u<5t|qJGtNt7I9%;0O3B>>ofIM-_jn_h|XlRKPdp(29m(f!D4z1_J7=XDP zGAl^XF%*ph&1aZg_)h@uB=#v80bSW8~8x zz@BF$;5l(sv`49)6JKmG^?Ib8h0gbNy3}A8K39Q+PIxr+YSytE<%%om0!r$3eV`jG za;&{YaYYBeUDyi=jhp-3c^kL7r)Cq117{~+z(iT9u@w*al-aUJvRq<(F3}SKW$#!U z=K~gW9Rc9hM3`~IAomm=>RCF8$awP=o+5e}ay|pE2cNa*53a5;{^}Ff!vvPW#zHlWpe<^ayF6d?T>=bFZyTaCM0H{?%FLmR)s+LYQ`x#Eli zLw+OqQr~{Nb5p1uE|E|B2sp&l)xFaVshbg*4U#Ncq>!?YNa0mQuy{v`O7nkrNapke zp~lVi-bq>F%&FkW=mb>k##9eMu`di<#|(r)73wI_7%sk>jk7trDtY0v9=G zAO-o$g^%IahO&5KSh#~cPeuWCK&efk^2YREbDF~JeT2|8PV0>4`01*kl}R?zZ`d~` zL!UhDo*46zhm_>vBndm?Q7k!ZKQ>#!^p}L(C|6pBUwh8mSzbp+k@VggmAtDfNQyhs zBzd_*y8CaD_NALXze7YgSy#wI53*M~h6>k^o(;-4qfy2qJ&~Qxc}T6m+a|o(hK~df zxFEW&zNU44lh#F5<*hS+c2W_+^+fOFMeM}Cxha*$;ZDgymcRWPUEw74EF2UnT0dVO zXLFjphu6CF;(-i~GuJ%ov158%R(D|EEFPWnrPV6(!H#UWqtqpI%rSP~9u}u{`a$Gl zYvD)JWbxnkMnj$`UcXi#NzI$gp3Osa_P115@GnO~%o8|NLjO29A2spYTSeify)zG$ zX>~UiTK^jE4Y`}Oxd^0&vizM5`rk$v!c%~Pmg=nSU4fb@*7dzBa=Y@2cmoyFk)oPf zzf2&3TZIlO(}227^lLOPxDfHUPs;B+Z7My-a0vAh$o||4o8ofWAJ1+2-0dgTlS-m; zKXL(qW~{5chY1bB?u^ClOJZo;BQA#P4`QCKwtCxhyg6dQtfvFl=E;K+!yR zS5&`9LG6GzZ+0IF#DgZ-bL)$71|xH6;IfXFec#IAvNYWYKtAG>>^E$sPvIgwNhITA zl>KMamQvzVTZ_=8J57cUFWNtL8|5$sE~mR7y_JI(iruIFaRUrvBeqW`9nS|;3k|Fd zRzqAE8X0MEy+n;yoy4Lz|6|+!AY{lUaIq<&#T#Tlq#!w*#bvN@qXa&aikI|QV86Sh zjtXzp;|aFC0Z2(v2x0C3$9J%^OKhb;{*%yQev(m?=4{tI!6wb53cg=g^O8+3+buh_ zW|3COz#{r+<^(ZZM7Qj>jx8YbDfbgbN3deAwbK(^#RY@KrG#l(BETe5VNj1l#cRSW zx78K>OH=A@K6X4JQ@WcuuE?J3WHcjJbCEAq_xkeKz4$`AdgI(@)7k5YlAcAZ4b2v- z3Jk1YFMx^L=Tn!SZ0<3>e7U+hMf1SDLX_zbR;v9F@RujM^KBs>3lc-c?jrpeRljBX zU^bhPG1*Bb?s=5Lfn?I~nMI=sn^3ijgKxg<&Jz%vk519QuJgwlJ19bTtj6{nOeq5i z_}x0oSKb@BN0(#BR?X=kp#76+QhkP`Wm3eUNiUz4tbx;|Q1j6liggJJJt)~T;L=C2 z_0#@C7aS%O3+rW_kFST*Yo}!5e)6q3q#yXFp~aVkkM}C16Ft2JY%rcFWCdNMLGz zR+Ngo7J(*~opAOrJ1JD%C=IJm_rK2DD2R#2;G+U3CvK^TLi^d+{azhvD-gdcBoqrW z(3x`VG)@FUhoHTJ{?or1!+n@hMF}F@7$_lfl#Z1Y{?%%(ToXh%1|pOECIgZ`YY31QJc$Y4xQcvSO4x>=tf;DEvgZ{K0w;RQR8+C~ z9XA+glI0M9_xP5R|1t_Dq7I2N-yF}IWeLG2SnAGop(I3`qMHB`I}!>S7u~&uK>hH( z5hfFxE=R7Kx1>F;XTdPE4f_0ufJgUWZpmJrP*!nq#qr6{C_62ajs0l2muXmKp-G=#DO)<5v%~g^vc90vnqFYu5s{q~L)gR8i&)pP~6;rUF21k*v z{1{wt8oH@E)>&V%*5E{h_peKlbeKrvm?VXEzN%qo9O{-x>C_|3aDI`6-+h4h1Aguq zcjC<_oo3v&%@p|NH+zD))vKYOnk6iQY>x=vGl4IW07!U1W*JKRRAX{o;+iz^g;)M% ztMB_mo^@RspIffj1~F5ATq72bK@dOLWf*bTX%Hx1QY&FNIrI8SpiO3-;-(u7SR@XN z;G(t)s@?NYc*x-R(6GYVGHY9D?wxfDvNQX(r%A{*=+Cmg9qe_w&DX_)9GxGYAY73F?6EUfTC!5n1I%{v(DW>^bbf1UZ_28Glf#ik+tN>Znm z*iNdu&giCN@Dy2IT^2&15-=)0jsX5}LN{I}iv?=Q`w5Q%4l3ub5JTlV3%)+8f1>&M zp*hW57yEMO*cT^@6tA5Oi3`r|3_iT+UULjRjr05|sa-WlgFYjH2P}iKq_zvJDJ(0H zaYoS2$|*GbWaeF^G}(rxtKp4_5v_E@C{C-kqkoANA{dfr;0bCqf!OXpTCJ*f5wf;* ze%9>Px2KtX5_L9+doCzJ*FGaf3X43Jvchl()9i09>)$Fh!9^b?RW6{Dw3(hofM9J| z>q*akU#FhDYLhic`Z>AK%zcufArd}m>|(NVjDU|frUw(|@i5Oth!>;u-vo^ZA_(qj z9&^w_F{w0%BF#u=7-2{Ju>vEr>F2Cv?x_W-{+oOoA5i6#d-mTr$Q|91gkqVVIYj&} zzG_d#a_cPq%l38BxToXUlI7>5)_62uI_F0VHE0>%&m~E5m`M?d;LYlBk}>+Z=j*z| zH0&TT_02{R+gI`$<MNhk$% z0HbLl@aQDmEpVBS@=sZ!oj#zJC-c~37>(d36?qMKG9ESToNkOfNSxn&)@jKNlUSF3 zoH#Wg;A9rIVog?3I?jjo-AOK_%z|&a~KtZ+Q#{Yl*3&2L`Ls;zQC{o3Uk=AqMh30ccb*f<+pWt>RB`^$1>iCesJPa8GxjkHi zf{WXd7;wnkdMnIjL@PX|O-|0Cq@@*9hX1m}3amvY08B7t{p$%)9upG?X3o}S!f9<8 zRs0w-aqLRQ6TP8&Ng8pMSeq`uiM7rkhqt&`2NuW!^41R9BbsUsDqZC@GKhf>F^Eyu zVIqB9?L3NeO1LRYB0RA6dV66CG5Ir5yLjb~U0uY8xO-6>(61t*6=qD7pK-_-a<(;y zk&b4mPmY95)bVG_Uaz(@mBlXV$uT=he}JN~HDkmQ;q|*Z=lip_ti_7|=S9*PJ1q34 zwc3RYQ-UW&=CqXytBLAm>AWQEBWw-Oi>Hy~3#O1u5&QhjN;|2{WSz2GYLPKee2r3~ zw%FyCIyrN@w;6n$CsVChF!zydwu+k|%v9GNj<$eZIk=#VF2jhkA!kCgA%SlaNj48| zd9kw3!HH6RQr}v29Aqp~rtGz9J#W`e(tdn-H~Xu^5k;<@=cCyzPy09e8W6pK;mY3S zlJOGd#m4N_+qG#7Jg6wi5=;-Eg@$B%x@OB<;^|`7cn@dxb`s4f90rLyng;)@ZlYL_ zt!Pa#O=wT%rqiB+dBIJ;G^K-alSeGg(wnPD-fs`=e(1_>$(s=4BQ`5&_}h3MJbkyk z3rIboaZhf$Q7SLuWw%tfh}<9-zMkEH+-4@Bv-=7*-;0BvPg2R%5ARCO?y~zQH686+ zoHk}Mz%9f=(F6+1%Fj7J$uIXwHdqdhHRXQe*PTI3Lx+sUII%M&<OmriA>3H@x;=5R*L4SJm|n>pT(WNgqmdJ0 z>YgG*4yT5u>>N(#! z#V&?D4U4!b66)(a(piL+u8x<&1e#7DDesO_|Hde1&C$BvKzg%mR$d`{ZNLHmbAmHQ zSB$X8QA{Sa1Y_;nDx(pu3annKYBd43U?~mBA^D^an>3NFkBp zwW~i3h>g`BGa?-JPAuAZSstLm2g6V|#?W&X^tF!_!JC1>CAu{VJL0N1f!LmvXxa3NfHi*GYa?g z2i-2sTrAjOriH)r;yRRU`Lzv_GP_Ntrd(Y`$xQ((R6x=VLb#~X;vwoZY^;iN_~MGk z50OFmmOdEhixH7qPrR964aOV(xPOb>Qc1@lm5J24?IET&d!3E^ zrD0rmhkl_PAdeWvD zuAP;Z8PPOEyfG*xE(!m7vixZLg%6jwaUr*Rr1qJ8`hpUF28-Z7xR$ghQeFbExSKQ5 zc|C>nHKpwnH=K)gqFD;(>v?Kqv~AU$^#-B#FK4we+TODDtw{ zJL-GtSJGX$r-UpWK*_#bUB`;%x^-af;u9sDc&c;1g!g;VvM%&$50nFI?Zh`V8y|JU zT$2lL)1>qD-2C#qF7)RNQ9Fc7Kzci15U=UCd68L;eK`Ld-ewo&JpZj-Kg_H}<-GpL z_E9R^*=#+A$RE>sLiixMjkjWW!+ginDX&m!`{*L z324!0WOx{#{mBJ`t$5<-E4@G}ZdN(b40TRaOKO{js3ncyl-wdnFbj zkk$wW(rP$)3cQB1+vbrJciY615*zhcO`)locj?*ZNG}=2lX*j&ZT(8&h}o{7!eY8w0N-49fC3S<_l9@AS`k2)&ehY2HNKi z5!qR1h;Z5GINztJY@MUetFF9kFA-CfB7EwVu^D=skgh?_Jn@f92Ib>V{j7hgzxsW! zSuV%obUAb0^|1Q=75#Z{b#|2^19@l%Q0p*{IqM8LRL+<;PcLsJ@CNnmFKl}j_J1BH z{oUC=@lV^%L*>+|k;KoIn(GRj6^rO$4-Q8O67IMb^81?0n>}=Hq5PpPdFwl>?97;L zElBizhSBET-Aa9@*GDK;KF<|JDreK$AVi+FCS#~-w|V~Daak``-iOOAOW=}`;bTl; z-HmH>6k3Ef-#Zw0?JZZ9dEM+gGQV!w95(#yTM4{Dc_ShC_Sh;#DZj(>fB#nND^@rH zPl>i$ZI|L>ysM7fYJHNfa4hR)coLrP0eJW2#Ivcb|6;W? zpjHC?hJ_A|nf5F^G-!?14I^-D7Gf>L-2=w5?Aw#+8B)Usdd2Fp6)23ZKxt7`&4QOV z8`<9%6{W-AK6#3;ECmbSTe|S5SiOM#d+X)xP7t+71J*fxoFnKa3zxaCu;AgL?9RHE znUjVs_SSpgee)o!hH=5B%x8s&wE@bfu}xbqeAuq7h%@ll6MrXx@fPMw>Agx>eUPEdc&1Q+GsO3{GA>^@F&ppOZBIHH=5kN)RUD;*HlV&IL(<5+ zATYuG`nHd(d8-zA8`gxDz{92!c*i_a95JiNr-eMH79`*wS@w5Z#R`yx-SlU!cJ_^ENbsH(EKZeEt04n+5v7r3xZhk5bXv5Q<9WUu?}r8r-4Pdf5{*3azA7hj zn~_ALQkC^7@T1SD(*DYdq0vj?{Z?`PF-9iJ_H11F0n6bz+W^i$F!Ah_0j@5&tNoN@l1ZGcEVu zo|>HXYI5avOKu!DOd-xf<>8;GaNQ|PV<1Lvx~pQ34w%C=Tj&9h<5OGr{&MP*n;d~B z#O~O7Lt+!GfZ9@}kGQeYI-S;PE%4M3e_K%|KSYJ@1)Og#tZ#3k{xTGnyhru^wYg}< z`{r3%_+121c_?fdV=)hEK??WG>nr#9L%#Z8eE|LRyy&MF-kgslTIe$(I2;zZ|3lf~ zA{lQ4KxOVzSoAKfi$yPQROnjUQuoE*(eRx&jXUQ}@cyGAMf4Y_w#p9vf<}loxF%tv zowsY?CTGCwh9t*h8c0C*(ajwhz87NqD%=wl5f`-uM=nDX(d~grzUd82I;jqG8kJU+ zUya@#C@0<@$|yv6Lr}04R;wDatIW6M%sEaJSv=o;ai4bIyq6OHzD#w3d5b5il zF7nMul_H_y^e!s)2Z%v=!*!l3qR}mK`pN~R?iXX=rT!ZB+tNbb(86V^mqnSl1TtnX z1aQ75O8S%*j--{ zrS}@qEj$S8?nRw@RH~M*sq$UrbJA2NN%wTMOP^s2?V6-N(C=X=gyYk_%;{9Vcqs1R z|4=4;WKhdevUvVv@8EPQBg;YpjYR;JaG5tMJPi?o(HUMjjf4<(8>MuQ-jT?Ljg`NK zq~o|wmWqGj*b@>_G|^Y?JhT=+hjqH|$81E#99%i=3JcyrcxP1VI|I?>OqJG2)eoz_ z(-u6v$+5&mOFluX{J%xF14fA7e(WNm(c@6R?dcp^`5z^Jlr!fB)Qx_RSc4XSAy*@X z1M!`i0)tm4k?9^IBIV041i=-^t6rCn?dUfwibaoJrWTKtlS}qxe?i$_Y%4ke>;FuxDMjkz{H#jlbu;A=I@e`p$p)O z`4HY8+FFh447;{4o^9JHJAYb%EJ?*O)iuw0xD{cAe@0b9yHBGLMt+5RHi+difY=qw zMY#VENmrf*KF`Bae<@tBpGl-&VZn26PvE7K1us$d#9UkSRM#N-P0K4byKYJ&Xc%zi zo#304*srzEDe!ji4$yv z7D9LrSunvntr@exQ;|T*5b%#EJ6p-<9JIK{-G6kSB}0yb8}rzdDMYo5sw@3HMN~Y8 ziq(GD6x$;3{8RB8f=y1u`+bb)C^}bmd8`n4e@3NjOaDA4A|sBfyiUMbQi!*-z*B#@ zti1@u5D8M9f(jhoJK|WRJ;$lo32_GYTZ6yE)CoG{6;#wNaK^f`Qf3jYJg_Q8AWA_Q!ig|t4!$zMYPk3x{@zJn<_p^x3|wyj2>F(FGA0N>Oy45@L) zyh+}1wG~K5Tr`w=6<%*%9D!R@{&V3ZZ@n!U7#3#=ETlI$=M~1J`IEABun$g+KtR`* zVo@~%*R==kRbBs75Yq1mx9_qY8QZWCves-#;JtA@p5fuRsh>viFTshA!*W-wdl}F2 z{kZr3gY_?=AMc+a{}y81fAH?u9H`F`c)HK9z+0=P$#L;S_mVVn(X6SMdYylY@~D-i z(_qc>gIWB2C*^uH^jyDiqHktx$F-LAj$2J@DQshxQ;+WyEw^6RHx^nN*U2u~2U6TM zHsz*E&p$kPS-G%ZbHp7gsu@}CgDLKsjyF?IT>{#L*@+G;VlTwSowV@rxOaY$*O$`b zZgAgYL^*<cXV>fXc^g6Pw(kbSX!hRD*E2H1qwiYpV_E9P&bVm2O?uiX=W`2D{A zOZ?VzRNThl4~>ABN;A;ltn|2gAK<(31?K&Q>5U5r>{IPH?Y>ws$**CXx)=F~2Tf_8 z6@k?bt^XLCPlr~w)Vo;L73PaDhXqfSC5}wRxek~jmwJ6D(8Jn_r-hy+?6J8cOMc2N zRNZSTla9hEjqKgP3BxX+8@#ZGVt;U{-?X5}Hw^c}i#iQd97p&^mR7&+^-GX@iwlRT zJ#t5c7NIfxzhD}-R4e&;mRB4IE9uFtMcg^Jf|Q@){zBhbcm`m?Gye;o;Y0D41-I)L zs@yJc4ad8~vHWjYZ%o6pKNx>k*Z3#p<#+}Px9p$3OFGC3Tr)2%>)_o9@6s3WzOccu zJ>0ct^eG5^tRwfPZ|S#RG77xyGpcb99bP$V1<_h6GIi^s%<%q+5q)Yzm6R*>;N`Z| zE#9^k=WC)aZ}(IlQzt1QGgE0nKsSW^o)umPmrPVN91-!o*X!*bn3Quv$~S1)qCLv= zl`ykU#Kl^^`GQ3y+#NAKnrS}b3`8yk-W6gpENO=)_CdvL0<2_(iQl!&VG+C?e`ED_ z1ZUYGdWd#7?pTrKf@Kix^eU8B+p&rDx}TufDf8~cZ#|dOrj@`WaRl;sl4#qx9V&IF zV(mg~+6k8_E(9wdkYdZa-_86xS%L! zUtopXth4`dS`_M*{+jl$ZQX*2zH^}vzeW-ed9g>db+ER5xqjOO{KG?cy3Ej0d}|ML z_LO3YbeShFnCv^`$-mwc4%3u_6Hz1=j#9{LB zz`B}JtSO3S<^9xE{dX7T(SKmw3HW|!mr%Te%P}6nu#{B<=%s4-6L1jmBrx?D|gq$A&7pp6Qp8L?&{l_--)`?6C&QXJ^T{H$6n4+N^F81 z{PKqMjja1wQ)kb_K=TQ z)RmGtI&ZdJFGu%JK_#c6gmp`rMPPV#1=ZliMUoF z?%@0X{`?|ePkyvp=wk4+NlPF;&~RuqA|J#p7g8?ry1cujlep9HWnrLPi@T~9LS2lC z(wCxL=aGr^^1-Lp3u)%!_s$|}Xlq}?CcE5=Z^xJBd+P!K%0rhRK#=M0nJ^=fz87(VnqwJQ8hP5W`( z)&wpY5xP&tf?qr0PKPZs#C+ptUk8f2tywwm7EgNwPVzn>$~OD}arY43KkJ0q_Ivrr z>@~t=9t+Fd6L1b_nz!I{TZohKe&z1N~ zx(qU$C}&M`b$Q>zVA(%bwCVhq*tB|gRH}ZezMpoLg7t23_4SG0h`c#eFIOITJh5$C zb6DoifwQJ5r_YO5)UY$$LC-}93L9ymKUjQH1N-hT4Eq$(t=FTd%>J>Ig)UPq-D9U$Rx z<91yzcU;zHrq%ba{#*CKvz7Izejb!zj9Xab9aDWD{*Dvyj|v@*0qFk?R$ZJmQm!@4 z%nRp@cfU(URSBrU{Z0{Q$vQhMfv(u1Yg zIkj2-(}@-ZUOld+{!rLfAH&P?r_P8)6sFd9-jR-KAoNDhN34_R78n;!S%ap+&;fW6%z$ z4rstA)w9eBE>c3YL8ZqwOyh3|z_ss8}d+xVC+yRI=Om^A4 zrL*0WT9&kOEC?hQ0{EtJPjT%6A&fETnHZNQwu^fqQT|7AN0Qv$ECMf1c#~6=O>6zX zNf*qVt$}LaU@Q`RFRYaA5Exxp^DY)T+>vvks{Cg1(3b9Fw#H{cAej(=bQ>NT;gOME z62|KkF2-8wRLOh-R$m>3z_^l{UF-bHbMVf%eWVTL$B^B1&{H${?~U6en^Ix=zQ#v; zuw3Q}`xiWB#;wXay2$q{Jgy9eq|jGmx(2otfW2{_J>i_BsbLX(0V=cPd6uZ`)h^CX zeyq&>Sx=b1HOKA)0l8LL@EH(%18CF;cKI!5+QHTh_PhA8Amm% zNQxnlTUhfNhHxZ3H*N*2P4UyPx=%LjZ3$2TH~=G z5HAD>Q44b8DKKN5a^F|^LrY3Ecphy?q^<>~#y7}8I0dYGpQ^sGA;1kwirxzqf)ENCE{ z3j88t5kqnF7MNXKlRhKt{75VUZwoLSU8J85I{yi|i3w%ilG)nCEmW~?rvU_Vi~KJ$ zVH_hr;GAXLi<<@@wuaD+AwbfNa9Hue3$Tr(5{4qiTa2r2{6MXt*F!)$3fka%k38o^ zGrt@haPNP|9lS19s0on=PCl3$aT9rY#Wh}GvOKf}Qc?X|YmQxF{bb@%s>JI2t*F!v ziZT4<$}-mpmR3_HKJCn&(>Yg(LA6=>dw7#0>fM~Z3-hbPGG#4W1m0%W@9Ecy0i@~y z+8z`>UtU$=j(spTQ_H%QY6y6WYMz99cf^h&M-k$73do%5FKivEBw#QBmr3on}?L)-VsIsE5X+mgte;`>$- zg6$;oV)l3>xq>>g^yC?9H$ zo^#sFeq>$uH!+>%+&w_;OiPUIJZ#qRD2-x+wxoB@(W&Kr3)KfEWnnr~|jSoxU+fxJTBWQg(+ zCy(A~t~)q8w7c7qS_EDjYc#J&zaAEtC1i+cv)N8uTj#e?(# zvcg!T$wRS*kv0%$ut|kN8dqQQmb;Elo55KFi3Y}fiA*q30ObeIsygVI4QT%lrih;qFkl6&(m!LWwk(~!(2beq|63?% zzJhTBXG5ezMY*J^Oha6|NNPgl5%4(6i^s`OL_%m@AltOLcgticIKm7)1!$cbSzCO0 zjnMY7yoknDkaf%y2ozi!I4K+qJqg_wJ0y8w2nh<}*$dKj{t5mNr0X=>H?A|T7DH^R zz6zU}3NGhU-twF?+Sh_rI@u7&n_7D~3x{7PV+t(lua{KhAW*ZFEC^T-AP67~!iOLP z_9L}r{C}XTJm+EyGU*F}{q7U?5zFh2ha~MN#BSOT2*)T8a9d+?{5ra&G zaP*^W*o2KG>V@(ALtsq@A+-yky&%-r>u@g{`G|YSoXE>Yxol8#cGR__4I9=A5FOmv zY@cMqCW6>{*MJE87De9$nYqkcs(q9$5cW(H+lr9y6U=REj87;wJ{{wm5gQ*7d7ff_ zwG6eud00{S!SReA@6}qsuRnR8^_FYHW9?C=ojve&74pD|*YlRN)s^m1+++FV`Kev2k0eIRv1O`(4yPyGE&Y_wBCg zDb44Vsn=tsh+#oPM?4dejgQcug9F--#s>A7I&W)U76i5gfrz&|{fiia26eo01cIKj zrFz!=D8Kl9OO&6=y`t-4O`>b%J*3k=piU6{0Z(d2okoMt7^(pm?g9?MaM-19i_wAL_15qH-%R^&xr{3b8hhMQWvo8V+wOuEX7fZ zVB3Sa(I479U}Rv;3NSB($O22)hG!0&LZ-;)h`D0DVnNeEF>qp_zJVNQJA*O8*?L_3 zfvCE_3Pn__rdZChl&@KT=NI0qd2Kqw#Tr|D5IBCa&=3mcJ2(>B7B#Rkc)Ma|#@9>N zmulq$()FFDa}N~P#b72ld*qVeov$&66NG*-;Wr zjpraGd^+;L z$8zG?w8!h^@tY^(*$pUm>d7gox}L6-8_`Ip4rdbAw&j)`cC$U#6<* zilJ+&spJSlaT{jH4T?M{+i@|zR+jytg*Rn? zmC0Z_r`WewK!}Sl-($JShl9|yH<~YSc4ZZi;Kyo&t2`MFJR*`eaV8<F$TqKdq zHf<+8KHKqfD#lF=_du5aBCM0s@ZRi-F@T6_PCyaT&HWIZt;SCG1;+eeu4aD>9{oqj zWEc>9h|o8N*B+oS<2a1zAc%)|!ng-v{I1rm%UG7{p-hncred8Wqfbcv z-@`LJh={!IqzPjYc+u4nagi!2A{;&28C7MDr<1X8tUfvh0mSke4GsAv@&l|W_W*&t ztYa-%wJZo^76cl+Wdd(iS+Td&jeX5Z$%FvK3j-o>JrKMd!3Azi)YSnaeb1(fTPtVv zdLo%)O1HkwF04Hw$c$@%lph6iCwIg6xCvxxh02tde`HLrunID#SU#F8>suT-d?HXcuV&m%#f z{ol)H0cSjlT{+x4!v%HLe!#fx znE899{mgwvF%eNAJknLp1sqzDo z6$309s}KxYu@}LvVV)qDg{V;!_9;{;m-gDV= z(6-nw8i-j)vmxv@-&1Ykww}%iY9C~~wsc;x?;BwX!Z+b-SRGR}(^c8EJ$9~ji@*c? zJVn0e;Dzi&`VbEaxca8j(^uynXV0h&+oF}&{Dy;z7pU#44YmT%_l)Om&2sY)kb#Iz z1R|zng+kaouo8HeY|Tv5yan-b{}!>^k`I8KEqtN~+jW+suJ!@DU`pWluxS>-gz9ie zbr2Q;iKI7*_!^E6r*?&Q4a_s%0m_EwM=DtCn#v0IEwNEUJqv`T7()0#Z9mtxoBQ72 z9h?W7uJJ@9DTCd;x8$HD)<-Ijq(*G6(W^mBZG-t6sxAA7%31bzx^hgU0&AMam4FjD z<$)btBuRpvv(FHw;tAHvb-(vo{%7o7CLf8wcCPnb4ifJiz+@DDp!=dJVw?NFY}0<@ z<`@jI;?}Y2AVAVsG2Bo1=k_3;%q(F)A)TK|k0Iux;+GPr}=YPo#~Be`tawVYIbtBpH!Mpz%w~;im8O}1~N8; zD3Hi-c`bs4dEJWZ>iM(yx-_3cS`Uv@_7I!y-yl3LheQ-!M(bg`PF4Bci)Xp6Pox?o z%rriS$Y>7$1?aWC-b^Fne9c#ld?GfNLt|t|99vBh&$T{s>X8i;y$a4-@>(sJCYj9< zR@H7lb@5Ecb6qh!X;YW&yB&6xrvt(f!d-U6!(fJdhA;+qrlY6Mu7Jhn+HBhy69QJi zt1gJ(yOnC!ja{j_yt(o9^n1h*5o>%u;$du!bsN-N?j5>HyP&hM?(qa3Y`MO~gW3%r zir<%%y9ag_pjQ2^gFs`uJFc+1mXzgO-gUiMEn5)i9uOE;QnPEo&k^5Ca>7>t0fkpt zD|HnF#!U17Efh58qJ6-bhz_WdG5(XHsAb*NxkgvPDpBngTpKva2#3o+^ue1Q&?=dD zEnJtECdzd=5tLAIuEu)=?mQ2vnzsAm68=4PCBHoaHs6uw{cu%<`~1ilTK>(SqTgs3 z=5!3wh;$92?}}3J}jw!K{CF2qnk9RBilT z5bF0Ol2Gs5Xw$1UF$_km)UPm2aS@i@j*@{VfyhI!M|{zAX;)U2a8j+cQW7CRDz@f& ze>Gllaz?bSdZace9c@8-G=Y~}95{`c;U{TbK$Ye+%dj*%*?eI$-_&a>_jZ|Lr;=_D>+I=uy9H}Q3xJ~T86)g~ zWPNE1^9kKOq(QpDx~=g@7yhdMb|AW^Mj0BwuMl^P*^8>m9rw3YFW!7;;tw#ub4KW~cufH2Gp zh(Xa@Ew!`bB4W9q$UoKK;-7#S!Wl%QuOQ?A7v=s{Bc0RJ5h3pEyt}ggm?>hIVft<} zO?DFYpoj-rT8pY!ZsYbV7MD6+?8^SFwwpr0GtGaX85Hk=$iwTyKL^u?7#L}ldNhFt zuG}9aX2quS1*CWQXj>^=A&^_BzknC%c)Um<&87{q)SuGzNm=7cCIn&{2ynL@c4}g; z1tmG8Zf>OnLSTG}*k1Sh7D66#NQ8q9q>77GT(wPHGRyf^0=u%BiW36F*x0z%KOc5_ zr-Qi>u~*`34Rk9nURtg_6=yT87V}K^?O_Jk#~?~-bxB;q;0$Uhx0{zn7xOg5_QJ8n}ZB-8V0nt&u_!-zNtG9IA! zh%xo?stVV*lnthpj(aSDmsjK~#*0!4m=X~l>fVAt${_$3@3Z0J9f%YN4!e@}9=%cyunr6$uh3rx<+W>oqk>BdNHezD zs#-`tw=PTqK(lZ0VBO zIl0um^tdhbHNYJlTv0w+Ql`Oedh03XoCW0P_prs=sr6FH&n1tgAr^j>2;(iyp*^GX z6a_9fMQA4KO<1d?kZS7G|UA_yb5j;EAtBZfaY_4%tv-r31 zw`7&ww365J(9qS7#8b3+N7c1@hlt?oRVn3TJ0qU z0>rKI6#Ldg(%L)SK9q@>q1B27f%Zcne`@GZBV6|;KI#hIi%KAn1?_Les?in%NQxr@ z>^ayCZA)cHT~Fnhro6a_%newFIpy?BQEB3}a6?6o(VUOL)e@lnC^+*CQ=82IEse5gu^|x$R z(qSpKK8D;vKe!>rSny>Hn@t^^%GlNrd!_ z*?0XcM^E-W41#WgB%TRd;_4!AnR6UI-k=|>l+F;yn_7Fg88()}_5N0JoSgq*XIZB# zD$n|`BjW~l{$p_G_W_X?3LDzUC+F~=sU1&I&D*A6heB7kPF1u4-ZH+iwe}&!gOe5k z70>jr(ShdD=U|%d0ggq`*-1oHh6gbO9M7-@qJk-}u)eObJte$BYtKBDdD5G5(7Y3C zPC5)Eya{TXbG)T4Fex--UO*8uoa@yQ;7DwA&DCqdm2{aalr+z>phD zQvg@)9*ek3--k&b5D<4~(+FvkvWUC%eOA`Uk_Uk`PTwm;+yO}o+f?_V$?G|@dm`ch z2>Dvjap&Rd0AEh*cRSBMa7npqtVP^)k7rLdkxMJwa9^%GfM*6XII&Gg)V&XN=Eq1I zq`kAKF&u{yEnXa7<6aGkXKxD zr!W}|j9E~rcDp*Op3s@GSamlKf!reBYJ8vvVUb!=ip_({y4yn_;F;_jYjXA&O&77i zE~_ln?(HE{@6u`J73tR_cJ#bIV@Z=f!XZO@`oRn zZqUW~V~4U}IFC8ic`TS6=5yz6*h~{lOdNAKGmTv4X4mn%y}r$s9ba%UQ_Ls%Trbr3 z8j=`aa0S5e37_wMyCFAnCa$<5n{8NA%vAOi>U~PNVxs3bW-2Z|f3fsV-MmgRuUo3w z^7VMGCoe5`z1N;`kj+|cUy1m0tZWvRvW&GiXYc^M>qxYzQi`bNW6i zYh+1+fDC}E=nsJD0q1_oM;39{dB77A1dntt0`oZrtq~IR3*w(0vm_e-tn)o|umv9I zhtJdLBS($;LwU<(CjNURhpoyVe#)>@gk2GYSo6ibaQ_dSc%E!Q{Z-fnwc@>^gI z^DhZ915yf-ghD#1u-lfFxv%cvu-aV>L{>ibK2MX1oPEvbd5JMY!@3^pofuwC2t3rw z#j_)cYeN$3IIPnF;#|+Z4VlriEc;FTp~ruW<%{uW?+IMwO}6p(3gks3vUF4MJDI^$ z5O+_+%F67EJiS?f--EF@0daaqobsHBUTl2+_VOAgqDWz8)=b7R?zKpj;!RPlgK=Yu zg13ZO-80zh27r5Y9;A6^Fq?X&^7h z+f=STAROZ?Hwa~ke9oQcWjYV7yG{%C8t z7@vQC!yTNd%3O@|-6nZSx`2x9;ROQh;{r-qmrM)JeqPq-x*h^! zCkKwL^8t`iFb*K`0TV&CCB$_&{~yNjQuKN`#k?@;4B4~X&H`n(jJNGa5C-=0fgXqyc73=!7+)?UA#z~=h+o%0>Xh?#=Xx5b`q-*e$j*{xeixVI$X1x zRV00RBJMD3#EjA|?qoJesn&@UA5ai*7*t+ma@Z}b9 zw;4diaSNR5e}h$T@!*2Ng3$A3bze(>L8-2`TefAMqj*+hrC4G5i#4|H4f?aGteZQiFQEO@zsi58RdS8$!F`>zgaL;4I=Ji5O? z_tQU)(sDk!ILb-xRBw>D*~il3B-&n zl73P8xc5ybCXy&AQ9!hPjv3AaB3Ta3|Jfj%c9%0247PGWE(x*Z>>HV9s!#Ao7kyYS z!OOM{}-myd354V49qGaasTXKmbWZK~!S^zxUBUWZneNr9j&6hE-4>7S!rs zF1GED5lAYKSeY&a;r1Gxq5TD@I~Mmz>M;rJeuMLK zaJ(JJ&BZA9G7%ZDI|5y#OyKht&yO^b`oH;8H=SvOcqPVb$J{VJeo0&L?3#}j(zxF+ z?}4cI3)HV95h2?PD?s=e%$sZ{E-rPv*s>n%-~?>JIA4d@yIVECpXh7Y9xfEZ7(=e| z+Y@4F{8Z6j5Bom?fix6zq(GamRhB!CO{J7aTy&A0)vo`sRTy!W&m4XK#{wGySe4Vj zgeV1Z^)tr)DAb9Gfguyt>nxm{5ARfGVvW~Dvl|Wy=-5XVf83DK@(hfYVm!lHtj|Da zV}~ovOUiXWA)kmlKh{bez=-!4GDO&8QhY|VF_z6+d~+&c8u_m962J`fo)X|n)+ydn z`>W08VqJF(0-kC91I?iE9%{p6o?qiFbI<8mOC7J(BP4j9!oZ0j7zWX1mF>tPu8oz_ z5CZ31CGd<`t{j@e|IZ@s((oZ!LrN+H$Uy>#yJ^%ZaOI~g;;!T1C)Mvp#NAtv<_t+E z;*Mq}?czr4wkNaOE9Fd0vknrq>*$AT5L!rrt&QaoaVPUS@CRNv1E6z9gZP3|07xMa zteVeT_!Wp9sG$iEEBFyY%Gd+-*Mh^|3|AA!?tpO=$ZiEY9ug6hQ;&uuqYns}Ay9Yw zQrhI*aDyt#z?EP0m==f1S-qaH+uS>X%3q7wD3G+==P3?c8qeUMo_Q)s08wu{=?n~& zs6C(;-y)BP&G6jT+R<8NkQC2o{yr;jyJ>*jY|*fAdZN* zV*;LfZ}wKWj!7jUB4KhY9H25j7e89>gv%|8Ue5*k{2L2x8i);20r(?~2v96oyLd*; zl3-i2u<;I<5FfVqh0XspE=^u*Nu{#!4=o~wAl^gYnvsq3<@u#!NkdE~f)@zQ@c`iq zD1SP}sza)NEb@x5+%$}JDi|NrW93tETvDEMlcHuHN5mbZ*$&XWFTsqdI2B{b#6HQh zEGTEm=)pJqCQ=bk_B?w8foJj%C}$`cF!4>QbYYYIV7p^~b@tlFup{H0U>lc~X%eaJ zj`Og_Y(XGV5E#Cq_7SuN`wteX5w3F*)oxE~hde0)p@W(nskyS(LEQa4U11=Jyl{AI zAOBT773jqlf=*BR5{;Gv9uD0ha;_XisCOmeKR~2_ajn7&f#ia9KjsMN=O?o!CEC%v{`Vtawn^< zjyQ4?X1H;`>2OX&53kk+lKLXX!%Z`ES3E?Xw^aKGAE{Sp4qP#3#Spiw>?{wmK){JX zU?%*N?l(^JOZZQ?h7=0ap%J{k@x4T!!&a~gZGwK~f566SN<8f&sQZP65qJ~hbE0O@ zX1AXLPrd(+r*2o5p)dqe8pp+tn9~ZTx^6_D>)2^xIwZp@0P}6-7!;{8Nl!rqE#2Ch z`wgyIcBuc6gj^vL*YkYFZWfG9~0xycAqABu`<4JgrG)sc(}b7QpDF# zmKY^O_`$x9kAoBucE90=0AC_LOCS+EHriWC4kWP)+FZl1P=3WY6%Zn`NQFHmgUQ5B zxmJMn8iqvIB}V%1P4*Nsp1>n@1H4M|#Z~S0$;k$=)n9xNIAxaTE0}R4l@_LIZ7}hH z%_^0_5Fm**II9u?ft}c`$#$=vDWLUC@s|URS7T=ZTb;d8Rgpu4Qd%a8EeFK#5fEKX z9lq3UI0WCZ9N_FA9N=z!WmJW-#ViCoJpu`(AKdrL+X7k7# zDse9WBsLdBU$1DH){t#^E0ur9E|0Hr?c81>&)?6LA4A-Xp$J`qM9gD_D=*9W2x+@U z%!DQhf}Mvc1IBoNZ*n7n7f`($4UMH;uvUc4W}6sK)1IQ*^GS+{=SK|I-xa%i#NwHb z=i;fG+%o)Btj8C@=hzy@GWf-e5LKqwRgNP&`vZC8a1;b#DxH%fAsIuG?C0=5@(t51fFjCZvs5QpkOuWxnU*oX{T{l&h@o-VCTihh3i$b zUAL$4P_3a^5J(CH>azUv@L7-&ZEvZoC@Gz0SSNXf{xXEd0b@_v+`YB5Jm<)CouX7} z+_2_Vj1OF2<;o`GG})#2hW*4w?s`8yXXLW}N@=fGUr4P6(pU-Gx?P|KwjKR&>pFQ` zbL?H8r@&r`%CWvcaw!QAWRQq3{uL0`8xdH2zeqm*Hff7rQ=dO@B&jvRGoy1^EH7&J z2VxOPuu34ahvVo(hz62sQ6}u8(ld30$Xhm*ug7d4xx`0{vGFk{75=_15FFgV{9Of8 z{Wmn9@t|6FIqsVf;AH1bsU6q+ej=`+%8fNb8cXc6cyJyf?o1JW0DYqXyg)<03a?%@ z(mljGgCsiXmBhq?0|3`ycsHKlb01%h(LRr9PL=j<#Bkt{$lm|hZ*tTWQh~$vjZ$s! zIq6(Q;2jcTuskPcEA$i0E6bSX3-$SR49p-vV*VloO<(j1{a8QaT`*nFLYsdAOF0I2 z`-2gZ7rQTy^S$*j!}~^zk>fDFS7EPrG6=!QyJ3U<9TVTkR5p11b#c%P}$}yzy z52=(^RcPeB_Y;f_9*Fo26jm&SL&})0;S}u(tXUu6s_I7V;$%)N;|V;tC6F8*&eW%p z30SMI_#r?WG^BSD5de|*Q2aHmk`@Fq69S%@Vrxj9fJo5i76E*%)NTk6f`Zs%g%V-m z?Co?`%aoIIk0gY2AS4OLGJC`KN=)#;;fWXn1oi=`zNsj8qTG>e<=6j?0fo<9^g5iH z6j11cSYB&KgerI`Qtp1gyg!1SiR)3U_W&Tjd^rn;JwQhKw5Tg3ACX)+1~(hivJ7nX z5Y~Y?ZQB6B-5uk-2Z(TuEXP&7Mfo(!XpP9rpQ2x~xgo+)%0EF7ZNk?}wTEjLP}vCK z2Lc?)2%9m94_(T1#~tuWs_@U~LKq}fPHaM~J`k0nKgMMWP0QU<>&=O~>QUN`X>0p# zN-wPtFbNM-9e)IIM(@S$Y+}I`$U72qeVpbSCHN3rTtwD57Z){1+Sp}SqliZrmCUJ} zRF>y9k;bX^dDKoUi3`piz}B+YaD6xkpex}~_D!7s1Hbbzj$6g~o_?{iu_J8qj>h}+ z5&FtywQB~)^5v1k4$wrv^iUYiTDDo% zCYQuAXXa5+UlU20S4I;fAjtA<88*ExpAH3Q7N)q75Ea1jzmVJ=-sPQkvI7uKVb&*W zpC$ppxsrn^+yg{$Iomq>7V1Ju6gYnn2<*RM>vK}4x?RPKpc48f+xYtikOXg|O%NTX zUA7tE*N6%EQ|Sl2d8o!UB!0IS9OFJ4#GY?~xP|PlOMukDpAYMmTNJpcd3_Kd@;M@ZFLI*P{C=mdxq!49 z33iZMa>&%Jh`Y#~_Qk}Y;z*$i_$>H8-I6_Pb`HtHm@_qMQ3kC_dxVr4I8}|arO;!s0Z^0y{pi6J<|kr z=YffH6y|Xp+py*(3aLQ#(j_5`0@O)~2?6)3Ox$caUg`XkiE5>7z`L*1X6X-hzQy=j z$Y=sjWswg&UdNxJ2F~$8#VVCl2!J_!h3ru9XC#L+sl8jBSrAAs2uvyyu(cAW(Wqb> z^nd9!y7V6n+4BaO`7C`*A<0+`Nz0+>KkCQ``5g;3H5scZ4g}FP0Fr}oeDr9VRD$fgONR^Ex! z3EdDmHvC;$?tT<72?FU?N38NEjG-x|cTf$*u#H|@yC*jE*z(L%=$qJBEig{vf41zGAY4hJBKuJBnZjDJN*TM?+>)?#SMemxqJ^K6UWZU!OC#x zkiuRvy;9X|_uiPt=a?7NHQ6k(>rAf^cEiyqyiAT-@Dn`6qIWW8kkJGlHrXQxi11B% ze=>k+_0fI^cqaSC0uh6h6|TENuIL8Y{&uVy76dW{0-M&=LbZ)tDl7ga9NV*=0$P4sy?E_elieHw^=6fIC zDBjk1q0%;k?xD;;fM;^x6v}Iy6rsFH*TO_xwnQZ!QTgNwf9m1l zsA_C0ZBu}DAnhbYz?^t>w;=9lu&}Rd{w`x}zJ@h;Dt~nGt?Xp;V@TNw5a;eFrnq+G z_ea!_rKC>b8v-KmGHLVIs7~xu z)}8Mq;^#=%+C>ofQ^ge28Bc-CWm}w+{p`Phi0&VgZc}~!@Z!%nW`{-4@#?0rSv_wu;vTEWq16R!*lD7jbTJ>8{xXQART2&KW#u~<1v!0l)+38nhFu8TSuM1 zH11NKA3s@WIo$UfE^x%gmQRm$aj1Uu=9E2Lc)jLL0LZ6y;>J_-(h_G>&}Y8&!9A8vDFqyMVL z_d0TJax*4@nT5+pvN8 z#r_x4XLQ|fB#X;j(?BQ(K``5fuJo65^$aqSz#}dd4D5Fz;Hk`hV^;&wYQJL;u!ntk zHt-S1#iqyyuVd|4wJZo^3O&?o?v?wAqI~47$mulF98bSi znaqX&sa3&{6G*L$4|aY2wY5jJHe&=oCpFDFlvCGewKq|jg%!>>aQKDl!ul!_Gmvh? z5?9}+Q$&}R62Dk>dyi)o*NlP6C2V@Qsr1n%wN*cFij3C>i6R$@s!m*760rwstGtzO zL4Y7YxS7I~>9lSjI5{@A*k>^wJGeBY^iwF$QgwLvzp#VN#9hr6cgb#4u(wUW%ru}Z z!IWBWh2!~dH1r-dR4^|QkQEG05pgTsqbA>jCQD93^tHYd4bF~4xRPC?Pd}&# z<(PtH;|K_xc-d&w4J?m;$*|5gRG2Z%-dm zJI^YNfxt|nj!OPk4N-w zO)Cg%?PnB)DuMQ@6D9E9I7z?ye%ajzX2=;M0&j>7it zleSbnDdwIq3~BGjRsPVDQs;tpbYT_k;Si{-&}Kq{eU!;ecpzmn;GzEYrR6S?23x7U z5YSxLFkL?b)wUv4?XJXQGE#yEd*}j!ITqum?S;KnJ~_Uo*5|>#a%FB&P2I+|`o=IAfgsr~Glg*!p8Kx&NDPE}t_F2PFquph1RnMx zBJ!d?0lOF6i`b&UwnYdKKH>n}9SwD)X+}8kHf&r>c=y_nTdaRfy6t18h+*9thK4>z z&Yz3l7nNsy*sbT1#K9L7)*yBp+mrSZ#U>_Lo_Lc8{2tPkBcvTbYK@4isEJ{|g{@5+ z4t>bX0JN6q8*{88s$For!42$nSDJxv_z|p603U&(X(OR2Z${SxIwuhq@Xe)7% zWvH!6Rw8ALxwN++eX*oe>vGA#md0(}?|u-dEO#9bR_yOs;Sg$@PjCZfoGZseu)H5zs05MqJ`7hX3YS?~-@c)Ip@9J&R+gCaB!IJK91|s|UoHux@w+1oEozk1J>OdZMSn zz?yH@L*TJn`ERO-xH$)dDvubH&3pCE;J*R^{+jYl9-c`@lJtS%ld708zW|g^N!}Ce zS2~AL&P8-=Z}QjrZ;gCM*}BJPJK(OrWzu!uGLmj%W2xZ-wS!uguyQO2Y#9Pz4hW&T zkCaRaA+`Y%cgB`$StVM90JleNc9nx-HoL8s>ttresc7a+tvy_X!`VQS%)tQ{xdOIQ zIzoVpc{9RQTOVem#s%h`u(uE8skc8cCGXC)4)(X4jjdOLG1M*4m${>Lrg9XL4ejrU>W|tYT8S^ zvmMJe*H)_UQJf)+KMP|wSB-SHwAV@X0MoSpykh@-KwNuatr?CwSEp>5(sYW}u+jtq z-r3r9&`3BR->rdWfRT6B;mwDpsNy;!%>M(TYY$RQr*H*!yZxqcDD*7(1)vy>jh&#t zOyO0iZ%%-b-jU7QisxFGrVPPgD!kQDPzA-cPsNq6oEW2+q7dtOcH{NjS{*B|B?PL<9rr^6>2`eXvsb%xlKgkcH$USDJYj|} zkAm}8OI4@k!b*o6QeQDe$VEhWudSRnr^A@6F~kP}@_d>VuDu0zbfaNgk{uz^sjlLO z-o`s7SMR7Qb37eiYn>~#pd^R5<@A&BhX{FcZPYI?!)zRo{@qC}3Ix+(CJ#LW8=Aj> zOx?qNbY0(?{Y>XZ()rrpb;O*4d}}#Zi4UHndZz1o#I8sY_mY$)zM9D?<(VU#{Lk>d zMmV@Pp6^ari$frV&cVCm!diseaT)6{2&P0G?$yEH;$K4LKSKPoLbWSjuNdlh+gc0B zc~>LDew*&<3D@ zeC)qVle8~4ABT0FSrFi>oacz)`sw(-x*Y3$q^kM%%$i|xW}|TRT{2n0-ai37S_ED^ zV8@5^2x)Mva?71-JOE2U8B+;g79kA8ip>RNO~KHtF57^B4B)%LzrYOnjs>!SJ&6)x zOfuySrrKwCOYN^l@>2IV%1Nxi2r3AuH z%@{yZbqZ>R52X%*-K%F1cVHxt?Izo>q%5Z%X->r~NLsV;FMSgBHPTGj6>3Za&EIrr zk^rqoioP(ojGhz9EfbkwMUpH@ZiP_D2$^iy54speF%dam16$OuK@2P%th*MZ*}9F6 zzGoa3&2YWzDe}F5$8@4$vYAj%zpoYT1lkKv1p{mxj@J@opl%L{pD`91#ba<;zgEdn z1*C$|&}3P|R@9yM5o4`N;;4=02_YOVXBY_fj89u549yX~$Ki-TBili@O|zui%>ig# zcL)N+AVo-;E8(^H0j%4@JX1nPr^ENZLz78iC6g<+Fc5ekly@XG&92zjGs*^!f-*wQ zX&Zb(h23t0Zn~Ay5dy$%4yJKo@jaW4&4k;NtwYB^5clDOv6zTv7gmk5LGymK_q5ajTvBCb)Z^LpEFuvrWxe z?lgZcA$S0-xpIVdM`}jVy?Px}6x<&ph8+~_Lbx&^6{9C-LO}MPgWc)cjeqJJfo$Ij z$<4`FW5Zy7>X2jNJd6dl2?l~cVaNLzQtmeu&Yy=(=@PO>f$Hz+f zX6>vJ)2r1=M<4+2lo!H*2@xESL;#Thq6#bP=~c5`&>io7Ng_qVYs(-XxgtVP(WDd~ zv-62nGh8hYwPek3bWzRgK>dz@-QrhE%5!#4R=?f39}rdV0l9$GlUG+&xQ8ceE)=jD zPP}fyyKn@lC^htpC&(CmtiQ*}$BIpTg$u_s6ezf%O#9AA9XdOtp9C)*e@EcxY?vC#0Ty1u{~@e@Fo&8Zcrac8 z#=r>NUxWLDn%?c2D`J-AT}!ISfvtgu^;L!FXL4JXVupQ&!hNce<#Rf0Kg=)TV0Kuk zyF;L$MC@qz^>6Up6-D9KG*?&d?(<8=_&r7bS4mA1eSL>_f9FK^nNc=)&{oJL0KxO{ zM~McM)m~yC;M(ZF4300Lb;NaxxJwL76Wt1NoyB_nMR17sLfgP1Ik?rl3`~>j6Wv!b z+l$)XO@^(@)Zxqh4?tz}941UR3v#cgsOGJWru*bp)UCRFh#(gBjdrrQ%R9?}4&?gW zpdSEj4eTWB-^rL#ZczYU4#Qv|iXqf1QFC;FdR#SLk)^83d4HkG?! zg#Y`^Zn1)E11E(;VR$fxk*7VI)=5GWF&-SI|11!3M`H|oqVWNkn+Bp1_+;eWz@CQb zBZ&}9O6em4OH(6&@LwQwC;L!Mgz@h9ko_}MO+N*5>y4VQYjG;}UmB*B+7AKR?>t5N zE8sF6hjm+o7Us0Sm7ZOLtKr*On1jIMO{Mw?0t>x|8Iz#PUIPxQ8-YKsuB>q1k}(s@ zpo!!a>mS1N*M8)X!&{znSO!fkBc|dh44i1N@DmY90ja-w1DA|&f!o^iDpVpH`WsXwK!HlVFQ#mO2^cjza#xMndS&p-+{LgLw{ zE603Ram^T2uzP`s_Kx*K%qcvrr$S+8@so4-&$0YuA3f9j2bw_vbwKk-^c|JrfaqlG zOQC6JM&d0cdsIEAKiKk?LfyL&Q82KJbzL3&W;424mkBTP3uk+E8tWL=!6zLT8Yy97G)GI=m}*h2T&K>L1u^NvMEk zT1#^6u0zZ3tE%~c74oDt7^PPpsTA5e>Aao8Qj7%mX>R< z)lFQYmn|a_c`SobyN1cYcb-<65tGWmNkA&J8%@hJRqGk0+4GI43Wcu2UJcw?sf7>9 zbC;%2b+N0#6P1wcO#z4vQ`|;&Q{j-g4A(bTmTF0n3}xH=mm&%>Av_x_;%>`NoFp7z z5}k={p77iIwp^oQC2~u|2=4biB}~36kW&b-fv5@vk_L0el5+Rbj&rU?W{3k!mkZ}H4_G0gC642vYXR%#anL^X23jpkS*124dl1k%oA+Q+g=eLX~#imflx~)z0U-Zwwwh{6G;U$vZ{AUiE?4QzI?PlBc@RD4ZByb?2VY_RbZJNd<=)Ru7 zqoIJ1`x1x!nPQOo=IxY+-Ib8xJz)Dg9#?ZIixSFy4`OB;!!!ikOD_bKKz!9Yl=Bhwpzfrqdaevk9F?aa1t;p{C-8JmwSb{%D8 zy^L%6-9Y)oxXCZ9I~f7uN8{>nWQ{_e16`lUg60WO1w{A|G0i*M{Wz7kQu;tZG3|wT zZcjtYVfQgp#IQxBygGeG*9}IZC@(_daVggOp@|+XeZVpzfwVh`CIZQWMck$76AjzU z3*<=s8YWh4Ra`FL{9w`X`arbOhxqE1Hrvd3R+O8Q1&9|yT8wL-DG9Wr!Kp&k~ z?E8ukkFM!4(kj~DNuF_KQCIepDQ!d2dbym7!k=lZ;+BZ{4Xh)b@4$14sw> zG%SZS0UEc6jblmVnoDn&(Q^=lU?VZ(fXH>^ud1m3r8BI#9UJGjdM;Rm2;{7ZDmj=` z{h<$e7}XKnE(xbr>$j1K_ z+RP?Kns>Hi8Q!(?p;o%1($_rzo;&7Z06v-xJU9=7?&pHMqM9{hruqNYW<%DEq(gw7 z8y??UdQOI^gTY{>_CUbNL_`xsh^Jn&lgmywan=0L6}j zsAmx2pQmO7R^*BSfIx_aTyvxNFqfz>RkVbvszrma*Oo)g<(7j)Z0bUL6s}BmQ=X6 zPNqF(Tmy}>(9$w(TJNp2{-9G|q_qrH!BLLC{J&Vpahw2*vlzwR1QPW&6^8?!>l#<% zT)Q{Ak2pznlI}q>;!e5O3a*hFaICz|h%lD0=ir&Oors9T-G0=DQ)wDf#c$N!iTZ@o z)l`)`;*O_B?-lHTeuEh8YShg}+hNAlSDXsl2k*dkP)RQ9YE6dbGbSmYw@f>)syrtL zc0~DjC%-@$tYbDHRA;^oHSMJo7`}Nu>pE2s;QvQG!_nb!6w@tLqv($PK33-bOomIq zi)a4sKPQoMpv@p75^N(rTS44i z)4gWUHKT?7%nU_klOVlNs=PqK$5}?4-5~-Y^Rj0*b_cO_W59kP&$G z`xM?(FC-2$A(C9twyrGK60ZIk8GG{nl4B%DrB8ro&C}3pkciiC(0D7iP){gvoV*#O zX;0Y*I1Yjf>V$*IaZ_xR(jJYozi3_6`PK21PnrUdc5I?NRrgcSbD175cf5%cG$B;a zbl)D)>=uVwp--Z^(6ngbg&NY@(NuvmH7+R%F|NpAQApImmQxHwRrIeuUOh^4Rh7Gr zCB(DE08)@aPGmr6?x{HVUNW8}OmX0-?X2M|^!2&d`twsTB&*A25FjQ1vg&C4uF>=> zo87i9w*&z$?eI{_JYh>k+jBo72s{dKj)eu$CL#}UR}-V-_5i~w+qDpY%8K+vryA_( zuI z?&1zlQ6Qq~nyf)&a6jIg++W0qwybb%VUwwH@ikp@W*iaAN7yj=zJp9VGL{#WkZq)E zQ77O;sEuUuEMAn=$7oH?a@X4gQ0&o zlinG8EMN0hGwD(Fn2OiU=vjx~nN2GgPG}VF$8J9-d z5#MadHkFur;ZSH9i2YuW1cnu%%z*9NkaUsQHNd0wGjD}aaI0Y>Ga#&G>7 z%f_^IcqJ>BE6O9$zT|f;S^Z{2KMId9Ed`@JI$k$XE>}6auCZ zA~hk>0fEYjl~M%(vRgomyO;1F;7^4APM#uDHJ0wsuXna~9fAqJg_R4nAW=cYal*z8 zx9HTCL#R(Btj!E{+d&`{x`oyG6D!0q`9c-g| zbxtaS{rDR?LJ~5Rj;$xYHRWdsb!pT45&L$PDGQtCH@zA?+4nGXNoOIKq;@~UJM8wf z$2BdL{#OyFSndNMwu4y#2d_*FcCPdNG`=L_947r|ka;6qGRp-5PeBYsVIN(jpPqR$ z?7A6k3Ok;_ItF^ov(C9n3`$f_nL*$|g^B>eO_mlqO%eKfGIKd}2MiZBzRs!1`XfXb0tkyucX{Yp21 zM9PL~h^T!L@4U1Vs%hYsnuJ7y&7qE8QtDigvWX?R;|P(b?ILZN%qL}RheZDWEj%d2NYpeZc5RkZpVoLR6M757fl$#Z@E?b4bi?g|ochgVr zW?fcYZmWelkeLw#9yCrQR}0=5zw7`EtSU)>fGHyGpYdgRFA3dQU9Qb>gUKH$IEVZU*pXm*flrwDl;; z=BjyLv)k>ujM|=_fR-Q*RBq@=#9a(fw4Qk%*ZvWLgk{@9x>R+G-M5Y%g8*dwA5u+F zZs#^`0ju{nx;BM+3LWWv2SKu4<^^~j9VtO^R^l&^Qs+c+n*I%i%}80!|7?863im5O_ekdJ$kuMYU|Z(sZ4JJJFAZrWiI$T9Kk> z6s!x9Y7lS>wg%kW8&WikZrSbP68=3bwH}p&H`$e)RiiM>@V>Gw&YB==-4ZxmJm|b> zwI1y5kX-Ok<*Z&%W$9RwZs|pX?P*Vb2gnV5wvgU6Ns=^#VxV;ls#dKA2=M!(=Q1Qh zEME~^O6Is}?jFkn(4{5|h`J+Uc`lb*5{S6Yisdyv0%?|e27>O%y7l)I9$^-7@nn5o zqmzQd8V@{d77}p>^6m}T+qF=i6BnJmm6&+;&W)K$3#uVmZ*kO)edoY5yTboP@rwo zJKK^DrRqU!pK5hrDQ{(U`pWlun``Peub)L*K>^%ISw&CzXY%0zWmY3 z76?RZ{fO}eCt)}b^7)n9wst?3C(g~k5ZqaX&tEL1H&UWAA^$1hEBBzUXY0#NK38LZ z1_v@5bHclt3u8f$X9dWIISloO!P5bb;w?Vk+ol>*tgY6L-U`=wkN}Owm~-l~d|s51 zL4{i@yQMs?Aiz1WJh&y7oBEc@_vrg!A?-vVarm_}aNxB%IhLRR=6{jxDX(aMYhr@u zQmngicy5>R`3pa9-h#MvY+qIz%C65B9N{+btQB@)eV#ngHt@M~q0$#gsaWHW&vv{# zx>$b{ga^6szY>mYN{R4`jmbK;4+2$X+GCzV{SlB+w)|^rkBX>mV)xGFK?D*%U7z zZxZ(Hmsv3M033JTg?ka=(&U#QARrNLMNM02dL{nlak6zAz6DWNfc^Nt;{1Z$Sx~$w zF7s^9@AmqrH0~XU>0XM7llm#*K{Gebhp?4j^~d$E;(~D}^9L9FLS-pY%t|=IDikK0 z4Qr-D^9p^F;T3mwB6^-lV6n5h4yfy(eE+&a%JL z;!}H(93<(fI>@})u z6XLxvj*x2*VIq^F*giH*z; zXS8I1)Y|no&`uT#1Zw+g2Q}^q`}AvQY=q1cGI+X)HT`2l88|PQUpXA@55hpt$MI1( zI@kyIT})-GrNqw&Yna$}qSB+XWy&#FM1bAXN&c#XJiyYz(2UKL_(-IhYsyvGeWU^}S_I4+wJd zK1D0Vd)7Bmv+DLLnzf7{C_%!N7B73EfMm7PIS81hPatg~ufxGy;p-qJn=gNi&%yDc`fJLkkF$t)g#tn`4V>Q}Vn1N)_u#%Qc3pp* zSa1OKC)ItVR8S1Xm7j%p3CffJ$C-&Xe*yRS0w5%pQ&~!Up7$gEsMiI=V0$1gA0elT zjbuAB#a4*h2LdViw6VlbR%+*;s#5J?RM~*>C|N<@-R-R2P+Tbe=)$fjF}19Qd)8TV z2n?ePNG?8Tek0y%NU6ZdC+8C4t;MB|7vrr*rJom&*R2&)$oLhSoC+vsIeBX)oF?Ph143uVwFaeWQer-5<@%WKM` zpQ0R9UzSVh-v6-oo{!(xDE%NLbiZqpiEor@UI$3>p=YBNP`FdphJS*mL zx3lw6I@>_1>q8tL*$9PLpX#w#{Wm}$uTZ}L>TKsxj?GYZmv^|>M0s?tp`>-z)eunp z`tA7G5iYlu)L0VS->>*MXSe=?%!LTRSmOAAGqDLD_8a66S~a+Za8S`}g`^|I0p<~; zM<^P~L!v-G_96O!1cpt=4}Fpi3-X0TJdhPhK$uTth7RIR?1?fzuvPpvAO$3`e3cE| z?e%D}P8|?8>Mq#;=cmOGwknNHO`x;+pS6AKPzE7&JkXOr--PT}(wN#q)m zjcL%cD!KdHm4uZfpadVWDl7@INT?4G*N6=Z zw%4|vV$qxS2&|pRei?O2MtO8E|GL@(u>WzeIgBQ%o6%UB2;?Y{>ezTA2x9max&~9@ z-PZPfsowZNWi`f1>+^2@=;CkqgWgs3zqyNWFPa2NBtb-Sex%HC*iL67b|qV(x6#8T z{GP|xLppZ?u3tijVD#~Mmz@%ZDCk}nb=&Qm%`L9ktu~w97Y;^?;Kp#g???sL*6coZO2;L7-5%g7 z7dsLfiLLLqZvT`sY69jgywm;9EvZ@NuQhjo>KsHk84)w@$JTL*2ug5!qCBWXM_*wDPp)wIW zA@e!(4Wt#%Mu0Gjs@;hRV~&9Y<8%;ekYI!#V4?7hxOWcL_6xG^_2(>AS}H zV3w8jGQa;Z`MpY)H4Z5r5OA?IzNN=`<_M?vYEE!wuw!}-^Dvf_yHBNSD{USEa3c1S z$wU8yv>D8-hJ@X46V_lqVb&4i7TtpcDP(1vtoC56rJL)p=Al{sGxB!A_PISF#9!+A zr`SmA)L_Jc3#=S`4Xx5!!3W_!Q%&(&<9s%e~_GXhJsOoTcf9nTwD4yh@VNN$xNZ1t1ULA~W_a zvw^sC8ta)4+}|*t1qt8Ye6Dv*eVZLPAyKHOsOAHF!4Ac`9*-urNZu?bkM zQLL5s#}KH@s{e2AOu*!*$~9coGm~U81IP}tC4dY21(gdZTxF3}KnV#5BBJ2sq96!C z1$2N**aZZyA_Nc!5CY1MVPC>7V30)xVt|l@Ei6gMHr;*Suez$Irl)(Rdu9@n^!Ly6 zO`Y?fbE>=EK6SRLt`6q4AIUbF;4LY;%>e)*)6zfHcr1{JTNqJ4gbJJ!s2@3PgjV-q(er@x)EVpN3JXy2c zchIP_nc&qI&tsq5KCB;Dr@d^=Ul*0pznQ`F{AXb$wlKJfcQ}T8zs0i+Bd$w$5iNLV zlA1E!XQuHL?wa@t?|VK?TUX13x3I6m`4WadA&-9EU{&7rxl!g!_))ZNm_3;9Q;+2R zO(&1;{J505cnO2O8wl^t!&WpQ)#R$T5Ya0KnH`hd>; zNZGyESsMY>alRN4fAGr;oU_YIbMvqBS!}|7v|wv1A<(q);1Ap1nXS6|HO}`B*|so_ zTPMga(Bh4L_wv1xB2`D1_z4~@>B_njfSVm?q-=`~fiM`)$Fd7QKEE?plW4p(#S2%6 zPJE@=77BreOn6UwmPf(oc?b!{N^?l*fc*oA%lkz3DLwTo@i zi@#<-9L?$ZA?X{#E3WH!%`n)B@8Z1?<;+FjDQPUmUo9EC=UKH1a~hl%EDSfJPBn3| z|BPdrnz(gjgdgDvY^~A2Bp(U0Vskn^u|1B7=l55C)o(acz@@zm;Jw&;g;Wg(o?FIfp zIG*v%x_D*9!CvmYIlGZpZQuO#mFZzWn{z-u+rAwB{DOwoBUGr1z4x-7NcjcYo~@Xu z>8jk^)PG+%B zH=GqFY90HCLYz}~DL@}FjQ<-412S9j)Z;%facgDq?TRQ9|H9GZW^kpvEy!m_vS|1n zCZtpN4y?ZWcPY1ho*0D9(XD_<{w~`vyodKXg3lr|Yr$+C<009v)Y&uu04P;SL_t*f z*@!9B9_*6ej{YE^&-Uxfg=|pAfj}xNtUiN=)GV-=2=Dl`Yja zzc%a0Oq5wl$u#tOyu8Fu@MtjA@d6<;IRWPFCr_XuXd2(H#XSb}d_E0@cU0ImH8lO@ zlYfUx=R4S7(BP+^pFQhcnuwv_K5p)3=7sG$YP=9xKA51!q+gFbA2JEcKdVQ+Gl)%g z-O6hgCU{}CDRDA5P|L;2a3;B>b4xn-qlq6A<;if5eom{z1><%%4Ui&ZFu?ci@{drT zw0gT$&^&O@%ConR?8pxd6r9ATx!(sOpQHznQ`6iZCqRHbRHi)k%oJ-T$tNkp9wIyYY@wO!6VI% zA>{acHaI3)q+o?etP)dN60U9=?w}no3cjVf{1tMA(RaP6yWJbNpZ$^Zf%+eP-{dsv zZDBy3&#zC(HHhCB@8NzXe-|w-b({$V6O4F*7lfbFd*u7=g$V{}@q6~B3Id$tYFj?X zcaXMY8%^-oMuS{xbMX!e>g4M%-$au->h-16`Jd1xsBKbHIUt|YA{}*?I-kpiZ3^>! zy0?`s3+HEdDx4afpXAHcyPrhqK{&C}Q+~q>$7u2uEjCam3Ff~}`@Mq7MV99ZbtlVn z>s{s-ys@?9ju$m<;0iPkXwjEsumw3iOy$g=<^9HB4!7ck8QOA^a@li8r5^~VDO+J8 znA3aQljOa^(PN+I&We4Q)ZWg-as(&qDV!UR@qUh_>~Z899&GqRKA5D%z1(chuah~y zuI4MPKOn8*c@1CH=@I1NZ3Vk(%V(nnNwo*A(*n`Y7G^Tz^SNBd1dp$5@LP{mYnYSP z&o8(1>`wh!F4!JWoF|yRbD9sgp`K<34{E-*w+C7nVDz^1Vo;6~HUdHeSX|j!4Bl4V zzlE`94Sb2ow=T_d^)4uO7V=$t`oMqGJ)ngIpskG&u~sgz1>u67S^E(Gg4H}YP70Ra z#t)X*o7641m969Vlh)nvFuqs!gGiT;yDurtZInmTaes*~^N*8Qv3-QJd=e-9TFPWP zUGY8;VYwi?X0bpR-{zVR zxK+1cIr>6{sMpH}tF$~wXkMJecsLx)q~r^cFG|Zt=RrP`dRR#qY*5IbFTM3`(`dh8 z?*@|z zw+4d;{F&`LEVMBhQ{5*;)}H$%$EAttrnL7QH?b?m{XH1;sn2tsJVEU2=oZpER}2RP zUuH4yU$p)#Omgeyva3wtY00-!L~Sm7DqGl;NnbHqb^o8{SEAYeno5+URo;nHY9g>~ ze(-&KhV8{d`OIq6<*nq4(uxTVqzP~Zq;w3hg(iFG@hjT6y}Osz`6TY;PCm(EG=dFU z9caj8-ufiphhMuKfoR}*XmM2{%HqLnIa2-U<8;s!(*2m}?ad0%fMnlg8j&Qa=55pg zPkMo?72#t+Bj0aZkh_^~b8fVw*Iw8zf6)H#1`RyfwxNNyGrvhsW~=o@^55C-iwu*r z(mR}i#F${c4G-1IasIIV58z7N%|Uy15?4$v<@fN;2rjw$O@1HmR0b%=GpIOLKZ;%` zPwA${_F%=P?Sr@HjtO!fKg#be?ZzZ>a;@*DYkq!{Dafsdq5)Oc^v<5JfvY6hU?k^5 zaiv@X=%(ft51>=1=+NeJweul9^PQOx6$i=OR`rn5QdzqV4s4h`j7PL`3IsE+2QR}%K8kJ%<@2z51~TjLhYQ7m?RoyYh6ikIGi`v0r&ifj2n=izO{d3t7WNzl}E zZnDU*xYTjo;>SZN^xaUds%vth?8{yg2c9yB)Orfu!rF2Nopx@`oI9VzBnwOscR!%Wutt zvN-R!Nny9_!@-k-c9omS*}B>$#&6+m6%M~fht#pCSmxmnEb{G>lu2*npFU_~QTSxq zMIHXAB%S_daQe1-UEw25s%Ya*8~o-z$IarZJGX&y^0hb4zJROJt-SN+l~%E!6M9YH zva`aO`;45a#jNeLljs>4x|@NvTWP)C@lsy!x-(jy+jr#b>73)MMTeT#!Xz~{?Auk( z%o5LyyB2f|0|qx0Z(Ug8k7+46fO7W^m-8(phr8GuMss6WSh>vWN>MbxrF{*jk3F+> zV!yq~>91-=!JWFlt@U-I31pbP zg#Gg!wfry!6W^nQk5&f5KV17R@h`K_LrC9?-@_Xj4G3~Pxh@mzP3M0BtIHSj#Ni3# zc{}*@`tOA2Ts51kf5V9LL%I3QYJETD@@F#nhvnx7#MUX7-o-blbpoG5VbByOGN60< z+P1K;vfZUX9Xpb%o%$`S#EQPe(fyW3$8W0~ECRmXea_0M`NIxtVhlZs6XAjcGLW@X3Z%Pvo2oQP`5D8s6(sJC~&HW8GbGP$;*qPlQcE6q7 zef#a3?`hu^N9dc}?D+W~@h^!d)D7={QOIg>Svx?5)_j4vl($ffa60);LHP z@7VjAGZe|AoK&R$jGQ?uVPR6JUDxQD?`XZB$1Kd`*i1~c=9Ak2ZO(B|@h7zfNWVaS zxdN_*l;n#SOBS>9kPY%(mH?BjDM&sP`k_O!w!8D&mp=1v8^uUjdcF&@U%Y;uFdWi` z&j*Z!!T~;+da-uN3O4&ww|%5Xbpm?rUH-ZwK>fg?h=8kM?W_UlOCrX*yXxkT;eS5( zPZpo+Txu=+Iz5##j3tX;k8Z|iZkD5J^fICz+bmjF;Uw}p+R%&{v-;XR<9j_^J~AkG z03iJJmLTEKw)9eOBiP{QqQsYkMG^4pKK}+0K|a;T-n)j~1{JNFO-p-*Ta&mnL>|lg zekR5uMS536*{}8rf1m8JrR&adi{2}NshPHvQZ6`V0Ifc^RwDlii)4F%1M$w;$0BMVWnV%T`Hfs zi-64 z)0)k>WBuXwE$_Q2QJuZL3S)uccU%Bst+1jLxVd?sIIl`5EThoUDF4^=om<@3_Wj?g zT)qYQFvSiYVcyLhYU}WdMeF**->UL$c}tx0h_?L5sl`hizNyKsJMtuFQY>=3p|J(b z!+apl)9ukZnBx0!G#SU(Kb#iWwy}#FoA*tf`I4;}BB(SBr{O#))A~1TU58o65viH{ z^In3blw!ulW3bCBDnc#GIB}hq)s)M3J8Nq@6wYzf4@-0v`SLHe+tzlpELef`smb=G zX4mgde`7|RLcpliZL28%sykA^$>Eaa{rLc!ErPCGGG)`WPJK%M?F%U%w9t6t17JZ^ z!!&i}ZN8X~E^jj(Wrc}X{0A=cJ!!)p)Ku8NYWMq*K1w)#>lJccdW?=hK63f!_osIL z#10CrDRawbHFmBITBLwQ*fc1Py(j)ZPXaZ?3(-(ykiV3^OR*;JZ#+FUJyOUpR1fp!{#|&>R=> z7#54?*zv4hWbUd66iu()5KZy4R%djKUWgG=BEtN~1ucO&au}YrDf}{Jg=DVEz*&_^ zAoR`&?EP&tGGi4?NVOjb*-Jq;tn!-k9K5H&7n+ZT4G#=!c-g40RfKu2zP!}#=7;#9 zK7H^YQ%)01ZG}IMyQ5unJEuvQ&IP=F9k*?uuXpDA-=wOqYW-Q(E-Wij_WJ$rR{qW&()d> zR8(ki8SRMhPt!&fqi2J2Q$)A%;~VUp4eA#f6vZQ;I8%SGkknzyC>L|sP|I(vmUrc? zw`aKzXFUIW*@*L?E9+L#8P{}>IB)5?kBjf`r7(h$n0d_%wv!UQ1&@;z7t#(||^@YUq{Na`f1vx1J&@vuAY+c+h~bj-}TAD z9LMN@v4Ke_7YUD1`%$=_&cH`8s!u!gXXMfS?Odg{`01AiVlmu1nU{W#rydO#aLcdx z&8p&TeNnt>2o_@fC|v(puIqH%ApL~%->!GShA3Xq203KM<1#lS!gm54ZoFVraa_h6 zy!%Gl<^CmnDt}U~a#yqDHt;?>YRe{kAowGl$>8t=<&O`mK__JMC5=pW#JK~B;*KbJ zm0zrv{CS}y+5crAd0go`_cd15?U*6G-I^91?*DH1pC12fD?My1s2`3dpQRQx;K(=E ztt543U#0suA^vqu^aNvYWbz3ZpL`vgdD~-2aNh8Npl*rc`aUbw5f%BKt;+5e!f_;MGaI(k|OX@`- zG3H0{`6K65A|@`-M9j-g%D?>a=dy#DWzBteR4O;qa?_6wP1F>&wq<{9`PIv4_$Y1f z&_$?3#362(Qvy(~D4gv`-Al9Y;uY&>)aZY&Yk%Ubes*ONqt+9HD91BKSj}qN(j18o zo$T@)^CuV%AKg<@xd_`<;jYc|S4Ej*-D@3Vk)(1+NCiRd0TDR@|I{+y83HXZ-Y3p7l9jNxFUe!k1 zFy|PirOJ0C9nHQ!3j#&J3suuPe0in4r=*}P7;l1_6OD6DQ zmXb<4*OQ!lAGC!56%ju^W5O|P1G4BQtQ}Mj{N~7|R`ktHH{Mj^Lq;7$JO+>X^MU-T zoKc^uY6qAdx%{$t9GW!o!j3(?DeV)Ylm=Cf0iFVt7h~km!PvJv{6%9BR}19qbZ*Nn zw|0QVt~74-lrNN9r+q2!%au~jLMB=AWSaXmd!*zyJlT*OLcv>S-mmZK)a^k$#!jhyvs*k3eDOS_Yof{dGUxbd(G@Rx1RP3#-JPerVG29u` zt<=~Tc*j@r057-dhi=8nKJ|m2GFc_# zrLBrS#0yXD*ZHsU9Kd-{h~`4-_x2u6mY8Bqh?E1G9oyWi!Bb=P> z9OaTITY$9@149?VclpQ83^9k6c`lD;lWrXz7bW!~ozOTd`YK^!KWmh{{IyNVzg3HP zTXGlqwo06z6@-d$6{vK}%$5$KcgT4X zl4T@~gg#AORM|ZOsq(V>&d-2PmP3IoyF;nt6_tT1j#nV^J;gGT?>9n3Fs0so%ob)v zXuDisQ)|_93~_nX??K|dC!S~3jXSC)sCi2RMz#l(h$q*-K^9LQQPgA9agb-dn&d&B zj}_B8_BA_a-5;M0&lIC+?A{@GwT-QKAKN9!*qJO9B(NO8G1IB4fTH}*F0vFQHYoy4 zc3SI6KbnY1_&$@YaCTq??MTZ8_UIM4lL3{lCj#8_)wp%Kv~{>MypG{iW=yaWV?xgJ zH(?nm`sAAsJcD|V`j`;g^d|V@390E%nG37#5+*yfy)Ehn1wUwu8{0&Ky=AvbjZxyu zzj?FD^zw~WDBp0IE%>Ed!$zva%E*$(Xw^inEO#&!Y!uYh&?Y%ezx%Bh!o=cF3#K@cjqmo=bZjAlnRgO#>O^g)5r@6j50yo_lnkhPk~BT^lHOal8C8m# zxqy^bTOL}Fr6T{{>YzCR(H#PTLIGZWhR<0{)rgdwJ6Ab>) zwxw|2$2Qs=JB1yx0UJ1+0Y~pt0(U990UyI5207C#rzw;QR@ z4>_MwzRb-whceNdAF_c=IM z;)jr8M1vzrmqQ2ZgF7i_A*Njf8Ct1Je;<+p!ebRw-xJ229Za#E59XZtHRlU3MzVg5 zd6YQz4hlkZ%2dcw-?=$>r8rwoh zmIXEBv{yPM!7Y#2;izM3+7MNA=QFjSr4?KywC|~HQH^LJgKBzXy}Hta3#T(`lS~}l zva?DWe(ZaU7yS!Km5+eGPRZsx=f{Pj5@Oj`hAU;V>AE9yS5?%!#SQa$)l}9)*o$ZD zZKqnmq|#qY?1UyGWqtfCsBR(Ge{mO{WjGp7``*z=hMUQ!S*lspbb;U}ue9l1YYKZj ztZyIRR$sAsXEa7Zmzfxi`?VY;u%rlS0OQuI+@UhZKy|Y+gdT`9FNK3k>KI;`ks5;v zQ{+w~%-(rmJ;EZaDmIU%tM1i;3X{WdRPxr#yPS{gdouQ37KDJ=JSWLxu2n(2V$Cex zVv_T&L&b?s6lFs8*GwtaZY3nKbz->S2Vd*e=JHbI{#-dPI^w0H#5oTQROqW#M zo?g+Kv`mV-VH=-Gh0Pnm*w?TUdLYl8&TugvYaVuIx(+!7E1q47ambLzzqkC}C19A);M{v0)4zui$zMtLkcyH^$g-B^b&A6Z4~bLQ^ObiQ zEFqU4%&Qhl6Yu?0M;ET>_KyL5G^G+W6e^FIsbZ!-)W#*Ml#8}}`p+}4P%Qj)3KwDS zFBn^Xd^G!fnjJnM6nLo%&F~s9XIrAx+4KTW(S{d{1m|G5FqdNoaSgPJAL;Ccd{vYL zOeG7RU84m#E5=nL9%d-z>5B>F8ySGaTINq9PeJMN%UnHDw@O#c-d+9y3B`F5V=fS z%v=m>&SHrtoFj1G_n~slsgGX z?J5(Zj6D_J{Fj_5E={>^>Bif86+g7Is6FJamil(<0f`4Z$7Ye4;6sR(%kz)X#ZZ;w zdYPMf$|C43_}BH`juDW|G*SKC1=Pp7Mim5!Ax}tq?W8x0jRo3?;|x{rvyislb~A)E zx>XAVliAC%=0#-2%Q9kDxSk(mdA00_dHD`a)Fc*$DL`j85QI&`7Xf8MQL0X^@v<4% zeYMncow4Y(8)iMTNN~S3FxS+R^BIrG(AvX^IErHC) z{HNC-uQ8KbE74VEuGCi-P#4-`7~X)8aI~MoV#>p zJ>1TB6~tpj7lYI@ufO}QpVLF3boB@jo(YB*BT-{jXrP&>&?egY&<7}W-kGB8iNe2< z1(8aLbr&hj&U|6#*M5$@Q`{gti?TxfQM78tf-cynH;9s*pHSJE5W_Fn&qZm-sw`LE zrfu0Eo-91-OmaXTYJ!@#1DRk{^s&S9_ww>`fXn)DeGnG()wTEq#!&uMou7J=?Af(O z#4J$?Aucjos#kpC;JM_tDSlnCBb&BPaE0E`CMqp%ZkQ6)X8}fN&!fY27*rskdAz@+ zA7hp5M3i^B^)tKUfqs633Gz+2VWV?Z1y1}prElaSOp!FMnPtvOCPlGhc*cjsRTK?p z2|d-+(u}v%88Z{4M~t5n-&GbXSC9-bCodcnBriOi@18iuc*uW|@E3mg&zut%Q2A5l zf`y+@G70En$ZX%i5gi)~PoH~^>yQUmVOYrpNk5s(zQssj#gu2iIrxN-<)EXhif-uJ z9+`##eb5Fdeflu6q56i#r=DiDb#}8$fR@u{wK|KKBDTXP7>hDORg1cZXiMXik3^>e z4)35^Fz2w1EJeojz2^wV1^p+gX%r1}kS9)tr(nd3$>80It`Qmd$_Sn-)Wkzv^J}~} z38L@*cCIemOIS!*Z#u>YK0sNsSwIA4Dcr}NXKAiexfU=3P|F6X6*4jPxu0bKE%wKj zye0|iVx3Np z%%-aM4QH9&)i&%=8ZpH?bNR*zCdF$6&C?`bg1*P6+tkUP+G`ws&%;>lXuSxkXAq$r z2U*bHZx$U!#EMADNK`q#iu$we*9z61%Wt?k+cZBj=zIW8SJ0&6hd#SCGtYZ7Fp z2|y`voLiE!1)!#3dgfX`Arvo#OHaI1Z{i|Z;H*9xo$^zDI+rVIImhh87sKThl7FPt z1o*kbGsplWw|`$l)0Bg;#n3BmrYbRiYZG$U;x-!t`WZ0k?V!@qBu&plV#^@R^q;U) z%dw|MWx7>g7ZpL2g*7{VO+|$yV<-llbubf*73$!s+V-)VNmX+u__Q z$uP=mzOb4UsU*n>2@d*DFEcx#7Lwf0*17pLro6&Pm9MOd1@Acn@*+=r+O)g;|JIB? z*+Rr_e6^cKqEmBsAmWG<~rh*urGbkeaS$E2g^CtDK`9e8nAT%gWG6h`H_p!ch*_h9bC zhl|V`Ay8Q((F+TatzuS~oF0NR7ha+6&wUDWdEg|UD-|;t25I}Wb7+jwJI(Nt zeY<9=lo#$*xId@XRW7PT6~nIO@6p73G>-{RH_L&25CwWoVEM_VW z^VBgejvaxd0Fgg#nN)?4!b!$<c{BQ1}cJ2lPXKnhwEf;XrA{TqQ{{09Uv+c3Bw|!KzoN}xSN88%fLfy0OLA~jUG@7tcOnYxUj$g<% z^2fcYao%j%Go`9dOER!ob!F-=tYCWxk*x)cg!sRs%)vN!v|3~2e9s&kN b#5dBQN&y7{)keVw_eDuwU9MjCefWO>l>u#+ diff --git a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/dependency_parsing_en.png b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/dependency_parsing_en.png deleted file mode 100755 index 23f4f45b603e3d60702af2b2464d10fc8deed061..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 52093 zcmeFZWm8;T+XaX;(73xh1PB(~o!}PS-66OIcZcA?o#5{7?(XjHK9KvFnm;ff->OsH zRbAD6_P%uOb*K)_ucnEHBnw^e-VG*C$VkDG3~zPLD-2eRw$re=Pk!{;TWsF;=4$by(cm2q zGjPseWj;?fNq-!x4@X)N_Xhmm^?w%lKMVYy1^&+h|36qDQx!O%Pfa!a9gHk`9ndv> z<3y5xl{-Baso>&fae9-WerK0^pl3EIw2&P%Lz3$cqwmEJdy3h01)U{1IT;TuvdXee zsF7+9l8hrKV~rq1Sx4ig^XRtGd#i0a3?$vFI&rp#KFg`>)(o}T^Hx?+#V(EaYcBYi zyD2-rjrXGVU9vb1$qCF=hKTfMX>Yx{`ntH7XOZPT&GMB;ndGkwdR!u2_g#{Eg3`TE zsQ+)j9Y_l+RDu4VA7pkz`+Y}al#Z9#O%kku)5tsTC z_Dc|lxf0Q;JctKM8?d0?QU zTvlmyttzGEYbjE?f2<5lmz=~hCpDAuuOd>ETkW(fcBd}tQrY-?zmO)km?O0>TQt)o zi`S?zC+j*cyj1Av>2((mben46x5P@m1nnvdj4NnUlyBMTZemMLQf~hJ7Lum`MTOfM z+G4oJ6JkRO0KQIgjsucWzcUwA+;$KXV`fcYg1q3eDL@^+%LK%zhqoAT(t@;QX?jN`} z8>wed+RJJQINojtP)y5$2q(~;bb#M-gh|;l;kpY6bQ+XM4BOGI^BaH5FCMYsR580P zZ?$Y%T}B^iFO11Z(&|ym?*s5xFzh{N}dNHDy7#A=LJ}pA2~dhe$XZUc+^L9 zMe`l9wgE~<24)&I9j%vM+2#9QF~dgLg?iN&Wc*;CS2QW0&7vcLbkUIYBM&%zy`hz2 z)o@=c#X^MQYVLiYH;9rBZUc~@raMQ?+*8b4bhk{PTLod=sRLimNe2dxv1K;`pz;Ul zxk#c~#O6^Oc2KmQ8u@;D_fM_+VIQVP-v#ogFoSvO0FQW(dHMjwi{VHIby0BIR2Gw= zZ5@wcRvImN_|J{xLXz*jAdFf%1yV8puvw-Hv|INaGGX1WPFC~L< z_8F>kwwPeGI}#r8eSj?=mOa?3p6D_-JxWdS+_x6%=qa)nkWoN~82i0ZRMmUhTkg&G z6b}rKYCX{J|FB|{4+unywf7j=_skq%l7O=WxvT`&m^?%CG9gZ*50>e@FExG*9i0`H zr6gc_;z$Fof$xWUo5k`KxftY|B9~U%`V{(#7}&bV#=}p}1;zYGe#03;VBVb&sb5q+ zmN#a&Sy*Y(eM%jb?i@AptD;x1H#7ZW|D^%d}K3=)G3vDb(xejGTn8YqSun%7ED(?-XlTEv_bjswWKYhQ5Ww6Mc z?qQ^%Q*WvgHS>@Q%*u(cW>HJ-U@a-wdt-hJGI=7&ZKxONMZ1D$&FgQJ1ffB*RSdfG z|7uqU1%PV9%GaMuJo6dapRy;gQ@4tnbOu?~-5n7wu-;6KX5U;u;UZBzq;`BQD1PN# zIK<KzV2-5UVUH}Wmg0MbYWg;Q{1tL6mAMx-_K4v^< zmmbry6}X-{u0$_@6?+G-G#%PayT&}U|8k*~vG$Uhf36_YefwL3eV=CK`4N;u-zlt(SF1J@aHVb#Dc5vh85=PP6|W0kK99KX=%R|7lZQ}Tw{qO z(}3{*8foSqV9nmnn)ISx)o1tDv>%r8D2aV?fqS_}TJIA?!XujCkcRLhk}I!$14v?V zA7B23!a#)M5!T73;7+?V67p%PMavZz;C&d)51O@*e#RM(8A6e;M$Fn02f#O~rD|L% zrZTr2a(f;+fWiAN(UKXy$)T$&hs&lF2B6L<;D>58>)Jqn+iaZ#K~NFIFH2pBLyl*B zC^7YY82+3R$CUOYHcG46fdE~F;$KjH<@=jNhg1E-bzXHcniHXlNI-Qk6Doc7kOG7%8AS zZo$&k+#cWvLvUH(>%4MH`6%MNn|SC13QEK9v5%h>Ei5?PFfLl&Ev4T_GD!G(8rv-% zQ1>2x&?xSAXf_GLI1&MxwI}vAu`yKJWnYN$^{0pW=Syq-U;oxP3g5%8bP|bL<&9qd zw<^1UkJ_hM1ieRU0<9#a>D;7nhXn^fRHV^gW-&iVIXs+G?Q+BBb-3;US?9q++Ee{u z{*$xD0?I0yCePjaV)-SS$@_Y3#jst>f7dDok#%vsLTD`c_sqV3;@1Ae+}P&Z3em)c z<(ltG5}%%j;cKx0CQ0_BnS%PWAgYCbtF{Dtf5+b^tV@v_deSe)Z9W8Vd|lg(o|_Ku z%zK>w^D9~O@MqTAoif<03UdP2DOUY&-pAGS>P^J8j82|DZsTmFEtH(*h-Y z-l0SKduM*p?}d*NTD%hF(apTOWw3Li<*a3scV6Bu=h{|ORG5v^W;&w+(cdVAjHCx~Kbc0k>+JA;8@ep2{_gjU=RCH-+J+UdZrcMmS9qrH|t!2%Y zxeDr*?scmTUL?S9QB=vxJ37{*+C^{)Hp)FHCm53LE2;a*6Az})^FqS>m2%|gpRx52 z^Z#(=R5wtehG_v$wP#}IuGI_wV9do;((SnKGQWQ=AiDq4i9dH4k55T$mv-F>P`I8n zgatT$c;KxP9}Apbfo*Afuv+0plNQ6|SfXpPzMA zlBbT?JqV!m$_XHw=_R6m{W`7b0JG<1Lm>kFybivApcdh6rajFeI!M#j z_o#ZX(xke=c#grC_|>IRF*z;ccc3?o^+f!|x7M_3R?ni+TWp5i75vg1Ve_92;#@%n z*nwQgJ-g@{!?+~Xg7*%dV@Y8D@Bn`$>PB$xf(Acm!n)~Ei<1MBN4AWZw|^VbF3u8% zFbDMymD}boZUnnxkY!%%-5B8l#&(Q!*!y^r=!5}auhTAgi zt8MFHGE@ps6sj*^n-z7lU!ehJ@|c+$?m0T#Z0(M6{q|-IQ?SriA;KC0CTSon@E7{!%a|S`Z(holrhQ#MAMvE3)9bw?z(W6_%phBu|Su#D^OH8U%jSJRD%dtLl%VeFYQGyu3Bs zwp4h~jEShu`st}BZM^_b!lDEV=!kzP)f=!R`LTTWkjocqVqKCsz01wwii?ZQV24Ai zA%BeHTsnelXxCe<*(|n{yKC4_m+gT1Z1*4PBGUZKLpj0=b{?fg*7YOWeO9%79fvgr z*bMn)GlczT8Vty>ZE>P1^Ia zo2F?D`drdgRL23do9R@DOt->UN}?s3!XkirE}a=4sihWnGO|aW8DIPVjw$@GAK6w5 z642Zfn#lm|-%l=UXXwWC z)O2o8+8an7Ar(~E&hNj$C-&EmK#0{G2}VrihP}?Uj~Std4`Yehc(J(?Elwri#FYXqBN;wAQQ@O~!(DY4OnF zzR3do66a)MB(HMWM=1V_drYKE?|F#mWZ`3gs4{t`P^Bd^~Rpq^urjO_w}$u1WB3ypqKcEnMt8Nov?juTf8QiHUu&wK^b~RsDLCpnEk$K%J@5sC zG{Km;Gsx-6NgbfMrS;0f3o8{|a_cPpXV_qkG!z=wiYj!+nzBxxF*c_kL3*3m zWk7eI&yx|iu$E_EF#Mw-Py-WnKoo0irbF|3Bj0njRQ9z+XGn*s$re)u_?z@2<9t5Q z-jp~IR8=o68j4ToW#xB?zmjZ8W(g#rKaW}y;KKLSWdoF!d*u_Rzs_?(l+K)CM=_)E zW`oNg;WIXzA%dE5J%}a;mm49?fFY%Z^HD!7_UQ^d{HVYMh(|!<(w;#MGKcK*fMOuQ z+^Uc4l_)8AhW553a!Pn2Re+tZacI#RM@L6mz!^6NM2E{Js;7lv%#*sC%mnB0p>%PT zeKxKBygsg&|EL%yP#Bj+O)l5eddaVoc{&d{)s?Z+u2|QPtJz7L88d|481_fmDHCa~ zn%u^%-q1iXk<%xT@->z0Q4*aKFshe{S9Q#zwyE^_IkQBcyX*INJm?(s;!?nV zr?)Yon8;G4ncs`Z-|sl~A$)7TUVRCeyF**&e^0kuto>?g@-A7fNj81jL??@}i>kj5 zn^z{tyh^;RJlU1|0HeNbR$C3`MM3hfOZaqA@Pn3D9M=y^?w4up_q@ZL_EL`ux*H$` zncDblkcZ#R?f&Qju#xDFkRP|nyo$S}60%1wU>e5?5oN-4ya*w}1xI{0)OZpx*Z@9? zlM!EtWM!#?{~r2*CF~V4%vYcLAgpd4a!UP5rKnTYf>krqS6`>p1KC%*0@1Z3gCtWA z71XABmdp277sTZjbb$Z_%5`Qpm1TOZ(3ABAnh^zs5Fl;(()(rQ+#Z-DX*=#5SCd{^ zde_cRw-MNr^3G&@`DI%ZD){+Zt%aEgvC?{zrENuMm%Y9E%fAv4Ae2c5p4>%ECpl#X zsG3|ovI*SV3_?1?fwI2Xj&Ytp+$bmfLvE0kz-}W2hKu}%Bym1C5o|DN85D!}P%PdEh<&ufb;7j||@t(mrv!eoxTA{ByR9=gw5*ydH@_U*rqAqEUf5dXDa*csX zgtQWm!wYmI;_LP`(U~Lf9QueU=^H&#i0}H`v3dGX7jWl<8|C zaMn5BCceS6m3_jW*FVDB>-C(UOgsWDidAZy8jE6dTE}d&c+GkgAo`u~jT=7ymx4!F z_wZ)*U1ezroB#ZiPCMti{k#snbey=gt4v2tNG`o=_(U?H{$hM9@-GLXn%ZB)Em-aA z%4;@LJ`?pgP>F(y4}b5L-p>}N-^CfB*^Kpt5hXOi1KMu!X_ z6(7i9G`aPencbeMfBIc8f3j<(=ErR(>{+N74 z6~rTt=Y>-Qxe!2A%@*{(SnP5ihkpRe(($6mdu3W$CY49mRD$!B5izpF!H{W3Ga85N zX7WwPxZd&J2#6UbN3#1|D=5kU8yH>7!Br`6#6|^)AwTIh!5;SI7?Ksn$&}mXftE4h znATAQ9?cqOb8*S$S27%zU|QrI3miEMGK~h(p60ZKaMDc1)-sK{Tl%1(1Yx6B-Ajq> zVTB?7caT%b^dHGD@g}%&PjnH@~9q*6>zq_dpp%|bP z4y+}!W>9&+ zC75HS4Z{-@oid^IdF10^Bfz#QN9X<7UUA(|(j#YUpX6ci=SA`|uHQg9mZ8lIW^!k3 zq`-s*B>p8$WGTVz4eY9Hgdk&G(ina9r8Mdnr@*QkXj2=gu6{%e7!+P}+gNVY=QD578Nd{X89$Rsti8KQ`_?K*?faNmcVWrPQ zcBTci<+sA4rJiKi|Ur;<~}Jd8QMCe=^6NA3hZ^X*UB50ud3{;?^3wdor`ORO&G;kX|MKTReIT84Ja`9 zaDQ#dUese!&}>ZCXC)xU_#J0KKMOC-DY|s7#f>K*lx4E9d-4EUGq%UKl@ritcoOb4 zpEUP>OdA=0psmpG52!^_d@&bl(G`<8xX_AKk{WJ5@l_MGF)v~F+0`)ce!Wzy|CMY* zl!-P(Cs^4Y2GG=+xx1hn0tV-@d6cVSuGbojen3$31bLQMM7}IdjKpr%batu{&)y&V zgjVx>zFCeqRD0>p0s+6_Ucuqnk%6!h7d32)g{qvl1&h>r*I@am`R9nufkAcb77{j# zyc+HUF9wL}Zez-4#YgR$f%_nDZ_lc8C9;^SS46JP165rFtZL6YSvAKLL!&!_hnhCA zYP1XE-iTl9hgc`{`GtZU``aKAFtgrT=e2QKg4(!57Q{m<2D+{1);bA$yO3^%YRM4- z4)fK1S1!8GB{>{9smD z`U=H_r7>eY^U#VTp3jB<0>f_MqYEA4n7OvDAZ3Z`aNtw_-n6A%Kk{apItjzys<+JW z0o`A;`>LgeI;y9v$MjN#E)T{M&%8RV?@b=xxGaiBJ~;Ta??l{c=NpDw?fz@WhTO7A zRLH?Iiw!KM_x>JpS1#76e53c`+cBE2{uJ*LQb;nQZ#ZC;!7R2FJkIjc7e1P!%-8?O zoL>ISMekCqP>mHMIN9mtqFMO|`2kW~0GH}S2xe)lt}AiC)7LZgwWg`4q$GAhPMLTn zD`A>yDu-@k4<@4#lq>QQ%lG>MhjpH$TDH@mkI`2L1_}eR@ig{6o5G;M1w*G-`65|p zF*>RZw9%+mUGaN)Bj=;>hyoOy%nET0Gm25gg{RMK{#!Yn5T)4P-6cBV?&1F!yE@;G zR4DaMluc~%bP{~U00%Db;O-@5s5=d+!REWa|B>C*)#gg~Zl23>_&b690-SvJ9aZQs zRV?#vA2q1c(bNELuK$UT(D_bO08G*qq1M@A+GW46LHDcbQV_zZG$o@@;`PVAv66&@ zc#jL~S~E*LPHRbD5Sln>L{8GGmNvb|7=s%fqMjIm`#i3pfqoWa?ZM5#OTQnjO@zK$ zUiF0v!T}d=b#;Btl0KMey~}Vuq2EJt9Q%s=t_Bu??AF<*=h zT+l!}AcL~04#&=n#|@>1L0!3D{IvS!^9@-eQy24`xM#3*E_MUH5u<}jGr55ub{|p- zgM~KkD~7vo7V5ri451S;FNM%Q9!~b-#OK2bI&Zm`bHH7wJI0SJ&0~Hk5_pqwDv;pK@#3SOObzCO7+x4X*Qy&_GQ`4p6fAr9i?F92fkYlNZ2rmRp38f z82xhaA_N;2+UwbvmzTnAU17QE4B-}Gq@`41&T5a9du9}H13`L^e2aq&Q>zvP2Wr#v z1@7)WqVu}e&U(k|sSCE1q!K3v?vIrM#U-qT>X6q!Wth(5A9gD7%Rz8`huRBq$9}R@aN09sjsCk>u!Dm-d+%eQJcdz)g#9=?k zX|+~RxcmS`|1Dw$4obSC(e*b@;uNtH!3S|<4^re268y#ecdMTwK?;?M$^G@aCPij{ zn$~4hKV!r&|DK(I-0B=(l2`<*E%5`Th1{)97j)p zf0M~=QfU9r6WdMb+xYs`IkK5!#?4FidPu7sGN23MJ`>`e6%Xijs(Z}?JX&)%k+AEZ zNOAd~q}2O@w2jm;|dbaD0YmW8C-RZzhiy()W>Er)9 z`3|AxO(7Oa`J$jHKxeHoC*Gf%*B|-PW;+vB*nf!BM!~Z7BLnvh!k-DXV@q@M_?MS* z$M5>#M%XbM&iyU>r%+Wp@}qYOpiBFVLAOBwsdfK(_2qMV{&k)q8RzqYRW+ zA>l4q;hKI|dXqDj`P?EAAMj&T5#?sil9)qr;A2MlM)L)Oz9w1sAG4-d7W7nM{^ru^kNS*qi;Y^xE160~kcf_4 zBGlk%!893%3+-Yc+O@901B_S~xr!X1dy1`g4`#U)-EhYPTQl23czUUZ40CW}Jo6$2 z4Cs`$)3ooB`uxs6UVEFJEY|Ddf?0ZAgYQE7t71%az=NoBav5e0_HdF;r-|N*7vox- zrPgOimQUs1(&}V<;CnU*uSotGpj~AAp!8A4EZoGL+8p|vYca-$;3f1HtMv}Hx@4o; zR}BiwNw=RokpmiqA$<)&yyp0T$Moo$(7q0Y#ZNLo&I;9|0Gqm4U z+QlOaS+^_1jF4J+Yu8IFms52b-$(6J zOVYnpX)?jVkYtF7Y&&0qIwl1-5tOy2way7Qp_@#ubH8xc^T_NGvJH{3zY(3n=jyWZJ;?FKGpvIaeDz+mF6lN2%Y$kI zQIpd-^rfa)Qd=AS8Fq=;<9b3cz#+PQ5Y|F)Rx1rLU+lA_2Z(-@^z_-nkW7lBSuGcV z?*5_M^2}!+HZ-Y_VRtYaYi~X$AB@v4`PE6GnNI!GvdcG8yajSLAaI^>@#=kt%T~o%t6& zbGw%bsU=seO<%VZkB#%%^kv9MeZ%##&GFCU0L*XiVo<7)Y;@(KktdbSp{8fzmCaq) zO&Jo?CbWG~bKm}Hvg(SXrpj;mV~oe1KOP^NW`R|g&NI)Eiw0Muw3=*?%&S=<)q?wq z4Hjg|nHdr+%{3HgFrsZCF?hO3o(V|SznmsNM%u#tW- zXlHwsRYCJyWAWMFnUW&}_zjw;2XNY+vQ?I^433lyfK30Z{vUI0a(ow1yW=U6h`%L# zR5{1*hzM89-^gB^CQv!e&u&h_8YP*#dpOfNF1H;R$n@twxGo&QIAc_Q?EDG(1zuNq zL-T`DnQ;K>05({#$08v`ybXyE>o-?61O7KKG<+_7Ve6&-tfUhTT={RLYN*negnAl_ zMkqBfTQ5Rcc^riE-0-NQq`0sFj^~jbP0q60^?t`XLFcOi5&aKp9sp4pae|D=F}Ng2 zPsBXueh3Bi?;`{&X19nh`Nc1;Vp8I%rFi@2i@hrmtg;Lsl9w!E2}vL29{i&g9)kp@ zxrSZ+J+N%qs~C$>;~TKMAjGJIf6HQ?-f3+P>Nt?R^;Y_R!YXdpFTiL3wy#@A&Wx4& z&U^~5`O@+2(dd3ByvT_S)VTQDGZ-!Sn^gwh-O{l&8(9 zr-@$Y*YB*gS!3CT+1^jeV((#fjV3}kHuHxQ#8IPyXlnl}6ILW29a=i6=`Hud@>E5q z2Wd$Cd_O<3(4-3iU+YuJa@(jEn)W?Y&*zCtZl13*6OyTAv4mZ}U<5lFsO9;3%M`!b z{~ng+{no42D#FCW?;@!Zb{gb)m|~8>g_h9X4c%~_5kJYNXJ-cYME>CZM_TY~dR!y# zYOAb*go=X?y)`p3@^R`y%GC5j+gW9@?%C+VOgj?>zww;}-H z`SsaMo*x4kCe0}tckBd%%AMjoPnN!i>)K0Y4TluQ#hIaGgPIWW*_gWhSn=BPat#M& zZQ*~|@l!z%`NOH<%OmWmVcGmt(!pSOe-(X_&S}OUgGEE9I$v+KZke!$Q}qx<p4W-QTx~9VAbf*G!_{5;AEB8hqr3CaWGgy!ocY5q zbKlx{^Tx!_XX0Q?UD9S@bg6lGYoWTr$@E4*%Tg^%FUA}?4C;T;f&1wK#u)1dtJI;_ z;_Y(NQpn^T;9?JLhKaAlQ8YO%-_xacY!@PzXhvR~jySI5 z(t)GGASZxE?HE{zaXeaDC&67jNm=s6@nt=~=7DqFKOXXWa1rU|iB(sWjN$pa{1zc< zqp0Va&%qz-AKKWjq$ESykmC@v;9s^?X?FTQaKOcnebG--l1-$39F_LIHElj8Z=;IM z!R{jmI~qrPX{kL~gtY+MZX%|UszL=OEn4?vwHN&ift7MBK&rin3j6E#n~RuZE%qav z(g0r@g%iu*`tE4kXX*El_O5+F%Vs}chl^SuHyN^mc7(x_{09ky*E z(gi!_rH&h-=geQ;V2<%Uzr?qy!rW>Xk!wrRLAT+Dh!2D`RtC_ZVp5$dk(U3GiexC1 zi@w3ICPa)l304c%S6gyUReE#gM=7y7A_#W=BwZLJu?iL z>eRS4xcxni$Z-!?+S}$r;OzTt7FE^+7lI9_8{KjtMPrC9!Fdo{5t$k20B)rK*^lR+ zEM>r#z&dG0yP_3EE_@}sla&6VDWq_bT)Dp%ACdy;(}ORpj)%1d3=}4YC&&C=p_(sJ)w=mlR0#~`(k-@F8i&W zoz7SG)sCoZ|>u9^EWy! z)viWr?h3~TO?ZwongN{*p)2*kUNOEv?7e0uuXo(E#*O;qQQ6Zkb@2JW-DfOX+iOx+ zi3i~Y&zyP~Y&F6m-1##ZQ-lqx<9&!N1&HPP7(8C!wg=dd0K3#yPy{EmzX$iwaN7~f zL$$y?w>y?u#Kf@M1Y9;?F=hdTrrZUjyitS&emtcQ%Lf)vDW1yePxP?G!=AIq_j^3z zx&~l56#a;f3c)T`VXZ_hr*MasTuBD^qRY(VxyVZwnsv_I(^mQ6Rj6VJo=M+HEvJNM z>n>>jj17j9Uf4^Xov#hA0Om%(5;jOemudUY>vN5GNL$*(nyYLW8aL-00d<)IPFi~~ zEP1v@FY8G+JWFwivKL;MNN)Ze4# z*S$1=T{6Fmpe0s%^EJ@`zMls|CrID&mF@tL4<$cp3l=Vww?p>`g8ZcaH1933N%FXs zTr)y(+r!a}GLX7XvmAN%D!cxb7o7l2RQAFLeO{h$fhJ>w?! zX6+~~24d+%p|>62irY9}Gx=up^IX*9uKqY=P8%csN4(V(dV%1(v;M_PeGjOjm>Yw6 zX|z|^(fa-&9lZ5FI@v;Sp}!%qJI0==#D-`CjTWd) z&)v6OO$9oBQt~OdQh3mC6=SGTx1RG?n5(XwAH8%dtW?t{e|2?vEn0&3*rVRYxZG?H^Jvk7Gs#{bs>N;x|+OeK>E=@0c%<@W@F=fk zuWdK-)NEW&GQNK3d#X@>@04=I@UsR>-00=)B39AEBv;myM2^5{PlgO$&5_An0EUWV z3v^c-Bx{v|y4HKx{*W0bjVXxzSPQ)6Uov)I>oi z_e7Ku0`GK*LL!O&5Z>ET>Kxw&Otj(q%YX^UrTihv7SV+UW6x`ard#_p1+$i7b1dtm zLg!D}kEo2zgP|D}NWP@Ytz(UpXZ$F@AbX5zs};S_$CtzN7BG6&S&sjy$ARivc~Cxk z;wQ0(t>F$1r^|Mt`c^`UKf)#x)y|d3-|N578=14IVgkw6H!jv9e-8h4<70->#``H$ zT9W)|0;{$URWCTN+r$lZ-@|sy4{KDz$D8MiI!g32N=SOVNObI*OtMgbKJob~bA@@_*dDY1#G>l&9jbFzv&r{?&% zh1c^zPU|Tx)*{L-W|&B}(%wdHc)4szM92A_WX0qO&@E-_-DHz~ZBHF^mQeVL#5rH1 z@a1g6t}E8MqmVO=1|V0eDb|NCrNm0KJF#QFm*tlmpzLWaeTp#u$k(3tTn+662o~6M z{WwtR88SSd&`zB+CG6JZSY}bV5F@l<-A=twz3aU$ezmtJj~ao3-hl;0jVsj7H5O2M zAiiqx#8@af%^MPQy4J<{9##|Fb6D3cDp5snP_~<{{P% z%epWlo4L&|mx7K2h6yp{bBI>aTt+~>;RtpN@6Sb?NQaBF5;0bo2GRs;jh!CND_XSk zisjNZk3fU+A$dC>|Ms7RzxD@D+&6nEC5~FyP>ZUF+{>E2%HC9SHO)&j zF40ItuB%(6V>=i#6}@LhBtzuS4{2v<6-k@gobHT0mLYBCQV@%YbqZGuvdse>D}FyA zIeIL|3Uu=QY?*C!G#=q_6qTKbe7X$uj7pmG>jG~Kn*8PwxatU9l zH#vywIy#7kipYt`Yn$!gL4Qgr-GZEQqU(Fvn_s$Y_~sNgR(Y9XP--=|m@ma;GVYGJ%#uCa5j1z^MpxjCob#Bd%^AgD zcd9HoFsILa{TL801z22DDmE;0XLxX!&sj@wP8Kl0tgh`W0*?-*HpE2@h7)lNd7J<6 zyLem`NSGMw+8Od)1C6dp@g-Gdp);DkF|phzJMYIFI^+5Lo82dl5oY;tfvEHJRCEMF z#9i*{C=)##-#w%!$_guuOPzdQDe$`E)eqT)e>JrL%lo!-4$XD}Q{xB9)o`4U6xZ~) z>7^yuVd|6WwlAB+@Bq5>qfR5e)!B%(VihqdtvAq6XL0=YM&S?7Y7syr%mUQaA*U?QLd~1ek-vjkIaVrlw zW}RG6e#2Q|VN^*wH6!e7QjHM+2L^7D2drE{0==j*iFFI~}pqlj^t?f;yv z-}YRmsDnnx(|PHOYkGJ7BqQ>sf6JX7OE;2dXTdPCO>#Lv9G5&F7n0g-%vIa{z2H8x zO#f*wE0s@q`ObI5^EP}y-+UWKy86cbTa__kFiYbM`t43fY4GwkYe5-R#D7<5D0 zC=T5z>Id>qKaXr-kVYAx1l!#ink;Z@iJc>ufuF zaeZ(;Uq6SZo(9w~$F+_*w~mfWmI|5jJlk6zrBw6|(+#D~_6py?@_xH{7x|Ck^$no;bF3oUud>Cxw2pe)K zEOj++O_>y?FNJOP%)@X-af&oGcE2(wOWvA=NE|HPrTK7CnS3}Dn69a=405d7)LF?I zNTvO84;|JE)Hn@RkJvH(&YS3E7k1W<&7OFWSaQ@liC)y54dW}GNr8Q8=tFaFDamJI z&g_$=;qU`JgkZ*d2BZknRjf5W!eK2z&caFBeiI>3T(Tsu;yg;c2W2CH{^QY-nP2+J z?3Nv~U;8vW;7CsLvT{_T9u@pXOq`KBx@OxuGcCVN1tDUvChZFN-Sevle5DiqZOmi5 zLr-kE5^N{}B&^3Y0BEXh}f84L@zCRN9^SHh)YQ`1%*? zH-7zOEo(10e98!b3W-zoUANy!i@CO_T0` zJ4=gu3(M=x%IB>*R705S@?a&}wW+I#73zn;*_+q|$gSHjr-UR@*b|}4{rXe5FDa``t+_rs1jd+IL zorZ7N7Pgs?NC*AG;KTMu6C&ocN`xhgtGZp|yi8#}Z=QI6-EKL?2ykuY3B8n% zx;*q1uf(RWl`OX3xlG#5+_UnNBxVK7K=25*Mv!Q zt`rx~)$x)j7@v3ZZxK9Ir{L3EU>4X*b6AjuX6{-F9Tr^0@MGUBIPx5MM(&AF#g7#q zR^apdOu&UX-buNMS=DG>p_2S{OTH*-m+yx^PJ2Y{c=RO;pd3(u84KvqF|!F(_<4ml z>m4E;Lr>D!I%SDb%ovQV$R5Deh|U>x<*cD$U(y53q}3bd0Ng^~Gc@E8eDsM&MrGpd zF}Q(rYkZlDTmm<=hcxBw?rH9kG~6T=)6uQYaf#yJ-6}Nn!GjW;zb}6^t+xueDYTP~zOu8+IQ{;mhAB*n8q?_~i=&Tbo8T+I6G6Lh}cXuYs zfcO$mb$deOwDM|ExsxU;8Zgun(K%@I^UZR_0&s@z zQ+I|pZ+X2EBjm3@Xh39N+G5|SOb4qwH5_F1p(vY>pLCCpuIlA5AT2K43?r*2KA!P)>z1u z)z6EVp2z_$ZfihqI(Y^Gd2^FM1kwFprO6rH96~R}2E(Id!jk(o)`T@q1se~`#uHTW zO@j}x)@L3B7KA>5gEMM09+Qq6Tzx=i1y#l*0~zmkqYQntGdKaDqp{rq&$njM8(&+$ z#;V~vta~r=s*F7`d=J^$yKEa%Yc0bU5BjmU5L^bnO&^h=nX zhOi6u9HIfw0AIbb4i3)4h_8q$bE_FzG?luc%X$!5-t!1?`PD~yz3cw2Q>>;swt%{* zFA1PBTnxJ>MSW1hrQyEW;LpE8iAF2ZLFzq5>{ zC|DA}a{3f01H*Fp!Ca*Vi426F74a%TxY`}!2qC1F=*I7fmI$lB(%o{2(_Mm!9kIRX z+vVTc822wBZ44`@_e|jb4**&V6r27* z+KDYj5TDtt(J%|3V;cW-4EXBtZVsqS@@ccoO>5`3wtv~s(1Cade2JHUk%{r*9 zoy+}gClH_|9j56MC(AX0evlsY=DZ#IT9gXN|Q@c4^Or8XCj)0jB#jNQ6EG6$T180aMX=v@nV+M7|g6UqE z#uepuK1vtcK#YbO6%qvD!aNi`81zY!wvOw)PNGTOQlk(8CV z@Aq)8qS4+pF=+PXo>{&p%q%?|qDMpET8;6l1(n`q2B;^_tIm-{j+Ck97o@= z%N|WjvNYUb{fED#4nJ_MHiC4)Z)QDAjNf`$wsi&AB+yrQp?H~DKECdK6Tqk70kpAz zt-h4nczw~F2A{3FFcXCtTVty)CSmq)M$r^L&kNeH_7OT$m^om!w?x~=-#gR)RGt@$ z*(ZSxClIbo{tAl>{}DIFKmm?XmV7l}1%5Jjx?I)aiRH-+;V-iT1h7xgciaVkxv|Z& z4U?#G5JG0+*m1(w>!}9+nCI}0xC8u*kMr0HTxr1*U=*q0JlR0qQ|MlI$HEy(RvUttL_+ z2edK!ULr8*Bc6oG=4t3>u->EG3C;HmkXw#6e75lQzE33AtikUE@Xa0F%+J@1XN(|- zO%B9=XQJJn2(#s1$vYO@h~GuC88?EJ{@DG{R zK_EO?@1WDs|HC*LriAWGGKmq|FCsHTb8;hx-IogpaT6iLO%s-Vth{61znbSnpFe7Q zkx`$4**px!#%>S*0bX4gbS*=_V}h&vp(XQ64C?-f!Q15+2tNk$(YXKTlS5RPX6=7dJ$ z)I2}@-ZB9`m0? zgx|;aXVC`df$8H$*u(yNngqPY8?66KK)Cyh7_?VqAxGd{U))W9WgO+gw8nsL6>DAYR{9fA2(`rZh1h!EQ0`t{i#L~fsXR4 zpdH++m^Bf3P-Vtw9;5xRg!QBt;6FKXxiNj=MgrYWU_@2j4e&4e zg*#Daq%TX2U_Q3H%*U>iW8g_vLfPaNgfL6nuhjxH`?PU zl*?_85cpcv{1;N$TPh0$yq2gm>@#-wYgffq;=v1`seFOiJmUb%Ee{B|!kq)*&b;I; z@!|II(0moKr}@0{1n&jgb`xAN1tGS zM#|ohulZ#nj;f4Pi$Qg7^Bc3MpTj8mgksj17!K{(^m(Ip5*Y`9h2%1{w*jJ$=q;~} zBp~25E~8@he*x{?q2|8p1w45>H2&wCecU!BU^L1ZQU6c0&8+5MK=bcuUGu-`9SUO) ztZ=xsMqur#=nJlJr$ri$+&^gTJnqje0wXG;RdDcjg*&`-UdKYXyHmK!tvX_Ex|hK4 z%J?CAMf9tzaObW+_JFlC)SJRx_tpzjZ=FExboqYm%-}#vTh~CGKtKu6L+Q-JuHV;2 zmqluPHwepfI?l@&ldX)3zh{DfY;;Q&h85T^CH(EUwTHmG znv$0hskJ{e{Wn631^->$2TT1tT~QgE)}H(1`?(bGTB*Si4hYsU;9#V>y@?& zd68@6=h|Z-z>9k4;Lyc4Mo?TcAhxNUGF0TRGSRbr`^ zr_ik(Zk`bgURQeUV9_jA&K6L31hCH9?Mmr$v+dc6+g|JB1=C#ZM^j<5rk%0Za1NrH z%B1iF4=~!mrV}>vWqtH)p*^i?q_v>YI0;sIyA!V6Q*buiHmBrtM(T{wd!EYSa(ceb`|>*@tFg1>8?gc0(j6MxNU^4crpg)3uAl~x1c z%$?}5ZJ=K<`r|?C@gVw+lg!}Q^=ZslN1Fxen=|Hj63BG|z6=qo(XkSdtJ zUXCTt3RXK$6U~iUWWpPJ0lV;`kcs3rA^P2I#3vVj!UqEpyOb;3nSd%3?sBn~n5XU{ z5WX_HuWxny)2wi3A_I!5NKNQu3U}RABTTm=3Cy2a7O}j+!5FYD$9*NVOjl%=OIV+Z z(b$y+)G%YN2_eNNGO^cO&EEP`TK$&t1P;N$dM%W{ZdLS=R!=Oz1L0|UJGiTSjsfw> z+2Y9;1|&lLDBKlbWfwt_YG(v*6M^9F5bVCf`_M8LU&F^mZ!6TIQ-jy6X3>!?fIVLr zyBHq18JArC8lI3oMmx#JQEyP(Ss%-#fj#I;l*={7ymcjk^2zaXQLpBqOEXI#q%G|^ zBQnePP*>)GX>~0Dcj4aw2tZOV%KV8~S-n*n!csqFsze1n+KMZwR+T#bZ&O-)-JazG zy0#QsmKwBek14H>bu~>wygMKnI(nA5Sq0UXnUnlLr$<+ksuxl313{3caJ%oAZw_($-$EL$YG3ISOTXdWbOBOxzd?+FfmV45_GOmB8W z0I$~&*6@2U)r>728t7ff@0x}M-|s+MFm0;7RC`alXO{1Y%>v><638Tsn)WxK7sx6VQ}6trO)5HjG3tWM4i})(3bp2J9>YVWFW-z-mcF`n~MdZ z4Kf>oV4!<+1viB_;mSf_3}x1ZGlHO5&)&>swo4dv#Xz$>!D`%oDQqTQmRda_`-dKh zTrL~JySF)$oqA$;d~_@d|2GK1wlT}}WW=G(%?gc>my8MHLskMt-|UbK?$}(@*HY$A zouvDD(y`^3ErI`zd>HHE!Y8fpHUyTL0S#xRX&cy9d#vDr?O8*x@QAQPg-oDgeDpFU z#Vque#$~N87!2(*cZ&S95Xwve54E`7G}CfS$luy2a!DanZlRXJ2;>!2@g>Ib9YcgPEFK7TS+y%WWaowdc4KixW~OLr6Lkb#)ki z4?qrJO51`44w4E6+et`nQ5;_bDeWr=Fe{{OFH;Jp>9&4PmigX?$ntG_>e`qprFIqD zmX$>Nq*9(fwi1IJt@qN>8H#RpCrE;Q(Uu@!$^eAAmh%Q_5&1U0Z7cBY4P9c-UwDl_ zg8Z8O-L{#v9>MlWHz95h{+B=o+UpfE4-KtNn^d-dX%^xs?f^~7 zm!W0&KB?pe0au{AA~9TMoKafILoj&U9um+-fzHf}NTe{}T!~zNQigI)w4adwB`)E5I}42m`qN=<}1m^{JV;TecRb0af-k9J0$ zzU!XlQ}kdFkG~u#V(M&~Obk z+O0@+uupdjvYXFs+mB)`!GFSk(bY=Aq5V+=VmhJiS9k51MtJvF`b31iKM-o^9Wj@% z9qP9yTAj}oO*d|j9hN<#5y#Yuuu{;5$MAg>CR;v$Df9op?D5Eq;42-L6mQg}1V&ZX zACwlU|Dr!L(RfpqZ5@{H^;y&co_S%xDf=5p?c3mi{iJqgaA23VC??i!0w&@SI`i|4 zu@HtvlMv!|M!Rpq3rL^<35=+$yAfU5FU(-olJ=94n!qsySj@aCk})N(`#N5wEOjP& ztbr{EbPfvi8D7NCLM60d`*`VN-(@P8YXD57MYS$|igfhRc$fYF6AXhe@P)Ro`6e9* zLZ4uC{C}1waE)0=y!p}2{NAwi(Yr{a7dR{Jwa=`b7Ff`jW_VoeY9;lgtdJ*esjVry zsPR}!pRUjti+_k)*$~9*DBhXN(BCyAL8m=WtZw0AMocgzx29W;C?+{&kI z<+rpjn%+_fxutkcOD)SPft52f*BBpaD}+xRHxn`jQEQvKK42YKn)dyUmfk1oRO#K1 z&62U!uHgRMA>jJw#;li3#9TbvY2mSdyl}ezncT@?`*O0GhT6Ux<>T3nic}Md_4;F-^DSE^(GQ?|*$#pxggmRF_L@L#V`>-++^e-SszJc1gn%=v z@mNcrZXg$}FUK+Mb*y3e>LTE3l_$hs5lS84mfg~SSy)~6tCq^#75lpl{^IjI>%tJ`(p@Mz19!fU2V&9m_yBjOVl-;xom^+&C*{) zKgJ+@dnjTYk8Phge}?a|#&%LZKKeZJ^#lCY9^3oV=EoY(Y5oZzZw0LN2H>5v1X{nm z49te*A6{(~?ht-w`l9OKUKK)>1YUr)b&fAvU|I8~>d#97>6SSodv9#RFXtN0TWQkn~8pe_E?5gQl4OFzkE~x6|aCdKKeB}jBU|5FGuH$8AfioOaLY% zpW$KK5yE)9XP;ny&Vc1|Z82|MMIh@#q~Sw^o=nI$YiEW`M8I7vI}^VS12~w& zHZx0<0>Mz^e-H$vCZA1wIs;?)%ILnjUjI%z;&}Au7(g|dyuma>zAgVhd)EQrRFVE? z-b=P5Sp^$l1w=i2uV?pcXJ^TRNE7>cmh)g2cZm(6CgyUA{{n=%96zIoH(o9~-%Ovl7b-PL%)IN|p2z$&@+ zLz)Vy$`Q+IU103c3dj|4zV2K2Ko9T+x5K?{dnVI|Osqcw_Y1x(apcs7#j1T~0&nRq z6KC09hII8v^tD@$JJ4pxfUg5r;H>FbNZoe9x*nr$2^NmCdNARi;u}5I`UR;Use(qwJYMD1PXBRe`W=gEO6R1rZdF$2F(4&*M(|Th zT@#yhMXp`CQ?nw6y(kX8VB_(e$|L5i@X#zTf5Ktm{(X$+K42#kf2*d#Co1ERzltnh(S zecE996q{+tbUSjrd@^icu*PeI$&MwJD62p69N2m=f4BK+T-T?2Ow&~qLBqcSl0;Zn zJxL)CFT$!{}dpI6a6?hNlxb}w{&^oAfZrNViY>I=l z@-d9t(}=ml`L?NxYuz}5m^nwPjch>UC4z-71m1T?-BG3vQZ87oWH{5PJtf?wcjvnm zb7CBfaPWL+Zk~?GdN(3#Y|Kj)ZVt&F)9>=tmfmlNt7p$(KuTmAL;t}%Pli`EHf-h@ z_~b;sp=Vl?daVV=;7OH$QvdHDii)srv~+1r*^t!HrgC%_1|k=(&LtuWR!(n%mD6$E zRkx}~VIW&EAXS!|{43Bt5Tg92Z+3KVm#K3n*@}biZkHu_@XrKOFais{+o~T7HD_zF zklqT5inZxxM!LI?Jz1Z3T*E0s3)R5F=x*RUBy9qGHo+{)6TH}Sc{+E`i%y8t;VAv9M!O3wmpxSVjiFnIGK^no%-j>JYR4O z-jJ#~A9f3gscX{ud3vckO}g`^l3HD7TqU-1Xdq(gt{SC&mKyR@>b%7O5d~s^e+?Oo z!0)1=G~^yQ?-sr$Z#&$>9V6Afii!0#hGAY#k{xOe7EV}aXKxo3>EjmO=%TaS%B2Yd zqpHRBfk5Ck;P@mMufW_d9fmu5%j5P8OV=gDq&gQ4`ahPNy)DS5e?>+8y}9 zut*CAz6143oW*+*#NVHZQN#wMC!2}C^6`P|z-V0~nOCkaKzoO$>9a+Pq2J4p34tnL z?n->Lt*9<55~_$?yz3C`mPOObe9;WbBQap%EqFf0(nWC$u~c0a+%c(;ncf9fH?El?|$Wbd?dPE3$wIHQ0vU?h)xwl_Cj~FdCjinXq@k-&t1cAtNi& z;ZDg<5WXAeg;3b^?D*)-{Chht_DPl>O*60#jEsY6+MSt{h{e{Msvp;=3_U z^v+@ci_tY$jIO5zLU-!w++Al8sq*C&24HOHZV;Ro((gjk9GCiPO76_74rWPbDkcOj zhQw|PnggqT$V{5>FB}Yat*71z{_!|s@lO!D zku#9231_oscJ*xbka2-okd}}ds^8x>7{Y((%gqpHiW){Eufx{mH`%${E4eoMTS{!dLIcExuHGq-z} zY&Hs1Fbp1~ci&->-VQq-9a_f9{UMm!J;1m62;XWiNLm9h9?@GFkI3!ssaoH43|K^3 z;3xbpKtSg1y<1(!MCMAsymLPY)G=TlusIGEkFl3aL!RO4d}HQt-kFl|eK^#Vr(*-~ zugFiH6)v3FOkhRgc|*VaFPGm2gaGIYWK%3i1G`jy!( z(P;i!x$C2=KFW0e1JEfbxA9M^n=pque(6;A1G(F?+-P~^KFzgQAU45TycXB2^~=_l z(?XW_uDr4VDoyfk8>|6rSl)LyhdXF}E4C*VY$2T5XvN&+@W)h5Pa6h)Ul(}YV(xfT z$l*CGZ3U}>q?88C9i5>XOUxYz^q-u(_@JfJ%8tnvB3*r^W(?r_2s;0=b%SRU5VrG( z@xr&;k_+RFA(g@T!~iy@PTtoq==vi#6*qcKb}7o62GjbFJ8 zS41f0u6w>L*&=}T_n|JQyAL)ao}vu}sk&^K_tSmBq=nEuEh)@e$S|YH^%Dv2m@oR` z8ZSE6nw73o6Jb{Nq@6}#2aE2l=!I$jqK+ zo1>~$7|03?R8$5g8^WAOM4G9I;Sbl8EzF9B<#;2cTHU}PtSXB$!61M(2cw{|JD1dy zkz`1@9KitHRn^qk^fZVq`;6SiV&U}8pI-8Os$K9-3LYeyj5o16ui*^YW4_w5GpGy- zH=7K)5FIwZ_>84Bo~sg-ZQrp=(z0&{xm`WEK^d#kjb=yB7A9(UM`6+!joG*aOrCA< zqfzJD&FTzTN0`feJXssp9sc>;P4|q=eC>r>12&VUVxyxfo7d&M zXYlAkT85ns3`3z6dA3vciDd5&a&TqcOE9f`6c)!u98}*j9p?nHx3{Wg3IiQuV8jG5 zsKM}mK?J9|x3gn>C7XhFxkaOR6@<{HRvx~};dY<6sG5^Hn{qjbfg$6AH86DYcPUxI zA5CNbUb&gic~-W zVxZpiKSRtNE!I%Wq5C_P>mmlcmG$SD4eSHS+~K?xIOl)Dkkf!f1bY{&QrWu^152j4 zsvHjYAgm!@5i1k>Z36FBJX%JxhAb~CQ6s-Fd_V}TLxcPQoC zfjq6FR;Z(i~ z49Lzp(L<#G9s`cP4svx8@gTHS6UhsY7P3ADpl)Ss_GEwXuAAA9);2%LxJ!Eu7 z)3tx#OzNO)wiuXv4_l@b7mwUZoI7m0mZ7=(wrraFa*{C9br?ibVJMy{2Kd*LDs%4k zDmz;)Eh}sK`Se@EZ)N|%mHv_0)KYx>{B<~c_c?mE3p)Afl4)gXaA)bK9y-3x8)keF zH4k@-9JORh>8n}VRMjknfo{P7nIJbd1Xk0%RoL`+(pT#_wOcCA(@MzlnYo7UL1lZ$ zE^68bTL)c-=7TABF?#4ISTvlCeywD477rpRlKmOQ$cl$S3WRM@ePiqghz}S)}I;1O3cjj`P{`LV&k&ikBf=-H%;>;$)sSD zgz4;-w$9Ea>I>by7dDMq6z9-paa1As!({uW{8NPgx>q7HE&aPtIWAHeU0aFw;rJ3er&$;CBfI0$VvAkjJBRyoevM(1F|z}UTwnH2Xx z^7^eC+`Y49UBUOxPdDtUz`j8C&H%ynlFRb5m-*4F5aV}XvIHN_KTynFetc8ai>_h7 z+!%ODUP{cg0G%W1T4{xyn|7|v)qW6V#N1&$VC?RtHSYbgWfAW3*AeDeFl`MeXCNCr z^ypUQan=aJ_F|mj{0sVz3%P*;likfmS1hHp{GNGhkRJ>QKUs_&Th=1KX?Q6K02f*3 zmh(+@zrX3`o~_Y*sj>+I|8IlG*S(Rfx*9Qbz|_06Hi6N*n>Gmu1HYLbBKkw{7We zL*tIiA+_5x7nnQQIZZ6aGmNoa(WN)zvL&W6o=caYXz%fP0YdM5JGYbYPsa*GcUJXepqD8!?V`n45iI@Hqbi z+1ujWY*}M(_es{AAWB!41Ru+mUbGy<+0v>sw4=!(@B^l`oc-XN>U=Q`MXDk)fB_s* z9S1^o3luF%br&XKH8?Yk3FxNG=a-;p3{Z$Q4Y zAfd1}4>U;hgeYO*y3^wFSD@Tq*p9nJ)fD66v-*|Ja+As?2mv4cp71=>>>pS&s#r${O3=R|`TMu-@Rj5`>I zxftJSFY2d5h%u>bV9<36!Z7Bdy$+0v-?b99udlY`wv0DAjTP_*eZSyaJqsM16uVI& z&i4*LpAJCZe7xG%1a-`VQSAjtdmkilXYe_T=RxAP6wgb6yUP%F7+d*S%iobEULvU= z($B~5=$}Y86~CA5*ve0jNMjc=QWT9vTq)8QL-8XTj}Y3QJEYS8UwgwMBb63dp-)ca z8#J9yu(~adA2um?ST>*_FBv>C8w=9tKteDU^oiMkXw`<+7?5fbj8{_()JdMPFP3ec zQiUiC6b=T2(LjV2j!>{KmQHrjuC#KUz(B>-^~acI<1<9G(*0!2;odXv?&>nd7>OEP zn+1Y(F^JA`aiLcl1!)&$nrkxR>#;&wDw$VqvGzH1^TFg|@(-s#*NEPsOOq;u@z)kV|Fz|eN=C?AY)yboQ>i{zZc*(ci8 zp1!^tJS54>K^NJmFaoDX8{fn&iJrzSRZCpZjyUl8qB@$!_6*$h9=V|*%+^xCNE)%& zt0V9J_`R8|M9&F45wpK^x@R9q@^StcV^WAc#ajOwbuQ2T@LhlUYCJcS#aj9u86k|r zEO2?r;1xLnBtpjzn6J;f1w9J}O}d&eq$+R=EPc5#QHF!P-NVyWt|~`iAXhN}V(U^6 zTU(?3f)^!FHOkeFb#uGV9$$Zy5jLI$!$T@m8+k9!PExAU&F#o!b(R_#7(C8j;twwT z9(^UEqLejg!#b*$&zjYMG~WOulf!2|^gGr|l2Dx}E<0xvnLiw|h+I0amj{j{Qd*IA zD7w-}7A6~v;D3{1@}wk7`xbODH=9g(R-Dj**DL8SeyN9&73g>r`KFaTji2#v^iysq z30@x`pU(F+F8@4~SB$aH1QpUhCsX#Y38Md+lE7-Pu9midrpq5afE$l)RA7?=QfU4?o3+R~+i$X+k!Ay=aX-fQA+nM21*peeTEv;`{~+yt7iU`E zXOGiaJ%RJ6{8WC=f^{v@W%wGY)i-@W*DGXsvva0-+{w?z&mC8* ziXG$?Z9Uxbykqc4DujW19N|@G{N^6Uud2Qs3}Au0fTCfG`XLf=x06&wDGcO2259br z`b>@NDA!-i-Cgva{ZvCH)*k`$;LqF4oz~m4v+rvDOV73{1GTUC^mvrIEr5u7#%3>m z9faE|5bR^+dq;mT+JGZ$ghreu=7AV4W*eK%h=dS>w=&xeN!ZO#=IOi9^-fVq(f&v) znY?-mbvx@LpwiWsZ-mKZpViTM;3?_mEH3(&D=ThGv0pEQBNwURxUTk0p zFtBVsO|G*2q^V0(Vp|SK0Zy8K7goBD5%e<7u`UPm_axv~{LZF{bG^H@RZO;qFRS&; zEpdsxAmqdYudsWovtLsa-U`XqtF~<^&d&XFPkf`FY3S4Ve(QJaWi5ELOQJ zVyQ<_tSV200qB5N$$NURxctss(0x}!J%iIxGc;vjD5Z8)P6<@%>%I9F%wg7p0kQjaT?(HE?{LNd6wEaP}eicnO zfITeF4FnP;rU2ic>yhenZFvGXdW(;-R zS)`o<9N|^;r+ee#(c$vAu9fkO^|lPZ#i!`{dq@PAfg_Q3W%{PO|Ity2HgkvX??T!p zoEu4CJ)9O zu4uuz?;(}J>1ivt69wfRgNL202(uvG^!czerCe5G0A{AgSqk{3aewzmNf zpwDC^1*(*MruD&%bFF6^f7f$j1WHlHGCKtspg?{f2-g!}mIY_B;B*~j=AY{flc)9a zlmkBoSUXQerGExtW#NskH^Axrj~G92eyucy=2Y|VknBf_4>`p3>Bc18^$T^xeTa#~ z{|h=QKc2aB8rmUbZM36&ITb%}*XPjQpK%Xi1?a({AhbW`vwR=N^uana88*Ru$GOL) zR?$|#XTo!p(bPKBSUJP*#ZqyOhUbun#-_{V-i^ajGvkZ!)En7pokK(aau#(5!? zB!ux-THCu`YUfJGD+Z75fB{M&k_Z2+l~i{QB`Q~@F+e+=(sCxLytrMLWV$|8zQRDZ zV_@jS;B``>jk6Jc!}XVJZ*R7>&s!xnh3)?rFt11}fW+LTdckwH^{L(VgdjO0DTT&v zfK|-vn_=i(UG>w?@Tz%IowUH!MOhn=jWo#dZMz3xeFV?|KZz8$sI9w z3vYIRkSJ{~hskqvoWbA_I|;bi8{dV-bks?eW6o()7{QYt9Y>RX`_CidaLwD@~Nq!JbFA6!#w?n-`*rX|e|F ztSznPD>GZ0DqUe9`!QgK&A(AAxhWn~67AH#mudRnCBhYxe^c1>?2*^ZokS1aeTVA{ z2JHS!Yiw!6glxr{Hl8Bmh!LcF@0hp~e8@#0OhJ3#UcA|hA(4u64=#8O<$i}y9AR%s z7{{f|i&r}5N=zOQ0w&LNIYWW>+UpqK+I0yLZbFzP-l}@Jj#+oNlB5pzCgMvgCjNeAe0*o$z2h2A0h75MW)0ymv=Qx5RVqh?L{%G^b9U~N>u+9k$1 z6APl@wrBRD^D)lIHF7H~2D!0NwZexJ%f&|Sy zjfg;(!?TrA&rI!m0)KOXKM=T(uW&J>BS}VTrK{A1fC0KM(KH&N+9xy+x=$^wZQBxM z`S>6tLdI~6xB4ZuZZ|d+METXh3KlXJ0awDQdj=BG9E-Ohm39AvS&!Y3=WX1}*UI8% zY}#b~Ln;F+!DtRZ{U0x>_3YJFKDr8Fb%}p1;(MWQP0ldSOUYeZ{qHDTTs(3s7HlX1 zvql>m1?$SI#Xuf};T_zEiM41ot`<>DUKd6KX_W{gupWwPy3Vvoi>J9KccHjWWz8E2 zUd6=FA2EUUqD8*A(RFpFu%R+#90N^_O?P4qBokGu6?2zybgK$-00Y?CucBsxP zcd31_p;h&xutkrZci>MGcPQpAHT3^y?hy*t4D)h39>knn({KmYakP7HhtqTMRQFwA07FnCc9;Vi z(=%@vJX4s5OPmRuGf*xoF(CQ}aL$N! zFL`L`G&db)R!(7{pfP~^+G>cP#CedfBNq1x8Xw7a9?}bL1OkvuSVmQNKX*c6JlXP8 zI)wqkz~Y+H8;0RNu>UAvR`AvZy(@(m#^IeKnq&LCgg(CN;rZ zn@5L+(WjJ7u+VUNcGl4`2aNw6i3sPqd$c|Ib)G$D2!SNgXkaF>m@z2z9cRjVE>qYc@3FVW5<*dnY z0)+-&<(|>=EmAE=gaPb|N(lw_N8d;kufp;R1EZ?N_WoetD2K*(G7T|+b8QZ+6*MFQKGXW=iyL$uJu8+H~TOE22GrCl{nDh2z*UOdjt=> zg;wqw-_j>1@(tzV{kUF09Ee-+$mqsgN`w49FkfSYVGhCT1r!!_oIi^6dxL7Gi?=)N z!VTeDP!9M|{-b5!rFBvAIs_wtvw}#c@z0mkcq9|rI;9Fx7-)?FoasE)Tjd9H!nPD4 zgai!?jof?LD!Qg2j^L(6Rfxd)Tq3*ux zXt?!EJne+S(%m4c-Kjad{jh1z^ty0rrTcT5bapQ2qr;NLBcOc-`@nnV}Ss2hu zhJ_Hkg1KvfoaT4P{v zFP-lCzxb?0Odk&k{Bnd3qA^KlnCSd}y)!TxVVe$_Sbsz;0~T_+?tqofYcOs-wE5K; ziT(a}3#Yjva5Rm5I52vx9UX-T83Cwm3MUSx`Zw9kr6e$|(WFA!!2oS^V3XjWuo3tY z>#nD6z5iJxKeU}JDyj_(ESg;MRQdS2jfn2mP$VtywrlaWjbb_#oEIvZkPOLzr*R!S zWXfeD222+CC)!1-X#Pc0OK7rCE{8ENYNFWOJ0Vy*q{{zUd8NM*m!$p&_mEu%#%zDw z$+QKC3sS`e8KMQTSo}o0$dJsv0(NFGR2Ck@_VXQ_>o;jayOEwCMDE3N0k*)OK)$ze z7G@RF{3g$>08eC=9Dn=6b21j3spf{jPdHz)5fkTfZ&kx3=`dW--Jb*4iA?nTk?yWL zm+RvJ|KlKVv3BwGuy#nM&XrRbNGk@G)w&c3v(I>J;Cc6>N|B_bij)G8!!htu#Pq@ndX@uTfXf#``6Dw z9a~}}3@Q@NW0d5@#*BKVf&sDwi!lVPD>{$I4<34T!^x@SS7~D~z^%J5LA#t46Pj^v z&P(v1PO+U3flYuZ93n22lh)&Cxc~q_07*naRBXnvrYcAs1139LX5#Fb)HACb*?<8l zg(XH^2yY-9fC**N(T_UP8CoZV_JJnYyAG~BH@~*z71{}mrs$-H>J_};izG!&KBf2O`}&m=I4iP2*IgPyKfr`^M$FsUJ9^H#Z3F;Hi^uik|F{|fyi z7u|)qc*-W-vZ)(OprzX8tVj>(!A&4Iufim{0eZumWksV@BU)f!!~`*@9-@8g`Fc>a#7JCBdJfG!Y#Q+k)C&Py8a#FXlgR|*5q%ybwDyze=6Tfz8ZCSr;YFoCp zg`~9RfZ#?j_#Q}u-}2R#9h$Xm#rV_=-1#X&n>m=Xx5>hrY9=p&wn>m{j)2BQz~qh} zO1a}Bbu~t|enrOYJ1S`-MsV%0WwkCklNWVzO!f~nV*b%F7oJN5aU=}qi3N@yJ1_Iq zmfU7%7&4*$9ASj#k!AuUa7A`_GEXvgVK$kv{;=WRA<^6hRrar-?Jx+NZNK2kkgbv_ zSEW%HXb%JOe!PJHE4lV-e8$om&sFWES8<6kP+nR0DK@5eB~2!*T}LHOmEO?YXYj`R z!8nMWpxX6ssOx~(Q!d*ufWzqb;~R~|BKZq0c~y%}wtb*B+H+P_-7rYwWr&23G}UW9*H>JQCJ=ySMJ?GnjN9YKIlUlQnLhfbEX`K>+QDoo>=5 zA;LYCwH4WT6NvI(!2qs+Z1MwL=+F43mpqxHpDM4K?X3)a18H1;&=_k#V{9GYx$^M= z7+W#-VIr1`h4c9N(@UPW<2rg` zGaIVO;#9QbJG5hm`1Ib&hQFF3G!sKl;C$dQq(T~>M!hQxbOr-M#sy{xZjQ#-3x^!; zZAsm@GvyR=p6F%~)T^W+e*1F4sCUDs|vi`P@LK``$r!p6(kWcY~GA}MW8JMT6AJweg;qULE1*Nr{ho?NK^lqsUO zW|~qZ6Jzn#o?`Bxt~7W^RbUy$)0+NY`x|jOOJNx35PZ`uflFGraSW9t+{CnT zoI#amN!Q{1XKXn9O7CR+LY^UCO(bcV)*i?~sw@9r8{V zTZ#>VXF+l9EhTo6NM-LahkMl0Dg5&+Z+@%hl~*;K#)WY+#^8>2e>6>dsciGoGkVhS zK(l&gVu?Vjj;H_zoXvwu>p5VZ>ahDsQnGGybY{XZIMkB(!60zr)arN$i|EfF+P?&o z_Lj-a_Z*t%KV+aF*#?qD#fHYZ{R~q(5@U5gT%tAzzd>xQkfEYxhpR;Bg6&tiUi`1c zQ=G3i$0%Q>F;HGrw*;hFIlgm)ug2wyJy%C{gAs4S_j2NsU13|?95Ox-#F?8?P3M)q zsUC~@LfRn{0{7w?h4aDbtzK5^!CB^x-SBY@e`@5R=a5otx`k)c`1uRcy(cj?>5O0# z;3>-WXe`)(uaZaD*ps9ch_T^8XG0F z%gjD;7<}Zyo82Fzua@pDX=zOf86tR`7(FJ!cVn*TXA0w(-`4qmfkBqbpc>gjQh(zZ z3ln59RJo2YK$}G6m4P90H-@n9C=rPK$&06<60E6K*m_Y8pQdIM@!%0vQ%MiG>?a#18P!Pzjv5c#3OsJhPFG z{;M)tVqoi_=bY80fiuXOFYX8X2V$Wm(CjoW-oe25Bi9U)%Kab3fZ6{L9 zW$<*S`@+mTA8|<^R|s))B9)1``RjP*jW!5yC5^Oj2xjsh@$pu^uK%U8*rpLW4dZZk zbZ$FXIfA85u?a{p+-b^j1`#1xI7mieA_AKcKmlt&*l(Z!*5Q})1Eh~{6=~v0b+t*? zzejhMuw-iKL)ggpC)UxOn(cklcO_rc?K#1TosP|pZQJUwV|HxYwrwZfK_?yCCsxND z+cv)Z?!)~L?$iCM#;DgCW7l45*P3h2xk5xhNR9-et@F%1#8B^LTZ@i{R!_X?yydw3 zsKtrEGCI*p=MABq))vbcs9-5PIRo=S3^52BV>7 zmZ0pJ;uB0mM`uvhcSPeIy9ymWU20t^w*$)KbUmslO@wZW(;Oo=^Ry!R>MV5?+z!yK zF$?VAWmVvLl{_ah_H)|XC*upYNm;SyLL^)b>Ms~6K3}AJa{o=XI^AWi^!PtOKxz*v z=BEUo>st260B(lD*z`}q1c)~TbDmmYgF88*Rih#I*LbI+{+{v74zz(Y)vsvT60frS zI-7js%eLILuTrNH;!~?fYdpl}+sK2>E96a-`%&B2S|6yDKD=R{btks^4Ki0nFO5vF zsA0m7!8D2YXG1`?CQeCAZFDN;P`TWmURBmTN{o2@K|$e*k~ zsddz1TrqW&FEK~&BvsmTm>BC~`2`bJQff~RVYrtZkCN?ZFmc}bd9Obbsvn9hpZeDZ z-PSc#ov7#2n?ksGiq?OeYnDANPE(%MAF&=8oLCV=Uq`-Mj+-4>P&r~6a6&<(k1_Y= zjh2*ZXY7yfb<=C^V0O*a+U$&W4+2zD=;~ICZ$3PwrV$(#NMW*}oR*)DbzyJ8~A1r9{cmJvvI%$NltYzH#S6vF8NZyr#;N43P z_-R)S{Mf@1^TS8pS~c>M3;Vu{a}nk=|Dt!%AVeVHRe}%Xrmu87@q&vl-rS#?jD7x3 zfc#@->;80mUI4NYy$ie3dOUI?@m>=(v-z9XEPNqbWyX61lDMa`Sl9|3n^-&&(FF<; zk--C~Qq2AL5v>lFp>Wp2!NQYUIJtuqms+N#`pBJ_Nw;$OIF;g!jHKSA?B(QV&q@sg z!Q^~8#-##mia7?Y&7FJH7dqc*A-edzG7Isy1%U_M$y7BL(#q4{daLkIM#;XF)joPF zW63OZ6$9R!Net$G57ZF3@6y;8qGmTq=gP|=Q1zm2@^gX{(l9qal|A1X=sBgD4e5q` zEvee1ViKA055(ST;?)K10W8``Wi?b7cdmcNKTD@P3EZh9c8^$uMca)1%z_Nk8Ec<) zo$n8B#r@7@znvD<>6<4n+7mw_8tg8D2l)V?iZT)jmo5s9B+B`63mZK!vv?f(C=F3K8|)ZV-rNX{?&t$AA>j}+u*~ShUdohiU)8m&E6=-pB^=8oShg!dh5XWU*w6zMeT2< zEt!u++v1*|P%(2Wh2K@KplmZQs;%&rUD2Wfv!vl|@0ufqQ)p>5sFe$>vCrs6k7@+n z@EV-i-+;eJPcBW8ffAVd-(-a-h3eO%-hlo2IxtBphI@hck+B>!E3XCSG+!86o`0F|vMQv`c7YDi%2Bb4E}c-T1!vV3~r0fP|(Fx_=#OaF88|T$`Iq*9kt5^2_2A7mu(_$v2 z*WkCv#y&@aK)hdH^@d-rrr_mYooQYO1Op9X4-6_=(eMf5{?>e!^Iy{;KrZ1d*-0k4 zDAJ@lE z20bqJ8>W*16sm4DrG2V0hZ?-=aG^M0L-kj9ZZUX2X{7Hg32&-~8^?TN74 zmY2`tOGd}TVNKV5%IKmx;-j5QC#2;++AN`o1W#`pPtlt-Ns}+98~f|D^)!R2R;CWn zw2?vf5=pFl0!*_MY_NV+`GjeQGUi((-`DfDqY$Yrb;WbtMGetcR3I!3wN7@Pz1fQ( zQ8+;EP7}Yl24O6gMR3@d;~+2|V}z#bGQANjSWg#o&9|k^QYRCVBvdvLj;~i5mZsqf z?Gui1`yD55n|o6O=lBlOqRy!h6B@IeeItJ=M%=Vlu5?s}&Fcn=d^=bO*Z=3>M8%iZ zfJl@O97?Phk-n??2IfT+_WwZntrFCo>l#bf14>Lpv+&ypB1Srk@B`8e*0f5Fm%TKo zd_)!iCH2WWP?Nb#`R7wvH)T0N;mU+0`gr^Q`W8(KqB>}Qe^o;%Lw?-eeu(HzY`jG| z_*)Y=A4fr#KwyFNcwZbTGCEi-Y>c*@eV*Cv;Oq$S8h0^}aaNizA*qjvQwDZipBv@l!(dm&)Y^CsZe@lK0iD9I+sXA?58ma5LYHBhp8<9~n7GXt4f~c`CAcB+96tCwysDu%<4QXr7l#GZbdjRV-Ir7*076 zK}4*!;T6s(T#b0_@jFW&SVP-e3sxAds!IQ?xsBL7nIQ#^o zv$07YVRQYR6{QyQ>-WuUGNKsiPcD|othv}?)HA*|*nfP2mpS0Rk1(&pvTs2>PZJ3_ zcN3C#KHAx73m!E=M%jd$&Gbm{Zcy_wi)O}lcEsMaoJ5d~Xn^_)Y)s@AKJ3Ba>IY=z zp6{me(ZPJu%cX}ork6{|vFs|ws?p)ZRg9{%S$cR7nP6Rg2GDl;Mb9(kcx@E;Yk-qL z2=I3!7AJnXTu{iBL1QX+LvcpChCy%!|2PddKBNXp+QzJ{9>#&}eW|RG6RhjkMIw*| z21@vodkK5iQA=@WBX~$=Kd#>S@Wo2r+fU|~_lpmQN(#Cxscek!rP$yu zCEqt*#qic!FV?=#1Ch$3!WWvX3=(wFrv=DBPn z&r2QOAbx&F+H{GYzR0}QIj`ZY@LK5!0H=d-?DV!~Bx%3o03cDp-G*C?4F{J_Nxc~S zE?MGnhSnIHiqK|2P~&re**OkKqvZP`y@hHarxC`)2d5TRJpbaR8*x#W)GE2r-?($J z&wnCnwkOi?CsvkW+j2#oA3CFj{kMLjJP7o`Jj~o0cG9p|*9uI5ygG|(|H%NpDzUno zN)K{P`1*9&J56&C3^F?V8`hxBPR}}!Jc_g*2k418itM>ryoxLvHDo3hyTdFJ7gCo@ z`X0(4>*P#n2~zogpb5EE{81{|*!8dL*A@s(mBRQDy%9h&zC**Xe@Cso7YSFuCKwBR zC&k+p$?mh5FjF30vsL8yV5IuK;O+aT^x>h}{Xz7_aV_Zh#QVcQOTU=tKzTq~2f^sMcy|#-%J0wopQKyK)x8tW%3o zL^7){0;wmsh?^aQ>dN5dTq+DPjN&wnn^b|hq_v9F$=y_|b1@2*kQ-D{dbF`O7eeTxuyoE@gE+37nLS6V5mx?zbaRN1oJFcHJo1sCyW$ znGgkp^j6X(QS=nmTyW7))R!9XE1j@kT>CMd?Y3Jf+Xr>~nK;(Gm4m9uV@(cBr5gge zjtHRDT>~(qW0P4?O>7m`DtUf##9>#gTG(Dk@&KnY%Tms$X-!k@HAz3kmct>Oa-!l| z{U#HmRU4-i&HFx9&D{>3UN5{xnn)nd>C#Aj1 zA?}uFSq-RL=LhKiLx`|@6v5{3Gx360F+y)l*@9VCa%`Zwku%Z_`S<*N<-HR{#OYRq zIn3lrMVm1G`JcWu@}y01XX@e%zx4!MM!2Jr}uwuUG)iLHsFxz8$Sp zv~I#e^5}P4Ww~9rw5j%%G{U(&5#s#{(r2RBpB(xdgdZg|6OugXBobkH&TOiym-4-C zuEN|3hlBwZwb|esqtT&%y>qe}j;8u2Tw{cGKdbt_es<%AAM^!NQgN}RQ>3%<%j~s% zfgp3v5JLgueG~*6W<`mEJQe=xN*z9H{X1-3%2r=z*E0xaCm9wZ1K!j~au zHS@92JD)B~N~In8jE)1epS|CYmKsM~b6ozs_3cJiB1(@SM>EJBY+K__;#LmJ!u+sS zAHb*FA1B*^gcl=-z0*JrzIT9!qHbnooaKEtjM{VDx=y9=C&L_Slfy1(h|TeKlO5zO z!`UNbl=PB7z}b7lx^O2~Y@%t>cLZOqM<9&enuJO2^U#I1T#A}UJ4t%=8>sL-1>4e#FYXm zzeN0PEYs)sGru$E?1mh=w5C42?RL91mkn&DdJQs8{8Ibc_T@&ytZ_ta_RZWYc>YlP z_sRm~grV{6v`Qkhp9Fm}g`{Row9exWY*f^NFjU7syR4aY1h!@BUrWAGjpDG?&P$Z% z?8QcZRD!eU(X7)XI^~=A7RNwF-f5w9@6NyXH!$uzdt^U+l!?rQy;`K*iI2g7)mUta8=6@{`&!TBze+5+z z3AeA7m330Tt*wnA>-coy<4KR8;4z^&#yokWmWHA#rb+pEQfa~R#Ic*hQOy0)WB#Q3 zsY$8W)Uod_PiXf0Tj$b7qE4EN{<$$mFjNk{QB6F-b?kB%j$Q-q*mR_meFCRt`Kx3# zPkTt!1o!SPhb&OUJ$?IphWC=})G`y{C${epm9GscW6TpWO|mvtr4{pfy#e-BFTOUy zP%5B@T7;a9)Zg$7Obe}3l~ZNYZX;?NgqgJ5s(X2kUli>8jO8T?^`~=a*2=1NJw+U0 zH(;ZQE89z}b=4KGaVk(i=fYOg&OQP^6U=t?n@hCG$LpQ8uu0q`Q3UWj)5d&w{gHQe zjE}I5bzXBm0v8w|RmiYy2<)GLA;M@8LBCA#s1(E17lev`${b?F6!c`Cs?#yD`GbR2 z6Runz3U8wwmVO|@w#rFESF`;Qd0!-cGwPc!u{@egQTgggLMsrEfC#~*@07?6-?8}k zz>Y7@V-`TWmJ+J^R8_*}o}e7_(*ws~HmOKiJ5DYWnx4$*9coT@@%noM=eN4GX&jDI z_?SIfEQ>?Beo0R*<4>n*ue;0<^GTbS5TxNHi^`}`Z~)Gz$u>}MIK4^Xcfyw7U?Ge~ z;hKI+_pw_BxI1N~K=&AjWC)J?HMfRvT6~i|g#?aMSLKQmqp-fm(e%78o!u}uy+I|T zp{dTgs1<5~q#x%*@xvYohQz0pP)eynzs&#`bP^6?VI>|3!&$W3ma zgo;18G{yh;b2ubR@#W=31@Z%m+hcG=R#5BKDx%tZ%FugnkTtFn52sP(qiz!K;hP-K zqKn$v_MXQ)k!ClM`LtekPl?K7A}+Zt^Lw8LMX-sXj41`*gkeO-=6ys7D}Q_6ZH zT2gD&==>7-NqqD)V7Xh2u@W~On+d7%b)k+dafb96`i??Nrf#R7=x!;@Es|PAQ(9Nx zE#L85@li|=<8E+2k-{cJoNQIM1@jf#k4Z+67+!BCc2HG?596GpzDAw?I3i-x&Z^h- zku&79LUzo0U<;C@XAfxDcJrMkxtX29Qz4;649yZe|t z($n{<;`zJZ13KgUiRXDux`wlQUZ7C~%N0R2dcVb7RlX77Y_-G~q}-)CHsDs@e82ZB z#(b&}XHH+r7(Zws?UA&;pD=_uzRM#DA=(0kM>Qsq<79>Y)et*)n+6-(i|ed#!KF(3 zcNHAfljEoj&c0bCCTr6-X^7Zs;R#uEDMf`2H2geS&(I_+bXYLrNl@o}rl2=9Gzvt0 zGx-ma!V^lY-qp;Ym9gLx{33iLXP>z`Tt_@Aerd~rO5=LXaNhmi5kKJ2n{NbP@YHwy z_$mF4PlEjnBc4=veQJKJtx71BzGxP-v=A{q!H0NT<>Q3Su!i4?B}9wFQ(`(LM@{sm zt@tvsb&Yh2Y$#+&2FEBuopTWB5`@BTXVN%GcN4Mpp!4@kNCa+Q8}WmPu-#x3DcKSIjD=4z55n^`A45zDtEP6D-bP4SC;AnMKg-hAH~k{JxMYznp@e z!~W(Kd?nYZPFB8xg-=OVYOgaGgqLH6!*c%7SDzr-#i|%5sv$Bg=9$5*1@d zY58#m{*QtY`D>C<$U2@XgKS7IMRB;}3x24IZs9iN+}pkW*+zNCtk5u@ijC!>nUlVV z->Gd)bqnM4F!IG@Ib|*&c=$=~wKsGlIKv0_F8w#iR?EGKoY0lys75Y8fo#dkbC@G1 zNj_5I{+xWQe~G-hpu3DS0O+N~dHvb|PFbX#)-h(-0eO{O{r(4AAh)UTsZ;F}5jj={&lz zDxnajy*t4u<)YHFIq?IKKPnha(by`in!+WjqC)5DzyZ!{LDhV?_2YltL_XNaW_ZlqRM4sjYJ{z)pS4a`4kL1+*e0=;_Y>oGL- z{EMSQ&1+J4$}zbtXkHNtsaQ7N2@y{(2CO(Rpg`(ywdf2a#LYLHd#hs!NUkY;c z&eeR$BI#bng*y18`uWAw5{EFu`rbp&p3jm^ntp^ktqMcju+tsvMTO9&}%J{ z>EY=!Q(s6A1`yn!It#y}X~H~<{PCueJfrZ^tT91sap6J?lLqU;>B-II1dlmqWN=aB znQ@!@(RC#b9b9F=NQ!LFOB-$OG+$|Oo{Ab}d{q<{+l6eVKzs zi~-h2N%=vpdAs&+^;6A1NNIf;C726!y5Xdo6rNj&_Y~0$@ihT&;^v?rLI;^|b8(`! z^sgimr8^@MQ6+TEyDBUSDxtuu(OC8Zu&0!HmiqW+Foza)hoSked)Tmkl^^M~-hKwf zijGF*tN0Up@RDz{+sxs=UU7*kJ zy<5iXcgy**aJ5n7@a9nh!8GAFb=etTTCt-Jhd9t=h@pIOqm?nVDRYagws$$W>coz2 z;nL_rOnzwgb)P{BB@gN~3fDD@doeq(f#KD*-D<)VJF#1kUa_t(Yv+{xI1>lbWtnY% z6?LL@|M^*HxFo469X1`E3x3!lA*K!1IqM@$6$ezMOBXuLPceX6UVw0V=D_+jOQ-Hp#Af161kB|^uhXY(0--;0B@rok_V#y9^OqI__jwv8^Ko~r+Yx)FN# z%cKA2vb&fFi+AO67+Cl53(}8|a5wGD>Y3Z6Hyi#wptex)iFxV?-e6$yzMcDr+zo?Z zzt*P1OxQUt0E&l0aV4O(>XwCpP{aL1)`tj^di%q9(1M$>Q={PYk@XqL9FHnxQ_+J1 z_3akrG6*dWt^xLcmJq+G))FctkMwCjSiN+%=WX*d;dncOjz66}frud^+b9jIv$zM^ zQ)^H7OY{x$Hf6o6@V0YB7spqeTar7YILIy&xiC6CJo9snb1QLvi`~THi96N*;$NbaE$lv%criGz&xXXWY3rP!>s9^Vb z%Io4CkA9H-+#%}#bFZJ%adP=5`Sm_?gj)(FY|M`n7Vl`Y{(uenLHRBX5x;F1q`g1a z@*bTlWWy-~n%%Vt{`|9w<;JHz_)`A^oHEcV$vy-)@e)67) z(%x>QivSCNlpLsCwH9Lz2Nu6TRdgKn3fBfwx;!Wnx)HcTrYx5l*FXEBaBZiI!Gg{! z_eC5KYmG$aw0ivcBl_NFqR5h^Z#&!hNzVxA*9S?o>?8CZKlQ$vCNUks3IT~OKs$F1 zYQj5lMtIN+l}GX<{dVC_(B3vo(D^Qw4EgLimJ#&pw`24vv`_?0f>6CjhAfrd&@YPw zvw89KqTB9ukfmG5!whGoXHEp;I7weL;T~SP_St+Gres+xFCofn#;tY!-f?#WjC2Z9 z<+KL}L5JM_gWoZNK!c$2{tL{>AAN`#YhfP(bwUvi;DW{oIVm$weUO^A<~M931&0F* zO$HP4492B2H=J`T9SJ|_&1Yup=on8+M1-T=ABQuT_>sv^m&Flw(_8Filsr4~3sPo@ zkcl2GK2BZAAk*V1WdDL{qJ`pL#na0w6_UeVY|ZMfZ6LXNmmfTRrr+U^gT1EyS)3w{ zf0V2|5iNuV*9$gIZdCQ`Lb!MrOH&;LGh-(pzCn4}e)_b_Jl|7swq6W>-Va@z$Zd4XcFSNV5ggH0w2uP&0XtT^vR{H1^`w=G z^1K})2w=nwgufl4ab<^7eW^aSQZ!dg8N&o|yD>uZA^$E+uJ>qTk&#~XLIT!z>^V0MvotB##-l#ytUL$PCzDGeyxZ$XV%P(wr?=8 z@zRSXtuY~opBHLwJ2l6Fe+CTn`fcXBM-&0WgugOAuLqjPwj05+LB)|@4c%r(Tohcl zSX4B2!u>T((l-cUbM-B#?Sg`0#NiYfm>R^vuy0VEcv;HHh@rw+V-YL8hrGTsG3t+Y z863H>k*{j>I8dT{f(Hq70iBrx;B96HxlwU+glli{qvYf$p})bZ=`JP*Wr0KQ&Zg~k z?e7R(iL>oznEw_2VnYfJlJotW_owGWDuejGe)dX%<=v4D_9J22(4v$pw0PY9NCp|b zY65zRiaA21EdJ+3C}f}lDuZnH+MHP*<9qK?Zaf*RcFV}}Oa>B85i13*0OEoa6V}X4X0^lQyR5LT|daWaXKro+Irj9kt{{D}**>1BD~^f)~Ml{y%i2 zq7Js+5myC%V}ivkL6VAmxfcz8UjF_Sf(qjN72|2>Eju|!e>ctpLh)wh1!3$AA`fo< zVGHo0iV`2&&ty1J%x`HmYdxMA0%#~1Q2;0fQRv>fBI`;_@j;LTBVsn4| zH~C%MDho|rp<3N%5`vd_h7k>Lw80@QHf@4jWo=)0Z4z*Tg{Y&0MC~)n-=xvxh&DJxvO9L`= z>rQdK$S|GUPrF=-C={?LYke^u98!mpp%#;)Pq; zG;^J#>og!3SYQLOQH$P~H<-#&K_W7Hz7oxjvMHv7mw17985-G_njsTW^Ke$};iG*o zMo_MXyON@IS}I6_k+YG^DOG(!Dmrj2?Xf<+Afll0W$T`1tTfvhB4t=zT_|IRc0JM% z^VATqF(em2 z#c`hi>W~pJ!fy)!D00R$Nc@8`RuuymXME?GUd-sMl=&|nBoMeAO{SMU>|#mgp);zj z%luf6vS7RGqA-(6m zD8+{F<}=dn$0qZa)`Ml&dz$QTawa{6!%7zh&uDlU%lygz*kmeATx7jClkGF!a5U=$ z&+U1ksYx_E^S`qGJfo+jLIbh;{zAk;0~6>+g-RxAJE^Ekh#jB}$tNGghep#MT^FPx z3JyVP;QYYB$dcV{nPY@OBt1t9Wovni%-e-xb1S5VQkxB;ctTjQJRez>#7D@eHOqLb z$+H~p(Kt_Mfxtg=>aAdB#{CgqVNQl`BxI0YFw>&8i6j?-bVrV_2@RNT~% ztMSAd8Ms7fcor(ZP%>&a1X$E&MMsue+nvc#d*Y1*%8`i;LE@}-G*P=HgGWv&>L{x zoFl`HhhjQ;k58WTq}XHRv4j)I#giei=c7u2@fH~icUbdIjs63s(mac0vps6j!zjyj(M}1;Rzx}-lYM=$8EWh60ax-cRbZbB32u|$8toGnCgn8hD7!x>5^bY zLb~667?f7%kwjCn_b2hFy$M|x*Zedt7EI~Xi z7Uyo92rzm+RM`&jM?h1z6RK0bU8$>@N zUw;0?&aX^I=M>3{s%TaZuVSh5g`G8B_82xP%#Zp-RYPE^B_bLF3{d0g?rvg-Pen^` zhc~l}M}9cjjn@^XHa2oxuvLuTZn1zbi;MP@`A$9t_&Qz+Mf}2}V0y&iSTz~Gj~QH^ zxiw*?$s?!WT7L7W!lOC>I6~cV%BhDsTA)^}r-4q-vHoTZFE_Xn488bdcg*Y-PMP?_ zDX;O#Pl1~${C&ZDdeW@S9bL{P;9N489@1>1hb}upKbJJL_ftjWR=gY|ub<;Xjado!w%0bjR#<9qAkI>Fo_+JX z)w&Zk68``0CMjp$6t=zqo#vEj*vC5&0dJ$};@4?%wpCsICBt;SO_a>aA;$D=1kVOU zPbd#H+4iJaeibr^Zb2u^PN>Zt3-mj(*bx<$pkA#a-M|PCxN&dQASHJ z?rxTRRt2)J+i1d1?FB3`^C=3nhXJvFU!)YkJ|jb}1pY$bJ(5>OV$J=V8ABW2Cyb9n zf|s`+twuQWm9HdArgVw`6hR}GUOc!X+5^#(o+xVHcM}yMG!u+fRE{A*VuR6x8{p`8 zbuRrVwB48NSsM8`V2WPF{)?Fzjr0b1(HLb(c!?SmQ4!(lzPabw^8uWUjE%VJ27Kfj zuOoovy7NilcwfKv;Q_G$E6=|M%-i9C)Su$*t9Q)VwH)y_ANeHM58|TYd)<4k$8d;4 z?*Tg(pXi5t03lBtR5{@M;%i})eIRf}YXx-a8?Agdiv@a*gT*sf8loup(}-1vS4Tnh zsj`d1&dTQ7iNMia$&B$#IAA)2wC#AqMQ!I~?0+E%Al`&R?UyoHg1Uv6)|TRK{)d05 z{CvMg6rqb!Fi}<}En3x#eCe>;iAsFKJ9D%*QoO%C5V4Bg%Lb?%hoP3Zp5`v&NL=#( z{PMPK{SxtY-m{n?r-WlIabZ>)TT*;(3_!-c^A83#;_Y!@d?Hdt+!L(An}um>9^M@p zu;f4n74djHf|lG|6Dyui`WnHxt>$oz!%Zl&0h&h1AV3@XNE1An+VRjuyHQ-X0-!mC z9v?QhzzT~C3lzXk6Hmh^Lo6W)4=lq4h{t8b#FL>_U;1!u$NSnurFR2}pnk^2Mm%a# z!qTOX;D1!l7#UYs(rW-CdhwxJkc9_Uasf{4D5*e3=;{4XC%t|^?8F-eCd;QB92lp7 zijCih&Qxs-2|ukA18EEOhD2igtmNF!4~RWz!s+-nFvC>=DA~p$XW3&=<02$<2kHZI zpbHe_SJApIV5ZmJ;5JbLNH)EC&I7dEk@WckCIAmWJE#tn2-ohd(EW>O;MJ4K+?TBU z{S#BdtusTw1omht3M6}3K4b@m>Tc%c9Is5=ewrQ-(|+!(w!apKpM+F3E+VU@Z9)Zb zridmYYe!-zuqovgSS)iyeq{Yb?FKB$a0i-21bkV)Xy-2tmA z@1_K)t}^&=melgCw}t^&m7$46adC7>uzU8~eSX8%tj3$OmDVL)7rKnr-(|N@#zGB{R@FZ~y99cRCREKo2n#Qbgkd2`SsN1Kp+}N+| zixf_`_#~2{1bZ|t?gFUFC?0@1wgRBA9sMROfMtF692f$8f#?Da@V;b^3vZeSSP8=g zbWzHPYCxpO#RT4dHh+C>@EwTtBV7#ThqtpQ|sSN3Q zY6H~%HH{boc%Pdp)3R%iUW!bZfEEo=`#gPwtuq16zyW3qqjKFvmP@>-Ixe`%M%Esw z07?Ma2(Qz9^U+tmt|9DVlXS=k5ewOA8DqRWD0!%k1QJ2Ph}r3t+>x36VPGT~Jhu(r zvmnAWYA_^TcZgJ$`xM|6UwD>^izM$|Bw-%2pw$ny2MP)ZAuPY17$8c#BP>$B#yP@) zP=~*13Yg#+{f=`fjw<5f=xz6vYy#uN2u4n5R|oj#>^2{(FdGmL^s}VaEBd-J=*iD$ zjM6czMC2#~f1Qd|q6fV7CJig5i^FRB3y}Cq5iWtZI0cvlqORLW-5^iMeMCZa#86ij zQ|vTJ7KzwW#QYnvB9~bQ&G9Qbx1E*si0#}G2P|E_Ty_D3tz(@ga9V)+*qb%`1sZ}` zQ<1RvFd6H#O=f@zuE{i!ndYSnG$ge=jgw8#<}OS?>@e{bHR#ekfZ=bjCU4S0;?Nj+ zKqsdiv=AD&@#@W8*!zT~C{->1SfqLmn%3=P`rMYEZ@@vmP!kpc*a}iO4Ny-Hp~X&B zZ=+8SLH{x@m+Gs&EOAuKMjyRn1|9ah{++QS?WIW!0_{AB4=Bag0_Kd@ZJAj7ug<-o z)P`W(E*1AKa!4lpVB3){Rdmgkx*E}67NwD4?BI&1D(~H2$142Pk?FwnAxLIL^Ros%$*+MsQFj{6Bq7(YxmLdeg_Bp<4QHXBa1{hxk zghb#6Qcqx*Lq>R#lmjDhvQe~u!?tSv41bl|IEL$a58wsN&_e>%-er4q0<3|z45@NNkmjT`zVY~g zMWBVMVrv=>iFTkxeNzUXEFowOp}_Tm7=XT>Q0(YS9Izk71Hfxo1;&BC>O#T^oXz%b zst~jHBuJab_1uv4{7ZCC5}b~w!*xeMXNZvFM!YZqh-(eDZ^24q+LagoV_o@kG=ip5 zof8TqEAWHpSO$tlBxE2I*ei^Cy`p%*_rapK#-nKwV%PJmTmHms^M-~cu?$l<6@vOu zb(DTWS+^DKjeCaVCk=pMo8aBf3pp?69i~MDc?8^Z@d~(kZxClgt;638G2Ab zrmX-IsYB7wB)Q+Ag?9wjXO^0{4z_nrA5gXm+Ypw~{)yoW?ScTG=UO3&d*oe$zop+J zlmi*b%$ltAfp@?nkPbjcUI$XrMySZs1hNm)rSpS0C1y7OAM%27BBd_H&BG8wlrz>v z2eqIaq!yv1Je*D*Kp#u2PE#*9+WSrrPwtE@hH4o=nq=D{3Vn0tuHGa0`o-E;f+&|TR=FFUD2|iX5q_@nGoO? zPm>P9RQA0bP(W^akum@qki7jYfOgRU*cb?%J23#V$6-UjE?zlHFRB>-5R#uH+o!Pq3wyTn``q(DthM>rJHNbeE zC|XWpcCJkthe5un*j`c`dN0zoaZD!0zpy<%5U>K)TSO-Fi74LqMjPjs4eT-OSp=-u zcp?}4*T(g^A&wxf_6As?3&JdhN#!B@Slh?v{ zWrC0dT8I?=6UIYj*V2IC-Qgceu?YMHgS07<+#IH8J>(@yH+E zmc=i#pNMP9vMm2|AL8k3dfxa>xQu5}GZArRlB`n0KH;CvOG9GMgXMUu2R9f}!is$P zkM;RqV(ZMkf0Xi_Z+%$PUyHT4A}pJ-#jYI^qs|ocoG1Ka%+=%ODyXI( z!zJl#PSBSIrpytdu`~98XO>R9tzo9Ve-ur(wq^TuGV*20ux%IF7+wmCz>yHE^bUyL zag@{#Td;CVZm#uH*T&tw@;BFH2j==D2I51B4KnYdJzj*+*QiaM97&Ka3&=@a(Xq5# z(TI$EBk!h&%M0OrZf9QE@A5zJ)Ykiy?55X$(gZiT)vOs_n{y8*Gx!Fy#M!bPP9Sxs zifDE{C_0f=F4$nLtJ*qrRSMg^-dWRc^v_axyUe~Lv({^U*p}gnACTH>&+M1f_jqM7 z(P{Vw9cegy0oyB%y8ZZdhWW_*(k-8Lcd+XD*tF~mpU=MdT%W3x^ZqKyTAi`KRnt7$ zBnHkI4TFq&l6PjBdh4@dbbzm3m*E{@zJ~SWd%~&I9HJ{%$GfR(PFT}z6wv>E@DpN{ zJONvxl;^>X*pJ$ ztH3J1ykvsPuIKFHGa}#al*_t;69!*0dle0P4F&GwxyZWwyXd#!#J{HBu_`*Qe5$N# zeEm%?z4*Yw1x%?I4rsViRVW@$7*)EDm9L&kwDy$llnn*6`L`YoWOHe$ys$_w#8Hi8$yDc8(xm2FC3Vh6x*LoUBU4D8wA~Dihq0aFz(W%I>VVe*R)a}J zv$9|Ui5ik$8u}!IzC<)1<4u2k|0xDm^*CWkCV%-mgmp02ZTgyPc^q~QrW0Zdn{3&U z+AY=8&b6etl)*Dkc%s;8Xc)1V=~f3ZevILb^lpe#CGxAqQuc!nr2YQBXe8l-yQQmB z!~61RKlZ0aE=IPE`}s0|FlTQ#*-$JdA==!8ok?6HIT3*U_QZ%AY}FmX3LPqDm&`Hj z?S<*s-mV)L^~%04+!1@~rfA@9_1fGMB-=J0s(f#n<#c+AiSh4$8(DE$B6e4@B(4J% zEBxe5KuA0nQVI4+ZWk#x1#Vn4Cx9RO$)8?)$qE#IFu<;f;k^%u!_u@U2S9bY3PXJ?d?dcJuoqKhv^5Yt&pYbxn2_dl$FVfcTPIzgyjI zKnHA;O8%oDsfojslP4o36<@w}Yin``4vp@TZMzXHCiTBcZYzHk0a(Uu$|8gX~ zJxR38-Gq;w#S@W}9z7{fZ9Hk^5yeRp$H5+nt^N_hb%7JL<=?9{PR`Zx?OXeO=Wabk zJJR$d`^04F=lEMV9qCS{d~u!Xg}bxg_U#KyPn+=xq|iO(8G>T(itpl1D4l`3p*Ijo zK;3}(TQ~11r;2`} zyfWPyyfN=pJ~Q3aJUpYk!I>~%ND2eHKQ*RC(70N*Hq6~wO>2ibzgCx-l?LP0-9|o+ z@P3=jq`~yKKpkm~wIyaE)?6!Fxo$M(eI;37706%vOEz8wS}iRWNH^V7(TMAot9Kxs zTWeYQ7eGJJ{+@iW>BSFa*x=x0r3VaV;kg@S4P$0%)u;*h=+= zs9UFMC{U95E4Zp(b-WYS*jN|9En~-65gWaxu&p_}q)W$on}VFUdN!QVN3ZMdN5|Gq zL^alRXNW7aQ@0wPnKL!1>Fl|?cE1x$m%j-Ep)r;J_wm1L@c(=t=#yU>eDBfY<;&0- Q0DN9D5{lwAqJ}~L1CjN-KmY&$ diff --git a/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/stacked_lstm_en.png b/doc/fluid/new_docs/beginners_guide/basics/label_semantic_roles/image/stacked_lstm_en.png deleted file mode 100755 index 0b944ef91e8b5ba4b14d2a35bd8879f261cf8f61..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 243593 zcmeFZbyQVr^e)T^#iJl{P(Y9n1EoPaMJc7En=Rel?Li4eK}0|rQ9xR{K|~q^rMtVk z;m)-;;Q4*`j{A-8-*22X&hW5dtv6;o^O?`P;Q1pdQQWg6XR)xba36>X$zoyQ6<}fE zi=6o#z7zK@Ss4Cz*;ZKDR?b4-)wUMQ*k%c)WGNP8Yg`F)Q6|5Aq1v5)Y$&-Q2ZH^2DCS!Ee zvSegtU}7{gL-vKf+s0N_@7FT^k9XV1J6Y;6%Ieuz*jej_i zwl)H%XqgIG=-8R*ncF@P;-i9}Fz6cTa%S+4)tvu`0iYa@F-T@h;wGfK3jxsCo0t6*a0ggD}0W#V9AV&`OL=44?JywAqT zD$LH#en*)39@Wvay8p5sCQ9KuunWuM#c(5rWaVPhqi5FDhJTnjwCFiGbad!BIa&3Y zIoVm**;v@97-4ygNZ|Y{kdD6v(TRL{k{0mcB(e0&A)BlrZDKp+>9GFDj(Q*@DDT)a z*CU9JMTu3(^rd`q_(Q1JRIx+vZ|Iyv|MTPp^}jx0-4Jp5^)oElmn;AJ^pSY{U$=@e z*Z=YBhp)BYV*mO?S#=BV*QdKLWXOMgdUEjtV8zLG`@acKZ1JB-PfUUJU(o!r#eaGD zAJQB}!+&YIIfxpZz75D23};=(s$xKHFKNop~CU zWUgfO`+RS{z*Owh^8$NId1k$5+cwXP5Pn+6i?Giaez%QYi*jYUn~H(Fb)@lVf1TBUT?VcLq%IOl^?6w{JZQ|V}EXz1y2JulC-l{&AV z^$+p#^3q<{fUOYx$;8?JCvzl+#lVY8v~ZiJubHpb_#f(GcR72*_7|v$$fnvaA zv9wv>a1R#U|7?y!K~d5F3fGFX$4)D$MM>rlynK_+1@Jk~Y-%*{@P#QqVx4b7P~9$K!UC|~+|PGEa1sA)&h%4+$uR^@lzRf+iL?4Le;Dws})NH1O}di7n; zL)_;)naE3GtJu3JdZ+vHUustaq!ETma z7A$t%{a`f)<+k4bij;%!K3LjXPDQ1=CBu|;aaC=j-(e8{nuzW6Php&Lqm{9`$rz6V zNFw%GwNs}~b!s^D$A@at2y!*6tAw|;wec=}`6E=_x(-5-ebx_hq+~v?_w@NIx4Z{) z41dH4K0VEMxVIXyp61BwJ`rXxU|ESv6aD9a$Kn3tyZp=F2;e8mboMhzi37H+lA5aL zupTWUU>|4ES71dQWh<+qqB36=EpgKakHWp;6p^p)fRe>KzV$Xa01o9@!t*?HpRp-i znLYpv2AFqU!u*9vS3Ugxzbv%Kz`HKL<^g*LmJi{-E&)qEzyme|3=gH2o# z*3TxPp`j@E?QxI2Q3{j(uitqVdBIkIe-oxSDapz1+YP7z$I(~0W%cLnXDGcjitX7b zq4w3X-O+EH8Z1Bbp>S6&&HyxojKU-1W)%=XF?FV?IZVfg4meFl<(j{TM*!L!mkhpF ze=aF;t$lqpzu#UhO|1(svD%+3qQORw)OBY%5%&7ikFgB40AwinlsAf$79IlD_^A0~Fz!AfG;w%KU z^@3hS26v~X%lvvL3bmOa1vYb8D5S2LohsSi=q+{G)GTv#BI~_PPwzJDMP$8tvjVW} zDY5(Ba*ds7qRa;o$eFp0G_~*k)sO)=#7wb8MMeJewli(hg_F?@yP}JK`eTr_J!{!=HL2Uqno6#*0$Hz7ch>kh#*!8&Vd?|94Gj&5TLpHeKG<2z z?967APlTITGkGg0C`?AXER=2zsBI>A<6O3`#N}{wV!^uWb`>~?Z|cxyq|JA(NdSK- zrKjNFEjekv;OxSc)&xnOvDfzjaDV<(y-*Et!_}$j%WLpG684a$QOr)Cb|a|nFM^wE zGwrn4qN9LhHXGdriL~?F+ z0c)am0l+Cz_IMnNNUi|(3{^ahszEGvDu2Lv_C~1soAeI*LAT8$xx@+6<>>(aoloMS z40en^GX?1gU8dgqK;pfVV^+^IRmnH+CuG!&Oh3H{fSujU&jTxZds`04m-_npoE$}Y z`HQRthX=cp6X~Vy`#WWByHeq-w>5B2i}tIT7v4zJR+f=re*EPLb&M;E25z)f^<~&k zfVvZemmm^eDoPr5?O^KG-ihbb(Ocl1v7yFJU=v8~%gV}P&FcniHfl{6|9;LD*4z(S zm9AOJ{mP8+;>D7U9+N0;yZWRbTadDcL)Zdhi(V2;=MR?yJXpBL+FNiax1qtts&z-;-_Uubjv8<$=6T2=q=mYDw;tD}#$1z5`?)UW(tKt1 zF1t<*h@b9HG9PMd03J%fo4{`#x-|5fW;X$7MX;HKT>D`4BTkr%+g5CmJ_OgFXQ7~m z!h^Sy{OM&*%b{xlyl*!2S65dJnxp%HfT{ZqBP9@EI=-}9h>96hpBwGe=)smXGS7t59&R+U7Jkdg-U^g zI6za%$?IVeJSqMk#n^|Lj=+yW(<&u8-Ao8kSD8w~3E6e)J zli%9g+XDlJfxSe*ICn3UQhEdH`92NNA@tL``zbOQx#Q43i2V{rwnNMJZV;%fIH44< zxW?bgS-;;I07tL{-k>;By^ZIwRjK}tw)gSUP(@hno95k_ru_1~aYh^CPIus(>4g*F zIBfjDrN$dVMfttY5iyjEy%A?=+X?{CfuQ`xMTSM$kOXavP|Ib5NGr$yz4ZO3=eehV z8`lLs{{D_x=Wu_sxsUNxrm`t8VTd|^OB^CPWdy$DX@UzGG=WF~8VI?w4nX=Ks4>w4 zWpNqm-6L7qH|L5s>Vs(=`mAa$(JJbu`$1rgLazH+;s7IsPz!xIaHeqBn>4*(bSvYiRd8Wnlc@0ym8xRtQP?rdYiPO~!trMf{cSige zSvspI4!3H~F%(d)d|1xy)Z`g@@&`+&J1@Bh7-9oBqk31aiLvnpJbd|%KCC2Wf6m~V z$V*>)VwcSYKBtwj##|4`gn%ntKaIdD5ooJ4@hp}EO=q=0TM@-+rS1Q1RjGVOL4+a= zhXk+4*B&PWD9%g$I&2nz(^Od*nZW6Gb;u2~{Qi(@#T#S}eStsdw!g4-s%HawovB#@ zNUyUkj6K{uJQ$p5Pl@UV-1L11$)@l8(6T#A&jUD*&Gl%GL06lE!G{j(?Meop_B=v} znYD#Pvd31-!i^YdY5n#L8`mzH(**CVXLv-xJa?LTgOGUuqr={>9I9wT2XeUy2?xE4 zg&QQsfQF(78nPkdo>^?X%x!DP@TU!+Rx|&uX@bjNMQ6BQ7~=?R4I!n3v$a$LU=O_g zgZ$M8(SQR;7MA`7Nsj)v)4eacW8>neo;~ea8E+7MMRKW~I6*dPaDTxeY#}~1bq@At zr4R40P--I~%x2P|TNDbBqNt=K%Ky%!Go6gxR5`(Ad#MsH#&P8Nr|QpHSuBx-Sw7^> zw|YKULEpewvUCp?o zEN9+|Ix3f~{S*&lpf0ZfJ~=;j9t-R4w`VrFyNe!&JVXQMcE*CFp#%x(riw1o<;oms+``7jHd_74&y`m+fSgQ9G=O(SOkQVe>O+8tsg4(-F^XpssDX_;VrmwkVjsY>cOuK6{*Z1v zB2YAJy9TW&-?L3DAs%l8qktfj5C7n_9;>zFcAm?up(;1=**Nb5o zB>6LB&`&{)t=oniFnItZmr4)l_51Zp+eR690((q3bB)j^Y>oy9_-o=Qr7AB&CG~0T zgdJr*uJHWikER@vU-$l59<32Qcyw8cEDHCY%h#*A1UDtlq-9(fP{xHUfB%=wS&l}o z*Yt5C7d5GGnrbzc7 zz*LLv&93Kb7%HYJ<4>roJezcyfYJ3G@S|}CANS-Kfq5pPa+$meH7!b(yI9d8g& zt>4>Ty+3O*{WBgQ9{>CVpb5e7!dHBK8neex!|csISbZR*SJhSS`0?h3_*d7{H@`Ca z!2&3;y?B)_tVoE}-qS1=lM44Lk;RXm{L87+e@WLdHZ>I*HofGrR`bey^4Kj%qU*0n(3=t0m^k*_*t>v#^*iAfH)$Agg|h#6scuud;QwoLt$az zcl~Loa{jLsIIHoc|3HQbGkRYw?=A#sAo&CHn3#w)t9jC6krmED>+y%of5O&6+tt)- zVYX&sQR{dr-sJ-4b>qO)#ER6^RB+mT2HW6=@n2oBZ)0IaAmZDF+uPgQTJ}nh9$grI zOnB*%SGR_ime!hf*C&~4%o2V;oyaBiS zY>glmo)w={sl`qYp;r@O^oHK`{2d#HAKw~G#;TVh7Nd1i)g!EfIR70;~!mXPQ> zK<6aBrdCl7x@Y7-m>vP|oueyNsgcpR(yWar2`QNX%r>W%|VrSp?Ij?1( z5A7D>rHnQJ>&xvwi1n}gy?Bw=Z{K@nu?LZ#vUT0B`{)5@fz6CAA=b=o0fDJy$GAON zA&0hpv0&66oC5Jz$MpiX8BQyHj^pA_6ObtU#nn)tir-r7uqd{XD?C>; zoBqDk^3K$)v3kDuX-bCiu`nwY?Xz0 zvhOt`nlCMuj^PjFr4wcI*4j9Q^<@H`nhzHTN`vZjIo-&>#DM{mAZJiWiBd;9YRl_% zm3thvuq*PCccT{bd(Df1*lCiy#I}sMXLv*dZYyPz?mOD)7Eee*!PbMA4r6HoE-JAK2cloqthBUO)!r zc?2fqb6)e+#o67MC+!&u*t1cAINmiDK7;k-)@=p`a;C?3&yd+I^l{}p99C4`{V2F7%S-T!ASeNn|KE4bE(etdyMzJaq7Gt+s}5SLCOCy zr6+C#qUV`-Ay3VFE_Ev*)-Vr;X%|y#DGmwit;o4a`V{EoL7#b$;BuRe?&T70+uq(@ z17kUFYw7i%I_Q%+!w{tM<$@mkeyuo2Tb55x<5E#HLfT#+=e@TDUov}fLjnp##}QhL_X0OAnIFtIn27iqy2wV6l86OPALu#5B~9$4SM0mAKrvOH=n(+Dg$i}HR4w29a#{-6pG+Tm zZ@GXx$oYZewEJqrAVRCTvP|-g+h@E<&1=Q(a;k?xh~AfVI`o)Zt^E)rXtdIY@pAFUX(q|un-~%7@vhd zPSw}1UqSUWm|_kF>0`X-oGd~BaLAfG&DMY^PJV4@YUZ9zZS3DBWiytyvdXmKhTI55 zv|5CY-d_}(YfWr!cHhW`t`FLwLLhwlapOW%_@+q`N@~rgi8O3wCMN1d0?4Dzfj-s; zC~-Nw4M4JeK7TM;u6RQW6crHI^gbZaVsd8XZnykyiYb)Lj^Q|(p5;t4P zD@7^XScxXG$_w%Ih9;FUaPCjpKKuC}l{LET+S;1RmeoqlFTD+oztMo*=7%pm%+qK7g1x4%#4S znL$GXAw^d^eGdB1`~Ho=W}iX-69ApmXb?N7ZVW8QBHv0K(eJw2v^$@V>WSb3E#7^n zHD*E#C!_pe2hJoCO1ppizKNl(@>3jX&1@M2o$8fJ3{MCRuV0nehZrp}| z9-z0``Gp?P=hw&Tf?Cyvr)N?!%BJG{tf{@@;LEnB#%a$A=(<_M922x`} zW(9x?NZ+?bjcr^TK#^hs@*Ni!$C~E^Qe33lMt31WB`A;5VJtU5oZ))+uonyn(HFlQ zjKA#Y3U1RVvaPGoD2CBTYXU3)0!e!3Ix_}Q2P>g{&!JKy9{su7C=He95X2h2snT0m zSRX?XAj&#>_H4A%L>SoUV|*@z{TS#D47YFBbvtg%b~0+P{dg)8?Y=V&;>Lt34)F4& z=LFOV<0^jO8xTsOTvzG}xk!-iRI3v9nFLf&5>9-eH)-tFD25^gJXNG9nqX_*!ecjL zaPMZPc0mI}@t+@VZQY?y({LIO1_3xCh!X;Xi>lyk87N_`Kid#1=v2Q11!uyP2|4`& zVI?2r>IKOv?abjyACy(qr9#3=zKyO*brn^dE1XOk92ZwsSCM|}O3C}B+{cO0+;+xb ziPoPzhy;NI?<+R9880}+fa8&Phs6OSqco6Yo8chAyrcbhtWN<*a>xLrFG13RAYPuK zb9)VhZ0T^;B$aG^F7jp_e=dEX<8~6Kam&bA-#oQz;h5^qo&;fP_FYIR@S4(tomo&* zTp0qYA7{8i)Q~{Jhl-r%TWjI6nfRDbEbW#9aRRtK3%ysm__c~WM^FMXie{4gUTQ&w zAAmq6kmk+wpG<`n+fKE-KZ_5I`)fJ({aF;Ka-*PZ+ZlaCmAgahft({+^S%Qq?A;v$ zsQ_}mnV(`oHzlJz4z@u$hu>6r7gCr7futTy+Z$^!SO%V`2E9x5LTf+hD5A-A1c9#jDB;p+k9?kN8H~MOTj~a6`fB- zthu})VrE}nzGGf6?5+BZi97&tDfC~9eTCUS909@0cNdC5a#5u(>xDFj4;FCfYLxW( z(r=JW(gOQyf8g;xD&EwObe>6q^P-&!JoncP%ybM4?rXGg?vh&7iO85$eng$j?a1%5 z%p?sJZ9(&$*54}#Y?}gvbtt^|-Us2T<{GbmJ;#VtG+@yKeT&uFnc3gDX}buyqC-ox z(&r#@)#fMar9c+DAs#ZerQUs-jK>~1aRkv*!B1NR4ws;M$H4g)L;1~-h_mO;SpWz_ zi!cv7EqBX#bD^sB2 zFyZLx1_-87WGO#H6+Vk1LUqN!KAawzu2sSb#L$<2l+>-N;27nGElLf@AL?+Y6B3_Z zv&8WOh1B)GfeG|6x-a{|b4pWS^~aDe9DSCRIstr&8XBcP@Q`L34u|;R^aE)5vxP%d zpxrUBGf>&bp=5VY`2es3{c{Ea1?mC$z0F+c_WFSpMer-Jg91JEFj_!NUkPXrW}@92U#N+5879h+jb* zhyx87ndS9>H+8zezoBU%{}bWOpGIdBuUU-O2P1%Vp-~CWBawrUiKaFvz}Ut1Oe7%M z)c$dvlQL9%!ZdE^3-Oh!H31Zd5V(zzTsG@7?Wn_B*`=Ab4GI?twoHtKrE8_slF;n2SeW(T#fJ)Pw;xJpRbl5D?CPFgaO6OlF5atvia z_}dY!s;YuU>uh=wvH%8+BHwnA_O>=?zSg%VV`89W1AQw~*#zX6E8AT_6lHIxXjS>x zW-_D#Z#D<71BV2_VN=@JuWxAJ=zHV{=YeH*_ut3HK1Kv1rpxZoV->ysd>dX0xNwE$ zsRj>m2xwZ7O|Y5!ETsjfsX#D6Aok?C`_b|4m6K0EkpFur z=-3+ny?J$P2@v`J|M{L-o6@4&n;lyxNrhms2dMRK2ph(wwmT=4NKW?Tur9r>Ox861N*CicP>ZdBA zpt_Q@@ahPnn()wX5ge~hdE7Q5>`fkPVBPV?9cwv$U3EPI*f!vjX;V+QU^yzkj4DdW z9`~#^eMD6RM}x`0TFR9jebhv2sQY%PvS8U2=cD;z$6pT+o0xZlBNFTeWEdx9(-aVn`!%b`iD zuuWK~xZkQOt6wPVt4o*a-yi=1vN6(gqGgl zY+V6=XI{1X(#a$2Ug*hgZE5Q@c~y2ODhS)3BE3{?UQjTs*!1fqOj05u0_M+XB)a=3-@rfHF5RDz{?#CQ+a-IU6 zi!bVluIoINGJY-5^YM5FeasAO`!3@(+UxH0QhZsDi$fSxk0ilRMCbhC<6f`7gkIX09U`d!s0XL`yMN_wN$ zb3g5I)vy`%2!$WNviisc9c^*b1)A$wpIkHcSBh=Lx?GQzcvl1czN&8md)nykqD=FP z`h130hhy)4??p61We#XZOH>BaY>ZBVwv<@A?BH-BccdADXlsi5GT=Rd+$N}rDIy&EoeA6Z!Zr4-}pQgtq4SEmrh$>q}Q zQrX?hHH3LIuP(zIh3M;U5qf){;%jayyjAKb*_T?66mIV>i7Z}x-DNU4M^7`D>y{-t z`EeLIl|ZhKf#|sD+1ko(J9meMW6!N^Yb889RkLSwSJy~p`_0Ye7;+^;&g0!rBWHP7 zvFzl|=~Tfx&4Zz?Z^F5=X(B@N`lX)R^XO~HY%9~jfzR1+))$whFmqttbw)>Tm+9(Y zT6EcvhhDY7-sX$?h zfo4!ERH&C-MP9y4vf*2Re=SGk(Hu`C(BSmhNi#-c{ku=n;qIZdM7nY@LyBKLMJJEi z->s_zPDGLN%C9Nz{6C+$oSeK$9{p$;<&mTB)@_K!IgWTYH>vD#IYZ+Av!IywVjd!?y%iHyB3LdJPwS%E{#VhuDf=O%!D1L*7sa`UbV8bNz<4YzvHMf)9Db>e`qW0>>!NAWpS_?fpne9>MNrTBOw;kb`9hdqAx2%#>bt9->=qok^W7cndRqYo0Hrd$& zqSC3KJ~a-=FPgjD$Ttd%4}AtfM4*{*g{8!_Lm&l5;P^>G^pmbJ;o&7RqYWm@RUR1< ze22z*8=AP)tNx1$ubTo7UG-)hHq#Cp-mTc_J#09}pa|r>0<15a+cl}lRTPQFoBh<9 zsp{G6E1q$sma1mj77rCS5=HB?x08-%qf9~P^p+HXX3Czaa54iu@1}EAVna4Z>F$tJ zT}abRjn{C)9a_e6yZ+hi;E>~5#x8|krAK~x>cn#0B|FoPMcfu^&sI`3YILbGJev1# z*xa|1gax=$DZ?bxp3-)-^{qVWUXqzrN|QMWge`uwR}PAi9jb+RKb!MtOjljeg4oM; zncSO@Z1pg6bnM*Q@1fpVrztRcRN0>=ZLpisltjYo+TRwY;0@{?`dZTXyZm51Ll}T$ zNG&Ao({}5J@phwn3)GHNvgqXAoO-JxZw6D?=ET<-*1SSVzpeO0RzY zKpm)A&bHqf%`d7gX(rQ1O5@5aj+Zi*8!wk9_b$9OZM%CCyh8%=NKxO)^QjI^EEU_v zj!`II(^u$7w~k?`(|^_a+HfFGG7i=3xwvCQ7vk{kx9#%skHeZgiP<@OjSk5^eMRO! zXM=ymB`L-L<&Ex%J3okMSbnUG;K}*eN!}#rR^H+b^sQRa&L(V6`spI0HJ6V{mDoyfaESW5y3hWIl! zKN>})O7ZPJ)ayv!eXkKDNz#71YOhh}oLY#f?72*3%?yURK~&%8)`dFO^skW)<#hA{ z?#U-O@p=}sbqYBHMag#|73v!|DB_(LLs81FU)^X9daj&$(_&*pwZl=sGGpvXCA{KH zD~zj+y%=Pw@^{Rpxt*SZb4MI^FxbA`hDd3#OegNa{a;HJ#VnQLQZU;GYI)rpzpRyT z=Ai6?Pp37%XJ22&AC2=DFv~EUde#aEo)q4UD!=Eh?d$)Vf<46%u5t*)ZG2 z8l$>|nBYKXuPwQALQ$_M^ah0zMH_Rul_DWevvjp=yOT|*sV2JYtx#}u<>}4Gd^3MU z%oD3)-AlN6A(J%wIMM z(1EeJhx3ZnWB1Y15uu6$o3Wl7Jk&D->%Wl&c@%sc{>KFg0UnBk^qtWn>YGaPN~EJl z%YA(xW7wb92xunDNM%{pePZId7eWjNSV<`~zDrlr(5_CHS>LiZB`cr$czT&N?V*-n z>TGl!nJV=}xmqc|WB~m~=G zBBQl`toohhxc#0ttg-m<&cn=}Nq|3!LJfyq%M(Z2u zPb$?D-$zIa)XG4*R+9Iv6#h_XuXr#Ff1Vzt7X7C(FrSLpPxuBCiO(zFw3-h=EM|lF@1kVHqkaDs!fnPXHR=M;9Q=WJV6N9TtDccB~(KnGD;-p}asD8+Yrv zcT$pWc+PdkFp{XYpAV%S`QkiZ|DK>VBJ*Tsx)KBReg z>+CJcMziL|Ri4!LohXIGAfo8f&AIN3&XvVx=ZV$+gJsvwU8f+!f|_2f*{!NkYgDfQ z*>HAgb{YR_^+<_Y11Wp*G3R(9^#J(`T`l7!>r#&6X7QgZs9G#aG$`1pF8zs{pKjj$ zxT(nU5I;%7`zFci-O=T)C9=O`$fI4IoaXyCsdzd&l{$#%;WnPk^$>oRBO>!e>gJjI z>yFTRcCu`S{M2byAYH2XzNc@VAx-{h?Xz>%PIt`&!5Tl(7`IpXEuI{H_YOHpNqzm zB97XgGk-99)LlQ3y2=c%zN>+Yiu|3<)mvnkwcvSkT&#@lfBOFE^>GgI0P_lWmxLm{ zr#BjAa(#cU1b1{T#$=S`#g(;gJXaUV1*@PhR_<2-p?8T^P>gN*1Ingj)N|eRhGB1s zs{FszvkmX{iZjxs2y)jK2^~J3 zJ$alw|L^^)u!N6!Q+Y|MWh64HWwNjMw(qTvkLO0^Nl#>dJ!a@Fv8-r2R9%ynpBz*$ z-kWUv=oxZnwbbRTmZ*Mv&r*1=cyrkmygz^2f~g?jJu94q*G&_(RU! z3G1YvfAL>RZ`Y}MXxc1&JxWy`_8(ZBxMPlwS}{&zi_3A%C3M-T>hWtZt~^a$Jo)UH zOT=axBE+ZY84r;nA+P*2oiu4c4Flh`@}>|gY@#%_*{>#xbd2svB*TpoG+Wgb(@!^L z=wV{?g)8(3(8ADtmg5!etv~zdfDbGwOTRs2Wy)?L9)S~#G<$ZhUG-qn{ z%w+QR#`f8-Uebzkb&scFpBWzyGi6DF0Km$^0?C0a~v&BNkQ0v*suJLpADV=sB%}+T( zzLIYb!3>f55k1MMy;YZl4m01<4Sn7Al|}P2MEvcl88zNXCpm7Ph+e;{G(RfB%_cMZ z@WsOR{0y6yw>Bvtx3`AgS6j5gq7&a-F3EVJ#rOkGPQcE2>zlt-o#y( z79I-Srj zGwO6rQ1VIm(ilu{mttf#V%#w{#|_qnux~j=t)@U(3`vv*Wi&IB2U5!y`f-O9-9~%Q`|?crJ9+tI z$6N{Tb5mXc+{q=S+MU~L=a>mNc+dXXVz2x#TlZ)gzR%Ec;8aqOYJbpPHF5CD&85o2 zQlBBXjej68Ik&4nKz?D%E?&{kdT!EQ`V|*lKi{I|5m|a{^B00(O`|Uk=?=HoRY`F@ zX8U)rJv?SY{&Kc8Nhw(EJTI}hoAhyX!7?KwwYfZPZG}|k;N0obB5dkCar=xYf{tTt zCE`9}kD))fh6gzaA5yHHn(^EH7(g18my@8BQL~^TUudTlulmY*j=%VN07X=HT=9t` zw|qwwk?l|{$8(eKhRRG|9$n=*|6*l-XL&L?NcC(0pIoli(SElK|3rf4akgncBmex{ zz5Me{y0U?GUose<*$}c~*C{Qg&=-1%nv1|day6rE3J zpGMhM(Ma#&+2eTpvWr>6)G5Ka)fg#FZsziu&$`ca4!0hfS&I*c2K)jK4-xdRJr84| zE8a49x0Z*`hxnzcmi3VwObx7@QX*1HCp!>->0oN^qmE5!k*Fg5psHX0%H#18 z+H)Cc@+Va(0?jV&x{xySGP`KIm-ETue|H^k+Tl{VXzun&R^j-@yP?zwcwv#ns_}EK zr-a#5>+YK4cNaUAk{7#ajYrbH$k-D;p$i(}=*8N;>-WB4Ak|2=H7$QZh}~veEjLN& zlDSi?tP!r+kqw@tKR{cHTb6+|($;aJxMp%^(?3h~U_m${c|5dCGy6Cgizv}iFy#oT z`p!yZ0V4idY6vPb`Ji;WigYpME$s=?O{t>eHukFSoeHZDt&=g4q+Qfm`RhzC`!{>* zyKVd!OOlUy@e>AgVa6hivPJo4 z($Ks6twjD!xHF-?#`?t7?#spXV_a2}At!+tyN&U}H4^Sy%xeu zx%oWWew!Ae$_iUd%|NXLp-Ju86B`)b!>o4d&GRmN?2qLh&hE8}GG(;_MFn=U;=|7; zPjI=#6k{!$F8jNCUt3oO_wI3ry)>QZ!5!A)AetPIRV^1hSwa&Ud9b*fO9xNSq9b{x8^TPvvy8WK7_K0+$=$7u%w=-0z?)8E1C(aL;*SpJe$S&~ zVrYx;?lb3&Gi7e3_Fp@*`HF=B=*)2~_MEo&w!Jt8P7o>fJti1idki|q8vojMbMVVj zb)R0@=?*1YaQ_&0k_z58&`I88>bFp_^&vaRziE8|zx&2r6MFlGr@=|9XEV|+9>ZKL zK4#EW1UgLanV&#M;p*9Ze)*&hy5kJ5rb3UZaWCK1az^RSAQwZggI}%rAI7;|^XF&> zOXIfcQ72rz%s_Zu;+u%de-WfZ77<}D0rR1lc!00k9!1lEoU(In$+n% zB`ALr=Iom8u~?gaYG%DF%8zDJT}FM!xyk#;VpEnFi(Q)MWn~_H*>^QYQdF6~Tw7t^ zWz~;kAo0Wq=Wk+`E6+~wa$9z1FUaPPT_Jmc3*MQ#?rLEyi3MW{zaW7a6N^9XNlKDb z-PdXXl$FZl%7=PJ)&)}D)}LhK6c%Ro_ISApW}gJcD-pf=4MOsFDw#I?1{H2L-R94i zKMC4-Ni-yO=}yId+pN*UqX_mFbx`~4Z05FuTV=9vi|FCWxP}7galfGA-&FiSiAf94 z3pn1@Y=m|qNr$rnJ2bX_}$Pf%!clLbR16` z$31njvm7q;&W09m5M*9EFNR`a5YSDzm2n>atVC3stmBH)uRG~6cT$kH3Ahg%ZR?zu zq7DjdQZK$5>1JcKKp($O`pdhDXpcQPl;b5QEk!v`Z0-5?-lV#++hx=KfZnSnCaH(% z2tCXM(ME8j_+z&!abL~6Q7cS>#@Bda=N_kl;B*$LxJhTqaV%15W2~_2SEJ)I7ZGkH z;=Z*3byQ&a-g+vRm$3A&J0D{1#Ab_?wj6j+7*rNnmvAj5WKbC=qa=-W)cYro$q6uC zz{TwB{u$3M&@T0*8W*{**BftFF)9EH?w*Xgkjwvza9sbScM*Fd18@Yq&WfaEBL`3a#SzXtn=|9b1+dC!ATE z!*|{7n){Yv;9`$qGXq;_;$cxjPj}R}e(|A1r-P9GqDIgi>M_v;LV%>7mlOp7nj=lS637 zs~rS81pbX3N5spJpns*J>lzw65)E`W@p4t?I=q4xHDz4&yiTC@KpO4byQDjS9V!IY z|HclybLYrEt?}kZ)AGOx8$f-A30(peiF5|b{H$v5VPD`-nZ(m6pbJK(Jx(6n#aHIJ<{$F za_+{-Vl_h1<*`Lewr*&O@nd342n8=?7S9W&m-Mb#b`Qm^mi-itEjAU737hlmjwxHh ziIV}`lu-|X)vfRByrc+CFUc**j6DX?*ai&LaBH&Q^Nc)MTeI4}swV8Dl4)o)t3vNZ z9h1?0l;?LtG1YobWg#}3d2h>&rm8{#`n17c!=|9?BNmAm20p5{ z`i|fuyFGj2e~=H2e=s|ASs10uMn^V-NCka zf|bhr0N|jT9zF8(hf}R5a2p z_+;WbI%rsPD1FHa9E>Nv?U~<)<{q^t3zi)Yq)vW+e2RRx^~hZRxR-h^UWp-f5n_*d zm9AQL<$HO`+CIf4rL;@ONMlHYaqr}XKQm>ny~&1@#1R+a+~^K92~s6ow^1THL%X!V*hhOEN&?IhVOfnGk zx`ciMk`!1h3<3UgW#=vJS%<^q6Xp>c^fww1xbw;TJrVRcG)Z>|sAb?zZttQmPn9Um zTH1N2btGgx`Hn$Q!_zMARM54Uw?!wNF(_LR*^hMc>ZM4QHzCBq6p@xNj0GgAV$M~Q zhjDEdn8rj0_B*y2XQ~k?CVZzY$+~xp%Xbs6V%!z1;UMun{56kZ2D)kKuHR{+AavjH zvo>MNIqF58RAag!)(CZW&Sl!LB~lgI0WK2vG{V1A8M)n@TikC-Fscl#e+q(~lcNf3`|}$DJeSCKDsBUf7l#pDV1o z(Qr~rSutI4Y#lCXB=ke(Yqhq#MSib2I@=fv5*#b}f@M`s_Ew3BuW%Iir7JduJ749j zdria8tqZxMt6c6L#bN46>Sm&CmQzuz_!zsz*Bj@dItzot)+b;#gUb`G_;7HK`&!1V7wGw*Lm zYH(i_aNPyFc^oFrgwcD6#wZ@Q(=G03EX6tyJq$QC8TIz0iFs9JIe^wbRI{Z{yyt>J zy)Dv{CZ^vTDHLmd?YCjr=+s|Lj2Whv9HN-&q}}?yT$m}UyV^aKJl-(8$0I&?C}Y*G zdXh%$7>g|hoI37d@XQsx!(Q?BA%QFYuv#_GB}EF%f~M%>&)H?JLcUDN%g+mWLLqvv%i>YOwDcG@5?F{+TVx zv>eg>e6V(Xh8%jMLbkoS{c)q!bF_+o9rGI@j07`uzYCxQnwY?thr*nz@#E{+jEsHz zDKAc7R}AA@S5Cg7Q=|U%5(k~?i{ybCY4RzVYVImri}hb;X-@!(9g}chL^CI;|IVhK z5Sd5X{|1Y;<}js#(f>u*cgHo=bX&*AN3o-#AR=G|>C&a6D5wYsNUsXgi_$v?Dgq)R z(o0aJNpB)8pomECz4zX0ASB-;=N$BX@BQ5`f9hnI*|YcBYp*@$WawU=!FQOC(nmv! zmHN=IPcNW0%31TPT*L2qRZzvai)w}oW-Lx0+D$0*fzV)sF55~_92R)3-`jUXpF1=y z)qTVJ<-XF?znI8oCS+Vb6?O_D6LDl5CxS_KJOC4HN_9bKD89IO7fk4VNi&P{yjpno z&F1F(yM_d!3WE7U)YKyvG9Ie$5&@S7q)dSdtorQ5sdGu)a&okm+3_^>6~pBJ#YG(Gp?RC66Fv2g$>=!T zv*=-?kgq#Z-q}Fk0}>_otIrB9iP8i6YAm#K6k;6uw8kFq${=N8 zP-1C(^}ec8o-95Q9Yf?I&S8M#Y~Gp~4H>4_{(@8oWdwNeI1xl#{ss{pD~bOC5gbJ0 zJ=Wjd`FU(WOvF{w?RUGp_HW$QRC|v4A-SF8UF#Cikaf4IiM32Jv6e{;y77>^!{UHp z-@{^;8^$~PcMloT&QQ524#Ip+rK@k23LcSanI6M0K@)(C`~eZj2DG}mrJK2mR(i*3 zfQqVAlkvY{$Ye7fjhgM9$k%#8oiW6#f@a}-b^QGK<39WMdOl3{Z2qAA@2wBaSMJak8r5m?y`8MC$_wUsC1Fse05B~G<)$w*s*XY1!=gQ;A;!CP5I@ZX9 z>H7n$dsi4qiFT4&{zJFHNbj4s%_b}_qe4n20)N>TRp*Q8A|7$(+Y1sm5HSva)Fe;# zi)>!?_2KUcV*_`)b2w6Jzhy3uYb3yOh{y9gq}>y0sIVh z!IlLXP0C0Z?|nnU(^wT%6C<0SZc7(**g|}V62?;Ia?(?yaB-t;j*sCyuZucC6wFbp zl=2_8nhU$sqT_9U>FFIRt+RMu`$h5Hp3TRqMnv8Ifw4B`UCKnRN=p7RT##Wct>{~V1$YJ`hYIu{l z6c25a--AgjG!+Z8)a111%+xXJmO2hvYn|5MnbXtA#&$yBjcK^A)z-dkW-uN9r{86G zq3*8XhYU=-0b#1f7}yP}T2E~ww}qjkqu+EutyCE9>{ z%`ehKs)0#t`xA17D;5n8=0s}<2*q*Zm$wS8f_I>Hg=#1^u+zr>0%vqZ!*PTT{At zZzU|}y`Q^QN}CK~FxOycYve4Wajy9d^v+LwEkJ~$q+f8ocl3v;X7MRkDTV94jeWH1)^_WgAn(G1`Hy6d?>>N2S zgKg*n-n#rSETok{UZyLqYT@A2{e213bNWz$Zp*S|Nz43};~1G(TJhS~UHei&_C0dy z{|6zHY>=z(t>G&F6nE?md3W-0DiD>WLAi!H%Hhu*jn(DfN8CX~jszjs25-rm_^naN z)?^3>j^^Ufbe8A(wJ>8CNf4KiN3LEaomm+wueH&r+HEP{9zX~{rkdb&H5Fx9?6c)* z;Vii8+NcLFLFH6D=9{dYvY~M_XP1W|{g#Hcf(rIm(abJ}(On>!>&)bT9{rVg4W5@W|bkg!Uiqi$>W=G>yG_+xnK~)%9DlT$OrJ;8Es(H2n`(Pa- zzCX%J(yET$gbm??nUj!nZOVC({f!`^UwFHz2w&}L$^S+WKM0pR?DOlH!xe=_>e`PI z5kyQ~(eOVJL{}a<*F~M+VWU}}yN91A)_ZtsE9#XhjlnvwpkQx_y&$TxHIi zz13aR(M!rSqo1yJ)*0$p$cW^)Of8tKN%kP_^$1$8gXOaeg1VJIILUt2u%4LpQb-Bj z8e_}5WT+D3gqeB?>9igmkQIt`Qr=eAPQK3XyGs959sg1#LJA$MiJMVRvp|safCRJz zvIoDVw$0FD>w^vjL*Fs1c|FOd78x=EB91t<-C#hGA_pa!+3=<|ic7TrS&)lh?*w?a zh$XGFh1F1Ao=F`N>5G9-q;FnZE|{e084VEoocn_-`~iQ@TVSwsR?KyMq&yr91_LHH8!aM#1>Uy%UMBj9qR%-mNc{OGgz;E<#1X~})E zeNQc2AKNcaFrG!cVKWx8!@t+8x>gT*hhQ*DqM--vR@U;>8MPh=%=nrJa3TTW0&nie zZ+!(J%Mh`t%;w242{)U6UEXz@7O`2GGn6Qgs|rSUyS4N(Q4Dil;@;EHkJoj5tb(2Q-i7jo8_-Ey%<5fS z&Gj1D`O0z1ipUk568miLE_XZ3u}@E)U@$!k}w4s>Kp5!H*$c> z>_IJfWNrvGC9SQvOQY<|Z^zBl-EI_!Y-d-e9%iw`JVCr+Qw};|%7Ux+%(L7q45W8ProW_5MD&o|iRjc<=?Rl+RI7b3WL{t5{{beCxOE(^N+FC2tx<0t}4 zM{JyT}mUW2T*Q{EUHIl8(~j%+M%*I?sLiOa20FYw@}CpcSIQ&;i2C*`%miQ(EJA$9K7tEJZ!eb;;7S5|@d?Y3{C+6<(>It#VcE^lN?%et^n~1S6SfE&SMm zXBF7;c)xs(}WskDvhtnI9pGEDQF5L6N`h0kB&5$d}vjn(Ys+YIRg*Adnr_g-rZ;i zAI&845ki3+M58xsuoSNF*80dXIXa!QB`&`kH1m6P#EMx82u%r8@cD|~BSnJvz*k)J z)W|WWxjdN*X#bnw#W8d3wSMmfN|P`>2B{|Y`i*!YS+bDlw$K*@cT<+zsZh0>#MrBGpyTb$^ zNx>X#Z@cz$<$ZzWYZ9XbOy3@Iv1<>^awUm`ro2r;wuUek{u21^z#{|?olZd9WAE>G z-{mV~Di++h=>)HXDf9X2ej<^v z1NX6A0j6oYY!APchW=! zg>o+8tM_AxwM%%Yy5htKj?$0qMh?0VQB+NZteW{i^Y!`wC!u8T$cb`KS02+mh0p=b zNI@aTY3#0hS4fiF8%4;jz85}4F+9h22=Js0m59oyXx!|UdRjkH5oMl%Ry#OwYPqSu zXQEV$Pus!);CG5;3hgt=YHm}j&-A37%@wbXetH1jf?CA8@=3p*~{;@l*3EQ5S(?n16ynH)77;xe=BYw=@fr(y6zh~X9wn(2bOe^N(gj2N#X4g zU@~Yvx2TE}O`WaqA?0S9OQ$p zq#%D0TIaCW<2efvKcWGCsM`m>6O$F$)VH>>$0j&WBaSvG0>SwC;ztsne4MEmXXVc+ z9O7d`KkS*%RuWk%)}N<&49hB;I&f4Z!T1sPzv2fTu3cDfO6-@SSZ8(Hh+Jy?4oF?f z+WN~5r2rvD$ECaw1a1jv64aq63)Vy_gbA$2 zyri4H^&OU)r68v{IUA>$)`Xw3{L)g-EGDLc04U)ibQ%?gb)4a9(MyywuRxi#{Ib2Z zYfPt4)09sHCJC%ihW4oV^6<^EEt8?7osl64FW2Z4enqj;k9Mo!V-wn3$gx4rFnKT~ zpuTqYb!qkuQ6lvik8cmOt_~e|@P~Trjes`gBuT;#vAHsbpP9PoDfP70G5(IXQ9;6M zo(L-KXNUH+`k9mENrK$#{GRI|fvi|ZRz@k|yVmm5OXgsnb_T9+8p{u1jTYvX2k2?s zA14Fip)#OMA|4YFa1r3~9LA)QACsrK8R;n(a*ai4=i~bPGV1ni!^NC5Vu9S-UTv3vAl(( zl<}H8vAA&hw$zut98J!PC_g(M&@pVq#D~64pgT@qZ2joLh0a`@r`7hVG)p4>^YSm3 z-8GoQYX}0R5Z0+6oHjmB`4~t$m6d0MfEwFBV3dN`D+jih_feX&GF=>^Hu=MYkG}zV zV!M`wxrO77b|g}>#KK~kI68l-o1~hmRP8Uu4hGc$<`p@gjCet814Jam-LKi);d!?3 zxRS2oLOkFyck^85mD(s8_|J^>K3NCy*x!QKCjZtZzfEh}oGwd#68rJs>Bn^uz3Q5{#6_vVF zj6A-rF3+H4FQj`l(!fK}ET`kVFzR82I>IhSnG4U?45laeTi*)g;CiKZ9o7~)fNSSd zMFqK2NW8iVpRb`n&9fUzO7k1vIu23K-qNYCt=_l4!>$EOywE#Et+_J(yE^ z#6X3!$8(F;JZeSx&yl19YbnW+MY}1l1StV%>QkR}m`~ywE9MEC?G= zvB(u&pTd0Ra(|Ab1Glcvfp60`!BkI8x7{KfYk;U2l%|od!G8wrq(x0rg%q% z5NcY8J)D6)W5l<}A)y83av9C)2y79*FDAuCjb`@!-UW=8!Skgbk4 ztD~#xC*SZBTu7?KGPXSsG;s0paM6zh+zNF!k{}M!Y>TS=u6r z*4hAD5Q@0gA|3277qhk|Yu~(em^r$#CvgnzmTWsZyZnT|{Vd{In+x#BPYM7z=H3D1 zD4u=)UG(->^<)+|9U&{b<<-N;UI2XE$9aWTGf5N9Xzr;oyhi@TxFx zWo%}oqg=o^ic+M8$d%wEXSOGVGcb0=%%*P?mSc}xm)b(nwvYq^jv zL&T0|c;Ye-C^w*-YJZ=YqBzDjhaGd_qnRByT~TMmUl-V@HYs=v`B0CKl zEe#y`MI33hg-KkN7#NW}@b{q;UR40?8?%zxH}%cxEQWhyN*0=cfRK-`f(Ba-|X!6~pkn?Gw^{Z}X4*(w7f0?s(1EtE}*slJ@d{bWANc~-HHyOC5XqR8gVje+e8py*edvoR(RfsisTh**be&FZ@1fGt ziMF%DR;c`hQ4Vfqq9%LVx9-~+7#3qEtmRM5jt4d5Cq&6(rpJ-?qz49Sm7`W2pK%I0 zg#M7N8xEpsUhU>=6C^Mz`|l> zGN(EepP-zQ4>t_NIpD0c_0ffWYy2yA0W?!pnL$-SRA19T?*{yoO9|4uapH#Xv(eID zo71{^bGTloHon~T&`xDa+Cp@+rcE^Bg#9qgtQr=Wt*&L9lHIhM3cBR!ddxguv7=8u zvNu|I{mt%R#A5DoqJg51G>tdvR>JRRMsk!k3CIQN;v7(IiQ50}wA5$0>$$lTp(|ZxnUNWFrqMPxtmcE;tdQQXcm|B0 z`$K>z(Gt4cQW>hOeF4l$#0~qua3dD+uIG~!((wVb8r_CHH!o0u21_@tok{F&eQ|1G ztQitCjIb;2VUCtH-+tMoYoArs-PIx}J(F=3(4*&!XM+lB_y>A+3n0oX z@T^7Ko0XpyW|d|)otE^xet=6JJ%)rYR?XO|l-(6j!($2ALlfDFb|3h(FM-o4m*Z!& z4R&`{=|hsoC-`6;$N}jX*|_>QaxC#e$e{%z$8nf*47#e>w}HDD@f_*VhaFb3CL$DN zIdtqbO4^poAl>mhgmI|;j2rQjJw>PA_U2!Axsw@?0;tTVnUt1#_R>vX_{qNWN8qKB z<@_?t<`x=Z6GQub(&b0HV0azvuwNo~TMMFs$Vf`6xV`pFputjHd-6Lbo9`@%bGQ;Y z2g17OeIVoP%}R5S*Jgs@Y#dFs1|whc$_ z0j5y@^-U}MPs>nIfs37FouC;qN1Ml#$QU4klq`cKP>i8|XiQN|QTz(Ve7!9i1p27) z9U7IkbVMn2pn~^yn+0MWt4s00Dzz^PyDSpj2$e($ z_IV`@Ow|U(VBewimSYVT1ubo~`QewEr=|g)(P-gFjdE05i_S)n(H$zvQLGH0%hJO! znjm-8bv-ED!_d+-7KpIe0C#gIsF&)25W7rOe^oBQt=P>n+QSttAn!UJ?oQN>io&l{ z~}fv+8%@_ArhH*0I_O8H-KJh+D*13MB9*d9bORYd*yhDl@KO>_v+bRI3!~8H~#?0 z$R7Y%4)~+LBF#)xW0Bcr!7RAW^~)5bNCJHGZ2rscp8i4pI=B8)9=CwupC!W|y#Uq` zZ=Pi&$2_(8bMq_~4Rr%hs|qve5dwKRs}*_Hdo1y5UE?2GYDzIB{U(l3=OT6hj>%PR zuX|1T_AKYJbckgO+L~ClxM_*3&o29AyoRJ954c5*YV1iXup)AgHYbwe;WMET1nzhg z?%q9{bcYYtRb2DUvCe|0tN0}@>3_G=dyGD_W5s6s48J{mS->}#x1K8^aU%0PojmL7 zt9F<6OJ57=q_NZE$ez*)RR@)TN8JA4F-37RX|P zg3bvZ?sQ&v)xqBhTiRK=#XhV~P9AVdu2gutqN5t(OX6DcBxM(6#MiFHZ8x+u743B8 z5-{*;$~044wjLcz2+KcE1vmYI^#0D(=Hv$lP-Tys!w!-6@j8wNPRZ6tu6yJw9GrLf zx}IEA}uzx>@*G1lpf3XrM7ui;+45Cif*lf#hmnz9~~6ZCT^akMRD+(W|6OfvDEf zYe&BJ2y>c=8|?6Y0$FapZrSHj4o9(42-F{F{0xuGJynx`SPm<*HCaNV5q~iD>X80{C#-Zm)%xzn-zPxL^^!Hq2-a+cuDD_ zaT)~)umiJ-zy@RM;4=RK-e~u%Y>$6UuCIkU=0VZ&JPzA2#vrEx3p^pmh~5rvsfJjr ztc{d!83M$v1^_IYeB^AP>ud$mH`T3z9sRsfkKk;+`$(BiLQlTWY{4^(YSDQA4*``4 zOw1RU>#)khE5NlR%=~<{AxAJ9x%Gm7fL2Ff>iz8AhLA5xdmvAcehr-%iqOnVfwx1q zR(bQX7v0w(8%=-pNCERkKvgvq_GRynx0~R9YM>}fsnP%Hl%Bco%(A&&qB~xB z13wb`;Ak;5S*)6X)en^cm7dy(P`Rn6)%(raDbAwUq?r%AXW3ViN}sF4p=vx6+oF8K zggTkWw7_L9#M?JuC+*ab;;4gg=f*@;-&a{a)n`zbfszpzhcZ%~H*C{ov1;!71V5SB z{U9<_T{KuVYnbZsR44Jqoh02c^A}C2CEIt$z7!n_!uT(56lG*7NDR21RZ){yBSkz) zRTD&=>XGWM!JQe;e2ya+g2EY8>rpVj>K$6={URKP1kEq_jHf(E-5CpPmf$#b$tCKX z-#%9-M*D^6Hwe>Y-d5cNRN9*C$1B~n{1*)ppU`Zr z-%aa7DzeNw#KZX4y;Q`(ilB=hc*W?cThM=_C(n~l%hMs{e3$YIFyC6-qWLxJn~QZh z-#?V@TXC8Ewk-RdeS_@z(4s+x=D~Sdm11YjtcO0c250sQ;du%O>ps6exZecd1mX1Z z^HuV)A6vMOgG14tSnQL_eP>eJ`BiNvV#^C}7##;MJ&ElfD?KRsjdN3XQy7oSLTk~d zx+djLm%q3R7CtJ5Wd;ZKc8=z4H%s1pM9gKak&&VML@PPW_=Gzr zZwa&o`2?k?ykT-#y?y0JWKEv=^~VdNuS_c{pm)sFiV-8{LE6dQ4xzBk*#9YSP>r*{ko@c+jjPmPsNpv|K;+v=;7 zso{K7<^r<5?w*pR%E5Sw@%5LsTVymx5B&%uzA-v1e%1AwUCyBQR1U!=(c4SO?zqBE zI8U10SQyS3eOrKSAl=sCXN-Sj`bap0Jl8C3 z_Q;Dk6pLGWAg(dVfNTsQK3G2J;j zm1jC%U5ecRVHRq9n(nK{bmB}UVn`q0<}2pY8sDR7YL{BrT|L=2c9v8q1pq=_qsbsY z+P^b0E4I}(dcGv;#k6V~rSO^wwt@UqHufsL)P^P_K2k)XCU=STACmus`R_l0x>l+! zF6%jWGJZjiIA_Tu53we6$^H5$qY@nCN_ ztcA;Bm(KX+l$_K)ALW~1cHOt#_K_n}U3Z6#PY@2U?xr*Dz#Z9bdaJye`QPLv7YK7l z+-;aiYgx1eK^P`RKX9^k%74XVn~cSb;R5)dafXI-_{1GFD@zN5H26_JSuzqIGA9CFOhobo;Dv_HIn|GPd!n;&CjNj zapT1}>u80m^d}x!Sjh5nT39mrF_K;+}9e{?{PMrpYmT zN$S%(XX(Qs0}{8csLRsiIWhGS@g?GZ4u6zM$sEA@dmX!*Z%NS=H0_dQS6A{fC!@+$ zLO3GS#>+e88t|1ZN5A`uohIH%&urwIqNC{->vIkwCdutotL7_RWM~$p6o|um zP~HPUkGU#HM_a#V|1yetK_lgnWS8cFVGvwnu7xwovn!h2v+3Ut?VdgFZl}jNM0!PVH=+ zhNZZ#DL%wEMZ9h=H2wK%U2dV3g&Gw5j58dIo1yp=z;FD@fw)eS3AjZ12wCdr!AVDq5tTRJtRVb*It9m{4G=!&i=cA})_I z&O+-k6&v~*=F)|qapwFG&i ztj!DvbMJjr_4yfP(~cDg+Lw1e{)hncv^Ur&@lz)WsQTK%QCsB&N*SO zjd|okM64`KQ5$P*<~yIRTXK^TE{4DHmhX#NHD8OG0q@;Y+$HPcIf)Rl7hh>kzbLabl;$INfzuK{5h=1Y{84TEu9NJ^4=-jLW0SeR zP-&v+MG_Vz+F{?}*)^NqqcgL)w;vl3Y6Vj&E(#0Hw}Cn;1EUiNacUkZ#0<`~LN5$K z-}dpwLp?4qt7U1%u_8|UE_3XHK?KB7Jq#ov?(5-n{MC26NXA!3f170*06R2b)aZD) zwud#~(n6g36TGz@Rg9Lyaz=~PLSLBi8*nk>7kS z^Ts4|62|x!PJr^!ls-i6T=?GrCPU;f#Lt>pINy+m*IBZ2VHO>NzzAj-zO8iJKKE*w zm~@y_%LF2WEmzhalbHIo6GL_U1Z`@bi`$*M-q_fRxWdI;wvfkuK(XS>S7_s` zO32U$Qx6?BW0JX#$=RFHceN}(F0flEui#GqEgSY3wt%!hvWRZMl*+$=g^(2Eq_&=3 z={M%X8;bwQz&EY zEBwiRoxP+dr0UgVOmqOD&}n)M-2Gt+spf@B%(9blkjJ11AMU>(TZj@avUD0dO{{a3 zy^1PN%N4K^s$RhLzHSw~3J>=j$%)Q=JI&6P6u=Qe2Oi4OM;BqAKi2qhIfaaf!xYv;^F z)ymeB_RS0clk_f_>kj(!eR8mtUiKI+_fad21$yOOrFG|Ue)?Q=lD5{(`EAzeHCoPc z7eW!m;RIX`dN`VbdVgDO`Nv3epR&(w+Z^S?bgl(FPxa^10;*4vL>P|)h=FmWdLJ_- zVShLNBnTe4XnB!^E!-sMOS5`-bGHD)B_0NfQXJ4~^T0FRVl8@ksxJ&HOVkCQ-I{OP zV1Z}74Wk(9aH^j7VlJuLzn4g?%GbB2Gij_t`?NRlWXK^CDL-*q-A6ATW%i8|qjK^r zIE)<25BuN##%v-FsHr-@#?4#|v80M|Q6(1p-2Py(4VxeNhTD7TEvp+gcaP!-Y+lvN zkIt<2^N6~L8?;y~9caL;YGZ!}b{Xn$z%WYr0e0S7u@XH`2S55(&UJJOQgnfr+MCT~ z3oVyh{&p8agmP9CJnidRN}69Bbnm)~r2yJxxLh|?ck5*ti-5zYmL3_W(9=!?5O;gs zLamwK31d0f?#ZHMDjXBPV_`NFYqgQc3Nj{~vL5YlYnX?o7t`?q%d^>XT1P2M>O& z^iA}yev5{)v`2_6?6DzlEmD3F@nc(=h#&1F{751ak(wuv-qC12-l>A^wSXp@$!S^n<-M3A++@Oeb! zUOQsfeUUTQJ)zPh>p;U>=RBL?*S#qVDwj!eiuevJBYPOc!U!@S_&0*YS#Y=zykO!s zO_V!`A0F~YXUux6+jDWRwBkUn9QSXI4eSc-ho4Ci-$77+Tpw#Ubk{rHy(f{g^GHaUUQh$5j8I2 z$Ed&i>oKx(t(!%ATjtcI!0qq44#|Pw(!s6X(Wz>f3?n-819GQyDp0fJw7v2<0Dc7W z*^|ZJvw9pMa4u;qhG~U(v{4_kuw7|utVHu%&#iTwm`akCwdGK+sZ~${6Le3Z(F_@^ z)%DqV_S2pzb3T9I=g|$I_7mHTg6$tc1}`*;KisC%exWrPNQI^M^*R1I6yJSxgX)!L z__oPCC8$j0c?O&H0lHm>Mbt*z$vcKr?Re`vl*L^Bn}Wz7mTFD2VaCIYdDQ z0_t}uh&TnPeo5A{wTN!hlh{tQpAUWmx=#x_%5o*F&KndJ_u$%wM*vv?0YHdK5rg-+ zU~S`q-`Yn%Fn>1>I1L&aLT<<-^%0cFAutuDoh=&twmPqIh31p9*kaeu>EyU2B26<0T>k*H{n0mUB5U67Ak9*94-!IYUCt--ve_)6-QpMyN0SuYoBT|sU^mAPrUZC1o z#10Pz7Ho*ZYJZsm%*avy0tkt+wHXf;N_f9??Mq}3CN0L*e7>-hau-5&W#%&0qep>2 z$jE+Ov}FBDR+2@#$@fbf!TSS#m#oRd!UZcQd>&=s^(mU=;ZpJBeOH3P8_3wi93|I^ zXI51Dm41)I{+oFjc1aY0;fPoC*E>h%&{J7XtUq$(Fbe;{LUf-@i6A@tpcv6Ltale{v_8?-X|F9Q}b&S+YBNqBo$XpBNqAMG5+3YE2=kVCEw zJ!W1`;oj!Z>*k+EtYaE#+u2J*#AX|?#sjcCe4Yz2**~3+%ZV+A$PJ#rNdBHB%Rj%+TUwa35Oxqq(R)L+5E=}Zq7}YQr4F+@Eb?K zsr@kGkgAs>Z32!ip!*G40LdM|ngN{lYJhj7`v^H#Kjxrg+w;+aa~=LQ928wC-VhDR zNw0S0jc108MTs;gj{C0_{_;L{$FkJ%;*m>5*zXg;K^#^7u7wZVAOq-PU~EPO-c9^b zZZEfke{EB_9$4aaHN=!(ofW7}5~5iy^fL z4?14*kV{yMvgdF{SGo9fHI2fB-r z!#O@}ijq$jTyj;}4@0ofg*Yu`oc={&qr}lJDMLZ~H-NpXADwr}cBoG3Wz>O-Z(Tl^ zhImw1_y^O}i}95-@Bx>V3wtP_XR{tc=2xL01EDU?5;@xU#{x=?T&f#2A)AYj1Kma2l%I_w z+@=|40h$6Sb?dS5;_KcX`p_#R=xuzAoU(L_Z_P_Xx?oYWj)%-AKxQAMZnGwQC|yp! z$p>F*jJ=`&HTO^<*?@-329pYzHBiW)UE+!5(QYAQWQ?qV;p2Zo2zp)1w$r~r-u{#U z9&X=~WHwT)NBDwRp9??JE|$}zPJ$38B81c|AX{TXrcHPPAY@RYrE=BStPkcPewJ1K z#k_wYWDS83BdZ_RI-PjAQHdB6$Y*?B_ z`v8f>;HzDgIo1y!gUk6*fWu>4!uMK7`20%C8ZiO&kd1x6lr2}Po^A}WfYwWJ z3XDxQ1sz6rT^K_w)J1iQT<+t4%vdWXu)t$!kg<+L2-)=b10gs5hL8txhzShhY#D^@ z23iMo;)QbkXKAI<9~5n6ytK}!lZi-xNR{0vhyM40M!jis5^!7G~T?zCM; z@#suf9l2=65zJ+w^>BqeW?kZWdW-{=mvpd3zd$9k*r!-3cCqBK_wRnEQ#E;!bgWSV zg4<*K$h_}ide=B>tHVaT0igxmfY_{=W(qY}aLiUsK0u1~*l;9trf)D)(`B13le@OC zuu*l*1SnkDtck1OW^Zs4h55d?H7uW@S_9HkNLol`JE&#)pSuWVIaMdk(gvJHY8f7K zIM~6jA2R&dYkxn++9tuel63V!x0a$pQF07Cc>pCoac(57w|;C>vA9m?v_Ye#1lYtL zDU7W)b!pHuQ%b`M3(pf|T36pnFV}qO7tJ4MU)jF;!7b0QREprvw z9h)rBLRRk`p?L?fkbqK!v)8#cy2;?153I-?3Gu^uH@E+0Aw&q7L|ezrU#+c$0bSJu zar6+DBVOjt4D8eBE~7M%Ezyo8JWp?}kJ-ceC@U>;7SbIbwXSbAu5xbke6=8|sepx4 z@J~qgM-VI$AcF331y(&#x*+AY(^PsN`)$@OLab!^*+J*#4}yeThQrsxeY%nFoWq@w zrEUJNb%2Tyv`7dt#6OA{q%q%O+pe$P4TxHj|1@2-ly&&QTVM{+t;RI>UvWq@`z@{EAm482}3_xFd z*33^)iXSJq6}F#E$+PHVZeeb546e`q2NjF|{C?;{(Pe%e4nC**L-av$YMwxD)u3m? ztjZQFVEj|kjTR3O4@ma{*pm3Fn=>x9!2MDATKk;y=p)a6VzCi?Po}LocIFZ^Dtp}; zI2)Ssqs>oROtaeF| zvw6^)N_|qg&MX7gIPVmfQDh9>gtf(A`r#z1?%{>d5`02W0KSju@D~4D=k*GD!qx(z z*LICPUt7o|2yMnH2Y$6%0+d$Y^s)^DHc#svqF_+ESfG}+UoYk=24^vr@2ZfJ0pG&b z{SFRXJc!Stmpi}DcA>Y_db(_6Zuy@~{rj7be|#;P-&jf}H4N z$GtCbHzbtUFZ4OHsO>4!OvPB0V|SYE#nixs0{xa{@b`c|+-F{+k2a^Mx^H6(>xdT0eVJkAyg(Ad zYsuXe7{Psv{udk!z4io&QW3WYorNvJQg$EbWg@wFzl7id>;@dk0)Jd&9?j0c&*eR$ z(kiTb>&(^@U%9zNq5ls`rt%95ACc3Qfx2+gWR4J~xw8{oK(oL>=?f!$Z4eO#HbcR3 zF>CeC0ixJdTKfS1FUOCp4dsey9&eNL?bopAPjluE{P6?3xIC0+K{yUGBd4Zw~1}P z_;MeY8}3El1|jbp`28vqAeVPBXWiY{oaDp;7I4dosF=HDZBCPoVVvXJXW*xOVA>rP z3CvSZSh(C}*`T%2Yg_5hKe;3(#s!CAOcr?`2o!q4OrSU2hkJ&f523`RbB3*kKz&Q^ z`q8H5QiTg=gfW(>C1nE7ls}i?<7F>va2CdQ9K@r>#|uL7d}2B?g-)T{7DX714GY53 z2w~?E8C~OqFOwp@n^`XiJ__)w&TNXLL}b<};?@?16GAJ065QToi3g~8F3-@UJP(;z z+KU+IVSZFPZniN4Q()qJ9VZ;&>nI`rSPh%=;2u}OjApgZ;Kyt9S#rtcgoIteTbPxT zfAb9{x~h~6Hjp^4fhnZ)Z$f27ZQXzvwOGS~rfpT@L%~ZdV1D{XXK*e#KQr;+{_Vct zwnBJ^G^k8<-14C=t_O*#c@z}w#AI0$ZZ5F#6GQIC9?;&OYGfCl%KYzq#$ND;5{pZd zK)URrKx_jYxD(*J65gjX( zu5mcPGU3vew3)M>p5y7jrg`BM;O7pdZx?+XDw8-1zKKiRJ~Z$Ipd?|b{&&xEL&<5e z#{sPY8!t)ll`Bq3gzB)ks-Q&hJB87L>F2MaP^!1Y`aphl$yocOdEIGj2Q*dXO5x|u zjC>II55as*D<2^@6CN70DQXWiFKejnU@zq+*5Sr2uvOJhk+Sf3l5}W2aeG&c;XK$6 z=fNXq!(E5R6l5T!-H4Mkc~~5wvcIJ4w%Ry>fR-Qq{B@iut>U;uW8?iRoK=!@y1uU> z98@vJbSI@{B-ozS#J{hV2=D%q9G~XM++d`fQqRon8$rF#=;HT~1aXV0r>_R$R|q-m z!@V1|nj6>lW=xbxxDHtNb=daV*KBXS@ebvWCR+Hqs)*&zVJ{JF*Y=bp+Ge)^ z>$KR}a`SyTDq~t({>YELd7Opb+)n%k%A;lKxT^EKeuj4R%;Z}0+wdrDt{vAF6>lcE zt%-`=f?mx}8b0`@SY%C)%<1QwRg+%vZVsE}!!@G59Itn-Ej;E!-g}H{qb9wenDh9Rdvy|#P=$ck#@AK%xv*qBxFFL9?C&4=p}t2Dk9MvUx1&_`Q^ZC zdUcLpXy5H8gw0R7?N%)up}RlEko2l|@*j{UBXd9G1`RMUCVn2r+g(|!4fyrq*2;jC zzwaqR&&R$U`+>guxD2_&Xy($^-r1;{(42}k{Pu)SvwQU^_neNfr+gw3IEh;hs^zba z)>64h?QGG~A6Q;nTUuPU`{IUKoQXe7#Svb#HSU)Yi_5Wbzy8@VCm{{z68&+7<$9pa z@@8^NB4!)oQu}&O%VPch3*@#|@0*5mv$=9k9-|j}dYzMhqdLKSY0O@;*MiexZ}-1< z#QNfOIM4$27?<{5;W|r$14j>f$9VLyBRq)&jgAl5rKXQI~2q)W=w((P4* zq1ucxo0sQ5)F3==KW8&7<*qVq>9}1)P8AYdB{1HV+6)dmW@@T`L4HI1g9g^A9 z3*)k)JN+zKP%ZDpJC0%3mETT;n*r zd|%_M`$q@IVeJ4~PM68Sr_R}4!^1oo^26-=B5t5 z#Yloo`P*S3JNNkO$5>WP2%>V=&!?Kjtoc;RcD7^J<<{3|_%t^2%Pa3^;zq3X^zbeX zeIY$bjz5#+V{(-Xiv5~8fp

<#t?ru0E#Nv+Pg7O4eIZwrw_3zt1l;h1zz#_Q11_ zpAs@-J~sSzhu_ezq<+{Fwu3N6<1|ft6nv1`xV$HLsxq1^R$lOv6dKRB_Tdu;tw&5GO;rE6y_T_-+Yu@ zoa-{zUAQRKN4EOZK1GI%L`G4lr;e@r0GL+GUXGp>8RQ`P4P(r8S7ps2_L83;bBpQ$ z_$>t`@Gc)cIr09z0|nU$?~`Ov`MO!xza>PQ@zBjSIg1Bm9++anMvDDjKAi%b`WTJC zu;!)|XtqC?&@82Dcgq-1iuaZdT1 zX4K6YY8xT7aJAuCyL#596t-^B&#LO3>gqObN-}mb;X?OZl9HIXXH(bN3e}J7&+7Co zQd8O)2}?E)-`xBpX5N4Oav|qu!>|al!s~%yLVV~utM9+*a2wXO4;%R0zAOCkGKTx% z`Sx=wx)giE`0pOhFUz^hvJ|5`Q4_HF?Ah_9m?;k`zF-b9yY#uoi}v$PDskV*QAx7B zGn3w{cJ3_I+xxSV14$LA9|BtJ$j*D{pzQ*fSR76xtq%1&ML^`h`DcvpI-8mSD zv`RP9-QAMX-6cck&@c?lyk|i8@_Xm6dp{1(b7G&p*Is+=GbZ|72M0HNzxB0-z7>z? zb*a+?E}w+iF_skZV~KOzy$TXXWxPGWZ1Ey*-5`#fDBXSN-|NIhIR&|u-?y-riBg&- zN=@oijMJ0IUcb~kXgCFyEP3AB;?K8Hg7 zt(p@YTV<-g$=~z7sooQ1c}gUW3A#JDZ5h8Pujhrss$>)#cc`b6A8q9=#Jq-fDa=Sb z$Tu!t?GqbX?9<-7ijhH4%Qqa!^UFj^@?dP+xDK^z(yAF2!MZ_BM+X)2{u__WUZC$& z|5IWOT5xW1PIv7Ilnt0_E9fi0u0XsaU%pwrL&U3J|Lu3awd{fswb5gq29j@b3l*Wilb_eSf6my#f$U%$2dbbMwnsOc~64dM%O)*Wj9Qnzl0<1i1~&>qCQMC z_#m_)3R5JH?D-d?a4Q13KektVQh`ytP^2XXhrHo++MVz*pFlCDEedxF@1;6XHl1)b zQ4#L%?7>-Od7YYe+Bi(pq#S+G(LzdYx~9 z>>#03)5fTFmzsXij7N%HM`UWW>g2sw&gcUX_4F?~CAc zhb1#tZD-v}DFRpk z$QAsgMq&vTkz)s32hc}Z`!e%OttzK=*hfcZ)875ZLOJd#Yh5(t$G6EaJVXyzGxvsk zry9r{9BhK@JK`9_YHGM)B!=VGK41pggZ?x>UXU zMOxcZlaoeqBZIB6z=jvG7qFY|`YA<0CZ@YfO~NEt?Dxg}of=}vVbhB@+p!y~R_8aB zZ3<^}D5Hfr(;7JhGCIFNF zoh#|C7b;k4ag@c*rHHehBkr$9o^3Z$YRvwVW;FScLTyatKKmbm9Rj+c-9+zSvmR#p z03rNTpr7pLnOKzA+&}ofKOR@`ax&+QXa97!7?0%Nx;F*}L$f~v02cV+zFo#KiTEv= z)%N{m`A^MwKXOo5tV_QA>@_*u#+D}j9zK112LIIddsQ+SY7~_krw+w=>0M1L4}p(# zf0Kn=`_l8RZs@?y&;dodw>o`f0YS|M%1*o04u{8YPkHMDpI>O(%e~Cz09@j}UtIpv zFXPJWqjuiXW|CiJ{l0myUI`uN=Gvz)fd$mYSunmyo35ru2k;P9c7O;0MqObpYY?nG zob0WBIH}k2tXDIR2QoW`KZG0r76m1s%eQZH08q1j8o*jIUgwF7o}Hbb6siqhi;=SL zL6TQ6P5Ub*ou3csx+v_?#Epg0A0cSg7n*jJtrCT9vjyg$!NVSR@zB8V)I_a8rWs$Q zYm+f?4!yCQZUYzb#POJv)=Q)#!yC70LGcK!8|%i4leU8nVlD0wg5}6JvE$^mt?wNL zDrHCD^qe%EK2a!uzZNx{uV6?(H&TkVTbv+PX@>oLSXj^GKh}n;KCFBRYrT8$Q*vNy zx2M1L6yjlEsQrUZ0;GE96!n$6G!?#@oMH5)(9O|cqNh)vnqsx<>**_p{D>na?k{vH zjgPMzk1+?J4|tU3&rh)k7!`wh@yue~-1}m)R48o)Z==TlnH9?Q=co0LRD$3Sx}+F>2O6-E_MIPo6tGq_^oqn+Y=)h8n7 z0Vx@)?KdX{^F!0|TlnM8Iw;ao-%18geOP5PE#cm#{fz8H=nhygQd3n}Irp_n{30Dh z3I7)>GS5c;)z>eU-F(x-Jv6l{+yo%G!=FqC9amUKzz#*l;)kn9WKj7b4cW$%JcO z8oLW1>-%_!No^?j+RU(+2$h7g9Rt&tfAc3+?h*m2ucdcF{5x%=+!EZp}dsG}Df7;t@T>|jPB&o^R>JnohW}HN4d+D)r8W)jXo+^1vy|`qs z-fG|&LIfMa7$O~>EYHVlj&Jy5Ho2d|DQq^Mp7^oKwYEczaRlqS^5I-h2a3(!S0HSb|s}aXDy)Ax^aKE`D-6wT( zulNKC)+!Vh#(`~$Toi5iD7m|4KGRb8vQTb80Q=|TLJhaku@8^UCyJK5!GVc`H4}JmRH_Rr+N#gx{Wn?h@AQUWf{i_-TydV4s4xVjWFar5LFZt6hk?Ovxt_z= zS+MBdYO2z7<9CaLUlx?+ZQ&?l`$`iD@s}!xqjm2;&3}T89By@9SrT;`-YcofQ!W1V z+d5d8`$xxtZNtL)N`D%3O;%^>P`3$TUAw`*nr=1<^D6e zZ+lcxbXH+;Z%uBI(QTrd=Yl$@OFs=gs1WCc7SY*kg8O!C%!`GH1E<$aHfkFUgC=G- z+Hy52MdW*jq`wzxLI%g4<#>fTfJW`OrO^|A4j46o9wGMiFFeW8^2?;ed<2TxJCnB! zaq|pTQ+-&}-b%*i6}%|9R$i{S{}9*w1To&!)YgzSe`S74Cw9>Mv#Rj#kW@MPS9$g= zAB$PdN3B*hj}Y(xQl=_{1M||U#9KsMOp^3oi_ir|85<%fdyvKhGn+e-9qd-BAo2bQ zs846T34n1GD(<9>nmuX$QWpN}>JhzC)w|A8rX};au51;pM(flO$|u|%W5FecbPByg z*(!I4PZG4d99K*%rgDOdV;U-pHO06B9}(Dx;M`%N=2d&8$V6jSlL`&&b$nspRY{YW z27TzvJ0`yId%)RPRY42k^+0E5RzuMbD~jBcbZnB3WdWPz;B7Q?$lo5yoTIt-A#%}| z9i2>~9pZvoLTBF^Nha9_ItkUsNSjWvu9U!iN>x`I0%e<0`hDd4X@ogsEzY}dasvyS zrr3P`ev|qw=ymTaPmxvMf0S4*i-u^DYfW7*v|7Ja9w$MUQOZz7!xk06_tkMmu6(rh zm^y%j=clxhD+WJH%J6FJn#$rY{!;v?om#Ol1r>MLR)R%$u;0ytrMtox;kYZ4KpnV_ zw#kQ2cMf*M#a~MJ#-{PI5%f_03Brd7efCP{)=|(8l_!h{{gIMFvp+Esp6t6Yit7+X z$|Xx8ke}T4qKlm8$91C>^j)g>`Kf_kl7z+RwUwY1 zCn9rD0-USIuNtkRu%k*%sz0ue9Of%w4zviq4a9uEMhvErcRElHmvK3_f{$usGHVpIrSpk-xt2sqKSdE6ZJAlaw8 z4FHkIO*PyYNae@X(tXGRPRkc;(j<3mJd;YLnLyZdvh~PU^XYPvz@ctZrpg1;6So5d#Ai4AwFguTABzKei8wumnQFoi)b8@Q!;h~ z{K?zfd=W*P(#JPwhqC$&ZxFqHv)^nXvy*&fAzleu4%_$^t zpUg+lHqAB)NPc^1)xl;vl*vfjMOtn(cZ)O}-oP|&AC(qys1F#BH13p0Pl@P(*l#%x zt{XF`b_!c^vtU(j2o^7ch+#G^_DJEu-UpQs&DuY=WydpQRS|C2Dv05Gdzrj>Giusf zrTcA7#p@GgDjNg1XxlC06X(u0U5Xy}j(w0k(wvc1yDC%8A;s;MHCAs`2%>w_ds%oF z5zo_-N8L%2i}HMx7BOoyh1+pv^Wrx#-g8xJ4DbBp+|k%}&nxc8eaO2h-aFu#k^~c5 z()x>aB)+15)haF8%)7!Gia8z5AuleL2{kv)&=$LmSTPsS$M07}yHVs3ex@iOCyQ!B zk2~=)@5PCC_dLm^`_cmtj!KA2VQsKQalXy0aVD#n(niHc?jWfB4XauWh@DSk;G-N( zreM=`UZPCSo><4NBtpSV5xGnpx(wx|k6dfZKj0)SLBuHF2}jjExY#P2&A!CKk<3-vT;-)DSvRJE$WkZ%x{c&N=j6+2F$o62p=2hCgicsOLOyF5F_Tc<2OIu#mDdhV3BB=Pv?i=2&#M<4B&|P(^Aql*N9Y%Ezp6 zFOZn44{785;b(zqA#}ExD5bgdR;q9R3?)`8a}?Pi8qQYJmgIp&zB^L9b;F=5 zrgWn2EXV8P6O)SKZ^s6-c(8ll*UcA*exHv^cUdCZ0b?#tpFu;DBKBB8o#}JqzZ3ae zvjfj`fKO`6(HN;USnYeelk!#)kEfryEKzp-J%CW-Mf4h0uA&qF>Av7jP+C{L8%P`? zy+#u~wjxf(*W4u`JMDNJZm`Y~_8{SYs)nFoXr%Jf>IPLraWLB6Zf(EAl5?Hz0z2?q z<$I%Q%g0g!YF4hOSgluN!3ZtAY-uRAl(@9hGRzc>Mt+eVg`v84k{`!9IEvBIqbk$a zPW<68d>|e^5HV7C1x=IFoZ}JBEBtJ$Q(lM84x6A)8DhWcynw*_$z1 zgbyY+E0k5C9dpm2N^^P&8W#hpZ3~#xq%QIHkDzhDl-_N8PK^@-@;e%DO#hRp>47;1 zJ)W=lwSKQp25`yMvfMd{TA{793bp0=O!&NCgS+zm+rr2R?dFzlHd(y9caR`!DdbIs zzZx4k+?9Jk{tcl;kt1z9b#=a`@CruH-jz~#P&K(Z6)?8^VCd3;IHrWm-_~6W{z02W zEO1lFHS4E^Ze*}@CDuXP&ZGq?lVOXJi9di4f4Jve-kdrg+0)vZPP3zN#q6Js{HpDW zVUW8S^mU`Q+ne_PGb=7b-dW!$op^LmN_$_DkeGQeT~wj+E>lO5ujx_I<~>N8&~h^| zQ>V=`5g~(y@nl9afq@)%mbPD?iZyfYuNcnfCFMsgEFpv`W%px`S<5s2sgyTtinI$Q zHq75@KIVDcZ_q@|YpXlxF>Gs0`;c?V2!YdgGIN(j)9=x|nvbU7PxqCOX{)W&V*)z$ zSBz|2i^uS|u4pdJTz7T)qlsZfr$8U{iX~I}M4s(Mp( zI(0-}VZxO~^PO}Invy9~ew~=h^&lI%`cLB^=7nyN+Gw& zctCZP;t)BuL*?QC$qQ)Iakoiv97Cj>wD`2QExrF64dp+fqv0X>m!7+E1ibfgM#dy1 zCf04YaeNeWq}wLm&p{WPb)*b&Xb zW!!cfGp8P}u{TjiTPkv|QBMNSH1~q58+jY&`1&^AOzjV5O`z$ZlEVK7!JS95nk;bPs82h8`_9QY)vr zR0%nh4^Ow>ZCkyI5uY)zGgSLxWH#hptUv7AepI5#HNE!I`IhXqN>|T|A}Y=4kL(`f zuq;2xbQ}(my{W|1H?X)B8@cbNtvmEx%a#Rj@g#gkD(~}t{URI!HJ6U3;{u<(jHEfn ze*v<1fnI6iH=A&NbRGfebGM)`S#32mxX0QhUv_V+)@s>c6YcnD+CM(h+?dLadV7aB zX@qipjYBbR%y|E*a5Uo`MA9;!9_P4YS7+C~pi=cP4M6#)%>**DxV*PhiNbei<{P~xQIB>DAq+TYB8df~A61sz(iwBP7;0Oi2U zUw1P&)SLr9JU9ka`35K`_?F;^$KflQaZ2SEa+Zt~~rwH8^K0>2^?^DY*{JovoWqw5 zZ;605_S)k3u@^wesFYo96pviT9T1!`A(H7n{{7%8hGFNpEb15|F#NlQII%DSU&dW) zw1o>xo3EoX{LSBc0Wmyg%X&d<{i9E>I<zwE@oZQo{pj76s(7P#5h^Bo=aYOM$BVo@ zH$Nr}51pc&T%H4pTx?Bzw+N-@nfF~+Bq?&~UcTjCK+2VJ7N^brdv-wiUC`zBI+P(` z6LB@U03t*eIWIj^k&HTFVw^u7YrFyU{zG5jR#uU*me!@A0d-8HSiQWGe&NVtF<> zg9_3+>Q6v%y>IuSGtq1OFe#?(^|kekm@$WeTv(os9pF1v7`hhR{sZwNH6@k@*=b}j z60|Uf<4Z$MW4u2iJUWr)o{I;l-nRZXd0m(G&G17!fW2GZ)Y)` zrY3{W4=IM(8UKLKLes~=*a1S=$O0HWG%zL1>QCP5mxt4Qs3!-0^D|YM5H(zb?#^oH z9Gn}%r@8RGvuc%7x_T3+3xE|=SZ>K!iyCiOC`KpgSLp?ycri`vZf%tDxyyp0*|_^e z_&22*zF&7A_5lX~;#Luk@oK_PCl)T>qFB61@;lNb<6(>j=sCm)D%A<5AgZ?8Ef`K&& z>B4`(z^pgycE7t#Ru)xis2~^Htwq}j30H?8>W;ezs8zS))VSZpPKlr90}OwFjv?d3 zpaY!vlldu-my2~gj{>PBFWgcZxD%#tmYERzWN>KN6mPHO{@Qp*_l7@ESlz zai)iAzMs=xu(9d`-vB(~SeYKCx*KgTvlw9~@yk32Ag$*&{O{3vJ25eR{=&`ovM)Kc z_VC7Se8b0VTn3=xfKIoyi6sZpez(rH{9ANWsaA_w-Hl5;@>L2hFdS*SiQPBOm6)YA zsz|3_lC`129Qq>O8-;G3Ej5fp2Yz1DJQuL|5iXjd|MSls5(!)H)d`b#c^PghqGPLt zizfHJvwi+j#cef#%TtN_y(JrDfdq6KDQ^X)rn}jkp=E#wV=aGx*`bDUb9MtBU z>A7^}ftfQf!^jt_D)sRAtlzI9qGveKLD+B5IPp<;ksgBZA-*%3@UQL01+d4_K-P5j zcK6o-X1%rclAB{SwU+I*x5Va>=I!`SRJMncQ&QhdV)81a21Lb5oZVW8 z@#xyA$jB%wLmZShRzOL4PJgmTEZ6LtlLzHxorp|(kWNwQ%?r8b3nG#+BMeP6DNF?)(R%&i%BU zh&9E9l0O_p)N4#rfTLPp9oEO&fo)B&Db=QC@NjQDhEE<|_c7k!J6>Y87e@u8u-BR^U_Hykk{sM`qo_WJ~AU5+ci*@bzbNrzMlt~)t zrHGfn>0!3DECcp^9b+vxBw`Tq+lGc1kV+&wkOn~YBuz*AC{2Tup)qdT#h8IL*Ik4O zcO3*`-8<8Y^emeAKcZq1m+RfP$90=n!A|KOmglTaL${Bgh4`NpN6G;RU%OKv)PngD zZ(Qwg??=iws!yg5Z`{_#m~L=-Xs$_gptHc6YhqFXyx zc|L9=UQ8u(Fai99$Bv16m^DZt=1r+kc-Nd#mWc9=Rhk7Pf42(967WbXh-ySfO3MW` zb!sN1D1%dM{KE=>q5HDifZSh#(1+7@b_c{nK;RRAQIt-6GKk7j`Wmezo~Br99>Ta* zi`w$qwj0W9ceGIlJh;|7VL4N9UTGJ4kvyu{Uxaj%=LY?9j9V*ntT8nJ71D1~=DZiF z9mTaWZ153%dz-%hZf@Y7b55LBYGu*G&9I!{E+jjwA^Td&@yiQ^fION+z##myni)-4 zySYjMW&&Pj1tf&|qhMHtItFd@3DMubH$BhDN3Yka{i?a^r(ey*v`JxylSTBgs`1n~ zj253}z5|0#rX+e=-!O3eRq1P^wcNbo)R<(sOl71GY@Z!)uQFu(mJ(o@l&yB~qrAO$ z05?0YIsE5$uRMMF=&ZvZ%Y>9+%Y_N2d5W)$z93O&cCOxN&9Pe$-#1^R%D(QZ9AU00 z)4S{GG@XRs-*9U37#IVm_+G7U@0p?D*LhYIMXKUyugs8!HpDEONcYNe5l&Qn#QMld zh;|g96#5gWMEUGgL?52OUI16knxmc%Y6r^g->)(#<%?U3W~2<~4Trxk|KPa$JA?5~ z3zzloXDG7h>t>#$LRD^)x_CzSs1l|}EDsk9K)&k@Pamq+f$al4(Bv^2)Oo{Xo_K&V4|vT^nDN6N%DVbMfU}L@hcV=) zxlMY6a}oMYod(APN`P)En5et^FhQCF?kT3&hnfdr9_#_UqkISCHhi(|Wlq$%rSX85 zvz8nl%S{%u6-)gSfOM}3?e72pENZvja5+(K;$Bnk*xgdWMC(~g4-kd$$BRszatTtW z3Ql|rX;`V{b+qe&j{^v^@ino|Yi$+L$ax2>tEuVmxWkxnn-iYKt>x3s7I1*^rO>^PWq!Z4KAl-vQSd9U*s!{vw;+W^ zs;+3J%W1=OnZh+rVK(vcG8m>XCwG0s*6M={>dp+(BlR= zNA0L#1Ct*T?VVleQW7;X;>2wB8A~7u9Rm5w0}ji)kKD4L@V|^%$hDD{J0d7cSRD~qK&f8;ETdEA-`-yuWv+p^U#*57@oUEWy`I20?)Nqw-4 z%eAQ9q(9rj-Hr`9uY6Fn>9Ov8Qr%0njx1@wM;;ef72xo8Lk#TPyC7{BrJVUwCm%L5 zGta}u+H4&qJ`NqW7@<2E0J5LNln9>QObF`Ocfy3>H}l>t-}fVR1pvH?@+|HnQA#?x!rymq4J?G`v4X@{g|UAwis%yOZOV^$8Q5fYsme4D~ZctT^T5zn)CrF z2LjOe$vB#tJ)Ui;<)Gh+1SCdx0Qjk^lKb-u8dgp1=75WxzYe7I-jCmEO?_-KUJ&c- z1^j+(T&^~=_kWgFZ}`R^=8kk!=9C86_RekT;EjL%kK#*c*5e8z)vDmkkIXxJd(x&h z$YaU--Os0ZGLBW%ax|(JxJ%yy&YU{O9s2fdRgSRJZEs{C&=ck>n|8>7$Vdq?E{TMk zQl#fEvRuDSQ&+E|X?bPQu~*x~*IQ z>JEC-5a>w z3pg=o#)Arm&W3hXrsQf^-DBlc)f#O(9I8WtFf>;?NPlSAtHu(jh$!5Knu&{}d>=Dy zE~kc*f^Ll{%&QY1Vy_UX3FU^_cl0lcrqI7~b4&VqzL)&iX!$QjS@;J@KD`^*(xyXC z>9m28$v)Nupi>$f3xI@xTBfLnKR=-=@BP+G1j69tOD9m=>b?`!O;c)uO%eE*)r>jR z&GVuYqNX%Mv?gl$s^ybqU7!q3qtHwTMe)H`#6W_oWV6N{))qPR3G*|DJfS$KjYn1> zfM@NDW*IM;p>Y@06V><{!Rc+Kiv2vmh6$Y*t#SLZqh+AR#u4M`B0V#?ZjgCXgy2;?x~k)Pf%6-1g3pQ3#6jx zPyE7JJOy1X2UO$?GW{=&+x*C?F#+>9Y8iT_V@}VafPr)jv8PC1DjlR4032*=_}ZRz zMm45fKYApW>O_gA~7gl!*bX`R>5gxcH!c%nBoC8Zchn=G=m zbJ#aKY_i7!8JJE61>RoEUl<|zcUU=yfb_wF8cRr1eU1Adrm>2TT>;=(hujUmK1i;{ zJbtSu>OR><(Isn6zJJ3hEl4{moylUP>XtV-&{bOj&pLU8&j4s`pF$+yQL{MJ8=C#W zF|kt`a*+M~MC03l>8E>c&z)t|s^qcah^KB}x0>#bdmt0PJ07Ahv?D{cIW zj0BVb{A5BhqaWmhDjJkSmFFx>0MGlz`HOO~n0SXcQ%<8FZtks+jhfAaofz^1=L0YN znv(^A$^7lFZT(1OMM*wlPSk;cHPpxf|sim8kf3&xzV9qI9QwQ z9aXRyqeKa4->&Xc8WEAjq|r$%f>@XTPkNN95(`-}vD;2j|JRxF`_Bpzf+bf3mCToH ztb%$@?{!`$a6BQpM}}tfK{rk0^k5ON`~_PVK%*{4F26g14-6Cnh)`KfQ=*678^7o~ zWIc?al+mQ$&Z|O;{3?cxvpTu;;Sp%6VH;)z1U{Nn1m z2nv#w!6D}{hkF1VBSzQ-dYtwvOFidze9|3u zyfbK-Xh1eBvrNc4A^L7*mA++3JAvxo;+s`=q-lAU>qzG~c^CDCT6m<*ejkw5LQp3- zCWQ7(BY@2X*claYwAYTxj+9ne{wNY$!g){ZTcqMOrdiNFAaOehNMtb`Rvt~=b#-%V z><(pnVe#apWa;d5bWO3l>$O!yw?~wwHp#;`nMAWs1fZmXTWb}>Ry!cnH?@?*+hve| zL0Tw&z3UBcs{0=Jc&i|38^O@H{=8NXIKZYiN%g5xHdy9v&({5?ZFhLU=1MT+>8(3Z zI+-117!J?W7rf+X;SQ4Lbn`Z{lss^soHUVsee3Kbr7@kxdquqfr*uEL$Ozf4`?*@? zrhdORzqU1_!wc{wpj=>KlNU~zWU(8yYEAMCz~Z^ zAY}+0r;1^hZ}92|9aH0wZ;d)s(VK~Y24@F2iD?nEyiAaY0Jh4#ecb_4ox9+d?+I(< zG`*G<%#HwJ6)sf$M&69GP4~ASxuF0I?E;NP07n==6pl>Kr+KMD|AY7{I{}bvZXY0@ zdbb77Br9gviIwLmEpz+UL49s5?DE61t>0Z~gtNJCO@mOuRv>X@w$Mmv01 zzGCME$iE$nYN|j;C>!Lrzu24wg)O?ABxRVihV5)_#{w}~txSkA0<9neECZVtZ>8PM zlH;e~*k;b?h)nc=ux?K#;Cug%%xNdmlQE!r-8VhiT@X&t&gutjKgIV>n#U<~fTAje zgpa1wFAy29(mO)|3vfq?rW159fmu$OR9-F7_(zNJgoN z;((MC{TU=aWp20s8T)r_^k})@V9LH@8Jt&Fpn+pgH{;vruQ$jIz0w1+@quTvz}#q# z-9Y@ITTJRsF#ttk<%SlSjscPV>4%GJf;IxGm04Bg!P{#i5v3{qUU!_ww!1fw))t*a zIth?ahRDUdy^M+MD1+$eUz@@}+m+3R4|47R*fa~h^Al?Liuh_S_1zsYy1dfs1)yl4 z562wNnKo_U3OtF^Q$3E&s31%TBiZbtBol$An5tF2t~!2!yn>NNcD#{}?p^rgQZbxE zzaCCRD2A#SD4J>im;k+CUD9$+r5h`C4ec%yBj17MA(CY z2ckG04}k!!#bT_?zG?k6z_r{a@Ef$K{F*N~>A?302Y3-1@WjkCNZU_&N-dwJZg zr570rwS|m6pfmYl9fP(@FliveS^v?d51m$FcwPfKOIV-nXAs#aOf4XQ zW(8e@>^i>E;!hd@WOmf8I!w{_rpJesi7pm|_vz!pL;K+d{mdn%sDu>%SNY*z-|}~; ztwXoxv4*ofbJTMZ8!_*Z3yHQV`>BHdx>9_g<zWxLRzA9;G#h#~cSdyO^mEt#pF_7)!DCV+IKFc`%9=>$5`;Oa!y(;xUhaP5F zZD(f}9O(N&B`Xur)e1Z*HGhEloilYjzJC9AO7AynpV2V$zEgFeuJ zhpvNrUVn3azZBBp>#{Y^=RXcT03?#d;?GwqWq5HWD{%t$5*>4M13(mu4$fDbv$I-? zQe;)PhHPCQ3AYh2?mV~aD4(klmFN5hQh@jCN1a1mWxyfC2HN9ZZOsS^1&p%V$!w(O zb##TQWR&L1G!-##ASj2O9Bm%|7RE}o*;LQjRQ9_mw12YtO~>4ax%QXB;A+JiGt(T} zj5Qd!a=HmuBr5b@jI`bM8K;TA1{{IBEA zP7A1Ny?~8Ak0W$HC^_8WaqtZs-OZt7P>-5`)ms0n{K zF9_{i_uGcc^ZEc>DCcWi*2uyQ6edjf+W6`_bJ?`9ac=Jt=HAVDd9N|(06@j<;h)>7 zGVoO?c*0^4+qGNh)Bg;#r>&nA3I1^k`LpLd8T5GLO=@n9>ua1IF<)*y_=|>-}{?v8PCT3hvw3><5l3YZfJ@w z?2GeIE^T(vF=(`(n*N5G8aqZE|97#x*G?-oXAj_K87QtsOF1if9szY-FS(DVh9Rfp zkMp$Nqwti7Kl`%B$}*6ZdB5RK6?8`PQbm7xskll?zD2%^8AKCaS|vGynDHTv7o&*Y z0J~>oJGv@cyPhd0B29Wp=Zl|unjfCM0b@{2-QwiXfLs4Br4n#Tsj&QilnOiPY5n@_ zZ_@6O-LQ;e8(q!+!|7aIq!Y`l_|oj>a-8?u|BdL@r4bF_X~Z5eUFFv2U9=mH>2ntk z)l@367W$=1yUnn0_wNsBVML#mY|maXK=LS-#sfgtHZr#wTf{~(0rHeL&_*<91+c~cxgbL%`u<+a2Hj+^tV)FI1Tdk#WU5BM~ z_r46G8}5(;pdyo z92UvyF0Uk~CU}kq11=Bikg;^E;zRYsw0m#m;AEeBh=NMSxG|ldax_Xu;pVyYpB>}U z{>3K{bQ)K~KOW>!O-xQCkutAZx0QODG8h#Ilt`-AKffDQ5X zxu+_C3SflPVOv7gz-`gLKd+4O@RZB>JNtkG-PiqF8iyLeq5`5BQe6JJoBU#xvIH*~`?q)#mr^H2CkGdPP@_rY!>g_83EsrMDA}!Ee!*N>Vyrv# zZg={34eS;41n6^3TMghg!*i&8@(b%QzHI2aD-$LAA6usa?X#Y4g;VvT_3uQ1gkj&$ zy@%Z86%|$(R^>wy1rj~wCZ2x0eqc3xt1Z;56@o~tYFE6tCFV4s{@nwNNXJKYW>dPk zE#w)A!(v1&ML_|qz@QNF^bLv~=n@=iw=AKLj@6n!n%s-r$|0Hp8QI^X*VG-k#3%yfqF4uwB za;Dfj)qMhju%2IME19-@+3w`y1ESo2<8D|nIwDwu_PHv5+@DOT_Jo|&1#e-U8;4Zl z<(8y;_ zbR3o9JDEVSux_2#zy8mSOBjFDfP8{yFuRK@sA{|+koz8M<7WqhIMjzCehM` zf=9#6j{n!CN&jD$#&37|uv*FhK|uaD&K*jZQVR+ILWWy>QflHHR^BoF_5U6#K9{`a zpMf))x;mHof;?7ErQ?53>>ttBu$2pW$g+y zB?~@-S1+Btx~Ajw8h6p8#krrckPI|XgXDzJPyGKtt&ID!wTs;{f}u)w)g8NacZH<|?PfpXuqEm_jzM%s==3{lLE!8LZ2zj~lA~ zE<2bqwMAu)zSuBt>xVLL16@0v_~YX5RGnG9ZO=MQ2&tHg^M5>JxsCT$3h%#-HN;dc zmA;y!9wvJo4tvoM8Gt3SV+?w)|KSd8c*yj#_A7|i)FC}?Yl)bb2lDYTfzqG}N&6Tt$&cfZk?G$V@ zCDs#i6RphwAO1iVbGf5TR5ahl*JqjYgmmVv8yS5uIC4>EKGIhH+yHul<_mg7VBPAj z`tFAt%SrkQt6SoHnHsyWCW`jYr+{zC=VHMYiMgJfgivR-RA9 zs4o?Z+)0rkO2Tv@AuNi}z3{LhPSIp<>c ztd&Rb%yz7>SEgvx?4d4k9N|uMCr53hE0|=QPH!aS z;=y5}$@NyS-|G7j^}H_0L6Jl)GhJR8aR@;p{~u}ObK?zbM#>8Pj_ zNXsy5Iu~=St0oh}G88iYKKa_klS{>t>w7KQ-OY@(P`x4w?bC?W6*#jfL@n*~n0dsA zpAUE>%}vU-*9hLv+tU{*mZjo8nz0a8qh5jB7fsLl`{mPuC>R5Vqd1;t;+=L4dvI@e zK6oq&T3T#l5KN{iRjP&lcl$f%+wsTZHql*mOKW5Yt_oJRw|skTMT%3aL)&my2A;f2-fg;iNB3$ic~%e6I*Vw;q(1@6JTv&TL^e{8(YRfN!@q*CYofa~+Q ztIWH0f)I>5QCb}(?>vA7DHR{D>}~DB!g7uSwip$-gGYD?%v8l{o8Ci{M^yGUbfL2* z5Ve}!FMZpC^`~ZTdXcrhC-$GFvH=gR#OV~2)@DX+zMHLDZbFcyr=NP8_fh8u7-O7a z`eDq`&rrtL9~R`{BU|}u{<)Qj)?0STdbFNrc6$NG>-IU{zdJIK-4P;>70Xj`pR)1a zF~EblDV?pW>V<6y^NTS=x|*7gEyI6SQrLTD4M2%uIq#yBosFFO&rTWl`OZFKniWj0 zJ?e(f1_&3ZxFey>i#artaQ@=6c+S6g?wBw{+Vm2Grs5EN5%8JH)SyV^>=w3@Ea%=@ z!Z14Avw5{&Sk|0B(RXB9@X##Pf=uh=Gs2pYs?8OsS#1{ULjp87tXsHvE|&l+Zp>lq z1VtQ!-`LaqO5N;x?v9#!Si^XP)k$ZjC4L{>K#Ts^$4kGF)jYDDX-u>pwbf=Ote&Xa zjD+GqG_r^3Pkq9j|2EJ^DWc~zY%W6{se zWA-zYRCiUFNjg}tj(DDqb|7Vj`pYRU8G|aOr(ZsXoV&3)i65e#vs2#@D+b$$wGato z{X(J**EHu}^2u;txl@O}`S5&!-={w0e70v{Fh@n+-}eLD)a1VGvruFaVqTT0lAdw8 zZl~Q<=uwO;Cp;%PDOnp%A=oF6Q7U#N@p1vbUI`I2nkqcATxYI}=MEc^^{wJ@dOTVz+&rYy-$E zzIgh4WBB0eEN!i3q`Qq%C+FF>d7>}A{g%{T>Zl;y^J%jIZZ!ON(5e53RV~#3Z}cF0 zci}%Oj`qD%T$ARj0v9p&#n;NpYaVFYiNUvt+i8c-Hf$;4!q9UzzMb@G@^SHPeFG7g zJVukx!P#m*aZl;ga^qVrma5{zYhF$pnRd@O!^v!jwqlnyN6miAyjZQQN{z}XT8J0= z-g{@3?UO+Ho%2k zn|}U37t+IXVOx``48$?J$cZL{IWJf&I5)*))4PQ$sPd9B-H6ln82*C`x^VYj9l<2V zm>+!Z+CK)jyQ_NsuLtRgxj5)N0+hHCu96!+BnbuAzmHH94c*|Y$~|hbAUO9R@&984 zoP*IG1bN{>;#|_5W>}h3A<}<6NIWq}lirIZh#$wjH7lM3lg-0tm9L9z9mmG_R%Xjd zg6f)}kiDg||8DKsnCTZ)SgwYnozcvXFQ?$l)(Y&5sYproZ0+!CL%A&Aw>%`$v$6cM zkN@2Kf7HEaR1{m+F4}GbDheh*LBdvo5|t^nYG^X_Syd?P^PcrDn!PBSWW_~V2V|% zi%r4fPwn+p>71;gs)bvFCb^`2&?5BtjfG^_u0~2`ohe1>%)S?A*(v+m z9QMqbUdA^O5gAhi_xE=~rz%HXFwmN?I4-XH%45;o^D1-45ccuw!Y!f+6EZtOlBIM& zk)Ni7l4)yiugfsTz5B=xX5gOoPb@#^X47b7aKmm_?#l(=J=8B8cnv359wpUli~Ka7 zcvfbg6Ti~M>xd)D8}nW5TnEf2ko*zAgnZafYV&Is12W4sIt-&VQ{*z5*VM16X zQJucHReEQo@WPh3Dmb~nfB7j(KR$E0HJ#5bcZq5wmhJVgC9S^@MPk>z2qxRhTx8-@ zq_Kw16_B?H7+JcL`kXts5W={d@9a_%3; zUw|b zHR>dYW)gn>e78!?KwK5AUxFodRD|o}G>qSYwbcY($6Z=|dCv-uAMB@)`}@5B-TV8z zYt*Ld;C>}tp(jU@EWJE=UN@j|j_nxTdfL9f5QWWURjJ;V-?Fj5e4a2OGWM1hOv7Oa zwnUY{MKHW|Z}hH|kvZKoR64=4PJPY(KL3^1o~|yBrkJ6R+)tTy{$nSlvf-+7_kOBs z*2IRN;N9XWg3eP2Tj4UNnCF!d6CHB_#W7U&I+LG>bJk4d;aB@*tO8}v;HqV+Ox^pw zt!xH1(cQcYZE$a7<-?rOWrR>yj>UuBfua=RMhxA(Y|MoSSF^glpGK)r^sF-lDKrx% zlx*=H%_kQ4+K)1x#DbT%{qoKrqP@db6~+qtm{K~qE{8k)Dh-iGwzDTj9V`zGT@mWf7#2#hjcA(9jzsJgt_?UZ2rEos{|%ff$fYx-{f!i7OrIxWu0} zsUG83!nV=);5S^bKLOppDMjYhkgFhbK_5N1|8%z&^*JvT-MRiIdW8F;#bCBiNH$}g z5?v3q&G7WvOn_P+!5J9D&;p<6PMi9fBC=4B-^MPn7gQS|@EE#RcjYVh6J8Ar8ean; zsBF?taJ@eY%6} zLH4t|pf>?+MiOh6*PR!?EDh>5ztHXOtNg&@rO>GdJo2;sRf?2};Iv0r!e!LMcqDJq z)9&FFR#Tk=?Y$RII0Cpj(n)p~1L(BHFJ zYi zWK7?#kmrort$S$t{N_A|92^>yE44vo(#@)p+Rq|)eDqe+3rEC=r9fbPLDU|azgdof zs?B67mV=E}l?53ifSUXobhq*#{>bwHmIvY9SZJ^GbOu{iV3V#zO+3Jo8$2WgVe)-- ze4g>>-#wjXpYg8Q{!i507G689hpWY1`spJP*B03YHJZKxPd@_NZsUXAQJPu83pxtT z)}m{SIMUj|`EqS$;Dww_pYD%}d2o20myWob^tAt14!qZ9{_p@;yvOd0?Mwuk-gj*M zrsBJk^L71s3s;ex)+lr zV>+8T_U@R8z>kJ$AD8>m(9)%M1^Er`PtHe|w#a*j;$F34DQZ{JsZ!E=E-djdMl?9u zQiE2}$H^gkkT;xAmWG;2tDPJQsCmVNk8ApHjI|A%7pe|Q_f0Ru@Ndk3A$YCHps=s{ zg zkIv1?Vy}a1Wk0sHCzW6m+#9hEIZzOI?G76S_E9I=O-9IGfmoZh$lH?8Ot|%daBlZ8 z+3YLGSWQN|CCMYZt$(>an}f7|lNu;80ui=08wv~XT*O|#Z8Jry_B|F$OK_r`RN&Cn zH04^NMb( z1770_ddHyB85%M?Z(FmPtjVpRTNVpO@%{@l>8|uqSOo|YH1qz;WAyE(zhq~i?rKe! zf@QwhCGL;fqL+Hr>)1*PI~ZoUC`Q*`B>7j;Lc8HEeQhu@baQe(*-m$*uHma;>9WM? zJ}<6fPyXimG9@(aX31xe@=cdhlX0__mgbn_2P*dDl*0p>p4#O>BUIOIl=qplNKaMk zdTceRzTObN`z1(t&s7RKxyA?Yx)z&nN~iglO;wddc#|jyxy>(u2Ghm559F4@ zKd7po^A4g93e+x)*(#649WzfVc^!WP<{+YZS|HtBb|!AZfGEVtg?{bX+xRH;>Avc{ zYoLp66F;^@^jzL7mJ1L=ena-!bsXRp89tK&eV=(#vdk2L10yK?8?}7~Q6PQUs58YI&Q9~*$WwxT=-aEdJqj;0-{3>AQDb(~8dWLA2 zi%F?kc`vd5F?RHN5Q}B$*oV{sXleTNm)+a_FSGlIt*wE3hc+vvzC~{pIdfn3q5J~- zuIU%>;uTMZA(MA!Gu1}*n|2)cLA2Ki`2w>tPc}}YK{eG~iJKK6F2phsD#c6e^W)`Cg4ohbBNVUG(gdE}@e`-c(l#9V_;VIl z;~LiTzA^yl)qawoefpYvDb)sKzMMU7`RYS>&bfdgG7Y`;8tWT|%&;`s=G_Vk=YaO_ z!)LLZ{VPJa>J4R6pC5+tawD5>3y}DL8WkuSX)b}~-?``>k@BE|bh10FmRZ59Fp(vohK0`3q??$LYvIE^ufRdRi=1cLR|dL-13&+mQ+(As5_ zomk&}?V5ZMj>g+-rZzf|5x>-F_S%IidB9pbS50PqGYs%6zQ3fLmAQj)=Fs_OmObRL z?xM?y1ye5Q;ngq{{l&j8`ak;T^cjy^jJMTt661Q4Q!FH9Lpy`ogF59}OgfarnR8QO za^=%<^Lq2&mAtxe!<#wlkzv%<-UKV&rI(3zMG{+IKW7&?b}zD;Cu)jgYJAtwZOO?G z@;1>J#pIEKt{}pRiG9*hH322e$uP@A1t=DKqjKQ~_jK^)=U*heCFG;i^yRaC^%i&Eg++iUX(7E zCT34|@3dagc`1BfW76YZQ*v+{Ar6=f=f=qkfaxkYUyfa^ z@EVEZ3D$B-pc)A=O(VsxIIzF$#HoVeBZS%>y{8iB1v=usZd<9Hk}l@lw8>F|jLqzE z7s*#dY4L(a8O64ZC;QC()lh-M)B)tVZ?v{lRL)Xg(+I=o?AJjL^!t%R0hTiAyiX)7Z`62w#=agkK4FAHQ)cZgv*ox3c`ySsF2XsNv?0V(ZgZM2 zmv?nPTTL(yg3O5NZ?G;dOfTH_xy;6#nmYBMq_Db)D#XtlPK7Z2@LH{8vSdQ;IJ11` zP+q!(91ja&IYkfS|LM=aFZQ62;FwI!$v=-)IIXNrH(i!TQ3Et8>z&h7jtg)$zLA+Z^N+n6S-FS4rq5e5c{PaM|h`GA%1B zXun8b6aO-^dR$qvYEK`W*AZ3ExKlivRvSB(axt=pj{5pHBg1Y(aoC6R{RLl4k)%** zlXjb|j&k&TWv+9o##{5d%?$@vOD4R;@JOfiF@ZsdDX;~8O36&n#z=+sUj1fqBUl!^ z7Yu<&HGsUDJ2y7iixItV8aGyd*{`~h+<&P=tp5Q7BvP+<>N(;D0=*)=K}cl7eNV@) z-u}VI7w}{98CaOMSf++vF-*R}_|9h5?~Fi3|jVnn?vW@9=N;d*YlQhMNmTZL*=m9V#Ib zS!G7crO0iiVS;#4M3tpX9RI^_y>VTo!4$%BouA>$6-K5J?85lmgK&V!7dA3Dsc;SCOpM+`xAknL z{7u!Ht2M8xp=ULwFVGjOmrYM%+f`-PiO$UjZ>|jXL=M1!+?_-i9{hG=Q7ONTg_m2v zvWMO`lPR4&!H+;s5kg+g7*kg-mH?dd^5hOKv6sNGfsoocEl7gZ`Me11(=&=;Ypm8k zgqKCm&FWQ0*#t^geA8bocwh7b>VklMW$&jbPcQ@eiQjVlG1O?~Mq}E*O*qq1jy*7K zPyfiWnTNw^<>XAq3ual7a**+fKCW6KnK2fW3(tXmZ54k;CPEF-A_TB7((mw|s^9SEdPXzH2 zekX{+aFb`A-#JLa+=z#FQ8iysrC@(w!lvOmkm7snLq<{#5O?iPG`n}r$J>&zWXlcc zGph6PuEEk{d~OLXgdRl1;5`VPWIJ8GTcDA`)6=bcHH?GjdS1c761<#ky}emWCRgxy z8EBF~OwR7E=g0$ex)LK8K-J~9<*=7%I*`NAwBi!$CHX*l%6&4gaqiiuWg6%vls#*z zBVZS_&^)y<9)qSo(8UghLfUNa!8t@!Fhtfid&D=IT)!XRY|J^gJBRa)vR4soj)W|Q zt(orCqK%r_s3pv&6#oGSB9Cs1%2xb(t^)l+)kV-ir>6=7{$niAH6;IR@Y8NJz4SAF zoLs{gcrF!TYbAW4&rW5w{^FKY%#Ky@o%aJ9k%PkCt5iF857B@M<&9$Xy71^Oe%P!D-*mT$oIH#zE0$^l-hl{>R3gUzy5M+s#r# z9_k=KDIu6CVR4XjTJPBA?IKklbC?My{z)0oG^G#^85F6T=k)yqLBc;`;$+;dC6T3^ zr?W0aajUB70pKh`QUcyezFA!NQW^_N!PtM}xNbq7(<36z2c zLTxi`9Q%PRa@muwmzv(Bs_mD|_&khE$EgUk6nVi&dAJRR>1sb3Hk2(~Gg_U?lrQ{n zb1^8@mdSU6_QMcY&x8Z+sX_C?M9GZq%K(DKkeOCh*d8p`0KypIu5@Q9b~!PdaKgk? zu%gFIXmpBTg1;8J|Ek)5c$FL@!)Zf7Z^(ado`51lA*OG;d06eJq`YM|$JUAhsZJTk zXz0H2>p(8+ESS*u%77xP6G>2IDaV_V!5N2gB#d!F2S0`QjQu1f_fguX+({?F<1TKM zpVtO`N7sK`)(VnIp{}+yM~)2<8L# z?Cd#e?W$!n9^&aaK_`H&#>fo~ag~JAi__|bMFX2Pa!rP1gcr%^&cg*7FljnPlX*(-?4{I7A}b83--+{)^+ z7ld^qboqf%u1WUOgFRF!PJvL%UbTM613-t$?NgYrdp05#8@e;6?+Ir$a+tN{V@MGlW5`WTL?tx}P zLq9D2>KAfRd{hHc^Ibz2KfZLUsn`y&N)NDQ(MP408Q3`a3b&$onVsjQO`&fS8<~|W zQ z=017hL}r9nTqAkN&{woU2NqcD)s@;6eed+LSQvAvdHu=AAsW6`n^e3-)>9TL(+9r= zS>$amA9*&W{Sn_k^&)DAX+DG${b{}XsJnKZZ+1VNj{zyZshZkMeQ&n1B)Hqq!$coK zD#@j5c$0dZXh%BFhC9n-OVx&=Z0o^Ft9q^HN7%9$>m9ByX9~?5^D@X?VESEQU@A>+#UHb=e7bCZR)a62*x@HcOlYGC&jzbO@RDy6TM1`xivyy$6*oA?SAB zYwC{UPOv#^{&JY;Y|g^=3^!XEN%P<8Dls+Ks3s$=B(!9VSn+E0vN`CK0Oa|8cj`^S zPxHL=Q4LN*pwMK?+Hu7^ zZb(Bb{9tGKt{yh+t%|n0Y;--a52XU|3tO2c(&F*RAVbQ*I*lEcf=2rov{vl9d`0u} zce(idTKpW$I1=daNv7oMJyafyw`@-zN23&477izt}gGGSlYwYeSnU z%Vj!OZN3SO3Afc98JPJF8G?*Uhaw=9s@=4iPE@zFk!#C%u_we*#ys3gcw};iDYx(> za1Z5Y5BC7!O?xS`#Qsr~n}M59)GrJ0@rO(b>eO&Yx0Qw4@RI3N9cJg<@wxVXn@N?c zJ7|Fb@sqLQ_xVNYIvB)BX`1 zL=-d7bYjT}-WwoF`IS6Td1sy4Pg%@|sdV2LR$mn@$hX7CaNC*+%e@t^0%{aTK%IyZ z3)0+vtiA3X`dh3VBb+*RpFWh}a--88-M;Dxjo19CvxI>JZSbq|x|yv6=EIz>(2v7z zb>5~9a$U94SdQAAVd(7mzbR!^QFGE%tP@~NZktJ9k{^iG}tsRJ>` z$(v&-)$ecf@0bigEb{Q`p{%<-@02$q+eQRvNvR1hkD*{(VowY+r#qB15|`wY=kW zh}yxI(V`AZ^AIt?4JQatH&L~J7euB!RA$j8Vk^biZj)4n*udfCaNE(mu$eHfd470z9p2inFZUc|@YarL8|3~2v22Rp>y~as**|-}Z3a8^ z1CR(yVMafQ0`Kj;>CexTsg5m@#m|1-PJHfJM3wTpGz@?A(16k_TgGmOuC-^##tn6j ziya{oCY#kowXtlhk0TCVkAs)|Bbf{=$uqC1jU6?< z@4E35fe2<#NB+Dnq8Sd~dgAHJJqtU|0`_As zLHD)5X1@Ei?+?z?p_}c1k;uMwlYyMDf{}FS;Juj*&$&ewWz#QEaY6H8Ei*!g z&bwN_$TFC3EOEEo4L~w8PQCm+jPrM=IG&*tI5soi&^YWn`sQ>G3q;kuT(38116m{# zsfq_^#B?cH;h=og_~xO&H_M(7HVgie#PM*PV8bs}P4Jw)1HaNWuC&cxyZwv-3u;D+A+YG{H>t4KU<X$C1w15Saiu zS@-xOry^y!?EWLM>Lxq4VJ`!qvC~2ybLdGmkn+@ zd7^HlDnCfNEasj~8Vns8j&xbAy4;RTv2JNU?pDf#cBl#jNA?qb%iv*+E23GhHAx3Q z&{lRma;`+oAjw^hu6TYO`z)9=p$V?lk3Ms>riA3pJkPf;7Fe1``935&?`S87YXA0K z(@&A&JRu0Cq8}UyR_7<_lRJx{f(r~=Zl?4Az-yexJ1RS^(N*2%fDPaDx1(tV;+7~u z6k33?f6Q=0vaXuGSee>RYlMwh8FoC)cMsj9khdhgo(uZGlDLQlT~6%KLzkvoV?8}L z;t3(Dt9j&Tyz0|k9B#e3TYIHJ()2g)+l;pVY+}3Bj}`hI%kW(|lvrc36-Tpl%2p#P zf9ht2ta70es-lq>wc=z~218&}tWUPRhC?z<1LhbUa=2nmSik={j( zfNv#ss2M}yNviFUeA@#+V$m1hc#jcj93i4$1XwY3>a=hxtr<*>9aP?@Lx)_=g(xWK zFqRQ0I$3s))1f&s#EcL4%o>h4K=~A}r%A*m!=e*-7}6km0qtOaEtJpHz|HCakJwl1 z2g;7UOP7Ily}b7CL+r9(;geQz23da|ZPjjLU)rSc&s+J#=Jq zcZt*)n#dtI!k)}gdB=X^GVu7?C`ni;m_8lqc9}ib6 zJv^`SD2R%0a{TM-8ulnC9V7ZMfr;w1-{4p>jJ^=eMK9*)f!O9(2ZN{<{Y-D~+g;C{sARY* zSEuJt(GXFRd?c>u4VVx~zo<&|Md1uvQORyf-Mcm;SSvHyk0jvqx#_UY1^)s|H(nAy z*7wUG2P8Xo)&Z$y&dCh20q$`}(-OHEc&@Zaaxy1syldu~D$N&-^XY}z{M#Q#b3(pD z(FgPGLy4u4*mJ3txzAtLGsWtKFk+Tn0wc70c?y~F3NFoiVzAYM;{t%0Oe@jpv;YDQ~kH3y1f4lM1CFs z5$2-@&r*#|ZO^-ba+gh>>>pWxQFIi zM+l%?cHY92i!@BnG9(I8l`iAR&rFS_Gj~`rC|*7WF9df#fmLMQbb{eM{5U=C>IUaybk% z5q$5ygs~jX=?K0 zxBn0$y@y5fz#*9x$U;_x&C>tfa(%T{D#SLlOTqz|vD2Y#5_;Hvn|gQreuymcm;KTu z)neVj?^gByMj}E?M_b01_BRE66M4watWpxqoB8?#?G#FZ_~mX#7&!h5v`sf#_Y8lq zd zEkLR+G6Pced2c;jM9z6+L;#J}ci*jdWDDJQJK_-t7hi46#x^nyuH;KRfP8QCnIjRD zVheeLa!G)A)vh@bRniza!t|1SYwQwX01|#Jh4JB2ZGgxIR%Ab=61%eyegH*2{XFw8 zD2Vtbx{!QzJA7_B8tC(W0q60bQH-wSyp&M~eXjcp$0R>BWRZmT^9}9)R+2 zd~4bNF#YLUP4U2p5N(Ma84=ch8Ifk;qvgN=YD9a0-mdf4Zu}fjH0sxx_o-6elPkOG z!_20;@2zJi%WE&a_7)7z7(9*K5616rBat@MmARf1KdmYCQ+zJX;ZzHQD<3~)ln<#@ zh-X(+mr~RW6-)F>H#-~GeAD>%p97N)TO9naU44?Xz2Al^$I9?fN|iOI)N-34k95J; z&6N;}wYLnHsDuytgIXt7o!wtu@W$hC`|qtV7Q(C)KM+9-!cID#XDd}Oq@A;wCM;&0 zf;<0AwU8xePqGaW=5iIDLUn2s);&DzrQ@|c%NLOgDGK}^@$CQ0a1O>^9Rbo_U(wGW zt;=jEXhmLCy}Ub4JWGvsIwAFEet}6rA|)5^Z+-tq;62bH!9=tkNUS&TJRWENXH{tJ z#Ka4dzt8EjNhOx-TcEnkTk&o6!?jS>0vsx5l+@|mHU)bUw9_>4LKAqj2&m0x`k7kb zvyImBkO~{v+?=a0N~tk0t9wxsktbo1<;H%2>39ry;DcEk?E70X(|kdV5Wse=h}J7n zFn|gT3zmbv%WH8}6*VvRE_V&6Qz5@tfXYFp`qTpawse&m%X&Lgu3uT_qW@;6vfKk6 zsh^_t?zc9JPN?{5p;Gpx^+RbPTWLh|k7{U-=c zm)mRztFRvhEqiyElG4q`PC`jlgt2p+gyZVVz-p~T(W}YRp9t3nZkOQb`OY76w=ZiB zW#@1;wO;6Wi{lxxWY&Fy8*-3Fk1<(P{Uyn8*LlrY9U)jo5SgZh+AvBOFB*TTnI~>p zD10N}Ec1DU@!1VQMNCKVnir26L*`)b-~}ixjsPb1G`A+QV88e6+W-nrYtCm|CM?`; z|Lm1K^EtLR+LJ>Oj}Y3?G6uPi&CP#Ir{j~@%!BHUM%xUz8FQO9%d{d@v@tf#Ljx*0 zP^RLdqwYToyA*X%`-7zh?0MC}t;k&^!)87??4SBCgnM2`iK%P%WQ{e~`eM77f|1)D z2G`vx=U{2!C9bhW@P;{a*5EVT(_!8Fgf(V-+|SfDXB-T*9kWY?qc%Yy%=#(jzlEKK zS3`Mub{k0IByeqRhLxo&H`i;3dhUd*$q^&|#PiV+beAjW_byYcOP21r>FeGOHQ7=V zSRW0;i7)YVE>ScY_5X7cq4E6W+=jSWuB_f{y;Wy%mDY1l-TA6BINh)~tg7;p@=E}` z2nPGH3A#DhJ*!Qv>SSXTBcZ~ z$w&{?De*1jEaF4cDeZpRYd<`A7}(ZNnHP|Uapq?3ktUVnE@zx@{p;j%0r1$k4sq`i zR*;@0SPJPusdv#qdj#CFO&#sarTGtn7WjU(fg5#dpBP7?7E|6A^Oi5tU~cz`~kqKVTw-x>2HLb^LoEzlz}RI zXFCIAKgz3K)%dirvI%UOah(Itp3>xX{H%GfQR`Z3w75GHS?l4M7Vh3e53E}eh^|?g z+15Suqas?>&wcs`lY|I_ngmE@nC`SU5&c?My_wZ4T0lOyEHn{r`mPNLq0tKzS-RFk z5pCW(i{Gss=N?E*yny?Q^&@>9g}unFe*UrB)4ES^5doMsOOj>Nk0zqpg#z#~drj;p z=C)5;+O2(D5)2iLT>$fRp0c<*vU4Xgt$ycG694iwXu`Hl0Ug#00c>1K3s>fgOncwK zYlv_s4SG{;Kg4bKUAPCpl%P_;Z15m81Xlg3lCob-01eAuYMil1al?8l0YI>EI}TfJ z1VBTOXvsyF;h8EeqxpQvLL2Uk-sh0gHP@` zT3M6~`d8fneVwWuWXax5oMHi#@@uy*D;wuhWYavu_NyMW(7A%QzS5 z`YbcOYJNQ~XYZgh#6rAL{$|Ti(?YgBAEjny_YTKwg0^Dep1%o%37gYO1(|Vd__)60 z6<{Owb_sfLJGAozn^)ALUc`~U&Rn@HxP@^vwF3`ErNK23pxbClI*)E?^#pFp58t-a zu&-)b4EjLgM^i>Y%Q4ozd@;n%dFH_hL~rBky-T2!F`?1KcIncP-V;6V^8qNAD*Rk> z;$p0Wy9@~Cm~%n(3rKZFZDQCgJ}!TU3V^}U+}NqYvfqYo5@0WNo~!JTqkBJIpOj4j zfPeq9xprVv+Y0MIonH1*S8I|&Mk9WF3|}U8HHAm-hH3dIus)ItKH}cyg59?6Wl%Xb zINa^YPGo|xpx2<}2bY8L{@vT5@ommmiXr6!FmD-+@vDLFW)T31VYo-b`KplrsRF8l<*FwW4L} z`VW0+{2z#`b2qPtme+XThuua{walBzL6fWAU=Oyj>bSkK$iYPP_t(eVxv#vI!&42G3@%2>3s(-D9_pl#Bo_+&gSkM90m3saY^O1{!OQl-2yh_WlxpW z=>SW&<+%(h_JRlHwl}q**KioC|G^&sm9_oc10=6yz7zYK#riUt#3<)yD?Q3^2y|3} z0{F$c_?Jryq1RRh=E+mUf+kc{&asunx{mn76%fJ{tNCGZ0AO*iev=*r?`ODg7V<7b zZ9ncUh=QXWXYiR0)H-q<8-wLdp9Uf{oi7uz+Y^De965YBnvv@PDAlJMrr91r`XQ$k`I3wOLD2KfdBSp+#@1KL#dg z_bcAr3k=641BdkM!O=EuF;NjpQ^;C%@LU=w8fTuARgG|)?nw??WYf-;{LfcsD1REpab0Dzu8Q1{5ZrK1pry z`wB#8fHCL2k>>BFtgM4B>ES1lA8Ur2*pz(m52}*w#7RIn^L@ER94G|u7|9!GcQ=>oMrSTF?lENK3 zr4Ap5U^cW2#AX`*JX*NWOjgPm&~ah7*G6iMsED)@?JxJ<2KRW!ZW) z@4lXe1~R=0)r`W&NK2{R8kXbo5Pv};t$%hW_Gy?r-a)VGRYEdjat@UC3O#m6O}Sqn z&qD7S1(Q&>^EhB8Ug`ij#-og?!j_C7*%&{3odv?(%0&IrR_Es*aS0?Htm7tO6iA7I zU8^co8)F?)F4Qgdh+Y@^e14G4Z6L1d!MgX9RTzhM%GMU;1mR#SwAsJpk0kl;uK0V{ zhPHP}wR{{sW8h(vQGDQ;Vj%+RczBvoR{(q}ZVLBp}7S z(JkAs1v{=M0Ov?>>r*d$foSQHD)7(;I#9_sdJLM5kicA2OMe zDFD;>>+;b^SnAvdGo!RZ?~SIcJX*}-br5f8TDpaPs_TOV-EJMe0|XIWC4NP$Q6O`A z$B3aYr%u(`K;3COt(pmqOwwCb!a$Xp^Z-@<9&__QxVdXZlOKPy5Ri#jcd5HosMkad z$qJeZOG%(W)A+;pDIl7y>CWEJM&>O)oFa8t_>g^7-0A7|AOj;B|D@`*-&d&P_@nGh zbL&DIi*o~ARW)(LQ`0S;K`AY?QPq1V_-!{rV@EPibL;&{eP7nym8~il`&!k=uQ7}Q zBT30a(zn?9n4wMPWIPlHgkXzl({#rWGZo5Fm($_PM>;0?t|7<>&DyHH00R&^B6fwu z_({Y0Vuq6~X$u!f>pHlZQrd_G)a}}iPt0+fz#Sj4;t0VMm#%I_GJ0u&m^(q)Ij+l{ zv+X#CV5C6NffeGsb2NzA3*M(}c_lx$x1R_|P{wbUVmE4ELCbLJC>L5j z)tfCjUrYE7KauF+$Pdh$gZXUm#wVFDMa`S=Al@H&gyoYlEyJ%K5E9Q*Kpvsb)H=Xi zhW_Pkj^s%eX)P;j;rs!;cjpkUFY+)qk2`M>9REOhG^*16Mao#bv)0O*atgJ}m*ix6 zo<5B&VeD%p?L$g6$I)dEk3{n02)ntyn@T%R2xyoDff^qi8S*!Nn;kjG?65N&m>qP# zW~rXJoF|x(#*wzu5Nh^5L|aL(@K%%2pS@YoI~khQzUjh5g(^*!fc58JZ?4U{{M+h? z|J&-IDm5ok4md^oz(aB!fon-JU&Cf!B74uu$Xcsvy2Uav(@FOiAaTmmumykeiSEwt zPF0K?A48UK-nCll&j~^<{rJ9)xp@{O+~#AzV)hhH#)w4B-OsgII)5-fA<6bqJKO${ zx2-%TAP;S#?o>F~$2;%7DZC?*4Vv%{$DaIcPk-l$%7TR>mSE`km4wNcd%p*sFQ$3I7;KKPUSlOxFmKWP+>{3rN% zIuMc<#+^HgQ``SDwg4xM)jY65ooOYx#f`Y&a5Y;i^kG~Aoz;{59hrh3pyS8?YscdW z;2^)Au;1@7yp(8S{lcxqLdiHgv7XR8CU)>!50YM*iL0XOe1C&|v#Pr}Kli zw*v+AQ7$6jIRw(GiOFN+Ko^BBODdkE7Nk_&6UxBW&;$a42h3GC&+K$w@s(7!+ovtg zj%GgcYpKwhI{`B3AV=Y=Hkla{3c%&3yd+%2hHtO6Kh#Jf1=%0(1i%U+$F|1cj)Q8}dP^Ry_59x}7he)y@+7Z6&dDt7 z1Q+bAOYq+6>3nz#ZZ4?$oQT1sbbQfIM@;4Q_?9c{At{RLav zc%A0muW}WuHpvN%$%9J!bQiZiihTX{D|i%KcY$#taAtud%0+58c44N5O##VUH2I@) zwEDW-)izD4=n4RxIP+LIZW5-Q<}Q`5mdwR3FBGGjpE@=>3q2`zc+xHK<|i%`m@xMX z63P!5l}?c?olqYE+WMVN||5o;#H*y z+O(1*xl~AfiA`>D8&sqGVvNcZ|E}>bTLKIUV6`$x;#E| zQkD!+)|_J5*}pYah)-xFur$Vi;6_C47`b@E>*3t&n@bJ*^JTU!*Dt$Hyo+{3ZaISf zj0^P4TZ??on^5-+y)WJ=(wVRc32vRy*-!V#3cf+mALZ+y!1zmBovGD9P_4jG6w5J3 zJWWaA^r#}TXe$kRWq?{*%=cfz`zyWGy||evtt98Yi17pzw<%fVXGO4lp_0|Ky;q7V zsAz(LzL7teNdCpda57A3x3ZRX&tuQ+T28OF2tbL5O%ZYYn!EZ-t#naREebQ0P}MSL z!wfq|gXsWaU1H@+G}PvsckBSWJjcEFK;~OXp$LEg-xrI#e*r*@i0Y1&9Pe)tH5Gg$ zz+K`zK@hUD5S%74V5?o_(8M^~-WhnpJ$!|UB)US8*}I;9lv)m(X>2tt<5A%!0lw^m zK-d}E>1=BtI`kt>swN{pu5> zHOo!wy)1kdW-YfX31jbT@H(RPXS+6(+QC!bh=S2=W}(VtEsA2-e=^MF4W+`QD@KS< zx@dj!6^R>%j7*`Z-b@LrB=yRZ=Hv&46L~%rb=CWOCdWS@xh za?n2?A9idHhUy8*r{0Koj1W|@A#b*Pk(xaF9TD2yWMI|a49*x+O#zHkL6)6d# zd1k*-XS(lS<)bqecyh4B))=D4)a&5$Bu0h}LFdtBy&wA1xId6FCb#ADD-=AFoa~ze z(G?q#qeY*1s0`c;p`E7QHBDkfy3oUGL#Nvo)XqYzsHAX)?AW+FVJ_mlaSe%o7F|d} z(fQM-kXNqQt`Mt&i*$@g=KTf7{i7wz>O-^WDq5FB6;5F*9>^$T)S|>|mOALR7t%>` z%@-K1fY#lr7~m;{3F+O(ADT~frgMnlEuqx>#7Qo+OUYzgf@ZHM8!smD-UxUV5pc)SF}JK+ zYD9~2o5p!1$vWykD`VIZMIfskEv$ffTaVAD+~-xlbk3RPjl%&KJbQESuE2C@bmEPqpcA`d+{1qsu1Mr z+`~bv?!jFZvUn98`6Y>8Xb)`Dc=tn&8*^Gs{FGL97c5gEAl3Llu|hPnkF4R>#OY<= zNTepd$d(k*=Ndc32lu^wKq&EU?g@-t+O>$m|!H%1bI4GZH_M0l0`aZ+5-j zI!szPq3vK)aRZH~C3+1b(~1?vqh$q<3EOQG_Lv(4#BWj{YT&~I0-U#laX^i|G&&df z~`sQbD0L1cJ-7pitFwJh@%)J} zb38<22(gOBR`|bUSH4bK9I13`2izIao$%kFg)-c zVw&L2g=Xo}zD(g_Oc5_+5Bj|w9xXW;OwJTC1fC$Tp|CXSty${2sU$bg4b|$}eb*E?RH*L5Q> zFeCxv#R#o#^ON4|p{lGyqzcTwS2i}Z`-Cf<(I{(4r%3|yB?}7~_|6hb79md@ot`>3 z6dL#qsM|g+w)9h3sC;|Opo&YwJ-jE6CcD2>{YiIEa2x1S=)vvYn*;Xw^=+6{Fxmd( z4G!g9zC52i(=kctRU*+}a#-KmE_^81%&;$^y(HABQF-!L2*#VeZh-)z#}LgKz3X+% zmg>n=&BNfM#asUrnpVH@04EUVO`2FkUQPLe^iwzVzAN5rl%ipQq6`i?Nv;%D!co^Z zq)2RRMZujQs5yv?q{V{`G++`1vvGc#{W)1;)g`uhZ?Sx9;$o zJ$By0N`-XcF)payx;W4oy4!iv>N#RA_4ecB8c!AJ zZ$;fwfaD=smt?_e?@N}103wT2`7avvE{#u#HmC%9mc79+%9q&8&PK>CM(b8du-A2X zV4Ig289C}so`iuQXR3&9e5|V{fR^hZU6g9KL@xh|kFKr*x*vS}$_ypvLi|!wIONR0 zpHE*tifqBp{}!k}d}}D&{r~3DQ3<#e{EyI}+J8y40!yPk#}j8%pOUsp2W3P>0*@|4 zxZnAI4Kw~@M09B}3-J304T|RfkZWqml5Vp{mq1F{KV(Vr z=NzEMRQ~^2rT;m&`H$)RcLJ{e>n?>N#KYr5es7-dxoHx4K%X2%!@y#umkQ|R65AoN zE-6BG_RsPCsD2&%>3Re5LXuW+OLl5odZFJ1!h8n@Ts4-}Sz`M5kW&T1sosk` zY61e5e-97w>fhfl0FmVpO9r|WN<1Qd!O#ERrAOo^m|t%9>M>An`W!mJzbTe-7RM&WI!q5(1x-ZBTO`AH~qb2>$5?Fb*vL zCD#ucab_m|Yc~-W=>I=jrT>Ek{=faw=l^0!Xe@KhDX%p%#S;lB{oA7a(nh)bFrl7B z7|P|g1Xg9o(w_br8pSTu{RcGk_8inDXz}e&T zf8Y0<-)LyotTz_F5msKOFV=QN&T?@dTGhNB-JH(0>`+Kase~*i zky=J^kv~OxnNKH3Y+fJv-^upX&Dc3i2l+Acl~DJbY{4u?qA2{}5ZBS9*Xwfs#TLJ^ zfM@&n&hv`?daLC@Mk1OQMYp~*9Eu>d%X6VRrCi7SRH6s2Z%tsqA zB9-FQ9{+re%6_?QAy8!a=4wxhu+_<*J5+x%BnWzd2~oHI3ohnmt)`WZE)E!Jz2-}( z&+B>9%~ct_r#mmZ3T^lf4=U=Mx6Qww7;-l4$nkyNtHLvUi38fj|JD8zAxhq8%%y8H zg_GDgt{;qFdHw7%CBb-XB9uA(Jz$en5Tw6g6%1R{_mXO5ahSR(}1=jx~J-@ba4d+n# zqUJBc|7_>E*eZ$|yP;E)L^cl=3Htefx0&$+jPnr*E-^&D_wCG=z&k$H0jw|flL!x^ z?DD}BA{l0VJsqb{W4hyXJ$B>4W})VMyu88Y_c939p<{Qika*(^GTJ=D7}!Kp@zI?g zI$*`8|K+#+6xnneb`Dhid55DfaxIRVkC;~b*?H2v+Cw-ms!q2qzzTXFfj{}5Dq()x zr0HOKmkzJweG}V19V(vpbD>^Z=(`CTF5K>WUsvn*fz3l7{sV3W{@($Pf1(&?e77c+ zUb`q&NgbTeVY-(0^1+5#Pb-a49XA-BS5MhIw7mhgXzjnHM@;s(r;=IpVwU%{yV;U$ zgSJL0buV)Yg3Z-)%gPZz^LPJ+ZhmCetFrxA3*4cd2YcaTGI^h*w}U}3b%4tCyp25d zxhtq+|005c_dW54)91+Xt>vU}{>85f)Pk(q`&A!|5EYyvRr}k-y`k`l>)`Qe`9*qF zi_>Kt-!7kVHoEm(Cl=+hI+5n;tIUsjX~Tq^$miEp&IkKnt<#<)2rBu%wYs-G+B|&v ze8+ctImz^5#d%}F1pS2&$cxXX423`!v}UyJ_9To_}y>GbEIU7ljJ!OwP=OI zA_mUeH|H}Nv&0~Dpa$O(?iF;DF{R<%tX!>ZaWqZh0bc`fCe{VOr&1|g$jf#E^^mY^ z<*~TbZGn@4rgNeR->WY&+EtgI-Oj?6Y>P3DOaA5MhsaqsquC*Pg0-eI2XWLWh&!K? zMuKhcdCs688aYkhl7!q}@8fqhpZw-B0n?Xq>|v5xxEbR2T}Il{{cY%O-1sq)OKb+> z*T0{MY^vBVKHz+CUYu0YtUd@{#gDVfY4r0EHKipqKDp;3D>m)oDx?s_T$U4oHS9R5tI8CU|ClELkvzJLMhYP0RH)(%6;J8 zjN`HIik+pVo^#8)wfD(|%l5#Smb4vV0@jBGq`p3=UuP06NT-=m&D+9Gt+_!L9uHo6 zeI)6d9BLy#YKDpX-==hIcTX3J^7Ju=Dl?`;qJ>GpPP~lE+1p=>H4*&yXW(v?@vaUL z(93aPYv0$Nf>BnQ)V-hKCFcrgah}An3}XVzwZ)9>?>v8h$|=GYL>4wf@FPZIG-sY2 zA385JoiF*X_s=_eFg>v@inD)>b__w`bb&scp^ zo}*VZO_`)gCQHk#78Y@<9Cv?a)r&SN1K2nZwJw&1E4YS8ITbykd>_E2cZ;0SE~@EHdQgawO~VL5J0HURs~&r>166$eV#zZ0pv8rG!Z3 ziY!ZlJZiv*fqJqMp(q7+OFu6@v3G}<$zUBrclz~G?y{)HIqxjr<=EDYXIS&@rY@on zgbXN1#raeV^pkJW`$H!cu z<;MxS0y^hkiC0i#almMyh7+joA4Q9$sN9qHfh{d+ul+kEv{=kW7DtDZ08X-GZm7F46wURH(&a6R%3 zS4SS5Q+sx(&W&OMd$qz z_vZ)3o;UixwnJjZ<__uWNWw{0K52=2GTnETG8JhXW(T30gL!U&3g+mW?G=)lQl+GE5l9~QH5 z%!&<((ImSmR*ScX@^|oq4TS#Z7}{QU?B0QRzXk^NeUCrHB5MWb5q#F&)V#5ShG(z! zLMZP;i`3EjXzpwaIj7!w>&+-t1K9{k3$Xe_5rj2a>2PmHw=e8kfV>V39?w%7GQ93zE~0Juzk@WJ8Wd1eLm-br-8 zKAOqoZ|q=~h8jU&X(VVcD-L9N+9suL_QhpW(Jagi@{^p;dL%)dn5HSpcDAvbhUEt2 zYbPLad4-jLj$k4_@>{*@5acGrWi-i_Bky=3RUg4<8;;CU?Q7WDWZmR-8S7c=Z{88? z3maG;Yg_}d2J+j)>EkL}y+#WO^v?_a;5De{i>b$lX4!x>Tfk~;YRB`9*2;2I3W*?M zC82y?S)k=$pZ*Mwf;Fp(pnje(OWm)wBvrlxndcI4*%aE$;sO~`ExZgZ=%n^Df*&~@ zQi0z!o_L8OIdyDq1(~jV<|<9E_y7ltaR0N{CXZ5x^b++|&m?>8#qq-hxl@_$$Km<4 zk7Y{1yk;Ah6!?r8zwC+of9JDU4)Q+QfX`j(_ZBiNE_W$QLF3U89l1iuqOVS|n}d#+ zteEV)EmrgYYt#HpG7A{u1qv;I{wgY*>A~gbXDzk2khI;R_q7eS%{cD$p6A=X1LO@J zNA7Wl+oC&upT3+QQbsVD8^3HRrnzbn1Ms3yv-nR`(dm*ZO`ppj=G-uzZOB)hIhwM` z0D=F3u*3wQ`Uq0g6h4;e-H;-ssHYNl3t%d+JAYh8Kpef?0E4fG{|UK@N*mS9X4>LuPuS*g zI13nzVjn+kxv%#SWCW4zg+ty8O*FLe7~$HCx#0r*DZ1(-NS0RB;#)Ns`01T!DA*1V zcQ2gYq#pdn1FXkl!E@kpfZ`2pY-GUdi{MxJix@)YQJ@4m1WARZ+O~U5Sm^5a_K1i- zAuTh#B51kboXsx^AG5}BCW*o;JC84RnTbsWm!pT<6YW9rG5zoB^18m;^PN){0g@vB_tWV6HGm|qs;=;Ha-oscYml3I!CtG}FzZZYkP*HYDe%afsg z6aV(%-cgLe$L>|0*xvn5-ku+cZ{6Z?b92f3_nB3>_>ezm;^jsmqOSERRlNWAd^Xf# zc=J}*)$V*J)cW9_Pj&bYhm37o>oK>Gd1cWXuRMH+A11F5#xr}_N}EUcjUtf(z5nT#4S^54 zGI7SsyZ~0#H(sqv-0C+UVaCyMjuM|Q;^@9W8`^7>gRRLO=_mJt9QSi3k>nBNzQ0W$>gT%jXrjsi_uK3A2?CmZJzVeQB_wR zJU!|=K0UgBuM?poeX5eeh&o8s)Cm#DY`zdh1dBQP*({**V zb*h@xGlVjI_kGoOjo$)AH%vC1#?t+mftGU)=fhn+nptlT;q@iw@Z12*<&%Q+{9QRj zzT=915S~BnMoly?de9hRbg=#pM|92$7(68cQdtg zvPTgM_Ceg((6hnfYYz{?uA$B3NAYOv0_ZywkxD-m6jn%E~JjVjP$0#ipgh1 z1vwdQkH(R2Ws(=S$?agr-j~AH0+Zl`8C>`8Q_r6L@<+Cv=*?Uec9k@|`-)2`N$ANv zbSG1{IVO?D`N69vqMrLlR6-77Z^NjCV;My>McCgE2T=;mFO2bd$+4aIHGNt1|89fc z_qTU$O{ar;CC527-q}Hpw#SI>?(R`v+IbCJ_ZI(hw(*Wpg*ZwDnHf4`biUEF*u;g%?{2e`}zEil`FI>CL`d-0ZbupphRLzhh<>*At z`^joH4FlKEIAeR*c)Dlcq?`Gv)$U#OU9TIonvC}o zb5j+D`Jvglid{5My4onP1E~2MZoim7WpWL?uq=!{SoiFZ?KVxiNAF8-U$8FKQsH7% zIjO?S%@d3wq!=_^Jcum#Vhm%0J+2<#*(F|~o>dILR^(FR>8WZWz3eS6bxdkBcJRse zV0&l%8}p|x-mSMwO}Ft3ZPE*LLN*h--tFfEA*Mo+j;;Bvx5(L3*w2#CqwzHzL3ae1a8o4B}_77d6Zq`b~ZK1@o}D7xQRU(NUsPUob9M>cuV}3yqBN+zlh68F965 zd^&r>LB-jg;GS9M-41hb{!mj?vh**K6R76y~(I5_N~VtkXEf&r|=*WIWS z!9}meS=75z^Ctg5oz$2yoP0C6(|YQqxh@CR&1V0)S!4HP+2DgGwntoXnlaf~BC!`v z8KnMUWTfP`DF&rJ_P-~%9vb>dzL;r?u#_a*nBLGJxR%5EL$JFPMxEjquh^pjQf z-z&w*W@&I<;~PXr&y4~vV)XPIpPmic*~7}RUp=*1U!=)xyLqqp(d2Id^6?#S$oEhqqauTb-C8#EI5u2e<+b zovZlkv&R>RDX7Gku>C);7?w9W>V9w@0|F&S6A_anZ1#p0d5g-{%)-lh^hbK;xdl1f z6wBf)L{M2%zus)aYTxFek5N0%Yr|Q(y1_(S-(gi+MV|m6jN@!fi;;yuRfN{ zl*6QMCxe}TH~NG`+0I@Z-tw83m4)NM{>M-RIT_3D*`{wZ>Q5pxr}Zgp#xTi*Bscs% zaY@e^zz5)Y}*QD63b=#EWjD{BoC>{h1p((aIK;GQZL?kg?rkb57U~i(M~G1 z3bFN#_Ucx{Z4nKU{ZwS6tKBqDWR@2YVeMF6)W#26sZnam_P^*lm9;y39>!?K1X;cl zFY*#sT{;-)sG1PD(gu9vjfq=Jlw5lH)}QW(Ki`&57I|^H@n)9uLqA+}A#(X~v4Do& zbX#kq9FoVmcg(o>9^Blr#yMDsOtKkTS%>Dz4DxZ#)im|br!R63sJ7YfJ!InFKOOp(0CEg> zu=ngG6-P%`GkkSvYy$6~*_J{o>;z_Po8qFgV=~GU!^!48yQsPzLt?&K?)(ZT-9?Z? zPg~@COvg5f+lFG84`PPa#0$va5{0szyBlm1J-;sC*7v-bi8$o?fuMjL2sp9 z)n&`ELauMI3rnT&COEvFCh@m2yRzM5V4@O^J^tNY5zF3HDV@)LZ*RX=-0JX#cp@rx!%!6QuVm(t)zCHTuW14Pfr6g z9}}&8$ynp0CQ!U1mzh`-UMDdQ0q56l`AkCK5?=X@nfTy#<&V*8r3zOL4kzQj{CrN% ze5&q2lYWQiyKDNz{GM?f{3y<|jh%dGz>&4+`Y$4QCF6VW8;j=v%UShI3W_{efp)8_ zM;G@<+g{GCf4J3n?HcX+ei~HYuP{ll7Y7|k1c2aS*Osg5M#!3+hhbf2MaY;tD@#wD z@S9L-|Jxuw4TWgEbI{>zYq>SkEAe>K>~toI10i0JS38U!k@P7vO9V>i$d_9D?URFn<|jzl1KHUmUWv z?W&w_U(k3!Ki9L!X?0rC2Qw+oTLG~m~+LX{M$c;I4)0+=g`Z8 zw}bt3gw*05)wWZyU=BP{vvYaZqrFQ%-#yp;@zaqVrBxyS~u<9Noe zlt}fwh81hSrhM1BGNDi48tVM6@XeJKJI~Qkj$Gu2?$yWihh;AjC3@M)8N z?ilT5rS|z@Kf{f3+>S`&%w=j0&RTcZbL|`_$N++v+{fFrzgf?tK7W}C1{#M65u>68 z<9#Kqh`1)VzLVBJKlOA;qzJXI6jnQzzL8T>no-BgDy1DDCy9ItPHXaDfSu)dq8uAx zM}Za2)G%LL0V^Q~vD4oRHQBX_){H^-&6KQ>QYKR5_R5sI{nFQO{MbKBydL1^Qp7Ja z8>rwg?7Z|(19ZXzn|bU%2D$4A z4R7j;8Xi?!MK?sQXJll@PvD68`W9kV!iveS8a519c)x-x>a5vA>gI#p} z9BGyPa1^SmmuyKH{yCRJx(pOF@~hfY#eC$fh+Y$b!EMBpjw=(ju_rpaxA1Suhf-cG zCL2pIe&70oD6r8Z?XT3Coy?qy%4%8priDKz|J1@rOzUg2z8GWN)Yfk8I3hplBz-q> zFUi(Yq_10f2*<{%BS42SENK;7Wc-!0kOO0mreD*UR00TYYOFEf>RgbxvHaugDxs~m zVhKpFyxVYL9(o?8XKYMQlbJr`adCT$bcH(QiwA!v|9U*WW7+uMpv%G5lITa^Cmky% zo3Dlz`vv*o_Nbqn!4TFeA)`V0B?l8Z1s{4fTcDk7y`PJ zy2w-b3UsmzWHya>6`r}SE?#=mZZ1qA3xH7&TAM@VKc+GDazQ`t<27BZxwn_fzVF}8 zxwr&qnODIm5S_ha1v;mEu2t2-&1JNJa}}PQ(YDybB_z(OYQh2dxPF9fMJP4iw zB4<)pMONZyUl8Z2b*@^a3#ZZKCC6+FtD77mhH~;0yv21n4z{zYN#7a14R+>$VbV9;kDTpqF>f{k=9vDpe4 z=AylQ3(9YlL23fyZ{_#UdfmJe0Em~}o#n!p((BX@7FWW_DA_rE~5Mmdz4no6qO zsRJEeJzn6Z2RoPc&!;^|R&TGB#qOHo_Zs>W9~07_GL20horIS!>AW%XIK-@T8x8!` z%+9ZZ>+;HZk~Fo2RFq!Ub@z|!d!@>Gc(`u4j4sF{%Qb>L>Rnxm7c=+fci|f2@r+L`u+BpwPBkJ#B_EafCZOvpAq% zXxLyWLeAi>3f2Fy&}UcC)K98bS}ECFEU9z)kh3@V)Wq|7Gz~S+V03-KLxPf$S7EsN z5oa=T%YkEBc9|eylcGh89433B-5G3<93~^iAul?@e7q)$p5_z=HW)Or%MT_v}6g)*h>4u%XUonTSDKOK{#tEq4K>vMm6vdjDzl8kwlBQa8` zAfvX2Bf0|4ukfjfpJiq&ex`)s)}?~{EXeDVVKexhPll@ArR^MKjLp@bMbwn$g0g@O z0Womc6U{yPylGK#XJL$PQ@c5By>xV}$G_ND9mDr{E0jetYPTeD-=>LA9LZj@$8>5* zP;zGfJM<$|?oGe1ZEweZs*aUmv{yx%pOSJI2rd;Vb}hq&0+Pc=Th}(X=-P=uJ*cfS zUml25jPJzxDU-}rU+L7+mci+B8Kb)j4Axasb#Y$*9nefg{7^uJf#&iyYV=UiH`#m7 z?J;3M62-lTte(^~q){ReOWMHL0Qs6A){*4UR{LfgO-t zz7Jix>O#SRT!Hl!)MW346toKFB|VRP9vwP_b}R4In)q@?9G>Wxz;qGkN-?G1!dk?p`G+CEBjR4a_F?Zz&Qma_NmhhNe=vO;r0A;bQ(Yfcd_2| zmoP+)cv_0Q6qX)Y2auFy@eLq%dQ@j&cnM=pJW>O~TTCWzE+p@y9 zah*1K=V09=_I6Ee9ZcF+s?8%E0Dkyb<12zqxymLpPDkr6=rttlN$a~Af;OD)AL z-|wa93*CsPzrMItv{hn};f*I+-v3$f!8k>>C`_pFxyw&2=K|85j8JCs8h10aq40){ShVb6&1Vyvq|TPuQB zgEPeC=NH@b93P$p+0#iG-_4nKA}o15I96ZE$k(KWiVvu6Ib<@9SQ3$h=^iFlgs9ryJcK!!jZ{*Mv{qP7@msjh;w7 zrB{d)?h>GTuUX=*eiZRAYPg4#&8ACt^bN8?W6Jc`H$`Ia_j>9K`wemV%F$l?PAoLc zG25j!k@73OKD4|0hyBv}oSq~3L;VS(I6o;4>T-2A-*lAfp{Mqe$RK_*H@9ia_=NYB zevRi>=pXGJRjn3js7LoEKYwl^t#p}=;if799B?S=G0W#kTbVY=!|OLBhrF;6;DF8t z4K=EFIw7Q&l5NY*U2z4(Jac|Hv*<@nn`*-Q(+duEQ=y&a<%0igpV%R@?1$IGij~K{ zhrLvd)jK{u+CQ{yJjEg(me%2p?qfh|Ch{uOA)?+YLWOjn3Ra*6Pa;v>!h1y9S4S7T zFNbgS9@>!5k6jukkriKk96A6%IE#oGCXj1hS%xpshO3gdZx;?!PDLi2uZA1&W7%&3tgRLZk7m;>7JRV3NLNGzIRx4tVJhiHZV~#H_@3ET4`1D46`fwfKo+q=wd$!=wp>I!*8>1l39z8v5`|f{9kO-l3wc35QF=(qOZMtj#1N~)4>y+sW&}7 zDhPhT+GEU&D^F0|`laiIO< z?){Necn&Orbq1Dh!Jb0s;j<41B$FvZ93GWwXPn&%IyxAu9v>Z+#s^A?92E)ss3(Q& zZc1W#g!kW1M4dOq2ubN80Z!{8+3uanR4f50a&kuM2C@c?wXM_b>WX&3 z+L=Bwz|Oqy9YoMK__l6emGW)xB!K3jTVJ12nC%z-KEG|>fhjaWO|_SI|0EnFLxi~6 z*Xp@-+7swjjPS>wKcy+K!ncUmSQ^UZ4YITvz{npmz9ko|-uN_RR?iMX1`h5mUM#Yx z1SGRyl0|OiF_129JbLJouMM!n1XJzYH6IT*&f@$kK>OC$)>*nm*6vzdy&W&Gd%A`EkXK7>#WFoRIV3vnR zxz=3h-5u=Ew#6i$EoP~Cc;8T)9vIZtUz8qvoPPj{zrcMjtq~?_ipKR;<&~gZhAV|D zn*<@3g5S|+4cUxr6KT#!DdM20M$#9J*ZqjFss3fb5y4o2fZMtX0C||`tQ{J*{OrAjicG0A^GPrjm zHzzANQljwhBLB{*CT>wLdcIFiHp;x`vSPw2=bOGjdloIsod+e-ytPTP3c}p$OFzh9 zfX>M>y~ZN_%?*D^QnW;8wpEUGbt$Y37J}9s(Q#lC|u)em)lm~u^kkeFaE^{%#)}vDn0%|h$$`h?@p=zZhIM|0(7Ab=(=zRbh zcJu6Lz8o||OKeWeK7Ns9^ij*R;0vChNdGA$V@&Jd6LfZ|r#JAJPLHiv2v-#YiZ3^mV&wemq)%72-GgrUH0aMLG z&@M;gb;U)KAtUI$Uq7Yhkg5(-jDJds(9qU+{gou`caSQSS&@p&YJmSX1~fM`Z)q}w zFkpalhY3cFkWU<~t?1S*h6hInoKU`%c$SpmI~Tw$eDy2yytrb1x24^TnyGm|(|YU( zlmMfcy_Gl#C~Z&>Rl2#4lbJUsF|CPJe8x<+uWvFX)wHc?zh&h$>M6LrUFodY=}T*> z-?V0;USb_nx;G>701*$G8h{R3*Yb0REecp=6`|AB)~X=k3GYWVxqUz3EZcMG8$=je z$ZUd!bR{6L$-*P;qOJW#e#qr{;dNVm(hnH0ddNu|(0d%chU$)P*A2H!;+H4}W<^>_ z>$|t{doZN^Zb!jm7-@J=$|)6$l#1?qPIs*f{w{T6DBF^?7`mA#lYhX)kXy^gkK~TN z_S(C_i$}m+*SmNx?&tb@JH>FD55I26Q|h`S@D8Xy=J(}a40SDCjt=G?w$WE2cOa0U z+z!vlUf&_}-vc^<;ATECUYgXICz(qxG@CsyMqESm^zPoX7(fpJg09Fn;J9g05Me#( z=wdoPKAPw@2oipIK`lwPo-9tzxb`rL-X&ua%y0)rq`NKNK*?PzXN%LCVOJU~-e3ZE*fV?b^({q8 zZN_Rc54l(1W9|AVC=2Gj`y!sl4ebI)mgdSD=0KeH+-%=W=H`@XEj8DI$fHhX*J*e?}<97evvw{cNH9yADVm8q>Y zfD!LXP&4dYp+0$i`V0agn069?r%<_e?~|l>2~R15!`@ogHF=L$g;$*e<7uG}-T}cu z)l|iEqp0j5+o|f#=x$vrE3Je`4(C8XGH?I9qm2)CKq~@>v|e|qijTG zp3nFQ=nrbH2Ct|aJN0QW(s?)bMrV&>8g-1SWo77HqK}UWN~IY<9s|gjg?6dS$Ym)* zD&WSk=~EV`@e~@h-(i@YV{k5D%y%Wo1*c1e(|NFYKG8pSyQ{Z)^0PiY+l1YLR_c#v zz`vy{(;O82Gj;^=OBJYgeQ;sWkym=80I$R<6H0wRT!#yb$b0P(qkXLr89*SipDJqV zdIUiK?k$o$i}Mk|XHUVTaTFGezfYIBG@`pTpX+H%97(wH_nc(tzvhR+n!U;1U%AoI z+SWGO%67}3s-3m-TWfaJJ{!Mn3|`RNK4**R2kL>Y>nkxGD2g+Q0lesXkiP(Lix(}C z;RY&4G@c8q>k(3gmD5dSF&Y$$9-qn0#IXaG(=FF?=G)P6+TzAl#8E|P9Ef+N`O*Mq z8m9D;`n|0&2^aurLjfthm?=?n(esdmmV$d^v^PbjS`lbPvOPwst&`O7y0#IGx-5^jkJm%xo+O-d4(IL47o zdO&ueoviWUqzadyB$7a$JeslODxJf!Ly}-s!$SB=uaMj|2=^#*%Y_cl`DB{|4P+w_ zZ62eVi`iuA5VCA_^>}n!vCd1(A;_Y6dgt7r(@;D6x3IEkXe0~iF-@6wgv#f90xt&{ z#pV{sGe%y`T3d;3*1ob#p|tnr?}F4k2ugG}mK`Y3xRj3J{f$TO>~uVMKDq5ErMiJe zgly{6^3#eW#4l-ctZF7NkVv@h?h{aQ(1D@fDWBQ>DfIO*HrvQeheew2+rTGos z0PK_9vxt~fYXU59Th1QP#QdRoVYvK&;;)&)G($k^qc!xc-B;z7pUcPbl6YmgVwE}Xd|0KjVZAZ>kB}Q^l_Jiqt)W!*-P^RTPi4Rz3{y+%sJ(Mh zw%Pcq@$RW{HpYwPp8+EUGZb8xxAG6Bs;yP*W7w0%rL&3u)e|}YzpPLJL@z8j1Ak8U z=MWZy9NfBT-Z(A@$;ehHqmg zyyqTkv+O$pY-#yGeaY8rZYLc;bU^{g zSHbxO1R9eP@cK0&Luzj6BUnx%x#%P_$Z+c)9Q2vDXKU42FkmQFUQ5Bv=bwYECUU=c zTfslEYIdkQF%Yv>@T~w-We@R|X9^XiTEVIxrqVRb){&O3k%N&+$w*F^xK{rWr-D7j zp^{Xt&V(c|vf$$8YSYD`tK6LCB@h*<<;(;?2l%a)x-x_FC01aA&B+E&n%KYzuF|Y?FHaTlSi$;f2`s4z*>plq z+O%hWUtF@660`tjCP@)iE$21u(4W=%!DkV1Y^#lEtnwtj8bNR-IrxLfIKZg~lCT#% z^y-^;R$!0#l6}QqinjQN=O|;JM}ifbfzL$N8SSRFvQ53yh77nIg@>D`j*lPc3_wdK zEbP|F18(W=!ctaxs@^ zOE_pf04gFm{uZDsnDIOrevTUU`xME_H58LOS4)Qk^_BT;Es$>IC%++jZn zkaf!BiD!lEH3mAr@PgQlj+2tXWK##SxW*Of6v}wTU(-;`+;qwbt2W?FK zx-*?l*Gz*85t{|yma7QmJ2&p!HIgDA*t0qKCZ;Zd45n~(a(SDADQ7O*3kxGWxKj_B zj7=T)d02l`_VN6>kG`aJaBG@&}_W#gPmPKUK6zde|Z>a*JMV=M`L5jd@-YO0sEqz z2==mHtsBFP+A~L+04^keA*ntTP5t0Cv`i7SyGHE{vh0<7rMCU@yfLEKePYCt+1Mgs zAb_2iL3)ZBWDHd!u-*`cGnroqb9S_*w#@~TnDoZ93I&CftRY@)L!(2mmpwjxK#C@l zE$VwIn1qmNj_S7VBH>JcJ_kg#BtGP4L8ZOj&Dv&6;3w*78(UdxK$uU1iUkNwHCGgZ zQ&wBo-Sc24cQ8E>^*SU)u-t}%sTsRlj*|cG7CY8!hIiFp0AHtf-WZCJfka1zF~H}m zw}3n=Yp9-&f4FHN0Z@kd2Wwr;L!wcDAn5f`Kpb+-rCv#1eTH>wXSbPWYplmalX1xb z|5_1&xj6oyj*^;wjlH>}+~Ww9c{U+j4~N(72?*2!t>4g=QZ7(2s$DU&{VB{ZX?XRy z!c+$ISy_8`z>w4*`$j#VZKFWaVrS)ZkzQksjg3)4`?-J=;N9@lN5cNHq3zlVC-LElzW0B3JU~r;2ig&_Z(9tgQayEL zm!(Gr$osRtchE$mfE|yO@imxBrM$5IH7JC*{m-|r!`MjjdxzD@KnxVX+%0S9{IvRv z_h;(a;!`w{FyYM*rPPzcU{3ZJ#r$sqGuua*#vks2PPB^z+1y;?(%t{#UM`d3dv(=x zM-X_G!J-i!oE@MUc}NF-rRE%_GbKdh*gegdyw#j^2e_l$J)rkEEaN4*R;{qs)iTdet?{ zf`~mrNEFU*lcx!lUD`KpuF~ee#xYr*MD!+Z7fd$Z&)7$zf`Raqc1y)kf# z6hvDmKNcXxXIS@i6?OqJXWQe@`w%|~J`j)i*0gtr%INL_-XmTd3~j*Jtx(Wq?R!xN z4RoxoOGhh0DpQ8zsslKWD+=bDRa<&E}$??}YH@iX!aZ5-)+)MQCp zc!d!q3!YyUAZrQ>VWa!O`mre*sah6-I)%=lzY!+%s2e{QSqTC(X}L5*TMykTZ5Tdo zyt0{{Z+?A&i(m>|x<2mp^xBjvOJg7IxYLZTG_vw0C<9&}8e-UviI8#i< zF#)^wod^45BH`qUeP!t!N^I;*P)$1xEur#=Wa9N-M^n~p&a7W&h}Vz{~C9Z z2I`qTgl$p!Ka*1lX3cbFlidP*#nYC5AZfWTiHIKipvmQ2WT>XgNa`JcTWJ6Vh#dcW ziBcHu-7(@}LP`;B7EB-YI~CF9)O_ZAkVQsB!3!F2{7s*f$EO=hb-IOhIVu*!=5zI! ztUg*waOv6Zw;Te2`-mrx|CBn~lx%^HZ)JlR@O@WufGL9QwSvhD!1ZSDw7#OA5au^o zX8^GQS`Xho0GZ-&T;CtQj^IdaBFqF?5a5asSufUSO_XfnTclPfDIT8>kE%RhV=SB$cSN_jmK2?AuPcl z9jH!MHUdPc6qA0dd?YuQZscowW7?%)u5CxlslT$(mPRJ71O05-c(WG_`P>n%D<)um zt)1l~9)eXMgl+|A|!wc8#Ha5l*1s}8>qs%&7qFjd`hi1BQJ z`|c}=nj1y~`d3ZF%!+`Cj|BtcR0OMly&4PVr;pX$e`JBe!7$~z408O{pAzLr>PZb9 zyANK!pRNRfndzS=!WCfb^|)Gd-T=yRTqW-#U_aJi{!Z{^@Rp{w#_v*Gh|W;0YEo9b z&Z>gLrnBu|lu(@T!0&u>FHXBVXAercn&jXHsF(w?3(r4azshFMmAm(nP4oLUtakF z>641it8FmJH$57&(qrbW^!#Tar!?)?3z*q}wHUw@O_g5N)m)v|y#c)<(10gyQ9F26 zG)lISkg&~Wds*SusvTFw0@Nu$we`Tz)43LA4YZRLtMXVCB^Uz$sxo%+2vObjuVD4<%H$@k)Z$)Q2W99jPIPveLoK^F7lg|58a*Yo78wd{-qvhq@ z->X-}`6X;@f1>IPn|EHRfg`9813fRyZ3x6_u8RlulAFiEJBCo_iX}#byQUdMFHk$3 zBUDDDvtc`VM$||U`=p9`4@k7@&|+*HPpeEAUb6h^9Zk9M4fk-*Qw&QPgYl5|ngtji zv$E9?aRo8e5QPk6#Zm?_;-}1Ye@K>XbGD5T8~I@t2{cn+{PEDx^AN~Ofy(q*GEQ2R z+0@wMCwVOy<_hBHE>5Tce|#L!JBvRtlIOn|UEv%Ze|N6E0(g`hDw+pWlA^CFaIUZD z;d$^~iS0v)QB!ozMgKNvn^f2^;=}?6KQt?hWmsTVq3sgp{Uz)Ais#In4hyE~3$3~4 zGSDG_PH|ngH2UO&QPxmybCVJ@v{R4C9i^sC61%c7$j+u^lUu2&iFu2x-y9<41nlsf zHvIPue4D3L)9baT!%kX`W`^qBvw*85<3>L3X#MjYF7UTy!Ugj_+pg~$AbMbI38pK? z)1_lsoF!kb-HPsr!8`^YAKPo0c!fQcFj59wPjvwsK#0G7hx!e^%c8FF3~03?Ca-wd zCgwK=<&RigYn)?bnnf(DBv-7>EaY?}3^8aQ(DVv47vG~}0!+%@0e~7{-aaCri5+cL zr8I=c*(%Zc?B3|61jJbWf%bNBNq@=aCcYk!PhH0)X9)Fq?QR%ZxbiT>2^o>`!5-#I0=F)UH;|Jg`X6bGt8qyC z>TO2kcQ!lPJLGu&Tm%yJSmCEY%^;~08j}80vT&3Ps}7)Ks@Y99Y+vSH*#N4lr`tO| z)GrtcG}X#c$_*(1#siVdzw&dQ6|C|cmS0lYH-vFdc)M*ufNdko?@?ZL46G}wY!I)} z-nkMkwGFqLLju%leH~(F6f^gJ5*!p^_sOGzjEiGu6s6>#@i#AnR@OC+(h)x2g2TwrsuS83PUzV^x3MYoMG_0lzCt0u6?h3@*F68KyOsF1sU& z)71ajxTbCA=p08a4|1t_SzFBm8O3b*%GJ*yA1;Bikvmb`$>zAD;}33}=ntVc!z+@K z86L)KL!|~^()Itj{t&yi`~N2cXGr}xok^_oq38mjTm~CPQ6Y{!?WG0`2SuL9f;EeSFRENoc4|U@NOHO)M&o8Veyqz?(63gGTC5d z(7c}@ZB=GSa`LOn^~3LJf7R@=Vd0c)1)5ru@EBeN-0~2d*q(l{o?N4!GOZG_oKtSz zhd;(O*vn3I)z{2h7xsn(+3`!-K4(ypDAGBaa>NRJTvXi!gUU(cw`xUsdWcN2EcOpK zv3uqh9Urd@@RMqvlDe{qb=lq%E-usfx(lCy`3H4)B|Iip?zAuP#;;mw=Q+H zmp=g4$rleT+cUX+P*ez0e@+T?b|L~6Pa1EIwG41RVbeMzU*=?oT9@dAW`AyL+xd4{5kbo`E;!Kz5lvNe^4Hta(0HHF|nLX^1b_ay6%Ab4uLQO%+lYJXu9~e zh($y1qxi@6)+o>s?(Co>kAGJAziF4rj?=9GoO0SWw!^1*jQs)YiInJ(4wK#_4WKUR zdRt)0GWxCR8!n~Xtu+UGhgd=aml~>mxY-5@;Fi&G(vDy*xnz+c3T-8p413)%7WS7f z0`P%|;idg_m6=JGP(G7lz!mNKDbPo%-uR{rTy!wpzc3y@mZRr>OM)IwVTO&4jeW>l zAA!NvL3W1C=ZfuGELuX&?Ovm}yt{;?vFtUwwXfx*%B6zVaE58KOT3Fz?$UFvUh(&H z817(2o`fpb_DGp+M-rfZj(lbMpKge8`Fp(4L{~Dya{=iHb6l8{`uM6!!B%soX z{S(Q*`Qpe-ckKVp8>ro7U?sYX2Q>4__?D=aX@{~2qN2g1-sbF zc(FFg1_lQ-iXlb>=54#}pa<)m1~=7Xe|2iG%hGWd5VooH1(Iwa-QbiKg|)&t3l+B?{m7k#TPfdHxy zVwp}Ol*HY9o61|9%_+J?z!@?gP>vyHUqRbFWN~#V8v+dx#mKBc z%p^d&p`t>&zcsT_r7jyBOb|__qN@tFuIClqS>W|iU2aeT0GArXPi}gX;AI}`9$lxn zf4DCYgZt1w_Ri3Lv+|(Zvr)+)GHN5rbYt2DoC3=p0t!c7;ltgeEmqC~iMH3*1YKR> zo>@bH3nsI+U&@mikB-h@a+W6&F4U6f!jgE913~q{l$y4q^I;XsJv}b+`9(imEp%%L1>Y~wzq>#f})cQ zXF+)+N2js(fOOQ^`Z>_C{q%{{t#fL0DS9}k`{>?3xL;XBtqrG7Kr3GRYGi{jFlXG6 z=A`>a6&Rg3(P#k<_ZT-H2EtfnW}$uXsYpg4@y(E%gj>GgSY8R$2H+exKwrP0E1A3u z27RH&Y}EKoKvuVD$)iYT!d#Q4^DC@1tI}yfU#8EiWRdhCQQVxiQF2||eU>hc)qX&g zRM!l8I?EfokJggpik$OtcC>D&O_#rO!m2WtoT$2_ppUfv@watjVoN@;B881sdK}aKZ@47Qu*bpSb1!q3*4ts@>iYaj zDgsKXlu36>n@CG{OP6$qBA}#nhae!`oq}{Mx*HbV-F$Nep1sf6=Ns=kp7DHReDjYj z8}56?HLv(xG3R|?CJmQ@c;e@Z0FU{$Di@h7=)KCVSYq>(HCe1}!*^?t-q_w12hd;B z!*{bKIr;%eX*7MQjd5##qr8*6Oqw});sFrBIRi3>Tlad!$3C=6gbd^Z{}WWU z(O7kW+D@51>2MCZf>^X)KC_EI=lF9B04vRPC})@q2{JRj^7j97WvO(LUiq$J7Ap{P zYRZz5$|Z&OkIdE`Ohwm#tpfE%N)=F0O##6eMmLk298N+biwPiAUy#4 zbPs#0+rK$FxhlMkMa&@g>kv@JOMEBi({-E_;3b22O?Yty$nnMz9d!CU*!mb&yuPjP zeFw87_29rv@sAcX_fJyApf6WzgqCBYqquL`eBuKDacH|olbc;JRUBZy?S|;)NG=OA zQ1d3N;sjhE9IdGvGCt{{3smQ|t`urLCz=K(096<^yPc;db6BKzZ! z{@TKS$p1pt2Ys*al%)f@p`>-80)H74m*LZwgiG(zmjr+qRgV@d`@4iF_7f1gfz535wh0x{uFmRmMbyV`f((0((-# zS5Ea(@HJYt=V%!j9dd9KUls^p3CAD9ZC0d#Fdq0Pid}!S0MuY8FwGZqjb2mBPZPLN?^lxhZL#aJQ+NMo>1?ONXM`go=L{G3kLqWy`C}~^) zyYplf>6bMiDOC75P(0?;{GBC{6GW(_tW*Gtd3%6tb93egJn_jdg@`$ntN$ESFjFzJ zqU|8Uy>$dOVV6FD_16zj7fSv_tZTXr6qMB3252r2+y;61>9!G@>U8@G?{8BxFvBM@ zk3HHP49&sZyOcV;W-e`{YjE8`CsV1k01>{zLhldOM*4sLqntD8_|K zzeHTL>-xI(SU?Y#+EiLbqR6f;3dAyr;_lqVyL}5RbKi9ME?>i)qq%cdk9u$DEcx_& zdjy?dH=SHp9X1&cV@$uNISyImp;F?dE1qxD!FpVikp_4g@Cs1+R#iW&CAMCJ6G5Df zElT1(!_m3~`ncCsq?K!I0|Kk~gKS$s5e6u>l)>_iw%Mk|Ua}8)vd!ENYJr2f6(4EU z6m+z<`TU#?C1y&P1Y9}{4)L)7hNw_UVNpa&%5vr%wSUPibsNEgkl`*)*)w||#+@TI zc6<5SI5mfnt|9kiPxEIVzUgp}fYL$x`(TdotO!&`EC>qeK}l@cDsv^MzKVR^On6rd zwo4hD`%)G=ac*u2t_tyWc`avg{`AJ>Q*-f^{RYm(vL$(ff_43$nXn-26i{Bv3Sz_d z*A!V9SC_4qeSC#DHhx~GzK&l!@=@(+F(~Tw4)x!=wj?VkGJDu5#5!aK6ZA|~ivg1^2FJndwr8N6>lm-i|HxCuKL@0X?D`1F9Y z8w!2SQ}FXw59KuN2VC$gw?0sr4p6dzf&|cb-1q%Cq&Et|=`oBjGXo(iiLJNoK3%JG zV{rgHf}`O`SFEwV`4DU_I2EFQTVb5&e)@J*PJ5KD_f0*C1o#jmV#V)hP}(?#ERrpzPnNY#JR7Jjl`sy*Kz{u26KxMt5JM%T|V z`&DlVM+!&&ofO+Nvf-tqQXM$>Mz%C&dAn#dip*U~9Ylv`;5?L4SYgYrB3oYA)%?atLbNw3PR7r= zrZP#57@T}qa9*hAJm3VSN>S-tWBi7i_au1d7wkOyb_z-It`2DCS(Q{!z%?$;YrY32 zF+kuQ0C=R--3BM8;}`^^SO2`yC={C-iC(onDF82075|w%J3UK;^YpnRfcE~l#4U%m zo_BS-<|6N&y*~lK;h9tI;B)v+LTFk+VV%Wp`A8mnTQp;r&J8?l16%z~uQeX|KnyA0 zyHU}gw&n}@-FrM2Sw)Ih*~g^l`m-8O9!WRCL(5e|~5& zA%hu1s`=5q2;3Y1>I00KJAl^*3ZUG-a6Pq>%oVf)p(uFOs<_Kps~T?qd;oMyNXR?s zvSZYvvJ;0t>t)ONnDKs9Gz<_8bFaWy|dA}TGETtSMXfQzb_sdrcpDG9|U1YuWtOW#!`Oqy7pEM z3)DPhR9KEz>!(cr0CkRKnIAdqD&7OAD%CLwTaB_gxT$g#60gUUU9vL}bIx=&1k#H1 zJg|4rLbDa`xQU}lHQKYj(6FIz*!-;rm;?~lexYLdhm-&Y_D3*2+0}151iAo30+HvM ztUvS6_ZX(fx?asI)BBJwz@B$Jorck$DS&priEAP5m7#N#1H!F|9G05*<8DCy1njR~;Tq7&`cw zO->BKvglOG6c54aQKH4^pgZhmErjjt6aCVC(#l-0d+SU^w};bnCgsLejhT`af+;BO z7d%~?C{f%xIb8o0Ju$ug+9HNUJS8*@pV3okp2ei_E<6UH4h0EiS}~{(G2>C8w)YM6 zEk&){zt6azxS{LxASzGPTRz`mW{WU@^Z(8>c!;K^4;Z4Ng6a~+?@;*!P-DV2@ezQj zh6P=D!3je=VrV#2wo>+woIpa1tHt6CeSz)yKX|xJ!TaD64^RMp8~09`E_9EU@O;>- z7Ir%uq1 zxmolm9&B}X#Q$VW^9L8B!1JN-%O4>};OG_VefU44;MCo<&D7MalgU$BkcJ1hn&b!i z*x4QX-HjThcf9qWsq+JHmA<}pD-(s0pYPqJf*00zVt`XX|7!e{Anhd16GO%ej_BbM zwR1(Ee@WU4hu^k<BPtYWtEX~N##{&;*OF$!8a-My!2M6(idKenU#dbiJ!1YgAw)S8QaO{bF_bj1BFCk1Rpeu5#3*rq&A?8TU=-%Nj(K zkOfhJeDNft6N^v<@q5e8PofO!9tvz9HA&Zit5eUDkUw4lYiA zYi#cDYe@O2Er90>62@=gF3Z1~>oS6#1xx_AOuqod_J3_zDewbZ|JHJz{2#C6|C~68 zqaJ@7NIvr)kE;LenHu|;zn|XzU)UlcP(|pP@s|^wogPR3Mq^iPkbvMH9&Jm$zz4dr z|Ne-3VG^Qn=5O;ag2$`=t^H3K{C`1a{!5o<;D)XFpJsiY#5FGKt67hQUvE9h^udg3 z{nO_Q@y*=pU%!4D{UZ?n#^Sp`7Ll_z%t2zqVnJlgF=9a-1rgSqf?Umy3z*w+BXI&D zPw(>^Y1Q8SEb4Trfq+*No%Eo4t;#7xGcknt1MRoMq}_RD|A>ioeOm8zy@?E$_44Y! zh+=#)1-yXlqP>;Eh1b4Zv>%jSf7R%{xUc?7as#gfVBdZ>)>jgLu_3OJ3IDpT3%CKI z67c%Ki}t@bY#`oW7N8}&{Y$T-&48)r(3;*9Vk;;RXil)xi)tyEKm3FkILNIUMib?*U_`_Zej=Km`q|Ib#d-uqGk zk;Ox7O`_-!j`~3`=cU)8Yd$R{j&IZQ_QyJebOBQ59kBXrixhseh}IbQ)ror9kr5%Br*lWAXVjWOsO8i#4{-RqP{E z7}L3WYz{IZ9`z|^5TD4=_yk9d6u5SAU835PZcun-_oJ$zti^WXoAiD7Ok^s#^-?;n zV+8O+JcK1k)O$r1e)wP+A#}`JmE(T72DgDHu2d1DlBMZ+7B&jVmsagd^UfGDUyb0X z4=Tgg*7G!Eb6f_YjOD+moHJwoiiSNDI^?jfO*+k)9gIH2~O-JKC9~V$g8K zh^$k|YkQV(oB3KW@}=R~Hzwl_&s27Kd)FX?pYB8bp)IQ+ow>OKnPw)$| z^MhDx^cf?PhizrAEbo_M!(A!uNLwO2unqs32UaWeQ%sbDl!QJTxHOA!q0Dz-{@ z9OaC5T|8ytd;?#oHo*zgD93v%^QcXN_K@NRx+%J^g%LTH)^h>FxzOb$W;fa6P+I!2 zv;6VrT|w|0fjFu(DNj4-?a}tDnI%eKWk(%FKJOu_e6Q?Wmm+u8ET`E0IP=d^roJrK zezPir>&6&=VxQ%t30u3 zh!=)(sZagacX4Bd6aCZzhP(hZAS zmFmefT~R6Q5?%Zrtzs-!-N`(XJ*Z1JCBy8Y$I3KCrww!W$X{iIYxqKX(S#RcbhJXJ7Lt;Z1(`TB>`hCOBg1b+*o| zaqN{?6&zeQ=XvCRmTo~-5RJoX{pl$6!3gfd{aUd5@v`6D-;NU8;L(^U%dxRI|5%f* z@1j+*q4uK3aXra%^D%)ZmWoR8hWY%^e=e;? zsy&Jhw5O|Lz~gUkMfQo`*sO`!tWc6Sr}LWYI5=*XFX@OB(*bJ@bU+G!&y&R@;o7Y7 z1XeXnu7R7Iu9DdH{d@3o+8X^IyB`^ry){~nyVdLT@5GgjFuNQET&M02buP;&&^W%e zU*|12n3rFno$>=bKWW+9cdvTBz4S0YpVtgCJ`HF}F<%NysVrdvr~4}^_bLxobEZ1p z(g?z>fS94x5W{xE`#I0LyK=*?NE#|RKC!p8>=7HXllk*X*_&IL|CmgL-wK>kc%;nY zVy)9Px?;!7l*<806PF;F4EB1yEu+6JqtP!{7weE1i&nRXR+oig4%b3GO|uaX&Wjj! zGrz$iS$Zh2ez4}3F*`M4417-?c#_T@I*=h=v=>|tS2`*Fdz70QcO$lSe-Xq6={F6% zAeo$n8%i7|UyYXC#o*;Sy9dF0pT>0)-3)7gwtqX2e1rJ~4bqS$x~s4BAg!4GG35R9 z^jE{{rE_lw@RxKwlD)gz9)IIs1-f!uM|Zw`jg*ul*yK#*FllUY{1oQqzVOyG@_-#q zgx;@ZMtVk{$=C&YQW_3ZyFS^&Y+a>Z0C2XV5~=ju`q^*+KQ@G+Kcr=S`$d=ks{xicG!g=!f^-a@$zgu%6 zUiyZUn}0>IDwz+xH(kf6tstXdt)B|4YNol*Y5vG12^xOOYHnt2uOy#!jc_*QS8nkK z_$)wU7)N;JKELQmDOY*El92FKB<$=7=j#^f{Ho-ew~?vqWpbBLl za=5Q@`23&OX(x;94Dvn?u>&`u{?0NKScRANJyx563J&YoT&HOWVsCFBFD-dX;XBMu z^Owb*%$9JG+Q1V19Fr4iP4v5?P*aOv!sP({dQ6qJ!&2fzRaevb6eXiwoY|rRaAsa> zy|8S)I;56OA+va#qCdDNS-Ng(Br}mQxUXiR)f?eoJ~ES4RPu+(5?L&O)4b@6I|5nZVd<(8XINmvvm75Ra$$-uTSy2P_V&dt z8hDp&nK>(tewF%7xLpLRa!810(`AlGI4eTp(Rubh>M`KL&gn3mWZ7kc<4!sVPD7@!J z#Er<`ElSlBmy79v@060zSHXOTDBE*8@6f|7c^#T}WxeIiGa~@^sr#S68PADsNzb>; zc_M1PrExXW%t_Ylf`7FT`${zN?YTXGNjQ%08L#sxNS+KHFT)yayWSG0u#xBQEOrl` zOCT2O)EHos`7YsW9JUSY*uTTkQAcTX^anfKgn{M?kMY!8FWC?1ZbkFV9okET29G=I z7g5LECZ4Ge+0L6upm6bdjG<)T;?$T(?H{eL?^U*KHosmRz24TC88rRI0yVG69RTOS z$u*+#{ScQ!c@24&#~5H|z2iy+C1TAI%Xygdc~q-2xyR21faJ+#2p{>?^>~#1$fvc3 z!mKPh_8d_GAr9Y@YRJkMdP#^?4E@Hw%6?(#HQQ&KALVc>rd34RndtS0>tEBZCx?FP zi*BeOiRj|jUF!WT((Loghf`kw14Eeh7q!>-yBr3Z3HPa1z+ntil-VE zTl+Y?KE@PVK;Wt#w9b6nxH~|Fh>k1b^04MtnN&MKdliWcAJA%5YeZ=B8s&5KW!u>P zOxZpZ(Q`rR3wvDnr_fwkBUlQDDChNtJ^PNizfx-Bo&yzw$+|gq_+JGdXkb|H4th7loH%UVm^){haMvV7& z-Nom6c%v`K>2@6+Xv?U@f%fB9kv=ILt^+^Nez6P*{VI&+xzbll5KlczaBmUf~Tq)eQmq z%5hr_F)gQw7AJoh>RtI_ednlsag33ws~!b$R&Yl1K$JUy_cnA9A4PGd_jBPBbG|a# z83@~~gWjPMH{>vy5DAjAZTmTN#Tq(Di5lbVBO?2|-hPmMM2LQmaIT0XQdLQoNjerk zr?Df#xw0;q))X4kO->S!FN%8SgcY&F@#ELl95RZ2nq*0TaXES?I->6!AHg3}ubNBiTRX)XjkQ%bs*8Di9@YHHsU1zzOTL7(0DWJ3h!-aaz969Kq`FENFRvYt&)h*JaVo zr8MQ_*Y=qzYQ+cY@Gqa85ahhq7~dq2AgN~McRwjEPXQ}!&gxs$P5dhY0)Mo!<+XlUJCCJUag>dCoa zuM9u9(0Gsg%N|1SNJHY?xwoG?jo1FLTRJ>sE=-Dv747P+W#BN1v&^rcQoug#$%Lgc z8wB{GR;Mn*qzJL>lbN8-+*(%SV5~l8@TY?CqyOlgIVMSGl@Wv)oaB=mq!7jAbFt*V z*lQWzx6SM#3K})^o$R3O8?qpbY|L z+{Hnb!Ybmas&bYAPp!D9u@dL!hsE2ctEktIQso+}ZTHl9GSwajAOF?Q?*eITpUG?n zt3++^QeO!tnog+N>)EsVt)dJ##N{#E?C#KDaVt>EM6!q-r_0^@Q>$mzdYrBj=9VOLWP4zDpcVp5krto#!~7;}m){ z!y_f|#uEh>{7$KgO>3T&e+1hgj6X!28m052_%@y|ar)IJXpS_vd(XvoGcHI14XR*lep)b_BL2I36 z0vIdvFDUtTjTL|^1w9uD+>?U<19ZHK0_L;&oig9V2x4CDpp}n}B!N8Y`y!k-{Rjh2 zm*%}rk00L(1rn_*E>rE~pufqafl@E7v4~ID>bZzlzjZN`@UDO7awf8RiU;&d1?K3Z zAgG66X3>DyqBv3P@%edaYf&n72kly^6lXxa3m0G6TIg2W5Jov_TAdaM^=6zU=?^@Y zVSDX?>1Ka9V^Y!da4f7lp(0io_y?$yFK+PuARU<{f=1NjgN_# z;QOUJ(>hK#998m%6dT@m3(u_#^`{)pGLWQ)496il>CZeL$Y#@l8V(9X_IrBRP**!|37EeqKA*(%I@~xBClKS}3=@4wtCsd_ zhFs=s`=`O!#05tjgWG8!z?PP;zw$p#>tEWRj`d6rsQj)#oa2!E6@6gU25XGVV)oKd z;mMTrEuvi0y>4c7rJHZ&D70X1b>UxgPG>q2Ak|!tbT??eaDbTHbl%ekQK*-Y` zi>~ud`b2@?+3vW2A%<4AzO3h3(ArY=&U#SU2DAGPXN(}O`P5VLIVcBR7}R5ozDm;D z<-H4x&smXjKvM~++aaA|$lffWy+R|isuL>MJbTLRvE9){Lk}xw;^~O!XY;4Rc!Ng1 z%N1*`d9KA&u4L54iv~UI4`<7FuKTrh;*L>%(H9${FSecKA>Sd>qQ0AZal8uDa-tQ< zg2Zgx<)M6c|NMEk5mq$9GzP+!bXLU@1Vn#r8&px zeHZ3o^BX);3z{q2eFRfPk-Mlk9NS17k7ZLbr>)a^uh5H9#9hZ4-*%f>cUX_+o!T&( zE_SY2i)e+?-6RPYdslduen3E+0suY@CDhCmBN5yx+frz|g;Q8mVc2KinPub4_I{9; z^j0uwfx=QW&i3N_%F&~mOR3dd`5RNGfr3-j<&Te2lv<^9dmR~2I~i|*# zxRjSyR1l3QqZTTQ&|(GtNimx*dPeN#?1|9$VgbArUHa@K$J5C}{3n4UQ?*?+hS?vC zjstBW^SIW7R1qWgCe|}Y*I^SK>sd?ooZAMX` z^!u%V(y=1p^W)i;JV_gzH3{5N=EA*}7iN7Nfxb~s3f$+x!`U5@yhfm0*KMOK~bHKdiY1DnSu8<(@wR_#6Q zLs_x;m|)Vp7(Qb}|E?IuP1gFRJrI?UZny(-|F+VO`0CL)@5AnD@uiPY+-}0%Ne%wE zUO91UXUCUxBAT~Oz_z-aX&j!B8~6^&qD&|Y7hDxU?lXE~ouAe(Zw+lE1X(z7)%vQ6 zQ{hG1+U^BP-H6%|iVuHHbTa#8X^^W$I28TD{<0vjEqK`htJ$cVntOYu)EJGetB~H) zB(7?!V%o$lh;k9eelL+cST(vQXADIdQDL}Qg1iyo#B+r8o;bf?ZkLsx@Y|qH!58D? z4inRCJMHeUU5SA?kY>IL;JMhe*Kiqx@CW{B9Ba~13xJTx%RR$5`n~laetBNZk8wOQ zr+ceO^{t;S%3UJG?lk7oK~$Iwt(`*DCM<)b1s?R0LgK-P%D7^ZT867!k2ai#02lYL z=!pS|&fJ&NsTzLst}rCqt%H}hdVo&f7bzWs8%Mi%idST56R+~i8FRfo1Ju*gaPpcW z5U1nju4G&6GN>GxndEBS++U+}*>PPF6qw7S8$->!lc>T4-BMxUiY=JFxA4`U5@_1h z&h}>8qSzdSU)&}Mm<`UC`@3tO1dJnnNh5|@qndkwX;fTHzJVF=E5Xf-mjya7GZuXr zPfZ09UBH#Iu(Af!^LPIBe1I1#Pz`!m^^UevDd;K0F|A|)q4YA-n?Y3Phw6pnor;KE zaNQLP$B@7B%r1Tzi-?l64lHQ6<@T{owVAAj_oe3OAnv{NVT9Fqgrb3b_NO6NR-Tu7 zmpWzi{fWS=Muv2}ckpxxFvlMSH5qIZyauz1z%a&fIZOG6wtaf3X3|oA7KjaQeq8s~@V45z@g|^sWH1uysX%^XBEJz>3E6 z_zqI%*Twf%i=|Z*QY@Vr01Y+Y=3lkZJlY?{m5kgfc>AI-B;DQsFY2 zDRE~1Gt+Pk^}g=J*S_6XS1j8{SO%@Taw(yvX!O+C1ar^D05tywf=q_j@A`f>ZGeRoK4z1m0(@N3cxHlE1#j0&!G!OXZ2rL1xh)USa{wREDxRJ zRJ&5~yvOCW#76hB@44d-`ytU7Xcg`vR?eRvw`$6ovKT4WhX7M`lI)R&mQF|4PJU<> z`53op?zHo1Yt-i6J!DTgY@uN@YHdF<*UDemSUy!#7ySeF!ODK+nwy9Yo|@Y5-HAPZ zSchktBJej0JZXnf3PQRtE|8Ygl14vRKJT~q z;mUK`%l-Eguhx`N&VGcQuX?fhQrOOh6&|Pb0oSudm-P6iAlBG;<1Vms)?WqDQiwuE ztVViWPBO~2o`|!{rL%tIN|Dxu8au8XIIe%}Q9_L3D&w%Y+kgWdklP>AdOcfkO`aJC zOgXsu)8Y>4m51~l`pP!Ki!OX8jZIB0=b|Tq+Rf%T*Z|1yN+`}Y}BCv@OGV!ZMyc)Z0ulC_`X0|hhLN7MLWJT znbk#i^14n`^;+URw0F3KG{mV5#Nt4k!~&tFWUkh2{H(p&iaO8lp6iia6q8qgbsjUH zBj2jrN*DF4*puCf8KD*q6}Shuz94AKMo7(0Rimk>IXb<9A!V~&3GVag(I9&4tfN&R z0h4b@-W|jP{cXnSVp?teE<*~^0JiQMIO=g3!4g`}l~U}9 zuXNYQS)SbK82PRi*&}~gn-VpB-&WgXrjR{x%=!(1xhf|T^6)fmnL7>y5BobysBAmX z0aq&4+)}LEwGe=f$LiTC-Sid1@)ee%L0A)x?Di|AM=kS=N~QrVy4t+pFvKGeH0ahj zl|);Ou(NnppeJ~_XOf_jln;2?u;t|T zNBzAgPq$_mVDUg(3PE?Yo2_jpqC00^tgz=xzUr|22!XiF%1Q>Yq>q+&)tx z-K7RMT`H1uDw}FtBw|`6C{OdL z@`eW6@p1M#TZv&n9spiS=!v^d>(WV7GO0o`X_6snRW@=-l1d{4Z%N1L9hMr+t>4O| zE$Pd&tKH$*cxS9Y8BrJdEGo&5i)AF`QGpx$jlaD7??0v)r`ZGPSF4nCIbF3~op2tr z-|huC4s9nW5Uq?1m`ll{{p$iMZ%_7&lP20!(o;nH>^E8}^kCK12S@w#%Y8{BPO#mE z>M=QmiG4A|1QBBxIOV{{7Vu!THI%Syt;FN{@p}dTJ_+QyhEvnn@n0I=WjJ<=DH2n$ z*D(v?mE7VFODcf8c{?#a6*7;9H8$c2ze@z!4ur3uSw7f0`&P+(zU@e9r%rr5|MK-# z?K*F9%9TQ?Q?wvzm_f#ai^m}+KSQtd8~n21C5%1X92LN7S-O+c0fcCG`tvDs`D%C- ztPvJbZM=YTbHRJm#<}=7u>E05r}2~-`8w2p?wP8KM)E(4kTlEe8BxxN^a^M?Y zkcDr+`Lh`aHfT?Oh#1oK{$PO%)y#F1=eg1yjoQLV}}Z)9@kx+iRpFcPyp z01f*gkOmv-xRRTsktDnY2Xp0J1!@Dj6@%f${F?ANJp+!HQ~gtSE|Lu1)8{Je$cd4d zc%My8C%K%Qj~E5;zTe;ZT*(Z6>b`ql0hlR|{H@fs2}hcJc2e|l2R`S+-3G($L_73* z>s8?E-uJ@NbI(9G#u;BRpu7+G-j(mf@MX&ys9r)zx5S;S69Q5e8fNepOr;cSLU3K% zmrGkU_6}`dv`pJC6RP1}g|(29`gyr$@$Bled|WybkNAOP0XSo*ocPC3QyG@mGNR3Q zoW1P8Oap&AT232xWG`FvYazU@qG#BtlS=PQR*i`xyAuEZ#@*n};TjqDhnqDXPv9%NCteJ!(CL!Z$^%2ZU^M$=1KL=Q(xVL@#fRxICg9=D`hytW735+dXOEK*sDx0G zj!<8Tr)`fQ)ki9G2tUGkgyiHJmFgett5K1#KMZR!Sf}yJsw&;q74O#!Lcw2G5^)5~ zR!?l!sm&K_ays47Tz@`z+PAbjIkBGYxWBixC3X?ui5I{@)L9NT0VX4{5N!Nv9Q5=@ z#F^%4UX)P&JR1uN_blYXy=ri;SXKM6`+#z%*|bI}!-wXrp9xR8SZ9QTNYm>tEChrn z5bm0SbIos3+@Qo^swB2op3|FTkPICmt>X+6Ok z(_{dJnkd_AEhat1Kw(e_GW`T`onwkOwS^IQ#ht#P6H(7|+!)VW7*-P67fF2`(2oSg z;1nxz{2sxik5HnJ@}*JDbKdLG<1ZyP5-Ix_afH0X8tjpX39|DC!nuHm8tlh(5BSrp zRSI(k^yyUgmpB^DXAD_gj6WQU>~nkgySVMpP<;fZzDET@2VJ7E^^aGsi_`GYu&@@hpm1WP|TEvF7K_)Sf36gAO2 z*Q4(8~X}2`&eS?&XAqu!L_-t83a*;Q2uHG6OX>H|lzo5AeIdb$4px+TfyxRRG zgYC5bNSi%G2YP`AA)ReVAs!x`JFPYBppUh*MF>%jo}gv>LHBHe!k?g@EOoit- z_hYng9`ATxa8i%L>m#XXs$axg#R`_+Y%GZC_hp^62waNdRN%{BE^L5lap|_3{AS~u z$mQGr00A1)XqA)Eu2N}iftLXP3y9Nd`EQn_?&L*CMyQqjrTS!zujS z1pWJ8`_j{@VlTr(NucH2MlIhG2(cPpo^6c@T#5jK?T+G%b4vY&a*JykkUYZQS^nr` zg!zUpah!Mxj=Zs*?n&l|P_Y>B4HZ#Z$q1#DPE_yw*+?8&x#mrL<(T~aJKV;fr#)$j z4K{T0M8AjsfE<2yo4F7rLRZvtY__ev3-kp3 zgX}<*fJ>olCbhUZzjVR(8K%hX%#h_Ja9*4}2@|KA%?I2JV&i6@{?o-KNz!*0we|8Y zNZP~mY*D4o@60x8EFY%xY#FVlnZfMPA6}^BejJ2^KzPAz*eO|+Ki=;EhfOxBIL8cD z(%q~3ud%UEV}~fSaqoXWkrSicY4IFW%T)9?jg_w2^fOQWy_a8UkbRcH!+#S*L%BWu z%|z6qQ3}d2wh)q36la+X9Z#ANJ3t`~Z>nP{ygvDr;H<}&kaI9Sl@j?!`_-I5+iY3ztX;D_>;CL)ST zz&%V);?S!t&CgoN32wlX9U)#Z|@zo8XRG-~V~jbokH{xq0~Ool*grV48o zx9PL*D7Dxbgjn}u`l$XZu5@=m;sTgt0n%X6cZGK7gmQk=qE5*dk;P6e)U!cdS6s82 zwd*XzTU>SvG_xH6yiMCZm=lB%u2Y0jUF<1877{n{=X2OXci082S1LrAbY(&Kke*a2 zl9{g?WtkTAkqoW(5XiG%S^UhwZ6vzo@=i=QU2{}dq-DEEN!Vi}Nfjwfh7)b}d~G>} zzyS~ETI;~_&tJ_U>*L_GI^~5CMl-apB60X6bD#Tp>bAOUecmk10anj%O|WmP6wLW2!(^-;#I-~sB< z7r-tbC6=Z`sX-jR=9?_;RlZ0`V&-oJw)z)%tWyU?)h91(-ki@osRvmW^1R`UfqP;8 ztI@3G7aWbu{(+@2I@!BVaFp8~IynFQ3RzHAo+SY7v?=;5(|=pp2-7Q_vD-nC4P$(%H-&=k6k`3pTISL zI#QLyV*qeXz!!AB)$IP94j^2Z0ry(g*8X~yblUIrY$F}Tcw^!sQ=Ofr={+Sfi)(vL z`Gx5XA@j7KFQ^%blKNF6;A|VxQ;|5mWeez=qcu`~n#E%E`a+S!M$K24>%|QwSZZ7 z)gn*i|D{ACQM}0`4U%p4B4;fYULe_apN8}myr#$`Twby0`2{FoV?v6YeF2X(+(~SV zC&L*3|iRP(~#acnoP{l!bF_yBAq8ph5f(&vX z8R`C;q>tiGkKtDN5-5yd^!^8{%*Krz{vh!i*LTyB5)Q{VfAx?rtg?<=?y4{rSsZ0tY<`VBl1U(>8R1y;yh-n;Qf`!r0IMV`J-vRC!!k84lxb3c z(#wyL0UAhue*oG$U>Qxy?ck2;zoTpZJmfs%(LprMYAg(0U@Z<SIX6%73|NffR0xaY$SK8@TR7MG?OGfV$9=Mhi8*%E97Cz)h_r z5s6klTw8^~Vrnn6Co7UezJ5RTNX{l5${m>meubz@uJe#+5-5VZ@Kp>^yMxUZuXex( zrFY)?Y!qJe?ohoea3OLtsoB5pcc@K$6*bi@$<)bStu47&snPFpmo>oIJrjp`^SWQ% zd3dPd&pl(fT=LSYw)vc)V^Hne7$!f=e9I*gzckQ3=z6>+JRMl_>eZL$%n?41t|dIw zbki24DbM|6Dj1GU{?07@BUOQ>GIpxwNg&71!0ane{7NJ=u@Xjm_V+619jRHjVj*6ux!sajy9#BN01r;90Z=P={H|+F6APZ!5kqEYbhk?XE7}ySFFs^N5P+i zH=COm@8=?T$rFV$f(*pfcw!@mFM2;YUfSWe(R8|91*>Mj5K}L_=yn~Mt>+v874e6?4T6Lh5y={G`l_*Uf>Ser1&-D=p)xZw%sMi zGbtw{;-PX+DSh0`eIzpBb0`5#{#Ar{6tba)T2$t0xxgA2J=_h9?r>N*hcVU{k{;!O z#OSW)_YrW~_0rqxZltQpRZDG>yuONOZU*K92@4;Rc3;<_mVWUZ_8$>aRm$N{tC(~w zZ$K>t0~L;xPx}x1FnGQgBd2+18aXt>*S&FCF2m=xwYS}+vof7{Vuxi^a?>uz?!oj8 zp%8B7%@-?@fAZPhZV})QlpX`&vO1Lm= z7>D}EBy!|t_T?KP6* zZf|mL`S4};nmsF3zIo)5SsdGTs=e-n)n~AKLC2fKs4gx2_#V16{(2v$(qmWUV6QzP zYT+T}+b z>5OUrDgxP-XXn{{gv}KK_Uj6xgnig3{^=Y?k@1JqV&`bIV92Sp_&lZQA?ZDK>sQO; z7bEi%qPSeWc;<(C!$C^~Ij$S7b11Z83`aapPNk@Vels7Xd5wjT>!!UQ)~f8NXttF! z)g*Ky*D*0bq2#;uzFQ@!bUjL46g)ugPJz!O%(nJe`KRx)m8k|~D|*Abi8JjoFE(-5 z2e}@_X3WHo`ZKi_)rvPI4-|Ow&7>S#PxPAeoxa4O!gP9%kd)M895R}#HN{O)x$So^ z_Bjn{W5lag0}K4u>!!C+0hmrQF~{iHQxeSwc}u0UDsz(U>Ug@AtS&^S^H0=c zX+?y$MJlN(7J@a|d~K>+T=-(`Ty{2sb~)Hkz&%qGwQ`zkO!Gdp<4kl!JWTGzRU92B zC(ZWrAAjgtXrjWxieacFjbCzradOorVl}0h8~0JS6PBl?_p_ijoZlNM-TYj47-gk|Z}a_kp_qoW=xPYrgfuKdou zmhoStw%||HHl_sm(~deDYqu@njzfYT=kJsrWp1Yv+GC^C5W@jdv&9>)78+Xjf7E3v+ilWF>1XRkVyBiZF1*B7vF6llXh$sjs2uLFcNO#8p5s>a~ z>Fzkx`3-09gWpx}&p*EBd+u}CGqYyBYrX4TvuE4$=Oh(Am21Ny%pBfC-6u33pChJm zCj-RXqtIQs?S7PKcI73-l(Z2;xK=yP1dokOqX>`WxUxGZ33gE+BieMkq$QM83p+A5 z98({3JH^k<6V__^GJZCn@5mcX7-%s?bYY?6_6{=RE6=A_E;y^}x4Ms;vrM6L2JKll zgGx399w&8RLof3eI8f^GEG+HL`P2#)#jSE~t<{!>PHdzO{X+`Jf$}?$SKMi2j6A8M zN{X1Rs|1nCIiAPZWUYM_A3MVb@Z+dy$J`bpm3CVyN0!W+(T3~ySr^|AIuLK(&pC`2 z+;CJ=)8M_{#gnj7Fwka4rMmA?<*n9I$n_Na$aEOopXa%0^Q|1m>j^z?;R)604lcZj zZ%SfR84TKjOKz7J*Pzhyi4j6=t@il)fb&mL_pfC=e>lH@>mc;S6UNwu3()oq`<@ZH zJk%roAE?b0fF`*VDVU|kY^=H!o>6((J#w6ll&dnY-ZzlH@8{^oVvvn?^NcuG!(~0& zQcvVjzW+MLJ9I7T=19WLNmqL@Bg$jt|N6?2x-a~V91oLKlofK+g=Up zL`J0WEbkaW2{&5SvxlAHEc*9^Yh(rgwBp#UiLi`HmDDpLzTzWSSbW%ooHGXtF85~h zWWX3#34k1A%kWG$8&}aa{+TjI5VA^I!}{gaa^kQdE0+RZ{MlCor&5vGjy?LZs*LW2 zi^dNZ6fZC!iixY?GgX>N|6tIFL&eGscfubx1JV9OG+jWC|4`*4Vbm_H+ZkQYdL z>z)1u$hnfmPs%9~-7qAj;1u@j=%ypAJ)O^W(B%`SbU z-RywvcJWN+_|KHLl>|G5{D(SiM!^*B@ywO~O1QiC;O8ds?YivFJq!SEs>GTbSBiPl z477xFg}{Vu_zrAy<0l^P%d^c!@{scXm2tPwP~37cz8=~T=4`$kM^`Z~@_C8%;_oSU zi3*-7r`7k;f*!((ip{!M^LclUh8ng1Nx4{BS(ckS@LIE$Xv9W}MyJj8(_9Z(Q?Zc! zR*gMbD7=$GP=dty`|=4^U0;Slb1QE9XLxBJ%)(G8|MkXWEpZK4#t6gg?+F(Hi!3U4 z5%P~x7}WSWUt+LL?(AC1ff%0f4nziV+`1l$jPp^wbXW+3h;rNzX-NSKCp5CK z1NLXVAHy@*(&!?0D{s?wsXOsS^pfvQ*kBW1HVcF@=5C@><@p%k63`vnLw2f2P3&iG zmU6CRPoP58OtoQb1MkGH%)&b%TxfP)2SPXPy2Khce2A4 zpM}xDU<$z&r9p>@8a??mrP_$>v7XXzO)&LNc?f0PY&Vc`=l#9f((n#4ZkF!v8MoOU zHq#EbZDjx4n~}4Te?o0GF}xo61ERc-*cvcBpQX?5ykX>{J4h+8`%C}}on}_}fkmLi z?9n(tZT_e=4gZTOY=IlfNd-ek?<5qlq6Em(byKtcBj37|!}V=;%1FTQwpd+Ir23zU zvdb+DNq<)=T5}wSS@GztiT2S`Y|f8*>~_va-0{D@I>qM1HX$Mqimi}NE5j4mo6l0o z1ru0E2MJ#tk-`&ORA_F6r5kSkP+-4sj&@wL)uv7%QjK=P4P-u5i3RWqczX7r-bW~A zX*NT=8t2aUE?=7ZVn#AHUibKx>oxRFsfgL#nO70tU>@w|2|rVLqyI)94-5bFcL1Qy zQVOa0#8kx&c-PB@Vb^>WCc~1yu-p1_@xy=7WtUsGplv@bO@+8}P-!-WTY!rF>Aj&f zhZrudDmVdLcn;@@sb1six%%1Kc*g_~H57(?;;luHD76ZBhJVAn?X-U7?dKglvB-jS z{^au@^_dC;@6-+MP$YKDVB_y`cr}+-$3fD)DZfGP-{?R6YtnT&0;6rN%C2INCHXqw0-RmA<}MJ9ZYAYkw$Eu0(A3?GA*0 z>-^)3n|aoMfwznkW|mtPF(SwERLLWpWLO@I=%VUX7OUDO<$@R%#dcv9nl1swOB}(w zj6tY{JWqcnCQ~kYcg50{@ARrNMLXq#1c^_f8pS0=5;FP{33-NdX;zH+(jZ_uDYgkL zv3$x!r7&l7Nr73(Qr8?aYyNcN(ry|NrpPwxKR?9Jq`YFJ@k1B;NSL@Soz3j2&y!*t z{K>#3Mu-RAWU2)g8a=zO3U`fR*_ikf8%!_JGdwqe0}TdywI1qVkbP) zl!tzHYr&-#S7Rb1ur9X^mtM_G4vT@|17|5VQGdd2WC(<_DCAdj=IQ8_4&5M3+T~R6 zFCxB2K%c^O2`1}X?C^4?x3*c_gS*^;Ml_2~_ycw$KS0mC%;B)$SK@RVMW;di+1z-3 zcDX%u##0WfE;wF=7tS8wS)MaQBe4a_*Av^$#$pVpWvQ5Bz8%|_O5rBSRz7xczU5P> zMxXz{?iM%vGnLAZEj__q0Z23PpM-g52TNN8{h%3Y8qyHE(ls&eEk&=S%Yc+$vi^C8 zp?Fo>S(^L{Gr@+hMhfqp3LgeLL(5VghBz~SP^26vljU&QY{I=9-Ny%ejkJ1 z)qvaYzBa7{=M8%QQtu9<;UH{eSfDx)Z5n7&TwFYm{^x>s{{e(wW@bSo2ES7WO3|5u?N}7g$@DI87)p>YH!z%?%81V9NAA(mywGU1}%$C?khJ)nmK@!9yRPsS8CeYbb zjCGdke^n~Y2QWQ4eIEjE{c?bs^@EWsTn|}&1>3l^5baqsaH-Uc4e)MVgGJhWd|yWe zBLQKrOXG;QR8UAYfg^{WDR$)y^vC=eX?=y_RqJv0khujR{W;Y3n))Rz%uwmxoC|v# zgXUb&3Z(D;5xc@FaEQr%C1Bk+DEMi&BL?qxnM!yEcA@OIGAvu=d18d6vWz4LDgXCk z*CqEVL|pY){@=XY`wEUk>u)cHA4Cn(>hm%M8#8^&KwHj3n!?($9s#`Qz{lTl6(ZEO z`xakSh(g8gg2vk5=A#sODOl~x=7ly<_!QqndOtZiM&ZraoDOi}YM56;UV)iwb1Q6} z6yr&9SCzDcFoYwN{C<^}n+vgaWCEGj-hO#o?CZ#ZRP;M*jv|5)+51fzcYGmCk!Lsy zAcp~cN6Ww_d%+u))P?J?mh{B{moVbrz!l8+DK9t6z@r=A2yIYZYiMm>^ytGEyAo*1 z&Uz}aeF2fa>6Qq$b@eX7X5zH$o;0`Mr3IHtfVklqbV;@_CTBJjrV`4ou+as)FJ0`n z)wV6~0<9T!S1uDz(+Cmk zuL7Z?!J8t!yM+{3q3HNE7>)1#IU39+N!!mUc+i*$8Ugb1oWj3qU6*n=Vluy+%M&r# z_y#p*KwHSdTw%R32b+Dc1XEM*qWVdMtr@D8O%%m$fZEKxo`pE~zbe)7Q`o@?j|Q8P zDS*~Y=B%!a?G4G_RjSj+VY6Q`SRBZ-5kKuK#1FzokcOe;bZV;V05)t4!#jCLK@pFa zk=|D*?>~^s{0{refo`S=U5OK$-7H;b+5hbd!Pa~M!|ZZabz@H-)rV>dwFl$9yd6HoH5FMntut*nksOxUK*0*W<6lc;4LUS0mQG2 zIrj!+AROnXpf^)L`_+_877U$a3hL~bq5aY)kfx*=3cLE!BoK>gv&4k9)wyBDJiUMK zUu~f>PN*G*Gh6|hGpduHYY|29tA4w`D$L!zuz7ax@flP0+e?hU9reQKyuV6ShZM6+ z!@o(Fk*CCV?*`PI!AMnkv${W}s`LP?k@Q5!KZFWom=8w)>~G(r^u}02BF8r zSKC9nyg|WZ(lPd*&r4a36Dc;M)2oS6^gmhiXShL9Rvplw!?>-Z-%B)NT_N*&oYcGC z^+rw+<=kErEsUR5xYQr^=dncghx`8rcw6BeA13TGx%+%HV8os3Anmf5{+4zx<3nzV zBj^p%?n0L*D0vTL-UOcC!MhEkvMl}}?PA-i4o@Tietv4q!p^XXrh?8^xRNq5X{@Bk zaC%csMl>wf@5G28)O@wtpayItOtxJ1@i1Lg9UlS_U(t~sFt*T+TnTtvP9NJF8kU8V zpKm zxk`VGkO_lb+N0R4tDOC_+TA(<51t#Hp;6xy^3OtsRw_E)?|RnQFU=umci53q3^&6w z^Q5SK1qu(9D)jDCxY91ufOlLoiH^u^c`|^Pks2fP8YkR9FG;nyRvS3sYrq-{xcTmF{M{{_dnf9X~BmZU+)S)pgAq8Dsr>Ay@1?L4n>?861 z-B=ycdqzy3FtDe&h${ydoTqu-R>Lr@)lP^pe@~mm zwpR6YvCGLhV9ZZPat*(>fYxf8&uD!ULT*v@ALHIIxUQTY-RIXRo$^`tDib5J>pkE0ymSVbe5(c`SB>7MksRFfVFhUiB@=uL< z9`-olq)R)MyU8a<7Wl@uooRu_9Pw|B8A~y77>odNZN&crxrY=pI~UVjO&E1GFSr05 z#vnkS|Ch#`O$#G!et7HJN*0woxQZm)W|2yMO#;bfZ=nUZX!PKI22Src#u&GYU9X0= z%~=kcLx;6))Hv3Rlw-y2T!bhZ?iq71)fu4FI=Rl8JM94!owr zQhSU4?&~UJ!xd-tzmG&D|I*nN7K7t?a|952E8~ew^ON~A{ch81m|kC{n4aHOGJPxt zlXbT+I0jle zoF3Nk8-JBRJRlbO3~k_ zDv9NW)#w{d8#fS85_c)T3kR)caH7YeirDlbi4R5a*K2l|N_PO|+p?qb4N|0;6|sTP z^Gr8g7f5?nnjq~V(Ov%{%$m%wHJR^vUm!l{(6q{8IyCm2)ohEt6ez1hnfY&V?BGO4 zgWII&`>iGNL5GI_W3}0YE;7-E@inKhBy9M<;S#^>Q6AJ;#hhgNl`xkH!|Y8s4m4;s z{8sX_{>+zMj=L`&sB3L1$ow(U~@rPvkpvBg&cz zb{L4I&G1h|zrO$0jO*J44ugK17-_E4W_a*wjYSq0qJE19TMsq?eaY1G?f~{A;f8qLNJ@TlT!KTRsq2UPGMarSc1Xo_< zqSGlHMGtV4N1Q^oUwg-LQ>4<2d2)JYJuauEcI;KWVW#>x$`_xk!LdhhPp|b#6P_(JPjN`*oL zc__`7-TVygG!7}V!BBm>8AFA&=)|Y(YfaV?g(+(~4%Z>_-F+8xA2YZJrNX+ObGMVI za#UpeTyXAKir!Ph=>$8Datv83i;KcO?ndZICVraD^;It?@M2(mK$6*P$$0J#ZGZti zbdcvkAp8X+#}l}V;SsE*+FQfVDAJppKFt=Y)QN$2a-mk!Nf{{JxDePJA^Tj%eilkF+me?X{j#4!gK^FDVHCYaN~LjDU7KzIcqK9y zW0__rj45mCbnaZi!C`lE5_wk2ma4t@Y5H!Qz@CipQ$zh_()XH}{&-X=-bCjo^jLPJ-Cd*1r$fUwt)X=E};k?f>-3f zgXa2eE@IOx%AD2=>#pW$Zm$q6zJQH& zT`LJO@>0xmk^;O{w7gd0B)8UO9LpnRjUB$s1G}SdPF4(OU$Yo0PUcQ`{!3~&hWaDw z(f9=AhfZs1c=tW9+jWwZ<+^~C>avRf+Z*xFP366rX>cgG)^$^zv>c(2RO|_|#u#ogcrqo)l-*sG&##ZL1>={4KEVY-PNWu0}dl zdr`rllSM+tRwDeU##R9Wh3E&+DadpaEJAq5ob)!T=)Cv{#D{Af$#6G?TC6HI#po0& zVUP%c&yQeSA++Wlxh$7A4MnL2=X?FMQgvip&T8c`E7+qWAHnX|5dV%Kji1kXJlNfl zb8bJIBYfFLH&91VF{R@!v`OfP@Md!6fnFm(GFj%G!krlKHrJ}<`ZoATsrtoJkZ8Z} z25+a)5rE_YTkVl4x6C){f>96)?0phe=6ZzqJNUqvV9-`^5PZ-$g}>! zN~OwPeL6w$O|;-8DkF@;>79co+DtglcXc(~jKP6Gf{Jy1I>>-fMa*mHH55gJ*|6J4 zVGz1Mk`qMSBuGngGabCdRC+a}y%Y7FO)aAVS~5E?>~B*A;M{b5jD>%xOn;%qU%qRG zIhs{rwVMmHHkPyyf||d>{tj-d-AZ3;&!}|rh$jr*_yxbhF<2X^YXbaokPsnlK@7Q+wMlVN1WqTAFEfr*Ug>zhLD@QqJ8t<2E6Vg|J=q zBKssN%;tK7&lq6-k9{Qf84CM2!-+cq_5v^T6COX`kS>t*{a&&O-4&*XgSD~>gEH~n zJOQ|yh*9)euV6*1Ruhd;2h({7swLsTyGW^gT!)xWb?$Rg=i#a$ozXG!e&7mi;l+2x zCt01`j3T4*)tYUBqK2X_H@mu5f!j0DPprp-gACt@_a#bkFNA&lKF|iQL;-{d&AmiJ zx4a0v!7Ziq-Hc%yB%T4dV+lv^MDXSA?I_L37`JdC(mBiSon!Vbrc%ImZLvu+C~l;c8=}wC7w~=Y0tY&yK54sZPPvy;Oyauv z;N3p;`IC*qUdoi|A|tYg;s&d6(-rW#@cG<}!z7O|_G+dBXj{@~rzx%R+kC<{gm7YK}?r zQC#2y7?)4TGo3-~cMN-rTnFnb+p*@k!EI#UY)bM_cyYZ7T$@rvmxff6de*z(CNqju z>_^N#g4)k(#9%`uOk4KK3FC3)Zh^6vG{)S9U-OhV6W%ydqL4$kA4woj>68j)?zA#8 z#dZqUR~!mnF6y_WDWcv~t`7$%xuWtOfLQKgwKHZ_eueAk3-Z=xue~3!y+ZvO(_gMz z5I>*0(!&(~u};SkO8QapU_s+%Eg$x2lMp1-oGLB@Z`;dP`3% z) z?x&n^eSv$7kDTaqKhp(fe(HsPULqP?{aG#FQ0M0wNtE#8ojl1s{Fp-B{D~u z=l#g3+B<3TNylsi9`9*1Jthp6|Lz_X5h7%Sd<#XxsSL1JAyTRY6sX(jW2N{*J+0^7 z=F@i1uSKPobOYmEl9-;?Y;h`2l67sppBzGoFniukj^0-{h$3+?yS2Btz<@3dt1l>f zkE_GPOB2+DYQ*?}uoOtF&5jZK_nFboM#B-e|C!t2DmT$Ro{(I2@KmLebM(8?OQs6P z0`Lb4hPd3^(nv0>Sudt~#t+FN=JVF?#^Db#3hWo}4wK8kh=~V&p~vc_gXWM*;c~R9(!l%ri{c?7r@1bJ?`Iaa2!eEgC2_Hxq&| z$L@V^^O$c$!C+G5?IjeIYiZGUaMNm3Pl_5DKmUwd;Yzi@h0{E@B%3cpQ-9pEU5}iU zC*+~~{>+t$GDv7bwx?MKIu?-24n9gX@sFHakqsWNeCmz?=LsK&tK9|!JOEfrr9^0A z{%urLZbXs_{+ZHr<_F_rNAX7k?yXN}(IQnyZ?Mk4^VMY(x;7Ml4>}g?!cdbYd`#~Q zvedAI0k!EkBgt?u(0*HP#JhUkI|8q)E+M3!e?NcaU`p{3DEss&kJ-}fj(5Xh_ipLo94(z& zPtgxf5d```6rI1nEb@;2yJDL+GFUgSM5(u<$ ztbP&|c;o2+-b-|PywHBloTkqKj0`fOD!>16JtLm&U;{x(NcK_kuT7=brtA zqebD22MLl>GmotkeQi>8Sy-!YUF(3V#t6QD_^h|iYeqq0HVm202$e~ke*-VNpSRm$ zg)E&fz4gRl8T@tn5hstMD!z)Fu{M$C2-u4QZ*%YWf7Onkun11yX_L44=D$cku=@Ol zCqyI5;$i_tnxj)SE7Lli^sAe|myEzG?U|!3vk0fyXnuCDCUU=$<=P+BxnjfOSHQda zkyC{uJFx*tPa#~SPaohSI|qs1nHO$Y^miplaAo&<7NV?>>L*=Wi+;Sg$?~kaT|&z< zazH5bd$xi`nnqhM>W6C~6zwpz-lg8fpwvwnv>No+7nvPPf;vkXDfB2%sC9! zl^!ttPRpvHaHSA%g{M3r)GV$!i12#j8|&&be2NF>XpBDmI5Uebw}`ck>T%RT*8`Gt zh3|8b5Ur0JkCZ|hvSc-U2xjG%m4Nl}Q!?!b(sW%fi+f>K?l(`EY-(rOrMxUm*sEXE z?yW%VBXAu|+`TUPWE*c}s0Qp)2bH3psL~J`;A4xKb=IyV=?-Ue7`PwDPj=PW%;b~Q zpSknpi=KWs4XAk}@-&$41L5`?f9vT)Zr{~e=?)wa46IkG_?1N$g3nulpMqgtW6I&F zKu`{UJ<3^!D>mqPGdD0IL;2lPF?egw~c4Zqullw`d zK!U(hmB?=8kR3+}D10~`1?D{XC(PP9JsdV_PRK}a)Is$k(=mrQuYpl2QjSsXDO8Lt zeS$e7&cp3*6u~s3%J&ySB%k%RF?E3T5F^i?#8fUW-q^C~x)I>f-_p(l9vvk5fm%U>@>$>Wy*s^CT}{$9@N2St{MDBqtl`MJL9r>;eg(W-JHz}=vAe8pL6T@BX?{u;iJwqSZ)y-W=#UDbsJk_1)~?PWY6Yn5Dbi1mO$gbZaLf zdxR|7x_`VQZylfncOZntCv^=Cq8bW4Qq zq(Ox9uyDi?cmT>^bAx?D4f>55kAcWe={KeYMeL*10jVJ!kf%%Bg(o^?c4mM|z|N>{ z!Of57yX{y{>chN%K_g$N9&EmjwRwbIwQl4%TkK*dRqjto>#%Obv3~(B)Yx1_y&)mWo%v%W ze90Gfxn{#THhwm3)jCj}y%BfVj_v){+4_U)DwG}AFJRZh)f4B;J>vI+L@)?kP*a=X zcn?5m^}TN4(@>}(bP4Ok&2>P@x)@m}u`Oygi#Qo(+5Vf7rS}gu)TCtt1cz3W2=VZP z;H9gPpf;eq-Ovg<@g>YRv4BCFRn}(-)t#i5T}M~IJplZ@3itebMJ*!cJYlvnHICgP zb^6n8{%4vHvnxN!j+_j$zbnnW`l+@-h&pBd5yWh!Di42ay2W^)qj@;;|IRvunXtae z?pn$Kq$DO)OBq4`yDFtl5|*Rnu|2*DF|d+Ua%j!VAbglS-l%F};4|?rJNe-Ju`G%t z$zW;a63#$O#uHwQhPRXbgPKra2x}_$3?T>~CB+9PbDd9|vUtkP*z*-w9D!?6A>-D=Iv+&$iyZ7`Bc}Eu; z=^Gr=m6P5;UOWkF6*!lMbT^v%*>kxqtB*?F|0!dk)UbnN1us23ptAuPYq|RlEMqaJ z{FJfQgt5Mn^7w;FDX|4jUGOiDVSm}c7=YKf=eXbN<)yOzM@?GgB@E!Qo%;(B z`;Ga5POoBtmb50810GpvdKX$x_b$91oc+indle^x&NuP!f*g248%n_y$SEv@x{D8g zDhn7h;;~7qf@j~F)bNE^`BMvyQ7a`ywdCQoP~;57dVE=AuVL4kO%>5*-?cv=n3Dhw zATCx@T~x(0Uw<5{9+!Pc7N4Ewc{AsKrL6R6?BbJEE*z&Kk0^O!X*TR~)aNm%#eR{Z zjj)0v4&}4Wa=-u>C{~umfr?lnAIV&jt!V})qEH{Kk&dtFpF~)3tQ)SBPU0Mytka*zwe zk06qcw2)37=O^&!HCSkD{o{#x-p}LS5>I0OM;8AM8)jVy=D)kKa(OeH8Dt#TlLmM3 zpzn6!4>6^v5<$?sd=^Fr4rOK3yzCH#EcZ&8(bYC}rxJvO;iT888Q6~nv3B>Rjyxq2 z`JU3j`rslBA!7;M-GSiPU;=qVjuwovZVA4-iwPgXd1Sd76LA@pYBr+7-8X(G+=rYK zr_gZnMFMFmHHC#9kiky{-6M>%668Wcg^i2veK;UpKGGw;6(GB!A(Yll1#ZNFdrIU& z35QbjRx{S?&RHydUu#F|^*B9Z6=C+>&opc`j^*mR24x~gYV5)v_L>OW?u|20Q3jqO z?53xrx1$T`R<<`#hj}b1HppFm0!Z}!$pYlIOop@AU)reO)aY~;?BJYl_BO?($on!U z-~CjhwHL7{x{S4^gf@V%hK4-<-fJj+`~u-a&WXeM3FP3(?*1GSlDt3X;7$?POq%|r z1rFO2%M3fG#eP?#(3wKiD*VakItH7l(>)r4VB2P-Q$WBUr}1t1CUcLbdxAqxVx zJpv+28`3TxvieNH2)dJ?42jJf-G3ci7`rrwA4GzC=D~3BO;6Wg0y&fYTl&TxnHX=w zX7;kcEO4E3!|0!LaPt^;gK|Fy-rmYtJ*C0J6ZtTjVdz&99c70NA4X5WZLzBfb9u<# z%+<1^jV2&|tSeg8zHOb!fr=-W32dF!eC_lA4~L!ja=H}gjc%+&Z_BmuPBJA!VAH#e zHK)Km7D}JJ+laMksGZY6zC6Y!w#l#h<|+iD25b`|N|$FPs(y^6vb--AQ?>qDa5rFO z^r-5K*-i#4-Cu#u2gaV6T{l$b(@=c`)u)G?6URPUm6OcrKBAxGKXS01 z^o`8AB~OM;e>-dnuNFZJURVpeK~pV27TrGR%nAmG{YIkoG!LJs#!0AdX}&N!Nu+{z zn1ctF{Y4cT3@}tTiUn)3__@m)>FnlBu60?quYgP>TP5cIxV)h)^hYlK#Er2X!*rTfmbUCS#$D!TI%DeX=0w1-B%>z^G zxich^yQ0heTHrRTGtPl&uW#m93GRAf>(D40>`(QMKDls!-_RgpTyW(v&X?a(u<&9G zOeCAR@1K^Cx~Rba{GbqoRKcHBaLHkKzcbxMwQH)u=s3OQ$Qxdk4Z2C6b6dlxieL)w zGI;2kEuaqlp_|F2s@{(Pm%`nWK40(n#e9{Z){yT5hVK6)olz|FoZJFdj>|yPJQvKl znA7|6f4af;hk58#hs+7|itE?d_%XJJ+2eg(cfr-+A$ztQu#&Z=hxIx9g{eDPL#5H$ zlP^w^oxb-!`4>tB0@$+v!lR^xvIZ+3f9P)1-TbW;+{}h`Om@%*C9|;JPtrY)k)eK5 z(bl-JV@r&^{+rFe`n*k#;2-nvlr+}iLhAm%{A+&(>l<<)0HPlDN3lP>$#Hn9Vz`Xj#|<|kQQg^Lk`L(x3F1a(*l9Kxf;!YxO`3l} zw%~3YgDSDa$4*rLE>t$TFo7kkPr#GJ8O#Iy*zK18O21_jSk0#l?GK@MqR#!#=uPLr?$DCR2KoD7 zR`^WCujn=6#LjUy!8i{utt8vF^F6rKvSFpX)n*oSZY?6ypdi!DkKG=AOSC3d*-QGRh;Of?sYhw@+gL#*tQ zE`9&>Ln(3ve$6I8VI!Pkt*s2Fxy0Z)@Z6y}t7iUnoFe5{5$m!vc67%RAb31i+;~;z z1@2KUdnk()u~x7m*5$)pchoDwmplj_md`-&SXEDw_^7U&o)0m(pKR0dJcIj^;Up2G zz>Pnr-y*Exx2Ajq+4)elf#J9}pU<4XSDsv*D68{9KFu3)VoMJ=y5kJ60$~|sN^m*B z@9156uYLER@DHPnZM-2C$mqNiK5kmFI;pVPZQNDrw3EH2f3dhuQwgZIq>t-86e7Zh z92D)Vq-XVY$&0FBI`4Ldf=pm@$r{XRuDW7kg|2nSx9RFcW9|YjPcz$oRY_}?I>S1=d})G z*wPcBWnHPgl@ed{*6PxeJI=P%DY#_WNPh4oAgfCUj3B_>IZW1R7nQmo1y|-VP4r~x z3d*?$G`*|}ab2MuRPqjDrF>I-x60PR?npO(;J)?rq~!Kjv{LrxP>aD(X7jO# zm6sIj9ZqdF@lHzulVN7HXGI+E%j1;kfT$D{89~WI@3b=~T5!q6qBo>*tB6gE%8A#e zF{9vZ3`VWc9JLKOffHK0k~i2hjMz?7GfRlllvUa8iyeIb*TbB#A&b?#n-g9PSKU7+ z8)>w}OJ(qB$cK}MlkS>Mj>McH;=oBqf$!S089lP^9f-YG7h~cBbj26(iQpBYD(8&+ zz0OYUPLt>m}mk@K3@_{Fjw!MW7o)AwqqFxqzai|W-jVn(l<;2&fngY8kIJP4Hb zc^XVx>r#mA?^2XbyI{LzE-g(WHnJkodvAjuO6+Xsw_J56h?SXf99yPx-d;l9+zL2> z(@aX9ZDT)GtsI9=U+ZoCveR}DhS5qgl+Nl;CSM@zSPw>kjxDX34DA#-KN5IJz&u+T zd7Z;xEB#Y7g;oB8kvmG6&!%Z6Rq1hYTsDokfaX8W0GMj{swKz5!lB|38$UtN*QAe` zbNU$ya!?AgCkM>aaqfp-*WjN2+$PCuf_4(w9|;&YMP}`$*epb@Hv5AA8Ps4ZS}JzT zxR(fgQ6vx(;znXlJ*o zpVP6s8CPd-^mWPo-I`hSaxF=d!0KYJ0{?Dz(-~5$bnwYamxVr?yE-#lYbl!_(3^ht zoADqk7>>-gXoN*lW;=;OSfI3hdIAKAbOfs3i?mo5*nmlBC(U`#51p2KF@GLB)?$g# z?H)K#a{VcMl7}Ch!#T=Ovu29|zy+K+$xuMTB>BW!)nI1b=qH>T|N{bFo`LzFAnZd-%kgfvV z2wD)GH0yd3HEbIyE13?C>X{kkK>F&42KJ<&utnW#Fq`*G5e^d$l;${^VoE)wPu(`( zUMLNXipnF+=z6`iSvL+oKWqSkzx^|lrYF=%BJKF!bQ|4=a`&`?Fm#jH-Pu_m{_T?n?1;3*q!=mcXAHLNfV*PaW)fpNC zPfud`8S-0gC*tqpKe{t2UwTo7kY)t8*f%0);i=k!fNrGJ@Curti@s~V-)X~c1F^v) z(Il9c@GwZDKi|BLa=l9$IzDyan#~1K&{=StGEN>|o@>CL4*u&c{F$!tlw*=H9({DJ zy~w5^N#(9bX47Z>f==%p{KO9XhnT+rpG6~|G_g)=m?FM7Hl=Awh0N(43JIL#JWo;3 z)Bdsgbm?ek5vZJ%-FtVY zA1nl#O%IQMv7X;ex>=6jbJ1g9YB;)*`{-sph`6Pa4 zQU2NwUPtGq2q{69`i>lAjK4*Z=W0M?syYgpr20k0dhqSE@@~Y&eA~{*EtAywD_c6X zb&}4g4(C!{i$-=`y|4MZ2|PNWrwU0JbPsWcGvdi*IT(NSn6h?|{ zC!UqtSa4Et3eGHD_v6L1%*ISn_5*tk%foK+LZae#YSl2sUdTJgT0B}z|BXDb;k)V zaT|T4iu(rulykRuo^p0*d|=*tXz%)_(^5l2VF|iW&aQyQM42l{-TF1uN(Wo#GM`~+ zVsanA*r=1MpwREZsYsi}*ie}lONyl&8&eg|!fRnmbM%KRIlQ#;+63wBjiXHduzOG9wo$usr@~dNu^T^&$&lstSaH2eA?OVlb zAm6=~P;PF3JFOZSNgIE3NY2*9`SZ~hTCQnS8B2`ghfAU%w><>e9-IK3zd7_2VY!_i zaYxj{Q4VVPiOl^mlJQnoCZV1@lDP>~{FCo(W^xCK5s%)a`2cSULH@Yd6rzGQ%-d3em!1Wa_x{NbNm7Jq{ig$ykyLbfk_oHH@~Ce!hEyy2i#NDy9Zzw`o;g z^iCu&a6j+k)K*GvkGEx%sC$=tUFHHI@m;n?7AQfG2Zl^lL%`6E`7 zuOG~|A5|uesi=Q{6;@pJiZrBwjF-fnQLmTosfU|=Xpy!GRZ~&4TV;gc{!@PwfcB}a z8*|kPa*w4uo8Pp5@uO;|=a7tl#OIdG(s^Nej+M<=c)5* zk1ZYj>hqjrzv#0zKNXAVkza1PnS*K>m*u}wQ6P+ZZL! z!m)sxLckgy?Y2+u5M?x)IGx{;QUk#!x-}GCv|QDpv1CsJ<%zQ~3^?{kaIqnbLkP`X;G_W~~jsOo#yLqcsh6H+`P$>-)L*HeZ_)IUFBH$#lh5jUAk6_Och! z3?d%oU)IOHr(Cqt(?ts z&rRuk->7_6I-7Vrfx))u^EZVh8!>7ZVlJ)cq_OAu&vL{*E=V7Xwuif6qWz>@P{bxOBeV;9c)m3saM@9~P!7**!WpifJXx4VYI;`ZtQXPc&w`n|`)j z(G_E`p=tIXak(O;U$C8!!B@wQVmZ*N+1bn=bmjdB!zGwXd|((EQJh0xG*aDr^C+g3 zeXyvgJ9iG=hjd8+@cVoHQ(_=X4r7XcnI`qccyl3@m^K<2It@AL8}WKF@2`AGDv7&a z*KTxMCUGpSsHnh)Vthb9i;0CtqOr^EruU?f%L?P8)nt7dde+?HxorD+!$)rot|0Qp{QDH60t4x02gDqyMg#-tJRX9II!9(%$x0E}6%dKtP^mRUla3u6nvR z;n;wXiy=4gSHsKRCL*Wr9KH+Uj_i7?-ils&!@)r`Zi4kpu{Y*;_EqJQFSzPv8P)Vf z8x5%UHjV#hb)%Ug2lUqHLLPACeQ-PqNk9?CDVmb2r#zD~B={d(li;$lzMy3k%q>3$O1 zh z7x338XE&x?5WZ_Uwq+TFRCG-m&(g}n&o0jd%X-LN(l(}T2})5cxh5nsm*;tgI6kfB zT<8iyYA3`AksH18ErIDCkwBBTisQ=nBY>UhP0~b_b21ptUP-AjmtW_UGDZM+B?ggr z$+lk8aW~5{1Zh%wQ#Rw=kSZcO|52|E*Vx#@DV4Rb=Rrd22B>b$z_%pGl6s0h09$lM zjJA)Ch*NI+Mm4**Yg~!>TA8FXTDP6gy4^@5n@?iUtm`0 zPWfQgx&G^oxqzq^i?8t|=hwEs5`46k#DxrSz;>VGG z_4H8ZiBO_Fi=AiPc|ji^T_6bx-`KG8+oSWw=eppm|AIF-U30LV#vdgcVLsoi`^wu6 zMNhOkWBgXydi|aJ4a!T&HfGb60|D2E{Kght3@X}*i)j>918Gdkw@w@U@ z{#@!4YwhK>%t3B*MDsmQ{aAPrZ^o3-K4QuN{F`MpDcycSh65#=wMhzeQc}LR+SJcF zzGE}a8_wnM>{ZiIj>*4UfdqO6j^4ycf*mB&)V8lH*tF7X$eb9B!NM)IHbW-94TlTJ z)&r*X+1fw$$w3EVhwq}n&~Wkg=m9flF_u{LZGoLiT1X`Yz^_HWQA$(Mw`j!Psu9V zeh4Y&KIK41J*sXEyond_wL{K+693h?{pBBtFA9(<^u%P8!_})+THfz7B-@>nO>6zS zDkV=}%D;E=)KwjK28p_V=w(e%cm}bLQ&Zs zWZyla+BWm*R&Fbfo$%9v-Bb%{)O&?U6quSd9_2-exuyg2o?P0m7HPcn?%3Kp?*aLhxx69%-#8- zdpSH@CK;FdG!f`M``KOAfrs%P#oW^|M8KEp{y& z&$oYfX{te|z%;PyqI0Q#SjSTBvuZQJttJE5ML>=`xleg;Qk+!UZa=zmMLxo_Fff06 z4pb+{41FXxC&tC7KQz@1)vUF4@{G_0GMrU;GdnfLk8(db`uA=t>macs4IlZEA0k@R zG++=p>NN9atYvL!g_?0!c!@mqe2w{grm6{PPzFD_qd(h}65ti=sU&f%78EEQp(Ff6 z=5e%g5r2PMQ2fWRI$|$H$kN8bJA{aMm@97mLU2d7bi@itQ*2t}v+3hGgj_#M(+|igao3T+ft&1HU)W^h#nrP+1nSaQrWQKFy_BEm6%g{@WLIR$ z6%9QTCug}7^@8oHI#Dv4q@zVaj)GEM*r40M@mix7#MV`$xHl@R>H}P3Tl+t@Qo4P* z&Y{JiMMJxOWtd6pLwK-3Jf~3BJSBUzd^{5&J;{WLJ1EB_#3i*ZlJMS}^|rS3?z2Fb zn>&B9@V+=snDzW*UBT4Hxn9F)lLdzjr+U^S-FXR$r!F;+5p3RaMcP)#&PsWIe|Q6I zHn*XWo@Ps~gpzB~c|8}sug#I!o{2V@TrB&JNAvJ?L=Zli3L;(xv+hA=Sr=`ttd-T| z_q-|cY?2B{S~GA2JC`0OMxypT>x{aITGzbZZfxm89YZctE>r5=QPmu$yXi6hG2~x= zNOvZ#VLa4OV5D1xa$6nKz#;$T=r=B8kdLi!%xV7!$}$^X&y-houN|Nr>u?k<(25|WT4A)^S{ zC1gkTmc92L$8DCGtZZdv@4cezy*USm?7bbw!TDY1xO3mX&;9=TlgsOMy{_vy9?!?~ zd0kJlh?ni358`Js+HZ%Z`i7)Qa{{e4Zpa`jdSXi}@!sfR$&a?4ih`B(|Qa0bJdIDdil7J)aPRE+RsOG`lIXY557z9Ybe_d4RSWy z7G@-_Po9)S><)SPTQ`JZ*htwCMp0KL8COj5?fuYqE+Am|BWf-6^KmQ&l7u>1=Z(!X zh)+6F@W?Uo#_Vr(lgrg&mEQ*O}d1khfDEa)L*gL6=h=j(g41RJ4TWtVn zm!^e~?l!5|6(ahFKkKDFs)wvj;5*3=)pDMY-L%<}3v|kTlzd59p5dN+-^JW$2E{=d zP4S_xml&*IUnzYVgbB4}RXgT{e@d9&@TF{GP|Z=03%qjQBvM@P!UILM%ePAPUcWXt zsh&T!b*t5T7{k~00OdxRw6mMZXu5$~D;-%KK;@NQm^+uOe}~s-YNaE|;`?wa%2znk za8AqpIDc>XXkW#V*8DB`zEu4mFX+T*ifJXHhZr3r+w=NEyX!e~YMlJf^E^1dWDDv5 zzEI1L*CPf3Nm94_Jz>eCMTR7m8z%NkfNYREvOVbyE*vZ?``Q7U;$b~%_O z@&n&?o5cVTU6ARhs+YE(7~h+?Un`_V)5CcqUslj{UafSfJ-qeAF;CqK;ZXM;Uas<% zc?`q28p~$mcBI%y#s!2T!K3bIGB%S}{TzGkhn!mU%-62gxi6Rc%nZ2fJ!iOWM$c~> zQt9zhKj*$}66anudWX|BKm`R3vZwwDk(y_$7RIc6YQ&fBHYIAde79j4f?%!w)kf;@ z;HEfE)5fF$VXK<#N4xBBYjd4BFgVzxtFkW5vI6?|pvY^2V2aGk zyqm45GL0e>h;3Y~qRokLTT_sz$^;FcJYqAM=Hdi)68~bk#jF3!>6~P)c0t+!x7XBP z3)6^WexW4CNe#AsmATtT<_z8fLOo^>!GN!Qtual`GycTudy&^YNVD@o#?i`iYe>ud z_m^=8kOdWqKTf>K{ger%P*!KPA9u_G59zXPW3NtuyZ@0iwdw8vUa3Wc6sVI_B zQ#vjCQyR+ybGEJKl}0|yH9Uvcv6QYnz64q;D@(%oFFPs97=WCXpR=_2_9IInO$@nP zYYU6$%?DWxS`|Gx)kA}aSGYFv$c#x?9|^ztnA+u)WkHXK7xz~?seEP}cf3Ew(?vL$ zcburjwL*g2;C#3EaZ2k#r1R8z4B5n+N^09xje2R=LoUqp4`wlpa>Mu6*6{gMEzU73 z(+uWE+T8y98><`XlTN_*EIme6t)fYNoK`NR@GU(Jni{@zT(!$nrSzUqpli^Qls~FO zYOSbqH!8K?SuHZqd=p6g4lNIG6-s+v>as8Qj3+ay>HK{?@2DVI#C;jv^l# zkq)iZP)xy{fB0Am8iXaMRnCxx3tbL&N0x+#mx)#VIFwdv=ah-%PFd%OxrFvm+20+Y z)QsrA2$rLV@`>H+hYkt?g%!{Vf=LV-Z<^8?yK!SZ)z9#cBmelT)G|N6`bBg%Mg3U0 z(qdAYDAK~7QyJOa+)K#q)cbvRAmFd$dzpI7oaPKN#&S|RExT|2EVf|v@gm>sLm{K` z9*rF|2Y!Io*6VFGstj1v8gzb3ep-8YH&TI7c{oS2cq&X-ti|v>CwIPZKzfr(#^P2uA|j5Sj}wv)-zDZfmtK_VwulwN^Q)@2Y7fyDNRtwi z!iip5&Z*6Cc7`yyIEXfO<0^+gMq(FHc&Wc~hF0jJf4{=Wx<()xDFMqd(^X-pD_Fl6p5FahKYSj1oz&6FaX&Gw1PRk;$C02LLjG>){Cluc&R5xr z(SAHW-TXT|7HNKBY(0m*%v_jw?J0A&nWpF{UdpRAg}NfwD0eZdd;F`v@Z%ov9^19` z_o8cz$A`Y`65Y~ME+Q8waF{sExg*e!L*B{OKrAq``_>y1f4rhV>HdpQ3@&-w)xLu9 zeRI&A8|~53;RqQ0l{%w-t)nP$56&ExU#To9uaAfE`JGtN=92{s2lE65_4Gu|9`oKl za`Ap*ThkdaE;^|8RLiHA^Mv#HMSY!mwI?O!3U@MTd;HKkLh&hb&eyIYV+bHd1xD=K z3A*q}-mgYU`F@+^D!i02)fG1F?r?$0ho^Zf6*{HMkYw7+oKIb0VssBCI7;8C2{UMP zxletmB3Jil`*?LI)giQ}3hAR+n#JB!qXZV&RM(jYS*uy>(gm|$LAY*gi0*PdCR#x3 zZ03(lXm<#d`#Duy*3IwEV#a~;ebhn0Q9nyU z!MXb-bnW2IP2NxkO)s#|6LNLV$A^x?b+sNN6Ao>! zx_BHU>qKaq{F4kAB3WG?DuxEtueZ>i56{_;XSZ(-9yxyW6EE^@oyJ{7rA%HtKQz$g z)Xbd`m?Wiw(@10cf>yqCeYw)GqLu)k$B;8>f@kg7_ZbdVw?Wr4~(ftzju`tCDE;KFc17=hRc~e|C`?KpJfkmRBA7U3Imp&3I#A z&&Cfv(0JIn(@-Ht>)c{s<+y zata)<9iLT0~A&G_3L|EXw%f86jYb4mh?-6zmTZT zJ_r3x2PES@e@G}MR~c(AQp=D=6zhhj!Y>3=o_e_`=9Mh@}u-Z&@7X5U+9{xI}0?+LlN(9+tT{j(A2 zY~?-0;6`k^LNFZb)}vA!duSThSR;dG(3pdJ#&M}(=@t`JdR1IBe%CUq8)An{WB0ce zni&-HoKVA=1B86P;%f2YJzDr|)xKXh;fvk7R0o&ZK>|?P%93dJCUa` z<7@E)c9|!FX_H(EtXm7EmfPe<9ao3d8{;(%Osgx8mx9Clp0U2@5gXz1E%jq1>do2t=(}jF2-QM}Clo$scg5H`f2Vx8Nhu>P>8joWhmfAxY8`OoF+@TcVnp8V3 zN>GeBL35-O=LRX5jlS96)>7m{9~C`R`LyM%QGIv(0FQ6V6rC};-5}B~(&s zjcTQ%?*w9Dwvi~hyV#d|p~h-zKu$#^f}J%s1jcSYq4eN3yf}RVmSefrxdxwzy^!L# zR<+lmsg8pC20oan-)zpTexYp2P}f;$NFaHr7(R7B9n(3CCYLJUDu93SzYRWpE`*1n z+}59CU|ykaC)5tyZ* z3yC>-F(W_Y4K-6m?;jc_Y3&17XBN1qZxK35l7EB5HC0yvH7^y{u65FprI0O=q;(?K z)~`S2;FtNh(ik?j_gA&yKBbjQ?TJYPO`rp_C;d8N<8xgtnqp!FsCAKTUS72PB(2S0 z7~fNuYjh+?8E)T;Gy+{FoNKwYXp8D+u)+|5bgjVnc+-&!xfRhH zXyI_eNcrJWpQ4Hd0ptUmja@?!Kc0H-UASlGob3Inhb5S$9dbQPaQQ zHOZg#dYprkV{^1-N4mRXFXb+lIAUkU#NCB_R52aNm4VGSc8GAGoby}_bq^CF%pZe# zzp4qO<|~ZxBWboR&26Xz<#B|Sc|rO_5ESez=#f_VZZ2DfcTe(tbrUCS)RY-u zKUd?n8B%o@g;;%*o6(8SOz7I+QnJCVSgq2kk~Yf#`TnW~(l@cDtTl!-9atNY%iz8= zG?IuKu%*ruF)c0DV(2l8@#uQVko{IJ#tQ=JM|RQJ@=$zaJN|1FzR@(W$`JORx2(iu z&u){O9B8RVK_hY8^TDIJk_I@3il@x=4il`to7^B#6NoIxvE5eiyyWbwo%2W zPXawvD*@i5D82jCcRoMWSxqC=8U4#?S_NPZP!CC+cJkD9ZAkM5#8Z)$lhbDFdkrPtLg(SyKGa->^KpId)2$un!tle= z+QpKZvdS{tIakjhpf!-ED`N}M&jNScs`QL&VfiYx^UWX1_3z);0HbOXhlz!O6D>}b5W+i1i?#$MVZiG+&u=&juL0*F)Z46kqV3|X)t^yT*R zqQnlvswrGvbHp!HLtT56&7Xi^fe^EfB!exwxBC<#_||6gCaPTwBw!E8>uAJB>gGbQ z_tfOCKQ9krj@_TyFC{na-&o7k=b3cLFc`dW0bOpHf-CI%C<|;G1f!T=Yi!tq8hTHq zLA8GQDkb}-k0pgGjGoSctH8UXfs}zBwKJEJPvA&32V_Z_XUT^sM4(J5DMh|watQr^ zSzv#;@3+8>6U=+#yHD%WR7)-&e4k*`NbplZc8drbk+pL~Y1p9_tt<<{w?7Os~zOr{Paiw=xJIAShX_tR86)P_h>wIYSnQb0t{uRHOEt*XpW7`#C_6%84Qs z-DH}7cMc+TpN`IEGSgXur#xm4-cDGaMjnOGjQqR>UxR8O_CNjQjB=Kp!{(|yC9%T) zbmc(z(DyT$x$08ttmzMDJU4TU5aD{sN?x_y+T_saJ$nM_Hd5qh6BIm?*pi9~;9w@Ccn#vTV7!!J& zXve#M@C*DBM4&vFcs5rgZ)4n**xv45x7l!l&su7G%>j}5!1~S%&`PX?e1^toZ$F=% z3IXicTQ${CV9xf$+Z+J}H`+wHzce(k0t$3nzd2NkwrHwWY{q1P(%s0{j)th$W9hMl zZ0`iPXrO{r^<#jqgb21Cg<3!a4c5vx0B(ujUi-C5Si%QpBlh+!!LCdU>;91~o;?ur zbAquz65NqBRH>s*zyn6RW4wUBk}J=-*=gC-)N%o{T9aNH*OkGaHh2Yw1dNCIL7j2h zcGgFr(`?*@^+(YPV(_~zR&+n|QHMx1b!MuBcQZg;nzfKKmiue^_HVdDxQl>x7vSAEqRE>RPbY_l9IQaEP&;*f#*K-6rG*xmmmj1Ls#(;?y_kt|2&Wvp8b zmstfB)z;fPjB~KzA=9`#v?{2L^`XGtwrtFPek}IEZO}#{wde zo@p)6jJl)?)Vj`JJO?Ryg_M3SK&~)aEFt}N4;WIQYLxKsqE*(0_9)m#u0J(wux*={4hI^UB(bVyQ< zPpL9{Q%~MQM;63`01c{wF9Z}-=8+idjSB;^;Yp}33E>-qiR~d9OHRO}`)yx%<&YJm z5R_!6)^E@dymPpn;aHdV<%y_LU_|?!dH~|0`fQZ}oSS|7F#0lCJ4$Uo+5vlVi7%V9 z&22QoY=4mm`Wj{cY&CXg4!?}#Xr`P5rvqkkXQ4X=s7*n7iU`+qs<~n=bJyZ?UX7xX z^@|NkGRo+{fdftDx~EHrB@NyePh7fL*sLSps(cxgqjhf)?pI@x%9Nx?;HH?R1ZyqM ze&_j&nzI0f;;2XHbq~A$K}=QwQphuiC*5+Rid@gdv7bHC{4t|S?CjN+5VDvL5pICS z3MBZVXxi<*vuuHdW{Zq0T|d7_MAapq1h0DS^f=p{)Y7ZR>Nlhg&Kkzq;U6KGJEzDm zdtG@TB};d_OdZEpIy;tXZV_jv`%rG1QK@D;mhqJOxL2|Fl=}j00yjV$x7V}51yPMQ zi!XqOdb~Qp#~CphRWIwlwmS;fe|8!~F5&E99-^;y*}@70PmH?6Dy}E_btfaK=71dv z`ygZq0uC@?zc(up;;<}e6UPYocX^_dw-T%mL4B|7HMh-BDJhREI=7Wk@Wt!^ zPL{;)X8W5(u`}`MH;w|Twe{zhB|f19TYWcSj|vmUQ^|7wg72X=JCSq{R+Ne1`!mH`Y$fg7+3Qa`wkG`VUAy ze_|X5SWC<8`>CJO-8aia^%fUxshl2xfRkJ|ywuBbIn{UxxM2<=|GXfD2kw!g9m6T2 z<*DW#{O%5ZAtyh>W$4Ux39f=T2N2edA?B_F@4vd&-DxDW+H%rc|J6>9G{-o_6@W4v z0ES=Xfl|nrVSuGTfk2L{;Vu9ns_Jg)e$v`=0nxyRE)8I$toZ%!ju!&z6unlB^gypp zl)8>^pSVr%kgu%Q16SDk(^#pQp;@M?>%h1a%fi}oK3Yex2*KMB{430Rh)nR2c$m?W z{k1*7B-ZWi`^m`YH_&nc3h)Qt_?HBpXMsh#%eL}>rd^R{>#4My1mZ{F9&u6W!BRGd zmqhrNwPxc#<2WMe%m*?DUc_+i{-{SE$I(BQGimT5cUb)#24Lv76e$p9nJVUIqQ^3I z($lXu$mpYJLGZq^Tgp)$#1OypdTu9QAp-$tG|kRWqNH-x^eC5pehQ=a-ibOxlAm0y zoQkg^AGhuq2Sx|1dk-&q-0&psLg?dIz=Qcl2j2w^`BE7@{_G}mR~PD^at3x3h6oEy>$OGJAZf&vq}|~ht1CI`7HZm z#o~IWb^|ZTq4nFbZzo5f65CU)OtPl6>99oAknl(vWImK-6aX+x4dsh*^#{jm7O&uc zP3d8&aC_sSX~BLx*)9-(uyZteUz=*LBJd|0y-JUvSk0)m_74`gB)AUr>cS(~lz zom_((D(q%~y#OD=ZeyeeQ2Y&nDrpLnwK}wg7(DeREH645Q8uvE zUQ=ly6cBC|kVonIwx6RxWz4p!2_IR9|EJ77ATMu5Rim|@J}{2MXRc*%Qop?NzCO14 z-cq^DX|fLmYry4FCuQdvb#SyQ`MbOe7P7_DdniE~k(l+va_KK9Z z=ut%R{W$y8QEKD3y%oget@jPZqT%&Tb6A(m7d?fIqU`qZDdoLdBHz^cc^!rx^zDho zNdd;)Lnn;`05q zw*UUUK}Ubi+oR5Pl2Fdr8Q#S?xMhh%KoM0KH^6H&!eC`U(lQO*St1`i%EVtLvq-M7 zUajrX6oc0Q8ud}jm1WzeMbkVAfi@#lkPdy$X5~y`rA{ru3^xC^bUy~*4G@J0MGa;E zcPWM-xrx$49PbuyzaY%K+6QtIe;Vp9a+rc_uh?4{&{K6~|2Vz{rSnBoOw53aQdQLO z;>nN_n_GEyoa44x5+#1@O>Mm&gRpi4H@m{DMdzdeciqeXe91BL^(#u$KuFyD&oVQq zM>v2o_yPbFBVNNKR005UpE$@_tu|Mm*Ng8chw{~NHI2jHe-Q#9b5_VjF~u`>UNpVDGrG-dS`_SL6R|`uf7=iK_;rcpTRR$)}qs2o& zR+bv<#a_It58`J=5v}lFn%f%Oj`2=2_V(pswE4Wo%RzSUiZGMXdxOPwtTe7IEDuMH z%hOB|CUY~(p80D@C0(Ca=-6AN=E6mU!9mlwedxNyrYOEe;grD=-_&l;#=Atjsi8?z zCJ(y{5t zXazv_bF6rRe`(RtEAtLol{U#18x6S$AR{|GrbVpPY{%e#3{3>DSjiWM*pF(p#0 zg#LRL0R?{&zRrB?ec9x;{8KKJi(qNWpF|K&`3$;9Ovlg?j*Ayvwj|D2w!y%jIC@{${iX zk1b~>tk}k&{bOUipex{O9KF|{&T->|wEwA0?I>6`rgbhMBb)p|I$um;P zgQ%9?I1aGF-*h|R?aEC6Ef`LVO3>bPUpo-XNZhM+$z`}KvQ)1-mXSz2{!YuO7#qib zqV@*M4Wa}~g7c4;RAUoNyr=f00x#;a?3EZ<1ISu`E=BCmjEMI302t4c&+A@=q>}FT zmMUyl%KQpcW1i&B>(srw>xiNqCFCAugX^DHUg`;Pkd89=C2t zX(Y|7TLkGw^Kc8^lg|$<>zy$hRD(#O3p*zL9Hg2YMIkwERvoGJA3SQog3~j5XY!%6 z|F}x|WBG(X_qdUQ)8pN;jA?^#<*^~r_$`Pa{=mlj@eeeC*Ph?=p<256p;cER+r!1M zDLwbHFAjS5v?}}oNe&|>rQ!ro?p8S-)~j;de|}0?nT;^xZ2+4|gYcq}_4abQzVApss=K4ABe)vHR8UIBWPf$33 zm={zE%#xDW^Dlm{3MC(RN#cJaK^zp|?AUeCNXqY~Y4sLUJ*OWA60iGbNYb@x$X9~>?MqPH#oer#w7Yf-2qDnM_IllOVi@g3Ft3-&~PiF zJ>{iU3pW1!^StqCoXzI+a&fd!XtSJ$e31EmR_%nQ%Uo&C1{H>kaGZ~=LI)|a&vhfH z|Ip*>6xqY2KANPTT`e+IOb1*^9xCmCs>*lByJRAV*6#hRCDiakE?}ej5_3zp1P8YK zKw_3H>3*cdCMrKQgOurD_t^!A(UbiNw!?vrz@ zX}2?T6yj{IZQV_mysZX|T|h9r6tNScB`HnINHv^!4Jg2ft%nLaDRc>5z23P9U*Ra3 zPj&-nWAq6Pom4{D{E#!CLfNDRp27Ji%sCOguHTn3OUB9grA5sj6go5rmRo2nTd0Eq z3lhc0MA&3^0zQLW#4pdBjhskdcv}WrVLd<>?xb8pPq6FAimg-$keK36=#g&ep0mYs zTvvANSctBdM|8{Z%>5kP2xLKXy?Alw`6DWnp1ba{3Mygwna=QW{npWjLbBMmL$eyM5wLc%~g zdv_r=l;gd8-Kc*&h8^qYPx*YOmecCF?9SPF%p2FPJ|zJu;Pzi?p2e7H>Nb z0f+|hk|7M-yWg!Gyr3pyA>@WllZ>IKl)x)2lzM0fI4n?eAtu17$O4?q5%R^`NePdP zqsFiBhZCc;W6Z@%Sh5MEu#fE)cR;pe`6T=~vdeT%m%btyq~XMh!zInmQ3e3_3A=P- z4d@25rV}QE=7X4S0!TYN6Vode`?GvDf8prqvCc4Sk_vBl7g$IWP~jEKsxTb;R0q@u zbtJ;cb(Vx#8~BeiBiwRzNVSxaTG+Y?cS5@s77HoV9T0OqaL#cVU_*P z`}81w*fS~@wL23+}To~DW|p@U$vqekKy)s7l9nCo9a5-mV+w?qdz36jGyhEE~bx)e}_0rK44h9_u;HDnGC-SK=C0XC>^Z|NV+7R`Vf z7ZnGU-dO9@pEE6&OXSiSUl?d!NU}AUfTBVCSDyHUWY7?BKIG)4bjLm0tzVm@ z?3uh6o;9+mZARWwk3iWj{7ER#ECA`vnw@>sEkFxhrM;jvM(a~>w4e1e2w{pAi`c(@2g+zOi2|mdL{_3ZS zeOV%^tXdbs#b(TysP5{|kh6GrY)S5$0;`Z@PqOX^&)a$sFn> zHqe_O*oQlARGshQ0joYgSD%wr-9?XJmVQDgf0_wV74^pYE5OvhWNF0$rRoMC`G)sf zRLTm?mUdY9K`t3YpKwnB7GT9n!lf4nvKKhf`|U=bpH{So@^ASA!{7=?{Xt9?ND(X~ zKHE$^*D|uQYho%V>J7Mc`IeLRhU+c>tN1)ED^}Of`2_-xlWwgpCO~&K36Sv^%nC1H zTB4cKUe9S-%&u9MM_8V$HMUT?EjngGn^l3idA=4w6uJhd+k5cNoNvXbV8x<39`H~0 zgcD-rQrYN7fSSDH5@`SuEZO;((vXV_3C9z=EpAp!iATC^G=U^6PI|Jj8u~`R#1Ctu z4mo9GIp;x@AC`0=lHnV;G{cdTzZ5hH6JzO;72Ut2|3PW(k$JqXFZ$7*@A)Od9$p^g zU;fLkEg&I*&D)S)O?BZb!4mG+Y+%SmZ1mzck=w9|-t)$=0hm6x;NQVQCf7232gLxL zFOGQZJ{NY$vce5;$9LbKbH+EY$&^})A806MYNEcj9As<5WE^A=C`-WnuQ)7H zhshL)R&SKS!H0~3Kqa`I!r1B)mefN|qFv2d9T&)e(=O1c=8HYrRn36iS}pEjL3e)s z;P$DS;ACT~WtRsOMu8F*(>k@cfd4y!WpR2{r|j$U1IpB)tGOHfb>{^hp(TVuwTEOWDRU@e zqZj5{JfQ^8TrJ!Kz3y(c5Yo(~#Ss9qwHg2cf@FUAk*(=Ez!jfod z^ZLRjF{2iNg--(2^gt+Q!`;bTwdkoEUn|EiHE?bK@af2ZZS6=AhTY^utfq;6dE^$pa%brgwm|@Kk*DhB8?gn_`6Ay9JO>?;?Q0GtkK= z8-$TttPW8V+4$`{h7JMNZ>dXQjTL4&ulEsLCvH0x!q?e5`d~3OLzx#T6ft zi>TJQnI8F#6$4m%2i09@Zb_+GVp)CNV~>KX ze&7+$&WQ|c=R{$2nh1MbxUEYI_3eF%ibnp#S>Yb5~+mP4m(0F&R@GX+r2eK!_n zwf3kkTyXB&bwyjLz57*Lh?kTT)Dnq3<>(oO_42r%*zB2*_5}8#&184%1VH|NJA;C= z>x21N?CAtzdCn%#jE&2|1h^_K;cr|R-81H^$cR~@hfgQa6?--TOLN;4p`K1m-v!_5 zSU`KsWH)WOvF)P^eqql=jS6$`x0Kw##YdY0ykcPPVcWOKY4By$8oKw%8v*#v(X#AEqkR zsx=d3-guC?S-X8eP|TRp z5aH?*?x~$U+0^c}f4rIq$v)rX|7KhSIj|WQ?2o6S2}pbp)+@2vX?s}QHb!mdZjpn_ zfB&g2W`A}zfm$$uww97wXQw_7SHH~x9Vw~*n_Z9+`>hMA)zVs~Y{q)ig`)F*{eLs? zj2c>}h2QMNzn^+f?lTpIy=KE^@s({Gz_}=%$R4Fv>*6P62K=pG5AXdp21i=w4`-!o zvI>4^0v3-rRCFFwXtK>$NGKqEsy4xrzh8f#MX_(ZgHR&Ax;XJa6g>EBo(Is`1!4cB z1cB{wFRvP-!&>(WrYBpIquw%#%`@WIiW@;1;PY^+1*sFnSk6k{Q5m&HT=$TZ#1)aX zNP+g(We;!RY=OwxT-^$f;pLU6_Qr5@89`ckzoSWBoa~m3@o9nKN8{g;^*!1oj-0~9 z;3Smg@i?sjmWfq(U~w$9dP0|#m3?YquKre9$R|)j(>>cK?0@%qV^83RSF?p_3Ieso z?*@i_PGy_=_j3hpT%pgfA@)VeI8p+vcBySN=cDzT0<%p{=ZY&szx;(W%-hrc&rPzYCT@_5%Wx{ zvNvE6x)}W93Z8qmIXlRr(X1dsLlbVet`C`jE45f0R4<+}Sv*)iQ})SRlS%d@SN&5P}-P7>Yf1lL?O9 ztm2B!1^LeA`sITN&G}GE*PYGAeOI4NH9dR#+4U9%%X+A*u%t59y?DC()>+6)2P^-0 z`jjhZ$|!Pi%MQf1ItQ24wW2$x%PM@ftOo&CQUs1P8wk5wdkAQlwCbLD%q0BVdEYu) z0kRvxBGM=Wc$`1!8iL;kL2GJq|Nl7e*DrtTR%UKVnP+dH$J!@ zSii)1qXXVE0SLQW;24Lg%hDFyDEqRze^?c3nxT;6l6~s74z8XJ-1=L!O{`wL&;-dd z{_&{KPL^gTR9U~Q)382c3VOB!!E2+5mEj^J4louU1S9aAji0jqogl!TRKb0f=feUh znuAkA)=9j+=D(i%#@X95OS*zjrmCF<>I$r)kFb_SKCEJo^Ivqb=P>r%74FAKTol<_ zIVXVQKoQLU_1w7F`tJ#pjZpR_U1Q-+fokG3>u>6eB`-@Bi*q~`CC(n}Qu#b=BO%JM z3yJ@4)pn)Ih5fDCp2M$yk8ULqweJA1P!<^iBHsPkqO5-rHiD)!zfFK%n1kyp&>*ri+?#bKSYv5YajnjD3&H3Y)0EYI*Ksvbb=v4ve@4da zo48bLulPTszqL?fi%9I87UJKysBQO$Bz2CTtmB32OJnMqCcDMJl&mOw`wgohElc!ioWi#o0IvWQ$zjvT-_R#OENXYKJYaWVDEnjNn|Xpe@~RDPY(2MfGK0Tp$$4zE^L4mYZG; zqy3$mX4gGa?_$nmnf0I9R|rP|wUzg4tJPaZL8^{!f4b$A;x|e^dwi?nM zu{382=G$sYPT}Ej@~z?j2hCB?Z+}CFsKUE@)PWI zW%{P4<|XzYy-gb{ceiUK_Ra8MV>!#1b)=n!CcWxsJH_+{KE6n6ID351*r^7V0I5Tow z^s7nXbPoRjSWgmWI=b!Jf$hB7Z`#POSX|6NB#=Z}jqJ;!7&1p zbLi3n)XUXIW$0h7`yT$8&g2SL^L?FRX5@7hJT)-?$91=IoIR4UKV3?1Q_OkB<4r|N z-v4yndW2_RHne2@y1Pe&n8MoXe*km6%Vz_h9kyHat@x89Lgh5$SUsLG!R6U349waB zPO(Gl#eXJ194vB?pp{%8r{H*<`p8DLlIDr)^gbCr!*ADZbcW&uvxoPR%J|H9=)FV7xoS`Kh|cD(1D-bRC%UMY}!o(UQ&1rg0Qd zbVeV;8Q(SHVk4=u2yqI-T_J=uFvl*l02Oa@X5}YPx>o0$x~@AhzoWkI7zT#-C!394 z9d&U@e+S;pJi3926JZ6o&|i?|3=aNjMI>4YAF z%+LhdXeh))4R`dIJ^t*$RUxaf=wex6t&Pt_;+8VZ*;UqxtF_yw;Vyg7*|!zH!i5!?yh3W2y|@ zghEnJ6IHK5W%YLM%9YF=^u9Y5t0fbf!-(Bib`rF>GHK$ZbYQ>IwgjXZy4+F|M{yxQ zfx+(^#v$&E0gYm!3oQKErg2?wxxSjSH`)(mDM@95j6KeZWdFXm98y5N`t&iIhuzkD zcbiN}*VW4AN}_faCbKKp5Nrx6_d8r26|CY;vGge0=?rzaWh1+h!L;^)=)sU;fw8f$P!|F7rR{@XEA5V*Sxtqw zcJ;XXY_aRak%**>CwG*#KHwOe1byVw6-t}HL zh5>LzIWKa#Ki>KD-D|(QMehWRo} zQt5DAfqNfc=BIFBf5| z*ne*(@lGi;B$084;^yvz8ajXzbrAMgT*3;skpj?{+~XEEelzE(Wh$3rrC%T_)6T8g z?-+u*x5^fsgN%NB8nf9pa|PohV!iW%K7L2hq|GNYQmkCTbnjIec!uB#cGd0GsEQBs zS==8+XcA%9U_*Ou@oG*9*%GF5D(sP@@j9uAy;dGPM} zEH~)NTX3UxQ+#JxEeon1)y;p9LfD#QE&gTnv@fX9InbxLq^fbMU}q^CYBUtUis85n z7N$UCCq1u@7PH}(lt)VlDd<~!!t07!{MFz(FBh}lyLvck+RlQZCc&1#_5NW7mgRhX zJ&&Y-&K@B#+jNSpkjKZ5;7%S?X+j$$id=99zMR| z73?b2Z?>~EN^s_G^&L0+wWbLJ_0*p&=sf6aO4;v9d%9M*aA!eN!^2qTEtYrw4k4!f z03K+btU@3#$&jO3cqqC<9d894HFLzZn5MJjqgr={e#@Wkdja>8slWO30{H!|43b~9 zemYMzH>~l66$d%Lty_yfB0ThdCARkVJZP&U2>*->-|Ub9^T^AyYV`hM>WY0{Np)nt z51FV>du-C?7oH#8bRFP&0Rh*!(gQT75(!K2+Zcyl%1X;4sg`6ZoPqWH3v|v*PB=O` z*z|WDIWSUEI`|$`FlJ!`USy1yY{-b9pb-%S;P7^41GlFjvT1S zd0rmOda)W+fL~t>z)Q4HM;4ouCN_StdPu~-_gAB6DE$$-9{dYr7YZcad_FD7&sE0V ze__>Hk!wngx;_(oY#1i&F6`vu=CpO_=mhg$zsi&Jm9( zgge)^_yw+quBQj+_m+IjdxX^Kj@;Oc2fbttFn$R#mt*3;g9oars1xp3;uqJGF>LI1 zx?`yC?(zL~4s!KXsf*1FiwPT5e#TStVyUlv8TRYNri$3@6@;dPrp+F|L_S-KD?5$w zfWD_+bdXPUX6e7!nigXBBX)abdM?SgGTL8mDIuu_9^F_NE|iLY0mACZw;k6!%afIz zMSu6YsO-V$6W_O?jCxOPunf^5@DrY8gOB{H`EP0-55bP>@B8Eu62kA2mvKM3N=a5# zh9A~32?m~jbJM^7SAm&_^0vH_xuWvnE9DLeZ=S?k(iMDqSML7_xxJ`~*0tFS?bso0 z$&`efF03xf*jqe#a1*C|g!Djxvqhed?_?HiF07o?hg{#rob-@Tw~O5XTA=;f6^9KJ;uR15gbKeb`jq;tF)Yxi`^*58Ihzmj}CFk1c%s>xmQ5 zbq~O=lxy942t+mS+%KgA4AIWuPM0YZoU<02F5n7i6rI%IS`+e(ujjzZ_3;O+T*q-f zl7Zcm?PsrSr*!a zbBOhzGun4d#gX2@91ScNDJFDi-Ho3vPhD*cA9#S}>Kj*;wx*EP!9g1)i*``p}0$ zfO7vxe00g@V;d-NN;Yq@t~gdIP3q1{v+*2Pd0%%}7~)7ZW%(Hl|1JW$Nqvu1aBa*c z^cCp5l0QK{dBm9p!Us>1Fan*O;~x$!{uChua0-em-ok%CzC)cXJZu|thsqUGZ68>z zQlnUs)E~{BHtQo#1nA3@&ccTn|3?w2kgonWX2QKWY7227quSc7voAf~EZ)Am?ft`` z+UEt2?;}QHU}{ZK?XyWxxtQa3+!+uai^yYmkNs6RH;powo%VTPS0Rwa+!2Ii*`1sE zcMq@|&qOWOSb{b!A6E+;7=4Tg3$5D?3(+O)!nFb#{fNVBE~ZDJ?V{_^Py}^|E7sNw zZ#6P@T`pIQ-v5~?$#dv=M3!+YfZ|lq34SyRfgzePZ271-=PotFVH0}+f3PEvk`O*W zLl$xcUb`MU#q+%E)%^Rh+a1vNxRy3%x5w7kEwEQ1=OjJ2tTds%q!J@rHE6!ma{okej#0erxMvX0UWCS9p9TkRJ^2k%fM@=G=<4J!GpB^H zy#Xu1TkcR&Wx)FTl88rF=<0Yd6Zwu<&*R_mFVCX@u6u_hTLLiv6UcC(soYD1L5~-* zOl;seRoK<@9AR?*#g=1ICC*Kl-`%pm< z7QdC#$){q_gebD{g>5mJMXYS?FTeHxg?60!9O8CpxTR-3J3l99{yMVnd9d?3Ird*m z@}}Vi%zPP6oi9-G>3qj8XS^=YRkBpaWA{DvF??cz3B29Ye!E$%?U_LC&#h%DjhY9} z2x@0~u*r~IhUnmH6FlWz^D$7@!m%J%o?Lk;%Fh$6B09+Fu}7bn!I+QN$g!cq@R*Fj z@SWgi{M^XM`S6}GFWhHWAn!(0o5}w_5PmA~S3oEyYL5I5z90q>C(i}ys_(RX#ZFFj z+(AvB`FZt@w||DMWv$@?XHVRlShk)&uz$RF;Y?C$p^2)_$GMK9=4D?a%${@IDHKvv z2SWr+I}B3JBRkg$6b!lpyIk@a*CSP(tQ=CtuDXV{iiFu=g?P^pCoBISd+#08)Ykrs z$KF9jMWtC#Km@E*DK-!gQ9wEbrI*kllt7}0s0b(s2nYlekdE{oih%Uqo0QOd351gT z)(%KK=Y7AwnLBsp&fJ;1|2Uku*Is+AXFcWfl)aYV=k=V@l=;@NU&yh%G^6UgBIsti z`Ji)_#n)`x_Oq@#Mm9VI9ZO<0v%ezf|If1>z;D5S8k>7+Y$L7~?Rtl|!}wbSWm(kP zQaJ@dHEPyrP1UA}_0$OAa+lg0wrzqr-H$taDP8mhg4q;wIE)087PYqaVV7$5j8`hQ zp(wO-htSn|SF>QvuGH&e>#6vN!FLRm@>4N411SfdwFE%ES%GSFvk%a$;|tQ4(gvea zjKZNTb4Nv?qb`mQe1RA&mszXn{mPKGIh)PbZ$Vic+=az4KzHV!?~t`OP1ZZH{cTad8$Tl-*?P3H2He7=rC`_4IS@XjqYGz~jn~&OB_z%(SXpI3oN`dJR$6j*cefm9 zrR-yD8l7A3Q)HR!i`Q|#UH|Ku%14Ne5wTwn=dEH;`XXxtyk5gNCwHZE`MT`Q*Cv6d zez+X608I+uR(ar$mPd#~KCyFG^yCY2Igc?uhT$c&%m}V`MdfA3vT>@6f~>BMV@ARO z){eUUO);^MWEQ|TR8k&44Uj9p{sP@tZ}_c^b1@61ic|bOE-|Moar+w5RwsDnMdoT* zPzL@R$4*g!Jzyj!^6DQVhf>|fge&9upf~OfvIV;eF4XWiXPyt;2yGyp9|sa22wRLo zdTbd-StP};s?w1?YSL&EVd5x{aX;l2^2xDBC?u(WL-(?^Qg!crN?FlkiUJMJVUEG2 zh09L0tj9);x%Zm0n1g;XT17}nDht0N4xfBOWDWmNg`@q0qLk>OD0}Rn4Wkg(dxfLsKfBC<*v*P-=`OkoE3V7X zz|ucWPEGkiiU1velCbF;w*Zgw`LhX`2A@jz2-Sp?!SaDD6YG(lECes8225-pu_?*> z4@I1MBp3`6Lnic32YJ;PntYzNsT59oZKDUChsDl^xLEpoUZUx}*trVMLpBXiVIY5< zOFnKo164U7fExm4D0)Hi^R>M6!u)Pyv(hCIMS3A{ufPZ)dc&%`J(%Uzt#cq*Dqlbg6;O$ubh>Z0Z#e_B;Xw*p#uBZiHdBJ>QK>tN15Q$ohdswOg&tD8t zWpsxed(}{i3Jd*dk!de(vjg1-be#TD>nq4q&+vM-@d=qKv?dhG@pnJ+HeYp0lfLNR zJMkkI+=Z!r*?6?dAw1u1R9yKY?|Q3;D7O_i6z7?-P4B)oMpA8c^SX48!^Dramd7AO z^vA+N*9O11{^6I@EUBAWmQoSPS8a3n1|BE8zDuaEr<~>0BYu&N&?_wTe09Q1)1-wV zFIX|&4Ng}3s(Q%Lt4eReA4mg6agYw2>>##W;<6ax%YcYqb&_qS&u4br=%F6y;KY;N zX{(PwcuUIr%4C@8(zgb0=8RS7*%RNOTtaG&E~ht8&V2m`9(bG2FU0UcRMkQN6%58d zt6etumEF~F{zS>JhK2*`5yh*mdk)DM#&)R@-f}6;BbRp~p!X(v)q8*fQqsK3U&*4s z4|KxEx=ehIRm=f4$5-RWr{kI#6d^BNY@8x!9UUxwKXIt!9v02=>c-f&UpJmkpEk{! z{hC8y3IG9+Zm$;Z?DSkaLyBTBIP}NrB8=w{&G)5ON@j=EIK7$DD<(4IL-nC0S5_D5RfsRwtD~ ztOfGK^SoN&>)N7uNWy!GF=@xkzK{qi%jQge$}>@zoyoHTD#F0lY2qe+m%BC;J1Qu6 z4gr-q+luBvv}|))Cm=Cf5Xa_)JC)w7& zp|KVw36gRHA!H96{v!sSXo5Dkbt;Ta{{#^~4hNtyqc3hSE@3kLVV`nt{oYoYSk0Re zaxs~7XF!942O&`xbF?>Bv1~0~bS9niVO_IxXbytjUnhOu_LsU~j9ruSXjjhkKf^F} z|H8j{-Dhx+)mJy)%c(m;<3;a#?(G9!s;y>mWUa z#LTed=f1{#(D=|42!I%DIhDrGd?nGg(0H~ug`o$EHenPdGG&HxhOP6be?#GA=P--H zS94vvDB)!>@`jwc4-fH$qMl(EYs~VZ6k|IdLfrnr)AP>4qO9$E!L*c=!w{^;&zAU9 zBCAe6h^5TRiDF6-z`^=7+PrNk+5fWpwEa&CRKna~a?+Y=cv2FaA=8(6%d?p4y72&7 zK{LH588WmZa0;uZ&y1va_>-=jQF83Ig(Gy!1vtS?vA}eez^uWE{yns{QP(EhiPiHL zKMhqGQ&IsdUVr$trN!VCr&&x~%)wvT_IXG8^-_DMRHn~E9lT2p7%3385<>W_XY_(9 z>V!-sqrSp+554OX!si(7H-I(8c+^4%+hG^0QE{Xdwb=rv_3O;Bd9!{L+yomHG6|iC z_?lzON(X&FS9Sf7-AZtk(=*b! z%p@5n63g@Hi_i?(ti6&ybEx(YAfqsoofI*t1fS9^lcL7s z!QQ!s;=-PJKfpbh6T8p8P}1YFHXeGuPFB}sRJ8X$QH)g+g&4JN zn3v(0#*A;jVcBsInvShS-y{)!&K0L{-3E6thgdf~L2L=DWaijVg&LP`&e2P0e*hWgx+sd0Q>{xx zH-07?RrZvx)U1wkDymTY@1z$KH_r)y99BVhW4rp5@$!|nx4!qyep09|qDxV7Mq?g> zyK?;ci7h^o8A=x)#rwr_Q+&2wl%MR; z&}?8`{jQC_Ese2+J2eD2n8mj!clPB>e-bvCR%glc)<9NFWTk9&*%2c*SKJxnCEWTz zw}Wu^y0%Dn);z(l3vjSl1qBSZ6e@9RK8=Z+Ec;I9c^Nf2__7X+6sG#n`;{Yed@p}q z$Ahn2p_Q&YA#D~Q8^?YWs&M~SDjNam0dN%vz6qZRJ3sILr8%wJkK;=g-|4<=!{*pX zg%;=AP@5S~%6p);TEQM|XRSuR_t&ougJ3`Kt*jEcaj8ihkad6H3SlP773cL_;>K8N zO^Qg5%CGx*q3Nk?`7>_#P*G)B6UfWMXi_3YP+QC*aw05CTH-je>k`0@)q0tR4vX&? zE^#VyP~b!&h3}x2Vu>KoG~aC{=q1bwkYW_vK>bSCE#z$qYDwzZ8YDJDaDTl@=*USM zBYpj|z_pF29B^mzpZ@&RUArDKcPkWxLV3A0 z#dm8)-}F|)0^D&=Zjs(><_OL17}n%c0H0Pcb&P?)(7gAuUF+6&53;_O7uu3??G)09 z*y3npaT)sBTUm{QXrY&X$S)?8YZ5Xva%iOc)I}tVCYPGI1Js>UHd1nNhae3@xkl*J z4!zCBwb;znyRy4h&-D>^RnN2e>D3}AD!J$5)-V@*fm=WItwi^G5>L$gzgI-zAt8(|*qffN3*HZ$=W0$-aBCDdubYrpbWUQBA4 zGw=KB3ON|Nl>U{bJG?b}E$w!zd$wyM{kI(lWp0eUaEcq7^Ov)G#f_w%?Ljbz_poT}`_Zp{GxG}VNQ(23Jn z1O*{LO$$mhDm~k$Jvf;2k^kWyclc1(@_Lc5Z2<8x zrUm3%pjU%yUG*$W@Zwv~`p~h7%Rr3Mt?f~>gL6zNn_{Huw>9^JuxXJqNT8E`P0I0) zc>OESFDAWJxqx}`49GBgMSS+v`2zq0+d9wZ?u!tZ4}|y)ySOF81(=Vu_u+zBGssXb zTO0BJlws9()R$jzoAk*;J*2pi3$j!qUc`|GNxhT0oLwW9qOS zav&#&lGw6M=as>(>19o0<9hTbcO+3`kaN zG=s%!r`)d3sAYFvS-x}8L%iUh5wzVWwj|Dg+W~=MAhy8-sHVcp3}!P zwq@)sbO!lJb}HBHn*3n}iSXI~6k#nfD&<>l82F4#Z)uQ+q-rsKmgC0Gm_?n2N#D2fv3R3%P<7JEb?P`Rawb0KnLPY&{#4yYlpmV9 z*!cL^ds6FYu)cHZd4F*==h=p3AyIZvb0z!(ib`ReDPbK7l{!i+BnEM-9to3fk##2w zZWIj)#X_YzmntCeK*_#Q+QI6?ZF{({Pkrfkq^Sb<{GZ;?0w-12G~Y4R3q;wX*6D(o zh!BV+{G=x(tAu`^RMj1)~()so;&twx;Q%JPzgW_IkD0juJ zs#`SHfSEfeUi`aMr{FbJ)vRR{_xLi2MjB^46|2SHPaIw!YRvqWhcUq@m9LoyZ6s0a0`o+J%{>Tp{m9iTTr&bS4LmzoRvw$ z9y8j#5v)N6D8}-|K{yOsD^m3idOLL4NkFm;(kVENobaPNP1Z4TKz`ter0Ts6-nG#Nh+8Tl}|{=)+4;wc;g|W4s#1 zp>X81#}#7D*i-pS5$}>AggkzCOMyQqn?XRvIDe@Cz)EJv1dFL=y#EPaC}UZWy=A&! za=;kZh@=fLgicKSlK4+Rt))R-9}c0R-y6o*=f4=^zW}J%3XtSeNZa96+G?OjM(Iz} zKV+}fs5=H>8)NDqN9aJHHO&k8ULgLTafp};6eKY7XiFz!M68=gS(V~QsPOIG9Y!}b zy%z4ggj^F>%FN9qwq`z})@gcby^-%78}n1(+N8_}4a=}s2efXyoGS4PSwNKgCHAAq zS^bg0{~6`QG;e8o81IL>y%bSiVv_&P34G1<{EiDgm1YEr-~F5FO28Ou6z_(+=l>6g z8uJ(UGsDOZ_eU|R zWrA#7n2Y?#b%lSy=}Gaek&Z}E1o+{96X4Y2TSftkZcpW0X&Dy6E%*Hw0iOJe>5v;$ zTqPS-T-~oJ*(ZEpbhG8nkHCc$6QZvBO0>pn-BOS!%QAxibB%;fP`T!?GY-yTzyxPA|Xs0A{aoB3bZcGtLTC3rUeAJxROM+7v7c*r<7QRmJlyA6@v~z{_$uV`b z626~PI=1x^L~3itEtnw2$Ezc@EE{SVn2YBA*vyPhaGvrC3jM4^5AkgV)udaS1w6ch zAL&wh#6`IDiV2Qr&Rz~b6~QnSckd%qB%IB;wS3qk6DiUw-d2I79uJYIXnq>g5EbGu zrxd4R3FH=xP-7pM-B-WEmpu$iw0lAi(6yzHal#;4nJOa0gJH;n$K z^RXHZ)*Q)^*{(~xSv`wP;Lvb%j7WeWbX`1ETYKo$&IU;5*QJhsw=VO4H}E^XS1I4Z zem*vqV*IQ(GGGv;#CDAJvgLyBK~(x4OqP#V_#ULnxb3V#I$$XG?QzB^jW<;lG)IZBc+qR=XtstHT! zUl(3=8_d5N&;Q+QyY5@d3#3^Od?mVBF1i$Qheuvg+lD+}qZyUXf82$zb*Q5`K^vIU^l)JQBqp`iL#5Lt1*AUQ;m}X)6PfUxVtD)up_8c7=$U z5Jg8C&ZO@<#-@rw{zlL0;cL&zl+;o$udJYN^sZ~&OozUnDfr8KT`+Kytsu?o zyBF`d@HqT?^Gi-s1hGC1Ka>nvL2$a@mZUFO3mufySj+0aO_%aEj(0q|qm`Sh8meCnXBX_-ZMe$B78&xXaC$Ew}k>-)jZIlzc)Lgc>uYjQkr!)kXbLt9z z_iV)2;_qQ(>e}zIxsJsO2=%K`p`=)Bn2Q{Ft-WYZPmqjGny84p5VC>~A4wOe z5GhxNn<2zro#Y;MEWO+fNK|{^NN584`bv+K3G{6uhU@;8DZn0Do&1+U=k%yC^W&%|&+)Rt z>g$~J8c$SzT!Ijt7~57T1ZIcavFh6US#fRT_Qw0!;NL@+e1;^3S}5;7MeUSVQjqBj zN@1#t!!^H?6*%RMjOgLOhO`W&F$xTj+zM#I4BVF9SE|psMt0k7s+3hHJcB}xUS4-+5xPu&5qy<*WjbP{OFD?fp{NvEskhXj8f0urv`8!@(H->vATb~3jU)tKas1wA_QmuuM*8f<-a82%EEp~qRVNAv93c$X}Zn}IhPUETRucT)V(AhP@xbxRxTer z-#xU*6|{2IXc^l?b61|UTW0g-HQ%jvl>d!k=5Nj(T5hNRYIz|*vD7(7UqnCvUbV__ zW2<4eP0W>pMYuJylT~Ub4>5l@-NtheCMYkyv%v3I+3mCwtwx2$@cN5ijs(tI1F5KS z`kFpa*EBNOxkRW}h}?YP;$U>gVyHc_c_fVo?egbeq2c~>M1muF`)zLg;&BA2-4O&(Z5o$YXw5Ub!Nz*^kz_fIkV%IYAWW$B%))t2S2aQ zUUn1ZA^+}Z5b9}J>wBxp%CtFS8s&UJ)x4evB^Xvsb%jr;0$1FRuU|^wSRd!9Fm5U7 z-!2I9Zx4EW=EvbVsrD`MX}I;4SkAA*aNB$+nMJv#sf0sKKA_ynQ6Ku9n0Tn2e)Gg z&Wi5_l=q9BOUTQ!?40Hdn)3-2;l{P@#C_iZ2u_|U9+In!bbc?`_hDjB&oGL@MRn;) zO5%-X2zzIXPrr=lY#+!9^Y%t@07tFP_x_WaigyM*MJwlPTSD!_G<#EH6U&&s2;*Js zN4HISlZNouUZuDby(tQ_CWx9EmE<;$Gn zq-p>WQ!FT*C0s@hP& z+ji&9SML60_==nb{4n>Mxd5#-c7ON_TVQF9&eYK@hW0c7;$`b0Y{K`Uzv zO0By$9rh1c>ys0Lg2I;OE9JxE&8iYg#?iZJg;m_c&7+Qt);(2$VJkTYi|RY0XuH`u zqfUxsuy-tXhOvdjdY$%T=KVFjb9+$5_^!GqiI?5UlaZFW^}QpVj_NBxq1?vMdYk&Ew7F~4QcBZ5E3uR3&BL++PMz8P_XSz}c4&=ELI5)Y^K#klJjb7HVm~+m$ z#~mkAvsQ=R%;2GuC+d&r3|n1(d<)wR1UauLxk1L89KZw(-P zLDNHym+%$4d(BaEE<}wo1F(pcD^(V!*(bolgBmPQ7leSsFug=?pr-S3K%mw(%+z!L z`cV#_d4?6!tfRfwX7{BEa)6V|+Zc0mwn~5@*R^_^qaLC6{P_zTy&wg0rD+$+37f9@qM`AlB66-E2k;tiBNMGcECat= z15S2K+im#XCcv&cG9Vs_b5^v-VDicGU8)jjp4QONOg;x7W*yfTJ7v=x5~5W-cJVhK z*kxdE8~=TKEvu%nLNwXJW%~Lf;Y&)tT;(t2irp;t?0QGUiXK zWwP|h(}ogCTH4pn!8$mBsUWGF&8sEm?P@oC#Rrw)LRb0t)4jEVVKbfW&G70tg>fbg zME%@IrzmHr^*sVcc=Gjbn6-xX>nL$ke`gCrr{#jC9wB`~hk)=mGDFZkB?LRI$*1sJ zb*2aW?->Vn=I`nK)}0%((KXE4PvJ0NaNDXkO~-Kwmo=K}*MFiLFg-K6|-Pr9mBN;cr$MnP6^pJZqC0hOPod$ zekCnw`jrmvwV*|X$^O`i1O5<*wwC$o7C}nCK&DS~xXhw;7uZ!>$I<5Wj0+=;$7rUe zpKb~Sw(+=SUqBgNR``;?WH=Yj`u;+9Y$a}8{-!rzlK7@Pr)|6sBaRzn+?Vcjw)(NI z#lx{VA+?$p)8(31BCc4AZErOKOq4CeDZ2hNtLeF#A`IL42E6f5U(bW6nASNNwXJFHQnBJct`|AN=-jxxX0XQGQd@6vsDZ5sIPw|a@};AAh8 z0(oq8)C525M&RvrIk;fF-LhlKv!k)q8jo=!6%CCWF4JG$I_wa8(0&nH<*5m}{hi0? z3@Q^fS>O(Li7l%!Pgp@E0G8n|KS&uEhJ14)uwVPmOXn;YyGUYqiB@05xTjE%KAW0T z!HBoukYm!Jmml@;&|mz~k#gXxbfiB^C?x_?=c{{flbo=+Ho55EZ7wN5@#uB6Bu5HN z{Wda|p2c-5h@j*MnJ!kRf^KYw1)Gs7>#N$Ed2x&Q#shQPphey6q3%57K@?qgzix^M z$iaSHEiAijz7#jMMnA64qVCJ z=K`Zz9#8JTC(g^K;z2bWwvtNok=qT=X8Lxdz}M`;;EBMe11`;6kXiyRRxTE*-yONL z1q@*hUo6fy(ub&YA<966qWX*cdQUU{0w<(mU>dKsTwgKSrks<`gu$X&H$8dD1&I@v zqv4iM?Fl|NDGhIn?-X+c=|94u`P~aLH;>;TZVuX-KKcy5rJU)+o2mtP#$~lepcN{8 zmn%9|hw_z0M|WhQO7YsjcQFQLqhm7s6rML!bo}$0NRHjpO&u_zCr&FJ%$H_9ImtyU zsy4lBv?QwPNQyA%keI)_ClY`bm$DX{&=^6-Z^HbC;0kC zFrh@rm!3QN03c>t5tWz*Pk({05vxOa1^!dlz>;=Rz5ba;dnN+%euH9)ZTqaHW2n02 zD5cA5e|1@$^dcH44#p&X5W``1PAA2W;^|McLmq$I(ZAZMon;8&6+oBP6Yp?CaSSDi zUb6k@l*&_G5JkYIP~V+&b-I(wige0#GD8{!=2VY$S)1WSomDi|-T}P|vu553;lX-J zev^RxIYtxs83Zwa_rVjQ8Mx#P9kPU}p~g@Oaw@;M$fB++Az7;F=b;cz7B8tUEkcO- zdnsjmBSFfiCmYlZGU{Kha+NlJjy=n~Gfgw6#P3xq6Z(gSQ9qsBeRQ*(NAdg=bh>2+Y!X(@d0Tw_Ff10O-clV zl^U$YRR1VzTOi6G(9V#>qK{H>qAEnBGuyV*HOwTElqU~gxd)*>N&rQlUflm7kElo@ zH}IgbE>yy|p`sPcCkorG9&s-iN?|YK(vOilW$-~$@lBMC_L?8YADme3`V^C{Yx?{F<6zcjqSxtsjQ=Ld$r1&$kf!P=j}j)1kHW?6AOh2 zmVAE}eW3R8Lq`8cI%%sc@lN{U_Op~wXhA8JJ?q}SBbs;2y2^`usJvM32T#4VLa40( zGJhPzn3DdAn^-3Rz>$n3#6}%Y9}g8%iHJB2x028;jpxEkT?R!3SeaAcW894^Y1ey3 z@BH8Ii+HBK-&(MaABe4Xh#{+1j~;fq6=1Zh#q+>&m*{UzHvK!O9|=K= zTZ~|KzT<3mFz*ib4JE~>8@+{OESH+Sz;Gc(3YzRgFa1lv??ZuK64f+g;?IQclMVVJ zI)DDZ3HTW*KWK4wAX}@5`o{o@n_8AjW6vDzsX(tK=cXTnB*y`u;6G$Zk1Sl5hX={= zTPK>FixuX@InORM3(xgD|*Ebg*uPTquvo?#9zH-tM zOD^yYasS#IDrAH+8Ij`!DcvgBQviq>Yr*-xZoch|JzbeTz;hb2<9@^RNC06R7`rUt z_<&uD(PcxcZA-u>c3?&*{TW>LyKO-J1>)^~elt1OO~^VhMz5jbu;Q8xYSXY$RBMMl zAQ|6&VoFT_ z53q10AXiTH81U7V(70@e{CrD*ztN1Wo`Y z4oO2%VQh-d(JXb!$`p|I7HiFs+HvH27M(r&zBmOZ-F29ORi6UADpLdjl#Fn*WKpQ= zo!zaP0_WXEI-mf>eqd8d0qsw=QA+M702164@LA@(;qq~SOL_^1)6~PLP zY8(`u|4}5I5`!ZlB2J{OdMz357qxmW5^5p;82Fcp37&ej@#WhL=y9h2pHnU|KA-(B z&tKHVSsGc0^%BzH4WnAXc2BO$1AUKNqkOADY1my06hxvd7f=vA3!;`4N3w#&zugBo z?GUvt3o{k-nKp_EzP$V~YvN*RFKrL!D(S6C*fy|w)Rcl4pWjO8?zPrOJSMGZZJEy& z=jGU#KGK2Ddln7@T1=*yOXgJ%@A(H(Ny2-a`~s;68(ef1P!1WrOm%!WCztPZ_;~}M zstr7}N!$AOmO-_lHV>UcHMSg|B%5QFeNmp}UO*xSx|{us)`sSZCd*lLR(bB}&O2Zj z=AYB$n_ecYj-RIOx?|6$qNHtRsn3hfEH~9>J#%UB1_qUx8tBKozGkg8)+KwKrfq&P zD4Ye9(h3iBGl4*y10%~H2IbAKaIIifN&T zYa|8vxa($m?7oGai~P!KM(eKk>nkh!@tj|8jt>l3K2G?V_5f%QKq|`sEb{6^FCXKz zD{0;7eZS5|_qjB1u)(&a109Bm=P})Jm9e*ukA+nDC%)A4@S#NA#s zv1EL}bCE6^1&3*kh8(YIora^^+aSE09_eS_R}{LlR)Zl`;S~fNV}jLN?=-S!fI%|frs};`)xN$F^6^0l0Sj1nb8>S%nv@_o zULHt?0nG}6q_}4D&@nZr%!meXOh;pTle9XQ zcIK7taea0>0e$$y_6&8XR{Zr7Gn#O@#~P<@h|Yj6`Xr~0JtnO+ zzuzXpu03YC*|)wZVs@^%UdS25uH8Zsgx5?aU8XCUve3N#Cm6({%!iI^xvP>N@DC3Z zj@_R|i5zqZTispkd1!_C=-}=S?fsxfhYuB%eKD&p{$@0Ox7O0tYM&Yxo~Pe)!1>6O z4WceJsBu@FaBgaKYe&LvKhVVzhq@=>&P zDDPO_4 z85Lj#)b1UtS~Xf;IBw?1eb8l}{?79?G!0G~!%!ss4d5;@=oJE0HGEzw}Ybi8^`Y+fmqkc!PRG}mN{8z zs7D~JS6I%2ev#c-|^)6@vJ(0?LMXkkbr}qT}O&QwH`i@i&PY1|rw%rpNidI>rv09tsh;e(>C^7(MVLLc0kyerq7# z8!B)$5p19Ye7Ik~xAnEN9i!mQeT<7ICt9l^ zqVRiSY4rPyRPb0q>9=dMp2KC+>&`PROy7oj=T_Qx_ldR6R_1Wh3U_yS%SO4#G6t;9 zyl8KQC;>CMcj-7|8k~??PRs}qw;LJl0Hoi$=S+Z->JgZA$OR==S$Mm{=gQry@Z$?) z>^n$RB}MN>v4&XR|KL;^kqijury0*lt5LM>rKn#Mop1lS@|C<-&9s2X`BR{=7TqK- zukhsOJ7-%RO3eUnpJs`c+Kn9mOe-ioPuEurHx+&u_0lPEuY+uZH;`?R0G-}8>zIh@ z%%8I&iLeVtaMG%^hbxV@_O@pis)3X%uK=Izx8Om*4H!bZ#cI0Cxlh@D zKX(G-3Bd0IO+0?)tyvl~4I};gl^6xk6yte%u^CGqX(=wl9cj}1xZh+KNX%uB5>|%# zfK&aIQ27oD5{_WO|9N&LEWWnM=!L8OC{37y1=UVngq5q!fa*ra0gIEnbDY`srlk8o zgcZD0RSJHtb(i(<$2Gm&MLz0DOlYJ@idb)TX|{|2DUn&Xp$5Zf&=khx`)Ch~@MXu* zLyODkN4G$Tf$We(m_2XhZC{=4B)|ITvHh-&ve?~XMKSI!`iVxujE+)usqU4{;90S2 z4wFZ`gs*-x#`a`*Km zQ9|j(U>rJC(4K69(+txoJt*sOD#U+B9rvT|?W_~{%Hom4j9V4oT$n`Ij)DizND6(K zUlDM_eQ$YrUn%p!ZnY*SDQA81-c z+10&jDUQIM*k^JU?GU+`yzpzX!DY|#&Ew$y8T%cpZovQRy@eW70g$2^H~=5MDNPwU z-CE;^v<)m+x2-oocH?$PfeM!Yw20Sd9ui4pr%e)oV(#N=`t+Ts zd?k6=-doXgmYHMtmSX4CRZ$2A*Qu;bwXWC^*Ra{Fzi9mSTPJ|JrEuN)AUExd3FT+`9Yl)0)7cNqBA>kgG@rUtdjV1CA- zvlnLz-rhb;A@s=QXM#Pptu4iiwQqI`c84peOasj?`w{@Nj^krlD{(pnyzmkOk0*yvKK2)7dSh|Ck_Ggq5!;=LMW zKqv{Uky5tOxb}Vfw(Y8y;&U?bpba3)BgJ3oA@1xMzjk1|f%-fuuhG21U-b(@)gwCb z{^c+EkM6O~W`EbYwg;j>-6=UU4!d-P!EJRUdbzED0(9pAcpUuQybRc>;RbM1w;C-F zD3H@Jl#!2exGf?U^mpTt>@7#h|I-$>1|1o&QXN3>^TshMo(DfqQ!BBcmma!semger z1b1`>aSf9n9eIcSPo4+dOy|CDkL?EWVbghHif8$Bin|iT@taqA^8dzbseTIR4fC2B z2LwOG?ou6d@Dm&MFL&c_D!>fb|5s-FfB$R$$smYMzO?C`zDii9T%*lp0e|XjfVw_? z{T9z2tj7Pp=k~usN~!-E%K@(|Py|)HP`b%foXX2$tr3$D_TIey&#kF91)OfaR-EW&xbGKzk1M=CXF2G}ma7(Zq}=n7=S*h;?rGg9yuBOcC9Cb#FX{Ei!6rTHCb zp&!`xa?byg=7EOv@!VF{2mBKIwwLlXG;{}ChdIut!uG~2{w#A65pmFwQXM0% zY`ONZf|;YA_H17r8VV6%A&+so1$Si6OZ9m3>EzA|EU%I7lGC*aU{Ydk_@&iaG0o3Sl_n7`j;?>*{zR#?afys z_pZQpdWUc3>M3)$_x8`W=9HiRmZA4`e?nl@U>=rlHV zKZV1QYj$^w_t;d+lvUdLAJqDQP~#0DJTTR~UE`}HlZ%@B#L;;D+BNychP2Z_vYh`% zAswz67;iyc)97ZA!7VEnhbwD9zv7I>$54ONv!8GlbyOBqYY-?vf=JWcn!D9?fze&2OApi^YUS_^F- z&eI2|p5_IpB)hd^e*t-XbZUhpiZcgu)6J1SYC890tYW!pVBRaSNYOIz(6~F@x|T_A zdb`MWn3yP#vQ0|k8e2NnMv9k27Js_z%X_!HHW2$JvE;R7U|`4C&)~Jb4&`uEF=+hi z#TFOO;5t-;%y5&h@8v!q`SgSK5n=f?>6S4&Rx9a{b8a!0CeDDs^w!A(Fmui3LMNqR zjnfgUF$2a~&NWTT*(Tg<2xWLzW4ABXr#Byw!n70YpiK8iuVZwSY|MM-!m~cAtD-cL z=f1>5rVAd4a?0dA5mEaCSb2dnTZ<$aAD<==!$H&p&Bh8ybN9Xw!eaJ20t@kCi>P9A zV-p6r^>l`FxT><&b$d1Al*x;x#Vh?_eP0C;2#BCb5R2YT zH7O3mh1p(QL}l{&9ZUpyfs-3-!HNmi6}7W3TUsFwRO^z@@maCk;#g}+yxFYtVrUP6k7M(2It--}5)7`C6 z=EZjd^;l`u2MI}`wg_M{^n5Ft_;B_BAsAW`PImP7n4$!bQFy$?FCX3u3U#!KShv=B z27C-ivu+oLhlp5-KhhMPHuVxkJSPk;!z1y7Az#{lXiLyc@bo6-+ZjYpUENmJ!kZu9>gfa{NPAgRs%U=VkucPzh$IWT1tzrbUEbA*&LdMiSax`3UwI zPNLlwOM%b2(q6A*zu1NM=Y|XXlHL2N1!y~~`TZ}My_f5yK1t(gTT8+6?eNvn(JSff z*Pwx6SpBzj_Xm^HW8>+Fc7E2o)oMwD)lL#29L~>vX_rMCj?P|1<|@usc+Pd@z6?8U zYan`7>||GN61ze9i*@|lR|;mR7~vSP!&JFKamHH5LiyEmuFcC8E%qGrTydaoW8 z>(H7nj`4_U39mesUiV=>r{O^t0>$v$`JVFC2}r_i8gIY|i_Ltco($-k$UM99cU`&0 zEh5&)xNOT0cb&#ZaUHX&u0DrP&02j9QaZe#)$}uFs7CGNTtr$LZ^n(AyW;~t`m{DQ z3~GU3#vp{r9^BHvjV9Pn2QPW%uPW-c3yDTIeR$SX->#{IX3eKh{FG}q=RyI2V!tMP z7F}+8nor5k<@Muc@k*NLg+52fWa)iTw$TOpgQ!$%aq^sY^O(fT-FRu~jMt*<@E=Io zI&WZbzC}g|f!GhE6U2(X3&^dLWQ}RpGW!?#q^-42+N?+BYUf#Lji3 zS(Ry3xN%IiF6E;O4*=DQP|<4zn(;f9tH8?NlcVes1u=ox96zD4*o6Z}eqqySY3b&4JWqxA zzACQp;G80HyyotwxXkf+?q+`qXbGNJ)JOM+2o)<6%$ig_JpcAz+B= zwvMZTdH+i1V%VdeGc{}GI+i^4w%uny{&dyen`zCS_jCZod&vda1^QY2;HR_u`%;ly1r;mk(jT}}n4?BEtn!gWQz@ixxC#%CaDIND;K z5b=CE1bZRNewTKc2l627%{O=P$f_#l`eCmjSZFE3pA;RdJAqdAU?%VR>&C$Dw<&%K z^dtT1V1pD{K?PqN52>Ry)Z)sy^W-ssS(lE6rZ%#7a`y!wD`6`!uQYRPr}nB^&KI52 zhhe@4noCx^lIE`4bLKGLA8RO<%>fHj5YToA|q(eFgVFA3i;BAf2ykB zIjAb9ntjtG_Iq0nn}MXMW?`Gf0Q4~e|JHe+Fz=FDXIq_uH2KJfw3FGU#FU8Q2D&>2 zV77H;C)qnS8rtibW1dcQWSuuCuRh>DAp+iS^y&nx;P8q|J$)h%$r(Eg&T}^3ePFmd z5Q%SIN6oP~&w5!yiMR)k0Cj7tIo~{`9W-5zaXEha^+os+E3(r=uJ_k# zPt*bx`7T-jvLb8C`@nlLvW{HG{92CmK(mBkQ6)XXx1}xT_kYm=vjs;cA8zAoK_%3d z@jMiQTY=8NbtXntHSnUIEY0LX!e_yODp_S$RokdM^Y(TR+V=&akzP{4QaXJ}VT z2cvf!F)Sv-#jh&F>Z=nNXCtunz;Or&2TTlIA55}ya*A%{O~}4l1}a~#HtXtm@&u1e zz)&*S8rYgxA$FTMPnu?45}MMyK5>0|!hok!<7ldpqH~zcW_KGM!9piTJ_Z^JWQ7H5 z8mX@2?vlgH58 zNu)EZjX)%g>b_gUX`jLS}rPqS~sp|Gje#&zBil~X?kz()X* z99u4$sv!CF}7dDUtWGxmNuJI&@^^r7F<_;kEU@%kzd2c~a zaKY23lOE)<7k85SwwYwoA4!%!Y!CIesT zNeZ}sQ@P|S-?#T|pp-J3b}sJ5i_SAz_!+qURA`yRky^pw38%=~RU6H`y)7M%)s6>x z^LSrS0+XAR;(zBjb?C|kM9coU_`{|DkEyE+h-&NFn5dM9w19$icY{hwN~e@`cb7qzAdPf) zcMOsO(%sSwDGdVy-=6W__q*qhfOF35Soy4H?Nb}~ZD3+@II7H>sl`+DIwQ|l9<6>+jDPpLw!mF^osk1d|t~E}$fA{83^)oHOH=o-0U<&9Fr{{+?&hxo`T?l3N4%Z6Pd#KK+=PuUU&JHVckp2~CEEoBi-j;yZ2L}|3FuTfVC*`nU?k<-5<3IGZib~S2>-IK-M)o@}+U13Bsu(;D#?9V*t~#4r zD}`wNIoL8K`zEQ}lu@AUle_v37oy6)xgTflQ&2x4o7uv7%&na9+S&oq9!?$pk^Zgc z98YE7Y~>Wwc2GX-M#81mHiy^VS0z(N_iZjAAw1$1^c)-?>5mB|UZpGNjqI9$fE z%D*ho9+*kon(ODSsK1XvDu;gu~*deW+}Q9DG+>-_Aa-O_xEg#*{tWY_{~6e43l3fH8ZK^ zhP5Ya*bmyfwalg;uECZYL^`#%--6{02=~@dP?<3Nx?SDT9ftO2-?MhG`IdKbP*N?H z0n5{;yYJ5qf-O4Fb$GAo9piKvz?zEO7r;y3EuE{2(Ii!gf1M$qbyT}EQ#<+jD{u>cw05$+hQ~{$$hCCO%Yc;7czfIb8X7o%DYO`y>QVgok41IY+Ty{<1iGiI z>F+!9BDX#Arl}OUzbOt%Km)q{`zI5x9C zp3AO>|Hj?A_c*;g(@aY}ooW74vlj=h5np?yX9cSk{MAK9n_z{;Cy^?hUAG5hD8Fg0 zkB7Zii&@@-a7lNm5QujeBRqnd&+NCyPwe z+oVJLW4jNdxmjVPr_oPXIVxtARw4F*V@@@>yYJQz<5RW@~qP-Aec5d{OQjw7oDX;g@QL^}1`@o1K2?cqK~7gsRw=nZZuuvmahG9%86ANriuREwL|=K820Gr-shE z6IM^TPjQDVw~5JaaN3ooJeEp`RV+EsEkCIz^mxsVHB*^@G=tN4FqKXygH}h%U2K-( z`w1bCXJ0=52+v;akB4u>60CbyyBEI;U)Ix(UY?P)?H!gi+!7{#ZQhEHw1I`sKDQvv z!krJxo7&*sG(tu*5Xe8%khMC2;0>N^d(ZA%D9HvzLB8`Sk9`oV%mbFcShV=!)0gXx#->&jIIIy0MkcyRbSrP)vzH7 zpeR#(E?9#=nfpCtyy`p+A+5EGiCQW>5Nka#puS8=Yby~Gc^YjP=j<0F}PtcU=E4JQCVX_Pj!xlzLM1p;1(>>34I)zn=pW zYG4pt&19q+rEm=kTV@XZ znTn31@b3moSZRRp8t;CT)t&!-Ts)1XrH~^npM-~JuQvBpsBdxbr2*+gYoQnF^l*!@ zQ*0t71Kk`&lGvE!n&3Vn+)5HbWFFy?WS23~0^-A!mc4yYFtL-n;b3oXEDq)*{GHU8 z)F-Hx7f?_Yl(drhYzo|J(QQ($315`&Vb7cP$3cR6hbA&fQv|F&=Xx)!FwuwzaHwNiGGubs(-`^cbfH9u zXkaU1_c zkqlm2I)1HO$pZI6n;^240cjO;3*YPhi-ng8zRN4R{Yf$TyV!EMJnL(NP{pFF0F7Bo zJM=uC`LRKw1KmCyK9ZW{FuKBC-Gs}i&bXmI{E=VWvG<%Y?WWvVJ+8-+tQ#(RB7+!K zzyML6;$q`|6L6AqpW$$lt99?>U(USYGk;~7J221Ta(S`1*a^fAc01Vq?9WpXCYQ<% z$lhepKq3pRm|q1h3B%X^C(kmBCJ;}W>o$!;5kB$;>3Wsg<&wu}x!ezCiB+~w7 zZ{+mPW%pvPb^pA&N>3qCdUU#ogj9AZ%_xbGdfuBK&R*pzTz#$aJbX{VpzD|rk)G{S zJain#hN^ZL&_%7)v3(|wKE)Th9ldwxO6`F$1irhFZXB4-pct3czEpy*4%fWxHJUpy zyv*t>%9?X5hBn$zUtIiLod&wmPwzOG&^7AYO(13%Y2YJ`aAwJMe$ zhSBvphOmtge_mhow%ALV=Qp<~fD*+k=-J9oGkBcsC^smZY;Sk`j_V)Kwek7yI3L7f z;EW|DTt~rP2#HC6%q7+Qho(($UqWhR?}NL~^kW+F4AvMo6?aPgP`fI2Iw#7=YCgu6 z^gg{;V@Vhl)g8SVOj5Q?TNyQ0dTzwt`Agw&II`SWAkpZ<8Y3~~z9Td;shU_w?=7N) zmiFo4H$_!rn`-|k0Xiivg$mRs}wC;u10vPtvXFo8=O^W!R^X(2Dn}t9?|XbmOCT}9ni){Bmz^A-hxAXUD+yERw;VNq$938w=ST`9r(+PItTZp z*EP+#y;@(ZJ482;mLKB1D7g*PzIQ!1f|y!pov~+|uyk591nj(ILX6?U2XTomn7f6c zLpF1KwsEJlV`sRAU321$IZo!Pm@IXKY>%XF3Iw`&;3b@Lz5eOkusNpqX8HH&i2UR( zjxeX4agdYF+-Sj~kikifWpq;tK}JTd`V?||(oED{7s4qPgow6j6+s9I;{6}P^YFbE zUb~$S+YYMADzT$VESkq@`ifBcUdI3|JUY#+_qvk8X>2T1;Ux$x0)04<3WVY<W=~O}4ygnRpFga)n2DEnLs-1GR|NoVHqc zZ9d!K3VXrEdParg3n%2_oJX-9?kp|s_4wZXHK09so3rH3^0wTWQ@#z4L&h;bd&!;3 z4f)*}=xeJ8+XflV(qC>%4Qd~Up6`CW6*0f-P+IEJeX4WQcxRM2KLIwZqG`80G|a39 z0w&5(*PD-5SIzuIO=tZlj?=5&k?@$r>xm>0X~y=ASOG{%EU!%61K+=@-Zwn+_@ zbi(5!3RDE#jHB+THkHGGQTkE0w7XqQhxOGIF6NxJNP z(hG~*$GT0Ci3t#wfZ=jruef5E`KolQC4XeCvi4KQ3sEwHkli~`PEEO~yceb!w;6oo zY{^C`rD*v5Xpj(ACavA)u%hG5=WTFgRyCZAE}-dXXnDA*W~Q>TYQyKA{NlayG6=44 zw?b;-KA~Z}JYg6bKUPRFAbGGe*O4kt1j*M$J@ra}&}_>pWn}Amavro7HLX)f=`-;X zt8q9~M?Lz38&_=7ogGO38>j*y$rfEniYh4$#JL?c2Ynyxwe;Ik?QNa5_IV}Gj_>aF zh6Y9|7ZX>ElgYC8#i^659Tx5@k;hxrE{DObJDi~g_nUbRa4Ax}pF%rDACuX2`hb9T zT1#qJX?ei8E5vMzV*rb~aGlX}x8aW7Pv36xDtMB%43Q0OClRQoHG55(Ec=SfbFjKT zKo(`vi15{F<8ES4CC9$<=F|G!yHHhc3ub!{dB3ALcG%KP%H^4R)HRi}n(($uEXJr<$M8V% z_4Fo_kF4*x0Ew^}m{DeX62hbJI=ej(D$!fm)CXy}MGokA*pmNp>-PBgloKS{uWT@e#bAbbdfBcebD|zL-FbK ziu0Dm!aSQ-Fzc+Fb#EW2FxKdG0%JLSaqvRHj^gwcZoR0E-Q5+rWC8Y|kErnq!;zoX zQ|~pzg8U@4=xVMmz*&?j^6ax8*@e4BsMZ~jJY?-NP;y8n0aIJKq8J)}fQ$bLm{|6b zGqm7SO{=~l^|O@WTAbxx(+9wF6>^TAbK|x&;u2 zNH;%QQH=IXnO;PDnP{gEyHxDUr*XbsAc-}v9eQ4Dib|0ZS*Pt$in;t;yrZ}DmqxDv z0a*Vdlz5{QhiEjGRWgjFP@2xJEyVo}`e(8Hj%0OwZKSELf%z=j0qYeZbA6>OJ0YM)=WJ z!*XEuIqovlkyg%qqdQ>6!-+-umcX1Keh$Q@y>_|Nn7fMpN;NqHYqhXL;C7@w{yEC{OEhy7xu-^=oupn+4ik8WqK_E&rB{0LOP zm}J+f9FwY8pJy~SL$!NML0XTk_O-XbKGqR2=-7c3x*!QD4N~ z=A(R!6I*g2OndvmB3$-!j!)T=j<90TP%0F4}X&p3a&UV^M#eJgGMc z&bM6p@Ta6MQ_{9+k6O_dVmb^ZAOcyBsz!}SkxH&);Ssgy7aI=%XE;pERh~FGK4Wr; z(DmKfgmbujo(?Iep?J?F4Z_9-M7F}BZIKB6>1OqkN_6|&nas4C|2?urfYvQ^NrP)` zZR$1n)4f_*(j@Xmkw0DXlY+c#k;A4T6#xWCYH(~Q4S`U#I`=_90HPe2TUxumTTd3x zE!QwSdhiXCj6Ul9G}t1U(>2ly50~!%3!F!P=odtjB7w=?~|$6+`#@Np>pF4YPTI0u6xPGQ%RJy^O5}c2 z3ASORDgi(XByuVqhpWKu(%LbxX6SrB4<5r1x9h>S?g8^aQ70}vB{{}Es^%OQ^YaMC z+~YR*W|^%L4ZSbnLY5kBx$w$ls!GV~vd@^7Pko5}mu18r!Wwe*4W&~+5l#QEq@)pI zgPN|bp2V|rOlzj7u|+(Pr+VO4$%b1{H|lf8kUhI%NBFC*hRT5N-B7AVEJx3|x@+vu zPZ^^E8aIBePG(m`t8Rj%HjP__#eGVtmqdWdJYE@Q;^w0Evtr^x538PcWTlsC_Gzl+iJ4M&v{eDfX7 zdLxkhvYjbxLfGJ)qhXP9Ec2;#Hg^mc(5!&QPd4P3J4AFb*SV=a6$PiX!?@DT4`2H| zq=Z@Q6%tCRHB}VMJ)%#EY|-|U1GuAZnPJJtAg^XlsYQwRujfjMT4JrInpBe&vj=~@ ztJ=R9}-B=b&S5f=>EbKCvc&Xf1E*{!FQaW@pN8p0XpI#)eEz^EcD()2}}^|B*-h-;)(>X=b6c@X5#ov(z8FUgJddm znLIEi;F|(*6+Q_AOJDxk-ZX8J(ecX4CL4IbD?DWUE{wbE0k9IOT|c*+J$$Dv(kD|Q zewBBfF-}fmT|IVy2||}{8CbJ z7dSJ|b9`n}98MWO#UPy|AnjjY?DYdz`hwt&|1geHstzwpfR9vMac8(HLrf>92)E07leCh_4wurpNj*->!7}G3>o= z{Dy40g{n!9@xvXwH*p9fR)L6`Td(sg3*F-`?_kJlYuk(Zk>}%(17BKUrM&YE7*WU0 zP?^>T0P;6;T^@RFrDvjYWB;63z8=_*<9vHVZZoa{lHI+kd8#Okxwv3GE;049fTx1j zC2;vwC_oA-4|#3;&2h~BJ*vxw{zMi#1qn2 zlmgO5Us)SY01r(xp;jf8JDjaz?v(@wKA9}PMatFaTO&dc!>^;k5$wgE$hhe;cc5g; zWnsz43RjI;->fkq)Wq^`=jzyC@uy`I!$wQy!8uSu z04i35g2>a(Vx?e2dFvVZNdX=$@VEeG*)DPg5lsbi&evVX_U(m24>D;CxpsLg*ExvY z7}U$|(c1mLc<|R0{UtMK0^L5VFdftK?8=VC%24Q3PBTa?f~e;kO>!+`b($$QkzG^| z?t&t|-Ucu(TRZp7{j|0UaLDsFa-lC{bk4jUe#ZGqNxU!ve_h;5>1eUS=Vlqa1m#{^ z8{-@st$cJac{k4%Z+89>tb690BJ>W~W{L5Eq3*arT}1)Tg!X~=49yy*chxF=JC3le z4>xkOj7*P~N7A(4DsRJe(w7)!z>=Y)xm=JQ0ddcL({VK_FJun8zf=Z&!7W6qLDvUj zlSJ1M&caH=N&@U5gez}F7B6>FGL}^1D%%*H#vewGIasU^kq}zA!h#Ff?o&T6JU_=S ze1DgyM_ff!IcB6%DiFN3ZXif`)?#i)F4`NQtKV+!nB$dNK=yyNA`I{qBo|`OgFu?$~8!K$k<%=}G zALANk(nWZC#iyuzs*S@68)^cMA#0@eY%9(9z_U3fc;tG?Fosi2ptZEp9#t5GVShTd znxcLlbE!Gvs??t$bOvQ|gq=ZvQSj*Zu+k$d76rVr=NA~qdw z`kgo8<6)Yk05<>~U2~i7Nf4#QLqbkA1l-EXVp$VpG{QG}0uoKTl2Zae!)Zx_f(P-~t-Sb0WxM~~% zUH}mpSG{_a{(1(EdWi8BVUqlM(~K$pSRx5G1Z@BtYs-qJPED*c>htH`7>u3&*6616 zje6CJ-eA-^fYVd-4akz)NB3a{7K3HBD+AR4-=EvZ@Z_Q)U{ zcQ&u#0SsO?>B@!f|A6p`YUH3IB}&)x-8TtLGPq@p|Qq@X1I=K&(d z*5g1xtG-@}!V8;R5wm8_uM`wZ4a$CBa%6E;>c%#ogPe0hQ+P) z4t)%C2*^uu?Q@nwmx3&O3VIgmMm}Z7xTpNEwx&Xgfxv!=FS;_iRJx^9 z`8ZtffMGt4+=&MnG$!US9-idYvgsuLEO~~3p?sCgpxiV=#p^4CY%ob6swKW|u5}(# z+02amKf(`vmw?4pgfgD*NNLq3L7Ar#!dqPUjXQUt<9C<4+W&NbI4pWW=o;z5Q z=9~KLwa?yPnr?q>F91`~BLv0wY;2UZpF)iW;>mm4cH%ghBV0)WdG5pu8#D`_OM`(wIbbV&>-TwqzbkYh-r1{7E zwKkEADnKMQ5s^phQ-si>#D`rLlXBcn`}!@{hee>=C{^>|^e`KuXY$Nhxwbm4_}Fhb zisE!ewt^YS^h24V1hK3t_@?8Pr+7OVtRxeE6y)D#>q5L^lwtB*#?sl~I9vot1cF$H zoaczja4Xv*%$*!;6hHOTeB4^D5=H3tv;wKBytDFb*r^W5rq}ky&wn1TJy7TsK)GMc zeehgYY7ZOJ+!8?kW;jM^2}esB8z;5G;mZ%N7u?`-Mpqsbj#Nk zz^%wa75MUrmD!a}EeG!Fm3<|gZXshW%80;VLRJ`|Qg|6KPUt8BYkNzCoUit*vc>KT zYm_@&;!Pi-6A65mLoBMy7y=_kDGT)AJR5z0@`Zn9{w+e;!PWW+R0E`?!aZ;1xjoK2 zQyO_U4#|>>OM%c=rZ+T2N0}Rxd8ioGt9dN2ZKMIJh+F4V(*+=KK+w_OUi5TX=11KP zFeMBC&+>(WP~*9kvq2ISWO1VUUKrSuqSw3foLtH?&b!vReR^wKL|gMSb$oiApxQF) zad0My7=tefpO&tgf`aqTRJsj>cA>&eL@Z%XlUA(4h)Bx+a3Ff#r_4yFGnHWr*1hf-z?6pF$16kzrZ zD9$+<1!KB6zkP9qM_U&=kwSNxSy0i`bk(62&?4ZznzrO&92e(pqV@4m&Zmn{BK`@D z&(73~q(Zh|ot@*dr>{c*e_(Q6*?Z%Zv4RqcsJbs30h_3 zE$Fly<10_p$ZF*upTth7H=pJbRgxV6gP1*%D&*B`T{B{{?OcgWg%4JLiW(y|VG4tL zvIg)YRt`x8^gKQuf;uV~2Hq572hhRu=$?Oc+^%0&0&t%|^j)G22ENlJ4YF@fePBPoYVnyoajnQuN>S-pQ0xTKkHy0iE;q*hVkg&ty zG1iuvC-4cBnDi%KbU=cMpcDZoiX$w%l6r@k;b&<9Lv1}>1OXf!j=53?@Heu^=P}uN zw({)4^YvaKmV~5RM-NDlD}N6WthWl`KAS2&Bm@N-4*s-fKsj3$h}uU}g{;b7U9g`( zh*EesB&9dnV9EKHovifN?LBmj`DpT+h$r|`0D(utWWAnzN7;=zs~zJ5lV^luW}a+L zOVGiAxF=pfkz0Ys`Mf3p4n^GamnzaK0Mb{W{u){kb(cRCVIOQA!Bn&EY z`KV5N^?j)+eqy2$T|~gA!#iUCum(9Fq1Je0nV_qn;A)DGwFWt>D(J3?9&05ByW+a-1-}Yiz$=eLUm21 zfe#E5O{bhr`^i24afYkG$%=cJmQNPlz4%CA9w$6iRQ9qT*Dlx>E(OIIF{{=u3s0md zZ~nBl(#G)d6EpKGDM?QOG>&&adlJzQ61(+n{>7#JUtKd3;fV$XkgSpYxt8pned2>R z{;j`Ls)WI6=rJK}@TIb5dSSlG3I5sQW;h68%=xtnoj^!VfnnY-yP?yLQ%JT@0D}JV zYZ_(R)=DtfSs5MEr_hrzSdUwXf+(v zjtXNlfvmdV>Pp7F8@j8fQ1jWFYWM}vp!$TebP>k&~S z%8shW_(M+lvmTRe4EdeiwM-B$qd{k*yBjUi3s8jX`zJ%fpXTZQTwbx~pT2Z=$uiN$ zcByJqqVqEID^ODbV;demv(7)3kZw_|Tn0c2y^C#rz};}L--xx63<;6*quelNGW$7w zeVI^+Z}u1kWo&7Ai_74cUED;s@=%btz_Qw`w4iaj#Djq4kNM&YfVH{8+CE(s^wQt( z0Uw&&sIkXPD-sZ%b%4}!q%)W*1{E>oU2Q}T;~{CWcNoX#4G@B*ph1rB3hBLg4`2I# zKC(SS$A~)b>)7*3E!6!9umetka=?ZIj@=y(@5SX;|FJ19h4&)O_RM~D{cz0s?RmA! zu^oJ|MgL)F3zI+fzT5Ji|j*gpy!b_0xxvz-Nf zdQL&-ov*ah@88c8Fh0KD)$ulavEHi>caauQL_9`xnlFceCTjNqZky|V=3?U25D!WT z5*N^`<+9W%oT)dgO*%P=M3Z-fjDtWY+sND!R=Do);8i9_ZQ5}Fu3TV$0K5b~LjqWy zk62jQ^7^zDSZ0#VJe{K5P7=7qb)~gke~t|lLqN|`XN>oQeq9_r*Lg$+HKw^Pc(U9? z*hx16mnTYby(}4IU}FQt4D(EWr|s?8y@l9^-tpyZX6}4X5{Cb~jd{Cjv9F;WVoeWh{f2W(E#*xRB4tC9C zFtuPu>hP7zc2V7<{U2Z5=SwH#&9$t6m zM;HWHPR2Ic8X5F8V>M?eD3n*1$A0%L2Cp5)r+byYAg1^fr`Zhqr$e7tbj|Va zfC5UznS(MQJ(wANP+r|5tn{~n)-U&Hl)ae)ycuyftf)SkQVvr9wgX^3m}c@{I6-!G zLpIowZ?&d)D%p9_!M4T+%5)r%Jd038i+0lk^#%OmdPU_X3}mqkwK|K7~qF? zpTs{#tt@>Dn-0@01)@l|f1YKyU<`H)C7uN7=~7};H>1OA*$r+c_dbq%JVXZb-avk$ z3+;nST)|Al@fnOZeU}uWqxioRbM-2yr3hG47QPr&pKU!R%8KbdTwnH~@lr{y{liIL zbl%v9H}kslB#V^W{a{=aH-(p@Jm07kFxs|VhI{gVZ#$GWjg~DPEe?Kfmi!ECz0RO) zg0<8s;V2czG#fKO6b8y5-O&_tK0a#q9}?AjxQ5G1aS3=K=)*?!-Zbk7xtpX=5HYm{ zlW5&R#EHd+V;5AyCs*T-d{q*`FvM!rKwVf%@e%^cAG01#Uj_TDNNc6DbyJ!}(_vr- zsRv~$uDx$gFQ43pG(TadLAX!^ast>e`HuNDmT=%~+;nYZ^(NoB3uq~xZ5*l|9SXue%EzwKZWAN9WKm!S78^e5USYWok6`3Uw6Bd~$| zrywEBsYY1vN>JbOt%8^&TOA&qoL&8R+2nRh6QiOhs>ZT!@(b7;6Vuw@aGpyjG z0GOutk8fwE0GkY#^x?0Uel-O6N^gIu78biMqa8TEvxCca0;Yw3F2IGYK{b!=sSHP{ zso}JCQ}P{@9Ub^|2rs{nkCk2f^@k0n3eazWvi^H{%Xm5G5TG)U=I@Sx)-Y3msQU)Z z_JB;K^}!F^+l_vb**AtCYR>mTWJCZ~3B{KanH^0*jHW|krsQYpn#U=s;9>mptpVUv zvs6GKnqIj8kUfG>Lk}<6OuDPblkYWwv0D1@>x{CFt7qE~D6vt}(NN9MJLpEuKbi@A z{{GcN(!G?5N;6<-DG}2$d(*ozp>4<7ubXi6>5WBTFZ{a0w*L2_1P+WARu`FKsxw{9 z!6AvjB1G?_NW6ph`JHjYPb1C-z2En$g0vw1BQ&WO*g&`IY3gD+)s~tZ_rnfX9ITN{ z6Ec6)5-@QtA=>Fb!1i1Ks!cF&+Z4!PP>OCLb?(JW$_Und<2+EL!}*r_b-qSG$Qn@( z?Mg0p!K#n*NEA$w=lGrZ5N??_3hKG~t6C2!+vttBWANFRhrdWxcK2?_-JTA(wce75 zpx3ne#smgMd0T$?5mkSqDKNRLrVTU|5VBeGhLa_Gy$BP+2 zekLTXn*q9)H3BGwOfd_y679%&Jw-;1wofCdj@c($4#fki!=9af8K%Yn)rO?b&;w7c z8gEN2g~PV4IVW@vzjKS*AbH)L$`U06Wyi?gjEETS4{0UJenI66w(FPo14?Pe=&2eQ_r}_`IXk!?R+C06!G}?2a*W5NJop%Fs7r?*a_- zoo8)N@1vj|J3%ji&cOAKY^otTY2f5LmYJcc;U6zFaj?KwB9a2j_n;>u$l#~-Z?9@V zLg;RN^$jQ;*8wGZKd}(`NAde$)Bc&<^S3=8fCE(rP1(J#L1`-t%>oT$B=O0>+C-NM z7sC`(Q9yUADIZZ@PgPsRm2d@oQj5*k`GH+XLH_wnTs@(3tix?Gi}o#hR)#?G_06ln z>_Rr#gs1MHFexfHF&dbyw@@U*noNjWM%QK4$H>GAoVLvOd4qJ)YeygHdm+^F-s79W zN$38L`c$=jbYH|$OlvQDw;pTd7upnt21em;-vAm&LKDjGGA13z8JFX^U!54lLO0Dz zwILiJ#p+5(t{FQ1ylOo_crn%P;k;j_%veCz*Z+iae>W34-bj{tdosh6;WF(zadHM%56Tu<_)Clc|W&%h*52FCvW4O0)zp;Z6z1IDPgpSGMR6 zgDE%?S_8veWmmlm1C(Ka3zO3=(tfNp$ zo0e{T5J-)De>sj6A4*+cg?Btns&tXoG{<>*p&;nB0=}WIKupF5gef}w#7fB-c36nFyuxzOi^;LxsQ4&Y-T zRIMFRArxQkn}rn~0`8%+rak^X5>=*s+`hkGh=edu; zA$Hg#E zTZCL9`vGA3m4ksvh^Ir~=IQ(9%GJ(l^~P z?Yfg_2lxQ>RDHN0^dD{lE9q;GguYvK081xvalf8bh7p)WU!M&SVYxJvO0URo6Ayf+ zf$tH|m$!*r%FG?9L>q$n80Ra)exX}AQm-5aYYHU(*(m&wN%6tMY2QK2OFmV|3BUs& z%OWPYWeK}~Azs(idVdD6*M%}dF3mGNy{_dg&xT8}LayPfl_v(@1G)55Z4hii?hhQB}m;%quD#%=IgWk9M~XLj{j{eYE3Ij0@Z zYL#*RQa+j8^pC9{SI~6tVz;NWwv?DkLeSA0sMD(= z$=zmGAEqKrz)u4t1j4haw-n`~ArV11Tb)6r+N2gG9DprKpI=wkRG?ueXt#UGLcb4u zB49oxH4OlIEdqNE&a;b0%RkXZ7dO%=K$}@Kcw@%k_y+&{xVa?R2BeBYn-s;? zOUS4EVq0wbhTmoxyJ^NnQrgEuS^Ep2bW94DtS9K|0sSbj<6WEBz>9WNG*H&92Stv0 z0~m4kfQD;?F3RYw$!t;4#(1hng2*@2yeg%X1?#n=qPOw2zSLN~i68@geZIgGNGSl2 z&?Zb_(N&=E5zBX(H$@HX$m?MpWIx;e`lJUthz=@7q{4n^% zShk7U>b2_S_B~AydWamOqoqQA-vMP4KsM{D3etb!V&-u!D=Vj+S_w*IZ2)l>IZP=o zy#(z6fY==iNu@o6U1g8|-rR$ljs7B~1QZnKUpPUbw+PyR?PJyZ&wYFh&c9@t>kN@=gz%}UdzRSz z!H9fOJUch_i3=R3;wJJzBK2x%5lkzZ$5kvr&QrD2b>q+mRFP%A1<7xQ15~n5Y5Vu% zUE!PR=!Jj|8A3ibmr7nAHw5Z#ssiTwN&)E?`AvRIO+%GNj!n25K}JhvY~=x(BYHV2 z{0TUbT2TjFf4}!C@QnkmtYNetc&sA+0N&2^o%Nf-anOGj=FukltF9!O)Dz@N?ACgg z%h7I(Yfc%f`dSPG^!wYzZXSE6u?@YO^n1XMK8cIpR=omC5)$AWavN~Nn;lh*dy8IL z5XUa3Y(dZ8ih}n+8N$5>XkGUA8?oTSkbp|Ap?X}Kse34C8aPz&i&;xQgSAp;vAHH# zlNSeQaM@qp5}$0h{rE$$-?b|5Ryn}OtLVT4(`dX|0l#%;5zr&qM&b%R71uIWPe4Eh zD33YzVMT`2lV*dtfNT`aV-M1y^^oY}1VX82&VZH;knzl1@x2+r1G^Q51s(_8{-5sj zNi=R#ZjuZ`J7GOuayzRMbx76H9(Y(hd@nDzfMT?Qp{|OI$d@M;wk{YoC%+? zwc9;iG+{EMq2qP=xDG}ICXt;rpt1RY^W=26Nb@oQ@NivFdBLbblWV_I6=;|k$pXXo z9YG>1m@k-&$8xt%X`jCLs>Z_e&N2m@c_CGuWGSeHAtkFh5KUmj=!5G)6tKgw z`x>)Vhs6;RfBFyvpPqM7;`feym>8zdXSc~XHt7aOL2ZfS15h8pR+w=i0enC2;~s0U z&)9KgW=(!DwX2? zYT7{<+}t*PF1EX>`-wq79d5%XG1xx6*n@xVYc;jG>d^cZY(HCx8g0%mc6 z?KXFY>vDWBSKDg2PYEMn?`nt2_}|^xA93?sjF1uy3;7UC5#lD*SzL2=vUEtsa3u*< zQI^-9I0gx5~!WZoY)_4?FdUJO`1Un;li{jY#h>Zw>EsM0$tQMuZD!hFNn z-#H$}7>jjyrOsNh8Acwt5?n(Nv{oDYQL7Li$s)*%Xx3gCs)2LuCnAuNw|p6z>SNLMo>% ziWd*g=8bInQ-sH(S3vmJ-4RxO?JH(MCEf>GJq9i|LV=->-3b8%CsvQ5dhbu5*Lz05^9?U%R&210Yy2`VNZs+i=1culUnR_r*G}5jH$w7=9D;9Jprl{Yr<^zJy>_3ILrcg*kvURm6lRdm%W-W zV{I{FE#u$qA|7Xf4|a%p@qh|CeTQsTUH++W`>;X&$tLiD)vmn=+6*|;h#u5Xny+fB z0GV4Rg+Ny!r}AVglmPxqnl|6^H%8^=IKP2{cta2>>*T;OSXPw8$>n7+XPH~iP0p*> zWxa2puetBfZwy5&dZwEl^hMmj8!ioUwa5%U`YD2Pwm-G175f0_u?a3vyn|C~H98R} z+Y3nBGE$@;Tw$Y&+AL*)XI=@qfPF;QTFaV259k-w_kM0=eyrWt==Epl1}WgfN86+X z#>rYgxpj>w47g8jg#Z|}Vn+niIR}L0@O4glhgd1WPfv)lc5}mm(ZO-fJx{h(K-UN8 z1*hOYIB7?8fXCC4c|X~@(i;ipj@ zet+pgaP~`o#eN0=;RW-h!NmS#7IK8~=b&Jw(%AitF1|L7S&i%}^`J6eYzgfKK69j# zyXSYsbel^LHj6P1(Jo6loEys#b7bBqV;U$%cfGg2xM-0l0AFm2@I3cN-P7kLM=5&* zn)na^8SAzVpcK-31p{vFc10ZMR2~*jqTvzcx9XY$dHQbtB1BN<8KLzr=Z8o5o-7>B zRWXwT8_dO_KVxcFehPYTHK)kUwhw|6nY*YdAy>5={*O>v(>j}Wt~^q&a&Bgh)?+KF ztL#=Mc>bK!y9i$w_mCAQvws^9X|@}w!IHBEMdvIVu(tycnVT8rtotD*^;rUq5TI3cc1HldZaa6w2VwZt=s0b2v*%t@J9wkod~N-rzQf?1 zsk_4kh z_~4&|0<^!CL(fEM8$-o9);t zU?p$jLJDW&sh^;tKdUhw_W+THW!@@4R7`Z^huImv%YB&!6-m8bN1!;LxDbYD>@}hc z*LpL88ZtY2y$t&*gd1(|S+9N?q@R=(2O2&yt-h!Ud6tlVbv_b?}f9)Fj+x@>F0#n|_BJvHn{1eU&q z(Dt>X8rz)&lsS)R0_nA)k}8ZEuT{)bN{m^fedeT#?1^nZlUD_MZor;zXqgT#|W8n1Yu@`Kr*<37$bC7n80v=8SZ0((+M`>TG||-VBlXb#A}} zH|LnEszcb94pH>RGf*)+Sn8;E(}a-BUIOrb(e9s~5GB_rZCEEZ z!msxCm&aQ^->GRbX`J0)K5q>SJzHEHhgq0tkBcVdX%F1G6Hs5>+!GiIR)}30F_dv+ zff4Z&IFl*65~4d-wQ=@7;D+Gw`mjhbZd#fIkSBQ=p3k6ml7aKrow|ZKA3Y ztClKs0zX?!0g-J?j1jeCci61!ELaKlox$eX{l?Ntt=XhK2&Ax3ORGCH6!NJtAlKB~ zqd2)(xu44YM@s;re6RNaQO5b_N(3IXQzaGNveM@u0-Jkff%tzwbLrUF0>`k@^=)qt zXmdA$$;}H2n2959Lb5jgz1?)6X9g{SEXBz=hY}!fq)9&z2q=oOI6|`jUacqa15~TO zKkE_RI7s)Q!XLQZdmiw=S39A+8u%FHK+>#P?PT>DoH&QL^3qmxwVbcE!>aC}&?1is z`1^Mh+C^1uNnK~>jgJnH8@otkZ!hA%=tckkD}AdLuj|gCEsK-;=PTstz{w#mJuf8o z@Xv1*d$u-&M5iL#83bkFxEQ_lFDn49wKe|Yn| z9JIN?HWG=vA+Afe`)#w``UbBZ*E3@94<~9E?|+fwSdb8&g2*ee6**Y?6@d=KN zUo4Rh)Yf5>|2xc6WWf3NGrxy!@0)RMrW0Gc*u4EmJWzb+kp+ampWw+0_pu@*_Rieb zeHaN!63EK~dFsI5pKW<+Z{+*Zm$)5As>sCw{RDaKJOP^k<}n9w8<2DZNkd#Lo&6<@ z86La=g1_gY2>uZVV!P!a^ zzQxruL2EPU*2t&Rf3{WcHFvccHp%+4iSc?|)_+y!cPpX)2A>!Y+ zy80T;4b9M!pZf<6O)znnW&XSVJbZ67|J5sBD~sW_{Ea)sneEnf)r>FxeXOtW|H}}H zrFw37F)0RQ2{R%V97*)|O2bC%(ci0;>SAvAaJYrrbf)%y!i}Q#A3>OkpS89k9G$H% z^s%VF4=)M(e;v}hV{N)ScJ_mqTturD$TKLv z{=G~||1*|?YSX2$Oo#1T`U891t1QGw4k=sD=_ck&|@2p0LB;x7+iGd#7|9b*oN-&|PPlnvz*_fOqP5u98 zNdHdghRnm|_RGol8>m+|uy~PL!@gL?k61lvcNS5FZo7u@;-lZC;j(PKpH$#vR4Jwx z=a*HZ*!jk}avI~y%cOaRFCX-|Us?80bLqXUG5WvuzB8(+ZEG|hJ$4UzL_n%23WpX{ z6s3iuBGN@E(m{Ifosf7GIf8(KfYJp4l@fX{DgpuuNDDpEYp9`wmbdmM!RsAwjQ8E~ z?)b)6TtAeZ)#jRO_PzF+vf)G8*|zn?Gu_RfNnRUzTtb#C!PPD2d(S6|#3{QJ^-Ydj zY^-*-r?yYpQNY&#*gwxt_6*3_@+eol$xO?9$h2!TT64W=arnjPo2~6^a;IKp z{|+mPR_MQP$EUv-ev5t|%-+~!T6VtOH?*}$NF-7pBP}1`vW0!~Gt^7|4Y2ETDO%li z;afx$KfeFu7Gifl4By)7o!?Vgf*P#O4|naK(D>m-_)o`v$Q|JL{jf8*nqD#pI=V_N2X$|AGbSt9hV8r=@fT!l(aNWz|H@Q9LKzma7wd^8E-l&O zI4+$09r_N9TJ9^Uu)ppeH$oq$@g=CZ8j;UOYXJT)`Z4)H1`q9OLa5CXz8}&H4E>lr z;a}=1Ckvl(-kSNK=43(gLPT}%=2$?SZ75xnz&|ekVaCRumZa3*FC$$3_^X_5MB-laBwqRB!oaZ-Xtaf|%USXDa&kd#%tX8ri_V zolyP}-~SR-{Or1g*Z)$?!<;Ohksos!)=-iBsW#W89i&>0?N=$l?0`gdB&VWPce=nl z;`l(;0(q|98gNc8DJPfe zJf|Zz>7aX5g80pXmYUUb{-Lb5^yeNrdrLt^jFgkwZ*BSYMngLk@$FjLd_%9{^qNh^ zGGfrYPo)qOAbUiUkd0YuzE}awkLDRcih0EL^TRt7MNCzRhsHPjZry`0tC&Zzw~;1i zB?3a5Namqy5=v~q*;M4JZ%tH|Tb?g5@9iPg5+j+v^pKQ+h8bGQsce3|@>R=rr&DI_ z`OD(RublZEj2W+)ZJBH5VdFM*@TpXbV(cC9tTG$r@XK&M8{w7_-MobL7e{j?c1(;k z?E@2Lq}jN+K1fVO2SLaG&BGHL{p57I*<9XK3kvtLoN4P*8&5OVcGFaaU@{M9^U6NO zmKW+{CobQ8G~V{N7{sBLbC+2}lJdRmvu=PUSkudyuk$6A(r!x1b2T{+UY9m|oLZKZ z?GvztC;rKc8p_tntoqM|w5THl3XfNJEwy)UZK=r`I**t`K+-XtIG@6xY>m{{I0i}E zCa%V`H!&X19c)!jAkZM$Wz!8apThhyFSRip##%@|nHL6K_&TkY*Lxnt`#aN#2xVNE zK$(Sx%V?j%8Bi@%N$iTS=~CmX(-#N1a^jHyfy@@4#j>9swJg#0;eoL?m%kpLFER32 zXo6Wym+3@HGQBd3wwIkre@>PHw7Q4dBpqUO<=B$>st4E&w94;0q)r|CKo;>EEuWk3 zdl>h?X;V=(cC5@2w2n9A6-#8CNh8KCzc{RU{x^)n)Rn(PvF zjPj6IacH6Wsr9)3(8p<)h-dyvh=-XzR-zb-Wh(~nxfYxG9mPpt#Rj)GPiT|VdB|;U z9BgYd)fDz*v>GqGHtTiM8$Ju^^~1L=O*%;?(CwVCi3nrY(Rs5z(K}Jd>{EVeb1YEc zE=2px!!MH@)}xMMtL_$V`e!Qybz+2ci+P{!yvZ1M{ulGi=2t?*k*?|DxCf{B_<11h zBU~-7EHkN>6}=uM$yk>n|LgA7=SRMF3#OK#%8X62ExdRcK&yDp{AoEx0bJXAf{%ko z&yBWISjk(@_L!GCZLX|1+E#>{7*<7GVeonnnG+<9u4Cydjy45J^nEKH^|h5J+?TcM zZ3Obp`?xiva)qCVOo!EUtwU~~(~T=GkK(n0`dk!c`4MP{QQQSWa|+fqZQN#xGy9QA z5CTc~1NsNnF1ETNS10Ch`8#*_bv*s**Qc(n>a*5I>ihK=xCkCx*Y8aE;66FsC4xtP zD{g-9RW25R9%b6!L?22K60@uv1 zczxwDOm(=G=|t{w`ricFw>l1d`!H6E#JkE@+1D;#QKdh4F!Bng_tO30dA?2NO=DY= z-sHE&U4jgpvNJxsS^y2fW`)i)M#FLamm z6Kg1A!@ZWw;XTZKtG(tVHAxjP3OMcD^uc`GrlwIK+MX;D9Ov=m;K7U>ZU#!5mlnnz zgU7k0w#{y=@fLW;n@q5H!|CB(S3XQ1cbg&l>(A|2S1wH*o_f?Egdj!GvF;H5dR)Zp zylpzMTK0~&e8+OU3l!tP_H}vb=Z>|{)``@b_AocB$Cg{q}S~R zJ;r1sAFeTcL={%>c~tpL<9y`DkBa2)-4o9V>^}1h9tDcNX85&9Gkk{jVp*o0#dC6m z%34%u7Ib5sbE1(+?z+5TW2A=e<;7Em)hOe3)IH85CSPSt=3+;6NLb!-E~7Y`T~DMB zDMr9dF;@?ovMCTqO0f|ao35wj^L44F&mqoY3>RA|WC!cgT>3_t=LoB6&gV z$0c(4B^`!GdfV(aUJZ5y)QRY*Fn3OGKvAD>CTuaCJtnn(nGKNCPLu5`!-j(iO$n#z znxuft+R4fL;0-1$u=IrIg!0w-s2QDx>_Pc@9L4bY(wnigsH>BjFbG0vE;d2=8-sIB zzd9_c;UoO}=j|Sxw{@LBJj}RDFX>}c-+431%s z1}D3#?0R20Zq%sGC>il_F12AXETG?L#@eIC#N@~h;qV0Uckf=1il$am6S;j*Q-nJu z=afFw&9K{jj`Oe(CZ94~pLsBU&CUx*f_FmAd6z{qg{-5Fx{7yxQRa^35L{C+j~jR1 z5&cU>NuhV&&_IEin@zX2_K}Pb<6!Y)93=`dI)x;~Bnvwp%g@jdnU3FX7TY?l4owXC z+E^?_E_jEYp|@SLuYY#l|F2)np`5xq+I$RMi6NQ8QC}A*!|u|X4~&q1xrvkKyZZ+l zf~s{{uj?M}N_jBw_f6L0{zgGKS%@B^C$fcA>3k=iK4IM_gZDdye1KN=t@J9Xa44cT zMPF7RdoyUt?pI<1!eNE3AfMvxu%6=^CO7|=JykN-eS*v&V_F%J1_2Ki?C#U2{@GdH`4f!cEY5*h`ilaY=AA%Izc z<$o~uinjY;M9z8C5u269eqRp12`jyQ938Ifzx$kllmt_hMaEqM<3-*=}Hlo$CrKYHvC#P{I1^74ukTg9aQ$c;y#(yyoTdbW;G)!V9x-7 z&cvENYSKaxjHb*aDiZdy_%MlzU4umMgZ6MCVvb>5#UX*)szd#)7Y!Bq^(%0T8~CtM zK}B}2i{oSS5s*i<_f&Ucs#%zAVYYMEons!@WRMA%NkPEwbMl7EB?`*-KHar$ALe|? z!^OO}AdzC2k}jd(WA~iYFEm}I`BIVn3CGcDdP$J)G%CYRv;3lmr;AHfK-(!c<^?di z&{S^0_4AEE1Xk14M96(BN{DwQgrhR2J z_Ao~{_#Ol?B;#<6C-|Vi;FYyb!`4cc8I3Xj9J!NRV1!S>`QhfO+QPQZ&o7nRFMS;A$vF_Jgk(7N9&u0@ z(AdjYhp&IGyZ(8<+20V(5RNHKzO_dKY6KIYCxrRM0D4GCQ_FwEiEFx{D|?3Kpkdzw zLjlO28%`tDRu|QVX#)xU4SO@prlaMg{**znQT1Dzw7P@rkOzl-_~Lv;NOFG_+jwXr zcQdV$i66)e@cDF>kJV~xTf90<#u)BP+$~45G8E3yhTjP%H;=Cf5$?H60hT(d`Kd%U12VEn@@A(??EYNltKpU{TviF#c7zY+hCtTi z>R?1Lw_lJc_u6>EXb4LNk0J~HN)2aUQ!T|qK=x8HU z-XUOrcr5Yq0&iPi8$o0`O;Gpg4RAIDE(QiL-bhtlU)s#t)x0okB^-}J-*!-|5xf6_ zvy=BWAD)iZelw}D#40z641lu5!$k-IG~2{tUUzp%nNREAH!cAQI!AhIT)C9nM<~Xq zcoVCVj@am3pi!DINN&01?d(Sw+(}I~Y*;T(JA}zSUxHCt&mven<)jWQb=#r@kZtSe zQ|>|CJ>-5bK0z} zdcvP^%U*+~XxgIIvTPeSm;M~t#A%y`Qn?F9A@K(lsoPsx-$7fc#%%u2u^JXDz0;`Z27QK#(FumF zP!}LXgN=6Q&E~>x4)nI&4ld^xjlJ`twD6QowFD}Yr)WB4{&oJ1Pg^h{xN|55#m;Ic z_rweS3VmBhI-yiK77y56B>BT@-S|=gZTrN*%hMPC=0QVmsxKN(})IE z?+65U+t;w(iq}Pa)YCx4`_(C{rMPTswQL73wJs_kh`?LF z@3@KkB35GO5OXnKC_x~E4)KI#?YAU40hYh>`f?6WKi4LIm?@}drS^#Dq#wRljQ+s} z-GP`NjFlPWIv$U*`Z7W)a%nq|a;%CL*=oYTYbdm+9HE!`c zOU`Ju=EZo-K)wWE*t_8T)mDK_L%=+C+T^>C#J@*zn(+{xmODq@ZV(DLNHx|hG@AaF zHs$jz$$C2EBkdgq$btonGu-@&zj1xWgu%u*onR21+a1`yh31IYhXti&h-Km0Q}@Gr z#?p*Y+K0VPQUO4$!a>M*)9LKG@~h+D8iXis-0_>OPP7FynZXkvz22PnGEg};X7tM9 z`FX;30!D+3lYk(y_b^t=h~>N#s=b{WdPrMfTc9?{!2N58m!CIa?!HbNjPkk%a{nR8~YbgLFn&pns{J8~0?hsd0Gxwr-U=;T=1hGC0g z{(B%cTGiPUWeGf^EVH|fw9Sz!gVv7iw*^-D+rYM$m%Gaj3^cs#=%>jQre?T-VS1#m z*r?jWDfd0W#&i;~?vb?FC*X+WK`Z$<`TS{Fzxf9!jJTxx$M4H`fn&iBaT#1ClV9s@ za-3_J2H4G}_4kC;0aN*iK;SZmPT z=I}CD)E|^_YYYy(o$j*vA)oZ3?a?R=L*HCr{8cto6WdHum1?WW(YG@RRONsWn%zRr zXi!nuRBN>N=%(}g+gWCiVF8tRm^9wa&QBFjM1Dz`eLJ;`VsMLnD}mXnM__jV1_V0Q z8=@JUqa5nNRhgVPq>`ApRQzE$9!~KMV>&##N+|ZTBQ2A!O zwel5#lu-Z)-QR zw5oFIWIu>@x9HNcDXXBIR)#ON-_x zLzMFtYOny7%-h*tDBp6i^(jXGrKqcW>tvXum+I~ zOn1S^kwMSx-lVD=tJGjrT=Z1ROhpF&$#^rMn$Wj-*-KcFbt#=HAT!l>{^Y1NgCcay-RTg^zn(3PFKO4xie$T2<9$I{aj49HKVtn7Nfpn?BOq~&FgZ;L=OZ8$FM(UK{MBPDtu zr*BY3IKyN}C*dPY=84>qf@IQ6G2|p(!@;kT2RGeN;Hu^~Qo|52d*gx_r5V zV-g_U_YuF4yDI}JUFA!}pv7*_)%K`D<`L8pq&si9x#isai=-E$jNRJkecRmhZnpVr zSh{CcF^N2pV-?DU-sp}Kdo#-|QV`}JvU38^s_=C$ZBkfcE@nfFjm5RJp+4LQX%(xZ zE#dkoVfNvpDiH;LB@PWHiIb15F-5|d@u*2LVWL>HZBO{cwH=Xls>$cV-YA&x-Y!$` znps;o_z%Cl_+I%>e=@7zmMAQoAF6Y%&#=5ONt}swQ}5@Cv#_(v;pMx@0Tya_J@E17 zloOG#n$nPh*YI*$<3AAPswP5QB~DVN>lfJ~^*W+`)}}K|QKGlEM}KQN`yU2?*cE5f zqe6R28!}@ z<=Mwr`092ZQs;jNVwIwU(F1PN)1qB3_R*YF1Xf?n$r~5$&fdn{yV~DwC8+N7>uST1 zUFQCif`5Dw$E|Fv6*C}}U(r+t;@w%Z*riozvXvlz?|Mo4VD+6F>|=}o7n;??Dw^Q|7;*EM-H!dCsIf-O@dEbZf_D?X1nCigbN?tqn zw+@g)4=|QyT}seJv72`pa@Pyr2J2lN$kCT@%*`pFyz-p6AW-0)DQ!-JWoP^en(+kv zG=B|pB538``4Sy6AhyfD_Wu26*Db{TKi;(dd(niw*Q6It+cIiAVzv=U-9oI+*VgUb z1UHBN{~WLQ_rkpm)qg6s{%g+qjgsTE=cPlh+b=bI_!6(@f(LZ3U-)9O3wiNc!oEY& z)l6sdPxF+0dKM9FjKBFLKzjc^CN7@p!h0%N4!^xWd10?{z2DtKe@f;u@wXj(pnCGs zr9W@mi(YTJS~svqf~+eh_OXQXPBwp;M|dd3TXK(4nFockJ}OeYw|vVQ!N%|XN2cHF z|Bp%fepUjS`H6&|NZ1k`|5r*d;9g&|Jx`M@9h_Hy-p9sdu9cY5e#^Z2U^_Sge%mEY z3q?Z>q;CGK{E390lmKA>l%MSI-xUdB{UrqAS(<-{jp2l1jUD?ab9Vn51YuH2o8=4O zq)F|@P~tFon|WPNxvdYopuLzK^XWc!ULcsfk~@_V!hf%x;k zbLF$%>tIEhMZ$_vUq&kZ=unjP1)M%*E*PW3Lob&Ua)gEk??l)Zz1U=Z5w$^T86F<4 zSRY2_Y1xE|CGz+Wx|^GieR_I|@E{aFxu`5j9;&26mAcLJX>i-cWuhCFI5DI|j$;AR z1eybMI6qcB)dYI&5-c3`1+_7*jK}E{#DfSoi*$S@(+jR&zaCp(8_M+}E)KKY>&6mT zJ>sUMprFcoi~w##g3DncWr&Vflp>Ss>+5GKC_Z^wUrJ?(^23fEuCDp2yu_h?oKDd> zNy+l6wK%P2+Dk0&ZV%`sP7^VN>$3efsdDnlz`(%MQ!=jKX8HK|5)%`3sI{x&TRD(S*C7yo`bSdbLHg|{KFX4 zd7H+QJpe0kSxN4M;l_I=2Zv%_si&f6-|z7twi})%sPl$-Z_hs~4n-}-ZhbM$!Qt%8 z`X=As-&1urYhkC`o!S})aTIDMl{VyGqmO{WBo*;il~-&@FJ^RHHpKZ(Z2_C8^QUE6 z=+Aj4#2`(9>gwu(`sJlYcFWTxGszZ_9v)uAH@8zn(}ud2h~1;xV;0|o9Gfvwi^!m$ zpy?s8i_C$5zCPCzeAbATd0phQOH-YL-82Yjtu-=q#@ENEx)(RsX3VrNUAPd2ubf$1 zTSKo=S1%F(hd+Gy(9vTV-inRw7*6lIqrm6F zPCJ4*M;F^U(4?>V({>l5Jk;iGROrdHkBYE@unaB!)YGGrr-jy=@ga8Qr4yo)$7g5l zgJw3H<&os=z;N*cczq1AA<<%PwxKKom&!dCCnhE=Cn@Ra=>q)xxwuhBELf>zC4(JU za{)x{%g^eEaU3fEULr>vX=tU)Yk8GMUWnpr%BgMVzy$Fu(c&KS^TYKl<-!*)E=}rF ziYqE8vQ`@E>eppt;)A~rkych#&WL<;@CJ)JMArio7oNiflu)|8RIDBT z9p1cSTL@~`4^9~C%CowE|GsiBr)&sbA5*5D>f-oVF6rFavsq*bz%gsfGnnR7;!gcS zdqZPm<50GV#npH3-Wf4&EYkMOIan8xGrN$AE&3Z18k4x-z`))zFE_q0Z|$r*(J?WB z39my#KY#vg?Q=DR3$UQF=Y^m_?E+gHz1o7s<>dlY7ar&AZcT*|YsUxydANMJ&kOg} zT--J5)|>Us3me4r+TOiuAb; zPNLW)y*qF;>DD9xS^84n0OUhMLq?2zVRaurUVGRJq)^?kBljqIDyK1))J!5l>^qwz zv!~Cqy#hno#BFla%z-W1I75XD(Q8xyoiZ>K^IDoR(iphZpk9lbuh-wq2GUN?XQr?0 zluS@sg&q!HQ&S_N6T&$OU=9cf0IkPoW|qZh!#GD##iP`_X5o!*_vsp9#PH_AU8w6S z&dbxi>8MC_8JDc5m)Ch@@SwYokIx3DzQ=Hw47az!h#!F_>6`_&_A-R)1t`(cI(mBS ztgKV^1$aHL^iaP#9OdfNP;F=gQeO{~B1a2cp4ehv=@70z7y@Eu&Pzy0NJ_?fkh{9H zz@1eSH7p{wtP-Bi8#cVOFe=s>)|X8Zj&Fv#_0WrLO5s2zQc@`*QC|-6kuL?QZ97?= zuo}s?F))Y^9R^|x#lFF<*aALI$5n6!4R&^FI_;+7;L~+T$Yt92UI7)K>rv~ol`@nf z$6-0ZZ&PhN{ta;`g3p0}YW}3^8K|1e|oM_5p3T&mDz? zvvHOkq5QKIOW^eoE}39x9Q6Tg14D&X;#Tpdfin`NF!+fTMGNDw1BStY$M)%0fQ zmLzX~X8Xw(k`5;l@9&`-$x}Im(qg;`w0L_2lVw(D zOdr!gCI1d%XL-IJX{N^_{Z(wH)aW6tvSk9 zybTZ-=M{de%f8X#?CdNYkuJGGy1hX23_ht))e4pv866!R8Cho~f{COpZRo}pLyFk; zT=FED2eD+Nr-#X%zE9J0pQ;2;fmu4jO>>IMLxK~`t*!YNVj;lp&?Yb4;(ksl$NThu z@CA4^?OPfQMqSk2ZZ&lgAPt-DHB+|ywr#?Qk^9UUAc-dyJx6S2dWwwlsSObx9&0tJJ) zyGSzb!+3aj*xNTn(-tdQP!Ew~EU#iqe}DfX9;sUlPJ0s=Y8*xi3Y|uSF4JV}&=m+P zv(DT~(dNR;0D!?2#)_3HJPuF|S-_T1Zqq;mx9Bj$S>jc#t*Uuix|of1@`CS`{z(lz z&+(+sGtE8$!itLE<50Lz0sYcb=wRgN=(w@y>+5^#4XL9F*a5Eddcfe_O*6NeE<^0{ z?x=u(02?Hi7qhamo<4oLh{w#{=Ww2P1?r`UwL28PvLB3%6~t4;hC!KWPA48;u<1!J z4QzD*`u!}Fu(p;^GF!J8g=mMFob7OOavE)j=^lDO1q<;WW|tERvLUULi=P|SfoW7( zS;Dfw-&CJl91q4q(8zp9vz*hj< zRsjsE1lqw9MEn7W)v!<6Eb{=>S4BmHhwt9K`y#M#85kJ$`+m4B(wSqX>}R$K&{?t= zH99g9>pTK%Ct=|sHyTREu0S+-g4H52qhiGmwQk5~m6DPoQd@`9D+3f-5r)op?>+;} z!=9d=+jjCHLqKKM1alB(+W<{Gdh{s$*#>Q>e%Kf7@0jhM3k?lj^h7VH;VL#)f!P;o z%f!MW1`>?42Op_%@Z%U-nH!9XBUcBq?D>tg(3?EJ8j--G1?+?4$LH2)!)@6QhszUX zf^9pRQY=J8MDTdLM!I@jZoZD7eyO{Iw%zhXDsIGaBq=Fr5#PT4hHvKVWVnBO}yWXJc25`^s#8jF?-7euZ9YTWszt^g>ktV}X|z6>RJ* zDOXDXI+OT8NJPYKePxbSL`O$Q+;QlWtHx>BW^in`GHwHC`xK>^`E9an%7+*pYp}kE z!+dclNY%iZz8>oKuew{L(^pGZURd~gTVt=lFJkuApeW?V(tO|v)daECm#znj^mV)l zW|jU545j>d4k|P!RH;@3R%-LZ_;{^J+@&BhGqVG}S4P+(znJRl6LL07W8#j|n%{tZ zyIl#L)+5=3tBo$(HZt)V!1^k%!ZokR&; zNoJFNJXg}%4gB~_Jo*fI9y%a=Xatg&qs0-1Q6TL*0OwUz|6a-+1i6T0qxHAk0kC47CoLGxDulkZLD6;f6S5 zTS#FVdKSXWMN{f;RQtRazFc|v?R%$a*hA)A0haYS9Qu0Lx?8#T>-9VxY zj~?y&zFKuiabOSg3ksTQGu6zUe>=nh?4&eR-k2${QU{>nmL$t*iW4g^LDdW1sYw>A zWix1GRC7|I$jm-|-d8lo>R04sA{Q)ZotGsK^;zCN)_Hl(N2!^zY% zSv}RpXVl5M39vm7gqwj9G|43;1p6B|frkt<1bSiQON~F7$A91wJ2P_^u$)03IP_8B zv#~0&;7*&s5LO_DaxJ-?){?6jJ3G6qJI*wUpt_{AwkLQ>woN+l8}Xf*H>6F)HlVc@4!q|w1oO#H;ePkx}$!2b|ToYvUKX?U-J>jktfS!tzf J8CMMc`afRDwIu)m diff --git a/doc/fluid/new_docs/beginners_guide/basics/machine_translation/index.md b/doc/fluid/new_docs/beginners_guide/basics/machine_translation/README.cn.md similarity index 52% rename from doc/fluid/new_docs/beginners_guide/basics/machine_translation/index.md rename to doc/fluid/new_docs/beginners_guide/basics/machine_translation/README.cn.md index 8750a37b9..3f6efec88 100644 --- a/doc/fluid/new_docs/beginners_guide/basics/machine_translation/index.md +++ b/doc/fluid/new_docs/beginners_guide/basics/machine_translation/README.cn.md @@ -1,453 +1,3 @@ -<<<<<<< HEAD:doc/fluid/new_docs/beginners_guide/basics/machine_translation/index.md -# 机器翻译 - -本教程源代码目录在[book/machine_translation](https://github.com/PaddlePaddle/book/tree/develop/08.machine_translation), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书)。 - -## 背景介绍 - -机器翻译(machine translation, MT)是用计算机来实现不同语言之间翻译的技术。被翻译的语言通常称为源语言(source language),翻译成的结果语言称为目标语言(target language)。机器翻译即实现从源语言到目标语言转换的过程,是自然语言处理的重要研究领域之一。 - -早期机器翻译系统多为基于规则的翻译系统,需要由语言学家编写两种语言之间的转换规则,再将这些规则录入计算机。该方法对语言学家的要求非常高,而且我们几乎无法总结一门语言会用到的所有规则,更何况两种甚至更多的语言。因此,传统机器翻译方法面临的主要挑战是无法得到一个完备的规则集合\[[1](#参考文献)\]。 - -为解决以上问题,统计机器翻译(Statistical Machine Translation, SMT)技术应运而生。在统计机器翻译技术中,转化规则是由机器自动从大规模的语料中学习得到的,而非我们人主动提供规则。因此,它克服了基于规则的翻译系统所面临的知识获取瓶颈的问题,但仍然存在许多挑战:1)人为设计许多特征(feature),但永远无法覆盖所有的语言现象;2)难以利用全局的特征;3)依赖于许多预处理环节,如词语对齐、分词或符号化(tokenization)、规则抽取、句法分析等,而每个环节的错误会逐步累积,对翻译的影响也越来越大。 - -近年来,深度学习技术的发展为解决上述挑战提供了新的思路。将深度学习应用于机器翻译任务的方法大致分为两类:1)仍以统计机器翻译系统为框架,只是利用神经网络来改进其中的关键模块,如语言模型、调序模型等(见图1的左半部分);2)不再以统计机器翻译系统为框架,而是直接用神经网络将源语言映射到目标语言,即端到端的神经网络机器翻译(End-to-End Neural Machine Translation, End-to-End NMT)(见图1的右半部分),简称为NMT模型。 -![nmt](./image/nmt.png) -

-图1. 基于神经网络的机器翻译系统 -

- -本教程主要介绍NMT模型,以及如何用PaddlePaddle来训练一个NMT模型。 - -## 效果展示 - -以中英翻译(中文翻译到英文)的模型为例,当模型训练完毕时,如果输入如下已分词的中文句子: -```text -这些 是 希望 的 曙光 和 解脱 的 迹象 . -``` -如果设定显示翻译结果的条数(即[柱搜索算法](#柱搜索算法)的宽度)为3,生成的英语句子如下: -```text -0 -5.36816 These are signs of hope and relief . -1 -6.23177 These are the light of hope and relief . -2 -7.7914 These are the light of hope and the relief of hope . -``` -- 左起第一列是生成句子的序号;左起第二列是该条句子的得分(从大到小),分值越高越好;左起第三列是生成的英语句子。 -- 另外有两个特殊标志:``表示句子的结尾,``表示未登录词(unknown word),即未在训练字典中出现的词。 - -## 模型概览 - -本节依次介绍双向循环神经网络(Bi-directional Recurrent Neural Network),NMT模型中典型的编码器-解码器(Encoder-Decoder)框架以及柱搜索(beam search)算法。 - -### 双向循环神经网络 - -我们已经在[语义角色标注](https://github.com/PaddlePaddle/book/blob/develop/07.label_semantic_roles/README.cn.md)一章中介绍了一种双向循环神经网络,这里介绍Bengio团队在论文\[[2](#参考文献),[4](#参考文献)\]中提出的另一种结构。该结构的目的是输入一个序列,得到其在每个时刻的特征表示,即输出的每个时刻都用定长向量表示到该时刻的上下文语义信息。 - -具体来说,该双向循环神经网络分别在时间维以顺序和逆序——即前向(forward)和后向(backward)——依次处理输入序列,并将每个时间步RNN的输出拼接成为最终的输出层。这样每个时间步的输出节点,都包含了输入序列中当前时刻完整的过去和未来的上下文信息。下图展示的是一个按时间步展开的双向循环神经网络。该网络包含一个前向和一个后向RNN,其中有六个权重矩阵:输入到前向隐层和后向隐层的权重矩阵(`$W_1, W_3$`),隐层到隐层自己的权重矩阵(`$W_2,W_5$`),前向隐层和后向隐层到输出层的权重矩阵(`$W_4, W_6$`)。注意,该网络的前向隐层和后向隐层之间没有连接。 - -![bi_rnn](./image/bi_rnn.png) -

-图3. 按时间步展开的双向循环神经网络 -

- -### 编码器-解码器框架 - -编码器-解码器(Encoder-Decoder)\[[2](#参考文献)\]框架用于解决由一个任意长度的源序列到另一个任意长度的目标序列的变换问题。即编码阶段将整个源序列编码成一个向量,解码阶段通过最大化预测序列概率,从中解码出整个目标序列。编码和解码的过程通常都使用RNN实现。 -![encoder_decoder](./image/encoder_decoder.png) -

-图4. 编码器-解码器框架 -

- -#### 编码器 - -编码阶段分为三步: - -1. one-hot vector表示:将源语言句子`$x=\left \{ x_1,x_2,...,x_T \right \}$`的每个词`$x_i$`表示成一个列向量`$w_i\epsilon \left \{ 0,1 \right \}^{\left | V \right |},i=1,2,...,T$`。这个向量`$w_i$`的维度与词汇表大小`$\left | V \right |$` 相同,并且只有一个维度上有值1(该位置对应该词在词汇表中的位置),其余全是0。 - -2. 映射到低维语义空间的词向量:one-hot vector表示存在两个问题,1)生成的向量维度往往很大,容易造成维数灾难;2)难以刻画词与词之间的关系(如语义相似性,也就是无法很好地表达语义)。因此,需再one-hot vector映射到低维的语义空间,由一个固定维度的稠密向量(称为词向量)表示。记映射矩阵为`$C\epsilon R^{K\times \left | V \right |}$`,用`$s_i=Cw_i$`表示第`$i$`个词的词向量,`$K$`为向量维度。 - -3. 用RNN编码源语言词序列:这一过程的计算公式为`$h_i=\varnothing _\theta \left ( h_{i-1}, s_i \right )$`,其中`$h_0$`是一个全零的向量,`$\varnothing _\theta$`是一个非线性激活函数,最后得到的`$\mathbf{h}=\left \{ h_1,..., h_T \right \}$`就是RNN依次读入源语言`$T$`个词的状态编码序列。整句话的向量表示可以采用`$\mathbf{h}$`在最后一个时间步`$T$`的状态编码,或使用时间维上的池化(pooling)结果。 - -第3步也可以使用双向循环神经网络实现更复杂的句编码表示,具体可以用双向GRU实现。前向GRU按照词序列`$(x_1,x_2,...,x_T)$`的顺序依次编码源语言端词,并得到一系列隐层状态`$(\overrightarrow{h_1},\overrightarrow{h_2},...,\overrightarrow{h_T})$`。类似的,后向GRU按照`$(x_T,x_{T-1},...,x_1)$`的顺序依次编码源语言端词,得到`$(\overleftarrow{h_1},\overleftarrow{h_2},...,\overleftarrow{h_T})$`。最后对于词`$x_i$`,通过拼接两个GRU的结果得到它的隐层状态,即`$h_i=\left [ \overrightarrow{h_i^T},\overleftarrow{h_i^T} \right ]^{T}$`。 - -![encoder_attention](./image/encoder_attention.png) -

-图5. 使用双向GRU的编码器 -

- -#### 解码器 - -机器翻译任务的训练过程中,解码阶段的目标是最大化下一个正确的目标语言词的概率。思路是: - -1. 每一个时刻,根据源语言句子的编码信息(又叫上下文向量,context vector)`$c$`、真实目标语言序列的第`$i$`个词`$u_i$`和`$i$`时刻RNN的隐层状态`$z_i$`,计算出下一个隐层状态`$z_{i+1}$`。计算公式如下: - -$$z_{i+1}=\phi _{\theta '}\left ( c,u_i,z_i \right )$$ - -其中`$\phi _{\theta '}$`是一个非线性激活函数;`$c=q\mathbf{h}$`是源语言句子的上下文向量,在不使用[注意力机制](#注意力机制)时,如果[编码器](#编码器)的输出是源语言句子编码后的最后一个元素,则可以定义`$c=h_T$`;`$u_i$`是目标语言序列的第`$i$`个单词,`$u_0$`是目标语言序列的开始标记``,表示解码开始;`$z_i$`是`$i$`时刻解码RNN的隐层状态,`$z_0$`是一个全零的向量。 - -2. 将`$z_{i+1}$`通过`softmax`归一化,得到目标语言序列的第`$i+1$`个单词的概率分布`$p_{i+1}$`。概率分布公式如下: - -$$p\left ( u_{i+1}|u_{<i+1},\mathbf{x} \right )=softmax(W_sz_{i+1}+b_z)$$ - -其中`$W_sz_{i+1}+b_z$`是对每个可能的输出单词进行打分,再用softmax归一化就可以得到第`$i+1$`个词的概率`$p_{i+1}$`。 - -3. 根据`$p_{i+1}$`和`$u_{i+1}$`计算代价。 -4. 重复步骤1~3,直到目标语言序列中的所有词处理完毕。 - -机器翻译任务的生成过程,通俗来讲就是根据预先训练的模型来翻译源语言句子。生成过程中的解码阶段和上述训练过程的有所差异,具体介绍请见[柱搜索算法](#柱搜索算法)。 - -### 柱搜索算法 - -柱搜索([beam search](http://en.wikipedia.org/wiki/Beam_search))是一种启发式图搜索算法,用于在图或树中搜索有限集合中的最优扩展节点,通常用在解空间非常大的系统(如机器翻译、语音识别)中,原因是内存无法装下图或树中所有展开的解。如在机器翻译任务中希望翻译“`你好`”,就算目标语言字典中只有3个词(``, ``, `hello`),也可能生成无限句话(`hello`循环出现的次数不定),为了找到其中较好的翻译结果,我们可采用柱搜索算法。 - -柱搜索算法使用广度优先策略建立搜索树,在树的每一层,按照启发代价(heuristic cost)(本教程中,为生成词的log概率之和)对节点进行排序,然后仅留下预先确定的个数(文献中通常称为beam width、beam size、柱宽度等)的节点。只有这些节点会在下一层继续扩展,其他节点就被剪掉了,也就是说保留了质量较高的节点,剪枝了质量较差的节点。因此,搜索所占用的空间和时间大幅减少,但缺点是无法保证一定获得最优解。 - -使用柱搜索算法的解码阶段,目标是最大化生成序列的概率。思路是: - -1. 每一个时刻,根据源语言句子的编码信息`$c$`、生成的第`$i$`个目标语言序列单词`$u_i$`和`$i$`时刻RNN的隐层状态`$z_i$`,计算出下一个隐层状态`$z_{i+1}$`。 -2. 将`$z_{i+1}$`通过`softmax`归一化,得到目标语言序列的第`$i+1$`个单词的概率分布`$p_{i+1}$`。 -3. 根据`$p_{i+1}$`采样出单词`$u_{i+1}$`。 -4. 重复步骤1~3,直到获得句子结束标记``或超过句子的最大生成长度为止。 - -注意:`$z_{i+1}$`和`$p_{i+1}$`的计算公式同[解码器](#解码器)中的一样。且由于生成时的每一步都是通过贪心法实现的,因此并不能保证得到全局最优解。 - -## 数据介绍 - -本教程使用[WMT-14](http://www-lium.univ-lemans.fr/~schwenk/cslm_joint_paper/)数据集中的[bitexts(after selection)](http://www-lium.univ-lemans.fr/~schwenk/cslm_joint_paper/data/bitexts.tgz)作为训练集,[dev+test data](http://www-lium.univ-lemans.fr/~schwenk/cslm_joint_paper/data/dev+test.tgz)作为测试集和生成集。 - -### 数据预处理 - -我们的预处理流程包括两步: -- 将每个源语言到目标语言的平行语料库文件合并为一个文件: -- 合并每个`XXX.src`和`XXX.trg`文件为`XXX`。 -- `XXX`中的第`$i$`行内容为`XXX.src`中的第`$i$`行和`XXX.trg`中的第`$i$`行连接,用'\t'分隔。 -- 创建训练数据的“源字典”和“目标字典”。每个字典都有**DICTSIZE**个单词,包括:语料中词频最高的(DICTSIZE - 3)个单词,和3个特殊符号``(序列的开始)、``(序列的结束)和``(未登录词)。 - -### 示例数据 - -因为完整的数据集数据量较大,为了验证训练流程,PaddlePaddle接口paddle.dataset.wmt14中默认提供了一个经过预处理的[较小规模的数据集](http://paddlepaddle.bj.bcebos.com/demo/wmt_shrinked_data/wmt14.tgz)。 - -该数据集有193319条训练数据,6003条测试数据,词典长度为30000。因为数据规模限制,使用该数据集训练出来的模型效果无法保证。 - -## 模型配置说明 - -下面我们开始根据输入数据的形式配置模型。首先引入所需的库函数以及定义全局变量。 - -```python -import contextlib - -import numpy as np -import paddle -import paddle.fluid as fluid -import paddle.fluid.framework as framework -import paddle.fluid.layers as pd -from paddle.fluid.executor import Executor -from functools import partial -import os - -dict_size = 30000 -source_dict_dim = target_dict_dim = dict_size -hidden_dim = 32 -word_dim = 16 -batch_size = 2 -max_length = 8 -topk_size = 50 -beam_size = 2 - -decoder_size = hidden_dim -``` - -然后如下实现编码器框架: - -```python -def encoder(is_sparse): -src_word_id = pd.data( -name="src_word_id", shape=[1], dtype='int64', lod_level=1) -src_embedding = pd.embedding( -input=src_word_id, -size=[dict_size, word_dim], -dtype='float32', -is_sparse=is_sparse, -param_attr=fluid.ParamAttr(name='vemb')) - -fc1 = pd.fc(input=src_embedding, size=hidden_dim * 4, act='tanh') -lstm_hidden0, lstm_0 = pd.dynamic_lstm(input=fc1, size=hidden_dim * 4) -encoder_out = pd.sequence_last_step(input=lstm_hidden0) -return encoder_out -``` - -再实现训练模式下的解码器: - -```python -def train_decoder(context, is_sparse): -trg_language_word = pd.data( -name="target_language_word", shape=[1], dtype='int64', lod_level=1) -trg_embedding = pd.embedding( -input=trg_language_word, -size=[dict_size, word_dim], -dtype='float32', -is_sparse=is_sparse, -param_attr=fluid.ParamAttr(name='vemb')) - -rnn = pd.DynamicRNN() -with rnn.block(): -current_word = rnn.step_input(trg_embedding) -pre_state = rnn.memory(init=context) -current_state = pd.fc(input=[current_word, pre_state], -size=decoder_size, -act='tanh') - -current_score = pd.fc(input=current_state, -size=target_dict_dim, -act='softmax') -rnn.update_memory(pre_state, current_state) -rnn.output(current_score) - -return rnn() -``` - -实现推测模式下的解码器: - -```python -def decode(context, is_sparse): -init_state = context -array_len = pd.fill_constant(shape=[1], dtype='int64', value=max_length) -counter = pd.zeros(shape=[1], dtype='int64', force_cpu=True) - -# fill the first element with init_state -state_array = pd.create_array('float32') -pd.array_write(init_state, array=state_array, i=counter) - -# ids, scores as memory -ids_array = pd.create_array('int64') -scores_array = pd.create_array('float32') - -init_ids = pd.data(name="init_ids", shape=[1], dtype="int64", lod_level=2) -init_scores = pd.data( -name="init_scores", shape=[1], dtype="float32", lod_level=2) - -pd.array_write(init_ids, array=ids_array, i=counter) -pd.array_write(init_scores, array=scores_array, i=counter) - -cond = pd.less_than(x=counter, y=array_len) - -while_op = pd.While(cond=cond) -with while_op.block(): -pre_ids = pd.array_read(array=ids_array, i=counter) -pre_state = pd.array_read(array=state_array, i=counter) -pre_score = pd.array_read(array=scores_array, i=counter) - -# expand the lod of pre_state to be the same with pre_score -pre_state_expanded = pd.sequence_expand(pre_state, pre_score) - -pre_ids_emb = pd.embedding( -input=pre_ids, -size=[dict_size, word_dim], -dtype='float32', -is_sparse=is_sparse) - -# use rnn unit to update rnn -current_state = pd.fc(input=[pre_state_expanded, pre_ids_emb], -size=decoder_size, -act='tanh') -current_state_with_lod = pd.lod_reset(x=current_state, y=pre_score) -# use score to do beam search -current_score = pd.fc(input=current_state_with_lod, -size=target_dict_dim, -act='softmax') -topk_scores, topk_indices = pd.topk(current_score, k=topk_size) -selected_ids, selected_scores = pd.beam_search( -pre_ids, topk_indices, topk_scores, beam_size, end_id=10, level=0) - -pd.increment(x=counter, value=1, in_place=True) - -# update the memories -pd.array_write(current_state, array=state_array, i=counter) -pd.array_write(selected_ids, array=ids_array, i=counter) -pd.array_write(selected_scores, array=scores_array, i=counter) - -pd.less_than(x=counter, y=array_len, cond=cond) - -translation_ids, translation_scores = pd.beam_search_decode( -ids=ids_array, scores=scores_array) - -return translation_ids, translation_scores -``` - -进而,我们定义一个`train_program`来使用`inference_program`计算出的结果,在标记数据的帮助下来计算误差。我们还定义了一个`optimizer_func`来定义优化器。 - -```python -def train_program(is_sparse): -context = encoder(is_sparse) -rnn_out = train_decoder(context, is_sparse) -label = pd.data( -name="target_language_next_word", shape=[1], dtype='int64', lod_level=1) -cost = pd.cross_entropy(input=rnn_out, label=label) -avg_cost = pd.mean(cost) -return avg_cost - - -def optimizer_func(): -return fluid.optimizer.Adagrad( -learning_rate=1e-4, -regularization=fluid.regularizer.L2DecayRegularizer( -regularization_coeff=0.1)) -``` - -## 训练模型 - -### 定义训练环境 -定义您的训练环境,可以指定训练是发生在CPU还是GPU上。 - -```python -use_cuda = False -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() -``` - -### 定义数据提供器 -下一步是为训练和测试定义数据提供器。提供器读入一个大小为 `BATCH_SIZE`的数据。`paddle.dataset.wmt.train` 每次会在乱序化后提供一个大小为`BATCH_SIZE`的数据,乱序化的大小为缓存大小`buf_size`。 - -```python -train_reader = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.wmt14.train(dict_size), buf_size=1000), -batch_size=batch_size) -``` - -### 构造训练器(trainer) -训练器需要一个训练程序和一个训练优化函数。 - -```python -is_sparse = False -trainer = fluid.Trainer( -train_func=partial(train_program, is_sparse), -place=place, -optimizer_func=optimizer_func) -``` - -### 提供数据 - -`feed_order`用来定义每条产生的数据和`paddle.layer.data`之间的映射关系。比如,`wmt14.train`产生的第一列的数据对应的是`src_word_id`这个特征。 - -```python -feed_order = [ -'src_word_id', 'target_language_word', 'target_language_next_word' -] -``` - -### 事件处理器 -回调函数`event_handler`在一个之前定义好的事件发生后会被调用。例如,我们可以在每步训练结束后查看误差。 - -```python -def event_handler(event): -if isinstance(event, fluid.EndStepEvent): -if event.step % 10 == 0: -print('pass_id=' + str(event.epoch) + ' batch=' + str(event.step)) - -if event.step == 20: -trainer.stop() -``` - -### 开始训练 -最后,我们传入训练循环数(`num_epoch`)和一些别的参数,调用 `trainer.train` 来开始训练。 - -```python -EPOCH_NUM = 1 - -trainer.train( -reader=train_reader, -num_epochs=EPOCH_NUM, -event_handler=event_handler, -feed_order=feed_order) -``` - -## 应用模型 - -### 定义解码部分 - -使用上面定义的 `encoder` 和 `decoder` 函数来推测翻译后的对应id和分数. - -```python -context = encoder(is_sparse) -translation_ids, translation_scores = decode(context, is_sparse) -``` - -### 定义数据 - -我们先初始化id和分数来生成tensors来作为输入数据。在这个预测例子中,我们用`wmt14.test`数据中的第一个记录来做推测,最后我们用"源字典"和"目标字典"来列印对应的句子结果。 - -```python -init_ids_data = np.array([1 for _ in range(batch_size)], dtype='int64') -init_scores_data = np.array( -[1. for _ in range(batch_size)], dtype='float32') -init_ids_data = init_ids_data.reshape((batch_size, 1)) -init_scores_data = init_scores_data.reshape((batch_size, 1)) -init_lod = [1] * batch_size -init_lod = [init_lod, init_lod] - -init_ids = fluid.create_lod_tensor(init_ids_data, init_lod, place) -init_scores = fluid.create_lod_tensor(init_scores_data, init_lod, place) - -test_data = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.wmt14.test(dict_size), buf_size=1000), -batch_size=batch_size) - -feed_order = ['src_word_id'] -feed_list = [ -framework.default_main_program().global_block().var(var_name) -for var_name in feed_order -] -feeder = fluid.DataFeeder(feed_list, place) - -src_dict, trg_dict = paddle.dataset.wmt14.get_dict(dict_size) -``` - -### 测试 -现在我们可以进行预测了。我们要在`feed_order`提供对应参数,放在`executor`上运行以取得id和分数结果 - -```python -exe = Executor(place) -exe.run(framework.default_startup_program()) - -for data in test_data(): -feed_data = map(lambda x: [x[0]], data) -feed_dict = feeder.feed(feed_data) -feed_dict['init_ids'] = init_ids -feed_dict['init_scores'] = init_scores - -results = exe.run( -framework.default_main_program(), -feed=feed_dict, -fetch_list=[translation_ids, translation_scores], -return_numpy=False) - -result_ids = np.array(results[0]) -result_scores = np.array(results[1]) - -print("Original sentence:") -print(" ".join([src_dict[w] for w in feed_data[0][0]])) -print("Translated sentence:") -print(" ".join([trg_dict[w] for w in result_ids])) -print("Corresponding score: ", result_scores) - -break -``` - -## 总结 - -端到端的神经网络机器翻译是近几年兴起的一种全新的机器翻译方法。本章中,我们介绍了NMT中典型的“编码器-解码器”框架。由于NMT是一个典型的Seq2Seq(Sequence to Sequence,序列到序列)学习问题,因此,Seq2Seq中的query改写(query rewriting)、摘要、单轮对话等问题都可以用本教程的模型来解决。 - -## 参考文献 - -1. Koehn P. [Statistical machine translation](https://books.google.com.hk/books?id=4v_Cx1wIMLkC&printsec=frontcover&hl=zh-CN&source=gbs_ge_summary_r&cad=0#v=onepage&q&f=false)[M]. Cambridge University Press, 2009. -2. Cho K, Van Merriënboer B, Gulcehre C, et al. [Learning phrase representations using RNN encoder-decoder for statistical machine translation](http://www.aclweb.org/anthology/D/D14/D14-1179.pdf)[C]//Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2014: 1724-1734. -3. Chung J, Gulcehre C, Cho K H, et al. [Empirical evaluation of gated recurrent neural networks on sequence modeling](https://arxiv.org/abs/1412.3555)[J]. arXiv preprint arXiv:1412.3555, 2014. -4. Bahdanau D, Cho K, Bengio Y. [Neural machine translation by jointly learning to align and translate](https://arxiv.org/abs/1409.0473)[C]//Proceedings of ICLR 2015, 2015. -5. Papineni K, Roukos S, Ward T, et al. [BLEU: a method for automatic evaluation of machine translation](http://dl.acm.org/citation.cfm?id=1073135)[C]//Proceedings of the 40th annual meeting on association for computational linguistics. Association for Computational Linguistics, 2002: 311-318. - -
-
知识共享许可协议
本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 机器翻译 本教程源代码目录在[book/machine_translation](https://github.com/PaddlePaddle/book/tree/develop/08.machine_translation), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书)。 @@ -918,4 +468,3 @@ for data in test_data():
知识共享许可协议
本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics:doc/fluid/new_docs/beginners_guide/basics/machine_translation/README.cn.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/bi_rnn_en.png b/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/bi_rnn_en.png deleted file mode 100755 index 4b35c88fc8ea2c503473c0c15711744e784d6af6..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 180562 zcmeFZXH-;6*EQOppnw>WD1u6cCNwk%N=}lIoCTV0GDs512#S((=tjvI0m)I2qhy+# zqY5@jKyrp#jn8@R`;GCA@Av(2&u|Q-Pw%~JSFKuW&bek0tgb3gPD)D(fk4O=p2%oG zAVkg($VJA>#NZR9z^p#-7mcf|o~x!K%GKS>83~cJa5P6UD%hJ@A~ld^79LI=$j1=K zg#c?UJy$&yWf6p1kIk`EX04^xV$HfTa<%99?fN9pa@Ke@jw6F2TyahK#6F`$o=P8;3v`hR<5qkMR<7J-QBs}`MDjPEqVBag@y6= zfWe^P8&DSy2UoL~PzRR>|K33c>4I>!e(q}R=)j1-qnWv*o2%%3Fw(!TVENeKu^ z^U2Emd#!?li>sLf0{QQ=t--VZbFJ|I^;!{WXQY{{qqCNyquswzpl;>p>gZzS_?%H% z8o%mrMm7~QgtY_yLw5W^{e5p4q_g!4q=lTbqdnvKOp93mZ=--qKa}I;lY>2k@d`fV z<9i5$Ny{NKTdm_HPR2@CS0pnSr7=1@L9 zAv35Mzn~x#A&3&RFcanjQ;N9H1BS>(r!p*2eV;#&bGRHe>C;HM_2AG)lcoY71^%4^qACt zM4!Ch5nK7NcanN`y4M7f#b)HG*II|<`G$u;*q*bfVk{ib7MdQ`{^uj`moT{;_kVwq zhzN`(`|nRtbEflz|NUwHA@%>f?CSr28RY+SQ=+dKJs5O$kb3sx3jw5#5F(t5pW5cNq+Kng@c%pbqz5{z*h3!4{J#xF{pB48(1Ad94R zg#I~M)=#Q1F-2yEcYO#TdF;H-1Q1BbV`@?&S!=&83V}BP$?ClGv#q}JUoM{C(@K%W zUSU!^HpgNhOdwoR4U)#v+)f07FUFsZ^2(Cns$;1s`!=mLN=dL9eOLO^zgPWszo*g> z7fr`+*MAGrF8lX6T#TC+QY&V&iL~`USXuDuN{Q!+2APsTj3sp;A@Z7K2gXPN=E+cr z@ntekLdfuWBul&^l0_3{*j2%8N0K7NPsh4b#b+JJsJI0}DWR}gpS=$UyOWOCfovsg zfp+2Vt(Dz{R6oI$lBULd-IA1(4-Rxf4t5wpdmD^^wK)cEi!!Kou&)|3C#$!wU#-ef z{UCxQOt-75_(BHhyX{Jp_D}%X5^@`t87Wrgxp}aVYN(=LX3=3F8eMg~*~RnX==5lP zb!DjJ+3d&a8P6B75f4?yT?bWEk_GKQCfL>fO3+cG6|{Q?mZ9erei_su1W&7)`_4{g z&*BfJ!T7CEJ@2h&Ue1y8d+pk7HD6*#QWHNJ!mtg$=|)%CPhwuIPN1*SizKa0*C&I) zp~;1&J}FC7^oXoj(DUBlB1q$0B$Y6;4)HaqbuLOV>?jTcD<5+k=Sh!Xf?EZS4W+|T~6!KA1J;3p+& zLGmeAEVD=9?;3?z7IfQPukIO}4zuFSUlCqwwYfA8pQpi11;=qeZ6}w$)E$WefFkDuh780ZLdvFqFQPo?3$nceLZ*~r!}#I zhGxa*!{tKM@3B&kB6d}^2$5yB!9v{#1N-M9J~>O=C6>LH`72gUj8AClc_59D!+YZt zJ^i5;{pKfyIz@JtFX1QZZ!PT)lgrdzi*yv?vTQ8sBDOm7o{n0%g^lC{F)g#4fQ25r zI(TS^?7!Li^_uup7&YHNjlD_#$LM?~i0;|rOAa<%XvS)-ZiRdD%SR2AT!*`=NEude z^5bwU4x2m~%Eys;-#Fi}x)@tk@~o+Gdf{ljshX3__i%}|@Bs%&CYkm#pPgX?mFTsl zsxqBm+RTo=_>>B({`*#ohg88aspJsGJfHJac0f;&PtcA`G)AR(;AoCqWYt^Sx$A$M z(-EvTZ1q&F9HEl!6Ku4yh-gZ$4zIn~_}Nkwdh%$!0YS%vP2&5?Wmxr5YTa0}&(ZJ5 za4T2*q~k>b%YR}9GZ?RT@OnOnj63m}Z*A?_>5=_|@({+8#fi$orJ2w5_984Q{Vl0U zITnZ9L9XAXm;dR1%iwE;>qaATRFY9SYN-zJocnqACcZZZVucspBY4aYJa2aH%Yy(Q zK3|p;Vp&pNi;Bk^-){X9G@#I8qt=MMYCq}N>RIRbbe+%rh02m6*SPw6CzTF_Px{ZA>G zOvhdX*mC(>OkqY4i2oGa&^uOEGCG04#JPj{g?>f?ePWx%xPA3>H^^y@yW^G& zyx{lTwlW-r8pg@Kn2(mnNM9BHMtj|tF>XYm_AyFHJBiyDK{35tE_S$>iEBJsD<5|o z&*=4>@mN43B1K0qyy@Lkgv|Ja0@A&C-A~IOieRVXbJ*|lUT)o6K1(&*#w<)?=N}KS z2IW1pLkmqfjP1xstunvKStRh!SnojF#mvWN3=R0D{#fWX*z4-BlYNGC^#R8#( z-1OgR4gbPcF{QsVTHLUy=(01cYguWhwlf;ne?L=pI@u?)<=Pdg@w=sId9YW3jx`pD zy8Sk$gK`n2NE-fDRFj3Ki<%O=_uG<(*w|NgKzZ+E+cHPxtK*HsXs(T}Ma_wDJkEPj{5Hh7kLcAV?6*}+;~Coz;E zOXhO2Gir#K?CtsW^E!m-Je%ibe`!AuxC<}8M2{vX-spnJNvNGF7EmyLxBM`57i zql`(cLzbKGf~0`^;6Br_?_KvjeUqT0j4ORzL6&@~VBh3T<3c>2>xUmjtE<(sRY=yd z+ILl3J&%$n9qO?o_h-~22aZx+ zhpC5N{R_#CjS4=~t>JW&6VoS0dy%NaOlC+6$$4&tVxS#qPsX3wyiETXE?{vzk0oq)=5bX6D*!CLwZ#yJN28sS%-FS6& zBKv}01-}iZ)ezsmyu!sOahIZs&y3r3Rr2#vm?D2v&-&WRh0`MMdi^dP8XYLrpe*T} zWa7DUkWJZl)Bh*oIeZGjCiHE7(=SJ%n*%Rd+TAQ$DXuqoU{+XEW#9!%MODRFqFuP} zmiKKab!E7;Y3_+1{pPn-{=7S3n_rSm{J_AuI6I8X>>`Lb0D6r{Y(u!M@)}pclA;eE zC))Ua_g5d?Nr7sm59{WwNsw2 z>C5w-oQEv`RlATgvIWwd(y#nJEbYdK{2IIAO+E#kbVq7SfT(c7crt=?R*UWfWsRPpCsgGt7I z?9u$xHTYU*&Z&Llok!0!k3Zt(`G$9QMxP}Eyoqht{~4NJ!iUfFLe&6wCe=b@&v~T; zc`~%));@^-FYmoKJ4UGA_2;P2xeTfZp#jE?hv}Pl-6CtTVvpR2Ns!Dngqza{+9m0K zGL_suKw9K$p8R;raQBKBpYh*h$mVKHg7p|~KAB$kwVd(Z!Y;a4nXLR1)d^v;{eiMM z)qMgOP72e`#Bh&xEvfMxMNZxRB156A?}67Q4r{@nTFCwe7a9tdyq?^1`-uAFaHpI_ zB9=v^^P)_84%Hj03JW^67TU6!)%x|ua@+_=p_#o!b9oZWV~EHWSAz5POUrX*wh$~} zA2oYRj{>-!#wP;A51P)QrrAbGS#tp6dV8Yb8gelw-r#w%tHpeKG-|vI*}pK-QVlT1 zSVGB{ZX!0-krP{zJAmE$FAGOUqM@WOhgyVRh-$Nb&rR_xDB{cgRom&{l&m^2ZJ!q$ zG1;W9_7l;?JGf>$X&Ol0EqRIFg8vynDwOo)02hxTX0nwMHA-l_L?P!xWPG;sZTgT3 zI`xJW>o`0a(O+e6xYhn3a*V}~Pld#|=CUyp2eGKaB%TqK&-xyr^EGoPxE8PD$(3e~ za%uQ{mN>eC6heCK97Nc_49tTA%Hg7h<$}WQKR>>%o(Pm@>jh+l5G$UpyEY7s z^SOlNKhz*QI^WZhf?tf@-!Wn32*mF7o}JZ@Icsj?b9oOmLahN z5(KgETx)oF7tZ`uBdltuTM8>RKzL7Fvv^ExM7k>ju>*x)t4S>t1yx+%buvg>+|5Y5zhG?>O2<>(?J znCN$UU^)3s%}oz+=lK_c-GJ8#yGM05>v_Lg(N`1FSs}-8O2-RwfDy=D3 zCnY&)8dut6kkpbLn@$Axy~*hW1pqazSn5lcMu$-;Q~gCun@-&Im>P$x^|g-x40Ad7 zl_JtSi20%HOuVcSP%I(VJ*)0<9XdGbe3~T7h^662bsO9g(&XoNW%hywhX?b! zXqU-)-Vkt8j416i%DW?Hr%X-e{|~`=N)N#%ShP-E6F)XhWVFe*zdT&5)%sop-G;ep zR;BfMDdtY*ytCDCQP^;mmL?Ul&%UBxZYblz-|e;T#%xW^5o#n?v^*EII9!-myWV&- zlAzgc@e}6QCC*}vD(>XE<1rtN8`gbBE*7~w-?^xQI&d+&oW`sFRvM^r>XigOF#eS( zm)>v;w7@clSO#V|MIwY!8vg12TJ^53xYE)JQJJzZqOIaFnp|2Q0gxvdEl8{C%**95}pgdzk(%o`xa>{sn2bs1+} zTbdrau7BRc*cR8a)Tm9@xvkE|6D_;G!Fj_=SQWHHrq7!!XTHjbJq~Aet`jtxi^#&^&r!r-PNc9QKnyb#r0tM7j62 zLDd><=pDDAr>M?2_U04!aU|6ipb--o*N%-$X@NA(mR#s5!rYC!|8`!{0exZUBgdJ? z$$WPUe|Wdt)*TaGu_X3TkoSx+J>3?qLOx5HxwH(jfQFqco;D zn&H#47vo4l&HJzGVhc&0ItQD7Y$kv8^f4o;o7W3ObOX6PUrd|9Tpu6?ldr7~Hh&@S z9)YkMpPc#Z6}v&WNIG%T`2OlySh0jXc1wLu2D#tWO}Tv}@WWN~Fv^n4NXkEbay_4MYCi|-K*2e%Q+wxpJsQaho4W|FrS>^F<8BX0|feXY} zJ|W$u@+?~W&F??ww%v(GTv8-Tq2-wEbIhEhsbr7NXk z!~KtE56Hz_={h|(F64~$0^nH-*D>)u_yt?n?G*-k9RJHd-(f6dtu$cW@}U#nf#1$( zj9+2i?{#=AU-<&~)WmX#V%7c==^=l|E@*YwNDCD8;8RtPwp5$ZTp1p0;~~!4%2q3# zqaGCCcoXzZs1=FCsnmIO5LWw+7>8C*IfohtQJaq%yTh-EZmYK*#KysGa3u+j=qEJBNGgj;&!dn#*IX{3b^9 zA~eZZu|aRi44ef<^Vcm5J9X ze3Hndt*IgJ#S|bXje={1w?2dpFTpT{TJW^!X+5pwLB{bTjZN9)xTi(UfG$d@PWG9<(4E{NDWJoc>b!T#&LPV0xg(8O)>5lsSe z_5Oqg$D)*O8gbL5bmp@OkbLoxubZRDx+qjqZZRP^C5TtaJJG` zm*1j2>br|o_b|oaXtcVh38dZUyjE~f->JRjiIiNFnUQCmqAynKzX(_?)|o2oD8h^HRfKH<>6+Q=YTxaO>~6g@PIb-Mw@Eh+zTHwAlQX=h`e;?a zFj81Yl|ZzET(l#LnN~U+d3m^Z_zoi{72{d@I1LD{gjdmiuoAnlSs(m$hIVHB#UZs@FAeO46X`SN4*q<-mK@4m*Z#tZn@6Pa(eF=z(^VkG2OB(G>MO1K z|3T&E@eL8v*_lRG6LPzSISvJmUOJPCVZ{Rk z9Ee7)twS5s9_VW%9-O^OfXq_~Jh}jZ zRpQJR|3UF#YHEvFPhT=6r!46p^7*v$uP|U=Eu?t$nA{n#RJ6H)A&e3~&;L_*1*XSzItZO54GnE)NMo`2c+uWW#Q^cheuoZ`ge}5 z_gk0uko6yhi-hA+$LCv(lVQf5yT7eRZM4* zQ9rIlJySm~>x2XYG0aN8H|wr1AAihtwkGf?#nf=K4Gf46JJE@Gzij>Tq|E`ex!_=u zlhBVn%4qn^Ut166gp-TJzRImnJ^p+~?Z<9rU>Z-UZtacy_`0v5@A&d?`9%rc5M4uW zA4%Ob5qQfq2N}P`&k(b(LFhWSl>~HkhlX^E)lXbq%D%`?A?x8J8#`$$?!2pB&gV7$ zFPRZm`%@WC|7hfRe=ZWa+uu>Gx?kS0&o%PJ3NOHyM%swwq$74FXHQ4)otUW?llE23 znq1dIh~zrb+IvmAb0oDeOU^%oStk~@`thTJv)?P> zwf~cuG`{wx6~8`Z$Y2Ety)kEhF0a%ckjOuxvu>lt{kULIN7v5V*-!^Af$MaM>;`GIAWSpfQ-(IJf-B*O_?*$Zz?4Zma<|uEJb0F zq+z(854Kky|B>K#oM`}Zh4A;hr7vM7dg2w`!9kvWl_ z6%UJSZg4PD2 zcJcGVRd)H^l%Vwh6P^LXBDE=7)8F2u73FhhoqXf_@%Rdrn}^Qzjd9CV**$t;=d9WT zTrw7bxI0E6)TALWA_;8;Hcl2AHu@K1X1k(CRw-7EuW>hkVy5V1`*(E?Q`l^`LF<`& zOV5V^OlE2Zlt8hg;F|OHaYR%&S(M-TOvtEipL~D9T3^6UDWxsz8nu(~A@SS69((uhL>VhT29fQWP8mGC%ffjXg5x)omKz%8y z@zbDhOcJlH?lW~A=A?a-QER^LqIXs2-Ma7LY<%U_Q`pyE;FSeHqS13bYdZeLQx&YqmE6*6laDp!*D2}wEEMi{ z8B2wwOOU+qclK|A*$2#kw*<(8f1Eh3UGJiFbGaef!6T|Lcw^e8TiPnZs@QafaGvU1 zi=ZLAU;P=NA(=nmrQr1dT(p_or zXFyi#fLQ^yKnWn0jPAB^v}CS9rx-b{056bf4xaDUD$I*H*U~gb=mpKt^ zlAWtnTx!S9UjBIVeGcS2)Jo*=ZrK?|Ot1qHcO@)tn$P^(J5zfxCx97~HPuAnE68AO z-VP#j#K(>GiAvk&sX$J8ho8OE}uV`o)%~LCMMpe_<$vSFnsIK>KwFG1V0ek#F+7u}G69786`TA}99N?`Dd(1LTz9%6$T1tE?3VBAM ztzxeuS~}x7M^XD1{!PC>=4XdXkC$>&J0DkpPBrQ+{fqX47|5{4`+NSDNWlkT%V*jJbCQe$m8a+y=Cl|YH&l9mKG^Y5!_`?(A7NV$TASnQrO7uVeo z!V*+mWIQ`>jQmkOm45XFD86*w4YW6J8}i?Gw~ML7#f^iGY2rnONqm{|++G|KaXCO~ zw6s1()mWXrCS*EKijszXxAPX=nY9>%Rdmf&dirAj8Hm*zjifF<~=P$!*5cwPP>VU1hbeBX=JF-H`sY~6c}i^Sca;RbCce2|asSpvw3Iz2vUZUQpk zuBgDmXvbf|QjzcEJX zHmh379V|p-?!Eur`f0R^l(L^4d$U7YIgAW-yHn8m`T6krPH4cjQIH$ zXsKWla0k7)DJDxrP5}3?uD{3n@oJntx<+hb0eDBsd+*)i)qTp^9~De?CN3g&8x07K zHqAvQHPb|>A*J^eaF*!cF4j_qQ6~P_95Hl6<2gCC1m1^}uS7vsB;Y{HF(L!ptuD>hj{%eg^O=*eowXM>-;+~sH?q#*#RiRT64 ztxD7Dpam#&i&d3t>j>|$7(s@m6JG`-)eAjakBYT6^4@4c`sUW*0xw-FPUzL^KN$!J zxXr1PMJ#u!;C%0rJU6c=5Nv-p{CUcl^}W5 zS-EVC=%EFSvk8E^@4oVPoMe`LZRBVs)Vc;>HzrC%#1XQ4TNhqcq{hCID82ahl(JBM zHeLD>Am>|F*jg#p)$%f}(we^+#YRatk><|cb!2ppM@Kln6i;w8)Px^o1aab53S2Nc2tArK3C3T8D^pb^r0{|=&aNZKB)#bHYyEm>+q1_zu}s#_ct0|xH1cr^u_+{i(T%! z8KYR>EADTX4}Y+ilkA{);)MxLmI+#WO>(PS$I$+^Pq((NG4hcHB|@hdmKY!XG5cl& z-dni4I>~?J@|syGAqf-=G;pUpJWTSY<3GvNb{|9YTM~(-0zNI&y{%Fy99L_AJ35@ zC@-v5B#^jB1O0mDISweD`}Sf#*rZp{wV*o|erl{M6Zg+LKudcvL`EoeL38Sfplb{! z%T9;mC-%Tf7$!FRRGvP5qqfY)82NZbG4qN;d`_QBy~?_zUnmsrv`GEUM5&GYR!8rL z-D?93Z>fc5y0NeD>TGZ4(O>+XAVw8<>#HB4t_1(4mLko~mbV)84(ftqb4Yeb_z)O>tRdSLJKr2_AMJ$Eg6BD-?Lpa!lC-BSE};ElBy2-Z)K&*`Be91h#?LtcsCe;;<9wi$|HnY(i;P|bL!GVzK&SWS3e_sV-576j zC5;p=2IfOXe|wWVQg{W^l0U<%B@W|?_c7GBAS8otDP`0>;&ai%mDH8zI8EAD6Zw?@ zX2IowuCaD2;7>nsRW5_(-b~)JF7X5680D1FfSztv&j7)tJEql}Wxz$Hvmc-*yH~hq z`Ek+L`kU(VZMGVT481TaAKb=V+a-q4YRB1(B{qgfs-WcsDi&mmMAYmzL0Vnj?FT|y zxG&KiR*ISK>oZRu=(a!Cpb3&qTX%PA@NLI~eOlR8)HKYSQ@>#ZvQ*Z?sR0Gs8( zcw%zexaIJldR2C4Yp_m|%cPzfV$go0JW}Yr{H*1@3+)L8>_t&k?~R`Ig~V9T;uWhr zVqIK(S=?a4Sia-kb9<>G zZUsKZ=r??ESVKc>n#ByWxXTq9=X8-L2T}&(0eEk3tg1-9mQIDTJ~9`)o}A61@L-wR zAZAGP&zB4Rb9Z4<@y&Eygrj$c8Z?7GA1QYR=`LM75!1oRSy)_~1+NS3_igCndnoo$3o||CgN$O!jqsH%TEB zmlbkDuwTN7luF4m9q!&>OXqCKIVV%_OisQBdjN~Gvw^{L6f*<#SrZzHrw8S##h>pX zW29OX40U+Qd5eBbUSjb6Lhw<}BBfJ3ahxqv1CeewS%LXv6OnUR0*u{e+kCLMJ_E~F z-*j?zW8j?oV-+lxrF9kf9-U5`H1UheG@USyu0Ysx>2*zg>;$Cq*2OozctcL$kvE`# z*@Pr#7PZ#{n5d|ie7VT{KsSdUYEZ#emmQMMH(G>~eK-GDG1<|-n4;h>`zR^4s~Sf& z`wVGjTz4Z9Wp7Hb;(q<4haT{=>imtcDP{6X3&p3sW#(4;9yy3y?hkyOwkeXs8D$ST z^-_ghay)>|n`5e>$EO#dGyR6ntR4Om#CT;X*@aFP)dz#KvIgvNcuRv(ILS5P`Rgp# zwUnafRex8HnTKjkZLO=J10GYKGH#%yp1%zOV&TJ%byZq%zgwwJFL zRwwV8T)KKkZ)vZ1;MRBsZKK7sls2(U`Yk=8&Qc(j{P^kHlN)O)?(+3o6tGN}efK4$ zy>x~8li)+=S5MP#(K@=*EyqD)T0by&U#Qb~_gA+$sf%IC;jFu^ei^@=O_T<>Ns*6w zA!#r2;|EAfvnR|!Yw@=4Or+Q$+s?W*3#v3K;TLsbG^uu|@}%hQ*w+!xk$5xYj80|n zN~2{dv3tiRDM(zNfB39vWpkS3@6AYXyVF?(=^ZJ&+)&S4QP0Aej8Ih^XU|!|5S!fn9*(8$aLnJ@uAV}elcs@m{S{ln^p4mM0V+K zl{{K4M?uYL!|+$d)P)|2%a4{qmVh9u^`ox8bfUDlA)ubYlR?yL*P_oqZE-aA7-(7( z%5SdQP@p3TfZ{CfF-s(iKY;N&CnpT}smRwJInO@(>73eE-_>t zWO~eBinyq_sCaMrJlkQH6rGP(h6|~nCEsZc7c%kVAH8{F@Ftc9OYbK}AmO0FDOU_z z98ms>KUg!>i?&WxkL9_&9TA;B;~?9OGh!?vE`7Fne`H7NTb(gWzH)i7l=Lr(frz%n z{!IH!ewu2L8#E%WR{6?k$b8Z;By_mV*nI z@>T%{NSOq#x`4jawORZ=cj7@u8WDg_oO zB8DwovZLIJKF&Fc0(K>ah8r9w5quyQ#tY7Gkgkc_46%7Nv!Z`!e1tp2f~b+ zKAvax$`U9*kBC3(gSl#IDp?Y0r1DDU$vBD2SQ;S8_~pSL=qfc1mN^e!Tpm#3sdSS? zEIOVYjyC;93`Y4UCh{R#vrbQdL!fvQ5u=h|OAAXJ>^6dCHvs^a;kVwODL+!eJU0c! zUgL9^s^Jh91C|4`8Q*@bNVeCVY!(F@9Gb^~PZ$2N?P45R*|!3Q@lH;pZwZSfdRbv* zy-wn$lnd9Y*NVE}r^cqb>zR8QALlBBiPSYEqZlaakAVLzoLG*OZPPkGgMs=$iK6mk z{p_^F16be!j`o&^yY6`ZX+{!enioc|Tv8DU;`<5+H+Qo~{Cju*;`#Ew>9(PmscqW+ z!z1?y(65iT1I1ZKX&}r9i`HY|27J|P2oqh%i2(8_av5P^lFx_fzKa%vc~0fbE;-f_ zCI%_9H(B^Uz)EO-Hm2#gw|!)ntR4T>j{K9rP#Q{+D(HCr6(g;|oqi3zTU&F@B?VWRwiubk~ zKr6D}V$(8PO(&@8xLr!cxl&rCvpI ze*$72egE04!9RQD_ds?qtE;ubJeX?1>cll_KB-KlOmSv3e$4g#$DLLlsO+8r}vIKTI>yas}Ck!qoq=cFy_e zi7bAbGKeJ)kH^r})#im64tr?oj#unCgQEuNJyHAwF_Ykk*o8rG$jTJ=Rx!jX*fuW( z$^GG?yVM=M!f*zam-{*Fkw6@;Xxv2lGg;9oe8cn`F z<%%*`Q|%(9_*g6Z@uD0F@0l06i{V@XVWO>K2P~ zdyR|{(C_WdyKH7$#t3tE=y z^Qxyupt&z#q;<(q1Y<%4=*8%lKBNYWKFb~j} z_Xk!pS#amV_J;lzdVeGGsKcEVD)0BpRNT)R8?^p>Ak*hg&k;^fdy-scsI_bX5_9vy z1n??h@qSaF*L}|DdA<=@MCTap_i@)~w$XWurD@_i1fzz#=V? zWfDj&q-`BXA)jHUMvkk83fza1{zw4tQFNwR6-m%FcGG?n87U_3q5K_avcHb0RH(St zK(cgBUInLcKJQ{a^p*9B;*YcfQHjH?86wJVq~e75$TvE6 zgzwH}VVNQAq9YyILYcpYG;>ueQ5GyNe8Jt%&=SCQU6q6I2xk;EK{@1fYoedSlDoEM z%u85ZxasDUa1-FbZJFChAg*at0@wG`Qo-x}IUCo~?Ub;| z<|{Ge2PNkf^B|vdf+Do#&?GNcVUh5un=P5A#v_r8xkGSzhw-?K>&#)E#wH6@li!z8spAN_QY!3%!yiAc8CnN4X3{2qGT+Y7 zhucSNv_UD$rz)xDki06UcU3)>7cQUo1eYz&qOk4jR;E5Y9#<@!AYxb7o8GH_JN2ti z!m@cEWQrVI1ay&pwY69p4x8rr=NwF-4vMKPS(2X!JX_ct8Ii8*DRd0PwrMjrRsA&I}@cvj1xoJ1_ za!g)SPfJ{P;l$yp^_taH?H8wMtd-(aQ>89j5~o3)nD*;?wV;u`dUh9ZvZi*A2ULWC z3E9zPQ8EP0KuM=OHWXwQgoN<%IhQx8~N)dg0qjdnf7q6E+gTb z<53-IR1qBime8RKARJTwXjtS?su>dCCp{BBd zbqja0I(~DyVEUbKo)z?AiC!n%Bfs;oZ$>xs@dhxq<*rF95c&TO$g~K03p1*k@wCO8 zU0{)CqfMvC`r!Ilt7<=k=ku3Dto32&HCyW{T23+G@vW+D0gZy>orPok;j%22evU?NC9(zuFz<~4rqSR1;n66{!8%#Yrw+}Bkkc9G zQW&z*)IS1z^BS>C%h(tfMa3aOOsl?1ffU~F-#;h!<#n-E^*M5-NG*Qd$!S;fBM28I zeYJGFPz-i}cNPwUWFJQLt}k|Kl)~@vR6+Okf=Do8eWJf3e)3e|4G_bEFAzk@`crhK z(7`O;9RM%B*@ZYJQe}t61Jq<%`v-MPgR(_S4SWxI*StIAHm4oSo35<>UH~uo!2#^} z18`11kp5j);4;_w@j+lC76OMm!iZ)02Ghm}nZ#XGvG1f_f&sSMFH3v(64E?cF!_o6Txy-bN;ZB#aBv*|5kAd9?%yEvY zVBY(GzE$mKMoVEb$ zwI3V(PFIR7Z8P)J-__l&mtdoz&PEfpVBm=Yh7|8xVa5VH0^%`k+~aV%w4C!2pSJJX z(pxqKh@x_DiYOM4Qxn_<$6UGw(Q@gJZX@>dE6*e~`~J+K)%e}a@Vr0B}q4ded2>qIe`spMrwjN)xIop3FS7s$bpl z{nOYxB-Yv+-XkVr(&?Z`#!HgW7r#6dU*Qpkx9^PA#c)l=yyyJ-_S!YtTJXy)DpXqI zHZTnmao*h9Ox2a&rdcXw5Cx^=>9yAj%fo@V6pT9?jl565xDI|hMKHc6nm@aw_-N-j z0SDD{+od!?sMm0gY8Rv9O58gchqWmF$FBWPK93Ff=N4s!5g+!lddFj+;tba;=*0By<;HVWIaZoj-}6H$?B%U9p+BRg3RYP@xv*2EuLaIK9s(o zy?B%bN!aK1`fife->gzM1js9e(>rV_h9XANrg!1=l(d(cbL)S&0{Gv^nkRof-Vn{GT?KpSq2f9xo@L*Y#!?3j^Y>;!XK+4jn_#sf zCT^uG=cwW&GuwqGl0p1B2joM%i|R{{>ab;G>jybA70mqOM-^zON*m0KOc4`V8n<<| zN%GvYKFDnU-g=q(l!KUIZ|+t7R`rwf=_cq5{;-PJtXrV=`ut%BspM4wZn37%4+dd96;W$n$6}Veg?$Xk{^0r_q&iT7E$x8$4==?nDzRvmO)E4 za0TMedjjRwgU4Y?qPmnmK8#YAU9({R^_jghe>sax9bZH&U9&=b>DaaLTqv~gF#yCz z3p*%XWDK9#5PZ0cRYy^3EO6zC&6hrd0>_w=z!uuyS0To5Pv@_~t3{hWK`^Unkp>(RvCr}~_1t_l zdg+u!OU2YxvVwssv}@e^VD+^WPH3+Q9rVdZ`#pN)pk%%FN)C0Luet$ov}QnhHSP} zigE7EXs_k;y)7Ud4e#e2OTKxZ^?`{`q{y!C#hs>IFwFQEf8;HDD-~}6%g9u>)${S> ziJt}q_u8o~k8=1w4`Lr?-+5E}a+@0v4)(HNpr$qf5sK-UmryiLB*_XBC5ivBY12}o zzi+AnUr#WG#Li~1?5g*CM}qmzu<`W-ubI9|2jk7D{#>&tMS(C5pPhHl?`-;GlMdX| zqys3nE{yEfPC%M60}{_w?_U~gqS`;8s5FYV@j2P+i5jKsGcl{D7%4QU9W~pjhraq} z;}h8X?>m$3U!uHYX5|=AbY|w(vi)UX#BfhvBKE#P$bMV>O&S4i?|_6vW9ZeFhbuAA zfQ_rHxa*6nre$^H7Z_Iug_mXK?7To=egG#!PRZp2UI=o+*mK8R?>`v5rP(-w>pFT&`tSq zOsZ%9n$G}%AB~e`>oa z0M0W{pHj4Llni!1;OFZoA$Hn`=)mrRy}bezY4b(Eju}KE)yFg8tcN#sBmajQ8JF z|5$+jRC(JNf~g-j94l{3Adf^Bu#*troJ3wyN)u|~s2`cSBx48qx>$W*3W~>JsT55s z!*#XVzlK8TCuOdZTa}y%auC2F%>n>zz)G<3hVI1tTxyndQHqBzKe_*SeaZJ=s8Dw( zl!C97*Q$Tvg#G?@Y$B`ZwGPr+&750L`FF_;oij_TrY6(iDmK=w8J(K51Zskq-RZs^=fM4!dx{sX%VN zwr5HHsT+SrnC*0deKQ)0fj(n*A}Bw#%@aP^jPzc_j6#ddPN&?;^f?r&wL5MQnSPEo z9q3m^owY}QzH#bA02ed5ipbh?jz7j+?Q!wh=Czlf46ZCAk ze2zWG##i!->sWW4rCRJRV(S7Ob@6bmj{E0DkB|aRGDd3rDf2tBEGfSix2nkP@xK-YXM)qXJUL zsa;53cZ`XvxvEw)1_O+-_gL0gr4Q`Q_N$yV1UB9Q@w(;HGh5#T9Ql;m;y48^QQ5z8 zhgcxLn$7iF{x-O^`TsQ`V0>KJ=bMfdpGQq%DK{zNVm;VKIc4}aUwWm`e2zeTK0JrB zy`L=mY~1F7Gu6M~p0BQyNFB2Y9W5-vMScI@=i zu$g_q`stuAykR3J>b*IqH?Sz%Yca$n0v1Vc?i6VnH9wIC$G1y=Ed?%zBNMFN!VjUQ)g__7jylb!m8QTIfZYM9>*DG~zQm-P`{wzI7acpIo1F-w*TJh$4pkTrq zko;?_#dkrPLsT`^4^8bh-h-9+m9NCu4U^qtt zZ*RTKd3YQ{eiB>?aBv*O<3^J1n8TqMpdH=Ne_hiXn-TBPDK!5c5DCGm6ENDcQ4;)l zLD%=QfK$}0)IDb&>!A9*J4NB^ST!d7y9Y#GxA-0{PuBZ14moZ2vZb@pvR`r7 z79SHjERnY=24Zz}z7|M#C8I4v@e+Mb4kn=sRaa6WAA7fiI;(uDoWM+;d%m48Vd28OvRcOv>iKBx$o;FaRF~Sw77cDEaBAVj*wn@w5m#& zljYZ5FwYxoB6t2Yu23k(DT_y*URprt>v?K$_5cg?#?9U-GdYx!ydX1jNxG#fW)vdj zBP<#tS>3$+{u-bV4>1cc0@r_{W*;HZ6eetyYwYULWNM$`AAH{od$RIbPGP z%sA9!^tdp!1Ka&lA;X}fdQq)2Rsk+2I_KU(s`6pu4^yGHtM7sS+iTPXJ-b*caEdh3 zCWMj#zVi@@Z$2QO%MhX>YXC?^QO~q+VM|)1sZk~13AP*q8#r=&zkV^{mQvHUcAzLK zByA4~til#HV`dB^R>@YP)-^7I1A|u4;4W)O;R)peNo^(@5HLQ@$#R$JXuIcQVU1+I zHVT0Rn<`6k{YY65v`M-!@-uCT*g)RMgN1`fCTZ&qH{=tzMnP4M#VZQt)Jr-mo@mzl zI4I2%vf8E!k8y!2=8_XY1PP!!);X^^@(F8nHT;`p&qK8>gQe;ZkM*2FpTm4oM;0Rr z*?&dgQOo8{%cx?u7H)jVj5|(+Dav74@+-ToHr*{{u|FHR7YuxkTtEkdR|Zx1D95&C zu}V8RXS^@HTmI}DosELo*IdN!7y4!7<72`y7?){Z?ylK3Np!_iiNs@4ymsQXD;Umv z2S>RvfL>+5Lxs6NJu zoGCkVzlnunu}D;dV(K+W#UP;nG?*U@{#Lf(+k;D{;KYZs; zi!VMDhvi%#_d@jIJ)wv`;NyganfaVscg6{ z&GZKtj>|bpk~d>@pX0Bk+bq6>GN&#`j|Q2w;I46tK9|KZQ(MsRY>xhE?qYxZtWn4S~ zBf1W7{u?V-)CJA8HE`zke@wf5cQ9op?Ak+>t# zbKnW|H!NQ4h>g(B&J0|-!`a6;xTwc;l;@Re+SBSf0$}DFGkID{POfyu!3#@R*=`e+ zQz(A;v-qGiSV;b_lI3heecTO(=Sc_NR)Za!Z&(P#Vxu^*{JKN~k?44~8&YA2L3Z~# zrRo);j%0ajZb{Gu$*nI2hyDrUAMf_uwq|mle4)Jw_5+P$&l8S4R!!x({5~;gs-D$< z&8r_o?mVgvY*NGQp``eZ*RDOvKLS)QZv z?O&6VC@(D8cPs53>UCbfZyg(Oc0OIqII!EBtVeW5Zx|5ty6u1JQ{su!a}25#yuoKJ z$2*NxDkL~d#2{>9vnik)<55>cXjVaEb z8Th}2NWJkCXEv{bd6ScUOp=@w>)RCXD$J!N@YAGQ`TK6{b+B6%l)ET3s{Zw{JTZWj z$4|}VkhJ0fPmCJ}Q3nGivSyVFf0zk0Gz+`HdcY!%wW=gaR(B(75QS;kJ+^J>(&^2a zjo>y%PA4n6xu2uQ>SVQgxt&aFJo%p|^BGjRuIemRR_oM&gh*YBJ062_vRcS(493KkSWw{|+3kxz(3VTAEH2 zZCWdiXCzl{24ea28d_U|9zV_B;M@69ghBIW^MzxOt*<)Wkw-Mhv6@81Up+JM zH=MG^bEMudG=0K6mI*x%w7hdcU8ZtC(m7uUUCm~%EVUD#*ZdJf9tdf@*;Ce(-|%KG zlNgotkxs%{ar&ZsJBf}v`0oJki4wRZaK+l@!l zq1IB{veYi?TqbZ;ba*N>!1XG>u!18>Xz`L{iH-0XknuT79tiR5wsF?olYcNRSw%N3 zxw4VJjxe@Fv2WYtOsZWyY4 z_dc-o5R>V+=AzKs-C(r%v6D@Yq^R$Pk5k5C@X}1xG?TI05po_GpU+M1Ez8WO+i&dx zwzUefIo;!z$&bz`*PcpF`;m)8`Nlbl@oWdH6)CF$$t|MFn~~sDI&pDNSj-Jy>e**0 z9c9(N&#HGLLQKp5ypAk=%u%&KH}+x$;E9euFL5o1semtJXMH~1#i!%_RUFy8+rs9Z ziQHYASo2!fb=SE-N&(XnW}e+?Fi<9Ux@P+Gt|7YJ6Vf975X-U-0nQtLOvaqS2#n>L zzC)AkTcm>;f3m_DcVk<{8J(!?4NQXHN0Rvl8<&fU+I*5IRzi z4{gS0u%gYJBAMO7y-jO$9m>e+w)I@Bh35tj%YmU;5%1(fjs$nYeeyGTf9nz*Zv9?7 zGFu(Z>@%{v$OTv9|;(1!Px@G_HkJ%W5%`;hh##Qz>rMA!@9EDkZBJ!&NhyOGS zJVAVpEH%IyiD7*qt5<|DGlG5!5fGUt^uP}nZD-MIB0HG4*+#v9Dc@th9P<;Y_hn^g z(y@)*b};?im`N0iOTcl7Ndli!*2u}L^EP2(K1wF7-xx)G5rZ+ocgr|P^hX@BlU9B` zYivU{gxHn|$27>WjZ7`$Rh^4>W{gVB-^&XjtBT02!j#MfhlAfJ3cPar%--dZ>i~uI zjhWpY#oWM0(Yp^AcalqcZjcXhKZm5##>43D4d{6bU=3>au+6yTB__pjWm*3jk0B4a zzMBJbj|UfqysLhv?^fG?K3B$|LL^tOhCk6@=wqvcwlam5-*TuhqKxMi>Qs9EA>d6q z@7IRwiOy44G< z>((>6CC?;t_g~}M53I<@XC76>#)H=@12eC_!)Qd|Po!t~OkKkVHngXFi*;U0JfA`A zT^1Lrat56{#T*QlZ6;{@$jhZYF$xvlx&GjUHl~xG+TP88Dg$j&a>qWFV%+h_76g+1 zybV6zgA=neEalv{XMkA24M}Q|5OgzF%@wMj%!N;byt4!9Nh8j0e%$*mBJM^_we>Sk zOnPq`KK5(hJz;b2+I)1>A8X~X;4~~e&RG9zv@n7CwxM({$F)?JGXwt`6kd|yDr3Yf zGVDWp6_WJQApDo$Mv=rNgZ#@0K<(Vg^+(_+NlR7QiCrx;+U)2Nl0mg-pK!I!ePYvZ$SgZ zy!AoFInB6%_jpC)g^kvb>2lxp{{5Oy57`*uJ1$v2_(AQc+D4v@fJ!WNA^4;^7!2am zGrOG|CgRpNQivYz_462HaAAF#Qale!7AHV+QWM_s_I>yV_J}MNOP#5?+)tw0mDO&) z?4To`q`Ez2Y{8LFI|`~Xvt_qspKQ&7{!dxza}Ol7*SViP7Mdm2B@vrkw;2X^i4H}9 z36pTBEOc9G3h#y(=4NwRl zPnEfl*foD&Y7vWdA5yE8NR|k>ix2ikOp5@RiBDQu@di!suxSwFJD$0CpLmH6nX4s7 z-heusqr6?n676Tz!T5%r_UkqnB;4Jk(0Ru3l`&p&`I5BN-GPt5%7xtg;6Y1CZ>c1X zH+Oe5dsK_X=XQTYcT5B=5x40x@bS%#@FqqUF{Csd)lC3)D$Cg9U9MFpIdW1T9r`9V z&ka0e5#vuG%J+1dj- z=VWA9)}Q*vOR9Gs_5>$D!u179bmmX+`QmqFhsWfNTtBll);O(XmhljIS5|RdzU*6F zcD!?gh_u6Q=15h}?%XF!vk?HjH3`|DRCe=AFC(8w67$&i5Wk}6ojozDo&$XIOrHM} zO<9}8zP6Gp4V*zyWzGlAk&F0`1x;jk7@mO)~Njk%>_Ej-0WY=P{ zR?6}Ua+h~A$*n*v$>d-a%|kC8&iggsdRGpU9)m9cYR{dkLO#jr_cS1_i)#nXHq4C| z?x+M5vz@0`j9iR&eNCsUnA_|gY!~zJE_;t8&A|Dh=6Ru|ob(mBGx6E7?CTx6Cr(RG zs&?Od`V_^w@mC==btF^fr@&aaZ}Me+{}P_=;|gPGrwx|u;ob18GyRWF#qB~iH5miX zoa)s?eZV2^J?Jn}#~VY$+x%lbXU;}Y%PS2JWEza5#Z%ZdP~bCmTsm>6D*i`ldmL-= z2-*w9u@7Gb=v$3HVap5tubt%5-uA?;5u3~H{@gBeT`A8~`m)Wtl6PKY<8aE-OUW}m z{{!U{6QkHuB*=Hi6CXHc?Db*hrNW;2(lZn5TTa&1@^K;p%r_1e49V6N+h@$>yxlU{ zTA7o9nEiP%*rO<;2BIkd@!D#Lc(NVevJKl+ zr9A%#Ogv}nK1?YK-B=8AmSnrK^)Sz{-g^lnSMWOCCwa<;zXCy<%M`y9)YL7>VcL)< zlvWxlE=*))7TZxmDqIJNe&AAYsCnGL^0LgvlZVH{#&e^~MP=kYEl6e7+7DI7>Bk$S zec(tRN_yD#UJ1^7%wOjV>9eW@QVD3lCWgmBq%sFK2^?;*GMC9YtZGs}h_^9lu!_#v zLHe~a2(6Gx>nLfrT7p$IFi>)EAUv|i=DoE4c#@UsqCM04t*@NXX5lF zi0N6SXwOoxRaG8?D1TMj=tovXRlF+Xj@MAv^+&&7?akv0Jeh7Vox^m|mMtSgIQgr0 zmSU{XPisU?c^f9o)Z{fQtXi`*SOM04p4&@vlbgrewlr(wY!&$I1JJ${%E7?LE~J&K zwxO@QcV^(jO{|o=u%S9jqN|^wd$9$0qn3PzL;&zp=C2BqqB0-@@8bKZhJCMcE5*mJf1!ch0~a=W;Mis zzc3z+G`M}e2pS033L_==zaD*I7r>#EJ!r^W1&#j`wWk@V>Impz?3p6^0udNYi57Bh-VWp zx&C>piM$x0>2{tDX!5tS(!J6-ov1-`{TzcErPU)6>z(ui;DzMjM}I0PDvjqX4=UAB zr++MeW5A->#jop5J|kM8r&vFpa-@4y6i$N6lkt*-Ogh zO0Ca*v<&_*D{gd#e3CCqA*ma7ypy*KQ&@~qM6B0;T1)X)aeE)W@GxS{W%G8YIJv)O zNTXBdi6Ph95K`AfXt&9_+Dv{QYy**xv9{y|W%<*(VJ32&sP$zFG4tZDyp$ZfZXE*w z$fa?I!U|-g8%jZ@Jd9Uf=XHR>&MJv+LE6F-86e6%cyOd!CYzG`4AaP_cE;?=$7eQv=3_<1d(1@8l5r~2qo(YV zG)>Z(sx-*y_-=Rrq*IuclPJeQpRWEgEmVuoI4YTek6vxZR)?qg34N1|bHj5vN~_^V?Qt>W28^tdj%EPRNT^71OZ-GXE#-l=8B?Hq*@aFa)MUd#5IC%bDdH%T2=19N0wR3Q@FDfGI+ZKZwzn!}aqj~_Na~;z4=N_aTyhAaG`85xX zrE-U?hd;aq2)qolyjE>{Uf7ULQ0r`t!Rf=}HouV7y+hp=u5zB9{GL@T56qL{aa+^F zviDS}L-Hw1oo#Bj2hG6Yt!ysy+&S{QR^3tP=)Du;Ukd+Zuomt39IxD4IjG~LyIe~D zfrcjdLz)dP86U+ihSRy>>@X@A&sZdaH8ASN{xD(LX&?63d+_B8J|rwM~)L+s;dJxvH7{ zlL1k}v>MJ0Xu+B9cM4DHDjLJ0u%pvYK!?!Su%GH=V`EIG67XUU8OQysK=B-=$zQRk>@a40me@FGAM>J%wxuKpE-ViNv_c8V*jN;zglxv z*EzhPT_J`If6Ue4LvNYZO%L_d=RGwT^&(YC4b{es`py=)ZRQK-vI|=XN+mzN$D{Mo zea0OS*^xUH{-~t(?Sb2pF0o6xMG` zK_$I}H>8BF_H$_zhj-N9zAZ8_Z7GVXI+q>lVI+P@V?On^%)3_z17&X+cUMwmab>FNoZs;0GtHAi&#=S|qyEq8I`!&&1;CW5sR*2O z?+Z!Ul__s~qI?sJ{Txny=-jQ-f7!ywYPc4jbbtDhM|D|OtRZNc9A`DOxEjvUW)lcI zUZM4i;N?b+UsN@qdzvU+9!A*MCrkg?Jp}|$&G5rolU;7WBWrIHjRmUK3Q(J7m^ zuDr7+_DUY_?x7r^9z51!qGGqd$$b9hPj20QJ)^#ukKrVJzs4|5*`X9dsy`S|)`@YX6p7CrzJ2j(4 zdBKP_=7!tOb&+O5tx=M@&2Fo`lF3I0lj5XSnaKpm2a+dDq^{>_{Roh#VLY5-86LHn z{LOK$oo!}hT9Gw&I7|M6P_chVWF)$b?x#(gu;>&#DWG_O{xfBt+*H&P{=xt47mABj zkw#7i7xwhgGL+ediuI&pd?HEQk~=FCl%#y0Ji2bphFU_*;I-*zRu9IZke+dd4s+Hw z{kQx>c%sTyw;gl- zEgn^MV8Gf?aY{71ZfrOyvKK{kU(YGdgikUhTd-@}U5-GpR8 z{)kBi1sH*NHP7m0S(ajEVB70u*Q(0f6OGEs)6B&eBMWbTrO4)Q3hDUp+072XJV|Q z{?PlwUgEI_4M*ed{pA@nb1WcFFgT*-wfX}-ysG;pHjBNLGABSMW()iLg`mhNLxdLR zIyJ_R03m~-kTnn*QMmC!O+umlb;NQ{(oW8^J zwy-|DxHkE7BOaC;g?KEZ)l4UxxNb$6B>97YbLLqH34eVp z8(V{L(!0q=f*$BzQYI}fQHcq3p>9myRh*QXM4^5X)%Uy&Ue`&Yvlcdqy;K&|JJmMS zv^J*t8=NF2H1qVdW9K_H&@)SKt0%8fKPsR*>U#L=0qon1SE=-I1c=K)?@MO*gSS$s zx14}e`4Ow4bl;z_KS$4607J|iq#~v*dcy8RomD1?@~VH}WFTcuCf?HZ^W1q$@1nC+ zlJX_?KmIw3ozD?UC4_7wWa&pevvMO{`aFqFXUE=Vv$JuAodSv_LOKf9#(f8)5BqP9 zb>faq)`42vN`pnSrZV`?B-+bkMNdg7yqA0iZ4!)wltZO;so|=sZKV}tTPGt^s)!ga zRm64jS`R8XhTqcY)RUMJep=)^er(FaJyXDMOSbq}<}Bj$91=OaY2or6kFsdm^F@Of zj7~C)BJkYv5;@w68qFI9-<1;*)xNxk9^_Iui_Wr*mmQ6Rqpwce=jvCZTP-n;4Y=jD zJ!e%oGUZ}a8&wj}ww6?p5GHqzvaMU8#~ojcas)&9##N5)blYv2I<;Bnmi(d%EO~L@)Lg|1L$;q`L_EE;Yef*~AU`2MaFRFXDKh zRjjE9lz&1iQo?P&h^NFxq;ME$d4snulS(|n0|LjU*Dc6!vGb}5=D`op3CsB~T)RFs;d$ifO3s=YU3**7}>tV2zZk|CKwV1>)a_)C~b!Z>jr zm~T;_43#TH@l6-$R@)`j@Yy9E{yy4mOd|JFR!d7|F(M6mYv`UCtk>Dx9B6Hb_QYTv z=dA=HC*Nm{dA^HKJNsWGqVw`y;mFCPl=C^>OnErD2_gZt#&;>kKY^}_1nS!77sp9% z-wDl)BkVq8R;5OhzP(xrqfs)%j`pRd7e?xj*g2SzEIlo$2(4OAGBYP-IL?d~&Z=`Vc9cNoxAP?$b z4*}~lTE#1QdQ-c-39RHKco{h{mFrZC zH-1#=Z)|osG!XBujWJcbts;SJCJXfb_hTs$o_>VbJMD7N>&tPVfgF5!4E>}iY@098 zlpvqty7)YJQ0>eW95VzEj{7(6y8$#cXK0#%~}0eml%?>taOSwc9j~=LikJrm8&o zHZ%pn>zHvhjK1FKN@LHfv%PnR1X(p9zrvU70(x)MQ>u788VYIno5?dm4TvH%4N_@) zSC+t~5{yEy1V9WmN?9$3B^fpK=@Wx(fdC+3J@Y}o6LY$}$LEo}WgNZ8DEQNT%^KW%YuJAFAqL4#@ zC!fUwavr2Y%nvTlUG2`-Ecs2Inx(9UfP`Rka@?mLoIoEG9l^*&tJfBXW6zyb0wX+q zPpc^F11VHgLSo;lkGzZ||Zb1x9; z$9(j4x_R<6y+ro6Syw8!y%p-EYuE(8E(lMD@|f(bjBMl^9?3zw9JQknvRzjZ=AVn- zxcm;|RqoJtXZ9Z#(V6iO&KjEYm##%mHH0*Ug;*BYh}?kid&1?gKP2?_G_FBIuQjV9 z!4zm|-zc9?kgG_c+_`h?Rt3g)4j-p-b7 zucJn>5t`evpBWq6B%Y{k;m~-gG<)eogq|g>|KsmC14{1)u6Dq`*!Y|w+gs@2wg{6G ze$=H85xaUef&+C_uQ$9yHQYtKtPG+SXp~c*~_`CzI zQL~m?55U&9Th$>yc<0j$7r+$W?I^C9Z64bGXbY=0;D54-zr~a7jxFzwEipC)(O5qT zLNPV#Pk7iSRfvd8u`=3bL{R@pxz$algB!@}-I4N_Y5gSnnK!t1T#TF52^cKagmgQF z=iOd--4S7usG^WYuYZnhkP4%ehd6D#Dh=rp3n@WNn`bP9&WDOE@3`Kec?UnuS`?ve zhChmZKiI9$g^+|$Tu-c6P_iQqX`qmDsLuQ7CHd}LLaEcd5(yDJWuTQ@sS4%{Mhc)o z7H~-p9E!!KRF9-1W=n%04Hsmyn0v#T89DE%Ph8jiXjwNH_5ujGdPJVULYzVfF7W62Q$> zku~!c4KsBmmWJ|~z*R7`JY9xR_3px0D)y0y@D;BJKg!~l*cY%Jz@}einXTO*mK;Km>4(x^*B|2@#D^bAylatKk=Fl*`x~+UjpXoHKk&^6Gd`|=Iyk|31 zr$N#BYH-qoXB&H7PFg~HyTTqQn@oOw@lSp!W=q>oY!!?(UT^*lylya-{#H(3aU$~l zh4@X4t=_BfN`wA=rS_$^+CbfjJ3|av`$#iPrMECy6Wm{aQ8tQvs`(`ex{jl zq{f}cX_g3i;qTo*$cMBEK*p7raJ%|aNE+ei=1@qB6-$|&6bUp#Q+q&Nr48H8885gS59;OT>P0Do1lYjm9$H-p>|4hH4Xs>hf#t#CxDw+g zZq~Sni2t7K3pE3Zk#pd~8!`p4@Ar%Ac?R(5>YFiaHYylO{$^)}0>c{>X&4?CNpznBx;5<<$qz7A1WzVY2F4t~V% zFLLJ>pqd<-RHGM_QY`N_-R#Uk5;OKeY@9E!mHK37tkh%IPHL9OO6~$5V<`H4VimK3 zGqgSO=_KuZrDji~GX;uBLRS=K_?UtqMipjxR9b)h9h##@EV_C6vQGT}-f;n{3+XgI zm$)bq$tsv~Yxx!;#%HTd?{3G1CGfXEu4Li)82dno!~Hp5@1qP5%&5M`t|mh9N-8}X z4Gu|qa0KHBVnQ0`p*Qpn{@(?^zaJfeu)y;VYORG4vl&2}a2R@8J*7L{*aEQCVhg*EC11q9>no^x!sp{Rv0CKwVaHcCb*5X$^%R*m~3?!obATq{f*; z>vwqRbbAvZRKHo2lFP=y4eeqz6dvOETI`eQvgWKkml02(1v4ShL)(%bY~i6(o(EtM zzY;zFz3T$B-#*ZLZ{ECnZJ^lDFqnj$!dk>}E5~L6t@sG_Kq&froQ`-J?rB1FnbyCX ztdty);(jmR(uvgxp@mjjxwHt%Ptle0h{+-9kcfm%% z_?8{^A&Lt%3sHEKkMx$v(i{z^JpCg?|861zBtj~x<17yhD$doaC~~Y3q$&IYNtr2l zHikOV`n|9U2?KLx`E9F#e&5KiK{uF8rUUS=U>tL4{gkCW(;YA2DXU=C_F4gdV6<+! z7BB3=I?v|!=WjGe$k6fy*aSo@QlUle`*)2O7}kH+c^}wFK-*8EmT)V^1GEkDUoYZM z6;0HbhCq^UaBXF>>%ll|&2xq!?yVo%IHGj;tR3qRGDQD<-)B-$=F#%CFCFF~4PYy) zJ24>P&?9U8lbR|av-PRr;)V`5iHOU^G80Kh{8Tgn@>rONLCX#% z98Y!r8mo9**OgTK`zQz2Hu1hcs4=sUj}h*E_)<==~(bbzv)~ zMNIJx>CwYB4yhi@<-eX?RK$L#me$X{?i_`H9Ti*Ff|=JpdvKdc{0*$IExMIAf?EfY z*yFXev9kR(KvW)v-KLQ8Q#QAm=crxb*7zV(%wO+y;F`(VZY_KH3ZJ16dCamI_^NVy z?K^ANzT|_@RPx_)29t@4g<@6LGEkpqU?bGU&PK(A8K|PJnV#vnN5^nf&S-IKEi@F5 zJoLeMxmAOHnbEY=TsZ?ooR@XIFzt46G&4j!N11jFrTD%Wi#%!m&4@0`s))C+wPr%d zaaaX)Qp}ZKb!^aQF*Tw?1ZH;*f0~_&8kn1y-~Bbo2{vn{u(4$R?8y~nEvR60D{P}$ zZhPlA&N;#d{u_B=Yc(np&@X}yo$|m3@Km{F-PY0)X**WYre)|&-b#}OZ*1RMzB@-R z!xqa+SMS@s7Uj$WtM<-P0wzO9Up zsU}uz+NBvVb5h;PQujkGnyr_N&aaZMfsIw`-5=>&Yn)k1F@P0t`Gyk^y{Pj=1Y_?? z)yI9&9hl7+pKxk62rl!m0r3Aj$L(YrR&EPE>kXA2;I*Mfr(%Xm?ON=L2jwd{Cg=qhv{LM?m zWj;yH3_&=cF+{ESy=)&N=>E6DzKszbG>$2hPlwOdKIBn*wD-qY$o|Kf3eg(~+biQm z^FNEU(*s6HR)0uzcO33pOLY^%H|@WbP>e^F<7i(!QtMFx2AA^uHp8MxG~aOkjWw3f zm>1`(oL5<4?Nx-Fs3V?Vlk9@AlV+X|lh|Pq4o8*WTfj&X)v@TeV?^tZAJY1vp4}hH zki7vDkVDi9o^Tnc;i+H}iz9NxPa!5Ok}KaVAnEc!H zrzB$hZ{ME(+B`T2B8^#_o{(hrCm%(j9u=Q{OF$%Jz2!7~(Kh(QSgA|C=kbVn;}8#Q zglB!xFvCqAj&bIT^{Ep6nep#{MtMFoz6g0})PHeis_~tcE>x5=iB6r7aymUc60_b} zLb^}3LJ5|Fav$1Un1D^G4gVs7h7Pato40t8Isy6;YQS#O63JmgoA8}q{k2`cfNFLJr2@}4kI|ozlQa%dKWY`$> z@F0%Q|MyfIL9B1g@-(R53Q=~6> zcqtHKm$KUUJjessz&?&Y+XlD@%9}T>uE}csw|ox9&A&W@h!{)P%j2_KT~msUH}qlm*jY&}^Cy_fXURf?(XKq)QJFBQ%mI~3 z5}c)kpUKisfyfa68+m0G-P0@4Nfmv#HT|yt+W$WF#&pxN9+1E?pZVje=Beijer4j} zQNtSND+dtb-$A5hGI=-qe$sk0w`ps$B&mKzBF0W( z@n&U6pakK+r@!|fGRKO9PErSgwo0Sci)#2qyf({6@xmjMcaz8PV z>3=Uw{A+V;Td7NtLv&;$;ZXP%F0+Ef*FXXyDf98IwLT`=T7;QqtU~ew?VHRSz1Nnm z(Dw9QtJjwRyTu3;D(h*_9+UtZ1J|u^WzGM;k91u-{9bzlk6z91Dn30zhCtC_0eb$y z&ES^+AP-Kk>#y(ZSLeF2vj`A~MSNGnfdUnJ?5}v3b|wmy+AeD@T?)GUUto@3pSC31 zUW$22W@>KU2J|5f2RgX)2#oK;~?}mm6wPTp1vE{-Ex41 zW4FW=)W%IUbj0QV7L$Tp+SB9W~3CZ*u9sHc!ozGvLc-SO*bO~$rL(;G`19+&?aB* zJ$s3RkP%hnDldO{V3Vt!iwy2`5rh;XkN*U;aTJpYD2T-ku4^?>A>wOjfGV21mB$iMYNlfYoaZ#Xx>jxhY(gP>vyiTMRMYkKv}67I?pqgNEtKRms3VDTFk> z9PRE1nf-PZoB5J^{TL_n+>BMaFH@TeYjkvk|Mw-yrEapSEBgnrlJ~MLbdtbAM%)wj z^QX&zhzSuOerG_-aiN?q^=oVJXkRimZl(t11+f8RFmh7|_ z+}&Fndp=Et@$MuMHqK#Z5FRzU|8A-v>Anjx#p##Y?i3F$i}yi?Kx-r=F`S)Ce}U-r z58#t%)%(^M+*U!WthQW^HA~}0Bre0q?Ae235MNlVUW$kMv%##;*f`oae73pmmQ=lUcn3o_S`OiW{L{J zi_@zxaw9`b!V^E;j;VsJO3d$STHzNmDPAO8Sro$0dWqF^|BI|?5G>RO^9Eax;Rw5dHdv-SPh-0C*GQT4+~JnmT|_Vz7G@~uq^bS#>h<{>=w;*7 z1sE6-V!hc%zC-{WA?f=z^K2SLccE{q)u7{|*n`Ct-2Q!BWuR4gy5A<_ep#-Mosg69 z{rS|lAcp|LR3ji3fKON^j93HKc*alO&mR2t`_kz)t7YQ9h&8%Q#(Go*S|@ z`L*~Bqdfr?stZtgzX>&Iueh{tmX_$XHMtm8Su99q3m{pH*T@Jo9UPY~ zm-~+*Jm*=ws{>1&wl6g7e>|gjM5FThFIDD(f$kZucs#4-nyp^>MkfmqFzd?c@(b?1 z2H|g(CQ>;dlEunyzDR!q9368LV?$BtSp>+?P8tzA!1e%NW_4IqC>FI%MMs!GtcLbr z=YvfJ7G1QBUbW?V{HR#(zt~R%O)vxJaGEX^U@62)M_9MG?aOa4k5e8|(NIXGc7A0> zbYifO?5MKFEsP`KEaGb*v|&nx`x~MSXxZfJhHzO`&7s+FA->6(Ph!?=b(mJs@t2RoV2cizXIa`DgU@tISozNf5oS|Ks0*q3wnOjV>gyHhOMdm*DyxS zJMrPz&^-`l|rtS5Td;n(>LrX>n47=d$k$vm)%X)nEHFy#emn;5J0SW1b; zI^YVwy>3fYDyv;C|0V@2omucSQOe=1=g~4Wv%V_n2dFr;_dNJT(apBTM8O=Q#!;n2 zLE389U$J|e^9P-3mt`;g-Hsbqh;@E{p`O?PFQ0r{f9Ss|R$e1yYo=YeqDJ_TXA4{RvhGuI22(+%q*k-=f;@$mn zbIdRe12R6kkd$1>Lvxw0X@%LtH{=|VvQ;021Ce@w)(0%*BNF<25U*`#SVPCBCi#!& zC$E@tffXFJdvBEM#J585DJd*M3c+5C;c*|DiB*m`|4pBy2CZ_p+_I}MhwAU;Z^Mpb zuLPSfz2F`}DDV=vm)nGq5X4NGPZ4T4GqI|_laC+eo|qT%c#v59cdSo{{V~%bmkZ#o zTh;RB3RT!#TNoS{Kwvt(sV*`dSmCTDaU0!mHXeET@g){BQ{H!|u}TK2PRo0HRROi9}&LO9+ONL}|%24e`{=H&QLy^!4=Q`o~p={=HWSTpCx|ZH}OzFZhQB zt~p7KQP`~$f{l_E2_!U>K5)2$`fS?wuWRV6tjt90Om52ngpOmJJutaE{Oq- zGOzlV<|fD73sBYh0EkNl-1`saDE#YF2}wD~ansPIPs@IG!Ol~Z#E)CT!8lAM_^I9- zP!4FC7xVfAd~ z@kO-hm4~zE_ok?(=kG+O-Oe%Ey*o&%A1CZQs;OL$@KLVMX*|C2-*I+}w=~Tq+rGrX z=oxCFfB}u4`=|BQIF9k@8DLRKFU*tv@6#sa0PfNG8xCwo7G8vl+saH!OV#v?3X;lu z_&qu{J)Y%Yq!;mM*?S}5k%=$vWm)*xt*)K4_G%%Z>bp0HhB5N>r@p=z=a#YDK3!A% zs?X+{k&0iTd3s%-@x_IC4ex&w*Do@AN2|0IssSkaHd5%@x>s>9KO}OFLb$bH@3y@< zps)*lZHy)$(c0Rw2_}N|a1W;>PCW&HxmhV|f>4~g`Klh|a47vV^g-K_%u@&4Y=lRO zawOD~;C$}CrC9yxhM7fhgvr|pE0;!aYI(lf55|Gxp1gCk893!m!LGH#$Ky0XnMhNzm-5*_)v)MnwoZv6l!WdRX7Imk-_TVKDWvz-Rx;3Dt%H9HMSR!Hf2bt0z#K4WbZ;$X{g8ys7>CptZoB^NX*TsBtf5#dA{bBj%>Om=% z=xYu%Y1wiD?`5p6NoaY>vXPzhh}aOBMEde=8LPiBC=LAF}?G*bxM$C^K?BubFe10<}1kI+A8ahPo05UBY z@j&n7;CvfNNWRn$mHEs6p5fik8En-{B8|A!aLwlOe&r2?ZaG3GY-eM_u_AfqWYgz0 z#0A+oN#s;^1IW}PA6;3MZvbQI{h|DbBrXH?az8LLfBod^HSa4xaVjLJP#TW7yRxJ% zbzY=P>P*Xd2EVT}Q*A@!n?FC;flH<0HRA*lF9(Vo`tP`_9s|hIN3i;#J)%80{dIX7 z>*tltecV2(w#xcCuD&!u#nEzex{qODH@?91puaH-y-Jd--yxjV@t*|N-SriY{zG5g z!Tx{z(Ned0vzc$^W0zMK$MB*vpoA!V#$W>zo3WWG;k!QTA5mt07`dxd+=TTPDl-k| z+`@YKYHt;lPz0}uA!g*A_!)jcr0+ia;Ch$`bwcUi+mn@`mL%q~Na^)&QgYvn``PTd z9WV(vX;#8uRY}4fohwc%Vx0Tr(bq;V$5)@-77yn{nz5Xv^Ra7{b=!~ zGLTrTw==^7>J-1j3(cLZarbWFwuon?uIYP_fOV5F5u~9wH|1Qf-z>kyq#A>?V&zk( z``eQbArSsQZ2+XIS_bC{0x90l>UUo8>Q^~59A#5RBY9G9dUv_md1ejrLRlKPLhw|?aE2+AG8rh=h7Oet2 z2so%pT|DGtT0)7#xMU4X26eg~fMWP&SflU1xl7JgCMhIFO!0YJ#DErXet0ZhCdG3Y>Bkvq_IanjP#>H}aR;Wi)ap!ng8v+~PAy0SKeihBBTZ8|-xW z5E4i!@2j=CN|*voeqpKm3$y#BrL`V-)shs)a9G^bOFxAFw`GFGn2q%4C8MuUGZW)f z!d5Mx#CIpmf)C5nM`OK<1dKmt!T>l5Bi-#H36G>gad9H$s6R!uq~x}n^VLk3>%b2S zP-QL&IF11#c4z*#-`GU*V~rflNAvq0?EeDCLlyn^$w{(-Bc{l%#u1uG7+cZs(q-A{6U$F=^CNp25cm@0!C%<$z+ zts4mbD?X>^i1XrBDd8hU_pG9+P=LvTbqkH9A|4S_yUH-TR(@t77fe8LfXi`h+{vIy zSo=S;GoeQ!thj;rdnQZpV&eCDYEs;oOQij3&Vp_@7K@88a+^ z>sJD=X>H|>TJJw>7eAWGQuC2J+1zWZwhJ?3Lk$`Lv_`6k`rU5HG6B$)ZFdj;!S1IG zo&TK%lRefy$&0DXM1s+jx^$O(%jMBz&ZA8rF8<=eM!|BzNt3(_`C_{S#2<#Y5|B(CI)#gF7d4aevU>qQe;QaeF~h(*B@XKgA|Y!8s5Yi|t@594gHmTXF6r-Z7JMt3 zVObpR2gxZF9h#!ZqZ;{(SKWODC4AOtkPYmr8gWNay2ewD1n)?&)9{0H?}*{D76QGJ_E%zh%1xvq(n z^Ox=u2T@o|;G*oZ-IL)vl3w-Ew-WX8RTt6s@S~U!>@a^DXsn_9235zX6GItp~*$s z>VWEra5UvaXXVEfjyxD(WU9gX&huP{kL2s7ats64kH6qgK%guPveegvCx=? zfv598fH#S%Wie04@CWNgzC5SfC1wq;ORr@oCQ`hWn|+93cDX}U&_!JSeUnWNDCer% zv1>m42AYkEGF(qE6YiJb4*RGB$O*Rv$%lT4KAShUy86H3{)zLKPpKg2&ArcneqqW^W2`GN9?5t?g8cAcYNph4`}p9$axNBtz|X?lT8 zu_4p*e}6x6EciT`F-U#mfrZCdXXL~GG*oUbCGvIjA~XL&4^DK!aoggQ7n0W{iN$A9 z)SJeO&C(M$!@A8;u|C&WvBP-g=BRcud3}7l|SpV5E7j7+Qh6Y~ZtPdpDtFXieIsgfW^AW!K;sS7~Wqo@0 zuC0tq_K~}U4pRvIUvvT?hH{F(x~Zzv{W=};LEKi2Vx z($_Kg*|G?J-EkNa;u=UvlO=Nn&Z}OdDshzt&WC%i6%lSjNI^u<*KGomPDJ+1}yg)`A1M4O#;9bN^sii+o%q%yH0M#a1^3GLobF);5 zL2_Yecs;?G+(prhdz?#`EKI2!M~ZVZEnQ{@6sv@~?y-$ft`VxMSUQZA7GzqvWLl&8 z{CZ_|E}Cz<&o+wSc0s-g4`!vM_dcQQIyAx~b1OYCyz>I%7rPq16EN7H`|+spj;lUT zy+qPWuD*FvV9yQz&95QR%+oZjfeH));V{l|K(>N37>>s*KN5M}!;eglzsU60%_Sf%40vY0g*ThFLiAll;*Zs#df z|0PKIGRig(OW0Md3v4H7+<*6d%zL_KtoQL&3xiK~&4V#*3;!ibBir7QehcT|M)W%2 zkk9-3%PWMNl;Ssvc~&dz@>Z3d%@tw%)RsKg8q7i)9NU1#waWiMyX@ zXr;VgW$-Naq{mBj)^lWtI+tG2%OsAGy4uMYP3VbB6q}ZJryT3|)=b4FZ@zh84C4(3 zBBNVZugjX; zvI;URGfB=+&?iy(Z;gV>1(AEMJNtB(;{eE#Fa14F!{afSzruCcj;Sp@jOo51Gylm^ zArh^iy=kZ!MF&QDUP!yUcT0o*(^KFk0GG6WyW|^A<_%0@f}wDKM?>Q7(N>G4QHrjdK42rY=1Wi$%u2nsWQHW%paqOL;6=AoR7V@$Aap5T&>cEH~UR zS9deSF<%|(oue8~Z43Kyc2Rs?ZEl#-^blu15H}SQtM>~`e_txx?KyXXkweo}!nBAEPU768D_PVVb8jE4nORBx6 zy(~c$0~{}s@}hs+MX_S<{N%tC%@>kJ5n8yFMpa?0sZxKC6i(-BLto7tg&sXbfX_|OwM}gdC@a{9*Yyw*lO^hzq z5*&6Jmx&ISF-4@}po8C^2@)S47%fJ-a5hA;)pUe&f$2dv=#&zC(69Ua}W4m6@n+18eh{-1q{`i>GF_Q za#C1Hj#~J0*y#!2wuM9D@2et1F0Ax`H9YApou2`}0KSL|I9a#kmfQ!|3&Xc0KVRf< z#l+yGKPD6E?6B8}zsV9AkyE+zWv}d>EZU?>ZGiDIOAf6w2%8374J@ zTx6=a(Oc_`vM>$T(x%>TpZK^sue3Ys!K||ci2x%$ez3uxH1}*pQZCa!$ZZdDR=W8E z4m6S-hY<&@nVvmXLa0pVqE}d2<^(T!T&D5SJpMC@jR}p0Lc9oCX7`@eF-jRi>Wm

^+jp=&AMKB>#1ss53=yptkgWJZD z`P{hwN^Y28(xxT26-hwd`f?=ci&kA8N`KxZ5$Q}#2Ko`szoTx*r>|%!lguZ{Es#`V z^sVdq*=!`G!2vy)$WX2#Uca@B{~)h?E%%{ws)%!2wV%%k+2o~wy_c3f|LsRvFt_4O zzBoZ&u)6gjPAR_7KI;*C%JPsiry!~?W-LWn=~MD=*TsoVuiw00Y{lhi!paYd%9XlT z-52qxQBXP4(5~@`hmd;k4)x>G>m~YyVGwXPz>ciZWo!;^k?_KCv|HOfl)6q+b-RYn zPx>4#0233y>q)QqaE)h1_GunniK#B>M!f13y+<9+gAHcL8(EhxXh|#z*#p?t`VR|c z5{%NEd=Ve80qsE&<`)gD-LOKV!l}efbl=_fsjd$gy~rZ>jEO(dxB@{WS`_(>;}7kD z*xYpmyH#ULKO^OqKTA{3h3sRlAs~^$1>^K@L-|T;620oVE!H?F_vPv!Z@OmLb#qMb zqi|3CPEn+e65rAO$bHm(D||d;s?U^L7$}K5_GPx~u<*Wb)XiK;eJmMX_>h-)N!j4o z{riPMiYNR^V=(KQD<9?!d75NF(1tHXb?|={p(F;$r7#~ zItlLkM`yUVxmhraV$F0aeJyt;N84eSvgG)FIMoie#3(cvB~hG)$KG@bje3hU%7guk zH}0YxKR&oGMCu&RUuXl;z+T;;1>A!_$M?XEs|of2xw~FaY@=1rtzNK3M0>S}(iC9x zHQy@iPb2f$Y%;_C{SFSaQTw}14izdr<6<5Kzp84cQjedM#@(MDG)KHu?c4gIA$z(= z@uhAg)j-Z=vxS}mi#pad{ABJ@KpYrn{87oVmIm=<1$qKw1;q~wA-?kkT#vp`C`~i_ zwE{eiwbu_SBW}zJySsGbUVE(?)zZpMgDQ8c_4x3BzvW;@5+p+rK|6s(aBv;8cAtCVS z%caEg1*&a0J$m+%P2WDAJl4woc+#LXLo`E;oAL8x@RC1;(=Irg$t;0?nc>Ng-M2PL zjd@N}+JfYlI`e?w*Jt)2o?;vl(#$eafN!6a-if~-R(>NDl(O|KwPW9W(lD+R2oAD^ zFR^LMFBG0|FQDykECviybhidj( zk0@trY`b=ABcxVDh^p@O`=e*JoE!}0IZ?!JEw<=KW$@f#zS!`%1WuWW)= zak;B>GKAHQu7eSUd=ObagJ>S7T0HtV zrRVVX1`h}@_vtnA-2+)D?rTnw=$LB+@ew{!Ui)5@HI95MDpMuly^Wlq_j}s>UZI$J z#bB2gI8%YedxSNtG%IH}l6hWM{e1q0G=cE%V4SI9ANe?_8Rkq{ao3zCNLnyW^IYw8(@S?zR(+kLEF`g+TUz$*q(L;6J4D zi)tQaIhnSh*lT%~v#($@JU=kkW`< zm5BK}%{1n#(KY_H5?-R;@LG^rOl=o=Bpl$`k#ys{&C_C!s}4DzFHjv;76&#pfJTW3 zF__JrL2jtiggzbQP|JNP+v-8LVzVo9i1d4)QS<)jo23D_q5*NF;#;h%BvlX8t)Be{ z=q)0oOg$G?z-ZQp%*-M=YfkeaD8-jxJu?|5ha*XoCim_Fg%9*CE7V=Lez`a0WDi)b zi1|sqpxc#VrV=En-G~%UA}?|Jde{^hW41;J(^rCODdW7Hx+-7KTc`}U4N9ufmkTmu zEi%Dg{TI+h#nKgrGqKs&V#&fC{Q6@&vE@5Rzu;zt7-#;0<(0=#=ZCMdO4tkXf)&P9 z46cVvaR2w}SldUw{WAc&sb3bScplinin>vZ%A%!bE&Cy@k_*TcUGtd>SEwhc?!SA0 z`Iw6ZigFXz&uowaSNg^)>%+y2F2Gbc%h`LvxueN(K$1veb_LLw$5$4@CQu@T+{Z1&>jABD{bsJ5B)-At$_H% zHmic-VJZ9UxM<32%)F|FY<~uox+D5RxMTN46WIM3uSo4O9S&XSJZBRqm@6cP?Ce<1 zM1HOF;g<@_NB(UUaPJ|%X7YANdqaOy>it~Mb@_!)sk#gr-$_{>*~VxdjTQ(^cq^xg zt2z+7qO<$*ViaB{?!v;dr+SzFMGx~3LdyK$+8Sw&G0ur~E5u-ZKD@T*0-hd+7_ORD zJ#lv#l%t+y!Z5}1U<37ZV^D|$;;Le^JskikdL8Gga>(+Z-YzY$?TO5KSYRfgyo|my zn7U#>M?(}v(5ce@j^4|@e0ly26Md4YLA|)r|HKSf?$uz=8UE>TdduJb1u^rr1+e0d z$Gh^7(dy%yO{WNyUQ$%9t$SmRT$SJUYEkx0xyjB;3kxwh!}NT5UQO*1CQcIW4SVUB zM_V53TA5ZZRCrU|*AS2xMZs=Wt-+d(cLPtKyuv^NFpS)u$pi5qcSm@l&18SXOGk~Q z-S(75;z^B>*sNW0@SCE?+=BAL*)lT?{u&Fvl9u?)J6gVShI{qesPuS7^6 z)#8mNXf|FYw!vmK#+SerbQ=VTM~nyDd1`UeslFp0jf~9;4rx!E>AGf)zl%9Et$Y$O zXnyi&3F$fGvyu&;qvV+`ROpdpTR}?ppkZ7h<=SwMgr?dRF3Oxaj8q+#y-h49;UY>G zunL-ZUA`Xi*h6;sZsTrQx!*fmI)9tX?&txDw8EJILcd!t0Cr z`}!{C$uIhsKX|Od*MTwnb_lk9DM@INGykS!Hg0l`Jb9zfDvEWo_MYh?QK?cMC(+?F zPABm~2o}qs_dUN?dH9E~0iyv5GE}btgLHVYRoEu+@&G-kce1fb(Xz|ST3QWP~9?DH2p%^+S<}Yrl(VdqRY8zSIp`Z$NX|040f$J($TO)B^#&>)`}~g zCU)Jne4^6AR7%^ZpvL_dfKG_*qmp^uAs7Q&ZJc7$o{7FLSn*gC9NI~cQ1|%e!@IVT zExESW(wxXV!B|3{OnD{X`S22Ea#$!*ZOZrHlN|Q5b9naVhR-7UVYdayp#FQx(g3uR zPu#rc^Fb)V$6Qdt{cN{Lj%&Ko4XjqXK`WCFI)zSQ!rBlf>ro0nx9;hp|L)zX3!Q{E zoeHSalNhzLc_vs5*Qfc*X7s2obUV{XB(6o%iS>dJ)BVqFA-rqj4v!(5hV~+wb2(MR z`}GxJ4*DyQU6pspuy6-!A#}Si^wjQ+~AhWm7%7 zyaX6sgPvvUYJ{n=CkJ2c&e;-wKvnZ81f?cn#&u% zZ=CBx5{2EVn7t?kSfy%o5m$wsVIBWX0p-QZQOpYF>Uhosr93Xqx#g^}T=Qp~b@Iy} zWy)0NVUZwGu~s43KGQ8Uie5@IMf*dAF0%+*Q`YQ2u^rpiZ$;3<&8XL`#{Y0OV(fvVQ-W#@hrbSWhU1VZmn{#_w zX2VKARF{E{jNJ(_jSkpug{*LD{pPWLj^e&P&K_jaI#)Gs%au;DYSE7vth$bKolOuw5%^st@g&Q$?+ zc7f3FPhPRSHH$699m}kF#{~cPL5G8N+-(uiIwoO;FW9SEr%RZEuY76tlVh7AR3HIH4E^nl=oGq zBc5mbTAMueKI`{#B<#eou~`87OhX$-QySEd`8cLthK|0p@{s(?f2-`H%=hbhRK-`M z!6kFS5v)}BA!;&$l1Na(487)5wesN?0cLlYbo0W`=TOG8Wa`CmPW$=7lXub^1XcwDuj%+CuTbs`?F0Ab(5DpHH(U0k>>7s@K zlIKjd@GZ$$S-+FX{}y(7)30QAJ!06$k(=%!jhUM7K(UFN{C2^G4L&O7pdr2 zKwRqH(bNv2iJ=pp=(^fR^bT~nB~Kawt=7s+$saxo$`|e+jei?P*1+2FPm*O#z9sFW zdgsoyaApej1>}^^j30*aarD$cyxb7J`L62)a-?1)!C^iMo?^K?bUzICjs8|LUe8r+x9cX#Ws-z?}8IP(?l8 zsf!gHpuaehe8*5>Hxy#6ZjCD-xM+7R?9lP>+}HQ13b^=Ib- zMMZ$C>=|}B2BvYNLY-{B8AuyxeSD`0gAXQ8UNdL0XzK3n)>Ubtqj>?M1+*^Q3}w99 z*^^We#XP4;f-8}es|rEuDF1%2mu?$1YrCZeDA=&_d*(+kJAN?iWu}^r%GwW}0ra_Cf?FABxB*@DU z8ki^DTijhC7@!W_tY09(EPEODUU&h!|GgFddpwvxIosju9pA5l?tvZZ1EGke|3QHl z8k2N4PRORNg9&I~msm_?S@fh+b!o$oC+&8-I}eZFh{CN%E#ye>2BybRo=I5wrcHu3 zD%3B{g2}Ry*HLxP0IBqs(S&Djfg z^Pp34)&4-H2(R2QRo6B;_SsH4`W25Ar+H(w`@^?2__1no@_q!Tb-C1YhZ_$997nwG z;ceEz^2TNAFtq;ED}l9$tdBD%w1V0+Z!o|lq#w(e82wixiHHDaChCzf=S0 zCES$?1cwY7NcC?)y+%019n+i2Yu;Ik&ljt$!t-2A7?!9Sz_$F=ia^u;_V5C>=DOxR|b?%r!K{_0BetgW5RsdmX1@R*}rg zBi{jwy7Oc@oQ%bAq|j7j3YHVA^0G25WCmG|1;I(!D*=4ZN}0VSX?Eam>Vk9#5&6TX z*|IUpkyPu0h<1L9RFP|+x|Y1)4F!GJ=-9a}osbK-k~^r|io1O#?#}10esy zPywH-y)#~@L=_QS0%1h_(uXT~Zl>8<9SZ30_XKH`SLB?|jvz!Or&K&FYhY2kckajg zLD)wwF?yLI=`dDa=8m?SkLlLi6+_=8eH7>+%27_SH!p6QSvC+W^E>TYu&2%WY=(Hv zZpT%c_nVK|UUbp=nIg#e8vNEaW1lsIx+HTOaUw^OyB#C1Z0ML1Y=&1!xTiO>jn9N# zkw+c%;A}1d2PEem&?v&jJ&|w&u;o8e*%ZnMImj@x@f0{MGIQ@?s}knbqcPyuaytu< zNqNbSS>NHpp>GIz3RH8kqCM1ohe@+kKJ#()U{d{V_WizX5RSj(#G@FWAFXjTo>5@Z z6O7u;bdRyB27j{#$ilP(L_C*$`4-p~yiCQw1P)AyNms3tHBqH)uvIcz5cQnSaVz&x zWuFVU)=3$fKtlK&Bi{2%@r>#HQbj2()g5Gy`KDXfGw+G7-4HO`HFIHTaMQ0N-I)pD zz3elTuMTPt@`ZJHQ}~i&zouvh`nn(PwF^`A&Bu7qcaqvfbTH8`_IJoUotj*|oJ^-? zpuNdFBw{B=9i~Pouj;~d;iaE=91+zc=X$?z;3{L?7GqoncjC`4e)R=NUOLZo$ZzO} zkyA&{mwgP$s{Ao0gdMC4nc6}x8tAcs^LdpDQ97{epS}_s@niQKkkA+}W=O4}uH%Y_ zg;Ou~M(P`um(8Yc-V@xDN4&giV2sY=9ZAL-N}byN!s1@S9}&QEIMV@y)cq!^eJTAX zE2{`}f<9C7ZoB!SrcT+cxV>PC+Q-)*UI^|Fd3-KXMGw`hHGok3AjCnB*n5^w=($*U zuJ~qD5Z)((8~98`0qCu)Sum3^0U4Ba)0IaUnFICe3RR-jqEhYqo-p30uG)VBW#9g6 zB{I_1UEF%(yzfbz$*7VrlcMK?!d;dUzrfc?x!~Aqi8`_ZVFI^Z0+%lzy`b`^bWBGb zQCeFs64FRMw3-mV4b?fL87ccD4a@q^2O zcRuT7edL>YGMflN5Ed1!=P@oCR_1I$neEjk%N@==unnQUzQUhw6tZoqFzj{DlhKn7FLA{f})&uKAdM^o^I zVr;|`j)=n-Zj6GW#-Ud6<;}7YtnU~Ts#?woVy5TY3({+0mdy=0rbxkNC{fq^y{D+_ zaP_gE1wha)wXlbokzvF5+T1s- zeM8=oat;?>x7hR@$tbSQQJhWOMJt~f7CoQEE0|>;D77-m*B71f*qt!!8ODAb_-+Tk zO9&;!1TWBB6^$}pQ?9#1)@Q3`?fwwNu&Sbs9UlcSNdaaMefawB=gaGl-~YL8@z9BF z6XNzV2Ny&`HACZj@L$s^6*~79R&BdC-Z{#5AwGxsEu6^sSMOeBdf+(7tV|xotWpQV zIIlIYgOWLc3a#lblD^yCPo%R=17RcrNEF_z05ND8lDg@$nPDw)uj6Q|syn0*DWO2d z#04%NA;hdk`)EkOZQeR>&rM#o@bno!zS^oQ^bed>s^xD5#1E!08@kD-A0j~x*9*B5 zIo!Tf`E4ZHDo?0Qvm^v;yGd)xY@w&%=6bi0K|sNdbBMPlVpX|~VR|Waq^+d)VZbZK zIbxq}q8D??+^eZ=#w>=EZLK~nd(K(Dyyq83u@4~vYJ&RdFyjC6I=-p{2WH`Z;C z=a5RVrTJ>Hzn8I_D6Klp7AVgyzYJWE4g9@kn*E~7vw`{s>~Uvnz}=uQKq10HEzFPC(Sy9k8sb4)Qf=_ zoC<>KTXiMREV=HxF3ul;acPpZg8qfVo1C^_YS8aXqOB~q%z<=r{oN{0GZI1Mx&d@v zDca*Cp;7An?Lz>Wif6*c4kg^qmw%v&1pt5@+kcI09+|I2F%g(SkuPEX6qB(4blIQcIo|-7PH}L<>5|dCpM&F zkk#UQA4@P;KFv3Y^*yIo#68<2Sx)fR+UaF{J^wQ)eelj7^mU^iwE=%fEMgu-)qVaN({GPb>+pG& zC&ZugV3t+8QxDbe^s#2~j{9{MLa|S`7KG+SRz-8QM+cZg?2la;Uq68d7twilvmJa_ zJ`m{ft|CS3d1&To)Bt*j2aV&*;UN&xx14FkXcZf+JS8*h8W%p?<+RGBT&Q?sAmN2EFD7k`zdWV4S z+(cUz!*5OK|7@H$@{^_9>qs&=KO+-XLK$VV7BiyaZ${xd&ppi-d}dR^@o0=}IybVa zGwt~wkZ4hC((wbz_`J~2B>-V}UO8cYApSAx{mqAyf%vyflh|sHb%1R(>ey}lxQ$Y0 z{8h%h9Lth5t`fLkqeWVELQf)2(al5Go*S-)b-b{HJv04rj<$1qnX=5mV;)Pq$JsBC z*NL6+xBtm(a>j>`@t7F-_LC^-c8mDR75k{7$B&6S=?)y6@3RaTKb#Txql|3{eLR7) zJhS6A?KZuWOdt}5cD_5wf zokM?vTYR~@72b5p%I@51`%U?YgIBf33-y)*mt0uXeP#csa0XHFCWpH{kU z3U2pK+Np+P)Rfy5(eZCvn?B!0*g1ayo(-swzK8UL-V*z_8keVHP+1RG@vjJeXLpUw zVbBcNS#=mjh%N5P#UDM2aobMMCxrs8KZ_HxsLr&D|oThDkY((u8I zOJFp{?CnF#%r{ooxM%

`CikS3SLKl_bYs#l2Ke=UJHKcuo~M|qWB+YHZeLpZQm zWGP8GzM65o{0${SsKBUFt37io)W7p#qX(x=Q@n9M4|Ubpk#AsC`&P%Th4+3JIGmsp zn=eo?ShM_}+uQ|0_@DZcw?!aJs2DG4pboTtIWx zp%D9@@kXi+)UQKPW#rjW%NftdRDQAMLSO-Z!2rv-FjXs3C9t16HmW=;z=h-)DY@Vz4(=C!wOs5RLSn`7Ejc3uEsH*FoDeaH1QSO!mv zvJ(+S6R$Sx-F>52G=E_XnHRi3!Ep1SOWT;Ky!DQ-BpDwDMhIwQA5iUHwpg?6xML8k zVHHdGI$E&Vv`G6!6p`(pvoMdC!LVlcfPTX<0+Fmk(T+siCVb41c5MuL+`h_T7Q2;! zd8!V$i@$@X6@LUsu}k6Zt_-q#N9y=EM`UC@T$=7ov-zQ=EE3O6djDj|T*I2Aa%%gk zHD^wD(wE};H*3#MJ{ecSSUw?Vo2=g@1M1-Xr$t)sftQ60E@Q-Li;o4V zYIk0Bj*4_jlHLlL+v@EuxE5{x{xn_Q3|EMeh;iHryRk(-Tkm>`Hy@6>v%J~!Dw~gt z>b;^pXH8dDa!>CfUd=r?eXxES)lph3!ZOsQ;uG_}$MrRr^y#041jmveDP}Z6KN1^H zi+?GLD;U1V-BDrSX|nW5`($$wTW5CvY(7fjJLUHjtYyj$E|ipJ)*UI<%T3lUq855z z>+iDj?Wor~QSKGb$hmHoT<0Ty&w0f9$_%}m``OQS+F6A!5W7L*ob5{mRcd)-{&ZYA z(h*Y_LO#VQ-4RSam!8W0gVNY+?tmUY^up(JHFJQid2L?8s`r0ZPZ(#MgVlgf!@~J0 zmSa!Wb}u8)tswCwo}BY}H#wVo*g>!19ZUTDmDJW-{c=7E<4UCae!5oeT#nfQ?pUj` zC~fFr-a%bzuHw6}YgfnJdPz74zJ_1~G#fO^f;J>tLX7bW=Z_zr9xR)Re0Tqxn=iZ~ zaA^~=we$C_^@x09*3wGOx$y1aT=V0Mp7P6#|Jc+zr9ayQ&Qo9i+*-ZuX*Eaf@QvkM zk+3^$#4_Qs8%SBMEhH&`+KYwh3%QqU?xKn7CfA*E%zhQdOOWX)ohaY7kR?r&*?GrB zs=?3gQ%xDM=WoUPBrmQ%73I32P~PzUvU)-oy>}Y%1;rWBFIQE&#m1kWc-t9M;WWiy zpZ}TD_%`lhr98vq=ffe4A_cgwJ{s0z&BF=buF3vGBAloA6f7)Vej!<2(t6ecS>djM(HFPv| zAq4^(f|MAiWeHePImfB8AGw9cYs_AENxA+&_B$cF1^6wEj*(6&()xjo`@FoVv5GDG z`I2BK?4W|U^Z343oE9oRGR@w#SFk(Nzg=^9@^`_H;&3rDqkz^d!}i>u>VYJ zG8#WmUsZ`*RjQAopTz3J;Iz-q>Nl$nrj}OOBNXHOgp9o@X&p1O@BV&V~fW$OdLdhZBWf8~ zF;3t8O)XK1yr)+uxC{!_PR1&+J~-KO;00<~-bz(`xRh+1V4-@4GAGK}TxV?b9Pw*h zK1S?1FuKszx7UGA}-ohv}oC=_G9S=(m8=DHMSl!!{p5jXNq__ zxYwORi)XZ}nhI*uX$c$*F5+qBeAP_KAX^P>lC2w@PFDcR5<(0u(nppg#x$gym#3&) zKQL!qY5yX@GWJM8BzQ2;@0rs%57bd6=6B9-<4KbYT-Td=SMaacI(Qpu1AR9)qNVl*F>-4pNCu*;<2@#zAm21a_6kF`<@8vbh34K0b;r-LmzYLW>;kwK&Ja9%elH=Eky>iDJ4e6EaQ8hY=1y=KyDIPEImQJoe&1-g$XL~_FwA@yUcOAF=jcZ?O=woMh+~5q_t-T`>boLb|D)8&M z7zL|dm3)eUfj8@%%L=rKX>ypPOd8k>*{dTBHtr;mUHBrHqURbDe=1jvKPZrZ<#~0l zUsccK{7weeHM5-5@9t6VUj_=W(r)x8V12(-tt&|4`@Q*!XAgVU&jsRDk06C4Y~Jrv zg+cXcm-s9M8(2|8gnIK-DC3bCK8p`0>izY@73wmswif^!=mr#?vd zCA#7U?z=_a~fnUwHEAn+;AO{}UCI>HRET(0NNBK^3O z?aHK{FuRTJ%kw;38!2gSp*~VPpK&7z5%Lwc8k~dFw*uP(%hWIL`Qt{tbe6rIN^PPv zU|jqESUStFD8ILB)5y@BN_RH{NQ1PLgbYZ7ICKd7=#uV~PC<~A6zOgd1q7vsR2pgC zJ^$zZ;75-`@0q#xzOJ>_xiFQJabU(TN7!I5Tg5(E+_g3iPAHf%o47cumBB7RsG=2EZ0dH ztMjoE<3(}S*kEDX!`?Bd7-v6h%aTPNi@Aj!%2YmR{|c-kKZhQ0(bugxP}P!}Qh#p9 zgLj1bl930%5EO4w24jsf2LC=EMRY&-K|QH1f%7Y6onZsEo>jpXqPt0{pO5{Ix{;F{ z<&V*Kk;E&O_GWdE``v^Igb1Q#RtS#0;5+unulQH7VP_hVVOaQ4bMYDPOIH*MlDnz95??^1q;o!X2kc#m)$EH(~Z(}bRxn|yjMb7hk} zVXNx1fE3T|Jz9z(GWuBWc%!PEFWbvg+y&15Sts}WU^GHyHG2T=?v0i0(cYL)RP(g$ z+*uUUCcmcicQ6%8&TiNi0%Bt3J<@t6-g{pk z_3kX*w~g})#U>8ZNCEh9>D2(+mhA?)NFRalyikFUN3;wj5?g%zQMFkw5O0uisf~qP zTbG1J(sexQg;KhHMVq$msvh;vgG35^31;zFlnuNd9g!XPp7K=NVt^N&oUeZ$xoSs* zlxilsX)hk$GNEHnJw571pDe8B#r@IrV5idz!jVFxi&(?_w||)xANA3MMYi?mi1xxrv`iyj9u*3CI@Jn7uyd15 zRgWNgOk>{?pKz#upWrbywHB$4Eb>H?S59w=w&V8U7qSksS?6LXA-k~{%TQV+(jy#R zehO;8*TpfVw`Xsa1xQa&I>|l7*G;>Q75JCZlbYjc}&G2OH)(EuaWJ_b z94ruc;pbK&Jp~~c21wPNw{?CR#X2-6H9!FxXybd zE~QVm>YmgL^%?N&=o1ke=k4*uOcXOmf&#|Rh8B7Zm2gB(H7;pMcdg5oc(Mq|&aOx! zA{Y^*H|N3sX&SeNLs^BJW1!~cnz;qzu*p&0O^+ePq&&HDHndOEr}A|(+|!X3`+!Ov zU@I7!b!@)V&-7?_R2tB>i_iZf8XxFnjM5avYDB$}0P)y1$(KZ6WndH9eu0bXuv70B z@Q(X*L8Bc_-iPvM)0^!ZA6Fity?>+OgZo)hptUa@!0Fu<5LoJV5cGuyK;0Z^`y*;+ z%rfkm;r$T{_1qz2^d2nk^-_OwNBsv9bkS0OTbXN;RjKpEhE~XlR(U;g5-xpXo_2W* z5uD^2f&qBsvYtA_(lzc3pG1mmI*GJwO>CmA4jMP-i!6}33KW?*g{&iZp6hIo3jP+l z>Vpvpq2n#_c362d^wD`*Iv;liE%;#KDyiyR&OiOe*qdMCvdn4n|4c4xi)8aw*LAZ)vfUA=zbd2+9RO-(#S(l>vd5(kTW- z^t^aM3Wu~1{FiUqOUNibsK(>AqHHt-Jp{Hn{q9)g`qF2?fg~hOQj*3}@TTBi#^|5D z;oyAK z$ZQ*sx(t0LQqMIUj;A8xgE^1iBu5rmUOmn}&KehrdSL3MwSy~bnNc_5UH2Ic{BtDm z6!(aMszxXgHKrW7*=IIL5hN<*f6P^8g3;UXu)>H}Bg<^aRpO|6(ED5`$#Vi7 zYoN;Id?I2FCHfNQbNaU4xZg!sAgE?u{@C>W2y$kxRT_wgz6LlQbxu*J!|+r->YP5? zP8T@BJq1s+#5EvS;7YO$??QwM4~uyfA8*j|;r`B7jw)HuTod~>pdf7C0KzHhb;3#D z;NJ6+W9%?u4341q+4J7zbwZA4JAo{ttmj!8R0sP45=mng0#uxZV8d($;Lg%S#6w8B zHT4Hos0#Q6|>28 zoM3K0>d#Ru+;Ht-LN?hLq&sbfLK3nAbG7dRf?;f^d1U<~{KY-&b-Cs5?=$C7vl`vBTsEaqwD+N5M z@C5cbx|xtW1DbHlw=uArI5(YT3rQ7+Rz+}Om;#NWG<$C%+E^uO;VYea{)C7ba5Lnl zrTUuE<(k5MYxTv&&+OH;bd*pR9jF0$2*NvEF{*)^2qodx=ynt%UQpFAB2vc}Ioifq z`LqQKO5hZ-_b_rb%EddYdvKxxah{>YTQl^L&k2&Y6tFk9I+-$QOQ33!UuRkPQpq z{*_Kw3ve3@DX6eL|0Og&(L|Y-x!-H@d=T08?vd=b63VU!1B%MdM28BJ2)Wolw>#El z*!cIO^Ez0y)h3ORo9T5}Bw40<@0`pHJ{qVc;BzT~T1}2fJnEEh-ccj`Nf-j6Pl>yE zOgyo-@pVeRubZPI5?d~H}X$hGoy zPD2&0AmshvXULxbHh#Mt5fSXGMA;tnAr!;hN)wz7$I+7SxK=}t-Hu~?c_VjetelT! zwXa3da7ZD>L^{^OtAn(xUCY3$U$jPPigVOMJThE%@vCEd=awYgs8@h*oIQJkgnSsE zJF|aCv8r7^%AGvfSK2^s{;{#X!g0cNk{!*`Pu_)H8j@gFcbQ}SG48w=Z*%h^qFcK^0crT zLte15=B3~I)eZ< z*9xrL*Q?H`8^@9lK=86NC3hGU8!0{LQ%KZP##5JgI zf(G(s503gqrm9U__+$vj%OPzDIxr+js)AvI>Z%QNm`4G7>(CJJHsDD;U!Zwi%|7}P zb%(P`&@o_E%?iL5*RzWh2P$St8e`Z)(H14_7%1hJXH|Ajb4b~Sd8kr@;0f}4r-^}2 z)@`S*dYsN5)+o$-ZguGtj@4_h2*K}zUP^jB(0YShln;B0KR=gjgK~WTLxCUH{y~!G zc2c{n;wd>DgztFP*#I{Cx4Kcma*QKKaht-n;ECOp`LN>dDQ6{G^c9N`OhGLIby|l& zDsz(%%~y;3Us9MK@Oh>BbIf;chvIL1KO3iG&iUHM;s5`CGa)o)*z*T0&UW(sUN5W@ zIiC56*l8;C{Ta9=s34nmy9%-{2x;a^$Ju-4|C>J$)bIMdTP(Z;gVCoR%?JQ6GN57T z29A4naM*3^e*vYo8gAdT#IO92Hkj&2C3&i^d(w2En0oU+!x~sN5&YOOKM6OoGy7Ml z(_kF66`0mH?Q1%(9kZ!zx%KhBREIw4HW>QickWol94+@-{wn@;Hz}d)NfgJ6_RmdZ zpX+=>-LE_HQ~f+t7>w*%`Y)gVp&i^Dt*VJ(dDz)jd;QYN;}{}3*=Bw}zMS&1PQ7Q4 zJL}oUkt7+zMTd8#z5LUwBEs%HCCCyGiT&zErZ;0*%@vaWTBmfnZw3F5+cpXngqs@n zV3bV|0DvIxb}I|3_F~KPTQyhp>;~IUdT2*QAU{v zncXn3XHYrb7v&n=by`ef8+A{LO=X#88IdJO?s2q9lp<&(ltZ`-92fh}81tGTDtn7GEx(=(2MA#ZRIF?+aopdXJt;>y1S4JzVRVgIp zjV?Z!namt8acxHOEC?(J)L`OgI`fTj+hG6SZAT`~?icC@!%VLd9l}`@htLZ!Ge`wl zgPxTWM690tQoLv?t*5^kcdKjCXd36n%?C+7%``!l<^Nz5uK#xWtr zWHYIHy@RZdee2T?B(aL>Z96bDJ%17r5Gk#zIU9HifA0R3;(0-4qS<#KCS`*Mm8w*od4*B9O{ems8giZCAC0#+deIOQ3wVmakEkL!4{r3CBgo}U?^shkhq{IfE zuU5OKquVJTk0RE4qig{=9V-z~kzRTz*Vkfjp&?FS8BX@YX915CF7Ow=m6KFCt#Ri* zP$$@UH;zY{W@+~JmsdkvTrYq+Fpqsc!^^DjN)-=l?SB5A_!D|w!HdX`+0e`h={5U4 z*ww3#nlmZMv433OnZx)_62C1>PB{owNeajSDg2Zpv+*|DRH%=80o^|2jONz0=)L;0uBaO9G(S4 z2P2z;H^0*KOYOxMMQSYIx)bE?BZ5NUz4a^L-!H?w8enlZ0kk{l>-=Y0%$bgK=o2cC zELq2nx#iG}q(9)PFgKc>h`MJ75vaTWJv*Iib+dMV*q$mVD8Q#@6>^$ z{_O{FQyvh>=6qT-*}X*(qZonR>n=D^b7fgK8X=}~GWC&n2!vBQJufVji`tBGez~_B z+<@iT8piCR!FdKz&6#o|YT41P76`(t5(7ac^sARZ>QDyBM6{r701|Qz_yoEQUUwA` zJ2MFXq%e54jZ}J5u{qa!VBb(?3;ML4i-&%H_!w5#zNl-Pg0v%67}pmg5epkrvZv$1 z#enMaBgd-TC8NfU)@5hc7e}&w4Byc&-e=D1&A9FEF_U5?!s5Do%jAM zA9N%B*dwyFMi-GyApV=q{4C+~ByF0&`g=ZQ^vn?beHuUfDGC(gKh1SfKnSbtvp^?)@u-;k662T+(+jbSPk6%t?=kNwIKr z4G$^>-Dmgn4=WM$vepDly)Yd#ypLDP2eo7DUmw0KHV!l~wY|=A-T((%mURM$bu|RY7GG6sWWAoe&@m?*rVqM3 z-n0h=_g|`a`*U!HcEF@WibSAQuN>C~-D&Jqv^9tn^VC}4wssfI2zQ)!ReGdpNv}ox z`tKr2mXJR*3FrXIlgZNEh>+&bh>0>A_w-D4_( zIe8Hg8e|M=S0CynHizs43vf#a$wdmsI3)jXk#X5kxu~w@82}SrntXxw?%@k)HMASg zVgwEGjsedtcY5Dn?p4)xV4hR*HqZz_jJr>Hr|EAxk!sY5$MiB6*B_pM@pF&22lYdv z3C(QHE-U$^sX0#CDO#r5D;9HsCnN00EjJ~0Tw!i6bUT+>w54KlO7};t!8Xk)%4v_% zaaLIHD6`qC$rt8XPSR^lcb)c$5*Cumk3Oey58YaGY8h-3pY{%NbEJ-gy@4~Qk9iMb zoqRb{Q%mEiYdWrX6!j($r58Qs6p|^1<3I8$zIbaP1&m4?@7p9n86|%Xhb=dFg_H4Q zt}a^>WOYk0Ub?tPJGy3Qz}DaC56jgM=CDG<@V3yOLDjhGu?=Q*(49kx&F3bFG{eaK{DJA`2wdRp z%JNxXy#Msp&rq9K%%-JK0l9S9d@D}~2f;+QKABN!K7&(ocosGpGS{PV0oR&r$Ybxw zWfI92%qw26_tn$J{Veb>{kTMs-#y+a%M_AnMD)4gIA*V*2HV1Yg5db4_n+Tdd}Qh0 zLis-A`n#7pQGYX+PojPQflQ#Ffj4T*Ur(Y3Mw@9-gY1|+13QT{vo9$WsJ9C|x}Pnn z{%_-;gXvM(U1J`Yrd=2gA)~yQ@B}ZU$@!xFQo|H_-%VnZ-Y^m|Qsc*w6it+Mk_qlS zt00a<_U?(FLvq0zuGrN%{pYMJgv^@ICyPX$g7I&EF$(1|!8s21fXp+;REpg0RVo_+ zPOSZDEJybbdD=uVYr0dFxBjzk@P=r1G9m}H(JV#moh<$SThb@s(;d+^pP`I8J7@!- z1~Tu%pUQSq>BmKnk>@kTLK9|o1!i$EWKXDo>^AEfXVa=C%bHAuFWLhFr-;$l`)soC z&Wa54|E_JQ_;#l*-yGb$IRAY)QS%}c4H6~|&L@v(`RzA$)dt9hV)x?eJ}5bLGU{<1 zM_^zclKNy0mM$h)@D=c9CzKXyh*ABu^DX{MhDZ3?qiwAYF$(PPG1Sir@LB!yn1FFAkqOWFl;jo z)~I-kVODVfeY&GJZ#Aa*UW8MxIW90C&>0jvw?TxN2o!8EQ$}Sy?;T=wgu6{5Cl&V0 ztcg`{FO&SB6FW6MY)c=L%pC<|pw#*frv=-{OVPBi_hRUxX{Uc@wLjmPm+Oi}e7E;t zHTiU#@AboE^TvMS{nk|;KgcafuaYY*bQOm2ARZjBLMA)dR&5k0$35eOvY&3d2gA#v z(wcLB%G_UCyZwCqA$la0-885XDXJqcbc;0VOW(_(l(uS^apIG*FZQCZ+pw{_1n}>z;c%Ir6W|u-cFe5V+VBpY9Qn3htp>UPSo>P z(z~UpHm<4b``Nu?cbI?KPP@8xNG_+0OJn9i`=1#6V13GovfudjxNiy!{ z#oqTZu=>GM(b-rOQP)IQ7H4{jlf7f{YPw7n={q}b0`TFKDShsdV6E-rnP>D~f6)V< zeKH4S$+Fy2jlVB@e&Be6dpb4ei_g%f=B!bHdBw5?wKVpU2Hbdhnr?ScYpUx;5RVMFw1@e z)Lm#~`KJCts}d@%HL}3Ty7&zJ?bZHFtlJ> zKV+sg_`suHZCWB4A*^{()ySB9*F zLzl-98xPf!_SR-g!Ih@!2@$UN`E%sZJp*#&Zw!@nEHJP8KullU)N6*@!s`T7S`(SI zdnR+&WMd4YDO`e!vznyJ4#C>xG-nHdN)!X&bY~~&22vkQt!;uY>WRFbWx1DCcbHy4 z?fP_PJ}0=L50Kx{meBcndJp5SScm8Rr zQImFhv_kaZNBqaap0#2TPn5JLZ4w5r)C_lif0cqJ_HfQEk9da!eq121^{RF9f!fj#aHwD=4J-Jce)yvtGmCa->wKv4$m$RzDD`qX^7 zo^c%PIFfO80;Jv2J^n@Sb9LvvwNEf+?%I^1Ns9d=Amg&iNUP)8HhE5st?^|9UOO2- zAE*|af~^xz599`a3P92u%nGQCFfNb)HNwwaH!p&0WJY-TW`>LjYx=O?O}gqaaELjB z`A9QGx3K04woMWNgnjlm&e)q|h{r0;u(OCr!0=oB$S&TI0fDdBOMNapoEHS*{`U5F z?-^yvtv`#6?4LG}Skx0Fx#P;zX9^Tjoq)BUL%{R#%YOlZx3}e;d4bovzTp3Oa_c;Q zUs>PnW^r&!Cp^ebI^5q{hBlrE_MR-$#y8or5|lMlYj3{>Z!`z|_Nvi;%69u?GC=Y+ zn0IL%)V^X#a#Lb0IT*#c>K+u}qgtr$#oA!F`8Vox-toeAT>A*ga z98=)8gt#EP&>`4C3@?FO=G0-i`9{iQ7+7Tb|kltn4Lesb~mR}Q5x)yDSh zx#{(Cw+ry0J`a4-^;r1FCf!iv;XtRw66lgOA7@OZ4J5s30l2S@ecTeY*O#`9k4eH`b>3Vou>@9vQS5gxt&8S*W>rml3|%cCm9ZbZrE;QiwK`@e_^%*RrPfYId{v<45FkH%Wpy5OCIFy8ZH+zw+Z3GE6S2 zRI1TOHS_?8!2O#`PmAx5Oo}-OyVZ3*26y5nC{A^IJr>63q2z-ZTTo|U;?V8eW}4Ye zbe@NS+T*eDZ@{?2YO`(CL_l5Je5evx&CN~e(KCK;=!#Q;4Gm&D`fnkrCr4XMYOuHY zP|k7(tCHLq(v$r9!U?L37x#)zz1U>0h^CzWtXzQM^%6l8_<^TQ%gW zituv#GZE$5DR@D~*S1NrqNV7b&hGtpLEdiD5EM>deR$*xWR{n}iEdf12&Zl%pB=s= ztm0K1;kF1P)KK$WZ4-U-BMJ;&qtJK%_P~xNB`4R)ZgZV(iRGp1RMGpMh-3}2r0kBV z)ijdV?vNXuxMCD+_W+cT?}hT(9YKGW+d_hH%Z`B)-Ou6_Bp=mw7iMwR_b#_(A2{jt zaS+8e_h59vrNcmCqD>EJS1H3ToJeNxMeos&)t=c>LT1XGkHvyhOhv}G%-w=JIt>BL6@RA@Xim}8PH(B_h|YP z71kEu3EP@vPjD8~l~hQo+VxQ^DL8`M;Q%1C9?b0t=as?{IJC`!2nKQo&h17`V)<~6 zljoL45D$$rA6BD3Nrk`^B>ya319*KdF|U`vs>JB_rBU~JB1;r9FKv@5wAUeAU?ZNW z69UV%ZZu&C?q)?q8m&t400jWO{r>d=54dq6_;GfPmj&%S?ml}(D*DE-qlRtV9@_PQZ?;dn6sMFxJ z;3vV-f?H!#6Oai!klj|ZaLc8}OHNHk&R#KsFR<4} z`lx#w5K{*f37@8&L3h3YQCeMc*&rj9dr6sk#nrE_`-O%0gVlfy8x~EBoUAESq1{>u z6H-j$Ao!Sdi(yR~8AsjR1}qWF34(@rTd~vd@0<#Qxs~EZ#o>ns85PIREl(x*(qK@U6SW7y&b$%mG_rk8zB8g1I0DLfS!kbPn)%qtjL2vU3YV^ZSfkSq zmJvckLSMnDKVTf`mLYAjr(CKJJa_Od7s*NkMxbDgTl znn`b3;=7kNoc03yu+K#+TWFvXhfDgix!HBy^h)o38o|eXX)9@t$Ah-~Oih%eoadQa4Yx4{;`UW`h5Pdn-V^eE^1_(%Lm#-T(0@Dm{S zQg`tKYQ4|PQU+ljyOAv2(+EM{2<^H(H7y$ zig$Yg;M-e|O+LM3>YA%9`1hkfTJ07|;@|fQTfzOpyD@8ubhmsOI+<1^REsy*S>TE{ zQGb!>B%hsbnN`!pd>80el=> zbp1te@iTHV(qY3ppjFzwmTFK)R$ir}6zu?ac^6YG?)WU9;!1M1$IM&e{ea1{B->}liHz8J~+*9=G zY)OJu*5GU1q6G(Yuki@d9LmHT?*xI+|bj(0%yii7~Y%3MZ?B zWbgS795R&{eNx|Wxh2@gYMTK@`4#D%Ca`lZ`I)-`QSU@gbnMhU@#m!y4yqlTk@|6(_Wl zLJ{cZhBL^))r^;(z64f`CYEZbott2LB=7iZ?=%hhk@U~;3_=4ylxJkB($SQQR{X%a z$@kRmr(GosdgL{Tyc_p~z_5ul-P7a3=qgEEF{E@moxePCa#f>aFn;qzm#Hph)q+S) zsMm1)FV|NiIf2EC9MwBQNE|EqSzlmb?jV-x(@ls03Mtk%U`g4+$HZT%^BvJ`Ma!A< z?RQzEAZ4fxW~j!Y(jtSS?Okj2_w%+auS1`pW8u}AGk^Q=oKU)xOQQN!>ZMd3n}3`| zyS5~JFy^JIs!<{R4Mt558ir@{IsTO5bCO!yQO4pko_hJ;{csp&cW~q;Ho2=HZRCQ5 zNBeCd@cX8GaGM126XqP|i`{R}9LIV%g&s41G!Pv1Yb`&1jtO%Obj#1##|?kPMMgvXX9D%n5FD3ujC75${0Vq+2TtGnOt4ymqCYj3OJcvo@>!4-G(( z6ZAeE4Zh&Uu8qRj zKn1i5(3%%43r1n#Q}8;zZkslfw|1ay3r;BI`=d(=f>+OPBH=d^h4J6y6l&_>KdQ6O zn>=aZ>z)EpZjDqy9Di-0k&tr zO7Ro$CTEd&Hk?oze5F%s{g{`@ z_KaqN_5Xc$C;4x10*feO;LY}PaO%6C27W&mCS`8mGssEj2^%0daGht4rE!uz#QA~g zz?@Gv(Ln4k*jFnC5^N;4SubJ*aSjaFUldU(V-jpi25aYtUB2G2{ql$t{`2$5 zH4UF}E#4wv8evO{c~Up^JQphys)2XMBydYqp{qm~b@Pv-6e*ys0;_gX?~ZXY0S(@V z;NxdWxezpK<>!Q(OdInQJk2;2*0P-Ac~bN3d(VGua#)0P|ESMKb55`zs94%3Bc+u?6mSH_LIu_lpa@ny%==smn5X#g$bv)pQ! z7iP9qxA)%+3(-(W7ubr?zRjOjf)MBety39P*loQ*$Yk5LlWFtA>TwF#Pme#3o6=cc3*7@Oj9 zq`@TCYG@K_b76<}A=h1flTRAMrHD1|BtjFz$thS9i@b0^J(sV@GKVmUwQhoUDR6^L ze<6FeIiV-gXMwvWpwSbPZ0Yz zJXoq5e8Y#ez^s;N0&x!|?tCFj`8p?At%vtyh>=)8|sf2!k` zjLJ3-FfEugW$>gOM|rztcCegF955b3nE z5krc4l(kv&o$Wvy&`}O|6RHPoU5gHI;6igZe?MRQ8o4~b^RmKnJAU+v7(BGw=i{i3 zx*P}Am~b|gq)!dGd#Bs89V6K6lEyMWu#1q zHsf!8L-u~N&l>AVsNm>yd0-!2E632|9LKXF@q3+kx$*4|ny{>`n6%XX9*TAtab&xe z^%MM;0Eu}x{(h`X@FKOc)9oAE@zC$DI8*6-FVyWk1s@)9;4#8{<6^JY2>GC(i572ROU#GCoUS^8DnM^=6DOoRS;YGvGFt;0%P%s2Yg-Uv1W;cJr=uH* zv7nVuHK)h>>pltYo(uBv!Me-iX$QqA9aEy?j(;Wn*E#$0({bNL@ zTfA4rnyHF{nbc<$jI&2fF-sP#zLY0_S6NjvNK|&FJ37b;WwmQOV1;Ke&*E*W47{_l zp_EA457xk@oapGN1FW}|t}P*T*B)O>>+uB~w4K?X>L^DqKbH2@ZA7!@*L5Q44Kpn+ zuRhdW0@qLG>|t>(y6s~FB5HY9diEPMJp#UkQB_bsoTGOkP~u=|ny2;8&LxMv^3mB? z_l!%|h_aBU%;5U)hk`(wSHq4o#SytJ%_QXvAfC=xZC{?1pi(xPJ^%*P5gs3#PHQ(C z;D?=cHMET#ttii><|;`*+d5jvW$=!=l~VPqWTLTNU0#>g3qB2>l{Q6Bu1k0dPt>&8 zjEoLCBhiwLRnDUH6Z@18eRmaJu5I2SWZ4_eqGc68pyxk;{PmvSDqx!FVEq{$#;@Wf z^(6lJ*=Wwgk>K%v2ld4s+mluRd!$xi26{4l0J)5mL{b2oGn(SNu-rMmg$$=L-^|00 zHjE|E2fx);GF_%YX`=1&#+4#n)85fd^(W73bvu0S{BTbAgE zq6>G)scnTG(TxUJJSnXzQW6!`d{Ibm3}W;C{;MI_EQdWl3O`8j@<0+xn=eK;_LUfW z)U3O3SnJ-?QHvi1;_((dR^9T&M*s~HLuu|Kug=4PP8W2OY+UD59(E`+y(oC%oirW? zJ--A8Y%B;k<=(=<5pBD{IS(CHem0Y-A1l%w641ly(u57_ZrtuMs9<3z91 z6P$xHdH)4C=e$otUUe3S`S${Hq9T}%V)w7h23a*>Bxy#P&NB~@liq+uGkmAm$YW5z z1&|jtTIL~FrLL|0Y5Lv1S74<)0K5vrQ|olrj5?X!k2J)bRp1n#VmMOqCwn)+-hebW zc^{=g&ndq6Xc?K==4XRAJSl63Tt`%8laDfjAi6Tv4bdh(&8A{|=bwdqFo&6Z+y*lO zI4ds&tyZcGDw)Fm1IdikkadG5)8a_*H=wVELQ#iBAFrw?cy;w#p^H9ubN(6(wL))5 zbUJ;3Di3=~`dD20u6!VSEdtlkjh(bi+*L)Z^qUf)-^?msBMfJyvXe3q)Dg1ab7U$i zVY+&;FOOU3FS3tH46Y1VB^u|-k1#cS(hS~s{`A~{I!%`VH%Q0 z`9b~Uw896Tf3-%wU{TXx8}kZz?`aSvQcRc6oV$#W4CLZOfLrLWiK!i+v9M%bZjqmN zbS9M?WPTLv!WV)dYZ6jq(DPBT6|GPM^JKP<0_=!%9?TJ`p?Z8)4^?>7pA zMWS38Z=>vi7U|sr&pYhTCgaC3F@yudAbdQJKF!mFsdjt|x=Bd*urNLl@o2CfMdA)o z48K5?aImdJ;Y9OCMvndY$Su4Q9E(F%`RJ0tt2!C(9kHTJWJ-wg9#z4#EszhDTMvo) z9W8h!F!#K%4#Z2Mf%~|-jWB!Kbnsu+b~I%D+Q~f<>cV}c(-nsKXip`0zrRCe?q9_- zs-w7G^v|YV0dT6n*{#tVQkuX1fVem(ZwZ!PvRx9rhvBR0ZYvrzdh>+hi6h}gdJg+& z$XRdeo9V)kgGcdj?onv(n+pH#^-Q5caG&BT+@EK(vf*2>l2ipUPr7&TgnVex@6WIG zg_bx-XfnjUwgub9SZ);5TMxwm?UrNODw#KmyJg|lak(Pd^M_?na)JVYyufZ0yp$%k2@XzVDRfSLZ;L0k)_X9U( zA0XI&zU%iO zm$)bT#>QxYQ07t&*%JzgYO*8Qz2^zO=79d`Gh}D;D%-^9fQ;O{PWf$I9piAQb6<0W znvE>d4^j;J=+yFB`WQZ~wmToS{`b#$=BgJLSS2Upx)Q8qKLq@D>^-h4aQLf6^Hd=1 zZDJ2)ojVnppl5?gDKB*6!Siot4e>qdCsei z`hPDjAh(j4Nxr2J7Tv|6^T^41eDnKk_eb2cz)|e$u^qa#hF7;oF`akRIk7kQX>tA7|rPd%GC(|An{{efjekMR2@iP@d7^ljfuu6#)C zj^r|eim^4q?eEW~sx&2iv8emUM^ANLd#*>bvl$R`n$H9k{7Da$I%F$gi2ccS{74SF z3GBqQoz^)l1IFzh?h<7e>@35v=!VZxG16CCv2ltS3wKj&>rhQ11dc-Yz~2%ghhmrh zP|QcAQ8N!w;%7jKx^vwvR-sOMUg+s~H_nQoG2=faR*+^F_%8iPO?b#iSDs4jb8a;cpoKaIA$~}B9Uw&EJb6t^lg+m=l$iOr&`C}JE4SLdC45BQ{q^`jUh%^D@w+uL-}I-?;)5!n z_E<*a15D=?F0^9sq{Tb2d!aw_1KeWx8s;ok$c@aR#agCgI9wxZyMB^2kfO+}qxj%` zVMplr^Gj^t(oLw)Ey03bz^lmU3Upw|MUC5{ZKg@;BjmK^wp*6@vW*2kpTM8PDz@^E zB-fp4i6>tSk68+Az6!cyDAoJ!Y!FOGk*hnDFZTk8F!19Tk7x}NwXs9nkhL5%YSZ!% zu0O#W5x@EDb^Xw*eofb&rcmevuZ5GpActYr>uuYEy;CP(@-%!A`tMEzT7rVlmX@+{ znUwrkq%d~F4|teb<)8H7*l@Mk$a+pjVSgVC#nER&tJc>KzEz0&#gD!&&& z?$3VP@pi@cSsM4N{JD#HC%R@Mp+0uWOb(gFrZ<_@JA7eNM zIdx6^wTHm3lN}otj@?VLMy278QrFhvwVau{Q7~dqr12!x*1d zo+Ya=ENmy*(+Q~uUznFzCKKHSvyYX3@Q38OYls{;N!nMD? z8ORf0%pWv5!k6r;Ou)3bfw#+1n@W20zUj>A?vV55MJs>Qo#WT{ab|(@LoU@qhx1d*J=zU0>+dB#vvZG#U-s!Yo zj1ZzQ^gcNt*wRs0!6J9pAM>ktW=OS^g8E8Bp>DB{TfNJ}efV}^=A$R{K&9Q(%lu1^ z?SU(^5PC!30E25qbt@X8wzkzuYC0D+42>jwdfSWok| zlTmKl5|*PFsJK@)CICmJ!#61%iynn68{7>DxT)zLkAfQ~&-EZe@PPI5`KZ{8Zv>Rp z!{5psN2sK}6$q$=^&nt*a@wkbwAAZX>XotZMJw2KrRs~piGs2wOf)j$;s~>GfQKi5 z5;d$R>XDe!&+so#+JNae4m&EjX`#_RG4}%!;PQ%I*iO@*Zw2Imj<>C`>Xxlkz@JE0 z|D~>=u4NGP$eaiI^nO!vC9j=@>8mQ8B8A`V^g;h8Q3HK`^AB(r@Y~gm-Su@^t$eQ+ z2vsb=-djEdeo2124g`?WxLv@x=?m~3+0ul~9-tVusRMBPRi6MG^qb$H=w_><{~w)% zt6ZQ9UjcK|;q`g(D`5#0_+C5GeSXSCv+*5dr#b+~g600nIraJD>wkM)nPazMcYycl z>5qrR)~8s5REohWo#OE*&>PZPKx1$RAlwhP)gY?ZDUc7idNY&OS(T;*AsE=>gAnS% zXtM2qXBMxfga6_7C-bk8hXBHq>OpYx$9BNOhnWYW6E`;(Wb2s4RgZW^$Evn2O};H ziH6^g+(k8WTaE~)17MIUb{l4NP%-%Gw=>ui`@i#lo8HtL_K_}?K%n3Y*jfQI1jja1 z4EcaytCYhSS@SepUG90WLKlQSzP6NK;M+w>uS~)T>8yFbUyczx$%_{>uaK{-j!HX7 z^VJmyGf(&5A`!cjv@sgJX}<~xJ{&O8a6IwdOb!WTrW~p*1j77Gu&6tATog)KfSA*= z0l*zmMMQ&6XpJjERWGnpHClEb{<$y4DqscQ4!hp&hvf^@<)esO}2&qZF=TtjNHLctFXBx9*Q09yh3^%7TX< z5T|SY5v?Yod&l62lcBd66H*lLU1C^zuI%o%InZPFZw_am-HNH@o>;>v8hOb){7^bk zhXvT1ER!FO0(j7tw&YK|e~r41CBB*q2uvRl2zI09y&I-w7FO-;j{&DZk$dG-M)~tO zL^?I_1qJ=swY~Y#AUj#{#}ARkn8wPql7p^;AhqgYBMMXiXd=yk)=-~cGFMD}N`@ay z-Ca=tzc?`!rF$8~-VWgt?$(y_@cnWIMs|0?*fCk3mmWk57&j{15XfM;g3(qPC`O(5 zl$bmd=AS`C&ly&Ub-GDUV|N@aY&OA^OVdJ^h(Cn?P&-R z&F09@iCLQ1Tug}vDmMkJuH3W65-MPR7k3|OwW%9Qif$(4IP*?;yUh2l;LbFbj4}|X z+Od|Au&ZrCJ=y7R`~h&qe*5+E(@qgiSAwDuo1ESgDeK^5+6M-_M)e;JiE?mDIL&3@ z1qK9-K1D3FB={48U$RJ}v17bkcT$Mex z<|kl>syxT>)dupmEx6jfg-sH3w&THj@yb7AOITese(3-%SjTC=l%X9mq!v$3$0J(> zHu3|#($b1^L4ut&5V<1(2Ulsx^VhWU=rL`VOhgiJpZ@t#sFA^lT}l3fcm8o+bl&&A zkHgah&N4neF;+>+S1FV4AK52na?4ga&dRn*D4hpWC2}?^av-{HuRUgrBTiCEMgeo1 z?_Dn9q2S2;?*p^#CE4R2ba~Y9A#DYN@HZ&L17ugRuO&?f3ceKZj}a)0?Nl{7*!s=K zu7>n%-|;_6$+;i)%-n)k&JqKzTwEOb!6@?1_r*oJ!Y<1&pX7X*2oiKd*G|+&{`=LH zn+2aH3I8tJ(I_{%Sz;6mGz4$~ura!9d$Lut3trvOr%aJ(4?2JVSn7Suv=_AOlFTo{ned3tse z&o)a-M3CUbkINnDH<+w+uW8-eWbK!~dOXxFX%u}NG+K2qt%I<_G_JRj5~}_B$gtiH zcytKYXijRlG-bW@W5$`y1k7#pb!=OZ7=C!ml3bjM<3Mx8*`?^qFD#M?w}q!xT_>l* zUoyCj%LxWgnJE~s49treKp3a+-)-l+NR1ZtZZKgKiUWg|F)qpcp`oP4-tSpB<=ZJY zU&IH27mIOtTO;(czV~%kT>3sR^oD*0;}cDDSp$BG44|?%Y>cy*`%@+CnDjf4J;*L?f0=0MuSt5AXbSN_XjnGQ|s5w!I|tX1D>I zI@?cd19Q+hkTaw}R$u!1pQ09!&d=eTZt7D3NP>j71ZitMGGcI*N3-27d1c5Ox z9p_(Vod!8_VtnrokLE*2$1kcyE@brf{ z5Tq*4a_LgH>o72yign$zRx2kQB9$ksAP3EUEKe%j5>HqHlyt^B?@ckhgq}|K)BS$- zw~RpKfCN(EF56hcuY`U6QATvAbx3=CU7EoJ!_@1zF(@x|G1LW(gcTdV&Z6s)taI4N z1OZ%T!MDI(Nm?wCd;s5O$JuoW0DD}OCBm?AMdosUhSP0(N#Ht3*Z@4**)+KlWZZ8y zQrBP`N4B=4ZA;W(k9{0|_ca`EbHGxNgg}ryQa?GRD6XcfBEMk$Xf{PUJDI3)bIdgx z^YkF$3$SJYl)eW9Qns4A8q(hKjJK^1PaYd{04PAZ!KxSY_(AF$6s~BboEMV_(5XqE ze(~m$YLZ&WOv6qP0UFuaCNsdn;m5p7$B8ud-T5tNK}4+%?$TCgL$BXEw-F=Rvy+N( zB)Dy)w;Lo73EDQ?kbshuKPeS|2Hv5sTVP(meup|3G= zI)3qf$Tt`?q?-~AeAqA|acUz+`6ey;c)fa=KFdvR2rJS@fT}dQI>9A?ki97s|BPAd z5f?=tgNE{MuB4Ab@uQ$VK$7GjaIyrJ37fxP+}E*F>)RqfZfdIU7L2+14B9qZN^43Y zsnCdDpk^KpnrSlY^yY_)9`ui8Htp%Z!lz8c1L<~~|vL-EM;EO0cTh;N!QCBo*|Vv6#g)L(?Kvjwh~G{YQiSq zsv zyuRN*=l#54tJWo(K{rfO-e6+|-LmpzoZ`?Jr4Fahg51yq^ zM=rHlMYKJgVrtl}EKY}DqGU!B(8MY;20Wh7>KCZ(XA!kPd`=fw(*0HuP*hOkBF$->cd1({;0oaWZwNc;bUt-%m>$ZkqJc*OBe#1KdsDKR zoW{b;to^RqFGCyQ)zRE(NlUrOI6l`yv{1*Lp{{aicA!+TZ1c4Ds+wJ>lj;O}Fxl|zo+W%;4(7VRWn z+T1^2gsdU3A2;2Qrr*zQ>izF{oBdA&eLOh6@dG?y+}8n)&#O#A7|K#5U_TK7sZh%~ zu=-PZG|aAfGOLCZnJ>QIS##Rt)WX%vKQO&3hcHF1EATX~vo11w7U~ax5CM z+(i8+MM@l!P_EFkb)IA%MPFi_lDki@hHeDXzt}{G^ob0qXDhD4zvJg=X5en`D@oiK zbW?is2LnRNL-n$Tu8ezH*@cNfqUpOd*S*cQBy17inD91lc%$-NQ*a=}obERmc5)7O zyW9#DF$Vq&1DrOjJ*o!Z@)ezMJzGqZk^b5QKp+~p%;Q9V6;8+cB>^+0?!$5Xn5URT zg;NH{#ze@C-dm~fZ4kq%$)&fv4Mr~^{hJg)MPM#&CT3t`4wzPI!Evi_uHY~-nap!` zdUJofKI{e%B$RIWz3oJk>o;*E(!fci3fs)>zP`MkUEOumCK_s9mHj2q!KFj`+23hr z=5^E#*v(m|4&Q?q(1|o&3SpY>5NqrrBUJn?nvZbA#ZI=#qzL`f%=$L8pMdAr?|+B1 zr|m^YxE{*tZ-+4=8>JKqypSuQhElzwjWXleiVZL@B6^c7{pcoGgf%?e{0x6rscrf3 z4mNFp;qLYq(7XzNJV2!rx-S+c#`^Yv$g|0ACJ%**dr^nzF6kC}UWgtF1-IVa!59Qs z0mLS3C43i`N;;8sfE2N>+?r1RQUS0!6~)G93WF1qii9Xn8_F85$1!7u&IaYCH`vul z9+@^O;8Z&W1SQ&N$G^rho$Gu%4mbOtxI;b`@KA)3wlR>{&kDJQ9HFL2Hof*zI1H_e zb1%CpIZwbG9KGX_^m27lf8bmC*1sRhCM;17CI^iuG;N>{bS@eUKiJCD(@g7LW3*|> z=F6p32xitR*tm3GkRu}R>u*@6g1v^=*IoB6Cec4I;J~wdY^=%r@HJqLIx8F`#S0m9 zK=D%OSq+i343LRME*}9yoaIW^@y_iu_h@utKs{}f)%nlq&>~w zc4AzBGpyF4>jT|v)lYS8bCmi!*T8{Rb)|nZi(>qF!p+4oQ#BwT)aAlW>sWd)sY8)v z!!Mv9JE8l!901tuNFq5ePb$)};bVc^k@BlRxuEPzKIy=48zgml3oNitz>JuMko|dq z1sBHMjmxi@xf)%wU&+v6X-NmovD8Y>qlo#*5X|5$##bUEkeVg#S({=tZM0QQ7m0gZ z^C;*~Jj26)0eUW}o{}>?R2(xiJrh~+p7Al(HSrXQp{bout%K$Yik^h-}G?gEb@_By)A7ZFXs zKIq-GnU1d6eYM~}FrTSH_;a^-de9t$^{3>&_7zW9b-V-wEpMp=H}DN9r5S3s+yYLq zy19_g<@3JUY4i613GS=!D#v)9u^L{B#LElr=!cSr$R|7n+oVrkKh71DRfF>hz2bw)MD+n-7jKiV&s~_P$|h5-mS$Wb zR?|A;OA{t65>c?skN)|#oBvhAvRr&UM~QzWWhhOevsA(<=$AibgL_GZtDVR2KyePY>2GgBq|; zEHL0)wK^zN%|f6GB4h8W`mICVj=lNmjiEpzVymC0P4i7B3BnFtQKX-zqk_MmXP-td zq}X@aX#oO2CpMOHb;CbA5OQ_DcA@J0cABJCt}gRCyJw)kMeUSPRR zVTUwPqVX8%2LA{IYSs{_lm=cLZvY@adz_3pWPO8lMM!zIMJq~gL}?04s7U|Wb1A(f zc$h_iY6gYKOKOMDS6RtVm)Z=rWriCsS2+wUj==PrL{^C#G4B6jsx3;ZDU#pD8=+?m z_$IV>hbiH1Uf(l`asp3b?d2qbJX>T!S%02G5tq2_g3jFto?UB^V6$Z6Ei$e_>@a3X z@FHjf$%nXfleYoV%5!s+5;8Q#Fw5+PVFKyxe~??Bh`Y&RGcg^@>1<<EI-K}iZNh$*w^>tckHfJJM19qOR}wN>d9NcSRY=33k6qGrpdT- zcZLtxzp!q>`xWJ5Sz78lo?qrrXHJbE=MJrLxOlY&xPy(RQ*C%C#zO{4)FK0VPfcL) zBQuJrq{|)UWkbQ9=#$EbX6D zufx5pyd7^>)^0c+)W6s?5m-1oV7l;02BUcKYEmHOgC2ppSuJS<{27(r$wDo=kx7pw z$RWr@Hsyy9SsK6deKV&A4}xmNKi=I2`(N*M6N{Xe z4a_tf*{Z$Wy^3`C*ok>+$&b7*bb3BzVlTmgVx=+J&S+r4gFNlgS{5%hH@mkbN(bzP z(nc5-W2SL2MmNu;sN7L}x`}oOE7KJ+4{g8#kWDf_KkdTf#?F*`N=X|UZTXe7pKI45 z)SslU<(S5%x%3ALO?H^pNA|_Ben{6xmIaU-!;9?lkd8p<$`CwpxKXQn;W>b9G9VZW z3fGtfEH+JoJ$QfZYA{*f%2L!NQb>vKy=m<`Cg({vIHc{ve`u>w^4TcH9HjaNpVtBf zoZ8Jb&QlJ&{wo@OTjYnSrNh zPs-w*j!dXks6nK(CMQw*HSkd|Ys+E4PJeh0cYsU-u<4s^UDVKnF6+g0@l6!b$DThh z#7{BHu!oBbg@hW`cCBMh>$+GQ5p|ZWa6gMmzg&Z|^>}QUFbdnoww-=5-LjqrXuXvi zi3=KPb*fT#MKIoPW@wFHpU0CrbF*W72u8OfbT(JnND7VUYs72ZbNuC&ucV$>6g=Jc zx^6COHXlk=yjpt`$^@S*dRQLh2b_N;BUApQ0d3Sq}a=y1yoWadjFXLsLXjp$oL!Zzt-7xcW zrqj;ukA)CJ3r;yDZsD`ELR?LMU`duCoDh*nc_u-x$&FnS$T)oGE9nysKR(Q(aBX`D zjIeVvj>^7m`1{LKRu`~$0cjpsEn%_>M;G1DNj`khy_Awb!7gP1f|se=LOIHWx5s#m zv$AT!**a?9fOb%n(c_`Sm&6 z{(~)P>O5+aR3^u(?-S1WosA}tckH6dDj|$ntGXYc68>)#x>3~FS3-c#)kac-O?hBK z^1dQRb$Cr>| z$?5|ayv5^i?QS?OYP+f!9%_3e8Ci-5E9HNctU?cUneY~cfN{DuH@;0RXk=!pL%-)2 zu~*){DWDLsbg}RBcUoIcRLPlriIqG);8>9n*)=V32@ET;@*eEIx&o7mA@{@TeI*Kx z)P7{Zax4(IYXM9|DZ6)1mZD3O*rE0156)88pq*s;xG)OaO{EfI9c}_L>C2z;N0+%m zsvT`$Mj?3cS+g*G`$b+-oqAjDc-+{wqAW$iUnqA^vgc%qX;qPzEUJCln7b1-j^sYR zsk3ceHdUzqug%x#J`GGn2^MtR8=oxX=SRMvj=Dz_W& zeOnpk{crie9;mRr#cd@XjO<1*ne8bGsG&!sj#fLIJ|#}rwOQ9DaGIt2ed%emXGdoy zoXZV1F_|nSG@NozftNZ+C}zHpi^;pF>srV*JGh4}4wn9?c&=c-^o+&U>{2& zf?$+;A{G%E@eyOnwJnD|_=jUzo-k(!F9t2}%+ZRoMw<2et zyEkY~_VFCdR8;JL+A#0_2)TW?Nkv<%UC@Ikhmjy!W2i2{8dR&0rbo5@zZciUA@-U3 zbc%F5@B`A{AKjBtQa?0lwpA?{FKM!CtX`WE<*%NsnDtrl057WQi0lkK`>8k`F@$lK zBV{KwD>1PO_`GO}Imn%Dfq+<2x`RYoCNQG3q_}_mHIf1N011B#uVAzP*+&jN@=9EU zXx-BE1TI?HBL?VLAWaa9>M;bA9#6V_5^*eQt1+%+J9c_FtL!~Cng62J4L+^1L)q0y zX4??!ALU@>Xgr+e)fN`N_ErqNcc++Z{Q3vD z>}3`Q9^f8tt5amU;8yx(-zU9;)~vJ^nBqB^B8WvpEzQlZ#fx&cAG>~ z79$N-Xc=~AN9c7yPb|a#wh@&_@bgGsAD|HUWsE&iO=qK6YjPb0u1SBNAMBg;U+wdRQ_%6cwE{mGE$jF z|B?pM-L89=nvU+yYN=2*r%m)-hJ38jywv?CgopB3{njg-_lCS<#~KxU6T{8KgGT}y z&Kp*--vZwnS#uF9-$-4j5{TRW6XVOy9>-3-W@r6rz+r}6kQ@4Wg=>fy5{54hNX+-M z{Jo$NImN+hxSIyCg=+&E`H|@sy6ah79$kFpCS%d&fc#k1R^?(?-CF3@3Cw@S29g20 z&4uw8W9YTvT39GOo9joe#i=TSak5tTRqhLPFr;FAg3sxWlETEpNQc4S{ToEC-^wv;^kftinxsT_J5RDt?n^9imi0x~p9ZEPc_0iGUz7-vQTHzK3lOEjNcXYea zva4-tH17NrOTA}dlMtKO9*@0A5|%BP^4_rJ7F3u0prH{!)4M#u<`r{ZOr5K{KRD{r z5bIpEOa2k3M+@00M@!AjmH1~RN*){_FkTD02qKG z0rWe5gx-%_=3jI1zyGCM19Qk`@3`-2_R}kV24`1y@<5Ydi?dzq1TGuSXD&-AfHmyW zgaM< zTI_}{aI}%7jxA{y)4?TjQs|&I5W&xIMUu@MBHbzM55U2|{`i+da(NJ8m?^_ksOC>K zSy=qVQc1zaM#hu&NFdsfz#w@9kUAV~MS!RO52;gu$a`qzu@o|U8!sgJLgdBQywv3` z=88#uy))c?QXc;>JhLHH`IPKL;_3TG0wFG)KGcBA?$P$3HNTT;ee;?qNs}bnYlgo_=$ogaCMFA%k zcK>pIzjD1w0CQahTAip>K>D>f_}RJEMRQy~cL(a;U(k4!zhaM(wstYTlbSaE&-Go< zYgyu#S9D3u*=8#9#!i1iMk8+8>1?|?rA2a7xOtfok>=xybxDStlZ<$q%=nDWQySX2 zC`Rb?ns`VzYQs4GTO%6csCByX^uybM#fFUq{Tkb^ipss11h(*|j??{%d_;@C$80lx z4_8#PQD0}z70G509`R68=#4LTr!Yn5@j;#S!uM62I@woS@lQoD!;P5s5FzQBs5tbO*0kUl9j4Cf@(l&UhlC3-NHTjs&RQ#4iFNnG z&817;VHe=VME(vny&nb(Qp)JCOaw zqvtb0wS=*2Sf)U1e29zW0@;mZrqQ%3Zf#OxbS<*oxjFg%&Kl5CRBa-o%91bAachCW z0?x1F)hD&@%cQWzc<`lDFIRx6`^hMCOe~;|MMhibZe{gj)**8R=IRUu_~%L3&0(;3 z4d3Vswr7vJ%L2JLul+sMj2C&Eouek~trTeggD@Nmm`Q&O6fmR12V;t|BdwO zNMMje4s(tghf*zVq^z)2}XL?%Ldd)+bG$!w`L7uF_`^Zpi=c zoA7iM%w{_a^()zS#%BZ>>C4x0iF!A|GpcFeDxC(F9e)Qak}n8Tkc~VtkStSwN(Wf_ zF3EnuZ){8S=dVQA5I)!2+zG;?L>w-j%}+ga5NqjiZE5DYVL`^30ZNkjt3b- zh7v>cMjO4#)ynKfv(vV+fOBN*7LS3-_1Cth;3?U%;Cx*`5lQ6q#J%5|;hIfVsV#^B~P9E+C?C|%I$t}e*8`rd-ho~0Z7ZOUh*DkI!@eD0fXPSi)-ni_ksWEd^&)Nk+3;x4jXP{54Z>nKyA4q@{u}VfPSqDhhP)D>O&G!O1s=$!zgzRYt35unLqM1T_1cR-|^kwl%N=s0Lvo@zuR#- zSG#MFyU}&HMHCN997Hj7JUbY_X zlaYab=POX-_W`L1$(M+adMQN@-=J_xKMQpICe-7_*Zy{U&IJyrXqlWX&gA(nESz0T z37)^IbgcW2x4_o&1=l$e^aV4bb=MHglLW0GsK8P-r|rckciHJdKhog>fL$d1T6Nd1EG&Nhyu5pkj@ z6cbBZ5Jj6hcPDi|YGTJ+hWY^XXbQliu>7Wk66s%jw03)AXm7&+JnlZ6?SbP>2C(>u zs}%#`PM~`+w*U528ut=3!?)MpnueUmmj>+iGr6p{>bl~uvF`R2%eRCS+9V%kC5>9% zV3UTt^rByv_+0ETQNZBYfdzp%6%Cg6I48L{P{_SBTUgcuRj?2QNBU4ruimvE2z)T>alKt}g z!Ve$kmdmp@`>(zimDcQEKh%RBC z-^4!OI5}BK>ov$>Odo_{*;;BY(49tHuFF{XexKV{FO`c@0J3^CQID`sG~>qOPt?{F z0exF^A6GP*h7{??meAxd8J+b+`$yw)>=8%ZQ5Mafx>G6QXc$&=chz#t@m zlFItLKtkh-Fx4?f)oQ#;3N3UAJM@j;#a51;jP+F@pn|`6bPJ3rbB|6zN(JKFhk!u} zg7{(Sasx_1w+oX3NyiNheuV&Nt0FNTvq~cwr}oEV|0_WQ-qjoUj#AsTj!2ta6t34F zk=2_y!mj<8=R%}!swribD4Ji(sj0;~F4mX6&NxsGYM3Fn`BFBUVKmh1A{m!+Z(GMyw&7SB z%rIS`Ybnw!7USzVOqpB?MM1Ous1j5fj4mrpBJ|xGPjM=z0IWa(^z0^r>A-@Nv*ojWsj$CqbY)Kykh~m}#?6Y9@IiE^q zsv4q`TgZRM=b&Cgm?D+zz6^;VHPqX_evA6_7=$#C`gZ1~JHjNDIy2{*XLA50JBEHT z<6a79#+Src_mF+%sb8!HL1DG8O}or%1jH{@EDCmUoiAT>=Sg~SX_%D`Xxq@ai~v3n z(%{C{DN4Z+m)Sf#4l0MutV(-F2~Jcd_UW6pj5mmktRK{-eG2HEEWm$GNaHJH=|l{S zd)0DKH&Op;?S{NP97u z9QDuuSiT+s3gXP6);0Fq;5K>>0C!W|(<;DzkgSWEC6B=2SFF2{_O0QWT58YtSI?U2 z+?ozUtNy!kvl64?Yq5ax;4F#(yR&oNHz}B=j?LUBf>Js$->3yclueiqld$)hnY|nM zHo*R6z#WyaHD2!vCHZY3K3klsD$hY6TD&%QqocoleBW zgI)^7D2ED)Wr3lyCH4SFT^{tj0+epg)BGv=2?LwC5RJ1C}dvcBbL>{ zKjq1AqigpWcQfiT=QU~5rjrhq`qsd$UlU*28{L0pUM(<3C~%bnHi#Ti!x4O*G=jV4W{(fJIRT0-sc$ejp+% z`$9+3L7ma(x}=cCqNo4@Ap)}?p8Er4vU!r6XHAZ1Cut!PhP z1w-V(@pN2Y8`rIPa^mlLY%tTej#dW@$33~QgZvdb+)!Ze&bT-525NkDDc)83L0dYo zj`3(8cspeAu#RxcSfqYbpm!J8PjJb(jV7=LTI7w~GM=iPrE0jt;E(6vQ;%K@w9RLN z0-D>Jx0LJ&nA< zB=OZv$vbKl4Vx`zzRu3CT*=_y78~jZ0fxw?&b|AkGGpR+j&eU{;gr>&C3<2QNOAhI zY7Bb^d4KH{0v z#Q$yLOj6Mrgi#bS2;Io+HJyZ4tZ=z{!n^Ms3AGd~)u84)I|tX7Tgc=$Z)!oy(9Rzq zk?739@U;=~sgI?4!!!;J{czK>#}ZsMp?vYq9}PL#6`^Y{<2avGr3yqazFS`L{8Q81 zy8f&E`fO$IXKC=cxirZefsRJpsjLH!HrY>wXS05dHSKTq)q;1`jy5)cH_MA!Z5z}# zLUFlGWWccUzT5JX??vlIEV7~h?q5oDV|w{xUvTxZ9DWR|FXpnSE!bVHOyRBjYTKh^ zm~e}{ZVuLT3i+df9(vE`wMjGgKK#S)F9F941Pb2Yn{25(b~)-k<@W}7eClkk9E@E7 zU%6h^*SF59+!Ku1+=@j=UG^qP9n=e~RhR4DSHlXmWdfWlGd(XZH$EjLjq`#hTH!1Pi072~b5hrN9DnHYaZTv6=t75T+Pu*UP_qHg z+L+Jg)kV@~1YM3em;&O`5wzlbe0;CZe2b*~Z4cct^-ElmFNvRA$ND@jbsYu5vwi>_ z^bV*UOYe;`i zWW9IWq*JNqQ&#aZ$Bj$(W$eyrzmrBtW`rA`*gsH=M>D+uu#VT9ync_JDv%{bJv1K+$M4#$Ijfx5Gn;CWlemQNRh!h2b~1 z0<6Yu@5~`o<@#q+aNmO)&*x%3&V6z^ao*y!l&9>U@^9?ThO}rHD`6$^k)fpA4<8H`*fLNKcCz3kZoKzB!hcaVd9={W`esl>mUK$Sbvq@A5?1x`v&B46Ro@cB5IONE<0oX;gyqRVBoK z-ww2o8^7{^4e!>d6{0((+ypxg^KZeG?mJ^Ibq1&a35p4n%J*&M+@LkfSp_A;l~lE4 zCGd_rH5^QflCNtVp7PPewtXq9f+4I|;0SFQ$DIk)vxcpfvop{?zHG@Q)dcWC2A%@_ zi(NdQ=yOHn*|*>|CRr~~S6xF*QZ%aDOE5L-{|{|K|*2?6&c*{Q=| z@UKB|9qUd)ngPf58{WU$$4^stkT9EnYWYIbvZWZ0!igU_(b`;$=U9DHy2PhRi0~)Hk z>NN(nr&}f|%|_mKz;!=C#9>m`5L=W3#l{W%yk1Yg%!3zUhqpfgR5B)hntIrAl>ZJ% zKifEW>AS!SuRWDES6plz)7r;-Gsx=}F69LGDnLiGd0t9eiHB?^&L9PRN`*@<^D=#h z6#eYQAq>+R4D`hw9T)aGAPix&3o$QbrypS2u{|@>liaVxIM$@qAFRJ+dmo315I!@IAL7iA<3X;VdDDR?l1qS$JS??(|;{=0j)!sTmh ziYE$r?lMSG`QopT0^KM>+C41>+&2UwqRdi!~itt8R#00jTqK7t~J~Y3FKffGW zEaPl_$YV-oXNT zDG_UzU@hzv{TzWu!JEo%8Vt-T6Kz1%oyE@x$*}Ri{rj~4V*LUue{=)9=#h2&2nMUZ zMZT!VcN2^B=GWo#M^RH*y)nJs?2JB9;HZ4ctdpPg2gXS%8e9gCJFebWa7D7A{`!k}Z^^E)(1c)Z9noO+1Xd%5M@b-)ZrIpo|Izj>c+cCwaW&=!Ra*u*oXkxE`z0HJQA*MdChUS6DNrVA#F_!e6Ry4hGdwR>^ zvcK=^wm0wJyC0e?CGLTwFzUfHTQ0MXw~h-R-XHpxfHL-~ma!qZRm5Q;Rv?F;{9f1X zBdCQO;#E*){#o!;mdEVV2MW7tDi$k>(}u`4W{Ac{^po~0Tk89YA`VAo6-4QryMLRR zOq6Nh#cuoXHBZIinuOOTpuU0L!RuIwB%HP~f!ObKce+>j95v37DV%>6sT>dFfA>+q zMEo?CL!opbHkx_ctqZ6@GLvGxPcN?;6?GmGBK?A}GM86&gM(HMTU}@?r$m*nsu&w? z)>@u@c2u$bLxki~QrQ(|V$r06c$RG0xEJzc0zPDOkkl7UmMYPON-aie&Ti5D z&G!m;sfmMAf}5!uUP!c+&Ty&8)MM^=#wgyG;p?}wTHA7%8o2Sd3^c%zlbuWP8_X&d za5lz(>^zGxPpN$!nlqsF_BY`}*|NtzcdaRPu>S6dms|;=1^P-;5R! z9W*VPgP*};(*Mh8mSs>M9QLy*m%HIFFm|j!$JXeN3st1fSpUW0aA@P|rBuZj{E6@$ zVjnbt*1#l$_)=Fg`F6!Tzsq&0(|A9=eRv5VH#=3s)JSOMSH7^zCthRt1D%FD%)$Rv zM&xXViyzD|6+vruz9wA*I%I%sZ)FQ=&Z%@VeH8NWNy32lK8*0AiKSX0M>;wrF4+5a zgpzPzsol?ccXaRQ0$Y3-05mnUaadVY>c_Y8r6H_aEM3IF$Ox zC+_j36PuD43U||}l@R}t1M0e;9iZ~8{TMh-;mG^J_uJg?$tB6*HETCU&_mxVzsTCR z30@l2JZ!Nv2nD_Epi3u(Y6?d+fZr(q8+(Zgm9N7SdNSC|n72+Y{Rk1z#*gsnxFZ#F;V%nxS=P_^A$HR!&j3(mrAm1JLQv2n!}}d1 zJv+O?jll?n7Uwy}Wj{HJn7C7bR&Y=pe946{s)e@O(rdw|M){uiOkHWcvq6ZGi5Kvt&3ZWpnpcuiSmVCPPwY%QNvCOZRKs?r&rnNNZ#^ZtiZSkHru&RcIOcu?N z%O$C%R=j-qGM4taSXP|J0BR(N1!Im(<-HsJjo}vf-S-ifH=uwwc)qy?B#p!ze2gKL zNdNZHN7%X#+rM{bK2T(#H~?9&f{toG4hUf-7(zJjh4Q62m&tZ)J$8pmr|=YD@e;j( zHgorg?!KfZ_K8H-kuKOD1rt)1{DNxt5b1rqFSj6RsDFWG$CB&sje5U=->k#7noAaR zNgL>YD*{{NDH|-wIewG3D(>sJc(H2PWNwR_iRYOhX{7C@5DbS*lIyT3_jig%`-$PC zEcfwc-?WRhe%W_~`Zo;c;ZnpUN2AK0AUxT{T^F^Vyf&Ji4yZUI0&w&!s95-2mSYC8 zj4kSS_bVi-Dfib+=q(y;-*XVqvfSk>Km9Rrt#mBknMtz=1 z@GPm`=Y50Rq4`*95KO~SAiQSTAG3O(e<s6B~dffN?s-YRA)@Q>)cv<~lZ?c^mZ^(q*e1=J&(Y^pDs$FH!KXW9^_4^Euxi zK3m*RFnnI1xQm;v>5Ocolruz-Yu2`qDUsiZYX?3JIFOxmf(KpYAI@hdo4Sgy2)-zX zMiC;{Ei*$LQ=zZUXglwqAL?nv0ublZ?UKQuc=W*BB>`<8P)7HhmOrMh76@i|0J(>Z zG1~cBplU&2c2q{2m#X0Mm^c3zpmfByH9`*UP4ZaDv~rLC+iN(_zR76tvUzC*-v%wh zT+5y3J4Ek!uz4yRU>^4IRltD)8{jA&pT=faf>$wP)a94G9vic9o4ky51Uc_gj9}yY z#QK>@TT|O~L@QvCi@T>ywIMA#A9wm`SbW|eK@J0f`(2Muxuec>hdvLo3;4UwO1Q8< z3n0q=OPc1k2Dn)xmH_mThw`^yt92@gv_T@?s!+Ib6bNLF&u?~)1GD4yqD~l#a_3!| zguZ-R!Tf+dXU)-Q=E4Vm2DZMlK_cP1Rq38#F10?HiY)usM+w1w!pYwTDDwmPOgfF| z^nR7U*2*uCm?0nMFH65mQ4DT9Y?=%~4KBlEjS1{&koE+s$VN8o#sKJ!E0<1Z8#Jml zBIEuBWsB<)%P3Rm)@V-5Ltyh+9ESrEo9m`aYQO|gXK)UTm-|cQWBQPGm@r<$iGnge zM<}S@$EK-{FVBTrq&-$!_+0-y1^V$c5JmX^NH`O_!DJC5dBN100U_-zM9W zO`$ieg{GM~Pw$Q;e$#eQ+XN+JIO?O{`z+By$%)Ypz6b&v=brN;VpFnp*FBIBH&pcS z-4>OauY)>Ei?q$3rzaGA!Zb~7{>5`N8;aM0Q$gFSSCeADwg9A?$ho5X=%oPR>5m_( zK`^sgMZ~c{x_K?T#fL!T9fs2ecKg!bs%tYJLk)7qH^N;YMQvcftW_jc23#}Cz~zJ= ztHM-e+FIKwLH%Ih_x}6tEB_NDWQN2bMUuPu>@)R$jvB!lul<*1%85^5`mNHf(xlP{ z%DjjnO$+USKR?%dH(se)Ajg8ny(Fe3?;l0e9mJc|_IGcHfcsw-iSk@soNN{J*MTC? z{v!=?_9OfdyV0h9Bx|E>e}K;%D)!h)Mj`g(C~D9%V5jh@LjJ}8pBaE%X37&d0e=3X zVKav9$A_Rln`b+CBWDiHo#;N%L_3$q#l)<4Q4ijf4@pODda>b@V(=@+}@C=O_t+y_b@GvHIc2M+E)cf zsXUjSaDbisc{QAu0S9{`K6Zc$oa5}}4ci2X=4fq;o;15uxl6C3jsAMrx?K<~;I2Wm zx1t-1lVNTD!KIpt{iLxbH=Lr*1((_Qze6+JcXtqk+%N+O@7{q8HGp;WIxt-psu9n; z2EhNl0TEt%VHLaY8m9Le3>C`2aU!)KPq+XUn#bb2>i<= z%Z8~t%%AQ~g=L8KFb$PA*@5=E@%b-+Mf4;a0&3}}JiPcOj2*1xc8$^#*xBdy`rj<8 zH{;JAJS(1~mJ7mJpyW+1cm(J8=GPxjj#erF5ddTna?l{B;Z0F@-ydxzBFU(5U96XV z@c(GK?szQ!uivmm_Lgk2va-sSmHo{gW$*0B%FNEn%3hJZxrvmKJ-TgD_7;(m^qiaD z^M5a0_jP^7Iq&lxR@f1R1VlG4iq)P(#dKn;$VW?eEJ!0luI0Yf(+-F&3Wyz?sy1=1 z&nMwzOPlklX*>_5rirGmh-RPJ9_nQvte40OwFtO|PC-LN6x5n;bFf_a){zK^6CWxL zI#u-06YZKr@;Nw5B*XYsc!!&uaSQUlh$t_zsQ8Fj(KBiMZ{a`ssZOlyUZ1V(5T~w= zin5(Z5L8_Wn-99(yx6Rz)d>j&47Q(?gv#YIM8qb%`Lb@x&t#3rYKV|emV4C{QxXaW zshgzJ&eyrV(>BR>9sGQ{psfS8Af#HZ+OWEQbbA!qMV$I00=or6VoU$`uFYMJpxKud z5D7BFze>2Vq^~kA9Kc8;6W6WY>;i$+PrCu7<7hYoD*3&_y~VMr&_ee4ay>@XEOA3MkW=I-o-&77r)1vmEnOmw7CPMRV|C5B+-)rw-IRAm!N^q0vR0DFxOm+7TPx_ieV;iC+ubKPv@1PK{Zdj zjmsGLR7`fl2o*k05nV$NJfZU8Ki`rU2|>7T_I41{Bgt16v9V{>EC-0>V{YM1B;$~F ze5aT3dB>x@3L%PuE_+jF!c;Z)tcPEsb{v3^z+EvV6Oc=-`44A6FBG5JvV{H7IMF`t z<#KRAjow=ITMbzZ`ae#M{+9qNG32gfwYa75{}2?oSjh^Yn8^@(?r}dRokp$j_6W`# zL)X$vj)$`L_D5b#z# z<;-dJYB37!5?D4r33dcfty*~-Mrw)9vrhf=seR#8KT@3UB>_goCY~w!m`2o%ZL10r z!y?cB{)yb0su81-H}>c&ZoW#!Wk{h>U!WTmDI1JtWKyX1mIa?yoaQ&hY~x?d8?o-& zfA1FNGP}ohpolb`iWYm6GaugyK2rsJk>phx6xl3=YFXU)9BG>DzL;?)sQnpw(QoL1 zK%s;&ol7o~giwXXqnMeg=&ELLjm3^(m5Fm-PL~^W;GJ_vv&32rRuzI0{B$!-X0PnC zJ)vNVT7-r(9#;-3de^_ti)5I-obs{GiCB#%8`Ap%jVx*n%sF=tIychoA*?f9#P#70 z3*RPA?*tItQW4T&PCvTpoR0rI#U!NHL%+D?iA23z`Ql_48OEkGgYjgry5mZ|gAUXT z<*B`pz0p;sE(LA9P@YY;SNieX)V_*>0kRs$>0};ecL5@p!Awdfg_0)tw{A=%N07?3 z`Tf0Cz+)%iN>)BlRZ1kp;5IYbzX72E)zo)#J^TJ0hA{Iq9EN0Y;{0|a)t>457` zU%z=p-JnJXsAgtZ)#8!!AzaR3(ZKQo95?hs8-rX#*rs6kto3e2noQt(9!zP(zJ`Jc zKHDjgY{NhJ%P4_MhhB8K0EppH8wg*(0=N?kFe!0a`q@CuK_d}-cJ1Q5@LBL#9Udd< z>==of;k@jG3Iku&q_UhNA6vyCg=xTJTO5*oV#FTPB!U2oONQ*zG|l4pwWIGr0i~;I3N4qokur;y3txj>@)p~(owF#%It9r$Tn6L&C&FHg zQgmXLEBzT9n~&s?<(xXI2aQL@^KjA^zupx1@rflO_%v6-Qh4>#hVDu)^FR6dO-5hm z7vkf2;^mIygzh1+DXW~i1TYP0vw<7?asyOH;jJ5x3}lNtGA2+bC)^`Cxc!A&cp705 znIaAoAU70->Qw)c>s1J$JLkzM)3RBrFP%+1cN^k2EH-+h3EAuXE7bM{lFv3zNW=l#?g&MI$kTDViT3590-^bN3$&!JUQs-kr71W==nTL-!1VXl)B-T?{y zatuUnzIq>C)ICDbhNqaGouEZE|H?;d~>L#%KNW z$wf4x<)E~J_UDUb$(cI*)SF>rF->e7Sjsvm!~^4@DyviQv2*&Qh(VNhqqCNl*5?ea zlYK=i<)fXs>#IrpL8pzjw90ErpdCGV%7`S#g!i!XJfd~!=DIR~Q@+JKs__VA@qhP6 zqs0@fcBWE2vYK0%q=3FWi- zz(fAWCI1o1gx=_3qkDq?GVr^7`^hw<&nhS@6DL;~_6WzUJR-gGUo77D^h{i7I1vD4 zDb}rg5>P5gTgY=sY_Z8G@Eaj72_|t{hQGTIp{S$YRVdvVfilsCOW$4qU2ztU4qHJB zh&)60fR~bcIh>wN5Mp(&zGt(sNOtEx1!RfNkjCu}u859`05t(CT*rT4Z`WDA+losk z!OmW-ZI=8}*r4=U7arM6R+EBk5zpYk@_^8{Fl6%Zzg5sFhC#`SIV#d{i`)OPj`V82 z)Zf#ySVG%~=)yC&;1)<{!ft}QyCTRbYI4k`<6;(-_b`S8 zOiA&*OJ&!7jq#EY%)QtwE5AlB!9dKt!9YmFT_~3u9$JVjipya~xSIQ@sL)FdlXI5G z+Pbc@215)(-@nmx9|vgC{qASLZQcpf_(PL}8cjWFNcYha^B0@#Au~G2 zQY!)>>|*~;*V>rU33MJvP^JaGIM3kht%VaL%v)DK05}wdXwsJ72}JV7yHykk-8aUg zkBu7Le#~}q2?{=DDJ{JqTHZEAo|Ke$iN66d81Lfdv(}TYy*~iAI(5y9cx+av%qZu)sc>K#S6bJFtjhO}N|EwZ8OR}w%m2#wW!OfU*9w;svh96!$ z{`NgAuaID)&%g6`Z0nMH4;liw?YK)}+@Q3Dng|!mg zp9O_Tp|RvbC=ZS=zk@W3vxmL&k1v8j`8&XaxA`BrlEL!TCAo5!PL;~_cIXupx$;It z*dp(u`Bii1-xivY|Lp;1$bzO1(8D6brs}h;8FXon0)-YDPLX0W_PWkQC*HPa*1h1l zE2Tn@Ocrr9zcyORBa*|D!|S3mQ64aw9EO-dEf(i8c2_Qe0!=s>Hs_vWy1**2ydXBg zrHz#d_e(yz!RHF-&f_42k@8GeWi-kRB@&(7G{b^RIK0zH0%4fayi(=pxyN`Obes{LR#1Y6l5{ zo**vezjn;(fQc!<31dF*3A#<*P5rMDH@Nht?Mrh~S;sNtH*VeRmyo*_@FjB&k;S8= zrLLu*erN%R(83c1lfeuLx*VR*bpH441IAQM&ZZ@u!I|16j_r}oD0$Yvv@$$oqRH`- zS>Y+q|HcwQ*npv=h1H{U@luI?F%2mWlsY&q+186sxDIb!pLDo>{~Z%zD=?Li@u4-{ z=RL3-Zyytp)Ugf%x0GZ$ocKznYxP5ZKie@G+>drDyT3nbTg~*AwTdhsLVWDrm5P1T zSQII1t&l%L_NytoFgAOm4`h4!ty|g$1^+3S?BK5}gA*yuW~9kf`3PyrN-2_*$W5hP zy8RfNm|=zU0?}=L{tj>{#mhS4tK{b(;5R-*<8^94mOk#=>%doy_pEejq{#mDftp1v zlXLf3(=yozm@67vFR=Y|o_>j?NaiLj^b)u9MV)P~**n!~*)o%Ku5ewZz?rs~Li)H~ z6v0S^KHw|40He~_8g3dSq8GO|jzPKD@K6{TOX!v&x{xGfd*w*j%|7zH_18SRUr^>fGrZQ^)s>OYJ-*wUg%DDLh=Ctx`uY~s;jql0{Y`XHc77KC$3fWPu?+@kjO!okOG6+@m9JypA3$IP|LJD|Zs}=Gc zwV-X{8OkWla*<%c+Fsa(jL&gP*ZKR$fUuC)X@a(4QbCxnm*ZV!Z@- zMzYJ@ox_SydNwtUqGwD%?7*S8+jN;Cr^SX5yKZ8s%t zHn2h*{cbDFE@F0%`}~T2R9iG4t(3?{kMP*OBVp$e5Ni~~FVVEzk3uBVACraSgw_^> z+Hky^6UiZDuuPccUgTJBKB0?FwcFuOPjYj6U|qH z+pk$7w8KeY4FrDEUB^|rlXA!mUAjx@u@P!~z`Yic_9dj;dbSESxw(qQDyP&4iF7>r z%Fi*EFl1NuyxqM(8eXB@0y%5j9JlsO_n1DB*(ZAa@{^wR|{9$^37m|P37wzuh z(~n%swSN7BqU+0=MqYk1@E?c(oeU=`{);QI5QOW^zwmfEI!(O=R=<*KiC&ov1Z+6ov&Y0KzbZ z1w-hX1hs1(%Hq>9brO zg+{|xmu3F|69p~X@ly6ozZJ?E(Kk{^^6dpzxE^h9L=GWI7j#sl6hk;73XwQAz5GMs z%7CfkUXFA76Yh(7?0(}KWDmfd<$7#*Pm~`;JF)m_fkB%QUH0nz=gw@HgHEreN%*(^ z7N&khAY{fk{ae=O0qD~8w0}Sj+tW4!ux%TG0A=SHhX(X&y|9EQE<$ACBo1+SsHWiJ z*hHVcX0`I;^Q*ekQQ)WDQ+FF(D}5rRAyXqMYeX-FOuXzbVuJrVf?gxPu-0}g0&ftj zNBVNRI8_Qd|EYH%G{7E+neEpv6Pjg{Ty?stJs{C~wy*3!D+Zs~kqB)h9usR#zV%=0 zWWBHVq*-;B9UI$*^X`WLTe1a@IEBsMLR>`5r|IfiVaW&R%%tkoa_@NF+|edE`u3cT zn$31t#0ARM5fODnX;9asgXPMS5wN>l{tov=UNzs-aArK>3}!C5!yFf+`Xw@4%m zTPVgy?x7|#K!aoet^n^}uF_Na>-fo5nO+b59G0DUD_sTvTBqOghNldtAhwK(#{n_` z4zA+{vYZQ*JsUyBWlMd4)})6;MYN4N6ymUUDHZQD;?1R#H)p}M%d;8DS)83{4|snJ z#Xb9!QY%H@a3rZiUd`EwMUb}8Y6L?1tcabhm>`EeN2Jf}^Q*qmhp0_LcKNjF51OAx z{=(l}eE9Z&(j=KfNA*twK8q>V}mK6sZ za|Uiro7|3Swbl<7i#I_u977cv3EQ>HGQm^^Sr`1*EN|tV4Pei zdazPB__PsdQ*MVs!aDSRqa^)0>NrX|@UN@~M?rNCBjzTI%Sz%$K0{o|cx4ozI<#HC zrG@axhar@A+gVtD_%2$dGnR7#L0A&!$KM?qjPem>Io|vV6#oH2fkF=Ves^S71Gf;% zp~oa!@)H$mrRf}6{3=w@G$GQcX13lMAJD5jHvE9FGpZ8Jf_)&UG6fQ2B#DtCdZJC! z?)jf$IFcDJ*4TpWwKa3HpCiovu0&>wdT;aD#VeN;tTKim7QTGmL8p z=xk9UdIX6dZL(AiObwZUa3-Y>=vJ8`$%PPsBDgR~Q`d^}7O@(!QF@_> zE@Yv<*2TJ+b)fX~qIcSpoJGik1a*KfNkOCE97bhUEsOSv%x(e<#r=MOEm zQg}`G6WLLi&X3cD%KSjM^;wMIv@dGj&b}w%9&)Ur^${hhB(d(TGJD$1`+ApjG|`%w z^h^|{FnV7uC@M^G0OV@i6Z`DjCGmD^N)BW)pJ=2U*)?*5e;F^cE5z;Tdu~P9;4>gfJHMlu$uO{F88A3${GzT z)p}oep2R7*4=#UZ&{(^Vcp!l!S-|wwqeA?KZ;&w9bk|qW?8-@;go_f#k~_D7p)RU)XLi2E3K@@+UPBPyG>lSPG0`W;ET%X{nx3=K zE@wRYU7F5;C1C2@cu84g%=UtknZNaQfpZw4?m)VT77FqMiGmW#R=@xCcA>rBR^N73 zo&48FnfE4=jpN;&M<^edT}$G6i<-Ss{GK#>nx)s!t`U2UffGL`oOrPKDiz@yP7P@w zp)~r5+v4mYT5q2m`~N%gH-+m#-C5mvXXEVt9rDw14=zxq9_6g&6>5rype73{r zrZzNzWnpXks2ZnoUhZx!fC@KOaSgdU=%nJue#;vEs;w1p27~d+MF65R-{{0sC;a}wbm7m z>&%HnY~uXFbZvnGR4xBJOMC$wsPdsZK)ZbDg^JmvHaXbe(F+RoTMzIX_5!(rwHw_V zDQX>N#((eWQoRE3@KFnhPzWn94TxtT`DyRN)R<(;;nef$2hJ-|lrG+;8#{APUz1`R z9YGLD7$)6|FoR5^Crt_@uTTqI=Rod3X#O|M#qLOe41zb6;}}rqFG~FbIG~%HPC0Wv z2Pw@)#Lj&UoiHmwW&tY=!2)ZT^h4q0ay5{d6iX5Rf+4zK%SW-j_g7(Q8ci;>&K4HX zP>Np#TzN^aJEw*7<3D4tgZy+AvwzX-kb{?tK7R(>Zao zsjo|M7JoO7`_e0-!`_a1sZ08PzcV-iB&$`7^4xvUL~8twXXxMF>*{;H!-t(3dHi$N z;)+E$+(QsVXev{cet&t=a^Kd#wQzp0DgnX@532TfoM3ZWw+po>+qA6Xx0X?Q5*}?S z%vqi)3?q+rHO^?6ElI67=nTzUENd1+JcS6e#qL?{7*5ST+CDZau~ZoWyZI4tC;0eG z&8=C%d^w%JmO05)UWLBrJ_a(2e`gi)>km6;|NC!4xlDhdJ+@T<2!WNS3kT^`TVsj# z?dj;vET9H`^U+$#da&Bz&u=W1V%pI}znkK068@aUk_!8mm3Xl8$-V^uQS@HVuILcd zFF&kgXdP@%yq+O8`&eD$^WqaT*~L1&_U+%0e+TGTBJ$*4hi)oQRafsl z&Wi1Vfp3k;JC2iI-H)q*L(r1X{tw%xH(xQqycqA$l~b@ljm{Q_UJ*l?1E5C5N%K8u z`T4MbB&u(R$Y#+X7DKzYHb{FD@|^mevM4%6g=Lp(hQt%*DxHmicENmo8)Q6R=N5v7 zK8#VIW>eKkfRt(^LfnznJ95AWp|j+HUAQ(auH$a554|vhe?wph=0(w@%gPFHp_{j zg(7~9N5}nMyUdmvOT@hqZMlWI+f9Y!S6c6#Mr?s%_709yQ}Ix$q-S7-O6cy4cX6)e z0;>>7PCju3u^%KO#C>tYjK8z%WyvT+mT_cy?kkGG=L=?{``=T)x=9Ni*>d3@R{=;w zXXtuOm$mnR=K7wf;g!tKXDwF*F&39WsQu-b3VR2n+FJL2_4AKvT*vGOLid8lXl(z@ zu-v~iJ8_K}z$Yx_edqYKOfN5V7C4r!t3@-!+gL8KZUoc0OfJM4-f!X6E1Hy&g@30A z`Q@?+r6ev@^^S*v350Da_=ZdA_zkZqg$Vc7sq2K13!u9mT1lr>bLF!m^v~I@yTgXp z)WTBK{2x3ctMPy(h=Dl{SDw3mo!M0Ll_bidBz6CsZ_{gF^(g>we8Sh}eUCCw-s=?i zJ?}~w-a1V;7)y~cn%yI2kwunqqQpt0r}jCNDgvuY>J6--is^Kso_943IBA-YB(@RB z|6XszJZ=61!_P3Pq=Fot4==*cuVbj2m=3=QqB4q$nWdnPhm%c5;Nqg6hpFS_-r|om zO+>AsXCa)#vzKhN#%uKaqVkU4?tAeOHHiiaOv$`7chs(i>r)>O|7#E9tb8Rp|ghO%-K%b#D2q3 z%Vevf{b_Xh681VyydIKtBf>-weL%O{_h*2Dib^yxkxEb)WER)6+s=J*r@lw@pK;BZ-2v5l zuAh!pX|Zl7)6i(5FxNmaoxSQz;ju*MG9%mmZa*_!EL3^w>aO0PN{c$n*W(8Aajks&$aRHT zC8u2WpP`syuRrs-?U;KsWn!g{n|7YOm5}2b`)?3hsrKb4L1pH;>0(m)O^fP zFxu-f>3>{gFeivLsOzM-LowTFK}HD#iw85I=eAFI4^ zEwmX$Lz%`O18ELye%db_om1+}8VUZ*X|}5M8&fI=+bsW9ycfMnuLbnu5SZGK1Xjqm z9A$DAzr^sj#3ASAe6L;1fH+$Far~G6N_Cq!Al!(*Q%G4}Dr516o^p01>Cx%J(kki_ zS^90o8JmWZIu;R)k~gv!^Mq&BEIIR9<&+zWsW@w5j`s-HD$7ns=h+poR@vgT-V$`l zr+Dz9)>!L~4%yMsmLf>IW&T%cetBqR>pR=xb^Wp34pi3rexHJ|319odR3}$0OMHLx z)`J&et6Bcyeb*RDxPnJ$oK~o5OuIgu6yB=&lWOhHnD&`_ggZr-It1w7#!-}F+8|2i zV8B+dFn+K%OLu-7^w*ThztW{NJwGj*N|J}iYruj^E#X;|p62tI6|PdYab!6xa5UO` zHSEr9oQrnItm<~?yv&`eSy05GD6XSXCpU&Abei+W_#M|un=jV^(=8QBe#QU0V zrwnAW8g_qP`=2HNpPNlEgy5!>Jc>im$oiUZDwm@yR;+>T%`Fo29QsdyuP*-uj~E7& z^UN*3eG#;1H#&?zkUysr)s5e#4(XE-Od( zdM=2im8|+!RNj6{d;2s}f-2+&m4E{1=Rx(&{AGqX!zT&fhNelOanc4?Fa+Vk<;HC6 zn+nENj}Z1a>yanCGA5`3Lci8p%2zSC+-uQ=n4K#rYxlxPqV z@$oMd0&+1lBC@SMCriAudHq)mZ%raz+)@%R2+14dq<7&QEc6TaeeeP?NQCr|2j`|8ST%G3sSuc2`9X>oD18 z8#|`TU#mkr#Ho!^@;6kZ5}KjBR^V!HdYMVWsrxf+L$Sp*>A7@Tph%>i)=$yOyJ#v+ z5CIM6jVHk+mVkz~C@Nn*BU?Vf8jj_MLQJ3O(WZ-Hhq}#N;W0umjh7j)0?&>a5+c~H zHzSe%rOG;A_xomj7UGS(S9h%^6=pgS(_keJsA82i1BL$*I(pSoC!3*4R?GbcZ5#7+r}R}b%cs$zp)Gc&(yURS8DV_M-) zS<-4hS1osTSdiQSqyk3q&Cu3^-TAE3cuAv?LA^>zk}LA%!V}}V`?7%?f zG0lK`ACRkiurJs>3mC-qNJEsIvy1nU?T;5PzXq85spn%n)SgS)6HKQB-Zde3C6J+L z>yuYrt-s;WJ3Wm{pKA4OZW&17mAMs^P!6J}g(L$`X>DtTDSuX`|K^oJQnPX{P_A~9baMu;6hmCVQ7xx<9cNW{%e+;qPU`KEvPjpyMq zblM9-Z70!_WG@D^Pe(a?BfanIe;V=^mX}#IddK0Y%<;3uGPCf>{k((EfLC@xcfKTz zxq-A~Rv=lt_w3vKlLx)&*<^kt+GQPJwa(o~^yDi0$cuQrG|h5D5#FC8@|_>0f;c6* z0cMJ)yI2|>0`x+3pULhqIS;%xVAdC=eB`5UzHH7r&-g@+n3ze(sX}!p;VP3agltfI zd4qxUGQ*Ynm!_L^M0cTN8^nrmdVOTE8pw;ORD~vsQN(lfEsU^wJ&Dr3snn<>$@A~7 zKY0iaX@s4!>2UYUH*fK?41BZ)xCaeITrUzf(P)S0-Iw(@l_fWD)V=#z5KAx#%V5}X;ak8a0B z$=#VfhySq8>myJl?jRt+R9W-M4s}JQc~W6^lq}%wa!`cR40OZJVB)zvP~I*&)u+rh zLN0Yy0zKO(x-6Ek`kx)(lqEXGo8yM%2ILQed&4qbyCxuRvK7W3%=vj6O@Z-1Bd~sr zIgdT{@j~a$CgJV})`u}P>_NGeL(kcCgZg$G+Wuq|L5!ebv~<{^)p<&nVDd}|b@FN& zB3=(++VEz+xV7capqMF`vX}zhn(#Dml%UOjgMCAp#i{>ObYJIc$3}$FwTV*pM&H9R zo$B_q2?6v9_wiD_eakgP$ksB~l9rK=GIy*EF5hd45Dd3_$Ie!u(FWJftJSPz!I!Ar zPks4`=}2fLxVcMul4hIa_K280UHC-UG=u18D@kduj)1PeV`r|}*BPIHQw3$Wf~xDA zZ5VX}gL<)Iqa?r3a8gQziKtgAeJr{<^5tlr9QwDU8RE|@YEw0lsKlronNS6Jla^>{ z3Z^FIMo9xDb%P>~33VOhbn?h-lgDY`LzVZf*>CS36o4cWncP20YOyEs{Km3=SY08- zk!=&&uWg81)>H!*xa**iz&BaP-Wbls;35mJH0vHF7R-sP7;|0g$k=?S<+AdHUeMyp za1LMlBe=x>+`Vw;8R?kCH^S>PR9FfPe5wk3Otw*G{oz<#qalc#AQ_ouARF$aY{#;F zpTmDY&F_ibEl1BAJH#(l_Z7sSynR37eCsNnl4G`+fMXHwE5}hxe41D(j9ZbUOmW7Z zKhXCY+WxA{`v3cD3W zU|jNWxVsBE5NJ`3_YKx@YtgZj2Mp?iA7IEkK`@^=Bg2OBinHN6jwTn2em#Y)Ume!C z(v3NfM#Oeo7=dEON}bYqU3_sk4!G$SYuFn!i~6}yIKcQ=n>Mx2d3Ig0hJTAwQt|E@ zmf>ki_bqWBVHvG#@5bjdvO`y1prX{mb&S2_Sln`0!TB;=VQt|APeo(so#RdO<7?w8I&h)`mL)!aA&$8ik93U-YXOx?%x* zP9-6=?ikumEwu;CV#*~mlmh|rQ*Z2+eWX5ZNH9M9Lgl&Ab>~>m-qr7C&Z{M^Zw_Il zk$>h>>OvxAk#Fn@I6^a1>`bUCW(>PJH-242BaGxd3_qmuE!Jsp3~kl5L8m6{tl*H( z<0R0~naz4uvX8w&O=f89y)7t$(eFMqcjd43bZs#z6vO;0uQd*tf2n}nbFKju&p5-n zQDRP-9OnfTBNPb178wrKQPi+TO{xamWrrT3B(h3 zj6Zc%&+&5*s+vHj+xR2>6K&$gdHvq`Pru<=G$FJ{s@ET!?LZOV0TEz#Po`zM`w)#-VdZT8bUQ7mWL^kY9@dEOQN0*EZmg~f=% zEc@4jca|($#XS_sIWQG#S6Ca{jkG{v%nJrQdScJOE(yhpG+iGph>7PBmOy1jwS9%j zUsD-jKnfvSDseMn=v!$je`nkL3*}O9R%8$^`L8OM;&?636jFoA6F6_Y3|?Mkr0V7* z;%06{PeZswyDi`JKMry`NF~0zF>XC)*Tpa*_N=XJA{neO4nv~Dsvqj;>eGv>@NVK9 zpdA4qM7Z1buho#^)1+$&I~%%FH|_H;@mQ8~PSwIB4(Yng&I7y3@7_XTnQTE5OCuMK zvDVW+JlkHJ`Q7yhlHQcaxn`SQhj#e_pKp0Hs4yj?X=S3kWKZI7@%6H+q6&6~9k3p? z$GGpig8oSYuOQOknBp5Aj{@MAU)BpG2Yo+2=8Sn~4TvvOso4#fXtQkmc z&$?hm#TrWC)uPw{r75 zUJ9*e1(5h_*XG;WZp232?m5ehKKg01R&)9q0^A%s?`=3!B?3JhVFf=xyy@`XHzwuS zAf|@t(TZm#yo@AFZxgu74C;u!TJ>Yis46=^vxaLVg=exBfl$atL|KK3R{-a%@c3Rn zk8Q?N8Iu?18#>i)&=37`FHqb4X1Y?U_Z0ikK))dgyUAx=QD!58-$=u#ahPNl+87qU zqvrW0Thq`bMk@So)M;Ap(}+~mW^I-3zsN1&z<&_1cxzxrQ%j4sZ54Psy@*+W3!_rr zrOY*LY-Rz;*mJY2p*BquMxuLw1Ob9?8?6OR2i--D;7mfIhpvROlw5l;VFdMUTfZ>I zbE)LPj86FkmZmgeKDJR-{iqjj)b8&Em;PBpW1>)>Cya@LdR5$Bta8lv{tj6~7Nb~q zq|q;CCjB2j+daTRMylnX|M?*QKs8K zRhQwo4Q~0fcf(emJ>(|lH1e_D-P;X)OgHMF%NlTB&ia>l=sMsiDtK~@br(e*IT8B# zZ}d^IW`S(RbX_rzUJ-|`)6Q(MR&co+#N{L65ewQ{TVz+azSWF982k*?Yo~V(?_V%d6BEa@4*Ly(oOmmdZt+dpjl@dEza2mk(1m9ACdI(5^W@@`dWp2OG~A z0s;p|!D%sZC)rx?sP*q}gOPGy@6^h`Uju7TqL29f&wVHf%Dyr=R}GLUCbfkOwv9Xq zS4=9Urk>n*UDmWR6on*v1*SA!KOG0KcJ`Ow-#Y16Rn@_ zANijJDb8}zP&=tE{G!X@NE5*wsxj7b!ge&gGC?Q5kyFm8o=1#6vuF1MB^Gpvn(#l zUm&5z3$l(Zi|ALQuhQTNXqW2JqY9N&ikIGljX53Yjw@ze^-mTp&%a^O^qZ7iP5S!w z_tkqh9;#Mb~%v|O;$ zN2}XE*KuVv=CRt(Z$EF5bLlh9yVg2KxW1|;f`LuT{dblR+C{RU*gv*H5FZ7`cXWQ@ zPj9SfIem{LfwAXx3$=+wJ6uWBOT$@ zdJG=diqcFu@0&d>0;IHDAVkqnx&`}UUJ@=E{yNQmq{(13fh(OrA5#wT5zAmX6Ox&E zfgf5l#7b)fF*)Er8d_9N(!6q8mF0K1T9ynN7>OURZ91@9>sPH+gP{dZf5_2%Ds6 z-A)y=8D-k*<){GX8dcr%vct`Z$eCwtMo|>J(&w|7i(TRFIc6IS!Bs!c7L<8_>=jJ# z?9+w5q48S5u3%4+bpffa*-qPZHX9e0%DtACi=Sdp!t43--woBq%!74C)t%+W7JP;` z58aEfDGpmGcjc4a+C^Fbdgug@q7y!WIi7l5s3EA>Eohqrb6jZ%2|~ncu)@xNp8d+T zS@Vi&b3hhGlF^Jz#p^l*xb8%#{B=MTZQ2_+8*`r?zxzsB(@G=ism@}EG^ZDDP*^zM zQ}d5MH9hm)P#)ii@Cab*U2u(k%S@$cSX21@_qf5c@V2vMo_#y99bm|h?9w|a=pN_Z-$5`7&mWm4%Jk>Q7fA$ zEK#<>Pjr*gX$_qje4q-ZxaeQvdZ+;7A4$koL1=B z+A@<&JOPE1{%-mr1ED)}k6WjY%FmWYGRsQOV5Xg4{%3iQa7w~0SPZN2x36gorl;3f z!-!bvDsHx#_(}e;*;#5WcI&|K3v@*q)$OSVw3*s2U}iby8K2xz^0| zvyN1F^}Q-ZS|HO-*1vu7Vs>o=a2GqWE;>h9vGC_KBsOUoRWSv=)pB?-D??d4qV5~! zGfZebX!hF~d=?Q!z^_KiMka6#_e2?~JaVlxPxfs0O1tk>Jv$n1c10Co*8RFKKjKHQ z%=6V#FrdJv73&>5TyeD6ECOZ^zDWbucTMVBCD$G8t#V9 zC&5>84DMq0h`IGjIS^pvD}qa1yOGdnsUq@x2Rs>@8y*c$j{y0q>3hI*)5dXl(#OO2 zLfMje2Oar|W2#kauoOfgP$TEj01!rkTa%Is@1Pviz6FIX2NP|U))6o8=8~Fn3JDgt zE+=8+qVn7<#pqg^hH7C!@%Fqzbkb!4Xb)H4gc?`^edxAWwggZlT>5H=xVUbCoc^u(06q@E2$N_;xP^vN1-z04x-S|8ZE^oGh?8u9WF6=PFCADrWm8|I?UO&)dzZ-9xL z=sUPQ6T=jt(g#244Rk{KJ}~UceU!=v#hyo`wDB16+%*k>=iEd!*0SNQud=k_(p-K7 z!nO-70=B6rJ(rXjKayX_grh_bH8eWEbeM6@aiAf>iNI-kRDT?8J(uZB4f6mB2%NjI zQ)Uf?kK1@oxSW7hsN9XXMPg{^G}_h zwt>SH@G*;jqqlB?bdkj_AkD4w`}g)B(~0Nv;eei6uJuAbD7D8xf26Fo1z8bK_z3Bu zaD2R_QM*^CkDSU9#p8wVK4-PW?FsRgWvf&Bsthvfj+&x&2ZWgFqq@5xm4)W+Nx@tQQ;Xdq-{mjQpOt z|NWjVLrgUGrbLv1lE5Of{&u^gs=~qx`tTCthHSJVfF`nDY7FU=B20~MSHDl~3szp} zzUg6nJDmESmGh6TL+?~Fvw&}g#0@aSH-(7Zq@e)BewNR^;=|}|YemDy27&pk+JlCV z)ttCdM)RBV`c*c+EP?iT)N5znYKgGxW8(h*wae?OKk*nfxtCI^&-Pf}^*a*ld-=fs z{LB<)RSRIX5}7h9R;)uQn~rSyuOS*tGqg~{sLW?2n_(~9t!>Sd-Kucn6?`ZnWuH#R z^S|4i1~JP8NPu`SU0j|`*5LdXIm%_o)O&w$9i=PMVEPz6SW3n6N%0)AF%^#9k%F&P z^D$iA1sq0W#J@hprZwU%Sn0d}c}x3m!|QXI=iY+m#Ixq@dwr|H$_SX7p~O!0D*9!{ zxbz*(7e_5qP7fJ!_YTQ-^T-oB_Zfa$&0LI{ubopQ>0<-ELF1no2pQ`2^uYOWc`OKX|k25>McORu>zH@V9hak}Jj z*oLDUMJuBw2LpPh)`J`5MpgP0d>frG-$3pkHM^}deDnY3i&Ew|@bk}oQXdxV?9H%K zT}ykWOK>{mf6fRArS>Q3jSq*3^Wt(J<2nAayB+NLKa~7Ny_?Zvs*Nv}vRB=f^aXKw z1M{M(g(3p3V}?5T@&~pmO{?2i^#zm*|vUu)B$40-E z;K*si;GS7DR>Q&c5mA>pk0dY>)gdb2==$K?x|QCf>W*$O?jB9*F37ETZH1Fe_1~wf zZ);@j(vCr}rZiWH3eKsH@d2_#odroLS*SvOCIxd&DOrX_8)eZKq=uOYXIIY9trFk{wR!;jS76TtPj)r;HA= zGgsG5uI#f4k(iZ8$=e#V(g4$1CT_CZP%^dYou8w`e&0M7@fZYq+pSXo6(nrD-(Qt^AfP8VOy_fx4eli_t5v_?R)f^w64~Z2g5M#hStl* zpL`W(#)36#+n^zaVz`WsKedH{ z=C#Bx1?5Z)^}6d3Q-CDvl+L;#-*gPRDTjE9ilmf`b3`!rpvd5Z@_;cx-~AreWkEOta$*SnhhGu#udaO=Lm2cQa*Uv| zgaxPP<+3Hfueu3OXX18nPf`b(;!1_P;Chtn>&?4Bmhv)k^MPsL0%Q_nH@9+D#fqd) zym63X>^#s<@>6S6*J(+3shC)vLTn4ep&$M0Ul-mZB!fFwU-s*5Z7gKMxS#t@c28;y zsEosbIb@Nj6*kTmm$qQ6hIB1vadqAS(3PVi1mCb3TowB4dP3->&+sk=U#1x0vvh(p zBtZ*lHPgA)X!1@S^gpYv8T=Tg=)SLERn5G2m1rkB1%Z79VE& zCz7(0w6n`SIZkp#*NZrMA|Km?+!nB|)2HFvp#w@sTw2=uzjIJ8T^Iw&y)fc3tSML5 zGMyk!O&<}E;%9Yp#skI>PenMsp^UI=(_PuHwo68PhwS|0YPq>W>pNxNJ+5tzxfZ%M zqLl0l#qTn!&pv>wPy`G#hsLKqnJX`pN5A0S7JWDmGOGPk-GI%A&5{zC?knt4(=O*N zTc65om1D^Ofba2l=>PZmKj1((4aS#d8M!-SElZ&Cr?+>r#W`q}K~)mD@$+3FleSv_ z>SX$GXPqZ-`j_iQc!5dhrLs*HibenJ(l3J7bujm#BY_gfq~MJvpOfk>1-~Dk(6@KN z_rJ`Aqb#9I=0;RHrqo8=@Pk4CPU^UvKOeTckD?yU8)&Ewqs&QY*GHHP1?HA#Ago6#X1VXodWY-$5@3SeU_JrU>yDk;t)s3O<8?UouK0YqvlGeD(dXH_cg!vmKk^ zUg-t{8o=DWQxQ!%B>tzgrCu9X21z8{^1tu;aANC*pi7YUGu1M|S206i$~1Pa3d6S! zXc-emIAxQao>q5y-F@#$A=jK5L{Wl&&?w%hO3I;)Y$Y=^v42y)L7>7%|AUACusKgH z12?fNQHbO&ydAZTUO^;jzaEmRNxWk7+4*b{BGBljQ+Sqyzww`Drz6mMiFl`ngxtkToc6yfNskn!$2)err3;Dd*hI@mX)s9^1} z{I9G437^y%MVb=^*Ock`^nKnom*oggNE2d655{QwGq)=X)fv|u*Q0t_47m+2ZR%Qz zat7Bc=02~ze+}GG=NoJ&C!;N&fV5EWZMzQluEQ?(cZqtx%}1A zDgS#MSbmnDTC=1@)Z|CWy0JPtyR-%Dlm#CDlgQskPO6pJFQ?m~CLAZ*P+Zvv7gggG zK%ZCx8=S<6N8MTf&aAx328JyBRBf^8zXe}dp6~{Qe@7Xb2Qob3<4x`O{moh`j*cq5 znEMsD*M&W6`>Xv&3|QdF1{B-%_c0$#ndAISCHWeh7M=|Af};I%QPaip0L zyEEHW-I<6VdS^kpMHH>ehN_n8+H@d}i5E>7b={h7=@gOf1{nd74oPW5 zhVE{qQ;?Pp>6DUgk)d-46{IDlr91DQ_q)ISp`JNs@3o#pbpm(LD$oQYndfkSED^q8@-L;YLeO*t%7B zP0};!euW@#qK*IPs&|tc5F2xS`E<{pE2p+bCG_efwYFG+R_xD+%$r;Nv&Np38=y#) zPwvYD7o#d-^k8DPSug`JABs;%TU|!Iy@{(?3=oNK%@Vt%K(XNkc02G&ib4wjG=)LG zwI%L;f^)PM7E_!=q(3 z9+D=LDyK+1b5LS-&9@Z6kS>Ry_eoxmK~Dh0AiLmyu}Gz8+SrcL_<`^MWT_z|WjlLT zI3NAldy@2l@WH*y?8g0Rad>fVC}YnG3dIK>o*2a=0B%t>o#{_=F%3qNXB!McmGP?@ z5V5ceekY@d7L(&$Sv2`Pr4$aL#!Yym+mxtBOC0a_)5P=7D~;VlMZ1tuQ4byxo(Xc* z?!NKZu~N?aNpg3$-g5lsp3Kn*sZi$lrdnX*J5KS}qBx{%bU8jdWi{hp^4X=PQY|J) zP9Bf}iYoM(ZT0O==L4xbjdNop1AXs{|1srm$B(($qDm8@9izlOo3~g_T1;#4cra;Z zR>Kwj8|3Mwuw$|ym{Pw!0jxd3I@e!!@~eT~pM#lN#+B*;m)6ovX6r%UN0{Yv$ ziQ|jpOGW&bKWrlaH1)`p+cPhKM;x`S#2Wg9q1WJl>q3d-Pq% zro$pP*nno3zrwS##zDB7A>&s1BL&=!aW29q+lehel;@LCO<%=XRgLo}diJOri5=qD zN=OH8vr7Ym0&Zdry*jV40xogu6H|ui+xw~7!|UB@`#=B)*VXlYe5*zu!A#bk$Ey47 zV@$Oxx2vk>vY@0M5B;ByLWmZa-VaVUf>3vFKPaPK_T-n6k|>ZoZX5X2b9gw7_x1be znrd!qG*YaX3H>WjZ5wZxW%$}gI``#dLhn}){f9^rIo1VU#MV(lCpEM^;RCD|5cJAG z`%CDK&zRbsMuhQAw`bqk)D&;urs;H*VF8e1&3#V&Fehz@UD8x~Ep6C}(N>^OH~g;< zoxxKqz0nd7oj()G%mH6@ELaH<#(k^BRXwHyS0#1*v@{?jSB6LChw=Y-7O4hj8sPii z|Bvrifwp_FyWP|i*sqrxycrGtk?Gt~<~iCW67kjX9Zl|N(qSH&yqy*yBj4P&_tgmN z+M6bajJ3_aR(oJ3wfR*70F<^yM9jU|K^vWd=QKH|E>}ThbV|~X%j}2oKb}F#8WxM! zhO+T7I1IK#@pvd06J%(fszF5P2}~haEKqHAB1Zc+Bpht=y}b+(*!6Xl$jpowl5&!y z@mZnQ_ac8QnuUa#%fD@^?saV5T>G9_mH4(*l)ql`-TmFlv0QL2^UwiCBQv1;bzK@b z6T3a^ku#V1SJ90ALUG7-m6UE6}j_X)B0@D3(SaF!6{vL%D#{r=2F2eLE$6;{<;7q9tI=(ZPWYe z%bquJ%xMx7R-<8~l+S1i0fD7sWvMRt*V^Ju%ag)VG}rGQ8!T#BYzTWGxJWj3(;q#4 zMhJxHIRL(>hl<*8_L>=l+x$u`MB(9K#lG`h38RPt--Ou86Mi0fF!2EK{^L!i+R$|Z zU&jUFx**&WrG}P1@&;3*A;Rk0a|4v>Tjt;4Jhowe4h9^c0w*1~)!DD^lzCcZ_rMv0 zozbF^Xg6dnj$Eopf69JMo@I(+jx4$dt^&?Bqp^NVzGK|V1ZvlyW%hh`iFtql4?h|- zk)@pHp5+Gd7`Z2-k{(nSBrGa~fMZgc!5rDZz<)A0%bnV!rAAa&81En6bnF&05it1F z8(hG>K!LypU|lAF*DzOnHtqz4C-#gaV`1m`Yb4{>( zmV220ElAg^oVees9~b=;`cCv;!>?WiT7M?QjPU~`_f;@jxW{;WdG$W-7Q^){FM9UN zmUR{_dJF-yB7>&yFdRN8RD?d^e3QoB(@tz^gpJy){vcRwfdLAFVq|LtPyTeGb*>L3 z4IP|s|5Dhg`QQcEgYx9AB@47e$V@cpQk#`5_ za%O+py16fiyx&e^`xV>dnPGD}mO zoX(fQ{GEr3Mf#o}wbcfeNWV%B+Re!~Qs5{*anLu=G>H4g+*-5CI@bZq%>%NFk`E1I zXwcjYA6J?ZtZoSAs`rtwi*Ew}dvf}Iv1S?sa&w7nfE1(Gl+WSJc=G$8oj9gJ8vPbQ zDOGG_N`nXoS&&_~zQLMj?K{{x8@z`aKrKffPC%=6PdjfX&nOx4v~G&|c_&3O;iG*Ek)8Sg#e4Uorx59&2B4)o^wonUE z#jOM2KuVbELmXl2X_4h? zsAT69I*4-i_^F6}umUA)2c9?EJUSk5KwKjWjtoYql4H@$hqNH29;$D~1_&SZl4MIk zk(PSkuC6yZ2~>l7fR1ADz>J~iHT~C`7xLQqh@R#skfbe4 zQ`m$5LPaGLq6+odF8--_TuAff#p|lkjaOIysP&E#z%mhkgK!tNd+<{^(HD_fXcTbS z>z5=N|L++I;M%O;tG#MU9;&lYF8@dFp9>^GLwHU&z>!g7ef=@vb*Y1~7H1ktKgK%a z8|%!jK?!h5B#_fhM5ySYsU#uyu0)ee$owwlt|ygj`kLq_iBa}0>5=r;~gLv#r zDk9iIw+x12GHX#;$d`y=t~$qn6&;PoHW0`D$6$@f!2A4(b`Rre^h(*d$*=9Jj=`MiPE!AIb zk%W>FDxC2DPs5GQzP<%nfowuX*HNGa)c$2)IseT-i7CqcMU?6z0@Iga-eIj_-psx;U|9>X7%>)r<_TrD zOAm2K(x#z=vEQ5={)&ESC_!f5V@3atk%<)0!$;KTRJr16k@;;2>wGdP(Y?`PE|q3st(pDbAYm zBC688w|aDX63>zP=Ae!^swVKKyM5gg1edV}POV|^Te-Z&YVz8SPq-jDRn2Sswbj?h z1c(N$FQ+JsFEFYf!H9n1@I6+xkbE2LX4Bqb{}_HP?o*4E*7XUV3JeIjw={>OmNmQm zp6LTvDT^Wh>PC3#t4t&_7d(EcCJrp0ZpFphQ+Y!Kh{{43d;$v}%4&lz_?%o++b|3# z8#kdBT>Yvj%~%Qi+#?>xxMVJ-Mv*+teAO0ldTc}F4b(U}VZnMTalr(~U@1!+P|z*o z9!%f1<~&i{Y3c1}yo?sl1*Y`w07^zm&iH|~Wk=!G@$&`K_26Iz_-ErhEgw#AJw*fvm(qWA9IM;FX-0uW+t*yMCL8Byd%&x30PImq*7c9xs@VS z351t90;=8O%$oA-O&j@{Wt3I;NIJiHFR;3pEgFl+8z~djQ*{>i$2e{?)VaegD=B&7 z=a4DfEo}nV6s^Xn782PJk1skPm#>-+@$}wt{hO`-h_}9lcCkC37S}xHx3t7AmC9a`YJ)(T_e7ei_f@$jqGdyGB3*%SVU})6DKwE(#w*W^P zFFhR&T}|{jSXgEDKO*rq*qtHO(5g$RMf_Y7Q>ELT4oAl&XUe(&qe=4NOR?qA-2r$N z)u1PtR3T0z{Y)F!=C2;hzj)dy%*xeT7}6qIN>_)%L67-pUAo%w_VUQJ%Zk)Ae{Qmv zK8B7b21AgM@`14h+@#mZii&(cF>T(E6ZWqeyYYSN+ofzHGAHkzc=Ygo$v;hOOhbW& zIc?6;CnK=QNp!d{YQrYdW*VuKDQ$Xed%t>sX=s$lpCeb}}uZ z#0*OhM*H71u-E8YB5)@-#ObAa#nA~w63_KV=%|0n!dbUz$4PTbugSK2%S&0-QRx2- zKoemQC62g0T8_YL@m3%b^2 z%;dOz(9fJMGbWL z+sU4i;hQP4|bfy#sW+w_-JuL1@+aA@Q%B|nYGF@xv!K7+&$=VM5){PHq1H} z=)${|^}S?z(1bK8XlBv}SaQEekn7sdSC&}2ccnqK$k{LlVfnIU3PD`GyH7AU=a2u! zA<3O=5H&tzDR?v;`vhWci;hnwe2RFPB_ojx5~1y1w| zy&86NA`l%jxU^u{c7fn+t3REZH2<9mgT}0bQX9m2V<_gnYu?ZG=gzwKJjN>y@+D^O!uYf zz@S8PI&zwW<;|B+9g$JYRQ$G}9}Mld*EuNt zIJ$nCBp5NbGzUXy8&~>?5};?C(bC2CA6R9l+ynLcohBIG456XWQ=5eHd^B-yq0HaNs$n}hOqmEpH!nvvHDLKZrLZcFNejqVe% z>RZ{SKTSYuw3>|kxE=qe!axjL5{uLH(l@mQHh_Frv$igpe>EuxT_&9In58W>zihcJmsu?mJl^^@?dA6x&A7?AAqY>vp4M^%%FYZxd@{K_zvH1k5Qe7cVIX6ZDH}KaFZcCfu|DBv~ zHiYcg(k2aObF1jS;={VMDN0SsY3W*QZu|}LkqJael=_2*%co$@oQWHWI_i=vd?C$j z=LI268IuXBItf(x6LnhJ(6zpPDIdrPkPoug@8uIse>HfX;VDIRnp_leZTtYGY9$2| ze8eEPKO|OaQ3U0AM#dZt_^zA%o~qAsUroNNDxR3AFOn2d#Cxp0k@fSk@R~mNQf~Zs z00Q8(|9!o9LBpp5mu#R*v(yVc5F`r7+#3Ptl<{jbjhsQ>0v|@Ya<@o7S;>I#I<1~D z_rvw~=k0MrgD(+-m6q^w5NecvOrG2i56RHf5T1`nG9w>;@)qJb8or*^MZ&8?=b=Nr zNH>p5kpE~*XM*Fn0@A{YikxpT)~J3U>*$LwswL2(q6QP$DDFzqyUwbbQb4gR}o)rr1_ zstmn5RpvR4#+gaKZfU~)Q+kBs4%X*3jV#NxRyb$!ep9rbgWOp9>+U{QZQ8X3evDf; zY)lV#XBFS?4es^=Zhoi#ju1fe6D)!piL2!z*l&kT5% zo(BK`%grvU<@(LQ_1W&pvFT%S)Zk%;qhYQi0SpyXK^yANFlQzD(hG-cIDzoy&1EMvpqW|c&{eBX14OadaSBs!OVFV?XC%e^e3^I9> z>w}-Jmgt?Ech~(iZ-lg&^x_E^9YvS6GlxZ+zCu9Wls*&qqM1dEeuR2)n1I!m+eqUb zuF<@Qap52*ob?F$v%yxYB5)(|IAYG7&G=UB&i`};K%uN1F)u0dl3v=MJFqV{INrQN zbZzbil+aq7H;#$KEFfDW&U8JY(f!_Z2cnxozQv#I;5bm)b1;to=|EeDOEG-Dahuf(!Smf}57In#T zLDmy@&MISW=c!NW*#g2Mv-A5ary&379^T^MbedD2FKk9q8@17TP;>4WHM_~yV&QgaRpKLZSl9V8J)&SO^}*+O?FDgR1v((5f%VfA zaGHPUG@?ZPrm;zqrdAcJ%xA@C+eww)Dw2AK_TD(~pHQtZq=~2(efb+a`}yk_8bNun zXFd&Y>a8Ami@`WWy&S*?MWoqMrzCNl{{zJ|fLfre!fxyh`*Oa-f7jqBPToYbK(I;0 z*H@3v{KEj%`s49}{KPx3tO>Z_GA5&h3^eKAd-P0MH!&Mudu~P{Z#~b;R1Su#I2QeZ z!j~5Ty(8fBbU0X}t2X-Pg5u6R6Bj6}+Ppw((rR2jO54W6Onl^P+cMLiXcg!MCFY9U zIKUyU(F8dQ+79 z@7U82*#dvV4LmmK84GNrtzm}Jt!@zVnyno#JO%Vz+*jgtuI&2gCkx>4PC2C6yBOhx zp>;qk=H`%I8XF+#A&+p@g@Jxgrm1PkrjYRs)ZueFRfv|5!(}MjD>OzTc^AkHf$|#P z`S+}X5uR@<oA$`Rx0sQhaQZFG%|5-W}JV+3uc>SQxJ%eKCl`{PxRR*MkGA6OQW+N zN%W(JfrB9_Q4`L(vPt4DKxiHu@|jfNAF2F)jHAIanecZlR(_Dno#E{qH$`iHj=@9` zZumZXGU6S&e`G?lD=Anw0$l>|u7-3qA07 zBwa{ntN4;Vmb;v-2D(cjmPC0HmM8+q$){)*REgXSy8Y>{g7c>UAyIA#R|&zf;moUc zU9_<#0YHkK?pP+yZwzmnur5=a^5++ruHOS~x^Or`;b%sKYhwFi&$30n(}JV!skZ}{ za>Gj8i+w^6h?N+KT+C_X#K|3}@%3#Zam+d&rm@2a8A5P%d^6}G0??W4I1TY0ma^d8 z@F$1HSR?Or>LsT} zsJ};c80D?1!R|q>BVIdX%{D*P3*0KbawP7_Yqy8Ay0X%VM4ah};EAKN=S#hon~Y^n z=UF1FIo}S*sUZ&Wil!wSP4{neUln<{>kB^rhL~N7TW*g>z9Q?R3D!!*x>b-t-uWc+HC*SbZ0+_euoeZ^$RiM-HhY@QUukGU1 z2Q&YVl(_47p1C@_Ax-8t?|uY!BH0tBg|@anLTo`eXk@G^>2yBld$xD@C|&`3zWL>da}td{y6~A?ryg5=mmds5F`B_ z($a+FL>ZH%tsA7adDVKqgHh^3pwG!Czj8Tq*h}(y@KF*r!22A!kF`m$^3(yZzpL5D zM}hyNJ_VpW`o|qX_y&Mhktq~ZK-Ytp!|a}DR~uz7D9|dnwCi|!|9XR8zm^cakmwW; zEEwhphRfrO(ztp6+8p0}eB$;Bdf2IJ__>wYZ($WYEL+};i2wp^2z2ItO_Y{e`F-VX> z2HK2MmNjusZDEBNG6#arw}CbIYZ%q-o&>-qi_XlokPVu?2E;Yd)hE6< z#PPa8Mp2du&9`|^$tA3infFq_^gGT(u^kthNMP0rl*?HN(&$GTYJt{WQg($8920rY zl+i#R_tpBL$2CMO(&NLAi(3DDW;x`HCw-$cLka`0&~ZSFFE_Ix+W>L}J5-spht!5Y zlm~Q2v%p{))C$RkL+y#a$Z6UqxJ=MxVPuHW56%$bVPc*XkQ} z2;#!3ds{^-4&8Si$&%@mBRK!C=<+P~8q_By-8=zJZ3Rw?Z5Hp8(*;wfggaa4vWvP^ z*ndeK+c#{UP~voRhqP@xqhMAFH-?L!j_^LTT^NawJ7l<1N|dYXq-V2kkO!VeJjMi# z4TtMw%u@x7mB{IQCsEh5uoMm>b`Y2x@|~Ck@iaSLPYTVVv~qkiR&3;RJMdm!m6+dr zY1VOXtdvanTI{|hSv#ns37_fR=#Qv8L}M@q^_RF&V%%9wOgF|LAo7m@?F0$Atx>kc zD1&e0zWGL}cq0Je5;;B4_pHDkJiC>p4XrfQW8T+5AARoaPNUm(~(oBxZ7NLs*UUpsFN;28%gV3PB7ObIlobSBon zs__a@`xX)(8}XmHOj$_2i8ergw63XV6dw#Zs(`7UeQKixxccj;8!`9UD$%q{{o(P! zm;3IncoSgHtaXkg{@E<`#MBoKi`?~9CVG}lD_oOle&LC{lmXb#RRZaGR1I{Z8u*`7 zLmD|8o#_}VDAwOyM|DtMQbwI=iz-|iKr;3y#bCPH_+a-EZ~&>(b|`Ouz1hbZD3gUt zYIZrIWp;0nvO7)#xKz~%mx71stkU%^eYP54fer)>xDcI3q7E56%h*#qh#0g${wh%Y z5r60}yb8jaT(Zo`HW;i;ms2e+(Py5zf4Du4##WgL(Q_Fk1sL9kOoK@`mngl*5Qo8j zYDQb5U`Y9>(a?qON5qLdqwQ+~bhI?Kg>aMgrmU%)PREQw)5R^hpC6E< z_N6O4B|6y{XHC+cn2t3Y&xpQ0BLU49iP*s<3laBv7ZsEl=wRca#0y^w#-fW*wzcOc z4*o03sauJ)=m}18q+s%CF37d4)PO#KZ}a6y5RO^wU$n`VUXAeikCl zg@oaf6ukl02NVDItA6VLQb-)j$XfZ-*yD}t#V?~OlsQfLd_u1te$BpRwn zrCP$h1m1U$9~6J{B=GiVomg&4%@j)RB&uWwMf*#Gff^A4p?8lCEZsF5Rg&k}Bil&Y zI*!CyuBZ*7+sC907<`V&hz!z25=piIG)vgL7~renNQb|?fq%Zj0vOpC+0gi|LsTyB z*q{FSPZ(`%Kt5;Etq~YuNS$U@+ES`e-B!S~ zt)s?oJVFB%nLs&GrYw5 zxl8$S@SU)`d0l;CFks6|GDQsI_wR5>6h|5wRdmJ%d6cok6V!m#ll^Zmul^<~^CXab06r~N)K*FfQ(m_2 zg;mFoXd5Zr{*#)nCtgP5gEgpK{~iSA(AV&N@>@GOcN)c|n3g^{zF%_x#99r~9@JTA zfV}k+-g-D@$B3)QFPf5luD_Fv2@Q1#NH{2b37Dg%QIF5qaV*N7^ z+(z>M18|*;K{qe}_A>wFbDJR8M0~LtAN0;MscNPkK4Y{{LGzxLnxdtOKJ>Xn5uPrj zptjYzhKt-6(3*wcJ$n9!EhpgG77U-0|E8;RFTYQ;h9XyBE_)zyvVS1smT46=fk=Uj zg)bnc{pVI;x#Y+11?{s3c2IR>ibeW@R5$qqWtBbSk{CAAS8OJG|7O3x_;PJ{uDoJ@ zT233#YTJwTR@Q~atvF8gx`r$uDAf(ziGr9@;rB|DKaN!wN3-59W5L&bMS`0b_m@} zrMeUao&!Zll=Z+T3S4p?mC_>(7OVG-Hh-X}kw>q_jlNfMl2Epyg5?G1eoRl*^;_G_ zi+Od5o|ax+9^$sCBn&$xAg9f2wxMPyeHn!Os;mq03^h7PV~(bX{$dt4ahZ<1)-55}wpq_8hKiLCGWx=IPm$(RSblM@i2(nJz- zdt{SBhe~E9;*sI8X1@KUwQCBz>7l-}&0nAa757hBymC;|dj0a`KqdUcH1beNiR$Nw zu29Tqwd@z}uubg$z9|NROw--rexXPEHN2t4;O;N`5CgTyFim~_OD!RTIq%^f*so=Q z1~>cWVtdg5FN%r}AWA$qbDiw>Gy_roRi_-Pl1{u3LJRK>AkLZO3B;A3nVYiE^kJLPv)!H)_%JP-Uo(-9nmX>~pch%tIxtK3S=M z@;ZPWjwH)ZghMIO6m%ipyH4e<{LCvX@dCNrW}Nlqi29xLQ_k{E4hD{RP$l&zYn7}$ zyr}{_HJyszxk=+;cV9hR?q)cz0MpLe)hfFJK(d0?A|-NkhJlKWQv$Kk06g(u!cU*uc<1#Sc9(UmRul|YPHlPH^UJ5q)>)5==Qmu^cnvYvj=awLXsSw%yN#Z`; zL^!NZA40>}90O82_aLnsrA%Td>3jILk#UJH#)T4L6Zm zjal{}^YFkrrG7>~E{kNKs4ndcm=WAcH@L+#sca{vRw#)p9^=&x41}~S)5aLldlE$FplyBv74vr$X?@5rb1*YI^jDZle z1t7w)&=5Rz1+hl5OVK>UK;Rmi`Nm2=>=p^rjS5fRVx^Hu?)w7}{)|kQE@MBUul~4; zh~7i6#%f|mviAKcaWJ5FsY`sB`u!j5;l5++4#*J`!rX#D23OWCK1W9&@PTxU_dwj8 zN0!-Ch2_x0)HFm>CFY;yI!q&iRU#115N|k$Vu-A$?huvII{ehl9Chrx_t^f;6GjW6 z85E~0%85qXQPUnu!v-6oR%4J42^=*Hs637K1L$vS?tE8euZ-?`@ENcA zWW|q_)twS%@0pdDTt@bvxhl6^$yv6u8zl@#cNSZza#qje@Lq{(^ezxPJkh*!#$EsY z+p7;x?K{vV%AJF7V@sJn-T-C;C?pyh4zqr3bQ~4%D9ZSdT8OJXWZCcyVzOFqMGJHc zhMr`|stWIVNnI(N?cS_XEc}``yLHoyd479{%Opb>BWr33yFCWSNA%Un#@!Gvx53<% z<+kS1W&)>p#cW!Y$$s)sQXj(4ji^1{0tjS7 z-5%Pu?qLx(syoxL*#{S0Had4Tf;u`rcMVtooEJmMz{23&!CcBz$D?6hpn&6CB}!p0 zK~cm~nP-XU5KNWW5CmfbsRZF#AE!{P%7bt~>sG<5qiD`w4X5`v(Zno344FC8YOY{( zj6-ID-woc;9}PM+UGIw3K@gC@iwvB1JrXWY1_^?*is8^XeGH- zb%H5CKhgMZU(7r)Gx4Ulh9AOG<|>~&ayg92xCD3VItPDkG%zA3-k3ywDaTOb){2R$ z47m;je3YAD@DVDjA{kRRMnG^v?2QLla*o|M()?vJX81>M{=G+ozWX=K(Tw(&!oBqy zM-!6>%Q;mJD~}O&rZ%p-vWt;MwP8Dozl{H}MkB?g+~R=IEs8h2O_cP<#|FUP^3}1b zDe(RzSMFv!LvY~a#!d!Sz9eOpH^h70YLXJNwC3YzX;R<2FGUmBY4xLstgbPiP(uL7 zC@4{PglmR6Ig>a3A;Pw-7#k;Zu9({OTSY&a^wd+E)6=t&+Ecio=>(;O?9-YicK)TM z|Mf&l>&*W!n!?1I4Ixpw5b6ogfT4cB+O7IF=EDfg=J4^)^Eww=nisn8 zIM+I=-Y^gOid62t!`*7Y=Ii}-oLJ@oio<;5m_vYKM=dz$SSR(x(Y&aHh0O|JglgP^ zOt&v;G_F%RdiodtfK`OLJKtaV(cWib_;`!LjOAW)X2S0Unb>;-L`@i;y$ABtC69&@ui%t(*U{w z4k|w-fmfCKCHUP>a=;c5WgWfcf3QmC3ETQ-)}$wTDQCGxo@v~WhmWGTy-G2w)<2W5 z#)s*JNaKDr?8MKSi`-zyJ;K3o7$u_L=|>#fU1z{Pm5Of4nzoet?0~t;f2o7sOOn!iufe_$cuXmbuS5e?Ca;)%0kd ze@iF(9ZdDlg4Nig2Tzl5h>~53wjawWHIHKilk1%>)VllGGY}mj8Q=_}_f~-(mK>PX zxNs`BW)tiJ&vI-JpW97Fi1D0$VFQY2SAceF{w2-ltu=i|8%E5A_f+gnGN@%_<0C8n z8>L+m{g{AsStY$M0`B@dPbyUXSlPrWKZ=;l>c%?JAaNxP(5M4P(L?-J8!%%d#lJ%Q z&Fh%eTeoJvZhJ3(g!kXiQQak3tK4P3#V?HG@!69+)spOnpdZu;xn=1g(^)09wU2lIJ? z*Iu){Qu_qM0g9iEpWUEq3T~^pDNgr(;>@csVq|IXoNsFJMPG37iY7M$LGWgWmT5zq zK@_=Hk5&chqGN2=8D4l8`EjYW*mV%WsE_TpkdyP`u>{ltX^GAJa&-eO_CwKgMUY z3VQFb^t99^!gwvn&82MF7SK6GN!|b=q4*cgoX59bCO&neHl3yESc($~ItWzSuXif2 zH;V;q;U_=N-ks3fNOEg^aK~p&MB$K-F&{}?Ar6Z=o+P$0up;Xx$Q$ua#}b60t)vRb zHc7Nt`hIR|pCde}h%RR0FL|(;Y{k5tK+v&-4lWy*Ilq zPAS-j?ec9eEswwO;dWC3`#?sIA_FGH?|r=9BI(p|UApnz?9Bq#qx$W_xHR{4(FS7lrNc3WzP!bsqH`eFEC;zvi+7qiQ!U23Z&TNO*((+;0>q4+~)e=Uh4uuAYti=c>ZctpF8=?Pp^W3{R z(m9f-bL79OU(50Bt)mSjjinY!)Fd{1@^8bsE-JL8HIjG%4G$yKG*CE$K&hBk&J<`+ zI-WZ4aRHuRAt3xBKaAXByRJ&>V+du2PfIGdUL4#hSj)oTybz}L*NrA+u_TL;a_2Ar%?jLrw;(h?RI}fg<xk-Zw@9JbPU+nP?-edGe$mONr5 zO_x!Zp!Ev7Vrqoenf2j_V5sEz6W%s+w_c#~-t-Z4@-`I&dP%Uswm306d9U_9?OcT3 zXKa7Tp`t!$w3{Y(Za)g26dw>|7(BTA(fOCo$tg$(4A>YwYb#cdA?Z_RCx-J@nU1=h z$GvoOU=mSHylHe^GRgw>RH|PNAy(8WLd{?KW{8VaHH)8rf&Fe|GkpBsO2? zHz$RIIh2D`9Qgfr1)BUkV(8>7IC+p6A1hO;er+w?8r5(tg^+ILO#thszRkdtu8-VB z>4~y8!*ZP-?z$D?0Hw$zFPS@CwKiP=@ZR2$QhebywMfAUkS`xQQ5T)YZNdq;7`cTowp;LIRpmTZxP1bH9vnB8&p1g%DV+F zOQ1WSuXPysOUHxQD=-)jXbT{Iz=z)RHizr3Zd9=J^k0R7RPwAcXzSG>-Nk|WNUSRA6TkCQ;K?&o>3wK94c=s zLKY#Tt!(H9+A#Ac>YXk5{WkIMqKRR2?qg&wL(c<#L@#WU$nN-p9~sU)`I* zD&ef0^e1at|GT$l{&Q+Yt~j`Jx@)fa!Qzq*IyUBFQf_unVTX&&@Rw`LeF$0^{IKK`gzU;&%i zx7DmeuZU=J#6_>(dRTjba4LDL0rg4k%y-}CB2vA6#Ns>}j*;RDl2d)meWSW@#4rnD zBV@y!Z&d*e{sSptBT@?sGDXkaG_+#@+WIpLWK6t}m~PBfkEI;(i|5Y!a7o4&dJ7yR zKIC^nRr3g~n=t`3gv(rRjI@Ty3wC!N%{fPp+G^0OWNtvVG#Fl6*uZv2`LqeeW`|NK z6#qc#eHExr!uAPsVNs9B2e5w8KD6m{6JEaP6BIP;w7moi4AK39f}<}6ZVI`P=OWb4 z|0qg7XgPj73UM`eAG~YQOTI)`Hp{2Z?Buq^Yq9uje5%O66$)oHGIhcxsQwUU3|}=R zEowlijbh_!FR;V=hZ8p~(=lzqx=WwI5@8IPtC zwd~J=%4B6hK^QQShh5j2 zTX0TBa@nj0IrCx@G?Ja1hR|T?%6eV-SDoO+z8c|#^R5QY-G3epfyn0xI)D+L&FLc& zO&EZ$gyY8*7As zmBZtAGwSH6-9Q7_2b>vEPvTWX<#<$|xqBDvlR7T6XjnB#DvwncYl!0&2I-HW&~@(MP>>V;t{3to85| zy<{t%e(bR3KR%qC$2f4-*%gvgp}HG($?%Xm&m>#MCgYz3)d7mSy7Ytml&!(96gf@8 z$1o)HTVMShh#~gyhG#Hq+k)-~`(X|SGsRA@46xERlpH>{DjgGE!*d0F5+hU%+N&qy z5@`&VK-Hz#A}>bi>R+1Z3;c#rAd#rLBQEltFYq)Cj=ybkU@!cF}pd9?oC8 z;XnoJ2o9ffjWAB|r0eveVhes$ieE&VqnTa=LJ8NOimduKPyCxbwl$CI0j7WTIMXX# z`c)2!mHzjq;groSY=d;z?D0J{_{={SD8F`%{X zlLIQO%G^6(Utj+&H3~s(vitk~kN1~nHc(jMzDC5QHSU`~`afNwY8DKU*8} zY4wRTs@YU>bp8mqd1-M}n_!qP_H0PW8m2X&f5>L=S3V8bs%cNdjRP+c#mi{xSp=;C z(50^fVIKX6WN6QEZTUJ?cOH&7qQ6Wag*;<&r$@NU3%lUQ0Qm7Z^vao7BRveET%l^# zoy=Od1x9N|nzxDE;3JL1sOE#&K$K(jOsaP-C>tUw^r~~F+Y3fG*oM$%<`HB+UiePu z8AHu`;M^ixgtbAHUH1exlJ;C9|CC&>)84wE^^l-Q)&6G?)ch^(0JHc5IT|4uI>u#e zcD{}=0U=A2j_cv$iNXK8nnrN0{b@k#x9fg&6PUA`={7t_cYT&XJa`CTaJ}!zJL&3Pr&N7~WOwap* zWuN_9Rr(LThQ1h^*1jh}1>75lgN^{+a{Kl-)c^-!Cw>2C^fQF}@-UQOeRJn#W|Du> zwYF@DW6XPJ)6VI-H4~V{l3Qm~%Z?Vx{uWlS9S3+w5pC1CO z_hg8GSQDV3Ii8zxW^#9I+O0nu0m<=y4_33x$I9C!T=w|~RC69G_3LrW!oO|a=>s@7 z1hmQ5njpZ7=?`nG&rf%iN(fFKmD9Q`+88&W&!IVn1~kv2QSu@rSpGpxGPL>QP)Bn4 z0PJCIMuj-82$3+?&4qUT`j7{e+#Fpe#pkfnJAu*vj8LZQX?g8#zaogxb?`;mh}%Ps zf_?YEYs-4G^?^h!ehu$}cmHo*J2<4~p&{q81_i1U)7qf6Zd$F$pbkpR{J^GnBc?;m z_|W+iM?6Sn9?0dcu6eA2@)nc0`ayV38gcsSAJRh_3!5sV@1omFJu%O!szGyQM}QV) z-O~i-sEpcGBth#IeBQe!o})Ij7B(AKrm8bC z?}Fd!x^Sy@3DGOR$guA|m@3m!uri|nb$Fkeb9_szEy@b0uI-TgoAg%zT*~?>Y|qQU z*wUcacyva$K)?;R-az2!=K7%ur_w05wQi$y^tUx|AUCGJ^o5kY++@}2OVKdh>CdPh z9Uil@WvGj-0eLDacr>EgRy~DpB5*OEdgY}*vrU9zucRyzhf(?I@iUx0zs^R9(k`|e zGSj|fjx)fr4I8EUU8jNxvq%JU08j`R-+#m*A4=t>8ay3;R$Y37Eslyl`0n=f*Xv+Q zgY?&KnObmhDcX6aw=NG><%Ce}+d_vK<-V5~)+-yV!tuL|H9M@GrKn3V@H(PAkf-+F zJfhqU9tE*kES`>ZFVM0>jdHQk4ig`3FwjNQIZeca?De73F{eGJdU2@G!(6#zp$ zXg+&dDZssY;M18Tni}>KCqtMwvp*}Bd+W$!0BPhxooe=cfe-hcmxw}BaibAFVHT~H zvYMkygnBQ!^3L`7KTgi9p3dUbogJIsl^IWbzZx{BswEg*>5IJ5_|;eZM7NQh8$yy^ zBnrY3liuDxAq#MAL`UH%a=@(>dq#W3O!A+VfLJb|b}>-0PkJa-*eEh~US)QI4 zQt=K*lwIm*9Vd#NPY5*i2=%sGIk@%Ud8<;E^O)wpCh_Fe$p-STu^nHU^^2_QLd{$g<(+a}~(ZsP2=I#%7fBa5VYr*!j?ZTNYYWe0{ z!=?x3&|huu@8SI{r_C#*`ASDX1nb|7xxWocdX#b|Xc&h1qcnxQGuNU55HZbzcRVf2 zD0QRIF|m{A4U7JkzAPqby7%VcC_LM%X(}fO(Lb1K9wfk; z7`(Je9YX-zW_J`RP8#t`gk_moDfH+S5(gq}F`7H1uQ6*mlD~Ukqh9WGXox2XhAzaE z4Qi^ecFmwTgQ2G}i(5KHp441gT{Od9Dt^*l01T= zGQZ`rC(L7X@ETj#T;SDNm}8SZvf#|*T?|soy}>s5(FJ2(bs=$`!TCJzANINLnOx=Z z)$({`4qd+s6$t)I8&n~t8RU~Pj(aRrK9~myKEsUR&N($bt~5}7T{|@qH|6l4WS@}D7hVjo2S^xSe1;0DO4s=#8YfV?ZjSw$8BMnb*1~G=! zGoJXEj8_oU%pNC4a?l>j5oRbaqS=(%G?*nR!tWF{qcBU{yXg{YNV!Xpu=K!sDURUF zoD8-PL@=;3gaeKN#Tz2>mD|7OvBnDGuXIP|#%m=|yWC-B5g*Gl z4l}Co{Josz9d{#H^XBn-&0I83ISHC9Q4u}lAl946rq24;6>b{*QTi`GA26uP1s^U_ zRzXL=2Ct8ls&%|^we+pso5X&uYWra2Hu?N478j>rmT9gd#G8u#(`0@l)Nn3^1W{VHet&%1DP=UbH@Id4bDXji^S zEVh#EzL}ODx(5X{+OO!zwD!A(!fMZnTQ-8*&k(|x#-oQmF7l2BPSX9O_ zh$@3p?15!%L{#p~m}fUzn#tb|M|PdI;eEJ$2hSJ>PX=8}@i8ao3a?`;)tlT`%p}Jv z-^rik8*TmbvD};?rmi%*u1eNrTyX8LkgO)C0H2=l2Z6#n>i0nq_mdABq*>}ZXSv+j z4l&kKOsZ^P#s+#yt?^H z@-OIR2mpRGu0-p(Ej-H`_zn2K9Ile*80ILy`|$3ExD%lv&UM$(mf&Cjz364n4s0c5 z4ffV^M_WJl2*@|skCqzZbkcikOrwBZcsFiJ&_n&hKZzap$<-&ukj{2zTWyd~far3? z?Bmf>=w?83RniT7^W1+IJ=#DOS%C>J4ic^ipuc-Yo3_-{{W$TXS=gEiP41teXDjNv zCGX6IC54vWQNwQvhx5p`E;f%U5yIy4vqx)=AL6)h-Zy?1sBCO46p7}w zq;wfobv0@5$lDX?8#)aAEgnvxrTC`gEgzGeyP_wdi#<()+v;S(?`R@ZGBHUA6e*;) z&_P|X)0&d&|Dv5Gk#JJ(dM{d2du(J~bBR8$I@Uad7f(1@_&I>mQn!eOr-&GnsK(}2 zYs^Tt#2wd0w;fMUWtjT93aicHF~VeP`cFDzO-a44ch4!+*)Xp*!4RuwWEfy&@SYz3 zP0QM@2tHK@!nQfZrBH|5cP6T2@0W`ESeh7yE4tzeLbh~Tf&!~g(=Ee12~*|P{&29o zBT=^SeC`NLux*g+b+|Ct-Ox|u17MMmt!QO>8}0IX!(}{vdbtgcA(=WWSp#$D&W2ai zk-GhS9KFoT=?bU@y?9q#Q+r~ki;r#-sk~|XN~?&BpB>9xozV?>-^B){aF#n+T=q0rYm-j#gCf^;yTx zW!OnQsC(Yy6lKF^)+6}|H=N;A4PzcL-}c{|K7lq5D{E_J@-7^m8+a4mhxA>V;uQ_R z|J1a==V@sKHbdxvvcqDSF##5;#{r{a;Sr1jeV$1tHCUzdMpu5k5~^Qq zz>?su;SR%=uFAr$`6f@e(pLGYdBoisKf0$!SuO+9aEPBWwD9Rf2w&Gb`ZKxs35V8H z^B1y8Oau|R%xCv;Y1{mHB^3~MUt+1z4Jpq~NFxi-a}9M#KUGV)3g&y~lFA=_quy7| z$ke)-YunziByumkek0bJYH-ZV`#FTR-BrMGFk_gcf12Bz!_BI2`t;}#&|8kADj+3T z4WEKH?Q;#87AZj{<4$BxPhJ+Q$Xn$OQi%W??NWio0w$yE2oR_l@^o=>1_3 zqWXoc&Lc=gjVU_s7*6nmIXyarXMsBm*DJwO8iW|bU_Je0a72&H4o`pL{Xw945K~%0 zuc@iLLuSfWcu>)i67{Weje9g6H`nn#-@#D1A(lfXRnxX~+V=Dwz%5|w)nbz0Eo@czW}qF+!)fp(Ig znG_IoA3Rs-1+yRNvkaDLxfscgy&!$hNJ#FIC%ioLLM+>V_tuwC9%ud(*OxC&Fgs=R zrxS@EC-GYhrzwa)l~#GGut~t4^T47FTQ}0Lqj9;v%*=bG`9?J1RAMwI7BM7_Q-aU8EOIW>usJ5A;GN7^bS5a zRv~GRW)2CA_i2UcDsT7#cVR&W59(lQh{XOVY3@KPTwO_)tJ*oo!~=>?_uRq|stYKu1R ze8EZHC2Z0!U%`Qs7xmeNCAJ?OrKQJ>aWn6a_7 znoITBjGnu^^Fyp=6^$a~cL|VHtn()uUAk70{OJzl(4Jzrdg~$wpt;VO$vP%KMUn_ zSF9QKy(R}WWUZ4mT}78{Tn|;XWDL0TZ4Z(<$;7cmm#$RXFFZ}= za3RmDl2`9_aIuN#fF`b<|L%i<3 zbp7CAceI;RcObf86TNO8VFHi}09US|`O<}IX>r)~1uu*En{Xr>>RfTI zIscaOoaO;~*T=cCAa$vW+>8z~4jx#Nz0eEb3;Nj;(yn(2IZGw~BUfIQB=7fRWqa!j z14Y2|V(8!a$$*$!$ameu|923UKM~V)(fbQ0w5R3RV@Wu6a>ZK_-MII&@^3YH09bwZ zmg0WZm=a!=2i4d6MAj!(pAXtn)ll(1pNwKR!S+SqKTqowolD$ve{f{tiM0SeG1cp= zy2Hasr_L?%`7MDLzqHZ^TRSNs4=oSkS%C=1tcikfV(DxaZ~yljwEnKEAH|9|Gfk-u z$y|o%Sa&Ipo?}kl-K+ocqt3;7DQz~6q9g&?aFvU9I`N9d7Qqti@kwZ)DvOa@Q-dU; z-yyGna5seCMV$K^gIt}&2{G9dk>4o|a$)v1k%z1@Sqk=l-DjH3*>Um)IdfkKExBf# z{&GUrSyILBLhcD|h(igVYV=<)ETa{#c`{2TERclXm{**l$)axWZF4XC<#UBxqS5Fr z3*k!gHih`3f+Vf0(8J&~T_5QdCN+dZD`(PI#fHqS|UZ?EfsZ{rAmS_A6OmBR?it#Yi zCJu-8D-HIaa+GA-1fcz|G`!lj;JTEwyBX!G06oY{fyx-3Si4m`k-cZS_YWi5x>zOc zu)$;yQIkX?tBzYYKf%wl@)y?O+BC;Rzi$(S>1rRkcc^}w3<9BIx%UiO8r9yV`$|Bp z@yjFmV0VyLb*vueo-R?A@2EXs_&9kz2RdGFinE8GTKvw^pgEwnlpta+ zs^&SC+IRYMj(FF$4th_0wOPcXVra-d`PIiW8me%18x@;j3K6nJ3U80-x^ygVv~yqA zJNFz}9CUuB^s?A(2J=mHNY>!!-#y#n`PG&b0iEArYpr{~!Pn6W8iF{$is3c^?qM5r zH3%W&+M2E&_!~BD=nbyYf5!pEuy6dkp#Jjcz5$J%Ylge)%jdGSdn`vdr;$O`drU`^ zr?G$XX7+*%0`;@@iFsPE7gH@{9#OPs6*ug-PQB4=0}ho!C*Q9H@+6*gWPUe~^&+6( zU+2RJ3DnZ~=^no7taU|Jf*3((rw1^3Lf`dq-AZss3j+;@TJr$_%7i_se9m-95cMb5 z2AwnluszkQgt{mUD7&V=fsVSnM>k31`a)LDGFN*@ye>#FCkQ+ht6!jfwRUB`$Z?}s z@1sE&p4nJ4Ji(75)}OG2y+!Flj3^vtq2IHCy3PN)+WzreATm`D$Ie^fWoW`Br_FI6 zudU{{1RPd8CKT91#M_A{o7`RwKNz~ERm4!251JT-S<>J27unn^Cc6@+!wC+!VP?8!2Pj#yi+k$mDjNSsz5~cN8j!~)ZO>@BQ{>WiN5s9FfT#* z5{kOaV`xeVgNM=$q9`&@<&F(HIMHEtMIIFDUew+on})0{H*;$}uwk8O;YQw|>m|>y zJZooqM$3#+PFtTqc^CD)dJACxPPDegFrf%r(&3lst5+4)8hD-4ZLS{i@t&=Mssi#KZ;9dba|lJSd1wfso?Q7(`4qTSTh7QpG5{L zNQ@SX`lY;xXP&}@;eUhkNQ90b~DzwHaL33$se+0Qlk!| z!Bd*zxj-zRu~EXzdTRPleVrPI{)T2rpxhByyt=`~|516+Bd=OyTWF`JFIn!tQ9xV? zVUyPP0Q-Anr(0iS>WQZPhn0z|StW^Qv63RaIHzG}ReN+tonePeCB3`9C0g(h75yVs{B!;{wO7;u2?TIQ(tns|tEO_zCCm9A-x{LB$rU zHcV1)oyRYbbPfEm{?m?S^2tHD@wBz?hc{+R8AokPCLZn4S1;|0M?WhrLsfnni4lnj zvReDm^bzR0&qSx@AbpJNTamUv&wthA+}vH?<~$D5g`SHp~kb#C$$OzdU zZd;aD4_CDgW>^s?z5Ov?i))N`CvMd-+{$}qiU>?goL#{P7!2VQb+<$*b;w00>JTTm z!{M0f3^{Xl=qg6EG=9hSW=RAVv@?CVc{Y0^f0k+_Oir?AcmBL8OMGzE| zH4);h*fH{>=~1s|%%Uu8(p73Ix!<8cW73k@Gq5C9i@i1_(RyHWfR)N_duId9?c$)& zqn4;pkyO5e?X|bqa!BQ;+e=|B!Ba$kjT0JUqWQD+C8fs`d$#%u^;JZCdtrN)7YC(d%OA&TYk*-qgMQ;Qlss=1q?VV$Pmn2)Qkr>$9srn>-P#STCVjn54)(NM5(enxAU29Zg5(+U z1vL4)pA=wD2@t8^9yW#)4O7LcA~1rHL)Rv1FSQGQaxG}B!aKRnW$<6>?bDp zN<0bKZ3fpS4R4CMnK^;iBDgKCHeP*V$;t1zMR1iy2Mb5uH=317(2wrq7;ZV5jb0_o36u2xx7-k<0vOxfz2 zX&g`W)}Vk#A;7LwkU5Ma=keDg(|Be_A~8KqgLiig9WYnEFbU(q=g#qqO6Q8a$r5Qv z;m`+`xXWJBkdBol8cwezYvjXg)==41GPgLCak(xFZL(=acy#&nSLpDK0}iy99i zxj1fx_hGEjJfkT#lZG79UxJ_RRAHF9C6C~|zd8JvSmdlY?rnj6vh|18Iu;lcD%MZk zsNSw~y|>fNgR~wS&}7a*q-^R_R1`X^5L#7{QP((n7KfJ38fm2-v{A@>Bt41b(Om;75`DR<5WJ5CbgIb z?SmHBpXj^ZOWyua6?a+vs_qkXp!!!Gaf~7c zYVwsBw7X*4coC78*ubge?fd>8HW&ke5-3b#3-#54Cm`DbD_=hfFXd0-Wz40$ta7~0 z9tFQUPXFk6?71MG7YHJa$Ah*81-RqaGL3C~@%@y?!f`rJYQ5}>u~0_^&*{5HJ0&)u zSEpuLhn7~|yn-3iMHYyr-w0EWo=ItMu_gq|>fX#}6%eG?y@qExB$iu8aMY9RV2z(W zz4d}B)+eNpoGO+i56&!MC&KRncK&F3LaKB3_+kem5m&GAU6 zsftfr2-ppKH7u;PJa?iphF{bvW#+q@%bV?9hO&II=gV{9 zw1qJAg2u{9=(T!sNi6#&LDv8Z8c+?x3PjkygkshygILAP)G6L+C6Kyo+0HJ#Z7ZpN zks(t=^QY@S1&SfQ`e_9zag%BZzfG$xD3PPkp~r5)ER2KZsN!XT{@@6&5m{u$@#EKkD)X`*nxizr}L=!d}L_mh>gQ;+Gv{ zHuGt=u<))VPkMC`V;d76EtmFO#>5)_77+?ESy>iGgufpmidI>C4?)vALmGgI4O#uYcwG`ZrvE7Yg9J zBFUdVjKq}^y%RthOkDF=O{vScEV!yI@e^AJVg>UHV;pb-M21LG*kVT>WTwoITGm>E zem}d7Vi)U35eLcHBst*KeY0LCNy+3xoXt%OEfMIr!(TY&4X={!nNoaufG3AgXQh-kG1)Vc#ki$`Q+k4Qh;n3F55crz-ayTaW`q?QhIshpAj2oada z{grN;0Efyzi(Itb`{-o zQiw38t|w+KK}|kRuSYmQEy_a_>>EwE*qfH-dk5rJ9S~Hz@Mxv?fshsk6n8=df%%SI zHoP{E^{2!3TlIoGqFv`O|3ZrQ3_tW8uSss`-q6w%%h=`K93sfT0dE3Ob7L9~4eizl;NN;Gv^yjlvF)qd@uSuZT#f1MX>k7lF%O~6dCb5 zV&d$QnM#7OS*Q^<2}Bay6M~+t>G&Y-X18Z29fu^&5$b-J>e#$kXP}8hhd@rTh8dX% z4TNu+fJ6UIgG|6K3EJu^%dhg@oEJ%2TjZ60v{5Q9#owRg%CD3peYA-f9eU72iMym@3a#s#lA8qWh3@dsOIaML0qE%IK?MekX?7 zB;!h)-_Lz-A7=)BYD=BQFiJ@lMcGe@Sq7w9TVCl$zme*d2dzBzy#bTFy7S~}AC$KU zF{6rWJU?F+ZzmTO2~9D%BzpyndT_ZsiA(y~>*EKr=H{+t-yV6oFF%$0+)UoAR%jB8 zIgcn|j)+u9|G5st7Q_aw%DhcothNumJXeWluHmZgGDIB&@d-*m)64Euvj0uWqS6&B zty;1&5L)7$Q4x^FpRJ}}p*J%`??hQkJlTy?D>6y*yByEdOj&VUzUNAPaUV*;Og4)@m z;VVwWwK0V0E)8H(2GD9#zl-ERdan#4OWI4;yA&RYk?4z$KikW{QO}L9vPas8^%D2- zyvhoD2W}g}JG9$O{EWwBQqy2UG1CFKx2kM6ht^gv2Rq!=Wsr3km^Dt~P(g*Nv5UnUyGrjJWHmXYZ{J^q4BVnT8SLLPvhco}YNX{r0XBrnCoB8SPif+qitY zK9R1VZ!?O)P5wOh>XDvD?~f*BTbw}uPxu^NkJw88tyI-l#%I!Cg-0^^c1LZrG|?DL zHM$xVVv#$dlU0C4Zcew-$+(0`dS9vH=s|d`KZx4rt&lYPAyN{NHlm>X>tHAqQ8V7a|M2 zDSSLJEjOHo7{7*^eZ$YsV*BP9_VY?03PcE|ymxC=!TL{NV4md|i<;qrdMEZDr3aCY zjEvK)vLyG>@oMlbaJ--SdanIN=u@@Eioq2+samI~HKmw91S#I5Fzu0s>Iha-}@e2ACGW#tSzgB_)l5XUSq)|9kiK9}C-lAwuuI zo-i!E&OVx{CBBWDp9ni(K>5HAX+>Qv6#RfxYIVahL(pGHiPCon-hkfq941z>7C({A zH$>qNLZ02VC)VZC#BaQ@Idb8aG6z?Mq);pafghFD;f}L7I1ejD-KI^@o-#haCk+kC z%_Ij%bA>xx20}AVRqPwbkF@_F_a@2xhArpsqV2IN=&1RFLS4A+K3Uyi!Q|^9%@;g=UA_b7`Y*&mC)Arr3iH&K?a{*>-mA zM1Lq6d9d1O<3%8=_~l&Y?=%aVU{BqpR98bNL9t*_N#{Fmz1=JYNQr%FIb{*62-n;k z<*m2)E|05&P6LEI=ahtkPW-?cHc@WgeWX}-&OP`TN&BpUfK@mL9E{F+BBLdk!eMX{ z!_usso1d+R#~kln^IjU@3t$NSzVZD-)H4QuRvjaCvRH!(B4LqlSQS<6)Hn}7*@0u3 zVM}mHD%ax+#Cmd}5w47WCn?or?|H|l(j3MZY8N3omhY02js7*z1%H_?^`JBzdgoaN z&nV;DFyEsP%%t3JVAcry^a5%zmEeJ%s)E| ztAY`(Nq|WuUaM1X0eCi7EfxnVv&OBZ%&&4UJ~S%m;C1^Xj#%0SGR9m|-R{qg;Mb)&RSQoSTT_0MP;&hKHZlty3S=&FdL5 zZxj~@YAd~ykEg?Ok;_`y?YrkEMJpoMW0Q0bv;26LG+t{<&R(2-09P23xL{YTh!Oe~ z27dIlnMAq^Rrqa26Wo8P+~Q+#2>h5s*+L0&{OJuD5ny4vi0E)*v`;%f`v-=9MkU3hj>t)7oMN?-9$?X&gY;Qt>f(0rgkK@nDNAsq5LTy4B7S#efXQoc@((6M(B zuU;p|Qp~T?Z>uoPjy)L@^BEjcjR5Jed#kJZb#yTF@x&TT@rLs^88qJTw8_$Po1&^{ z+?pq7&j#V$tcObEW7pfT0KUR8K-d6T;veu8^0$t9@IonEh|;PV9ZMJad;_-R@1XG zHeQ-lj7b=wW=}r`YG$jeOh>LaPDSYF$W00JxGQHz|@Ce9ymju%Ss+`!91#;|%;hO}zt{KKu zCDo=@X>!3x;sv*;=c1bgU${Q^a|L9sJ`U4drkMT%Aq^D=owv@IfCI_FF}o}F7YkdD z>3NvuDSdR=PYXl9Sm6@I{40d2C^`1~H-J>g(2jP?_)}z|c4gZ-z61sKK^E`T$|5~` zKt*2I6y4I%@6Us*D?fLn1zdfqzMrGenz2Xa6P996l2~Gxonn zjxCt&@wqornaAt*8Y{!VT4dzgL|u=N@Ow7Hr!fS~#Tt~~@1S+rAYwLS!X>8XMc;6K zamo+!IW4L4W0>*{b$$M-Wcc0meW?QnAUdYg96~9R8!F$C@m9JtRr8M*a%W}LsA5~0^hVRz|)MOIPA4Y2#^sET!>mhuLJL4P$X*(B!?MJFX3Y&PPK-TGin{KC=cL-0_;ru{2~# zVIpHywzr4D^yHUZrm2U6M~8N9ME2{G1&SSSgQR*-!fLNJzUe{qUG`>O_&6^W@v{y; zd*4`NgIN;OmGqD^S%;b%PUG>%6OJD<;qD)FfK7wBnr`=Nq$FwK1vrtYX&r((p+kJ; zG0QPqrd(JlVyob>Lh`c*AvF@S*~Uwk4d zY=4-I>Ed&R=q|x??k_x*j#O<^S#xACS6(q^*Z=Z_6`Ek=vabWxnvEkC_Da^@cgSvP zaO9>C$=-t;HFOLjWH7Kq69|2%cFWMFB2tn1zvm=Qmr1csbK}9CN5rAi?lxKp636TL ze~TBRjvh5W9uA&W4z|Rx+-)Tkv#Tj?S@o7s@8XtREq)y>tH@4ND)yTBq!hO6UfW>Z zQECk8TXENf_hu1>WjgW(va<+N`47JD?&hnk%NV4pRN{>Oe4wc&(mHq4SI3(`_xh5D z`urC!GZ>21;OXjnNe4%7E1pRFHCsxhT_k@T3@FUKMRGDK1z*}70v4`J9CU|6`Hywj z%3I|a8+O7e-e0q1GU?7<1mx2ZyaWq`@un5ccpK;C@%ojgWb-NL)I%2#Ub-P|0viH5 zuSixcI1*(6H!aZ?(sZ{RJ#IO4mhKq8oOqL3*Uf|0wpc@%iTS@N=T-ck`YUW5hw8gj zf&LRKLKau8t0@?^{H{0XI1Kw#$7+t%*S#e~FM|kp^5NHlJ2rqNHxIbOD*Af(`&-fA zIc@g1rT@lVCZ<-OkTAQN2JT3aPu+Z75M_^(qy$dS)OfmH>Bb99bdOxOd*J({jWhGeQCFWgu}1<il2VAZpfhHH$UvbE&i2|?e>_$XxzO7xT+G^|mLJ=K#n4=d2@ z@4m0f?Bw3+Zd=g(sXoCnyV*Vz7kH{On_ zHid9y$8Mg3EPpl;5Wt-AAlr!MR;in!EziRKkkJ#LTpe-4XtC-Tx)W^~OJqjgx;ICO zKC}|F)<0{)ZHg*3S4F};R_~84HUCgncpWv1OrR1U@qeH>F1sqh>i4|m$eAoCVJ6D; z;3E{=o^3dktPix%H10UT>LoQYdgIeqM|=k zKHKbhN>u?SQ!*vq9}ebX>^V>aG*lwdg3 zo7V->e0~5yt=MD_Hh9iQ)6(zJe895vjt(=3b5tVKB<*4=KsJkEqWbtyZ9J?zNa4_6&I;Qwu>Iz+^=u&?S1`1hT<=h z-CgHp1C-LZEc#aWaA0S*BAX(qm*mroT&Kto?W9Ig|7MtSZnCLub|JkIeYZ{m$fR3+ zB7HHno7Bv|=?MthAzyYyiq-r5TJTbFgCT=3lTY^1-eWIr zpQd`n7JDzmQsCk^Eu?bktMETE3{lwt-by;sE6bQ30*8{fdmu=J()bBLJ_%+0dO+IO zZGL>1ACe7=65#tP`(8+xd$1l0s#Q*J!yt&2=nG4|b&%97hLAn(ls%KvQNL#~O55*8V0;Y=f#Qp|?i!S-KH{(U$Dyt*SxP}uT>T?-U97&M4A=gPGKJ6>(?!ZtYB?ND!`!{Y z`|DKf|}0m@&!4O{PP7x0TfA{YJFGJkK~?n`y(&G9kHgXtb(>W6K( zgiKuGA^njDkfrA!-pzX>7@Z5CSZb*5cMfUP$vG1qP{u?PBMQ^cYYTB3aX<>Zr<;5H6z7o_GAsZ?#9uV>?>liAl*4w{p&5}A5kQB#piRfZe)Jj3OlNy5IR((ZjyeR zxn<@bQ-f0PERcWC_g^$_IZC;c-#(WD?t;pD(c;75#*9W4=)N;)pcnDea?}6HO~Z{h z34<^~3PP0l5ePEw>qPf*%-kb-Uo}0l$0z5%Lw@sKM-MdmR*tDIKM4Zo_464o6{O$- zLG&4T5A~wMN-IPmcUT1VgC-t@C5Fioxsxqg$=E+wsl- z;abw$yMk?XoX)n$_PQ`qZX&V2cNrquXeXoTBDdwY_vH1?H)|i z+npfZsPTf_B2=Nt0pGtcv5;*9G}e}zga}p)Rxb=h?$Euda&sjeyV9lNE=__Tz^7}K zXMlcq+O3nH#QyRXB20H}sMJQmF^2k9P~)FdG)f5hpU=Y)_`?I+Or&mif-9VY?HVy7 z0{Z9nqS?Jlb~^wxz*c$9k1ZXq2Zie%N&L=^#%NW?GLix{66ARtI zo~ZFSj#iR+ZLA^seY#+Tg7KVCyN5XQI~x4aa4YEI$7Pg zKf;NEoXx=Cv*30eHY_XYG5!xL%q1(H>g696*DCzO^}2Yf9;+_=pshHWqikvA(V4aQ z1q2_ZDT@CMHWqrY8S@xBeWjgp-Zd$>xw$FnC=H_Wm(hV9aH*GanE?ilrhtTd#JhT6 zh=p{?r^&B+-4?$q`VCx88wS`~`G%)$WLfXlUaDs;G1ef_ld~AUv+ajNFv+uge~O~Q zc=u(;&QB4GHuUgEznp8tf$@)TOSByNI`Gw7>)F*n;0t*{)?j5Fq0WuYFLW+Wh!Jp| zs4>$?OSx|tQ`0{5S2S=R#pBg<>vnh<=mUDfa0oS~o|;4(;NOU;+zpfg4(NhjnJNnOTJF!}fE1xbFm>5t|4Dg*i73LkSPiU{ zbJt0rkm}P&y5+H%i~0k}%iG`(+Er@!wy&e%ufjNL^J$ne7Tsl~CJa?57w!Afg_i2P zTdt9q^1O8ETq+{4XbDkuUrSUf`qXi3g2@~?#^;#*AQitljUUO57wi?o?lH;-w0og& zXAeS)pMK#viY~|Cpuny9@P8n-Y&G zd$n3iHcffFxp-=~Vfz6O>!c~?1q{RBP<*BCiEnw9HZ>RImU0fWN|pxI_=-H6F3i z9C)lDpq@>nS*h z6>`%)dKCsGHhVq8uWxS=1hokubQa>fa1bHPs7nv`Q@HfMXoQuURN4FpL@(-TXbQt# zQPoTzs`ryN%`cTcAjkHV<0CiB-s`R{gcv04YpG>rydqhukM7RFLNLx{Y}5m2{T_f5 z2Ar0%eLRm8EKI?{_TTD@rv3M2w8hhyWBzuns08lg;dYEbKCU9KVc(2r6%Kb0hDQGB zQht+4?O5R-TGrLnfs4W5#I7)?@>?YQ->Sg{Z0>T_rKh=!-}7Y};1>QIxk+FV+TNJYK;qwY^@Br(s5krn@44*S5^E|T zx&3RYAy19nFod)~hpPwF7x_l-<>oqBQ&&??G=k&UM@?OpC zgI=f`VF|bKkklKOjukWU-K~v>e_Hzf@Z`Yr+f49cH2J^D4`ik*Jds$_lEnHgpf#5^Vb;su~t!25)u3q%jIr_-xP)*RgSM++Ko2FZ6*%CUkM2 z$?;dZ)`#zBunncY^8WTlGbxEfd;1NAwUt5oD4(*fBvwPm^Y?fUwcKn_^x@L^X8eK`HSSE*gUM zw8!0i0Q_|DA>buPxGsY&9*}l+&Ktef)7QV(zi_5NApY;`eKwMWpST6;@P;s^FgAn- zhqVv254rZ<^gujPHd|V}RN4ghGD56k-014!`ZSlf?Iyt(FKpvF7Y~F<>}z9Q>Nng$ zslIoA^wa*mM-jwDTF*ZiB*YAqopa3f*|Ie zv;VTUzdr?HQop=6NN6WQxOoo!$G6y%Lg@T`u3>R49y#ZE$ql2GNA0u9^8!Hdfjpie zSmE?2LV4!#XHnSw$)wPWXSNnk=XF+hwgoyMe4?dE!tK#Q1c+rTd3pZ{Xyu zCc2K;R2vsn$EbD1Kp<4H|9!rp+C$Ci{3zD^)3)vH2$~w z>fVB!SUF}iV?)<=%Q?NkwEu{>J_O4YleYu$4>lb^2DppQzAXJOV5GSA-b(L*< z{}=WOdP9RvX^!COr9^~Bj3PMtpFvfTl~9kaRlo54TmJBI5B!-l93b#tBzgf>O`oa@ z)wc*>;SgN>au;Tv6NVlnSQG}IpXosZzVi4%NEbK`&uPr(iQYs%(~bWvW(Bv^u?hi@;(#x1 z&*E?C2dl}{0sGw?IVL%uFP7EsGvEQJqP_6UjEvHezH<}^)gd0VAzio za>$55FAfq$^y0Wf${TT+1a;z7^0UMPs`yNeY$?(E=%p2cJlVfzSU$#wRCGHefz_FB zFaF96!B5lq zScA}5ia;V5gDRj#H`wu8Yz@V#hA3^*j}DhDFc2Y_5f`^Le@3!eOD?d7*gP+OZX%Ufe>MhrQ{pxbpf%Sw;WF@Vi>V zS5~O$!~-O+24tPPc(>U!CSof9{iQqX1h7f_^b03l93XQ4&PV(wHu&*JyT5tf%cOV% zpC^U#ODsO2k4fpJ5TwmS&T^`3AoFzoJETR>FShwBoec1J7447v^DRourB7Z0Rmva4 zKqv?F(1oLij#W9{ZfdOQ(ZdpprVnHS7B}5zz_G^;NKMt?xsINXJ~z*qhrhJlJc$i_ zrqKrWor@&Xn608Q`KR^Hx@b$BrnT`%S>V|U|YHGJG~a$|CY^!dinOnERr=zWyL-kleY=Lx%4 z)cMN}z27aaFv^homLJgZhyk7mA%OlE8B4-gr<&m=r4FZ3Apkl4$6Bv$-a9hY+A8s2 zI>10b(Z=z`4pXY947Nypg7q$Fed9cQk+UzMQ_0_Kk+E8`|Mv(UkMUwVgVRbu{y6*i z>37d(;6KFS(sG4_`W#FR=GvngxZ(NhIi<|c_L&q5;)(*?c2fC--PTQ}F++?A`gkTS ztX;ZzUXENovbuym(@8EKk}I6`Pay1vsV_zErz5(5cG`B@IcmlArOSRldW>ETH|o(* zcaY&py^+cge8UZ0FTx4X(3J0r9O3DRChwhkxVxg;jqh*2berKP90;mZ=mRp|M?Rhp zh5X=i59Qw)64~sXDeiu8>*XEF`-FqAF~>CrITs3IG&H|yijn!Qntf=m2wZ>6f5;EiSo6pc`0qFGxSHz6= zVBRulTT=*FxVY83PW^X8CDREPddi(Y7~RVhQ$c@a>9h)#m*Jmwrt_D7z_0TWQt-wD z+jK6KY%>OW9@mnTVtk1<3CU87cNLi&bLLarn-5h$%=E%oubtzEGx?vYRt|(t^1tJa zDADD3H@_CtifDRE_rSowREzzNLxz-n^qmD<95_RYUO;w{1+-$bhP;i-Oh`o;Gh`ms z;YTNf_oyCtbJ2fu4nF!-o;wh%X!^m#XQaY%hA8eUlfcW!u~M^J^pDnsu02`V8h!`< ziMp2O!?zjwKQ?*%{FEMC0h`OxDeZ4_=qwW-o$*&0^~qkMHlF&-<@Ww{zdG*K=Ig^}L>u1d-Wexf#9YH+=llmTphSr{^`G ztB~5T=wVzM7e-kM3iC&Kdd@w!jl2$^n#lK6X@I+_6bnkHZdiYpWt^q?%O|%n{`N@4 zTbU?fL^MI%)x)@37|RA#RVuh|PQuKxK|5RjjrB3F0Cfl#|8gPQVXAr8PFnWdcMc!fgfBg8y&zfl z$wAqtU26O90Z$=Um(Wx;u@iiP0ZGyfaIE;xG&4>f`Ifd zeB;rTN!G{KnvpFRAW#;cnCVo@ zU~V1cfG2$e#}F2eYS2WBpT7{W>Y!XKA1asGo~Wvj=XpGN>{zzb5}nUibgy&@~Sj#_S)tTZ?^fvs! zj8>Oid+V|fS&^BxFdy#mHh?; zXvt$D>F!6~c9qk9>tNRNju8qKsjq@4CiK6+6Oio2HHg%40DneK?aYTKZIgQf6wa3$rhA(*!4`dLG!`B z6QIZJVFRyc{B!4Jm3~o++UlE(cF4EmRwI|F-G`LB&KWBXd18N%bjzXH;@a6B(JoIz z87f3_?PMFBf^*2(H&+dVp_6k8>?V9eRjyMgi+rPnnkmjK;*3>XVxrLgRv+HHB}S+m zfh3eb@cMXvo(GE)w~7RtO(9{u-_fZP?bnHQf~W|we;1wh*{J(p5LFz#`^Rba$62jE zHz$l|MeU*84X4SrbJQ=kyxS_>GgM{wEC2qfXGdIBz@s4@tY9_2>jXbH0*u;!$4$ZL zW|rP<&+0<=B72>@L4G%?mqOJfNzxt zzq6EWKaKD4eDZKTGxw%W`2`Cpm!`HhdfbS~(DJVb;c*tvA#2>k07cRZ17-iXUr~<4rqGQkLoNE<2DQEZL96P){Tx5`59&Y(IR3aYl z^dLDZ`}&eU*F*B}YNk}KiGE`EXSByvO(ZqTL0JvFbRSVA3?wd;*K6S194p3NU*{bv^sbV)rH91;@&WI%yjt{5^=MY} z(7Kk+0*w7G-exvasTpNKT{ZdlxfsX=*W>3ZC6Dj#p1)k)HPNBn&MyMx_)bM`j)0=9bBbOi_|aZ?vdB>;-9UMS}$KE-RK7=P1}%&ht4hddCjpGUf>bQbUw z@+JGE)!*NdJ8njW^=sM7xL~5|2h<0T7M#+S*je7c8<%UH*yK> z2CJC4F>qp8`Z6Nx`&#Snw@xO4*^^M+i7Pgp+ytTPuFZ(wFu7~lpu)>Q4G&iS=9bf5 zmiMyOlk0BtlHV%1ZQ-6d_(A_bT25Z&?d<2m#YKgMwE^$fPF~^D{&Vx5_6FtJ)9cRD z8g)|m*<({B#W(A}gG$`nw;kZGIM??dc*^TbiL=&u7pt9G-kxQdd`VBf2Dr!+y*wIs z1<#3?_0N2@=ncwbC>;KML@H&UYA0efQOar@UV61>nHOx)&LACEVbyvWNX@AD*AvuC z%XU>cMyKp>ONw*WZLpoDG8rDlAL9+>MbsPDA%6NBIu#NyI$k`}quOzkfCSIFF}9*e z%etV($NR~;%tHG4sDDTGAIN{3@@4_0lAf{Sb7znjozworw0_)GCy#~l?w`n0N4TU2 zmA;_mzCSW2_UKXnhqB804^Xi8_QgwiSGq{c$#LtJO{clr*W(NC?|P6Q2eCS5Ywgm{ zy`$)0V+@VcA&Aweh&b|*dCT~Munk*hSnftwJ?h{DDlg;C5~U)gbXK5NaO$sYBUb!Z zE+{if*7F}&9u^MH9Nn);-ZwrW{+P8?nj}~T?G!m=2Iv78>%xE6F7HnAMY#<1_li2g z4)Bu>dR!07IWcin!Gne5Sg=LK~8?w{b4|7fsuX@S{$ zbGvPwva1_9t>;ZD#r}G}cp-zc>q>eS`)o%Oj6CxjKGRi9WOaRXRAJT}xpapXFH`8Q zpvP?DwN$U!RTQa&HP~AU_dTxun=Maokp@*x4ggk1k5rH(bSf6M89A@<4Hgwmw22Sr zL&%oSd8%FD#3=YI+@KtEi#;7ZETI({NRh1p4Eqz1vx@^=TgE_yaFAl0%1 z+zkEXv0;zSNCEvWKJ`z#sGW$&OAyT!2)){Gd<>Vt1 z+;WUksSqasQByh(%OKs>X-%am*XKW;suYi_6oD`mEK6g6LVY3m5c1%6p}CsfW90nn z=$;NS>pR-zM&J3@dSY=e$qz=6`{y*93#_^4^ajz>4k66^x5wwDq3JisyIOzAB8i7L z^Cgfoh9oQqRTpND!GeNo`XuWTb6E!Zu09U{bYN+Vs3-{Vt-4aFsKw+6POmD{?S>AQ z+34drkw*vIVqR|6+1*n1u6_uSD9AbnX~5Z#AoS&5DX+=Z*qjV`?tfCvGgXUB1 ziG|mkKg_2blm}TWU#?;4+ZNCDu*2D_n@idU>dz8h>! z|32+UWwj6k-wMFicv?ZMQIglP^1nzn&t^*l`lH;#*w6Lk*!e~MUtFPk77)Nq^uBg= z94e{tznu!X?{}#g-koEgXM0HJahzAv83|>i8aN}Tgkgi-m+i6BCkk!)MOlo&8h*PF zW-2+ZI;2SW67sb#77d-0Rb+KEysqiG;vcgXl!LOWiu4@0ZyG31=!bIB8aIt2j&?$5$jhwMSB1aq=bEzXMiYp zhi*>E!9TV{t`a$D*^nku^Q(F%X~BCqJuJS}w!6F_>#5__r#s~~onIeG$;p3mID0}Y z*iH^@y0Z|fsPQ|hv6IOt`jx=ksY>UWTL0F2WtMBF$UhYNU+?XB>tiN5Z>OT6#r*~& zwC>C1IH&kdib}}GYU1RgROp}pv8LB{;N679Fx@miPi^Hju#f1jAaCzVQW!CQRTIqFBQ)-A*n=GdwiF#XF@4P1|cl$bxrs`>=J zf{4a#W{Q)O+t~n{pl>zyqce{V$4$hXv@4gL{h5nSza34x^39NZo-oRt=)N4i*`J|{ zfYRRC%^KkP_egj0Ba7+Z;kKP=R~L`|$17|`njd_0?ny~zy3q9f3bQ|Ebmx|hhEj_G z(J(VbEK|o_d-s~{ARc^2UMKA3QUmPaR-GTOODIEJ+~RBw`7Q;upn+Swfay9$XScpE zgod{03;86QpE+{+guZ71nZUM)-miUzBSMKnYd(`)^J3d2I$)N5DiM`vX@5hBs|*>c)qO@N z6dI2is;F=$<Sfx5dny+*bg%OgO&Vr9( zwgaqK)(`5dhF$LVOEjni268|)JapTKBJxtgG`N16cMMlMEsrY~?E}UvaH0E;e0(E4 z?F-!Y;djd~g-`$3tA8$gzj^`ZzOrm*okAZsa}sOh@sc2lSbJ67lT9)L?;GK{n|594 zo$-zJ$e$x~1Jh-FOj58WUfL99W5Keb`eB#6Fy^dbGVAy4m(Zx_TIK@MarWe5-IHX` zWZj`zswdwL(bsYoJ(*H-hlX_=1P{Rj_OB;G;y^ZQUE40GWLoBy*+eZ_1MYfGDvd() zH`vs#KmB{*+d~MX&x}y;4nAQVdn#1eFKHC`PsQ_JA7`t^bj<;Oy+O(Sgxu6xaU53| z6nE(41_t7_!7=uyUtzuzw^2)1_}}&G4nc>_g;sw%9NmdN(Y4P zsGa-$*5gf0O<#rlOc!sb=;4BgDGnZb=MSa=21SbBZ|vj#4p*PVqNFGqnaHnLk@C*4 zHwZ%_l3|BecWaN)0-_JOKc=|Zw@rL08Oy`_JO84yPk90TS^rj-P_=hlF2rh(_&ALR zIYP-hdhCk`Q@Eb9eh$OW$B&nqzZ3DXt|RW$|IZT)siaFMLVPGRJJ5L-TG*=DXu-to zO`oY}+iKE-3SPIauWoiA5NLiMU{t#>2gZC>1sYWd^b5P*&x7$(CAlC&LFvBap03WN zwPe~d77b+p2NpOrIr4iuNPce|Y&YBkGmu*P#ATZ^;B5U+{~j#yIOqO&)iMTslM-AJ z8MZMmlTmg{mFd8$bbq@0-&ufBo*60buOt_`5;24W8&spqAq-MI*2muK?QtwO!!(bd z9x54?CP9u!wg)%|NnJ7M#}+Lh7MXxjfyT4-tK7?0r+QcYyu+Ls>dEczK@C)?;OW4~ zAu1p5G32zE;)S=0!mUldFQ;0h!vwdWLHrQKb&#DA>>=ih$O6aG_HIxw3nYLukM2n5uZ3uF!QkJD`(p4SUBsxI@8z zr?5tUx*t7`>)T2)rLtvvu9_z(?bDfKa{dp4G`22ldfQX9km^e??0- z3mMQX{TjaQ>3ZP-T|{w7?Y!KJMkp*{znO(Q>9mvKdE9Pk7;Y{v$WQQ7Eme0Qh|b^9 zJE-v5S@q&797EUhoU7`s3KpSQYX(lx5rk*R?}mjjajtEJHk-@1ZH98gvM?lSqPm&M z&%5g%Y3i3&1{mVQ{x^w2(Eliu>buQf&eE-}G={F}ydI@rIYIQ^7gT?Z?fdF_*mt7& z-*`+8w&DUg2m|X)J zfENc60{6+8OjS*G0F~3&$%l6S;D3YimUvW?RRQ8BlTVgyjpP{#YGvLDKC#F|3H%Ik zEa4bk+YLJjuZ{doKg;GHS!Cv7f-STDW>05H=zBRHtQSB_qR)X1@hc{C7v|^gnJxXw*b_uQfvuFgn9$jfx&ou%(i_Ni3 z6igWn${i4LNQs3U_`XvrE}hr=Y>KZTxR8drA#db2oRao22F8oucjFt^I4Hw=n`5{S zhoM9Vg+NLF7HNHj;1y-q8B`nkz#R3-4l<9Gqjy5wiuXUou!tBT!)KoS&WWi_gb}Ho z{Dd3s%*baT3;no19^}WPl@M z#}T~(Glk6#)4lFu{Y4LpP4&L>EwLgE@a@l%NkDFmkV4|9itrmFYQ~s{s_$P6xsEp; zH2`a#JBgz8loG2+2mRa#PFAD^q+|JPXRsS(M9BLBGKu=Cj`!2^Ffw)oLWY>+R6?V5 zOo_DxE%Jh_{(bsGvH(Z4&kx#FsoGWTK83yIy1&MrPL3n=^~Cdw4?a^clK*_MG6JWQ zify=&(@i_~u{QAuAk&dY@JnHzC8XMA=@dQOxZKj7xU4uGKcRp-fQl$27j9&05lb7Y;N!0GESSwXriOQ^TB=#vr{8`Pi;E z!__|hC)!>P!@;$DJJq`!cxc3$^?Z>W~%zl`=o_>Ms(lf8~D&t0ZB1M8rqqCo+91RuDc? zN#ftDp_VP(-pMxcAT8L=$9e*lWKi)qdS}lS9|g3OVy?~oh{H(!v{=k7Q(P?(voomB zzENo(2PVl{d*&fVF57$0}EVWSJ6NFBk%NjIe}o@ zzp+aaU0Um7p>;#989_+yWqjLU=ylf)&VO$rMAZ4$1&&n7J;`0CMC)VoWFB0T8aaa~ zW?y0jfIv~utf)LkPO&{G#=loDhlHIJ7q<26pwc;9zj7Ru4kMveK(0SC!f;4S*$xHh zp=gKE?RuG}b}r_Uwk8yFa-QY$NpOgAIia(+7DNm8l4aG-kf;r z3Zz*hUT<_Me7&U_+Q4*|Ml`5lQ}<(ZpWz}wV$nV_x27P5A18TJqt4t8Spm6{i~zNw z5BvJUcEaGWHzJQkm`DaL30?pd+pCChN(-I)Mco(rAEg6xfJip1M{E11YHX|UXO`#) zI9ZM2XQ3xge@@-``$+mfjROScKqJJ=qN%?^i-Ak(yh@BP{gY4zX-_Z(K!7U{{;;P* zA4n_n)w6ywk{i2<8>MaPFKL;DlK3t*!KK&030!^zs`UaAn4R%lvn;#2yL*Qa-iH!t z3{g_-a|Nr#xQQ5}R_-?fuTH*{RHF`_)}Fq#zeo)d1tUVBd@9vxDz?KF;`HXYkt%Ug zjU^5H;1e8ng7jpjin@G4+WdElEOM3896u_)u`{SK-kVbQjdU6DdGCy*gr>P@S!wt5 zH}z=r&A#)#UaNNvVD3TFoxkzy6~1x07=1^V=m56T# zde-UhuY#V*XiK#MTUoWPkTLz8QSZc*@eA-b_R!=4IqUc3%sme0;)WTidGWp~b*?xl zi%wm0RstkF*>xY#4Rg@nYU1=Sa$IyW|J^N*_Y;s-*$UVis=#{$9?f*Buab`OQwS6= zl9@U0|1?IVa)gfLgTE(sCW1=oR+;6#?P;GY){}RNP7Tb*%=g3mMyN=09KT9)W7R^) zAjc*sMJbd_u%O0icC%RjY_LBUeUN&2VWiZ%3b8xLkaoT6!OxjlPO3m}4zZOD&km+M zHm+A*_VB)Mt@p=;9)3q^#xJ7W;uSap{$0KsK3pm#q3b!HF&|$T%;GKy3VvReLqBm{ z_{CEn!X68f7V(AIIJdw6ONuw1aVce~^}3Reax!|bV1SVa10NUvJ`%U-l*y}J9|+36 z>iUJvc4d#glt>f9twlh_bfMPT+OM>jYQIosNtL)h)5{n|JBX+ey>Y444ka)5UFUk6 z7~bm@7SRo%3$F2hN({;M=yiNOFJ+21b~TY-!>)M#lJYC`-gpKS;-?fu?7+>fQAp3c zRD}l`A+pM|YzM|K3oVyMabJ|UJ{}Bl9`MrDje+J?I#slc`%rM5AqRW01Vxl^&JX?= zghYo;ekeLpVXbT%BDxs)ViJ(`}}&rFjvjIvcq`@{uDix;T-uwH44dGmjUickm z;Q_ps`03@zm%3Zi`O(08DI+QytxUCU2n9vsJtvu{s8oF#j&ctXoL2lOoTeB5?4Q0} z?3Dgfh^;v`mNV8Q#vX*BxC1jpHU;WZPATWcV*O6W=QxZzEPzb+s&Lv|zwMKlI>L3; zLFU+b{d-rcYr4&g1nlSnfO|F|S!5d_4K=k;+xAs<36 zJ&@izqb|J?rfhuG^1wsTKP~qOCciDTXl|rp#~i=BxKuTAl66zav2>^xH4i2;F;IFm z5h|WoKwp!gnRlkkyd66J*2yD*J+~{b*bX!TLusDk_9F>cM#}Oul;jD@WNz>3QLpN;_Umo<#LOfgLs%=x^d}k|k9qH7 zKb<6y8pc?66OqX!M6)ywu5?kbxt)^XJo<>(-Oq!t%(IPza54}lnxB6l-9*P%InS6$ z$<%_ZA#GvbH%y-rlr-F*NCq0F;!~vzl0E)B$fj=o>({UUEdkxlnW<8%|I}gDLf|V? z?o>jqW;+dKz&QhgX~{J^5S|KDd@yxsy6+|q0OG04RpmTmBZ4<^RHbupy$O!*9` zOmy;+_4YWIZ?7D$W>%rfYdaf%BMD(@;>DD~pN!?o?*eWRnOeFm@W&dP4X9hvoyy&7 zfZz2CDJM{8(!MBp$_`(D{Pw&-r5NwmyNKqQgElCM>(cjCvrrempzFt-MoOvV4J&}! zy@BjmZ!7#7zz`I|OdkWm+#<#wD=g%*9J2oLbv@eWAhqqmR>Z(34z`xxzFxl+ygmqcsr9p4 zsr=54G^o1U1tTwi+d^OrQp0I|K#xK#_pHb4ydxo2g`9%tFN!XU~Y*cH_*2C~ZYw-`(rOZe#Q?>EYVComqWh z&3lDT*S6uc3{7Oye_e!8S3JXnBO#TBorEU_3YS@qrpq@)`eSW#YFsjE#{T6hNsu_4 zW_<{aVqVu{Ut5Dw@6$x;){rWb0FSzP)_M0`81ZWYE8_92%%t1ynOCLaV0*GbdJ54L zEaTcdCw$aLCG1cr-6<_Zi}+jpvyQNAvG z&=}kE_8IX^sZIMp|F{gJn2iXE8zVT$PX9}+$++sN?IjM3cp@v&#?U+Ut+2_!YQm2% zcUX8rbbq{4UX`}JmWU~XwSn=sEmUo$*i}mjZeyfs4WKWSxFOec{06_4obyGi{HS&Kom?I$D$xQyx6S6&W`MsQK0mPZXvlQW%1z0 zvJsD#JJEe#rr$k!T(xdfWj(IM!BN>sI_W%4DHl@4tcR9yZhRvUme^3I0&Bg~fC+ub z6tO=4GmAK|$8$#ZsE~yD_Q?dS;ZWwmVCRkZHG-kXghYQz1gFSqfK*`ue5xX#2t9g6 zR4^;&?Mz1CbLU1Fe?Uik#S|D90r;w|`1<(KNj9SO zz<}U1wXpAIi|HMz9mfvq?;%?sK{wM4>b6VHcM?avHpceKruI&}UC4K@bARpQkS1kN z;8oFTnlE!q*x2$^)ZuGP$lAUbuyE^}lsk`Ax3Oh+ph0br2|aHAFJ}yi5`*)70(UN` zM6rt)md!z8G=O3_C6%%B%cGweV`$25~P41d=&zIKI zO69)dt}=g2ZqAfx59%h4)y&T)PwhxvBgl)>zZ<1rT_q9wu*u4}tG%;o`rJrGwq zBn3y#8?yd6W{Y)bIPLl_O+|yzczIoVzBi`Uhvs59jx9IC+N00=3xr&Q zr^I2~L+K!+5H{1%6f2I`jVitNP9w1!Cd1!(=r&yY(KW~ZUXQR15&NETY7Wn2M>3Zy z`ta#IHy{gIM0}R$v@U;+uJz$!+T4`{nI}+Js1WW8PBpJjUe`q|jxOD)OXPE;R)qDe zM~;LP*Zx)a-HI}ZnP$i{Q!YeUazv?#Fy?PXOr>Uj(;J!9zP}Tk9?;%9~nF9?mQceDWdd9hbco?;f}~oY6Z7+^bT7x8t>jy+MlnV zdkd|lp~w1PD?{G$eOra?vSYSxfSwGvd8Z1U_#p_|I3I%4UG>K<3jm5+c}&laj6bF2 zVxah^Y(&vsyimw*DR!p&_d|dj?vvh|+nu>^;uvk1*q>3=-?JHPLIW&X+j8GSbl=c} zKOmHVhEaZthi=Mh^?%fPzM<1j#cvW2@E=jsemC294)#Jn%4R636xLm}_XZ`$I6#+YA~Iu0O2O$-lCl9ys0>ga0}P zZUyJ4JKq}xHe3KEAj3E9d)LJW>_%(pM8t%b1fEo*Pr#`^&i*f3ZGBOSmBqslexcLP z?8YzCndf2$<-Wer>QD7{a5{fg)grNB{2^@0&=H{uV9YoE~We?cRULxWa3_;^p->w>aNGA$K`L_Wl-e6ypD7 zp%cK^MUseTj%EHDDEftwKAP;7^Yp4d$!l3A>70;A|U8~+bHKW>72V}%T zcBLroVct&0M*d_wi>-U|N;Sj21Y70r5u8=j-+}7ue|_c!%UlMpNI344i`fqwBb4i< zC4K7W@^af)E15M|EDBTx!R*E3t2z%VXKcYy=p54^NsVcOUH{h=JSI|hWLxrkf2LM4 zc#r=F86a`f6Z&$t%S)+IpGs~kav|0%E7yD)BDiTZhlJwqX_wjb+wr3S&&~ZkY{ldWcW99B zc>062f5Tr^>@D1W?@-fkH?Pq>jJ;=6bHRpuvKEZNtdwPGF`T-}4OMRFfW0xbSPl3G zJWQ7Z)rHx$hrsIu4yh?XM=G)3s!x#x_g}lB&nfWRnr~4 zjK6%g2S?%=I|))BejY$w)j-OCh;seMwr!YyZtH8%;ZQ&|k~f4#QLbfn~9 z$B*DyV8kw0pL6khq17}xY!iK6RyIo9FQk_!IxrS+=ron2_@`R6GGuVC$q+rWy1R9S z+fTbVWC1Q;ED)aY!#=^B)_y(n$MEvcimaTL#F zgbz)Mu8vf(#LO3uO0T*+X+&34RNN2O>G-5|?q%sN57sS5+et*#x+WUr{z$Q(&TF7k&%He_Tz)ECxTOD9X37kVP7CVY$RtrW*1o zlv$C^j(V>oqVFNwT$H;XUw=N7lond4P#wuOuwFrc(Ql!z0eXwHX=Qpiolgt04?!3c zz0Y1*Z9CW7XrAYh?&W?qHadDL8oI|8uDwO-&7R~vK9|`a1*K|>x`ho!A5N;5coy?m zbur_+A{#M8i4kkM*pv3SF0Y?81YjK3cTczP!kMO%AnWVIlmvSD% zp4E|4G0PJcyRc;`!^PU5+N0zM$2GB5v`^F@a#6n&GLP$(H>zwrvIAzN%(lR7T zb~$8F=$7wJmo~||{?oP`&s3@Dh!Fw^R9BmAe{qL8KBGFQ^jN_MA!7i`g^&TVksCV> zb<}bgtQ*>~r~YigR-O0hX

)2H$jOyz;9TS?KqjIDk(u7nYg)cQ2WQM|aOT4zZa) zhKPdA_1tEKMJE#z_I^xvX=XWDjL6EBVw`5)S_WU%pfxnhd%r$c1<_?3b_lF{+j=uz zjyNG|eps1Zsd8o5Xx`#_2c({pMc_1>&DxdOtz7h2zT(#%>hozICP3n^97EnY%Zo%P zkXgBh&o2A?EJyZK?DYBW#%_2gWn(WvI@G$D*)pAQ|KUO#Ha%cv$GJL)Wb}f=*{BRA zeS3~zy7;ybVQe5a?$V=p{x0Z`F?Eh@&q(Z%Bpl=I3$q!~+XWs99ge4^#@B-{g*DEx z?S>$sQp88Ci}73@B>Eov!EnV_Cz{|aJzx%-Wo|$Z%YK&q)*{*@DEpov{%=oaxEHwl zX3!3N2Slk=rXH%{fepd<92EC1S$v?OB>N^;I^NDO_~cugE^Z~khPg-+*VOv!GZIk& zsqzQ;iBjHp=X(jlLdh^SV*fMskTT+%VDQuqmd&tSL@E4XEi=ODm^`0hvsVyCGPRVN zqi20J!F1c&6zF9{JvP#32{Y`7lHg%^vPb>5xSk)7qS&yBtuW5$EGqw$Huxk3BH$lgr=C<^^j5RG4kgJ z5KAgH{FH>*)-_}RrltcAIA-f?D!5^8l=>`Ne~bv8DzjyZAK9TC0`(#vFr`7qg{LxL zd@kdWU6yA00qL-Veyij;3mG2cw82A60II6OVC4Aq#+#WlAolxg)-I_kHQ;n( zQN8llAvuZQ3zApB&97*Da?;Qg3)KO<7FH|J>&VyBDYIWS!E~+Y#oiDcWg|^av9(*l zAL}h#H7Hdf?dAi^T<>t%N*52+j_mKbo`t>HbtNI5`n<}74X;tV=&@6DyB>dkU914~ zd>l3ctaw)=UH39<<}|>b9FlCO;FkP%Hf7i+d|Jj4su^?|tMe`y6xF&l#jw^g-X{1; ze?sWWuLJz}5cb_luT7^O>vj>IjNSc*t?zii4Dyv>)8PmP3}V#Ky}eUXLfvJtW%z0? zmRDm62Mvw8vat~tA%#yEv*a2)a?vreVxUmL`@ZVzv*8{D!GiJgLn9ArJsBgU{^gF} z=Al()3yXigWtgeO4h(b-M;l(8!mR(*OH^Pk`yDAfJTcSm1PN!RZ?F(rp^Sh$=b7%+ z)WG6(TA+aP&$b9u{CfjoYz2GKrEwaDx;>>pToUuQc| zoP}&O_E$E>`v<%6SE}PU9gRmf)Z@sSex=FiI*l-e6661En7;BE z5x#Z-tEY;UkS=a8hDE@&!aqLp8y$YJ9P8}pTS65Jb=n&M7vEE8UMUvLl2Y`1?ST#t z$UaFCGJt-qwc!9Wgd5&h$Gv_&r8V_li(ab$L|)w15Oh`X;u`4QnszsSpX80)%I?9f zJ<@cSoYcnegVxb_0Y^}#dREM4=X}NntDw3Ml5^kYk=HhC!jK;m;|%ix+ieJ7eIyD# zYAi=)o>!FB)>mo6LP^=Z06rs!@x1|7QohB06nMTw#B}1$mONA`v zk5@f9LIShob2V+A8Bww8Cu_mz+7rC4|1~LS!EC$}4ZfRRkfOQ$!g}sh?rO4_RiuOu zrZ>;TTIy=|-n0+b5l0)8CV_nw0e+Rvb88Z`k`plxPkbhUZ#D>f%)Jqem={(d23hF` ziA$iUo)A*kQhVg%1X=+~e&C%5KwT5G&6XbB72#YgsT5Ei;SMxC_1Rjh9|9+CKwH|% zUapw#EwgioS!(=Xe127&u0hb}8>@@f$Uf9Tg*A%60c|>b0u|(H3zd@GG`Z>N_}%FF zA=f|Lv``^43h|V1Z;EltY?RwuoU@&gVoUAe~=n zVb5}-0FNB1$bR(jle;fthrnp6cM7o|hl_sy+;v;b{Wza4&g+9qJ*q6F5GKTIU2QB| z!eBa_no}C3B>9Q_`nfe+k>L=?fdbO|n;qWUdb7;s(EDuZmPOc{y=KGaTsoH8FxQ9Q zD_Og|dUbB8cTBCG?l;>PbVL}&F=2Gi;Xa7Vm%)itKRHtwkF1r5S7|vy(EHj;VC4^;k#D^^hvj2unIG2wW`kZM#5NH!{1=R zq{i)t22Tb{ojlthUR0U@8N4(*@&Y;#^A?2kT7Go$TK*)A)g7S=35b#YHbeK;rX^*_ zzZ)Dg@4wEZm)!H<+z<*BxOV_b+C^Fzz{S0PvIk=d_1YeTh>>&FfOA#d?w^Ql+>2D# z;O)}BO^+%-nGq$celoVf_@&u^6zk|W9={)Cp_xnoU}b+&b(kuP+n)Z}1uiW9?6~Z= zo7@!v{P?fD9;Xl}%rHET(>K@LiIJ5@<^Xci)iR9;TnDDz)256&UA^IK zIlqMD=vwe_FHeZadE4pzvkM`{*-jLi?Bv*Yky5T*&;DMq)5LA9iF+SS@jl()1pF!R z=HakNL8U?}m4y)YdA;n0pWnd)!~)ni?G6g$o~dBjGK;B(!%5%3SXZt|C*| zlNf2Nwq#wD(x4HZPCuWVGlkNrKxHxheqAc4;kj%D-y#If`bH_BY#A699C^zzRC5x1l#%r=@sfu~aK1{pNCI-8>8NV$XxD zh957I4r)&vNR#^CXA8mkcL9E70fRZc4c5tpaC$X{B5T2xtUi=e4=?5HA@$j)ti8tN3 zQCSq^-*d+Q%?L9Hh;JF?OoH&vBBqo|)$6J7cOHpAK9a3bw?a6U^O1;$)D1waYgAHb zBL4-%=kv#i)be236SlSl$Scfc)bx`AdAuSCYD?P=O5s_YMkk@3{k$f}bK^h+5Yvze zg5UxOd%4aJ@FU`ZwSsG#6;QzY`yc&!ca~DAlv_ER2-D@c9Y0rYb}*isLSa!D|DFlf zsT|$=$U@fM21YI^DU66gvDS2WkVYEK91;~O=cFG^`HHpkPLCX<8Hm}e@Cn>#i4s$q$e9gfc z?i+exu-#qMj&ODE2>>rsMz7`)G9z|`9cu=%ozObj=HA0VJ!LIYE8QoTmvv0s6(Ubv zH0l6&x$ljP&)&g)OWBL2yp_ey-5?7cqifIdJ<;mmFU>ZVEDbzFUnr%A-dQ80)N*lOCgWF3avI|dVPF^i z=n!*%XS$7cTe@jJtG47LxsGsn*@Me+(t1{P1rj5f5Y^%iI%Kk$ev6%MT|5(92dh36jnZiTM5VxX2kJelEq$> zU9;t^UHH|qwc~RIr5~nVki2+4&_$g1cOrOXoJ6z|U?T*ahP3ZS1`7AyCdo#6R)H+( za|dF`q{2>t90Ok0P&=^nyTV4evg0wPIg?z;xwL&xDZGSUQXFP$l!gzaasRtLhl3Jq zA;2TH6G070j^8<)hFtm-v`aKD$8yR>3h6rqq(PJLevGKl!6IpDGj$ZwJ2~XV=!rG$ zgSmF|(pbZPoJKWX?#Mbg%b$@i)C%~WK!#-Xx*`?;o_9~4JvRPdnDbMY8K-}}YNqEI z0^h^>+Ua*86|INg5*o_E$FD|(-BxlMH+B4fPZ)1NmzL5(5&S~HQ6=WQ)vg14kD6OJ z8WYK0k5*gI%tx=&qRt-vcP%L*pZMoQBZfzXQl${ndb1@+^_SCp;1k3ojO8|ryhsx9 z7|uU(0tqr_Xv?Obf_c&=K%k$)=Rnh|&!v;S)ANnrhqDU{|M;{->J)90k>8JhE!$ha z#{QV|24;z1_~_O(BzFp}^i13-IJQA9x6f$RTy;ctRg#;=1NK*eLPC z_>rT0Dr06^tU9hiH@t$=Q^e!-bj8if!ZMHl(SW1rd=hv+S==cp|Ws&^uro)v*<+`klufuZpFs!jL$tnX{OqoYx)&LP|TjPOLb zUhHnd6f(>3gCY;84nJnr*^fd-`710D-fA4u#6%moo*s^L-UO9Riy1@M;gD`=jb&le zRk}#<-h156b>P1*$d9`)l&Uj8&B*x{iUobHCjgmsXY&UdkJ|O6HVnT=Lc@rDW6mPA z-}p;;VLmFD6O06Eb5Ri`(@iN?Dis4mkPqq}ptV0C<2WSxu)`7EB3BEkl($L%+@ADW z1g+Y|o{mUPX9y{9M{3s*^T~0z_(#KY?|ys%AZdfE1usUKF?Pe&0*f^Z^ zol1#^eB0$|UW;k;erfy;`h7Vsm)wyXiWUZ$>LZ)!Hp7=#w{vEkP8SL=e^fFxat)IeopNdzmWg$ zb#rVaN7pO(y>d6ISm@Qe!BphY&N(MX8uIrcYr(ozJ&(fZ|JSYK^ABcB)?1mUR~bWW z8VtoHxooC4KTaKG6DEhn`xOdPugOaUeSsU934hNcyfnCDoI2GC78{F)WkSfNvR{~w zR2&?G1f`~yaP{a?c~Sc{6(BPdxmu3UlV1;`2ga>ycz|U`E-yt+n(H#3?P>FCo_pkJ?)i$_rp=lMKM}CTFA}9QC^s`KPXr zi=SCOqy(zAQYqaIYx_?6IF2(F;rJx>Sve68&JviV89gp+7yUxBW- z++=xOMebBBGzPq!nZY0$lN1Nb+9_J(&5Cp3U?&(dqdMn3P}Hp4IXlMbKK=%$-fGMK zS6yl|ZFR1%gY?MCtQVWvhU}LCU^Y%Q*EGoKePKg`5}r|ncC zp#J_KE(|Ba`uR7vvHHu~@i;F2mW|SXb-5zlGN2>oQ|Nc##qVgI zPfAV?7K^M33V)rPms@vj>gu7N!{${9}vO>ZA%#D zO29hK^5o21`r^mOY1vhAvlq{uv1w`%HmMw6`>~Qb^&vMiew(zS^8K+2^~o*&KvVP! zx6b68CPKEDoosF7kNXQ3cVF-iv)>Otc$0rr!>q7sL#ZEvvv!2VU43Fq%{q3k zKUOz6V;qpJc)1^$C`D{QR`$kzsLMTSi=P-2mhCudf4OA6eNCnEoa{Us=smPXwzo(` zt^)O_{ViFA&dp3bens3$#Atr(udCFo`*H2Ne_!h6QzJXf)TETo953|71K~CIB!Q-L zfzF(0t3*UKc^ct$v$dPH++6)mJJ(Q06nQ}cZxbheLDNShymH3#Q5kN&{?f!XiEg}!H>bGPK8 z_I=oJaFz?YMn*Q@7r(>`_&}tZ-M;>q_|T{&NWY8Xu}9K$Mp-m$2<7EDlYg%X>(pLx zT!85S$z22HUA}M!`ynhC7(pLLe$TZjM$A`!pJ3yueLhGyJ1}K;=7yO2q{%>TbX2@$ zH)XN_*2c19(5>rPt^j5Av{ZEmR_~J*#a}hPn_oW=b96HvA25wd_OMBm-vyuk$L-Y8 zaC?DAb#=WTg&y6PU{H3L7MAWpUa%vksNCXkA-zd`Yc}o zSH7Y=;?~Ki@~}OD!*TDiOW_D}o%5epVBAm>-j)4+jZomtbO9EJ^~82Dp7y%{s{w*` z2h8M*JSjg+RnGq!@>*$ozAP@Vg-iKu3HEpX{%=UU9HN)5IxW&guI{4_@R4hUd|c`! zzC~Kf)7E&#=fKm>%J7y&bT&gLkpOXPS#|vJgxQU0W-lY=K3QTE)NvC5!)JYld?LxLNSB1E3Bm-T3 z$7`vcL~rptpC_o2`0`R4zCPuYSJ7P+tzrdo1Y4yPX5(G3Op$LGnt1Ft(G0opykqHJWv21!eXe?#$7*`Yv^MH4x?B zMal0Xagm9MZ4}pES*HI5%NTQ5XuJ&CKS43R4%w*sEuMh+%f&Ydo|vr?p&RhJxZ-$o_U0{NAHSIVaZT_S@aiZWN<5Aq4h(up%yyDh0hljaCZJO2B{A_@BoX zR)X&H{=3eptH3lKFpm7Ba^~FGjVX#c+F-)XRA@I9)?psHFjeZiheZ(J+Y>)b!G8~NR*+9r^>1m?L~NyNOsVKdcn#qE5`6mAK} z(Pu9Eu!mMwgYu|9;$k^=EgT7S$j3y*qGZlTGz#%SIgq4{SJ$A*Usrw(Vy291e0R26 zwn_xfoGIoH;Itp?a4gfyU+dQq3!aO;vvxAY;abqd!6SYLwmU?fyR56eNCMl9aiC-p zI=)Po^#A+kJD<^|M0Cj`#G^%LiY#QDlFWj2-(5(8%v*8z?IGgl?V(&&o9bZJ+-X%R z+CoVh88Lzi^U#LS{b#L;(zwv68%QOLblFhRp$fh<2y@)ju-C$$E!ViPe;4z#-{LMy zd3^a#fqBG41O(IL^ot?sQ=eZUejaxM=z%E;~NR_-Gu^W66f0$Rno~)&Se(-znM^@Kpmg4Dr6}dvXfkw@J@r z(+(3qZHCvUz)9zxcfz4wO8MXPF`&C2X1l6kU?B@KVF}@3yaLG-?KEj+}~X z!HkV~0ro@cA0EFwpGl(0ejE~bg7sLpTW~TD-(RA3mx9M|Y7)t+pY=XF1o1F`eE#i} z(k+P#=R^KJPkhYr?VVuby_L<>g2nE%q3Pl3E8NCZWL&# z6>u{DCzOxjOq39hQB(ouyQJH{EbsYDggkLGnsD>n*7nn)S(Ujy*9n+|tbV`i9(?8Re!yDPM@<7Rc zlo_3eS7n!WTG(Fwc3pyj_n+y2rB6L~PU#9n3r#XKvP_;a@(mvbzG;-ueYGI+Q5Ij4 zYCO%X%9%3NnOXy+Y8{yc{UZ4}g+5o};o?kcKeL5nPp^v&T$v~!cqw7f% zdUneD_39(=GJyMyVZfbMXOlmt@woQGDKc8ArMgLHqPefKOTD$}ZN#l71@F5xHJctB zD=hxk^ZPp)@12smK<(k`#=E)c-gdpRG4nP0ga~KyRJ@%}T5)zDg){1DVB^|fhC%NO zF1h8qxbCpm8F7*yU{-#= zP6c+7H2~=Il;K+`;x;#X>j$9s=VnKl8$DXa?JPA&FKw%DLb&yWMaVX%hv1!$%dXEc z_jj!NRs<>$%5B-!ewY{X|DszlKskphp4xjjF8g~g?wyEmr@6qUA?dA2$$86?{dBss ztePKxZneH@m&XgxA`7$G7>jYE%T5xMlVHODW8U~K1Q!u_X}q@jT5NeH(CWhXMB35h zCB4qMmzsH!?Ljnw@5ct{;b^RnCWa?R!hF);YFN0reHBHGJ>Bl1+w^G6*b(V#kn1w!Np6v-`Yc1%YWnn4D%>}1{8UIQB0>Ct-D;}M!cEUJo3C) zY!~XmHh~C%SapH`gMXFNh@6kI?Jo9I;k}4IYbb}~-!7qi`n|1f9sC>EwMme*37cAD<}_0pz4)Eq{8d7guAWtD%w}N(F#;^24V|#u58?BSUjzZwl z)DtF!#xFA9BS-Q#{kg?36X^OYvIrU>UMY%$xqTjEmv^duZSak7OV8SKr1_6+;BvHR%T#hgrbKfC_k z?m4v`o0x)na&>~Ql$QPc)=CFGig=bd=@wmtF&`TA_6wL}zEYxD24x&h3iIQxDm1ml z49i@OMURWb)YiGX{4A~N*bXKpTRw`~i-5O`hzBf3fhuNm#)yn4i7uIw1$H$%k}`yo z#fh8B=`^#Sdl{6XD?m@M(%&#Hv~XYcEuLWKHoN>g%Tyb+=v(YTxYNC` z>>~&IT8A!OXoVbHM!U==G-&(_^JtdrH@xii2%4ZLH-vQ#6sO(z@#29a?$X`b150)o zDjJhA6hvctF%XY-U0y3}I5mGU%zchM=qUOHC7@u;4V>U*rVSo`4cPm>coHxNBYj)| zsZf_9B;lkXtuf9{P8P3@Bi%n3r6A!Jz?&&_vJBf%yQ^{;a(f@F#WZw@yt(yzLc8{5 z8**~_{phfU(B4G)4X!WE(0Vi;(W?#8b*Y40!BaumwuTG>HM%^1PKaCfL{e#QJH7JY zsKgu?mI0-x;H;6lgoea=@_yZ9p^h6)?vM7Vvayquj{IYL2riH~Q0*+|!jz+qW z$E60U*Mm%+tA> zWAE>Lq%E>+I5JJIEKq&n;EJ;4E;O?1t<^3)pm}A%Wgb|YxpT85rZXG3f|W}AM36|J zyn1m{3_+c(wyoJ9{h8U33TYA6sLZ1wU!RKbyazQ{s|6zxID@Qq>uV6O5A3#C z@u1%7S?@t!xFNbphLva`x#Gs_hvgizkFFtuRDJC$JryOixHlv><(6T{D`dHGOKWvvP&7_#rYm0V=^ zPk?DiQ4?IJk)``K@xb9nEyoi;Dm;eDqAs8<(Q7iY;AA&?o|X%>T{Pj|6IFm( z^|s#p=ac=yIk$frGq*-BlMpJ5HJ}|&Ms^I(43&upZ3WOOp8@KXw&>*fu;PqF!%HM& z5N&!Q>tRUt%n5Dq9PzTCUVXheZZdW4qcRam8FkFa%sY=&Eu@`>`@ukQWRnE-hPAJf zaw$qBLRk^z4Ws1LjlNO_xfF3ZXY3p;WM_zh2A!S@woN?&TDFPcZ!=)bN$31tH?c07 zpxP;8Un#i=b1atJ3xP;LN^XtI6qSZpFuhaa*Z|0$fzs?oG5%j!QT6?0=+ND^tN=#T zS$5#o^9e-M<`#kgD)4O6HZp*0xXFPvY-h0uKyjIl2C14BWAB3CVEt?x50Wj^7x6c; zQENtk!WXvX2hb&JD4<$z2oLBb%8uJj+J#B>>Lwpg=5Qd;{Q3KzQP+vJstx4n^m*T5 z7=Sn#7MN4brmnf(dPt{Ntiw=mII#^yk}UTF5U5DHvfls6m{0c-5{cj#$t=g!l~i2= zG+PU3yrf3zzi@_6)L}%AFNv9}0TAc|qMnH6UE2Sy$9EyBmXO)1_}jNa`))UQb+iER zDNSfvAcCPnDTJ5`-Po;#hbp$_*heJ87G2K&1|k_#;mYM}(>q_9nih87R5PYWUkrM2 zW~|`J_wIhXFf)mB*l)B!p*MhLaWLfNa*COs--mtli2z@@yaZ5}jT9JZHv6zk)aj0) zREguN4S*e4G@HeHWo;fy6Gy2ci^nrcW;U}LAevpq)gC-2vsBziibtnGrC#4~X@2Iw$^o$UJWOsa;4_;lq(F-40)%^5v$)eOga#&FHf9@>#j{^I*!Rt3T&JRgHP{lV^M^j$m@v~ zPG$nz+Vi6gF>%6sABB_{f9l2DG|yxRdEu*~@Fvd@+!!xu1e*5Q4a0=;GWUbe$5i^s zM_Z4r9Dv3cu+>y`P-w^!<)&_6@>|JbWw)_HL_Q0kqX#DjhhF3HF;8)ZbK?tP;P@XLPuz3uJEfh%N+O_bW zs0HLn(>Q|T6{w7Dsy8VdhFff^5z4E|mbs$cx682$ZF2J$rki$`hxbK2+IyngJm}Du z-&&Tz^urSLJtlmM{9u}!g!CiWR8rq3?$Qd94o4=`Yfs34k>GTq?Y1OS?P}nT&{ZT| zaz|$bJkZq0 zwHx$;5rnNAcLl&h#a+ig_v^C?MsynRY~D2Lma&sJlh{qBcO_5+;vvO{eYKJ%RLyw) zFM?ZzCw0#E?K;-H@}VeUhml7gBeW&yS?yOUNr7W|l~_OZ!9D(^A`d}P6EW= z8vycp5#J@)$u$_LT*@i`U<_@f7Vw@CJC*w#Q7CPJ{K-@yXWM@tN(#K$X`+;d=VYr+ zDlC84UzK|yPnBEJF4nP`bkp>HiH02Gt2?O@P9PJXT{OUpV9cmLw}g3^(-mnT-b4vC zJ|O-yoSK^fbunbLvs!3(0OC^G$S;?aD)tt92cFQJDt7@!L_SNB?0oSBw)!r`>LNI z81d)5*om9gav!1NJ`~1vxfd)6p-xi-KqDp2$ox&aK-glE2C@5QymG^J%OB7;8x+NL zoUniUa-!`kNh!eQvMER#MGbMxeft|MBQqGP5U4FA0b3riHzWPvP;`u5l+%hgFq{>L zsYrrG5HhlFQa-`rxh0nLeEXOl+u&?V z{cmMDV}*$MroyCew76l{23hXh`po3Yt6i5CYeO2H(@DZktYM+`jeVbcAX57c6+wnK zh6f0xQUqG}=lqOds2s6;?mVtrS4EZ^0Zk->k?IhyLgh+CSC)OX3V@v zPycB+G1uM?xQL$3+u^fj4@RaiS}jTJN@FjPJK+y`NxE_o=@f`V1yBTMkQ}$7O)Do3 zC`olh_k+@OIy-f`BvrS3H}WPWg(^eFVkE2Cr%6{X2uA(+JUU}8c6en^_>69)Blyj# zNG?#zH?DkGD6Wskarb1L``FhZ4|0RSTpZjx7VVW@xaq_fXOzZIoV)JbSJDG=R&u}Ot4(iNxK7GV$;v=|VEt${W%Oajb)VKW_fEB`t(G98 z$^&&`6MyY((WrR&;Fpyk3l+4A^2_JVfDMY+YiNQAMVc%+XHrBPV~ltn;Ghaf0i3-o z_h^BI;wr&n2b5uue2*U4qB=q20_C0jzUm8*7}z7H^%BP#h^8lPu1*&P5?MpejE2aD zKdZ0XNVb=kBv!+>fW5jGy*lHCh&{Vwn;_XH(}j$HClp~^g`}lLP=|(T9xQ0(*UyvI z#upTs`-Fc4iorr6343UXG!fB%AuE^>b(Q!#;WHgg=HOSCXB*eL3lW0;6YlK~=Gnt& zqkqyt6TC_Q{ll&n^?mcCkWmrZvIG<+kV-cZ8tXC{FX0@e0JljJuI52>yE`iTXX8k; z^<;i$AE_{I0GNd)j7}V@Nl4g3CahDqo;acAuDO<7mv}5DmS3cDIdJtmd%{4GP0E=_ zd9gDZw+EO|YC$gzopCPBBSuP2M$s zuFw7vOw+tmNbKU_Y4w*<`8%knM&?YJcEG;zFxBb)#P+^TN)odQG2@?p@3m?z4%78y zVK3o`@#Kpj@zj0v!zk^uU-1n85x zNa0=%1m5==A5y>i4C%~h%YXl8Lsr6?{jyO!G=+40_p+R4;{pOvfn7s#aAbp{kqOZsRVF-9Alqp>DwTALd)x7I5-=e=VlVg6vmBY~@C`AtZ*P}BZD+qL~Y z|L}GNgsv7q=v75#0Mu}^Bl6LG?X^fL+>?yZ<$eC~%8}UPMg@h)y(q8?g`Yf($#h@% zUNbsw1u_cWuv;y-0dVHI)&mTni3?7}bN8S}!ZhM{K0FR1C>DwE{O65O)Jli+Z_3tPFn<5}t$Eepro3~_PN{LV zFL@SeobD1nPJF_}d!@>22Xc1gD;ymJ*R7GJaX8ji6||uy{`YG0jmUq+hgN{H8Ds{ zh6La!T-^q)VDpXjBJi+Upd3kUTZNI_kRQ$m#8yBJt45iun}-`J%TxRn&<;63sng^enUJj==(8n4@!8+y;^))2vo-o#3T%b)pf-OH z)FZ6MaS5gJ`;E&W&e%AK3_u8Ko-8+uqKRm(wFc=D!%c%%O0;_!gFvan_ZC^J&rr46 zB4R;^X3MnS5An>Ldth*@1<0B6+uO<+6}QCshw^s6c>?Qn9dDK4yAr%Xj*y!Z*z)Ff z`LORK_usCC%9#>-`%gPax0LeSu${}Z|1JeMHwk{nm+)~X5m|WXr%8hSgUgM8Sn85M zT&)1nAmsmG?GD&LgiZm}4PW19BWEB*%T7 z#VcsSGm9N6&7bWreCb$@<<>}mAU`0z=>6#tG_Cp@(At}8EH~Iu(ord;z-X^>`r?Pi0jxDvPhLjFkZTL@g0)qY4 z7Y?t{I@iFs6HwWTBlbQUc;0|hSG@as%#ac3!_`w|4fjMVvo<76e76kq`n%^?&BFLw zA5^b$nJU@xTNZa*D}uTM`TkUtawiJ`d#ZR8&8P zqPCoD=RXF}AD<1LBQvzYh`LCNxes+}N9p-lVI8^KNE!fHLMxde@yQXnMxtkjdORuT z3rHn6?kj=JU`UAdoL7BaA=$Z{#BeU{ z>17a}Sp^fV{y299x%>_2bC=|5mDzUHbGkL2W(j$U`Ry2_gW3#vIdfi_I+m-CLQV5q{W=D3cobTgr60{=;A)K43|m&BDA*#l>T8pKkfNNj_&z8OSh7d&aoPnZn1 z-OsX8FNO2!Lr4KS z)j!Gub;OwQ6A+U6h7o~M0GeGCd0s0tg=agI_1_I&hjF!1CkejEzX76$EB#Etv}Wb* zNX14Nc~KE1p8ehncv=OC7GM>=F2&*aFBqb13{ssihcUtqf5l260jOKAi{Hs#gG-M8 z`#HtUU_>POy+YZ#R#!+N2uwFEwj?@6esK_TvLo<>u&NBKzwMqKFYhc`#}C7?-dnQ- ztu-m6Qy>dW67lu7VHJV$bj<(x94I04f&ODm!Nt5A@up6NLLEgVtP;~DBcY{?GULzB z+)E)3JTkYNn?CpJ%BJD!Rx$}Wj5bG>9@$v8rKioTb)ZoNK9!0j4m^9b17bnR_C#`hC3G5s(=DLqSM~ZkvqE^G6uU^z0JbCD&8`@0 zr4duBS{ykFh;XNkX-30hWo_L~0y- z^EfH%_G%XPeTjs-(3UuB*@{$xycg8t4(SLBA=u&x439=JKp@S5{I>NkVbda-*HIjM z9RuxvNt5r)zWLyLB)I-earUc<>41w0L(pUA?AtLE4J*c1GaFpc z4#o@oG#Q5vqR~6-E(g7YrBi8QLif4cJi$P;f8PbvT2E(Rhiig%w=y(#2f6; z{K?E#Xa!9K909jF40WD0bT@*HB7>8UAUrOxJh%k!w?s(MO)$#sVyrJ(H)dRw;GO<( z{Gd2=jD5-}V2gO%Kf^@wA(YYs)*4Xyi-qup!1x@ZEA6d|`uHtZ6>+pFX`AZoUo=Dq zBSijO&DkD8!XES=R#6KG29-kYe&iSl{r6P=`K@%13Xgfiy>2-$@A{hoDApk*833tC zGQ5fu4G<=D`of%WPHmm>FCCM;wa{g(HZ_E|qoxKx?GyyEDddBv)5W|D8vlFmWS}8Wsk@s7 z%*yt$z-KCLY%EbyH{pEq4hR5bB!)BtZ=?l}4sC{gaemF&DC^~w^!I?{2Mfk`Ej}r6#Fbi7JGr3X%q2|flWyd`J4qZY5(o#@!pEe;%j(UU(Nx!imTNmNIe^vmQVb=(QH*MC3#_CsxC?v^9<`kNsjl@3{g z(*Xs6>K#tV>uicg#On~-lSOehr`M$93n-Pn*$3V0ubKy)UJ`JAS|fn){X7i8a6J%f z7jO6`={vQ}7*cX-Tb@(gxzU})2ac@*`o(?3M>!jV_9FV=0=kumw2mDOVr>S8488CR zKLJhPn2uOgNo}~B_80~yHW z4ad$rR%&#v{_!V-%k<%~4g{0iBecj~iW=2CSlzmQI(okSQ4yfVi`bZix;1svXT}|% zIxpJ#^^3g}E|8hGS3U5cW0vkI3^4HTY{E#&u^><0XWhZ4WW8yT!}vvU$kgNuZK<8D z4QXVLL#>-X*<)Q_b1@b7N|^9fGTT3>PSULy7O;YM#$Dn-FDZF!LITV$uaqt@G`V; z-qHy)YaX--HJpY`@@4%Y%tIV4jo9Rx&zZ&QhJ)$e(2#sbmH~;#d0LyM8?|?7wP=(t zm$0v|R{V?~{+VHICFFinM*sBnq<9pbF&i_^)dr#I4)aapTbS9+TW?=~IA+G>4HJg4 zT+#Wwj`D|5!e>#KH|A`#2Mr5<9x*zGy7(N7EcH(8LxSlmMSWjc<^;iy1y82?-&=(m z174s7#Ram$l1RrE0Q^$gu|mI=Rc#I(7{GIOVN|vbCV&ZVFXuVF0{m64a)_kMcB{dW>%$IaEoko=r`G-8y zys!0~<(OG-(jcFWl9mkvT=6Kf5;O+F>F4!N?4u#WErb7-3k0ZEjPjE diff --git a/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/decoder_attention_en.png b/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/decoder_attention_en.png deleted file mode 100755 index 3728f782ee09d9308d02b42305027b2735467ead..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 87805 zcmb@tbx<8mw=WDqgG+FC2=4Cg9s&e+-MG6ugy0q|xVyUrcMTrg-Qf<;d!F;%s_)eO z>k2)=$xBjezk9y4e{RS(!Ky8=9C|*z%K}wRVycTNv|`YOu>Q$=ivVm|IABIGCtsi2G{G{eiPIf$ujIOS(46dvUAO|x>W^Qio_cmBq=z%Nf9o=o64BY5#9m)P} zLCnO_$ic$S$pU0c{NAF0A;{T@pA_ine}-UVColis4cj{Y*NXyP8Kawl9V0UX6QhmI z`?&tO+R;hH|J=*=f4rAR)WO8S3FM##0$KmN3Y5%2P9R5fkR7q8==-d*6I06@7+Ki9pQL%8 zsQ-*x%*4UM#l%>`0c1n`&zt74_@8>gCCVki#4N$W#lpnF#mvmb!Xhjt%FWKoEzZKl z$<9ssU-ugSZ*T8Es}wi`jKc2U&hT&n>)Mc+iH#n3mB12Y<}{!;VCCSTH{vkmFgD<3 z=Hy^AB4q@+$N0W*{jkoXduyJzA zB0vXr>oZk+=Bk0i{^$7BldvyIjccgUU{6D-L`ik?t z8~?x7nS5FQr_TIeUjFYO{_Xp}t?U2Sn1P`-;VNr=xf;7Px|by?wK}}8f7^7-?V7Js zy?3qI-_p}tj_C|J4J>`sduvC83<-)0jj4@I&Q*D4f3j`Dk9XDmTzdvl9x*s2zDG29 z+tgw#q45(~JdnEAH>hMbLB7_sz_X(mLig5q<5Oo0ZE78d&o2TQYbv~+Zgc(wL{yO3 z7)S_l?73%NzF6~tk5!9TVL$S~@aqcn9BFZ5|M4Ug|txIfIE~;jnLw zH?7Qj_vfozq~z+@AxJu&9t-a$Aq&(O>$MT7%V!$jadIkA^?C1WT~|No{q2)<@4*pI zSFze6r)I5brMiAjKOz;>qv&kz8k<5!4N%qY%|jzqo^je2K0mrY8%&){-yb-anr!@e zud`l^?y*G{;IMytU`266g!s=U)CA^*M%ZwF$v@%b!;s(Q8S+!gC4R^!mEkWA9SIxB zeKha(Roadm|I=4F<+E+WCP;E z-OQS)!opr}yVud?LnN9%abSYh)IBqsA^OC2@otP2Pk!?Qooh?Tzl5D92MQTu1DHtZ zB=Yzi&cH0Ws)&Q*<17tjVC!JGH$S9l&{7zd?(GT`W9$!Zg76~yjJ!ujHw*Fj^PzOD2!0iBZnKND zTENhX4O0u#gX|L8g@_M+B4h~fe(ZYfT)FQnR0|ti=lR#mm7k_P{#D245I{t{fQLCI z&?FLD31c*Hg{Fl5jvRz-L%Sw162`{=AaGu}R!62D#n~QPiYn)}~uyzAZ7F ztjEcKtFcM+0ZUDW&p#!d)GZ-MU)%NPl;=-gP#7691ZNKMTvLAr9|zn7Y-@4H$1T}K zk7ofI6j4)Yta~Dyx5`ku%Q+o2KGMw3 zQ#>J8O8z|iP~_7X=wHcL)PC@rXq%-co)caD!qP(shLqeF7pDjIhWZe>Tdze!lN)hM z)HLNZKnGf1RxIP-TdE4c_#rX(RS5|19*}tv%rxkLbdO&qul_XN; za<(Iz+k|!R`CRze;hJY?&eWt8Vj`OelawyUHsO|dP|%jtRb9HegKvR5ee}+pDXp#6|+#(*^a+ZeqZ`SD73p&iGe$llfjhu#gFbm z47^MG-`5{e?UrXx#^3YRGK~4tSKa={Iz!yq;8p+Br{~Z-*m~#R&^g$-bL(p)=~oRKo(%yTMMeeMG>Q&a4Wh+nO2RqN{iY;cTSd2$__O+Y z+_l{Iqp=^J&rJ>beQ}Q$WIabT6)sMIb7BoDR{U4Y&4 z9JBU%PaI9;b>07+h~rcDM;BLD%3Z?cg^3|!)R6Fv3&(*sY9S0_P>^3hdADvA3%Y7u zH=JA!-}iFo0lE(adLRv}FsH$~6d;gfD?cXUU7{YnSz0o(Yhzar^%&+NjKO=}H|v~q zXtt>>vFs3HHPEgdYkT%w#$#`-T2lSIdjVZF7Gws1UE&w@7mQ2W0v{D{B6{qnfVRz_ z^}HEidk|6LKc?p*k)=7FZLF>HjmYkV9e)T&zxBenN;1I-qH*TuIPBw$$!y==W9k_0 z`NwyBd~Ld7?+w^(_ub#M>Pg3tBgCus@?@TsLVUc_n0~z(_aVb2CmBS5?^o9x9M{lT zNS%g>q89T3w^v+m6ddbA@5Y1H-hPh0tL*NSRlm`<;=}bCc3#oaO=5L-B~+N;zr(lk zzYv7gBWld}Go4N)hH$zdvbdJTP^h4n!ADsmnQyIWX^A^LQlb(X;*5NQ%S^0)5b@kx zNpx><5-!m0W%^pe$-vmIM8?i0M~J>Ea)o7?k%8a0TBjhi(gOu$(!^>Tu${}A901X> z+0*gSznzp1)7udNqnU?;|79{8-21N|7j+lJ&fAS}fsqmaAEfw*3JMZ?Z7i%pyaCBy zX2}9i^WBU|I}$-nf=}jX54fO@mrCqgLh$(Nf2B^#D8-x z@3ApX>5~-^%8E<8PkxlKYr~+G7c^dmJvPC>BqotDhZ9#OOM^~zgU+cw}tQs<&$K>su>yr-**uA^NHhNYnV}mn_ zuzXcRoI39`KHhUuQUtIC{%HJ$B^%qj&xcR9)53y{5Hgm{@hy`aWHlu5iQ)B--gM27 zzP;W_#a~A$6hXD?3`o%9%L0LG_Ee*#CKLy799rkm;%a8?W(Vd{d9>jkQeC(Xa32r4 z!n!!VWFJJ2a0G3GpnGlQ$lw;Iuv5F)=5MK%6Tc9oxCpPp70aE0nU17-x3O_`<%!l- z&hZ?pWX?Es_nk$aAOK0pz@1f0)iWv``;(o6L$09oxOunVF6(yMzcp9|s1%B@{DL@$Wl7S*1B5^Cf&fO*`j6$|g}?z9a%LrpY;6B$yu2=FigK{dw>mwv`xnl@oJ%tTdJf&Z!i7AEnJQlnSEcMN0J%w8Uvl3oo5Oae{wq(v_B(=09)L^ zAg8vLxpro8asTvGz-~k6xjwa(>xrQ84HMq*HISsv+^Il{cx4H5Jh1~qu*ojES4%m<7{QDws z{xA=_>7brOa(2r$X*9ptqmz@DW61Gwq@Tt*WA;qN=L%h0a&@9x=!zkKe5&C2-$@2QBWRD^2{7+^_eQVVR5uqPn_- z>WWPjNMlepOifI@A9j+d6f#i8Y$)KcqT!|C;NUiL`L8EM!^(?mE!1GTFR!k!=(Qkk zEJOI;>0`)4gZ9hR%*<8C(`h=7bBVAE4TEm03w^4?$_lZL#KFG$ZB6>QvmD*QEN&P3 z3ZFE2P>_$$)5^N8=SjT;PuFlFtqpgo-{;&W4h9C>(?8AMzeBsOee3jjiNK&0Gq(y{ zxN>?sKR>7X>BaK-^RQC&YO8BtXFoRYM91NA973sI_hj^El&?oMWc|!s=1P-L{K#Z} z2W3S?O^5ijD+@F=KV^8(OXdi=2EI4qO0*D32Q%q}S=zYDbHQADXg}LI`SOx;hpxVl zWRB*W%1+If-VTzoB`|l;T3f1iLmtETwfQqrw8LA)D=%JnI7%O`mW_&jfUGYL8fr0S zCXH3uZ%f$9u<~&`=iXHO5p0bK+8WH2R-JeU4c2CU`FfLf>mi7E`7vfTwOBR|RL4q; z?Gccs?>sUJsjI(#=l)_F3JOXi)WE^XFmgiwACmlgLUAqK;pOp01Bxt3kIoEe>zzc0 zh-prkFKI6fcCU^kMXQf*&cbmPTva+(RF^7E!hYY#= z?Ju=Qa#tMW*b^e}4Ots_BP`iVn?dX{P?s>YwY7QN9&4(oIP6d6RIEb+svQh6VcVfc z*eXeq;flCOf!TZD7%#w)n4FtaSDDsP4q>mxBl{K8(`eZGnfJ|4eyyXpqeFn5UA^WA zrRCr-;OF<$R0~NG8ug6tNW_=%%Rb~_EJ{f3)mVjEA{m2?vw}9#rPsYvrJN+#-Xm-v z8oO6D=sZO8y#v)kg-jrFl$6M{i-pE(cf0%)@NQ{n`0~|}_k&@|SF|2vJPzyM@f1f3 zmA;q1sZP*v(_TOHEG@aOG}y%QU4|XdXwcJ|DJ!FDH5U{}Sf(=u8}quJ;-5U2Zfks= z-I?5PZf=f_j!yWgCz`w3;w*Y*V{KWNYE4Sd=hgT8?DaiZ{>T18Z!biE^U#6u`#coj z+CI12ZGJf3zM2qx1GcZ_Z77NhoC~_kXFk4+2DKWazlav{x3c&!2-sj}#v@7e8-!%( zewrVP>MAGac6)n$xmmW&5U%sSJzl!JyzCBy0j;z+55^EQ?13KPrN8Ou zI8l@;*Ne zBN#=S-^^=+GC6G0a#+G5I^JHNfKa2TIPv=jRbb~rxwe_-Ytq5w5{_4!+l8T^pkRuF zd_o8-SEqh=0G6&Bc#e&P$76%d3Zc)vfp&}7q*W)TE0s>1xs-$UWMrID0eL_eSGG(n9fhu_4xQ4 z-RXi-Up=+j3vo+8Zd@d%q=b@>h>RS2u;jQmp4p(+AX)7!B_(xtx*FYNYnOhECNIK= zVxXp`CMFh?!(w1yVD6fJ5=Uto+9e(t6~$KLOP!WT9|hHY1&fVvMbk{%hhpfY#+t<# zqfG_IOTvQ3Zu#l;bfvMftZbBF7z46+iC0#|bSUyFyC_FAG>hAjl9qOafxs`wT7@_$ zKUU?4&#u)CRM$x3ZcUypA#(Ybji8I;1*JaHTZ0`huNZ23C>@a7s(d$A#A{T{*WB?~ z9zU_i5b$Eguh=uPv>&B8QGG+}XeSL02LlX6$gw#5Y+WW&3+&NTiQjR#zz7#I|T;m1x4G+%b*(gjQg>z2GQ@H2y zQk7QLxa9@qGdr2Rxya5|1@zkf_u$w9Cj&$&85uV8u$D`6aKtLbEIu3}U|lTCkyYrdn8?Y=IXO861v?{$ z;U4XsoLpRDA|q+(=-RYy`AojHVA%~jy~i+~qS8`cpXa7<<=`7qWce>H?JMFN*&Q8O z0wQRw$T^K~O2bZt_S*xSXG!$hO|{Jbq&EtG>RX3Zlh#Os2uC5DntiwFeChZatW=#X zy!Lce3oj(x&r;IT-FZtUusW=b3JcOTAbrbkp)Ilcp56Hh$ASajIp0B?^WVRJXLTxS z^S}=KxkJjh?PV4sHWX=ay4GIGfl3Z{zkhDWOe20XkBM$bM~oUGE1a z-RI9Gu4ik%e*Jp7J8S%vi1p+v^>{muwpUF3Dkdg&e}8XmW`>1@wenR;B{Sz`a6eyX zvA+pPnhzG_xwIcjd~GDfr0Qe1g_hN1i=W{e-OVIecX@t}B3!OBxw!aMTl;Cr?B}n- z!fhc9H|%cNWCjcj3@B*mk_p8$wuAktJlO6~Bmzsa{)U2kFdR{}YR)Jn-W|onJ1^BT zLHQIScFS2H^EX;AIjq<;E>RaKrxcWxl>y19rA6xsr9!S&odJOFH_Jmxj8OO$i#Mw|jj?cUz)9*B7CbwC8LDK<0|aH(ebL6ZTjcBb%V zgL-*R?G`+)<*!;PvM9d+6p`EdS7TA&MyTc9;7EFb#>?PumtA`RTZXdo%)NivO#SHthg|CQ#h;Xs1RAi zi_UC~{{~5-@#U)#X@c2I-+ML}`_1&73&j0pn4esSKtrRshgw5rLt372QvONGs7$`P^)?-S|2a!sTzA#_J%>yeTDz8MIk7AM% zopCziS3!ZyFs&UP7mkzfGV5$YTX_RfUIBmSRDq9=k2(7)ta`h8QM6=8QDBa}g_YK7 z`T2fkOdtBpJM^%M<2(`EJvex{>wF_HFf=itXqU0RO1F0bLhg0G^bY_Qq6RHl$%@5e z2En*XMB|F94&UVF=l@OA(4A_NfxJK_67T{7C6KCF9m=6L=gaZL2>9I2HT1lpXcbY@ z?P94zu5NFAo=zHxUbcyJGBU$c0oVkcE7BL9GCfp5m1Ia<{gxuF_;(ljWu<0{pN}uQ z1snpJPOGj62=@UwP?4&K_d6rW6TpNGJjH^eqN2iMF&xj8Vj;>F;Uz-`F7O)kK&s%@ za{WW9j3Bik$dHbnrQnh^0XZ>=&G6mNqu@2<;WkkT(D1 zD^B-I;}wJ)Rr*Q7U~>-$u4sG7-w6o`W9gir^^Vmc!s4Xp9(lFkc2mhbm1{*#C=Ym{ z(1uTP?c4A^pClm3*27X)R5mo=5kd$($s3e&ZAvUYe#!e_DC30y2N!>w8Kx#Tlc=@+ zsf5+pYFf$am@;^^VRTD`B}~33$hKcVi=Hj}ysgP{G=(`HQRBO_y$eZUcO24EZ59z~i+4{BYIa4%u#%d_&!Q zqRz1knpqlWC{1^2^qiW@p|@zwi>9^5{3lp4V5-`90BicspFb{VYc{pv9j3A?1BMMM z^^uYACloC{FCMMuakDOwpG7Goqj7hRkK0_&bjK_iT1Bmitz7kLOHVHPpJJH-SfKMX zxV_J1`=<%uaO_s|-{dbE51U3##S21`lNUC+0~z%?5HyNQox!SG!X-m+04Q!G^lUFC zEG;dqk#yA;j!wSEC_vr$`gmmD=Jjw{D(hq~RoT_OUSMrtE4kqhw2 z_V!PYLmGL}4TP+P+t{VqS+VDK%el`_6(2N0{Yb6q(&Fd-MAaI?w(E8J0D1hp5lEZ! ziPGlBi`Dn70H0)_n7h~>%;Cu~KwJ4{vfnnRl|UVqk~u_95yz*~ zZipH(9f-ndFpy_&6y}2~4+_#?oSvS}7F{m;p~3{`YqC3<%H?*}epl8P96$a=?J&xe znVGrW^G?9ydOwTbQ$oh*0cJY^?|>cl*)|E+tfRD;{$$o_6!kq2veY>--3LFwxCdgajj1-`iJ+;m zgM*Ti5`gSK)6$AZx zud8WjkR^yU1$J6$^;f$YL{<7cUr1h*H;F~f;=n=e>jQB*tjMbNeUtM0KD)pD#Xi~}RYxM#xVX6UP{C(mFMI%B@u!D}gJ{hIX$v>g?SW{H6nXj@ zdug5@KUV$@4=_vT#)pPX0%>jf*D;vSePW_I$L-?m;q{nw zRW*6YTE{&FwD2|gxOJgzq83a4w`$u}o*^TNk$?w%lf$DUJX~DjW>aKnX-yY#?rHG= zTRlC!#S1{V2@MTh5qJ$@qWw}vO;2B5UOq>jSdAchGGArT+ZR?{521AE3~&K++tpQ7YIeL9h7?H~tTjpL$cPs+ew` z4)%Wf5<&sAtfKu^D_1&KC1^^&HCEtpD2^}NeG?jw7mkwpE0rLcy@&9fwRi&=1=tty1kNrgbCpCc+}uD0tsO{;1NEB+J+(Phf}>DQUV z%=UBfrDv-MkY`7RhMJyETb*5lQUCl%PNwQi$u7I3o+FESj0bm9)0D z*3{JW@ZhAau=Qy|PH0nRKHNqyM)_QL4>r_KT$ z$>*k2Pd=RkkwVzivPZN!9n^vI>|c7W!NjbLIvSKyPO0Q`vDHs(D)#VKZd4WQHrRf! zF%D6fV<>z}x%bS@ z5Js0jY?EXRez=UiW6&(+c=<}TQD{gBNk~c=r{yfQ`~wz73YN5xI2WLwfem7Bf%-VN z2ObK-St6|zo*dH?UUkIRcRNDdGYqd}@ zH+s?t?JN2#;Z&Z{xA$6=B_ql8cga|NZf-6hxr7TKXass0(grugp*Rc-4gzr{C&$@6 zOxKx+&kY4BBeZbv_GIOvH7{X%KE{azZ}bCOvq5i&3%sgg!&nj6Cy_vK0Nn38vqR!4V9T=`0gP)Uu!ne12w3+VNW~(M7RyzMdGv|>jF@c=);2z6BAgy z5Y@g2kkMt6=(-h=5z0r__rcDcCpG$^^W;cJ*Igjw^FIXph5wp&w-jU2XNjQWeH2kn zj=1KTZ4vqlIS$=TmNF2FU$2@XD;l$LR#(S{23;3Q%u7QV+?P5!<)g_O~S%GDJGWp}Rw!Zl6MtlV}L^d$K6r~Ma9`{vr3-h;^;Q2?Smm6g$* zHzKB>-EqFG`cqq^Yh2bvn#X+*rC`VOo6;Psh2z2Tg}ByA+sB6#J?jSud$>apg8cD^ zoM~9JS0I4Ou<%gGLza;~e(D|a0KWvA2zTEIYnfg50R%d=)dKnSS0Kmc=jT7)Z^vfN z3c0v&@FRWxbvM(ZT$$qYwh@TTpme@$Rk`^$gWJ*2$Vk3eT#k}B8Fm78PqgpU9BN2t z;sbLw=~vzM&5ncaAdk0dQw(!|%v2CFVv6qe)O?alYA{0q4UYCz`9#2xj<_j=zxdyB z<;uxsx^hd*EK@skK$PQvUF`$BB_tvBAA&)h_jA2Z%3r=O89F$JQu;2Lq@_%z=M3xs z`bcZ3-=ap_^Ov9biy9gEsMZNVIWRw_MnD{Y}+m*^II-#Z$N+j)Uf8d?tPC*W%jx0wB@L; z0>iY>6-pi&21ZpUp5;#dEROwyZTxd_VV2088>UvO=~k`{a~R?SK>tcpFF73k4q?!K z3De%xwDYZM`V|$!Gd^$Su^$Pn5{#r4n&>Yx6JK+j&HENY&Oev!2k`_>%iC5z&dNBA5e21=C+}O7o(+_yK_f8q8{*POSLe*n@2?p&6+DR5hT~8VV&BS%B5fNebDYb zPnPR-Qadd$xY|E7dR8b&QWXviNI2CF4Grn=x~}=G*yOT0L7mdk(xNj^IzBL>z1Mb# zZvx!Q-rl}cqp|_fy|nxRp!onD8ms&AO)ci=yrH%%F$J^?%`mn*FHfd9s|;~m{=bmAlKH`+8me_ z8Aw?R3j^Xyo@8v2nl{Xm#1Gty*~+9==OYeM3Mgag%C3GE`&Keq+Q=`?%ak*z9(n@p z@^lxYj=LZU4Iw!>gb&|X9rC~8nYLvyjeB{-*29z&(V+X$YkUv4PN1BQ4e4PgD`kUU z^>_^pw7_gj<)GmN!xbr{&~7lW-6rUongXhvn{#sf=iR4qj!+X1T*pU8V2ncj^)XU{AEnSo(?9vnOs>T(@_aY|L)ztxu%0dbt zqs$x}9Gsk31%GO^EM~aMQ|k9F1~tif7*aDM0~^$%-#^h zKo~n<^Iu*%49^*Dra-In4mF3jggRFiSJ>M**_jh`f-G%Cu>4E`4Ve}olDiq%8ykS{ zB?_Wa%sj+F7wyPo*X2uB=sg!C9vFzm14t4E8k$J4K{j>Mu z?r~HO=uImjoffzYmQV!jFKO+(2I>H#S?lzDyS}~#0D;GtweT$PS(y7}W(+7dq7}Gm z`;*7S_0sn;+G?9c%Ila|D-;1rB0dnKJ-x(a3zPzj@y);cmBCzT3Vge&=b*W#5 z>goOZu-DU6+Kb!0UZ+`7FC5;7j)wLD0^-K@QLHtSkjqYJ;Y&pH(Cjw>i)r%nyT_X& z`tkK>dHLuF1Sl#vIhr!gA+jhOR_Nz;KpX)if$l8^)D%T7i2?8vWdrF{?DcZ(#>|yQ z#WW^ixz|Q6y=iD$%A_D#m&a?1%?M3rgO;H$livfY?!)@i31 z6T4^ZBHTaSEa>S0E)wempOL12jyfl2BO$*B-|eDNop{|THW;DVT!}iYv37&K)sbVE zy~cOg%(T$}0*c zMMvl}WhDZKiU6fj=N-J3FkY3F-9-dAUpvEz97CuQ==t7WUR^Ovr!5zpz;ORu1e;FN1`lN&W8=SNnzh7LB(abeJIQ+9bF+UgD?~sH*MJBZzyz!y z4ILdD9vdeqHNY)O6Jp%x@_xP;JOoGPn*yY`&Zkq}%ayY0h-A~xew}B{dxYlGO4apN z3k+Iyu%yx0%v(S~0~fFh?Ch#;?p5RzS=(o7>Z@Vh2*CrV2Fk)7TH-g`<@Td^22>c? zay9oGG{q^&ziTbTAJ`_DP?KS&>O_+TEW%0<`De0Yex1qZUOq|4AYY{~*#|{RK_l=7 z$tfs6&j6n23a&BnmmQpCKZRN%TKOAA0{+LIVE8caU-O7fWt>W4dHdv91yd9zU&xB> z`-Z;n$;xi-7iB7!x`>Y?{bSt{Fwtgmip~_s_i9+pmlZE?ejLFyJWA}lhM8J)TJHIS z8@?DO!d9J@Re!KmyD6zerBYwQT9`CB^kn3Pfkkw7cGhWjXFEkbA6HJ{T$(HD(79hZ zpz%ZU8*cjJ^$GgM8S<-b!|%1f)}sGZnD_0UoC;EkklN!D5(*d(#YIHGt$=<|6mxj1 z{D>y0zBw&p2h?Zj-&=;%vC-m1%C!pZdGkN-S3Gbr*`y(9Fz4}Th;T3x0UY3Qq9wL@ z*zC_?$LK_%cB_<3+Dk?}4VWbpwBd_d3XUp}a)j3nQzsK2fRgOHHT9Kt?hWUN?7zOn#Gy6>`mX^Ic z$qosa4aGV>+!V0uye;%m2EY4+1jjdUe`?}ohslcpZBy0;z1XEbj+%+73eZ4-Y~Xo! zc0vjVc@%}uU6Yfu32=$6Hk~4=mn_4@Dub|53&S?bRmQ7#=c{{iz>+Bq09i{*OMv~( zVWdaaT8Nbm@zoRv3O*0U)?uj59~IHry6hA)dDLr8=$vlsCCxT1hG!%wfjWVz z0a`oOTcR1fB+VO)rrmC5UcU~Vm5O)Uwgn*bpNnl!7}X1qaATuXc801k$|cDv6KQH5sJ6yG%uB> zFpFf-I$NBr@&`>M{QU|pb43o4{t!Rf?<+tVcLrQ0fMorqlx?^^tWqyXdW*&5t!T^5 z`0|}yr#)PDB3Wula{2jaYq3q(;~9B+5dPh6SrK2e>_Hz;XlH2CTrbGL#Y|;+r^o=A z(Wc(3y~)RTish!wF8{gDxMMolXc&q%lhc}Pz8CGIx?=2NNos-48&O9OeOZZ0N=gdo zjOt&$P-Y-RBDb6K_|ZTx0fi-j%d9LcbON?H9qBv}{<;Ju-kE?WnBA4l?|D0f6_0c> zyl(p0xEJ@}QP}3SpJ(K)>%0CiLztskK9N8|41SF+;=3tm-b>x*CFW)f85~ZYN8?ET zqCORF%kW80ZyktH(RiFdNtM5$J*~JtA|fJe`SbHLQ1B%#z^?`MKFQb+RF=uUNyCv<6h<2TnXz>uq} z9?9+<9v%jasvAHL#5}0%*CLj=iTVHt?07s*MJaA&cOls}=XaMoBlIKdX`^~T4cr9Z z)hN&t$hYQ}77l9SB|E|oROICQ&~~`%;=Sv2$>xA(85tQld!X43`|;@TD3*{HIur~I z%@-YBL@gfBJsg1;C?6e-SYTt%3>4V)M`D4NYIbr$32PEOEL_Vt*W9*&inIV*DD6lj zu*_a{9*=8tHMInf$zT}|PfrRes>*Nmx%qYEpIL@$JX5oI_7S^Z^j*?OBDVklk`bW~AMtXUdi1oetl0=wF`O zuV>q*3qZfPr{8dcSpj3mhNTb?uI>QHDd`W}KMtg46cnLWTP1^_S~7{KY;eo&u(Sk% z>=UXiw;tTeF7a9C5&A~IXMG+EDiDf|yE~xN_zKu>^#Npf=JacVhGS3AM?ykEQlW+R z^bn(SKUhm-0-l7Vq@=X8&-J!v23Z=APL8fbZ03`I=eaoptGGY?OZJ?;r>93u#-01S z=C^M^vBgL|&(+YZ$n>WM0A^?@HC9(whlhs)dS8y~BHNb3`4uJgaQr49E0}@w+VII;^@o4>CjRkyCsDMB4r+W?Dwy_+DRA+Rh81C(X@*xj8m@5D9^Y32Oh!|!!qI>Y*%Mx#zmO^G^u*M$m z00bnH`nE*HTf-o^xR^5WsZvDF5^@0~sRBba;Q&Tgu-T<-$Z~{_G;V4f4b!X&U zQG*rCraOE?j05*E0hn_`Q=MUa8Z_X`S|{EV~-97PvS z024Wt*zm~6ll#L&$7_eDq?_%v9a-IKd|87V3g5? z1&uXKe$M3aJTS=8k`lDE10fSV@A*F?(yxVBzCKE?mXGYqvJzAc--3O)25=DJF10H# z-p)~}=7xsNeO_r!yb}s1^{_CA{p~qt#6`qKz?9`QOqm}-$~gi_qP|yT_T$(^<^Qb? z@McrUwRDuowqH%w^I4LaE_oXkd@G~#KtDd&zM5OmgI6Fej`}LsKHKE5BP0FWiBioV zWOYF6nz;y!&2x|6w4=a;1FFTCB!Wi#Xp7UWs z&KIRCPA-ST*<#LBCsjZ_&+#$&K2B4sC@id^g4Xx6P4xCvL!)rTlSDJ`k_AeUS-%VH zzQB~zBor5Gjo!H*Q2v!Pn8=WdQlHx`yhj=-`svNqQWiwwh{lpT`*-wRGrHZ`-O=T@ z7_o8n!eaw^`ZIl9L%nE)|K1nT;wfyU3~zkxT|bE+zsK8Cj>3n}Fa}bp9J7S+GNd}4 zW=#Euu6{b`FPG23uVf%q1vAzC@R+e7kpBgg^hq5F)eLU+N6s03vvA$92eKa~ zDo%6VTCV z)FBY;XIo^eg- zBtkyekD?+XfX@W+;R7-OU)^>3FA?&zYb)a?I%%_mPvk)1%O^r#0G6f|vWhmQadsbZ zmg&`cAj;o_IsnFsD2Z|H6xIMPxH-l>Fxcyc02~6LFt~0Mp*)ChK;4Uv{1LVH&5cGv znA&vfNqU=!lx#bY%pqoGdN?9Szs*>Si`E|ln(={3b9j4O+lKYnPeG!b&eH;RC0d!m ze!ygSJXMhWLD$ZoRv_`b+6W@T*GuC8={n?5gN=8*4i^vi-%uUXM4>YCR?c>s&( zx9{DtCAaTe2CYeasBG+OX)ozVzU!~D%y}~x@8E`hEUdr&z48VSF$(2U(J(OB0VbJt z;Jw)cRZX9m!$-J9Mvd|*#?J`gWAlz&#M1Wm%%oX>t^^cE-akC7+7F&&$6;l88Z1=k zT#F6-$O!xGO26$;o-I}a8$&T?Yi$Zocm3t7+a;0jTd1$!8&DhbbbG=Jw{q~X7B zLt$Y6+_YY5!H@%8d}7$bA^EDVJ_lHSifn_3oPSV=h>%Zg*4iFk?$$fEI2SjP+jgI5 zRl8>2+S;^I@P;O=X!25Rp*=dbZBzYBu%umF^YP9m*L)NB>}!HwCuj&jk1tvkh>^!t zQXeD=hTf|!Bz8gZIow|NOdrw+nfU<$p7Kp!GCGaN`H*wntJZpnWqTolcT!jqz4~Bn zY-5EHW5vY8#Ad1O0Z`!yxGg_DN2R2sv;wm;TdewthqIA^oYjF-_{wryLG#;ur5H3JDK658zY4*@mrBn=b{0AhtSI#q>s=j+p1rv_`%u3_pj1q~Y)7r+*Dr1MK~ z5}ETk(dVdbZ)Ow)b7%qi)gE9Mb|@sqPEOY=pw4KSxtfo`U5WTSPSh=8wz^q94`Y@y zrkR;j8f9O>yElFy5(%{BRBsO8fuatU&|}1bd?|}Fqt#%<TwhHXVMXh0OJAQD zKG{$@zbD72o~q*y$_*uLBCYUJ4zs@Xuul69(NYtqcJQ0&$|Nqi587Tc_<=&L@{X53edo z7Tv98| zjzVv*hfk%*PEa##8q;I=+1!5m=97|y?vR2>BlXEsR79Dqdy*#1?fD*FtD6}L(P__h zY9HOVwMjMb{TSC@zZ_zioySjB-GYve7~jgl<$#Y)ME#gv8OgxB4qIn^(&2>xDKHkIyyQ^F9Z5F?^zpww^db4+R!*HtmWfK zPes+?tNY!a*cZNC0cH;Xu>w2iUPITsHUd661%cd+A6@3lG#ghvN`H2)FSA?a7~JCk zMFG^7`Q-K9ut6P_Pt0e-522mL-)w<&VhmCl;Z~ebdyG z*0h(1!oC22SX|tp#?6*UNrJIxRb(X~mczVukjj-ZAh4I7vO%q476#%~bo%^RtOger zhN4ms3N_zPWi|cd@^rE)D$0JBvkXY89zf-BrSBUe9_M)59%0(_lr78*ZMd$l6uw** zA2&A*Hy7LA5ylQb{r!l}*PF`sJ$Sm>DqH^X8+(U?S>V|ip4QfaH0 zCf{cIW0PY2gL#D1yTlld@>>pw2S8niJv2uPP^U*hK>>strbk#SkG|`o_HU}%+MYn& zIY35$YMkYfdSW9gNh-)KhaNbMg@7IrxHh{JfE@s~qrEmzA^!DTG!zK~3#-?5>wmFy zmQh(YT@ZiI;0z=yOC}LX%LX^ZX~2bK;j$T_4!MeE`;Zvd*+;d z_P!`-VNBo5+jEL*5~)Z%*E6fh%s#lSneEn4PzzS+YcNu2XG;73PC7PE_+o7>(% z^uWl!_Yf$tY5RZDxoRU5@H)1Swq3US5wn0-7K~q#qNA@acG}oeTT{EBKu)1G-cZ0q zP7FGMnvG56C*m|zK+T6bs7EEDzCECTxOgva4-OuXiV$UFs^H@a&@UZt%C)w(=26Ps zBb0-m=j!SzLf_BNFC;j4JX_R2M@zDqBfT$;$ zJ^?0fYHE5pQ)yBE_eu7jST{*7SXfx9wEXl3yX6{_jMtIUFkkbAo!~V?Ila0M%F61I zIm-lnxDf(<=NIN+;b0jYkCB~OPJuv!D)5K_T=j4U$z{*;7{K=YOE^O5I=E(hGTdI+bLkCFQry*&nBtnz5m6^mxlpmS6 zxpA`L$*kRgF$bP3pPT;obvjogpOuccfWrs>EvO&8Avj-CH0f>n%?haU4G#$YEO$zj zFzS6j5QxAcy`#H}t|({4V8H=eh+GA7e58z!n(Aa8^N0*`0Ypv)X|nLZjMZcX<9Tgi zvc`wM?2SSlQCuI#^H7QrBymfa(&Rlm= z7`;C(9W}qd$eb=ZuHJpy!EaH(+Y`$8#lmGsH~;feF2>ryksk#CjX1IiV3$J=o@#$+f3xCAegI2Gk#l=TQ}&Od98DIi>QMV3_*ADgbb~{X(Mg06zRN`_ z(HDi=g~7t|$H#BVh8lfkWCAk3o_jFt*YJ72xRJ2A`SkBrdto;3i)dtICz!CE zu6WiJm_A$|`s`5;R)Kw`qIrKiHb4J%!OwcVr>i+|7@|Y zPzUe3$#vS4=(;FK$`lRB5hcxXX)mWXSDx0}or>vB4kmtM&VWO3gkFWVpILFYWA}n$<5}9;eFTlcr`gMlT%Q(-39wrBg1YSP^LWCRG`1`1s zgoN1e9b!Y`p{)3Ygfc5!Jw1oC;L%9(yo?O*=;ZDY{<4ChQa`#)zYI4?KPjg<0tiFM z+rv*ld-B%?yo5y|CGhEY{_y+f_wR%+#Q%|@(U+bS)em{X9mky^gbBD!jK#_l4e1q~ zTqP95WE+{e!SP2z)d;335}hG%=;NY3I5=o@aF^YEfnH8D&d1$> z5CjsX~z1FY&BUsLtESL{P`uUzk3$qI=M!TtKmoG4_i6olTclo&xZMmuZ6&) z{aLD9_|fS*Rig@_wWE^<(@4HI(KCj=gAe1_-P1EVW82$rtDMUUwINaW6*sRXPq-KX zJc5d<@*b6N{}7r6^_g3nzV`5ONwl)~ogT;Z8tN{l)(Y18L_9v48fGDd$y_Kjog-m9rM2k!yy9djK@49T>S(DYC8f~_ z*f&AsQK~GqcX)XC+JCuIkFRA?broZQ@>B+wKQ|>MH2%`5>@)n{UPNRhWOPVSdmBZl zYh+X$Tx>q|DZ0j@lAJxNnl+9tnm8PqWDJ5Rbh5zrR+KlQ9ooayNK|q0Wu5I6BMDhW zkOGV+Q&jZ)ty0RKo+;m|zlBF(`Oxvpa!zdRvv0GXww87Xx0hS*MqpmDHx+6aJLNSL zauo&N$aE%*3{QDWjv$QC#Ql~!8J3fqo8wU$QzAEz3_3?~!k!XBd9FZ}4{?krZs zZ*y(6iZo#>J1&<@yQQ7C1*TU)*N7KZizJe;onpC#?{Gy$5!$i0cQDtQSNjKGLtz-h z&?39UWcl;V>z*MYRi}Uy?#yQuBOR!ruHG$oH$Sm}kBZb>7`h%YaN#Mdj&(2LrQSck z5%6NKsydm*VYd6NGA>ReRVE~0fBy*SUToOv+kDP`_hJ}6Q}0h2K7F) z%Jpkm4@Lo+)IMnK93uFQkg#aPyo%Mx^5<8sYCdS9Ni!1hI$AoBCH-U0^#L0{L<$Or zp1%C3T+IldV^gV6+984;Y9O7s}T+u&+0Skq3yh-((T-;-%%FH+rl$lvc zNx}T%)1RZ|Z<>-ZVOL&wOQ%8t_g=oqm5?$;${Zu~@r))Jm@I^e8s)Wn&*I9pJD@ao z%Ksz&ck=Yya}~#@&_LaZLzGe$wMPqS=A8is)gnik@`bf=t21)#w_g%TyNuB%P?ZLH zdJEJ%-oB%1_&*u=sU_8?tqKhVqFXbGPY<{M#Ei;`e?lIH9kSi+*w3&v40v*%#3EHa zXwcE&gYC?ZJ?AL${p%1leXhD@%!-SZdQ+~+_%-EiTN@vb*i`IDHOn2nCwiE?So(TY zeAv})bgQq|=6KIYq1qjqfY=1WcxExJDlPCt^>I-h|IF_Ck<1Ne($1iBZBTB5kMGTd zzgL)$#2&sslazX+4un;%kFYZeQO<*6clu%(jnm#_9Pyv ze2uhHD@B_I`TiRrkDq7uQ=qn=60Aor{WeFdTuf`_%_<{<5QD6SFT#T)@#kGY0NY+F z%Z&uxz)Rk5aY(wbo8k8oCS_=_c_y=A@QEoDer>r-TFFc^&qtC@MGg+GI}qi-vfqVm z00TSPC_mLq5jdLbU7memuX)`$&Reqij20Oh6{9fvs@~tD@(YCwcVnv`@5i|8{ywc% zY)UK@Yx7J-L~LFeT6piTQ1L;f+$l>izqcdPsP*erNzpQ{zE3rbL(Bu0#jDxiRmI?3?vD>r)js>&VpWA zQa?SL64Z%@b5}EHpd{^#mOAEZap)D3_#PLf@H@YMq&2^Y`Laa7c~?rUa*CU;j)akx zw&Z<{;ZnNJy6Ac=YAp9su&#!Ido)q1j-|LG_o3oy7IoqfE{=d6PBBbVj(oI))TYAG zAT1y#p`e8aRbuY6j>4K38&SJiGNjb9twNM7LiScynzNw7<@ z$j|dE#c7D*+(c1Db<*RN+W(rfoGPB9pW&pVC>`{%iR+2$G&KYB1nLbjlkNTa>_QY4 z7%WEnl73oK1xMUDhOH9j(n_rGs8MUnbT3Qzj~|sP5BI$wqv`1A&eS2S=N@o;v|aOc zjmJD@+oO-W-_1h8@Kmrl+x@dL&Bs4Ls`HYU9|0CswNJPDe`{;Mbok3(A>OYrZ>!H9 z<=Hs6$B|FBSx$X*tu%HSQvLAWM(E^GUPjBj?>(plJ^?#EXo6eM1HIK;73hXCTer3slRkA z&iuDPL2~(Ip2zs;A3O|9x5NDGEO~JAD1w!7N*VZ9e4CNWq7!`#q$&IkL;(CC`X z4xS{d>DkJEF^^T%XsK}(w_YH3v$MUON55RBcUo>$tbQof-+@jGYl`0WCbAucD3d&?J0W1`bCxTmE6^V z``&ZbJUlAq{ejc-YoLk_?x)VC*=(mmI+`eWH#%)D^VF_2G=%0efTy{vE#4V9>CQI$ zPwh;u^WJ&jy^mJuFil|TLH48&HFv0`k5HplSdOjU+heWhyR!1mu{$MONC|WW+lfti zV1(KHmCkh(S|Tkuy)x{ctE*YXlt$5{@PL=W^=b-0n=In(R@eTao`mhLSia7pr*2U+ z-6Ru!=X-y-cY;Ph#2IH}RZ&7AFXzp|GMGC+-q9+VT{GB9F~8@CkN*|4vho!;Bqb7# z=M|z<3`|S?tXgOlo*3b~Da%Jr*9TKBE_IFE?ogbaRdxqEsr1@SN?!ykw2>8Ix&7X$ z+oOvA?(6H7jw1lBak#oadRGp`Tu3<66+4cdPa03_kRmWY;y%!pzF!%%nE6!cnathP zov~;jqTRo{MtJ_u5l&*7I1CwdTcZuYImfAyNrzoE5eNxgP*{kJj125|zJE{cG1Wi{ zL^(%TZq(n(#tqDglygK~Y0=>sgCk>NuDMx;uvxOFvrte`Vc2+%xM{X@ zfT*S$Fpe=b{it!*>^v)dEJ2fYWc>le*fSvW03R37K={;k8XN?WV(-zw#8?v z+`HzEqasVs&#ysb=O-{8O(`bSUJ+Lw7@qE(z`mJwf$l`~S<$TE);BdR0KT9fe!h;K zH`+>HPs`S05cUsgkfmo3-2?c2%>T<0TM|<(H=Fka!#2*Q(k^ESd7>5l1Bvx2g9d5) zic+OaxT}vp$B%dv5qf@4VF@LsDGRrngE#|7 zTjMqWrk%c?sw%tht=%L#jc3T!7Ram}6vhws_fI}kCQXT`%$bsZlf250io0xSrGVjg zJD4nxil)~g&{EUU@djfgbbQv;PG3(Ari*vQAcE6%F-UB!7Py{$5Ya;Zsy0smj}R&e zzba>f)M~%AgR2Cl_2vu*h(7A}MDjz#=0QwV{1>Leq=#Jb?iLYEt+fqLd8%|0Cb1iImKweF38`%$A`PHSavrXa!m z997qimGjT`@pa#4t~e5FhcP=NEv+!R40aPJR8j($&2#)J=rj17sM+?0Xm6!J+buaT z8Z!qe94F_povFM=@aTZ05pQPP*2YGalbRZay2{fTviQvJ>1JW-bI*op7vYt@AxR$K z9354vfB}{ALLmz5aEL@KYW3QxEc+Dh7J(SCsotBouJl)+kT?Nm8o`IbuBQ`6Y&zwl zqJt*+0u5Dunv(7o0ECHPR8?;{`|{x6<4GLS_F3;0WCKh_ogPMuQp2@sGrt~!bh5au zr$H`CHfJzA+=nJ8vLjf*8xt*fVsunv!rJCNuFqiT8;<(9ww7som@BHq! z83a#nAsDuN05Mq&P@vb4V$FOlqr6 znj`D$>!UCSioUco9IAFEYOR^6DW!nZu1!M1^)s;|^YlX6^!H7JD#K1eAtB%X2uyVu zOY{SKTfo5p>E%rm)KoFe6Oa=3oRS>v_I2f|qFkwS{oRKyvO8H3&>&$_0pse@eitf!tb^qBF~wmnvHuEk)+Fx7|^RBj)$=;e`c00E~G$ z-vZT{TsFaww#wQ9ZcGtYAra13+v%O!z1QCDo9yTQh@-9&UudF9#(J=S5Ya&(Oa8L& zI+{dvho*|EHogGp2f56*86w*i-~Sjk__P*Yl=)DkCo;2I{)L%>pB3r39tsUb@G$ck ze8=c5lQ1v4AdJM<*tjga4JpzmE^r zNqeuhWe$$I)>bb7K*9U=b28YvA+|&s?g4?cf}U++co_5JulYzRMek9iWo5AzoPgsw zxz9Peit*={x61O$+SA-&F3H+w%njOb`3FUAe!N9|8 zF>3ka{e50q_m~dU+h^#cy(Ir*r3cHXTp1a)sj1h1PmRW>(=1pKO)6H{{{rmJ?u7== zr}cg4U{;ohiFtT$-o)wQl;^~Y89TxBPaIKYq`1ejyE1w+6m-8z!D^y$}R^ZUU*w$9%Go=~Eg z9{ew@^=qW}bku4!UgJ;jo1vWB&DQpBO)=|x2uF-w?`u=Z{lJ0<@8GANZ1>!pwvPm8&BQ)m+%dmwi=_sKST_s&IK9e^`{ zbStz}H^+v2?UPKh`f6&Lm(o~Si$guhU6b?Wc0bZ&-)MI~rpHgkoUudd+SXQnARo`{ zsSn2FDW5k5uR0~=tEcw;`-LgHJSF+d6A$OG0VRzZ*#SoVsM%S~;Z+K^F%1R#(rnx1 zwG^~T7dZ`$Gf}@@DoS3a9@eG^!Y7#q-^_K)V2?9qZKhU!A&K{3v%fa|!3E9RUY$en zY>C%`!~a4QG6mP~0YGCxK|$5k)khtg=AQcc`e3ed(Zbaf8XAg1%*)KeVh>X78YPMx zLNKK`RZdVgxCa-LsWIDtdGsYi{Osf;8;o|-({&6D<4O|*lfs}=_Wp|(oE{#^IV3FC z1tv7kWqMbK>xOff4L$;E#VZTuxcd9AR^n%Iaga>-`0-;?=q#j@I`t3_4Pn*h+Gbu} z=-nL^Az^B2>Vffo>|UN>S;S>6k;`bF^a!q%IlG+O;d-ZU;Ts@e`>nYzxIecPuFEUe z7Qh(q=unY`W*h>_J^zsa-WPHcIo%%Ok2`^VUeW z9Sps_-nRGVQLUbXLKM?uA{;*%+kgK}{Y&Hsu|^5=m;_mXg-xS;of1 zNQPAFeBTFFJtQ#w1n!bS2^q!gH6^|_uK=58$JACI1 zhk${$TzYwI-!aYQydQ*Ltvw!(r>Y- zR{km6SOL)=o&R0~kG5f*sT9Z@->r0XY8|ES*3Zq&y*&TzqJh5J?3Wv<8*$xx^?5`G zF@NpqdK*Wlk^_R?j?0M}W){X|z{2%~)xbu&UWF$dg%E05sx{I|(No9?lY;OoULD$Y z)etaEm1H^;H14V&uhX%Fbh5I77uj>w`LlOhi5%S625A+s>1zV5WMgD)?M{>4I)D)d5fKrreE=h)JsDWf_Ygyf#`}Ev`&W8M7x3RR z20MT@%7K7EGfsgASV!J zY!vPEHNAZGE;FO}{8suGe;8YBTngeVCNY8nH$?LwDP|4&W=VwV(Tz8;@hgk+b4CqU z8FEJ_6}p}q1v?3O35$!1*Vk@7sCESuCHjky&(F!UN|)EyvuR%5-w(p!(w@zR;+oh! zhlZ4A_4zG-5uEd-O}jngokag556%^Iw*f{o!Lh6~h#&+4|C~sPF-lZ^``jph*q%+z z{CM}-@?g6>Cr#ABlc~bbr*I{WLONy|g$^+wi0wWf|?4lACFiUc=&ju`EX8< zB3lJ$X!g#x`Y?WVnAm@w$HYO%tK`V%`!tFd{@>2y*3yTy;v5zKW;x;)0!AdDOoEE~ zwKEAv7{2b9_mN;KcSW9`n=0iWgzVKw+W}KrcVn9*2X_ztxvt;xr3@sYyGKXujvJys zm!@RCxbaFK?}}Q_;?dj&#-9qrf1X{bu!$QO%<{kb}SA{+HIGb zbU43)PQu@ayAETmFe7<+djq>PTHP~fYGW7ut{%~u9IF42OG!(?-u;WVTYr-}Lv$uO zcP{|}UgX_fbID;auWM9SVLwZnJYCz_-jQ=ZS~%iO=t*D-e7TWRL_tFXDWt9&qKH>S z;35kNAJ(4?R4R!B1C!utOR{OaiM(7{wd_@r z=Bv!n|2jWb%vR#9Gm!EmV4UG`iD?lCmjs7bWT!8gh|hIa{Y{aDXZ$I30J2>BxU{(q zVt!>%2psUJ1A~qSri{}17HF=f%FBWK6QC$J?_SAe#*Jh(LxY2~w6r;*e#<|{lis|^ zX!eSVDWQeGspCW+b@m!@>bLP8nNK$8pPTI9BmgsypPVc#V}Ask=MNAu>OoPkwY3HC zLmFK#&C$1#PJjOV$;wL6G&1Tk8$!DYgnaROturcltaz!~+++mqz~CemWla36->dNA zI{i&YybrA__L$i5Olf>W@(hU6{F;f(XJHjQvC$_S{(E&r%x!|djhLg|dvW5imY@oJ!`XTe_6`R_JT?r`7!n{~7N zjZBOEM4CuwHB*`t?K@Qou$qbidTDPD7Y8Tpw=v<@D8r!4R$hbMp_|KdB2M%3peJ|$ zOfg$B!sxnv-IDBZJZx_XXTHOx&-O$fNV{mqfW-*+##zPLxvu)2OS#k3yQR=%GLAVL z$uDDtM5FkJ=npVTeZ|s*UAkaX$+p+lsf`a*KUaz#6jg35eqsEz>F9$&k)tbqff+Cs zK?@t3F9)DdS{fQaIC5A^SWfwOFsC=_Y?ka3&xuW@qr*iP`$p(=yEqyija0M2_p@f{ zRGO}PwxfPH+-uMPuqZOdcR-o@=g&9WC1rb7s0-XO#UhIOylRS=Hu0O{%* zX<4{{?h!bhKtL*ryE$z(y=XEw?e#wE?+5fDoNQsj%`=tb%-HuZY|z^e_xIkuzI}PN zNINk#H8r10OU>JYv@?RisM({=EG_a8HJ*{2yc>`&lO3CiVR)!~geh&UpE6ML)G?8(VVP&0zl0s!2=F1&dC&u+0cAILmxV!@(Q4|jN;yet1M zE-vJhl-5$4k^ds1pl~O4FjTNIFz7Vdr1m@wwYR+)<`1s1O6Ycr9Zo+fECe8+X8R38 z|E=KMdd$E>3GG(&*-KET!NS7>Iy2gRH{ro4CkG4n5sa*pm{a@cX<(Lk%P&gG4@Nv>dddOk4uCjmaL7`k2K75arJI=&xu0 z3T0?CtHi&{;xP@#qGn{@_kp{Yx4Jiky7#kO#2Rv)4s_-GnzR z*?e_teh(|BQ>gk^pSGz#+@}oE4U4VLR58QG0Rh-D4pzcs27kfH@p3oxb{RM3FPYi% zDTL_1KU|Nf$jF&sWRtDa-_eXl*dMs&f0&y!~2yW1;eXBBLt zHY1Vk^+w2oZGi!OVguMQ*}5LeaZ=NtcsY1ujZ}aG35zTRiEMf{xX$y1 zS{gfcFs-13KuK{52U~-imdN*v$X5kNs;)31s^GeSymRB_yU=<4DK1*8#MR45+Jwc@ ziXVXDdR}FFTUY`+Ey%yj$h%K693bnX5Oe%$X{(ubm2v9YyaDmiTrDJlUd{aJlnKx| zC!G8r%T}y_k6HzpBH`Kr)I0Bm)3vLs%l~B>WDrvl0cTgGdOh3h-oxQk%S^&%pPB zJMaZgFyXwBJB?{4eSg2@r`= zb<42i?y9o#up#Y0{NI%E2av`0XxY(aTNi;y`I*e0Ueaw1vpe%#MG`O)vpFqBkm=uf zt@N|oVM@7`))@08cmXPcf@LV)1u@xop{#J$G ztWOWOqr+pEf+j^j^8NC{Jx-RjViQcV#5MD=gKWAT^MWb;D?LN<_@1Dlg1wt6SJ4%e z!Wb6{YWkYv^gif9b+Lth9vT?9zq>2Th1u8M-n+CM%Y1n_u4!&=j%xUx5{?D86c&xY zx2&KhrMJi(*(>eOSmoWP^VtPsELQ{C8WOg!j_7U-D!-5(K(pD{YR<2=!W?m++^ik+ zpEzN>xVX4%S6eUsZUk(UsZkYQ{WeA9r^tv=7d#95-JR6Z!q?B^ye+w1p^l#w z=J6TxWsGkl&mihvLe2pc-LQ_c(!=-F0#7P`-hxR$DWMu1oH%_ka+DyGD!RVT#1&rIhv!=&Y#k3G6h9Qd!}d*@8Q~azNe*Tdp$S2hZH?g;eZ?mZNY^q z0q1`eBfGHouuB34owk`9%K8vsBVCKM|m zqeA8i3MjvfGa0>02}HxE-a68G%WVg^mchZnz%wPq@rN5nNK3vRN;BGA_Eu7>v_xke zyTiiF40?qIg!ZQjWjMz?<|3zOFwLSmhHdc93<_S(W z5T`S9cMIMe&UJO|>+r~Kf<@y77H6y?M43z-bnP$v@DAR>YYknYKvdtu}qGB zWi=x0KKoEjy+b$Cs_8gWQ5w-JZg~n%#eqm+n)C>~Bgn#q; zimbEzYsE-`Isf}!85g5d8Y5D<#Xg&5ZSd_jmm~r?t)4Co3)Ju>&n-I39?5*hO>B7)_dz*SM|4$KWq^ zpmN=?E#d2cU0?H7KAu#>3EthBk|dB%G<_KAmE~msvkvG8*w5bJgwjQw8ey*UpitEk zm~;Rb&cyO@3w4oy5;8;@@wu{rg*G2;kM~c}=;~|p@@Sh5X6Y*B$lbJJ=8EdPHOwEE+{XI)< zDlU^yQ^O`u(^wJ>58@j#@mq29!#f{y{laThIS0C6w1Fb3GN{tq$KR@p37xMF6~ zmQ-zhg#%5IhX0OsR^0yx#FyUv3K+v~+5>P<%rD_WPIEQZE1Xtq-HVw3c=#|R)(BSP;9*# zCWbvuskkJxtGpf4qj0?E!XMS!R+p9t(YnEcq8|_1 zpR$*_El66mO8U*R<;fHA*Z?f6-Fh_V5O9-8M?mF1K!b?iFMCbYKU{$<1*o<}oHij$ z@~w>cNc*7Akxj@TLJ;2see#MC<(WmE4BTagy4p;uckIDML4JoxK)y(&Cw}FY$>50KoLg-fU3!O()k)2UWu$ov1hDH8B6pnxV7tX%SXSxY&z|zvv z2?B3e0}|!RW;#1Fg~xss{qW+z<(AIq>=c0u(AQs$HisFGiH(7V4k7JdjgOBGpn#(z zivS?MZx*9p6t(1AnYR93y+H0Hg;j0TrHl`XN}Q+&a2t`} zSRL2M*jQCI*WWoY(K+H^FfGL4}EUiQ=uytu)F5$(EBY z#rLrGF!kB!>C0-%BEEb!gppHYzuw$5#@3iQk2h0kYdC4cNPy9 z><4oRvs5rA6VsECL1gGP?=|z{<5f`gl=OxpK$Z*c*DGPtCMX#-MB>TP_oO|rP&$@U z4TvkrYvfthWhsl}Ci%IjrCE4u*8VwbMHbKau5Shc|Uy9w|S&SCb zF95l%+}}@^-N&R<&Zta(^A8T8s7ajAe5K5c6tj5u)wX<%Fh)D6XY<(1)ovvAq?z4N zR%0&DTmW?OdC2*>N|}eM%qxRr#Kg$ys=hk$niCBv4AhrcCMGv- zI>pFYp&P&wtoo3~daFJ+3Cor|%EHWIV!Iv}RnSIqW3OppKPxO&>QnIUAR`M3|AIk7 zw!E4J?XbJ0u+Xf*atr`w6SK3cw!%H~zs*t`SCQtr_`4Rw#wq~=BNY`8G1N6-->7qm z+P1mUJU+jug#NI*(DO=mid&-=?oI|g$}q0aDlUY;n(3z%*1%xu6$%C~LwX@_sMD-3 zC{RPO#D8g3G+{HyC3yyUg%XtFr)>BFoj_H7J^&(ri`!okK5R8o$M;tHC`RYVY#9f> zd4R%vYjMfC>odDM7vzR6*TsDJ2XHm96kqld-lrBF~* zoMopkrzay43MoQ(E7gsiH-BNZRdac#*Rj%M?ocZW0_J_KS5k7aPB{02l%^m} z;Ye*lf?n?#5#~w(a~7Ya>wa%0giGrbgmCvQ2(n*99)tZV5>H3!`gX-pg93uMW5D#2 zO(Gtf;jg&Px)T?`)WA$<=!P)OBylkHohpz5jp!z7?Pr&L02Qq2{@pQviS!Glt(8^m3Vjix;Sf3*?0s%!8Ho>1z!;eauOFl!IOK2&!4x*wEu42W&&- ze0+cuG(SJDEi87XhZr%MXyKq-TJ4^nnuc5*`GU#|EG0cvG4TN1%Z0t`JRwb zR4!_wR0DD*Ac8R&LH)+gos2=-NkEWN`=Hbqrpz&QwY-g|9z2FrZS^1@%O{tmQKTLb zCmI$iWL&>5)=!^~8Vd13oNJf-nby81tw@`GKgz<@k|&+Ln+co;16HMo0*oEg`KprPNl80_{YkNieSbQ04hM}E!8zkUL+?c z=eZV-LDq;Nr2h+;;Q;*mdy=x0OeY2#|bZZ2cWf1eAeb6fcDNS+OB`yTm>mRLAVomB67I7Va%M$}L!+NL2%@Go zzd0~Wel+{Glwb((yTBHe4h--{teLp)ZK}n30XnPZ$3w-4fR^8rY0l!Tu2w_WOyA(( z;O<~I-e>Q8I8TNb0tB95j^bN*+Z4r-x3pU=k}nj3UgzWr-1YuX4;9slGuwQsO4xdg zyu5g{y+8r4%>F#M*bkFyCLQmvULaLh&-`UF9spZ`a^QPIX{q^uBwP!?DWFgI3w-Gy zD5&<<;Ba#j;#VfOwK{0wt>xcI-r?!q07uh;R3Hvs7IM32trio32s>5ahCE~lazs@P zI{J6uF$bkVRD0$Kuyuu!0iEorSR@Z~q|0RwDTefeYz2E#hmE77V|T?g3u<4~X@m>soTq07+vph6qb&^&5eAk{|H;z(fBYi0Z8PpP#@A2M-T0MpcT(D7vt*LI$p;71$El#$lAvAtWIapy5#R%#G$g zJK}sW(Y$}S5AJj|F=2Nw$IaKofhX{4Xl@Rl3eQ#V^tnmNzz2ItEsMi?$MEH6?NlqA z)R8^*Fk)ZtC-7u;2IKj7IMgh(CK*M`K=TV;N>Jj63foOR3RF*Z13?I?tN1Y=%U|I- zH=kEn>&yUeAvpL%Q=SKXh4S~`CA>?GPu&DtL6-X;A-Zga zd6A)cjf&-)J$?giIEv6l$1d=UQ;MkhJUw|3y&{-&HGWP^lqzek3clm|o%FkkW%{cm z`Bb#xA7K%p>>67}_&-s$S~KHpQ!o+CR@rIFZ_$(`(!iv(~8p#VC>uqgV%M*(^?sjYd`Nb1Kg2QLCF`mG7-`I>Ao zG1{M~65GFJ`)I+MYT)K7pqe#xbA90C;R=B#bmgPvqPhxOGhPK2L{KdQ=AZoE?7CBJ zMWRY<1zB1U4h&iG`F9J_FGhX&dJ-$Wm33dUJJ*0vMr}Y1mN%AGEU;#PIru*ibeI3V=TJPE%toZP#YbUJ%^HnTG~@cbyufh=a5-vmWOoyj zNI<{~m?q`&I|q+L){~3#FtqKTwR2k$Y?3+M{#pW)M3*sJijGR|p8wt_vV$-si2_@j zg=!G7T>~96K%-p;SMu_@pKWcKSXjvE;kh+#8@l@BL**k|M4UPR9u1gkaHALLA`hkq z<(q(p3vlA-TXUvk_rPMjV@Z_6dQyOcgKOL~+zkeRY1yk^r~u5g+A8Pe#h-0k5&5r7 zsKSQ)T9-;eVH8NxX=w!Vbax%~X(`Yl#?YUPjmfJ=TTIVA-NrI;Hl=zUBdIIO;q%g_ zDtYC`aM~*rac!`w50vNXH8#)5fr-Tt)PG4C1?tF^<3{R2arpNe0PUNRORl=B8vO~0 zFS`ja{n^;gKy|~}v-BYUxonzXXL%b#^#t+qk~;G6{e_HX=XmP5-s^w#;OGl+-nA75 zK0I-PwBlujOTjSdYNxi}zX(31?`* z{i|u4tuoI;8Y>L!G1Z2h6*gZ(_Or`UZ;*oxiS;tSK(aVWuS-shB{UEx(H&vU(lA;UYf64h$JxGDa*(WNMe$Z&q zTL2#$8zTf5BpF{uI5FvU;l3GCa78`0c&Kd1{kQNU5e?Y}shucRTwQ6#Bx z5ET{A|Lf;ZfQ(hv%4=+FOi97{golTBbovMTs%z_FuEvP07n9K^oMyF2(bCT9!_e|F zINIjtzlahpoogod*J$-RYL#{$s>q)gr%6Wl9_Gce$21;C%uFJk|5XXdB6WQ$ja!0+ z4!$NqfpOo1PJs~E62(W$_u+?$_#EsU9Vdc0${3UV`M>dnWg`!sTZ0=&lE(vVxyn89>06$>!q&@LpWz z+o$Upuo`fmWILnQq^%-46sv{0O7*Em_a>K}dK}j}q&Nn{c)ncJ{Qy(TM!?~pN5bp_ z14uUr-O^yK)nL{vT)Lbd>VCrynne@vSzDG+cPd_A!#@>Nftu@kTbuRh3=4WMRWd9r zyk3SLC{(@_^WtHJ8H8AXTdjCU5NSEd>7NCdn<;Z_P6MzVs~xHj=E2ELOatyfdVeT8 z^E-Legd~^)uT}L9#h*We+UTq7e=k8?Z?I*MOUi}7d!US!NDBe(BmLMyxxwYl4M0!9 z?gMEMdZE{t(@jZX2h@0jW(9UkiZ6J(_#~pAT0K%|Q(9YEJONJ;*q4BTAe7Wb*}*|n z1?(nt&$tU#7j*f`sC6KQA@`G|o5GLu z+ayK|B!qWUUkp>v*|a)7UmQ^FCo`j5h0C~UXkhgbHL9YGu?*f(VSiw%M5xj0)GW1I zUzzQ1)KZ-UWit2%a4v|o0`<Uh#}6MqY`TJ^J;)G+%ByF{ zAZK7Y)G2=~3S+$ky5lA?R2QnZB&PCP@pK|$VqhR_3wU`}jgG=B4T1#r4L--Ul*2<0 zPXcJOfPjFXEP{eWcP!jIn_q%lfppFG;|@x^1Y)hX*$KIOe*T%IJRtHX>;{hR_@dv~$ppt%8 z*5u&;43I9MUVI^_ny#b%Z#&S0g{g093L~-smJlneGWsOAQ5D$VSO}UTxh2bYA|J;| zW)X$}U`-QY!jw!o{j}19`wydc0;j(((W9e~(0AbN=_^V=r1THeGJ6~vg05?9G*=rW zklaH1m8kHk%pO`|t%5du13dgBk?%BK+;tw!o^e+Z%$87CnyHDP!;r6J{5MC zW_}m42}Kq)8$_96FYG^|2KS_)UyEjsVW*3F1-631E`VFP*AcOcCaFvi30WS4U8g&F z`+?65`*cCqDG5}pF6lHA*}j*%h}={w2TaRhhB@#t@CpM}Q%&4z!&fki5a;@BF2%LA zst4B2!YQe#mkQ{rf1`A!oIWcU4D7U56KZ1*NR2DBf(tOo-{$hZi|GH*tEbirW28%w z5eormGca%7U}C;vmD1}&HZgDrevXdzm8#RjuIQ5Gg45r6u3`?{u{b?5^M-^Zln!?B z2jnWlek9>XO4$;c9Qi%kpq3JB>Ldi}B-yE3e7KTud9BptN<19YZek3yR6n5262A3j znsz%|vJTvPErpJBG&BrH7M)SU5F&Gu@kc2u0MY^#N-Fw^9!X_% z?$@Zi3fFYOULOi47;RgQWdIk1i2vhsvr3hRtR#v3REdz|MlOhSq~t2CWSls>MN*xB|1*XUUL~Pb=UVf>Fq&o5jT72dykm zwSj!?I~+W4OAsiC{sENjG$E?iUUb?wP;b8e7qSKT5dfwNPVszhhU2|x?<48f(^Jij zso`M;PEIWH>t48HFAnU)M2NMuwd1);zzr^er<>)gv@i;073=vN7kf=ruRi*SGuq z=YPLp+=m0h8sN%W!fL(lOF7r01XV{UNYzvM^5UmIpxQPie^QJr93-O%DL_X+kX2Hm zkvSQl1|?oX0>)1nE%LeFrVkkC;Oql_uAowdHpyI}I#*QStIdfe0)8@SU8t|GU(`@l zJ^B4k+b$L$gA})JYpu;_j>_YGQ}t8I;GSBT0RZbS5fW`ttL!iGO?VcSmPiIlSZLX3 z5FSM96BFq4%5u}8@YN|JN(N{I_Dgui60}?`wN|(UUOR)RTFH1(T{s3@ul*yI9QAxY zb6avmPBbkL29A~*=oo^FjWT_JgI`WGEfq?#f5_@#WH_8~CFsLdEziZGf0sYV( zBnWG|p4(*)`*=K^obtTVDVbnap&%e$nhqnN#g9Jd`TBT)RU^d47GI3Rw6hbvrSkKO zY5Y$Zx)@+Q0o*uFkj0x6?IIYej50Y5nOv2@@hX;#p zBR`lvf@TxBNd7#gqKDWVRymYH`4AE$n%vqwzU$>qR25A8{RZZg*_3^On%~0I=hah! zFR8+C(_zVN1fS^hTVG$VBEQ`dSlNRNK-Uwm((u5*q!fn-cdONB&own;yy5|85k4yt zEX24(`@KB<{qAvMD)2VVUQ906#nts}?fdWDU240qI4?_M6f~e5f{ToXT3h+89$f}e zP{2J+U{VNsr$!VoHa;GQhp;>0<1R=^E)UY;;2I}j-nROj7h{CKuya)eE^SI4c#CgJ zEt!#+2wBH8R-mm>G`mnbVCg5(7ndyrhV_Iy7;O~LNlXTGHhlN59H!^14fk(6YsD8+#oW$4l+8DFS*>lYh zc)k<=Hr$1-3bhmQYcP~Vz1Ih?!M;8TezkI298d(4J`R9Z2UvLj{#i2yz=i_!*C6L9&#g)2K+TtoKECkoj{-TEK z2^Q%t`bK$6*ZB6YmVKMm8$mbzKI}fn?bo~(2s6sx-=`%dVbv%66c*QWI|?X#8vFF= zm!cAzQ5z?KgYt%<`I8EJv4gu9EJd7x_F`ihO4xdYt8oi|&$A;DBMS%C&5CkgAJmxv zK4iBeFPGSsW5CnR`+S!Fk#ybRSnhA!-XvtpDw}MQ6`3U~d+)tR$lhBbMYim{Q}$N& z$jBy}ULz#(yPe;4oqvz>p7(v8@AtkxQz|w}(X1h?4i#=Fm_rD5RML6?r0lQ=t+CXJ ztF5Vl9N@l#Xxgzy`9e2L|t+T z0d~L*g*x#=0NFBrEjJ~pf}`$HCZ6L$+ANC59UIVHKo^>w2?<&MDa3|Fy!#LB0; z)5@CF)D`^Luj`sxa55v{!0B#4VO=z8^?g`32tm}LOEq@+m0OW4*&wYdEb$5AuM;6? zpfH&dbIRIYH;@;LQWZU)t$j3dxEa6yNYG*K-rC5Ma_#Ei4YshI`tMA9*4WM7#~Wi~ za9<7Zh9$|I>(_ej13;H0>VNcYq>Vd3OSAeo3uj!Q6hQ5N|NcRmeqD}kKeOMBf(}$7 z?L8^wddV1iQwz^ggvgDD+z2Jyv@mw_uxT^Qq)eO7>2U+s#*V*oPb{P}O{YpXqHCnkSGlY9R#D=IbzeIXGKMHghN#e@uI%{aen?+@b#>vP5B(Yt zW=B?Mmxla|Gs0cgfS>g<%*;?JaJ1wsBUl1?_0ExhVFUYAYd-L%sEB3d`Lga>%DS1k zISDoOCI4SmT&Yf90ms`yf~UKct+{u8!f0M*)b@{JovEnkjz+}^3B^;rR_KEgq04;t z0rPO2fWuSmDVdkFuoBfQv=5t9XNYQ7Wz>Zejr|A9O zlP?nZJB%Qlp`xO~`Kb6Z)C{jJ4SL3$(Z{BW)iHUSDJT?3u`M3GJ&FDQCBx8y&6$*( ze!1Q34W1By{Tk}(sCi7$R4yS8ujS>hOu{w0)Xy(}IhvZfZVXa1bj9EFJ3>tHTcf}w z#O;91vMkKIT+)OX$Q zsWr?}g$7MGxmit;-=R@j;_16MSt@KhUyT7e2&}whgz>6r$;sy+_gVkBxjkHOk#rM1 z1>-Qe$7`Zpor_R~LwNmAoB#gajmUzY1T&}t0_OY+972>bO3TE9@2;8Espuuo*ROYL zHvnC_m#8hB=pXdUgNXxAqzJ|caQndhjua{_1Uf9m(@Rqo$()xvlh~R)aH1+CygN)^ z-`qrHWmZnxJJ=w|0&Ld>(uSeO4E$>&VR~v4@M115F24M=Ff=rD=U{y4@AP7BXD;>{ z^UTZ-$sVW~u1b8x=w$Omjx4Ne}i|An1rPJ0PqpN-#@h=H&`}Yc6oMY=6p)aFpP1rK#8jN<3$v{5?cO_ zo-7QeaJZ8(GBCYM**RWTGToc{@-8pQZ0Vh$Zks3PKl`m!Uf`#p(HmaOeAF-DsJ~M^ zw|A-f&D))%rMqIt9^}S^+3i<7XftXi-`k&W$XIQG8i~K~Si+r~r17l5uI8PRh|GVp zvQ6}S?jIqqTS)fSMNl!JhD9R$$*JwCAu0-+bB$FtRg*)>y^!)2OV2NeA*B}es`3>` zjBtL+$G42n-Mh|3mWKaqZuSQ%fljxg%*Wz7E&(O=>pL->7`ETbDBcG>z`f+k;$~q- zHEgi?fzj_^ZHzYS3l$k*jr@mcl|aQGEb|!39v*u$H!8YoNX5L-c$UsIW3>6s zpSutuGQPZA>7)2S{z~8!%10X8?`2qiH)qoxLfz4^AjDlkq8rJ0^e!#)V10|FbOr-U zy=!`Udb0aT7Bf38?t{pBGdVtW^%SnMx!{sXmc+x`a{!kEP4y6lr09jGf2Vcfm7XcB zE>10O%|Ryb(%Sd#3{&ehw`ClZXQ>GP_{S~k-*kswl=Pt7j^NL=bagtuc^+QDhN`;I zgMyiSUFF+3O{ZsI^8QaaoWHjG^Kdvec5rA2`}&iP=3U$l2||NUlqK|CJBbR#E4eRN zrHz1x>mrJdjC`$Ch2t$1PD+~c@kF6V@2Dmp%Vo+^ty??aC#&2fB0PLGDZj_uMXiZ@ zZG%)6Biy2fS6j-M=p~C~x+y}SC%t@UR{epV;1^We*%}L3+1{)7XD1s^6aB<}c zm3riRj4Ye+N~fE0IT%ac#3wI}P1M#`Vz_%i|LxqBm zl+T|isM!7)&HE3ZT?%pbJdpXs7*#B9E$t|AyN+m5FdW5s$vN2n zXyA0vCFv~Tc_5h<*b&g%+#~yPCQ^+JGjX1Lv$N#Rt(+)~hlb&CGxd6n0P(^Eit9ko zA3;>)Jb~hKLE``Zpel%-@((X-aTI?5SK<>520?uPgZYPBj{4G%pjJf$uu)(peK23n zMTE9bfGP+Nhlzt$y9V<1zumG1H8g>2&(G3Ujy)1Qu zqa)&bx)_Yy2!wO8`imFq+uPXmd%(uS?Onme1xR<%8QiCEKX~CT>M1C=oHx12_}Y83 zT#ORX9L%>~A;uU<;&*`DR8vy}>P|tUi-d)R1u3g84%efDWI6rS-O}ck78)9w2l}6o z1QCTFN(-o5! z?$8|p<5?BrIEO}x-sFW=Cviy#`Pkngf`HY}FmRGH*IB*Zky5P-K#|7f_WiXeHYugD z0Qxi-_25jrAXejKd^C0ulTEdLjTMIa)Sku<5FY zFxF$OOlieK%Ty@Qvs;L1XvoO=;%xb9v%iSzx6!`FNzvV5u@Q1aIux#_aMvJ&(eA@U?TJexuIC(vzP=m`r^ ztzA?3BUk2gjZU{5c@SILjQ)@7?y9!=`w40c$8*aA_je7<(buRtX&dy%<&tekcbz+~ zbOx_dKV*$qge=ptvjzuqb~pCi?>TR%i+vU5uK$N!Mh4y6J9z=k2S01nhy`srGz}=E zZzs?*+{x~zb_IY13liBB&<>e|)CoYSS(1V1};Y6=V zTwf$-B+2|BLhdzBRzW>9xO?rJn(k(f8_M}pB8;dP{UUhk`5#fmbBSVpwvzWwNWLQ| zlus`k?^Q^(Qv1C75+mU)O^Ai5f|jjj%EQK(<)lk5gw*tUuZ-U(gQ~YE!glT9O69qW zp02oKF}D5}uT@=xOQ#4mnG-z2!iw&{Wmbpe81#dYund}u4z#~FYoqf?#FJ|^2-BaM zN3f7l?($NyxmxVfyfNbXa|0(n>_`lbKvqJQ!N%-?@u)hJF}WqGny0a#Kj~eem5MWW z+p;yX)}6V&nbH2v@iz_HYs$J@0{pzd?O?X%P&@LBwMkdKJFk1|RqB$& zgik5>B%g))*XPeo4*@3d>-$M2Bp~489!iEThSi75CH_$1Jn6@N&&Uc?OrQ?0g7oD^ zOe>s`te^Vr;^$8bTgSOc%*>*spjPpDVHTsWrtZt~{))v6Wo$ccsC> zWeVwyI@Ec*BOyLqJRG)_(%vkUKhACs|K!E_=CRymON(u!O9XVbD^dE|wW)TL3l$Z* z1(OvP@WaOz94jh@fA2!C`6Y~khzDcZuHGPJJNZp_pO%qvjma<$P-P@jNuTKGkfX!T zZCOUh3E6cTx#(%VR`V!M=d}s|<5BSw5|qQDfzt9R)f*MH>hU<=h8*SHE^;#^>9cy< z**CfGbEd(29wBv!dinIJV$=A^Z+hA6)tr!sgQd1xnFFdR@7}6T#mxg=S|0OK>D=36 z69eDg!9MUOQyow6h;srL->O!axv#q+5u>btVFVeMJ=4FB_9gIs@RS^Tss9F$<2BXY zK;_fDpRoDWS@9>?DFXat2GMp@?C#;VNaKW?LY5!cz2?;^ha#k!OdmxG0sr+1q2QU3l7pKG?uM)IXf+za7pC0~Q|%ec7T z=MBrs6>;ZD%68$=*1zWhcNxvT`Y4EnHI8!GGHJ+V8X1cP8Z1C4#QFI-^n}eEVxW~* z1qO&wEYHq=?L@hg<7@KtA-2}Df4j%h!ONqOOL`;pJZ-;pS=1_IMA^-6sYX{FjU(`u z4ClNan|7ljX;r<1fO)W(Bn`djmVOYYQ8U6VJ|wJZfpNLZB+A3%S}w@L`crZ;vRgi& zrsR;j7gc01aw%I*qn5hzJgGM2(TFfb3GUyy(^9Qa-&R5aKAB3rCA@v)8>iXNbF>&4GsU zj%)!RxuCERvT)7X1ChZBV=g(mjY`=&QpO;`E_++6(}Y7^n7~n&=f#td^tX~9L}4X5 z*x#ptnlC{3^@N;c^*{4FFSon)p6_Q-n{8~&W3)sQsQG-?*WIaz$4GiYm-r+Xm2c1T z56#_LeAa`|oxG9g2ov&wOtBP35yp?rYGDzn!H>KU%aDVhQE4b9C)c;Sy6Um}9nh!y zf`SdNv#j$`b=Nh&vaib3q>-o-vX#HU&)S(K4kC@Lu|vXwP!61F&!tvBkas=wIVp-= z@{Sk!G;|dlnZtXhFPg;SzNNMdS& zcar_lgY2iD(g;zc$Yq_zHNOB3dyk1JxEit!?!Qr1>=k3hddfx3T=J1#-Lp!m>-dUc zg0vu{ww7-lql*EKwRc7Vez25if2I_RKIya?H5t${pNjUT`@g~gZ@ZW-N4>M|1B*^r zCdLygYr7*P#++Qtc3*(MZvf-tl zb3X(*JZx?-(?x`Z?a$VN$RO=h)$PN!;y1h#ysg2OXN3GO^gf0=U{F36UaI_>zxKCeW?CFQLs?5B^W@qRS+r z%`qpZ{w?u77KuVf3qZv;Ra?YRU=%G;Y4pX>+}|oz|92xXVD{eVxt3P4lX$DG?dj8Hj>9=D;n; zC8170cBYe5B-kk1)#nG{7l64E(1?Kbx8CjS0EpUt!kVjh_#GyPy1V*Vn2u*uPR-Dz z(b=M!2VB0G7a}`KISI@rujjw=y&1T#rKfeTJU}7<2rxz&yjNMCtyrue%5B5ZpIkee zmR~Iii*ipjwxeQInH%Kr4G$YB6DSNqzZDSxiC|0SqTa589M3de4yaoh@$W{TG0cA{ zC1))oJ$a-s(EI)L<^j2GIRm~!F4j;nQ_OdU8}>ilsRAW8%R60}p03zkZCi8qa@9Ao z0#0@O{r>^v`K0t5Foiu3ZhllmSr-bSs701^s`la#89E7Dba!z9W91cu@PSD(uwtaY zzx@i@Hb&z`DcZ#1JXzTUINZDMrqL1-R@qLKfJ+z*BvhJ|B8@<|RB6!dcQN;}MCLGf z*>%3P{t))$&2_n-?#RT@2ca;bL*@nMFqvsMQnYk$l$LskC&HWz^B~U&PSZU!a}!iU!w2YZJ|4GSPciNEmVyJIR>d?lz7)-ys zc%oq))(Uh+54{WE?!U`R!zFFyN7YL(s@}cRvbD7xDkVf`54(H453{W?v$Io<}6-kS9cJJX`4%prcx_6K1V6o*3SK9{uuR_o;YNn(Ze0Hah zFu6RjnSk(^pJ1E}`U9MMXX|ZQ`ZFEh=_NUTfq6*bm^1)xSksl#pDBb7BA(*OO-fxq?@2?^k_w{=Id>HP?TTXc}GD&um*;f3U zZ*t=n0Ap9c&#!l)QSdXsRujYoZ69?TWzmAFU4=oe&91+9s&cx-FSg9K=v=?9T(vJ` ziF)&rd>?7M1Q^wjNt?7BUHt>+tq;eTu2Ry{n5QU-jXs1+(QizLl%~Utl zrO@xh_!2o3Ix23uS#v5q#5NzemstA;nMS1Ax1LS9rY=icQ>(0B~RG zQMm4V9m#oaR@1xPHw=PJ@f{?i!s_OnD;_E*n( zE4?9)g61^^5mD~Buc6^0=q=%)efsFR#?UL&K?K$5*%`d8WQ*@KI8wkOlt(!Eydoho z`(*nj;r|55cb1e>7ik#S##@fFzW%5oZG$$bI!nd;1>)8X+ul+vQjj*{Vf3VTlaE8FvY|~vn3SI1Cv!mK!p%Q zfd2W$yum0JJKx~&0Xm)!==9w+BMe@@3?>N9g@U0JDf9MEhX_P=AeCi-zC5Xp4r@Bp zre5DQ{LBOyp(&c|yQHLvH}{`@I$q*_aIWBi2%(h+ zz5U8sE2KSed*6_TTU#vYp5vd3A1^2+{yAhe$MV8JGmRY1l2{sEtSAe`^--+0PWyY| z`D@H!^EBglV}Rh!(yEc@Xua9A%G$0{2}k1?Z>k;`QD57-heo4^YRbSBcTR?S-A)k zNxI3<)kd(dp}ug1Y4&wi{?m6gWRINt;;c_s9Uh9IKE`_&2u$`lwzn8&n=o)57{ z6aQW|5`Jo=(fNf1Ih`fLCZg-(47HLas|$WD>W2KZqX7V5fegSgf*~+WI;D@e0wg%_ zMxtOv+(CIb>dLBgSpBD+cR$hk=rvROtlxRCSL5`c4RkqpT&l{DrnRl+f05)5rQ!)PtYuPEO|2spapi4h;;2)y8}< z_5!OfB77whS7+)Vwr(}6ECm8RXCkZkjO|==pFSVmmRTJYtXW7cky)k(D)7Bbxcq79jB~8o+X+q$$h>9LAhj z#goJ**>^6(*#e{`@m4@yh}1PoR)kSyQY3q8jptPKuJJ8m(wb>(_n?kF<*|c%^T=g2 z(|5?CRFetU9vg>uu#upxh3d)~jVYlRa}NgoK~`2YqPN4STt*SCWnwq@HI3FR6LS)6 ziP^0d*CVPAr{vm=T3qS?JZ7Th8b3aCedS zGEXv4f3Gn3Jm2#2mbQEo0}1w5no%r%APHt+#KT(lc+x!s&x-a)jl~{>bYy2|uQ196 z{`j~K8G#HhCX$u!3*3jjz!Rb*t8$TK=C8(y47jn=TfL79u;QGrfKwF~7PepbdyX^BwC7-XC5&I`i;BlDaRiR+#q)v1B7_e&R zijc5KxyU#f3V#W#R3VuPQ{L#V-C${z5)36&FP6=(MG-)D!dTH*pp(@`vDn<-$Nv}# z*<~fFzFtTUAjox(AfQ=ZVDq_`T&Cc~`B9NJyOQM{3C{Ii?TEG7?dC*Tj0^}0f_$*& zoW=~6JXEVV5W@L_?R5=wYaVs`vpoWZe1TvLnlDVsp)M{PHAPe z36mN#J9~_p0qgIDm_MTLK~3JC37u0_R~EWxPCL8sVi7$%1>pb~rD6wQfvC40TZLOa zX8!2I?e2PxeMdtUn;gO* zT0HmD0ELyUQL!e9mj_eoA=UfF=aPf?8r@EU^}~bO810FoQ6RApq0b#P(lTS`J~u}% zkrS9iQF)PGsujJojPG!JXrC!2{;0QG6J(fEbNVYLT9hz_S--?YiMbh!zCdSI6CF72ropy>|>= zMIcf-QSv6U6#JNOho+~dKJ-3XA01WEw@$1E1|3lF5FTwCh~kj3TG=4OB}IDU^h6ei zldt!UGYjdRJ00`LmuB2%-2HZk&qC|2^%>rVE@AJNn%4RLaUBw}D*mJC?jD^hM0g&R zNpg@d5ek)!UC;mtQeXoAs-`Ay0Q8+(0KoV40772Xja=zHcTi@~{V|XyfIblChYssC zAkIgir}meLmXr>j+gWUR#Lsa~vKX;pp*Mrn0@tVb-E&w_c(Ar6=sYLz|sGs_$t3FPYQg z+!2Bbz{EOcxb+j*myie_Up#j)oMsJ8rdOxSmCi}G|G7JkB8fiGu0mpaU-NuL*-uG^+|@r7f}lO?HxU+0oPYTD(P>W?JPc!&p=@igf0K8FnA>7 zFvkyB2dJ0?gXs^C;R)bQ%h;JNterfvGP}TG{Gb-jgI5bths#0)&i8Ta=cvcOuyn&+ zR68OL-q=y#cgD)Oy-lw4Kl{`dCnT7)_#_KFccG&EQqYo8u3I1cEi*Y8WT7l3kYsn+ z_Jscn)@RRsO5_CRM^x_o2JMxU!p?MDo#*6wu`r2Ary!H?IP8Z@$*G>3Xx(XhT<9Il z!1$a6FI{cVoD6NzI3ZXD#<$XdeAq0O@k zAE(3D4U|k}A-vN9!iT9*WpnwQP}t15HCX08u}eJ>#r8wHs$Y&l4>Xi|Y_iN3%wjTw z!{EiaLu;&wem{|aeL^LToJ!r)W)x&nqYJ=tt-rBT#Xb2XO1I;`&C1&J@lArW`sfNYPWej3pYjIO9J^hwx^Qq)yBwZwh=XhP$<#8wq+;_hq z?1@@E++9C=UQyB+?QUm%6Y}Wtd;7LSCEI?BJN9N*s=_BGUQpa(>6X8p^hD6Zo|>B4 znAczMx|Y{FwPA+wHt27`bFbzBs1h0x>Kl+Xc{~;GYZ{lf>vVG=*F8^NjzATVVpXi~ zB+sV}i!5pfk+4+IGNpvb_oisMf1w#MiFi3<_kz$ciTtnou&OYXNkZ-hqAmLl_FY*m zN$n!XEmHu`MyO)$BvNj6PO1Y#M*1hIp$$dZqEqd`g=En1t~DOFT^v&twhiRa(X zUr%y*ULMq%bN6fnNxZxj+235&NA{D#lIvfLakVK4$xI%%FytxcfB2+;m$;8iOc%%Q}3OuELp@qaeI@(&_u=d; zM9Pw{jQ(cPR5r5PtWlxFBa}v!cEdf!T_Iau9#8)c=kXY+*QNV`eo~&D%zYUh(C#%J@^^8j z)I~ujsx{NU-oW{kVU+9$*}ifkg5hh{$;HPmxmy5D)QOI~-#Pl}D=JPAFrUSNCnIFQ zfZb-~-Z>gEj@gg=A?OQ25ql(Z(f_Xl9ce3rKC>_xil~3D*WFvsGDO}!-T*1F?i4o@ zqDhrxEz~iXww?1sUM56&v|4;a{?rB}bs!HeoQRhL7z=2e``6SzGIN)GbqcbULAo=$edoIYheX#_2+M|;|;j&n?8MtoJ_&G zt>Dqy)AM)@c!)1@XLs@bymz`corF5|NjYtCeM&^8EL(?E;8wC$oGwzt#sq*1Jt-8zWCWAW@G=YR31y!ApC6} zlD{Y0sAM`ZkE;esF*=Sy!VX~qLcMK5W6A<(>LDUWn%e|ydx7tAFXt5_hOXZKg_I=l zq)K7C9~rV=AQupc*a4Iehet%vVx^J9<@kVYLMt);$B%>eqq#m^&Yon0?D4fPsJL0x zb?`0Z2PE@;&8MDi7Xmy3D;%|e&t&K!F(A%I{JS>Y`H|`A)G2=YFSH(-@qe_a0rzTW zNMV({TIew)C&oa&aNS6hb-0erFp;Z>iFoONPHs;#6Gsq^(#z6|6hE1l%OoYy8M)`t zRjP`1s?yfQ@=rRqcshR~0Q>rTes0}*&Pm)Yfm9J{)XZ($-48mQ=HuZBU=KG2z@xd_VomFRf2Y6pgaJr4^qd3!;A=$)kMyHUN~8z)GM~ zcQyp>gi6w_K;R=v!hj6%u-;en#JMdd*d*vh&1RGdJa#GBICi5KQOrorLcaM8=hbH} zr@5Nqy6LN78{o~ zfk)vRh4o)}o?woDWbu{6oo7(Mj=gls?)y#0_9M@|c0bbe=LN5~Qudy@qj5Y1ma;jx zpxW16p!$`ot6N_J)l1lP0Udl#0(v~|2W4gDXZy3q9c4O@fP0gNnh$n6V>L;S_I|Uc z{<=o@{}|ER;ATC!mWbpC2bw}dfERDyGWZ&8=m-)sJNojI`fTIpmw$jQrQJun&ib|z z#<)UZ`kp%Y6ee;ouISCtJ2f>?U7`O}9dRp2Pq+p=M`4$2(tu-@r9=O!Jd2wKW*kCW zn(Q42Iy{RE^p4E4VExoilg<>IMYaH8Y z`||x0qPJPeuh!y(l6x&mN!kvv<*ot7M&t*s)){G$l*D$Jfa?>2!a;)F`M|jjtgFIq zAY;ZtoEbHlhBeoaTe%JeXIEoF_Q8aA@Lj8j?ju*X93dFF4J!>>VEl=+zwKE>Q|Eu> zBP;@_qSxg)PkTYE1Zw&3Y!>@zzuqKfSkP@$4(_yL5MvIGKux&g0bI)YCw2UGWb-;( zXUZGHVXwDIvKod1_)?EkG@k=zY^ug!OOG2{^IpHjXR4NokX*HNGhlOo#lHQn9pedojR#5HjKi zE-&22>cpo-+U{KT^Xu!by^(s{7}(IDIzn!Cvoq9MybTX%0=;WUNEak5kB&G6sbwe<`a9Mq9JM{OIcH0%3+7 zUx3iA{eEkKmjKt>)VcE+AvZU4XgqrLNM2imUh*X|aT4@7v}2(*c4D#39kmrd%hvTb z6hCAYox&G4iR%dTf*?*--UNpG_wIq_@5kI6r6F%e+o*0y&b5*hDlN|K<6a=qp^+rcA~*;(dQzUoHr&Qo5w<``kY?TaM(Hm0EMoKA_Hy?5;fJ0R&dk5kN7@O1Rv?9M(c<@APTaCU?P4wP8 z$WTaPP9>*8&3U;ulbDvK+fJ|f{Af-0m%uEyodY2-0D8XkBVo{gOCG#vqCWC z`ry-mG?!!S!xAV20#)7u8k@2$#nr8>SM;PF8OEA z^gmgz9Gdmz@FNF-br}(n{SqljIs(tnVbzX+fB@lC@H_)&&&AE-+vfMTPn%ADKt9E< zC8N5wPzOaVH)Gif)4udA4)s4-K0jae;o{)hjL|goKqTNw8_Jl?RB9$>7J|tI6Tt`T zPmzB+^PSw%OS3y#_O!$fzaFfba&DrdoR?gIK?noK%1uDcGpB`?i>9TN9Wcw6j> zcsyeZ4zd<2epix&-pw`|sb<)DdkIoB9U%+F?NKK$ADna0699#=e|pykerIHGatfQ8 zPHJ9~USzHI+Us}KL?t9(#u~M`p!WVuie=7>6CL6lq@OA)H0GY@njn^c=!G!;syQs^ z|GlbmsvYf9bX3&#Of{oF?{%gfFMlYqxs8p2I_3Gwr_YeYA3B6gOQR1bIJUBwJe&O7 zjhs+-RHg1Sb{2*Rix}q>1k*t^4V?#|t+V76C z;ML&r4-K6YVN0i=W>)gD2+pdcWmR$I-QsSf49h1epK^Qp>YGh?U~V>YAuUY&z>$Nv z-KPLTWI`0vD zWi!=c3p@ky=)Gik0Txy^560eP1>PM@W`l{#c6i>~ z7a_g`S_eW`t-dB~&LN?EisFr>F(1+{Q)t27+NG-L(|h|aYBpa+{S@PNyM2S z33=*^CBx>`glC#BeMf&O0}@n1#LQGxw|4Rl$>+nJ<2&dSo8z(yF+98 zVBw-=^45ENlBH@h%=32=uV%_TYxtv65HZow*+1#0y1Spu;q_xJu7jwQeqc_YR%7o1 z0;$_CP4$u6#>yeKXKym;auyX`SU3R+|78w#Rhapb&>sMRAGbIl|DM3y}0j7)X!CAiC z-miA|r)$)>kuW5gLK6{fCfFeIZy!Pjtw;eW;=>N;SDAud*VhX?tvMT$qgAzhCZqS! zvo|MQ;vCUS{w@K4W-JbO?j#_kd^u z-RZgB9kO?aCDEtYYvMF1e&l}|9zkTK~Fj_H#h9EebIN=mqSWcpP(6Z4$Uam z%Hjy6bdC4}_5%QxFj=$R^o=4!Jl3GmktSl5sTW>e@qmA#r83*t9t$RKE@zKDvV4!Q z%~6OjhTtr!pbTN5{JJG-G?tFcXK1YR767B|KnC& zMKgoB#>3ZzA3x?7f-qzma!+C6G^PrHPLqq%{VyP<(eO^&o_tMcGn3=ogY9fWmk6US zyvyT`=F37}kb)aj5;isp7#&zIU>E`ogRC{R^)7WXlbQv-4xFUa2e-t}jR7!}{0f{+ z*0-o5`(4{OTK$g&1)1~3(9S^Bs9t@K!rH=-?FAX4Gwdyeuo9`TTEM#okd3;!`iyp-T%6&b&99)+D)?B? zF4B|jGg#>@CntA9c_Jn7g!5DiC){Tx{%?>B3-Qdq&?;&`YFBXvu*$iY_%4dosvL}fN(RXha0gDdw=cid zGHmj{`kecKYrIK!x{bq}YCUixf##7Q*x9+5v_-s+KE|_YBrNS=371vFU!Iwr^*b4p zgE^0%pZh%&k36a=+g<4{L1O4^n3$Lj$*%`y8DNL|OiZ1_(g7U}fkP3CWu7FpRwBB? z-Ukd3f8oY}=9?YJK-RZ?`t+&u5sYN;hW=BX&pQu2@Ba8C&25!@*(h`#M&tH-y$@rC z7=}{*lPz5%(^XEoJXi|u{^Ak~^$IZO%)#hX?bqZyw2}?dxRBFBO^@*Gd8aPsHYJW2 z=FYo5BtE2EOvz5Bz6|XHeSLDu%1&UXg7bfHP3uMLoJO~l<^vE;0Urv$=VKBu;)J8Y zy*M-J;$RyP9$eG{5d4kRiH4>Hj`o6~4_)(P=>9Q-55C)`2?w!G6gYes(i1AoFF+|_ z-NPok6kx_APtDAHPLEPLCy=Xwhf_Gx>I1pY@OFOo_~mF~^0*40qzz2O$3j4lw*S`u z*KDfOo|lA*PYM)LHwlAK?tM$+m=0~#4g=dRDu`M@D@U%>earu8QHG;Zu^KyuVXhgyDB z&ahn@RQ6s~ZK5W)ABzpop0;2SF2LeI;1r8T6~;fmmbM1;69g6~(?)&*_T5<8 zstI?+?c0fIzK*YY3#zt!3MAAl(|!oY2P0$N_Cx_bg&6iyH zhmpDu>$c9dGoFn90bg^87|A>A&gx=s@_2&uUl5CM!{Q+6&cm%o0ibkXGaR5Qd1;ct z%?w)~Sn`Sx3Tb#quTilx%|#!2udc(56SNA0#Rsuh4S;X2dY@2Au}poqiA&GOSc!*Lp%GwvL2q$hMuWtX6}N7}3O)_XBuUFY%$LHqe_C29f+rQJlc(UZLkj@ulw9Zs< zm(_0g>%b4=fdO%I7_h5OD}cg^8Te<@CF~r8Ql6D>N{GjMoQkYyB)js#d>?g zTmsX4bgP#VLhp8{b?aOa0~6VKP&LXe@_$0jh`Ga+uSprlv7Fjf%g|#q|JlP1A`XIP z?U_OzJK-PdZJYQ0K_GN!eUX-4o=4uUY`I9Qbi$pN+b>aj8RMgwY_G?ok{0Q9at?44 z2*yxnFhYgwzS}Qn2hs0K-2@?7T4LB3yCc`S#LcmOrtb0|s80DWq+&c7`g9u|eqhkG zfkXSs7;Gm%kmAtY!pAQsc}^mBuSrV&bTxOiIk-7jit9qoRuN}Mx7O3a#pUp$Lelc> zPDeTtG80(=Uk;fEN}-Zv@nD9}^X&^T~PTMzD^G3L-Scl+@~|sIaD{M7rT36-9yE|pp~I2!mNNv>2?Af~ExU?<_pe`e1oJ1pQV@~3aV z(=PiG?DO3AGu%iI(`9}~YkXoWrjA>$StWAJ@-;D`ca&SG(1TT2@Cv>7=9#8kg;H*qQ;Td;R+L=tl)& zEYg1bOF=%N2c?JxrDsYHXGjP6Bg>Gnn{IAghA3M_Ac5}FwSnhm!Ntw(hKL9hWnqyg zeyJ|Z$#Ie5DXgA78rmJI5l}G)5(0=~fn}Q)JbH5qg$ooOJwyQJ!=;21Dor)Um9Z*> zItlXGE^^onNMr8++aX!pA25~s1E1w)E}fW|2%6s#fIH8a*#eJvmVKvMz51_tu)P`i z-GKe2wxa}zyZ7%w@7&qJ1ZMyK<}WKp+lpJ+8)vlH(#VS^(P~b5QjY&A`Wf~o;Izc* zhigdbrKp%#5GG6qh_kb4>d%>ni%28R!9lCDvobwB&cmy#Ynqk1SMdBphSSaPLf7}b z$AV4Mq%=A^n!E|LnA3)@hNh-|!?0cVTX&a*Az9MX(-RXtvnJpMZQ?Gb5Som5OVOqfS5P*kC&RF*&GP{ZuM$kSK;OKA!<#Sz#6mE) zL4r#7VY@)|qXP{~TT4Z|AA@pQBFz7fTf3JyybU`W+B#%%y7%?1!Z=*yU?7YfRg<|H*qEBtfq(-EOCb$r~A9UM}3IITZvnQurtMaY{-Yf80&d zyjnWT@uK&{qGNu1GU3jkVyACH z^;nsa?yC60vBH603*sm8v@ez>h@9Fso9MT79vkiM~ruT`W z=mmEFw}g9Qe_{RDgxHZ~)?Bq0g$rTMIma2v$v2Hc0RQ;cS|_%IpgwKYiQ7pYPGP=x z4~BnbiOVXqf)RLUmH=Zo!e895?3L}ce`|1$UqLOBpDD2b%Rc+g?HLBV2915WB;Wr(O}S*jh%XrD$o;@yWWIhaDRg5hlO!N1 zmQ5uYrePr{q}D`H@dW{d^MMuk!QtsYjV;sV+i|@!+iK+f^DQh+c(mfw4r3JwETVW~ zPX8_?QXVW-*{D0K5aKEsX1rJ`wpqFuwhh^(FAB zs_Le%|L)rUtK)+YsTpn~$&YNtp(+s$>e^?syyuE!ljV7gcRhyV8tzPdlrRD`2Bbky z*aeSgm*uD@q{0FZ0;y*xn@DG+xVY_-i*@dLx!lmR_e?mz&Doj6D0{5UeVeF%WMYDk zgCmyG5p2zb59O=X@)gk$cb%kkBmE;05ilY*LCkXY>tIgO5f`o>uwH>iSF_R4081&ghQs~A=lSjy zL$O!lK9@6QX9qh|C5bOI{AcuBE`%roVEISKC8ZX3|CAbY{HfY3k#C!V!r0MIOw0#e zhV3oYgTmz%d;eLG5G;4>{b>BPGgYcqOwu$49K+v>-$R4XEE>&mGS<^{=S1eBgZzZ` z-2QDWFP~E)Eus?#_O~=Q!;f~a({ddU7}P{?qlGY~uq%fyJ4LR6#Gd;*h;rJwAb#Mz zL_ljxOUwI&V}j#Up|HY&0>D#$EG^vxyujtcb&q~v?B0Al2=pbrzu;39Jizfxd2mEp zITsxt50#2NSutcO^clQ^Iw=$T%FGVXLBVI#{1|XLKATObw zF44fX{gPVi))RfFK5T}!&XC$i&p_HhLq=mBzuhX|<-h+25oAMAmsPaLO9=0Ryi;LR zUZlUETKWP59*CJ<7|yPp)}4UR&wa_R^=7$(;#YX4QaE&0mzO2iGZ<}tDn+m2LIIrA z<1vsLb_VB?SvFBd?Lp2DEd0q_29%kY;DR{Cy6Mh0nV>8$HB-z$k-Dt>Du z+aOv5VnwQQZd`v zjmhQ=@w$P7y`G1DKA2ZwNV(C0-zzlGaE(!85Q^G^zzPzQD;VtSat)gGIgK(lKe|gx zNmGjOyL)&Tw7TX4Oja;T!+G#!xZF(gxhI6}c!S;<-nHGCoGyqo0>dA!l*OU;(dfb6 zV`w@eNx1}#8r`<7=9GxX_GE*S9kY_H;r%_;~ZlaSCb2sE~r(%y6OoF1g$YqbAS)8!|JiiycdA837dV)*Cx@Y_6X zAgh9h7oiF-kf2FtD9i(PIK*u>T|?9pIpr-g&+TATS^&HkreVln(#ThQ%cPXnK3xrC zJDUyK9F#oIlQfsJxuPf2#x5^k4s~=K#xbz5?LepnovR9ygRG;mF;YBoA|PjJ_~e^d zh$MS`{WMZyDz}@UaCR+_=?8VfR*m18#A08}&=?yX9@^tpwYIui0%2B^lsLn?v$dPo zLb;kgIb>$mksI*hgt-5Yrmqahs!jf;K_sM8x<#Z*q>*kAknRu=ke2T5F6kDO6r@{9 zK$J!r2}w~<#CPsz|L>Rmvb%bF&UNOR`PInBQm^uQ3%-GC|#@`kk4)e~1U z!A?OitDWGE-^`5pv?O?M)W$r>LSL`w)5% zWPyJm6nPA&#tSMz&t-j!Q!(i-HVhAtlcqvwXLdI1IR41CQcAXs zy!*EqDmrUkY)yhS9lja6W%wC)Mf|KTaz4{d!yO9h4U$pal)Gh2!z;amD~p_LzY((G ziJUSksQfu^Lox9YR5&}_`bILUsxr#4kBpsbo`3iwvobZ&2*R0f(~RGjnrTHGO8p=G z;Y{Z=zH8ih7;Y;vL|8$6esO*2&6tyYjFb2;+2sjxntpv6{N;Pj&a-xHva=^F-?I#qReX4IlUQVl>@?Mb`cw3-F zrf_=p?^TNrtH}R;xOz-bP|ykr!a-omp<6ARoBU8%n2lEhB4F&OjBenwg4X?Lu^C{Y zX8_Z{I;RSBM}Fc7EETa66;=ZccW?X@BSC4BP%S!MlV%4J{vTiN8|LK-gu0Nb8>Z%( zs|f-^2chFMdALg_3oWWkgpZl|X9e6Z+|30E)2M_&p(p`&%y{UlXJ-f6PK@NGg@x#<H<3*Vp&~SHz47yNHrYn|}jLZWK3D51-+Nj7E>Eih?;O6($y^~sLjsgzqPsi(_8Jqe9R*8jn>zY4mzZ$GZZ*Kk^!^KxJF}NVg^Hd_ zFc>V?#q4r7(q}@=_94j}fkxyEyMo{q!XCbYF;OXyex(z`%Tq_;Q~pP4 ztJHbj@StM^5Q}?KSD?_x{ z!;#a^)6=5DZ!q@tvl1=Gkqs7$ad91ieneS8i8z& zefFW|fm>qUV89I`0hwY5=DQEA7bsX2ie0=@`TRMfwJ|4NM`BO}9Y zf!=(8-K*~M=>1*ZyQK;5UBp}O_nol*cw`g|I<4Ro`egfat~CH=!9e$jtp(hk1%Dou zFqF*j@q!QqP+l>Q#aRGJ`Xb+eDoxb=TQDjnAX=Bdn;nVXOid+KR#pN-$0Ua>u8rJb zCGzgS=9vYFOAK}zxwk-Kwxc8Gq$C<-V*l9xe7jwQlM{zCH!rUPh8iF$!E~u$;S$O(!hpzYH3F(_+#f&q!*973u0!`By#VhN{x9{gJZsN> z44E7AwVO+=umFSfsG*iJAGYvri7wL@H0Vj{cAjKe2=djzFk3nrXQEln~{ms0l&AZG@}Xc!;B7K zU}t`(B0G^18b(mxXY{C-T7rKD{>v|;DY32 zf;)GR8er+_1z21l&;}w-1we5HdL!NOdRP|$2wg7p0BP*nE`;K}F!>co1SX^+hOMuR zr$8`euxa*v_;AbN{gdyD+oKs}sy#?;lJ*z|e4dc2*6g06=5-Fpw9&%+5lf zVE|B{`wO4@jjK60D5P~>U@NOpc{Dl=xGmGihyGV%F^4gcT7a3wNJjV}@84Hth)YI= ziEhJRt z8@XCJF%JXJ*Z=R5qz;z`7X%2?yuL4b++1IQ$tq7%Pdl?x0V1DVaqJ6HQqKMypMRh+gOljhqNwOoO3G>nho(FgSA6Zsh5vh6F*s&N za2%dP;RHsa!{dN7cJgsh0ZV)xpp9EwTWf0?KqW!oFF7UU#ywR@Wo13A`f?6Vwp~N# z{|yOim$HRPPJl%~D+$vX+2pJ4orBz*9PEh6ltH~@5C70^kRA$y9udfpB!NL860el8 z38vlgiPJL4d|PDr?8%nHs%oexD1zUBhXZ0;wP4iO)6;Xh|9xxLN|!`e;{wXauz!Ln z)JahF?$e`LrDN6fZwnHvfBGc+-}ec>Vk6h05Og}QzCB+eFaVwvES%M<;%5+JICRP? zDl&(lXyr7vs9q6nFm-I5dSTVmm}!p;Ot!R73~};1q2+0TYnWhd~8uL z<$DK&-a@Ld*RP|6^ZrB$QDI?NCJpnuma;YiJCI@4X6O-u?pF z1G-2}ZSB_yyTb8Gn94YxIKzZ~g-;q$KmX(Fjp6IKttVA`lNZ z03ydwH1x+djXxk;gL;#=hd=!u8DFW4JXq6H1p)TV9?VNnWzE*X6LV>U@pV?bls_mx zC+9c(l|qiQST~3|>YX!*cn>&`5G6&X&6osb)b}&TWde+_CFdJ|WkiI#g#C#A?t=V{ zX=i8`0LxhQ<0DVx4OKF1e1N!zzPi5wnTTl6Wg+U!ryyPi@}1=TLHc265Q>U{y~O^A zI^GFDHPnI$rr-8hCDhG!KUDC%9cVRtig^WewpAg-=GH%Qp6e7M-t z13LtsEMKYUWx!<(Yw_&pAomeuBl1F8&&7-*(p;I1BW^QE|B!E+^eaV->(GcZepTcV&F=;V)$E|%geW6LK3?8$UjdgW(<=Mh}>W+UM`k}5v@cKGBI$Shh zYYJS8Z8s(uSPw-kEZf3LUFt8z>Z}x}DWasOZoM}HN9YEZ@7uE{hZ2$DZhPvmoj3c( zw&Ww+A0(Z;G*YZp{droFT8@5Fc`O&YYt}CgC2akVYcUO%Nj{ztsgs$8%5P=dQVOAA z3NW=I8zWjx{i%xVr_#9r*8+Ukwvz=AbKMB-?mhDZZts1N;wAfdH#;C^rtqMhx;h|n zRTWjg&$el|9<69;X|vre$VU7dE>XH&HV&a_gi9#P{U>~}dxn)VLz2QsdQuwFPY9O? z&Iy90{uO!jbn-7^o5eg@eu~=+*3_GAZk`(r0Ls(( zFDqEK3%5b?DO}$H-2QE)gTzQ#>_jR<{mHO#kj%II z@Zax0_yYX1v$MQ2p8%4ub6~ojgft9|R~iFLQDn#uP_Q1DK9-l0$yC-ZTYS36K`8z` zFZAHp0{<U5VkW`5IRw8@N=F?x7*t{DX{IdE1o3Xv;O7YC$UhL!70%varvOhllWpFbx z(MDuCe%ic$4EY!UG1QwhV-Eu~&5q)7xV~OgRn_)lSZ(1dZ3})n_*SXA@d9w|)tZwD zi`<2waC3Q{TwH{wrC~iJYrAd6*c;Oz@cfRU3~h~73G}LQSPRzBE)}7+@oeI6z^5Rq z>ByFu#^q|>HDjB9(!`Yz5d)KfVpc?Wcr>l-$1-F`-v@#;AIsZ#-tf&zWS9J8o*H>X zMUa?~z~w?;T&my~`|t{}UbcWje0yjm81x9nZEoQ&cTI&PJFQ34fbkabycQ;ZYG`Pv ztQ@?ZYB|9PU|!aebDU20OK>++_e{?COz*#Yz^TV0|+ zO>}+npq3xlW| zXlx~Z9smYtdepfVzLqtbHiW)~BzM#6@txX~Yupds)TR(M^n9^6biT~LYf0RMy`* z>6}~%kL6N~ap1v-A}om}*c#(QeOA&5C+FuSs41%6-{9@+k=sob2IuJy$I=aZaBxHaR2bYGIy!Kl?vgdc!Y& zaD9~e`!`;~E53?7ihfzb6U#Ot-cK*OC z{)|M_9HByCw#ie0;D|c#-2q?=lczK6ud}xHfYo)s5kw@ct%81`NWyhtK#{1qxfy|0 zL0gxXr_y?UwM%Wv-(_=SBgQnB*0^pZSfx6yD4XP_Tpg9?Qew0#@{Xx>&pzgw!^B6< zk7d}&Z7;QiPCiWOto70$<^k7k>$)|GK{h$hy^70c3e?n!XyYuW>>s|yWEYABGPatN zi|B9MaoqUqtaId;K|8EB{&k>BSV3Jq5V#jWI!4nU2!Q|!x?(sXzrlf(nMHp6yE!sa z9$L1zxHuN|?6`f%4#Ta|$r;?NclEnk`;+*$`xP}m#9U<>ju5-HiV>K1^(DSpHBR~C zgC=gd7x)`%{YRHuHeIGNv>$z~cK1GXK>gRcL$Xz{A=ZFm8$#~QK!s`0;mxxk2%9`( z?qQPI0y1+rJ@RNCU#J)hb?yc6#{`*uX?bH&|KI#0ntso0ZOI@A;KL2P7+&j9a4Eb5HeNXK`SEfa zDueteTs>hgpF%_#o132A9C#_%MQWgRM_^8v!wN z)eguxTmE-7qR9x&6+C|2)7KD6QdCt`UqMSju>iFOmcP$E*Pv}e;G%HLf~Ok)&i3V} zv9SZd@#{lPh3uEDAP1??0oJ^T5v=yW*-Ya7wmdgShFG^0_55@I?)mDPnse#(|2Tl& zWK_hEKuha=OH4`u9@Oh2Q1Vg_(swK#foVq(`IaE-*HY4_cBxWe9s zf$||Fz=5nGnL^_`Oypp-6!AKues>Kc_2S|pcM!(d!E9Ck%enu9_7A`*1bH(Uu7bGs z2&06YAjgwhHUf+{r-;D=vD^XvNY9Hyy7#cKqcB>k%zkeVv$GRk!waZSa2j9>WIQ=f zv0`euxp@&RCIwf-`LACPfD-^j2hjK!xA4j_A8Dgy4JXpjiuexvDfBW@$|zcD`K)hk+8K?NQ`!7n{MNPa4L6JPL> zo@8L%!vKK5G)d^2-T*_x$%iG9iyO)7k<2uw-G=S4s;cU}{h%~!VlKno`~ogjWe}6S1OXxPg9ncub;5Jn z`?ixZy0P;=RtlXFE@)i)PtI;|crnaF_hCjV z2k}PvW9)Y6X}y_GGcE7mf6V4%<>z;Y5(YFpWStDQg7>K1*LUB+!Tq+q`-wA5!Y&Iy z9mY|8vRZm+TUlKRr(WAucpT{wY(I1bQS#KO1Z*&Pl-7ZE;uZ5I^quT{06#zkX)xnI zF*P+6bBBmHC|Yk@T5Q~m7~J>xa$Qe025)b;AyKZZt`^9Od^44okJLl`A6RdSWS1`J z`V)HHQZ4)K(RBNLVezpvcE%@7juINtcJJQ+YR75xX02~97Ti}JR690?!=$^t15?Xu z&s$o_S7PfW&k_E+Hp@tv{)o%eaCvJS+?n{qSalU8qc>*Ab<0im+7Mtkpq}Z2Gj*!P zz9lTq%t2`M54dXJ%c0)Wa!G-+7NKNwx^Ls!7VVg}2>-=AR6aC-JNWgF*4BDh-~JDi zVDmJSS)3{ab`l1Mrc3O@GU1QP%a>CsJe2!jMp}djAmd5fP#DGg2{D?DQ7fzROQ+(IMlF+ik{M60;Hniez0 zXHX~I63!1i|2|k${|~g% z_s8#-tL4VH_blA0_4W0gS|*lJO+I(AfiE9shp%s3Enn#A@eGf#zhszwcX=7r`rLLr z4mG9)N&dp`Ii}(>=QgHe{10>vAZsUJvc{({Q%^h^?8;9@-1UE^3o_(|mp8)0a z$=nv^V&vyf3!4w?yPv!^D5X=gyFZG-2x(nQK6=)v|j@=0Sgsmw=NNPcfHyF(F`~mb!L=; zrMTh(=eADS<*ea#I*_JQrML8811d&?v(u!)RTW-|!bA`Q|!WcNFDV#-)hR_5601m=)&;ioor$57IXJ;8* zcy%Ho`Hx?;ATRG4zLHJW1kisoo>&)xtPVu?07ZN}%zSaXa+j_(esUGI+X5Rmv;DxN zqtN^9+L@TI!2c*SmyXcoq?WEO@ria6TM()!Um56$cxDlK(Ek;Av10@z1X!A0*nX_D zu#bM;>jRA$phTO}E+Ui|l5SAFsX?yvU!k+d$Yc6w+?maq4BKy#(>?ai%6daFfZl`! zmO*`kjiUw(F&$h47PaMNWx?I9h2_;5461E`$KZoMfaTwHB_#;iB3Mm>z3lr$nD42b zhb~~XuBiw@tYH%I#oN%?g=cR6=^ie>AkH;hu%}6av9%$nEKcqWiKkNo{{%~NuK!_RqBZRjlcjvK*sa=A;U?g5xYtk z?jvYxB5^1}N(V65v}(Pn^Es2^6GFjjqg6V?NiTJBB!%qaPkk5Ua@4}Gk+362*8GD( z!t+c<5X={jtpAYAm-(CekQqDWZ%R6k8fMNM<$ z@PT)$8Yf(tc;|C!bvYI{@hC24wt)fUSZ6*kK~4tn@RrEbYeOL`IiQihcBV0DGb_t2 zAJ9#zTbp1W^+9)`kO>UN3TS9C#$b~(P#xZXcmGqyFiSZr7;0-b0%OIGJF&XjRk;Wj#JSflyk+S)f5(_aSPN<@dTvD8|lCP;A67VEgyD zd-u;zAILQo=4Wb>>c;@ZmBUK4z%qNZogH2G0t05p2x!9=v^WKr=fNsFf%nadIf_Z9hYm0w9^47)o14vGi zVUW4q7eDgS*Jsse4DIv>1>et?zDM(KWk}6*e|$p`rk(owPLCtb1O}LokUvOBO1xSq zh1wRmGnZ~&G{-l?r=?|0mA`Ia=4$6JECkDFGPz8v9iRHF{X!j%qv&U7jS6igi|eB( zE-6{qI136w${D~TE<*jkvb}Z*IZ z&iMFte{T`7fGxH-UsF#n^Z;pxR9FC4(os9p700>{i{rT zLj7Y9navzzjQ5_@Lb0IU+4%x{4&ivav?K&AGgNKYJPQ{6aN6d$&;YM6^op)aaf&Qr zX&?d1$q?m?=Am}f8u2r~ov15pu?X^!uZ zl;k)2x0ZMbduSOhN+6%Igr3vjkn>m!z!-vqi))`kIpEq$s^--h`T4A<<j?(hx-&c+{hKVnZKkHLd}q^Np=5Zm zyfOI=?yw$Z{VqQdS&qq|?(-;xr*FK_iptANP0l+bghB>>ot`Ey&6V~fddqM1ow+Xb z@vWEf+P$Bd)$s*m>hsA0iG#L}=b$Gf;m{#}=;;XHz>S2#qfGzd*wXTq?!Z^?5E}~F zlqfm9JUzKwxRL&=d0(l45$%m=Vq|1=a&(06t;P596JKjq2T)eLKwiEhe$?(oD`uqt z`Vav$tmIjKCXVWqYn24qCjGw`JLE&o|@F(S@H!h>6D_R!be)ak!vh_~G&5uk3xp|V8QKW$bzy9r+?*=<2&YS8wv_k=K`%mA@d5004w) zf9Fe)eZ><1Mb2nYy(I`{(vDeT?=2=^;EEEfjc?%!V^7I1PJVwjcS z{9wzUPW^!N!D%0$u9M5n&oXxd)Ty3PdEk1qm)jYHDH{3>4G)JZ^)AC@uixx@0sic> zkw>RE@BPT+Jrkz)ee#k&xFWNEU|;(Qp_4F-`@Vd6SIk>MRks;#6X*Vjg{38J>ddCvVAi0#5W^S>nt> zTLLz-@f?A%fdRBvAPPcxvB~?$*x032i9RCoMPp=kuT9<6pFfDE1m+6RZV?Z(ir)5N z>8e@N(r5ay;A&yPPLVeeipsPQgvKY?pLKQE_BDr~1gS21|bVb}Y1sT1Ogrxsb;+l#J%mR&@? z?tUq*g}U_gYjdJC#jhnd%N;(S`ujJ*m;y-w5UmKtkND>1i{0uaSnSzE8SlxpE8&T_ z3r&Mk%Ab&M#Q)~5`uye7C(8*}EiJ;k5Px(HF{3bmP(ivh4A8G@Yqd(No>Jz>uD(;2 zpHHl*9E!8=^L)#j=$xih)?^VgN$39*_3>D}IqP^tN{#;8jo%js^uMZ5>EyEJ2aiH{ zC@EnTkYWa_0H zX*HN_gQmbr((ktAI^4o@wZ`WjQ!q!UUBli~?w-NHGU($F>c{yv^wd(LVNe7+pmW|~ zqoZ;K?G>)F0d=Oy72d6&#~aMjva7TFRW0Qiu;&S2t+mnl#YKcq0ESw3vcZ`mOC6Cf zk->ze9C}Rm(1llP_(5QZjykvj4X$=#l_Mx($J)Uml7WX6!+CC*}NkNhPI&sWC-0xS7+~Nw!?{g>eE=5@#bW&IxHw+ zrRAp?r8;;yP^-~6Fsd;*ZdGGj6O8wuS1MGhxj*C}uclZ*f2r|Tz>1ih5xSdD_-PP$YsO`5cENF;E8z%Vu{dzumlaiyb(*Ia!eQnq*U7{Y^B`h;a zs4+KX2g5>m42eS3vr7A^EpeMT**zzj4{jP~(0ob_P5t5@dam8bGS;M)|8VZjTTNZ< z&l;JpqiPIlSXN>;L9!D(?fOWQfUk?&f5&YTeQIiL2fp^Z&T=_AF_9S@x=MPcrrL%N zxx{Z^y(;;>AaP!8eU0AC{JYvWx@_^kwi%QTbbc>|XTlA>J(_iV)2M`d8 ziba6DobphJ!+?+k^)o7ZSapNr07-Ul<@1aa7*rApIFsRIs@XRgSGWn7AgB)+0lfj=cVK%{F^Bi26M$8 z=tS|T1mkd*T~6R(CVc!FnDFI3;O)@jPO;e;PFF&D(p2m2$5$|7bp|IBP-^>sV^v+y z=XEdr$V2 z-q_R&pY{5=Pr#Fh&^6_OIGpJ(Ghc+Jyqu2qH#cS2H6ns2lUqUOe7^fJ@}uTuF#ebD z1V{OehCD?@`r&XlDoi*rEzQm7`Tg9)6!T30U5ylz{p&0wcEMe~U6oV@;D?Kwn>2eP znI7Q}VPgIms&KWk$7bo6>1ev)EoDWcp)q0mvWb@Imt0;SwXEP;DoW{85Q;KUJ;u)CmbG(4mkYU24d_Eb0xvK2 z(fN#wjR64W@I;?1c=XK7%;oaLeCTWVgNA=Esfs1&%>fX=u16_*1Ec#EzM~8&!c7TQ z(Gw3Am8>3<$e`!2^Btk$77L7xTu-KAa~4xOqSV3B!PgEN)JnC1$E|jrlZKqZb+62{{vN3mMh#Z z@bp3>U64IwHMeQ)-K|U?#L8xGsPjrLSNAoeTZs1A_)x(p_DJ$elaHhbuS!nV&M!rTv2WYm z=Ff-btPBG${uuUlPxts7{`@vuM3iIJRAD!wl))LT{!9?_o;1kNT;8R3z^M$zK{?Y3&#~;OD=#4?pw+Ik@U2# z7z4%j~U~fO8!`_A-p4ai%C$^$TuTXdP&DPKSB^a>a zKHrAX*wNujn$uzVYuquFFb0`h4geweLHyD)sONBFSlVmdOfmKP5wIE#MW{@Uc%s;G zG5!DhRSAjCBc4FI5p?!)M?BkY{m;DY2sXC75jBoB4*5Gp)_4 zKK{p_W*!T-{cSXlYzinTA&0e~fF?&|M1bE9`U$u|rUBgtE$&dx9GGTOB7hSQRho4D z^x<0Ta#-*|AfqSYEwm%NUw5Z6Wx1iX?~y^ITvAD5l)=*Swa4G~H(qrGBS-bVD}BqP zjPesSgo^;`BH-~u21C;P9PGwZiNn&*-$&;q{iO~+jb}Ne?gN8is4LWl~g67)D-?^s}&@GTv>)VT>gnH zM94CfFl6~YCfz$Y0BO1L6BSWWHoAU7<{xaaKQ7FvCf6DOpiiU{!Xpki-%(Y zmXNuUY?+k_WhifWT-1miG#XU6G2jWd4XH>zN;4S zG2rpSyAOFdk>@FWs#3PUNQut%e~^zD@NWx)t>gyo5kPsgn;mqc6kLL;?@Yvd$ZrO< zW4b8AhXa)XJzH(S#@YEu(C;1arK{zjEP}$F^zxwNTvk`|Y5RB_c%7hBLc*Gmmxr#l z9_z{jLH(9XC1c#{FvqInsY01QKcS|ejg5|18u@@Djjj#W7X`KIOUNT*AN>1E-4O7{ zYyAlTX5L4KZSZq)bF%mB4yNjAYtI>#vEoCg!x@6jP~Sd;_-e&(}t z{I%_wUXul}VHz%VSL?mZYK|^+<04laZ0r!yfe#>f1y?o|FZ%ZfPP1(6F?Z=DT70fT zjO351v@51ITJ5Go`17{>cWjQ;j0Z^WJpuRQ3bZMJBDfM#p6;cxf(Zh%|6+e-X=X+% z!BxU8!lhKYouYwo9POW^ykTxQ#~2~HTm@fJ2gdK;#_gUkZOJ&V#T9gkUq{0j{(PYU zy#UQx8QJZzBNZ;@)G3G^H1$VZ7BF~37dI}BQV!`~m>U#g=r6Vl;w-^+N%L zq#BjHX7EST%{4a8DXtj@TIxSn66nbK22W?As+PrAPRZ}HD}SRp`2z7afQj-!DmoNL z-AWB)-#R$*g*BI#mwo3#1t@rhCJTw?1u6O0$4`B9Nfb=3Ux8G55%n3v-BQJSxs7fM zoO!cUSUs?!0XUYaWoYfLVBGJ$2g5|p@39Bqi$?G5FX#{=CfL1ov0bj9&CAD|OqY-> z{Q6%8U#LkE(*tka;&K~nYxICV<2#w4e@E_5XVpo4ARbt3)iMXw`Zk3kxbg>+OeoLTM zKuECn_S)R{v~*BQ6FGWYqI5YqMb+;fSK3rMR=TkqPq7D-tf{Q$BtR&_fj~P1Rmf-@d0@sbdgQ5_&Cb z-TwfE4AL?+TSip3s9gPMZV;X~K!gk;aoDhrNbp*qIRf5@x&lLo$*rHbZN|xe0)zPoFtTxj z>qgXKr<1kb*?lQ=2+gvZ8{#aYAFE-P*UnAOp6)V!$RGI!NOXkC8G?)?Cz8K!Aus5Z z#;@4&Ke+dj>UmBto{e;u6Abr?Su|y(&T4AOs)bZycEDM*IzQWrO zR+!>r!0dN#>8T+H`doEY6@xk#z>aX_aDtl}+`dZWp0>wKWg|D^(nd9)|9*e$<^Q_+ z>4#+$sY6o9XASZdWfk(21_JOveN4|x{Vm`l#BeqwVO#hR#S2ynxgd^k<5l+-GqK``Bq#eo4PF@it|td`)0&!-eI{C}x%|Pc`@6flM@Qn| zeFoBN|KMP(vM!2^Iu5d?Hlbj|2}t~~YnDTm1*fTj3r%R-1#`Z%)44 zC$7}Qy;OrjhinQIO?!I>%1q8%*nxM+ z_4^k^?^WdM{!>>A@x;G{i;JI_#ogrrsHmgEY!KC5*p}z|>2WK)Gte_3rXgv%d#}&c z*M4B7srg1Y?vZ^XYGGz(O5^4?`+G+uM_vdNJ^C`*L~aX1Ll{1>f)r&o&uuGeZ%Es9 z*Ybg*otl+v+VW->z6Um?_io$R)o3|?YY*?wyjVU<|LvhMp|NlhTS(!_&(NP6`*Hj$ zTL)OdLrOK9gl+CF-pMabkJclf0Gl{r3ct8`7kC3zA~u+=t%YAJpwUQz2+uAh9K>YZ z-QBPeE+<0F5usBhCb_Rn^vZ<=kd!>!+m7#$=`UFp%aT&g<%F)Tf@Xu2-D7pLldmeksSFm9+I9Tdk0H_Lco<7|i zN+`R-AQ%4eSpg?0gdW1||5^zJncsc}4I7`Ne{e8-A&Ger$xzJLh+*7|$g{V)wCwfw z{r#BoaxgI4nLJLU^am*eFr)Mf9ozP#ogPmz%F82SsvUCpaj6Yz)b0ZR*$Def96s$l zq9M#?62u6@Zm6|5mmhQu(%0r_%q$tPtoZaL=CkoGHqXQWJ<6VI4!l7M4d8zo|*A< z{(>V{|GFmD0h&7w%~q2~)ifec`#8gx5x2YZ4tg<3~t5V6`zZJlGp=9 z9>#@=JB3=FIPBV>?ZJ*p&PogWNYEcS*O)5Dn+@hO=zwk$Nu&=7{hi-=i|K!dIGxD( zD`beHP2?98;05A!*}xEN7rEE*d?1mS^S$5I856R+zn|n5%)fm#e@};LrKEU=8TcNC z>_tupd-?%X;$p}?C1m8JqZy^=`lU0IbwOx@G%6M9m{jRT9M}~BTl-RL{9@ysqwNuu zkTcsW`nH7@`|}+Z)!g4#5}6Z~Shu9u>0-a#6Y1Y#C_rdr0hbqz@ywTE)F_e;hnZ+g zD1ZZ-OfC+3rIINFbV=(Vo=S4*C%b01YSb#t8qforo%xMIc%_-sZf}g8`fR+?HpI7} zYk8cjb{%|v8P8)=oI1cP{4uLw8mW2H9V1WHmMyvC$`DUBBaP)7S}WfSLrckQRNjbp z8|FIKV~xn%OPL8i(_E1iVAj^hkE2ZLcoE zG|N*++JRR$^mlLc^cPTUFz%{7%waSHpMI(gJYUWC)|L}!40nS_s2;xm~3 zn;`3C`HCxcGEZt++tHKxS8fqbCVEnIoUByIJI!xDh)bj4gA0zKZ;`FTPL>G6j(|S* zaa-6vrm_Z!$R4a)WvL_iB&dmHmrLpFYWOjYwB*HLJ$Yc^MTG=K4ZMwaj-^{3 z{O1@ajhT$B<=rH-17dOCQ4~l&8CwXV45a<+tsl5n9Zoa;QL!A$H}+!OrvpzvX_`Bk z|CDXj?xi5P)Xr&x&xse!72TxO5o~V(8;-lN{#YTxv0ZpKo-QtzaM-PhJhil@ zPQF9(WU*sP?fBdDJRZx4>S~S=oaI!8!?CpFjFyQNf5_s4p}C>6B1~}vef6W#_*dG` z9ey8FnYy4mfz}cfIa)(sZ{5;NPS&u010fkVAHExd?uSy)(ayrr4y|wz+sTmaZZxpD zvm#Dhdwq~cyB%pR&BUX$%Oi_%(_ac?oFCSJaXKJ9RHNa}CptXy1JG;tF3(OagL|{r;pn(qyI|{)zj1bvilDL@hpbm7 zRt=R>8XM1U>sN4BfF=sBD3Jm7QP;!8MkRY>PHCeSOw|SFoQQjB8XvD%v ztrzek|H%>~fnT3#ur-@6?r2$D9Abpe&IShz+I9$zJ@l*}Qkbhu!aMz6jt@s-qm$GE zHO6nNT0V<@T%Gi%%7wW1S^%k=OM&f;fa(nshn#)UU^kG+jNWNAvigOJUf~fDF~eTl zl16x5`hKUwG70$7{m6nL3gL|(%iX7!rqdo7sRTAGo!=-?q>D?0k52|%Mp&+ku(58|@LZT zm`BDPP~w`IWuckpjm3aQ6Y`;562er9S7n6=~5u|ZA{l>-}9F>xtzzDMoj z?nQW(NQYyC+O^W7x878S2%nn!4$5q)yZuv-p`Sdcwr?)$H(32$DDNgQq_eQFHhe2E zGbMil*vzB%UI?6Effo$kfYSg2hh0q|Kq~qU4k_c~xF834mT&gYZXX<5y<&<%m&MD9lTl3A#B^sj-U91rf2)|YE8`VH{9WL^{_jbtO>~uTj#UR0{?S^ z!t}%Jbo4ioMxtA7wci?B2~x|;M@tuBjg*jc*zG935oUcV3KH~Ayl$LT`b9Qjs}bD4 zhh;*Q0c<~1#C={1p9lqg{V9&@sF5LfBlAAdL3ZK?NL8kyQsY8f-@%+s-D5q*BbCz@ zzoe<^rD{OQ<=YBa;s@U}ScHjnjvTzPx2bOaYn~p_U z?y%lyA;ffU;Us@b%?&(X#k4#1<5Jf(U`Ls&{+GD@)L%H8~_yG$I?MLQY(|;3$Y$`g{ z{ud$!&xqn{IR%?@a=O;yirF9+Ct}(AZ0p0y%U>3j7W+#}hPpKvkwdfNIGn|0RaLfT zg)A{4#o3(`42CMYSq7(rqhcF^O~(-UGEF3zhLj5EI?={v?t4KmhkfEZcU=Dbe4Y6K zb^ZIg61jGbjjAOPkuH7dJxWqn4c!=Xu8a;^BZ;4rJGHgt@l*$U`#pMQcW+hh)7d|J zb|CTZ`UU9eFR$oq*FJqaIDiD^mWX&&YpdJBDuz_HCx>Fwmf9jy17th96vDIVdVh>7%3LvUOTQNX%Jzc{m{t zKw`Y@84%yAJl)}%vFoiJO2|wYJ}4Vl|MY@`?HkMsHvs{f)6*A+hx?0*A?Rj;M{?#x zIaS!qD6Cbm1*H%N*MsJ?k$hZ&Ox@e2B+D@?b*JR*w2`2`GHTOC+lCus;T=Ezf|v|B zvHpY5^SN&g)Wh8*m|hFseCJ~GTMjwba)R7^-|qSGrn+=`qX{L}yHWki_>(&HCK*fo z1=S_lE`Bar55`K7&Oqw?py_sUjicJb@p4N+>H0!n?-qrL3(J5I{!ahEJfv2{`Xh);{Jxthl~@@s@dn znpg-szmu|tkXt=NSsM9o_Zikz#JSG9+J>SHP26#(E_C@`jmni> z^T% zB$1>>XT(6V?c-`^6_l43XMg(X+AG=B4T4{;j;BqhcgMg@qPiN^8Y(l6UB#Oik7e)l zZ=V|j2f7(>;*YcRw6uWj!Ds&Z=5Yn2)oquw?r(y9&9)Wjpif}ZV?6oc!o?Vykr9)T zLD^g7^~Hsq-N zHT)XhCqLh~$#$ndf-DjlKuv!+dQrsSKfY*1Dsei8i^)wGp5A{Sh48l>$*Yn47eIF`3K?|GY> zLBfTBa6E|2IuMHJHZz!pl-G@|VFrEmq@>-gw#E#K^Jr4BCJDh*Emew8qKRozv;*op z!`rCVrf%`o>NlgP+=#BYxEg~L*_CD!?B@|ysK2koILRk43>EA7`QbnEO}gqf*}nCO z>8=6_|0!TeBm01mYaAD9ekt0yyo}EXpDJo&VWCwzDlI3cTluvMSYmhnImWeiK zD3~4DPV1H?R!bn{I@aGNiT_Iz@VIYS^9&6QRbIC6b3lm6?L-)lMxkMrz>G$tpV+%) zT;2iaj}Oh-68H5J_V-^4gXbwnAAOy4W@By|cxaMtDa)__{Uc_fTDJ-x&qYFz$wTgaHYz22)d`5TdHyBD*81@S z%C1w6-Z_Moj|QN&HaUL~$Zi9LV0wBg;NGNL=g8~yHhG2?erNBPdtWmspPEIRp(jYN zutc6u9s_$8=+OfS%piTSiAQgfQ1hH&^COfPY_))dlJc4rP5Mm+1iC1)XMY0q_~D`)OFT~6-W_aJFZY-f_|0F{iffqNJw4_O zX`2CMnOMRj@x>)2;$?X`(9wtf2^KCp+j2loHp)P+USS@+f4XT%co>{dXe-J?w}&&R z{PwU3V+!ExR@ecl&n4Ku=VDsx-N=_yv=`IqM(TTZf`HaCe zv=1iNgv!m(xE~OU%bS*~FHnUr%73?m#E-O?-B@b|)cV$@rpHD{!IhQ&tKgq?4f2j3 zlbgr(`(8sa*MQ}RcCB6t_mDB-lB6u7JwPY$TJ?HG!a!I?DC7PAP>@Wd{6b!c8CNDHQLNH2Ndh#|v9YA~fpc*nTYKZ)$@W!Nhs2@uqqI%uAm4;6E z?A#`T2?|se+7lxlJAw1?FWSHB>!+}KV>tMwn3$ODZ7dESXw5q`P+{D!tYJ8ibg*J? zp^uoDM@?GMMwYj!PiVLX5@*1s1pi@ZA<7Q82|=Tqr3uu==EyuhH^`@Ckd?);*bQa% zw+ALP10@47lK^d^H_4xBAikQKnNf!+q7k3qn0$;1V1_-@iAx<7K9E-91^#US`wX5| z4a7q*G>nYMtApx)wy1# zwL*ZtR3RauU+fqR=1tW*AoWZTfNeMoS_zS#3j40J96E!2hJBN*PUl*ztZ4u?Aap6b zlR2nXR1KN;dc6G+1#ye9i1ODFqz1hvAl!z9ahkDAy^wY71Y!pTrLbFDW>wf|PpK=4 z`&5EWqcZ^VU>yevJA^t&xisr7dBD#f#ypqtbbv6pXHu7BaTLLAb`CT z?zq9}R5yz2t?L6w&!Ju`)?3j{oA)MLPS6;!i798U-KMNeQQ{|d&xm>89E7YYodK>c{N{H3auFIU*;E%3h_ zY3F=ck1lO*2aEDCfCQ{nrl=V?5&cE^a$kU`@|CA|p~pqAP2I&;$i946HmFI27-4`| z4+UqXF|t{)Q~%|j>Rk#|t-a-(1TXBf^4z4iK?{HtM);zb@US2H&Vh5~wbvp^0IY%* z(}VladtA6liP#NJPB@4K2N2^9 z|Bf{FZK5Ek(F~@U%4bsXx>Th7*1xWe-5`Fkn zJyp2OXe99|B4@!X%y&!K$A8y<_qCpq;inb_X(WM!`K zpP$vMn@zo8TL3MW(5_-z!1DZKgjO{sCf59cp7R}&O9N0_0TGB?5;FueC)nIc`B~|b zx_Ev3vYIgIY^nCI(fgJGR2Nh`uJD5VKyEY|;d+Hu=H@JrEeTvB;H9|+$_w!@>?%+T z`8Q5(BC5}32)XQ~c7R`g}h3vAngxRfZNGqbY>-0M3( z2LtG8zIQ=VQ56D~^6>CrOs~?LmQc%8f&B84=VR(Ka0BwaojqBop<1GA?yL^$V+f=) z#QTZ$E-NGuQhm7Z{U9T@7+;E)a#qwes{T1w2^&46APqB%0-9Osojm5tBQTo*c}AgN z*Jof0g~wv>A%%s9{Uj=d=2|J4Ch5OF8)Xl?G{Ais2=KW&;inA_t3~wVI(4@l>Hc6* z&YHbMy@LMUUU%2axT^QP2s4NDoP=tp&9W6_8 zW$-%;*D6u`^4px>x>H)U?FW2AzT`9|(EMHP0pB8m?$!Bu*X2ficf%mEjDdy-+n~a? z?@ixkOYeY%rWqwUtW+$(t5U)CsOb}+XU+GVtC8a&R3TsWrjeiZCH=$uhfr0>H55EP zh35KXr&Nh=&HY@1iS*K~y`8z704^||@9RRigS{1^KkzJfAP7LV$3Ps8m9xLAGWHUX zHv($#8?4Y~kzL>LLU$xYKrk2FgP3=HJR-5Tdb<8&8Fqvf&<2<-3nsgm?f-TM8vpcX zZIE377-lf5e$I?%XXz?TK{iUYFKkZ19ghPPiYX|8T55HI==7a({-YrzbeC3Op|D9qa*nc4p7{6tXLigN^OY zMBkTw*sJrK4%^TSvgYX97C!J3qpm)ECo3k}sE z$B^11>KtS_thcb6O}+sYTQMa@6Fh~td+RFO6EE|8NVi45jv^x^P^VxhNQj}K!_a9U zeB!*jrO*^Up*ZM>V3}9XGv5yk=afrTRfSNCDxlOj<^{9E!b`ws!$}0@`$tuh3sb+G zj!KqCa>Yur!m>2(-3(D>0@A4EwAJo3ZH?z9!_5Y8!D#2_-~R&tIRNhPs=421A});W zJ5{8tg*8pR6j!J<{-#V#;>r31bcy4_Uc`+L6-B9T%I4<${5@)B32LwrJ;_XHutlS@ z8t?ED9JY^CbO!x9jgSsVMZk8ouZnmvw)~5B_?nYJO!rmb$R|K7k4Z{?>^SeoTS+t| zgP{(yP*?bR0YbZbw|~)&4`paPea2YL60t{;m*=R%~wzxhL(R^8$F!G1~7S7ngX>1>(Q&hVhx z;>1MTgvLb&amwPSqJ3xwPX6*C&BeY=cIFhEa9M=9Jo)>|fRb+b5QoPH&?lnO zfj^xD)-2>=375`6e&c}G1~%n5PTCer9_>s2SNhr4T*o!a7rxUgKQ z&eyE_2G(5(vL*Of74J>EMGA{AZm4D~X6gR{qLCl;;`+m3WQ_tlZZgBrWpR09VPpM2qQes4c(X|)&B*z-H@$5v-n7FgCKXVvSb z^VS6j5UzhIqK#cX0*eQbACo@I=l0LC_S4xt2wVjMi)1~VcKFEp@f|xoiFkP6lmJLL z7)@wqypK9r4=!53`UFU+Y*uauT8b_h_@CB&k$4}3v^@#OyrEM3WT>$M`|Df7*lClM z#o4yVWf5ES9ko@b+O+T7zyS#&q7w&Uk$0bWn7l}8|4wH6HoddKtKF#?IVR=?}QA3pQf6U#~7rvC5+iJ0FQ{lJ66A zRMM!Mqb7;HK_CGKB&YcMf?;zQX9jhBk#Z#AgXtmC+2svVWYGF1nDv0iV`RUA!}&UU z7M}+VMRXAC%)k}4rM~_RSs3}kw*T*%v%P&9+7%R}AN_A;r(mS;ZW^4PL6hw%+b1@x4}!KH*SlW%{0Ea3S*=8)pzb-;{|42H6v7%zLhrcx~2!I>go?2`SC ziQ*z+xnhQ(du`XCDxNHOf|QyBS- zBw#cPg(4&<_;?1Thk{QGdRXEC@;Bw3So3_a+W3mEMT5V~mfq~rJ;)Rz!4nhfPks^i z2y@`!hm8kKCoM;WEB4jJqh!jj-oM7B96#vdM*{pMap|upu5pNbu#BE?{i44*zQx^u zgYsH95At1bQBgO)ACLQtp?*j$Pn7;pbq)0%VSlRWQsXF{Zj#z~e@vOP+M%FgWK-{F zEw))0L34OW2x%kzAsY23#P0^AWMr_5)WZ_%%S?IBeIv?*LvCDjr7mIcOa*qPH=bZ# z-U$c{RNjh4LD?BjM5^K+2_=7YT2;;MSN)=6oWLGk{%|zUTTwJ~^rzp;RL|ASEI$Y) zO>}kq@bYpJ)dreFOhhD$v=t{%R1^&Taxa}FA*I#HGe1to%8de{>Xcc9l~C$`okO1F zG#A@9&0nWBn~8s!_{*9aD12ESLF0+_$a@=(ZjZw)x;k5Uix#Z^<50Y`Y^VaWm>hOF z%-EG)N*jW)#*>}RcZX~z6}lnPmbiD~=YXGM5{4}+TIdcd&n{h)j5=}-s~!%^sJPQz zI60+n3Y%@3Jc-q!9hPoF1*^b&wGC0>T>Yl0U+!ezt^XK(bajtA7VIQ zbZ0*Bou4-;g4uKjA+G>8T}-Zbm1)+I&Qy)(-6XLvZgB(Y?H*NZtEa$U(V^-pxNqWj zDi9d@w0&-6BnbcAhbjWXQwU}V?69$Cr;5@h29RT6{bI3OPF)pHPiN9JqcQJ7Vz^(H zZc|O{r%UHZqJKPx#z242qK(A|*#QF&^N#=?Hm1KR2a6}>*eix<_c66))NM(sjGnqd z15Xjw3p~kDicbh=%=fQGQ&2f0%NLRC%D~mVG0r+{SBA{F+b?py8jDTr5%?R8fRHLM_;dbMM zCku7(RRnQe&5mP>APrutIU2rMrug8GND`K=GlUPxyXLJ3KI+O>u}s&e|1LF=x!~vB zR2xu?BmHFJbkJgzWq@G=oXxfKa62QP)7+5oB_t%)=cE)1YpTor_-&*6?K9ByfoQS? zK!ijX3heSP&_G_akc|oq{Vc9^Ki4(i^8h##R{k8yim#RjoZJ`WF5DE?iWK; z;DZ4oSVR%kNs{lmq=>7ohYZ0VP7arDm~K|#{SEE@&Xhg;nbUh!@$vI7^X^(LrOEc@ zB6o+q);p;DvOjrjYB_0!zcB+X%W<9Oz>6Ukf$uV2w-TDz99!Xx6_mDUzF2xt*03xE zUx+h_ZH5Zq&<*$WN!UG8f zYd5JdLkyC+v?kEa2k4w>$$rDIZYQG>loNYhV35;S0}<-;2zQAUGOu8aZp2=@>W(@GBy+sMU z+4XaP517_Y|1$*xKfIP8yUM%)vGtLE7WJ(U1^3jO zU5qE6R-D%2shXXtqzW0=QkK~dGB^w_F&a`;+w#OUjS{+d=4ZW57;EATUA^De7u`JucwM*Cw*9Y>>jDJ8Q-QSXrNfs2PQghmrJSc2gxG8UI2(>cD%-jyj{+wp)sJW z6l4*J&*Oswa*195$>idB9=fNKQF~=S2+Qi7v@$0cZFmqy@!YbP;r4g7L_Ch(ZW5%} z1;f-}$yK%bJL#X@o_C}h$fSqd(46{cf`&e=cI_srt*xEk1trTtMl-Kvirj9X|Ax8T z?kV9d{4Y__o2A(BbD%O7ri)n3vnMqRd}hes4JK+TcWU7||@#^d!4nG~}fwqZl(i%Ki*sLkM-o7pyODG{<;% z_P~Bc4{K(EpfzsSmff~|t3{|E-y0W8L^8%|bRw7ZJAnJWZT{nE>lqi)PFrKxi-ZBj zd=yJcoMABs6H<%~&u*SWmcWau0=e`IhOMF?kx&r`vqNLCo9BjhKFCi5gCH0QObNO$ zq?rF5mQ=KpQiGNPm^pY7h*B%SDiUL_4R)$KKIdMd6&F`R8Yuw5JWWl~E3BBmTJM4) zu>PyiB((#wB{jrTtS&%G33f7Q>w{<;3LyoS2+EW=jE;$&&KA5buhkup{eVv_20+)V zib4@I1`fkBwF(J=-WU<(8dJNky|=(Z7#v)D2&m=3Zw58Hqp+|aWF;gjdGX&~H*6CF z2g!9WY{Z)TVxJY2O{&aaZ}4r5&rMoc z-CDZ+r>C?%p0a5_j*>9gt$LLRJ85KoejcQ*@G{)qU1HM=t``?(bdRohJ{(I*9`+`s zB-sK@e)afVto+9&i#@q=u0wm&3glHlozDcubFbK?NclLQlnQm~{2zsiv`V_;h0#U8 z2Oy&-u5>$T+Or&inl5h#q42<^g*@5@uKK7OFCFsUFJQGWpb__J_VHBDz~{BJw0n(} zM0eA+d(7)`izvUM^&&y5nW{oQq4PH~PvqfJ15>RZ6+~6Kgft%$ji*+9>;2yn(f}ms zRn3|y5pG1kj@Z~(is$|fAvtP%S5E+4@+UffFqcw_b^pVM59oi+vYLzqeb^`7=b{@rgF^N?XCuiD4Dn1IJf zUcFf}&?g9LK|o*-$ej2-Ez2dF#QZZBG=OK>NFhk5Y~* zY3NW5H>;Y|?*Pc|__t^=meN-bNKOzaOisQH^2)I90Xqi(EGVrX0pT~`PH`KbxVr=w zbu4=(DLy4V$>zdTmk|xp0%5L_NH4J0=LiN7KHSfPohx2WGbe9zn8nLvpWt(&{*&wA zL2jgAg!wWy&u}BA<)_!_9%RoI0qtNr2=ST;un@Gx5&q`{AxEoKf23v8_9xFg7HF9O ztCNPD$?XPAaKKemV5YiwI@j)aKFspY6k zz1~lvJ#l=qY!@l%7~7@>YT%5?aF&ZfMhD=tP}RY}#17K!EJ3c$ygYdxs_|Hz603}L zvAt-t@v0eT*9&W9BnVGoHFx3yFOF5i%C4O`Xadsnyvt8cUTOScxEXJd8u-Mw2|BJo z$f9PQWw5B-w&gT=cK?B%Jkx{I=HngwY=ykAAa*YhRDy6b3{nI*#P;s^ZW?=POtp6! z#>Z@d@`o-OHBsar%KU;7+qQ&@mAF6DHZOpfH|3UkWGHAC)~D_G{0bSKgzE3Vy8(TE zwAOGsH(eOql-k?7Yc+n48&6qG!fI&j~->3^fHG=->F&5y4Qkb?&G1}3of4{ z{X~3hqjpS*w88_p>_`ZIFn{_1LWsgs*bi3A@W^SUw|Kr-GwIxiXiwe1k%#pz$7GoE zzajteEqLvrSQ(sQV$xtHi#m>Y^5o8NcCogs5VSpXtExRA{qHodJD=LyWzPv zM6(~u6tue$CP9}CAb?we{vK?XYCPPw_oMAh)6E;^)q*B5>fgfnW(*C(A;JxV>QZ?B zRg>S_35m$(B7}q@U_rUn4?5cgSXrlBAs+pT`q|DVAh?9j^2=LU=j;B2IPH!I%A(Sf z_A@jrD}k+j=G^%eZ z6^L&$1f5Rc5=TgDipDUB#}Vql>rN~sT(EF#785dAVGhlp8iF=OYH~}I8L=)U+yLLb+ROho>j(q_|8sqtcIs}7Y_4o~> zn~Scijz0cd0y0rM5IszLe$F<*KMk_kAMFbL79YhCoC5;5Fw_yjcq~<*dSaUXjgT@-@+-?EQjY0;X8Qe|NY;_q+nDg#v)8!t?AmAG6wDj^OZ<~kIdBENkYjDLdjql z%ooy_Wq;8{Z0NWcrmGDHm+qx~S}+**hW}zkormGD-7-mSl>q!Y&54ZQ?|ymAMWrM! z!RA}pL4otGbH`-f6*hDwoP zxj`W*5B8qPoL0D>I-nDKyFgS=oZK8>IL{O`W>o^3(;q$hFigMZf<&|3B^#*WxDCvO z+dQEsh^Z&*d0ZFgbHMKnC$SjkASbB{zvMX_ew3Do8ryNcdG`Sq#%t^RHKKh(k-)!G zODPMfXEXzM1_N~sO^k2OHX?{S6V14f^_>YvyRGTwGI zl%{)UL$S#?I0kDV-^i%Kg5=#v%#Z}@H;F;gU>*NR6{!g4`o07XIB z&!2^<(Q=ta+=u(zF)(rek~7R9J81I8Wbk{PEZ@QJ`9k_~BL(kztuKT@hrV>ZsLb`! zN|yQ95|b=EF5Q))Q8_1RYiN=qe28cH${uhQV}QB8*tBeUa$r|xOgF$GD|8igcUbY5 zJ~3?Dn83^?u5#a^qk~u1{~mwA@@II$*z~B}QgvMo zSz(1%{ayF{XVmH+d1O>IlBKQC-`cH`61bA%-%O0=VmEnMXz`q&!kV})67cXv;H}od z?b@-X3*TvFE5vE5W69T5MQapJ54|tXqqSRYhHiNH7ag)`&$O)bzU=Lejlb}DhwvLh zbK(Y=sjX+6khKyU;)cH?cK&w$7Y)MMw`6Ax?_0huNcB3drf?N zD^_P+4xop`;2~RZ=T~wfSz*A@*%P)2E23J}CbA_Wvf>RNc^)$c?8!#auO&c-V@!}) zGFdOxJSvT>=aX8#4-sUpebEM=e67`{O){cN+Rw%t#qUIB)me~kIAIeLHOn?vE+`j| zp^C&m;ajMe`cN@bh0$@n=+HylSpxAvBAF8?2iP-Ot298;9}{;%JZpTPPaky5_JH{@ zfH8)+*N~)IP8-&oL~LSpjkIC>%_;>bhcdau`W*OEcnkdIitOsmwq8q^f21P#wVd)) zDl|E%Cr_QQ$Z~`g`rv-LWU$}5&(^(-;2{-DQ}yxEx@19u65TdE2=CA zC#_?lgHGuvP$M~;+tKR)1&e#}(n+SXWKyXOr1rCFb4Fsji==V^&*;0JBmf`ZKU5^eQ( zIYvgyTZe+bFFu5mtl@@~H^M=-y25@Ikz&jLGT?#MK2PEFlk`f$8Pwlu>>7&oYh)}H zDBg+tGO{jS^cFr>jsD__yuXqag##b?rWXpdDQZ5?v5m>>?D2rpiF7Ce(zjXaDfPQe z*v~A>l`7pwD`z*qw{W_l^|Kd{WciZglhWW|VZA~RY*x92+n-L0OIef~y3|!ky_Sa4 z8>qwh`OSJi&yhr)amg<`tgD=se;H{gnI%fEI~ueoH{=d8T$(Pso!CIYzWTYU@zGvl zeh?4YQIO4*;(a5ZZGo0H1vbh>z|5F2f3)D`Z};mvEv_V7Ch{{)=O0Uwzi57w2Ds#? zBou9OG~l9V_Poc~S@^ZHRo-?0!c^=m^(HF?qe^OT#yRMMRr$t;y^DUzrn&l<5W6xRxM1}C>|3(2fpz^f5v!x8grNNiXdE!DFfA7qd51cNs*oyE1G z;`>Jt&GHS#OV!_yEE)JS=w5UU@L_Aj-C63naK)eKys#uc<8oQCaZu=x(G0MiJ1AfQ zGt}wK#td7d#^)DYGORVO$F)IuLps_(vHuW{=GU15uO~JW^es_Kaw@&_%8VB_!F}k@ z9Z|^+FKD5azTIn+oG$}j&FNq5_dTwe`j8z&`h;NnoJD?G$93NPTvd$JlxycP|D4fw zxC()Wrf(-S+U9ao?2btIQcWeB(c*dud+t}gP#Y0><<0e-{|Uj;-m0uJudMhM4Yga& zEuUj~+I^OjcBf}H*aDJFn1jhrHUUe1k3!@pkDG;;o+5n1y8a-8 zXg=oa*`#r$6wnbBB@f#dx&%S0PjrkcI5jViwQA~b<&?>Iwq&& z4aWnFDCEhrBAZS(=k0?XE_KgNrcg&BR4yNh_c$c&dx&! z%#T)aUk@!`wAKQqv?6L8bnKfVxI}og$#&ZBa?jZPbJ0Hk*<|@1bHia;G|d_A=+5Q^ zUK&}%^Ao9$VV5C%58z;MTeCer%_uJd&olMW?J`EWD#9h+i@V(ow(C`F)p@Sk+Po=a zoVP%D6XUYu2S=-YJwq7fpcPn+%6QQXtEmnLzo8-B@ea>m0 z2+8s!rcEU|KBnwxdyp*8c%1$0uh;E65}Tgse&g(D^?{mVbh1K@EhN)J=X;#cS%}$rpwNbgzh*<& zs2Z3LgA9V|V$s%W5lfn2&C`VPLaim<#*L=-ET)5k;S*A?^Ql>(k)uuftLwO|xNupKrK&_fkv(HGDiT5h!+z1g zD%8OYiq$)TZA`AMFwILitMZJxfqYN4dBgTIh1x*SmQikdHh0z6oQCN~~gU4qiOtqd`gH(-71^JI-3t-#90Jy$SA^ zO)USS{y4(JhgHfywI#0#&z3{Oqlb^rpZ1eKCO*NDb>zzL^XQ4w5VdzteEPW8{|3={9k|GaeFY5T+^asXmu>>tW-pIA#Q0ZHl0w+-#=!bk>c-*l5lG^ zIWV7XfjdxFhRm0YD))m(`wd%9V?T@pp+_Xt3Q ztY$AYSSQ1d-!pB>>t6v0wMG<+PLRv!_E-|X*2lXj6gt{~I}h%HwzP#RzOjuIbxRKS z7$Onvy6s#>(bOX}EG_?ziT0%*;Eeg$U`j>g65J27$b28g^`hr|bUz@@n0nFYxXFxg zKm9p%&9g>%2E2-Q_!8%v+|&<9>8LJ_r}E<1H_3`8MwIVkkciM#aJhWkeBoL0q+lZI zxoqS$?x($C>I>?v)L=#bgqNS)aCr*raQup|Q}Y`V8y)1v6Z}?ZkN){zZf4kr;pAAI zHia1+2Cf2c|2o|0czjDhq zJvVfN^eFBuVw!D?tvwO(BMC9d2pC?k;T&>Ecn8B0K(G1rRe8^U>P|%2njPt+MPVo) z;*Epm!YM=FW$a$)Q5*CnCTD3eP)Es~DEp$tgvaiFK61|RmHr^i3Pt(OOlmh}yN8wj z=@HMOdcniSwI$&TMnC3A+Z0t8|KkRo`f)q#q?M7$Qpf~6<+!!C5Rv&2KMbRH zJ5tC!a~@8-hcIiqxoJO1K&%6IPEFQN8LJu%wX zx17{hgyC3ARR46;j7V{0R4lsMdkzX~f>krwK8Se8aCRxbCr_SB--=}zi^ah9F908` z(zH1S#JZw&!(AdnQxIC&rGnZYty9=wdLp=rl&g}kE{Clm9P}?HDCF_DM8&vLCKlfv zZ-^mF+4ggeG9AuJ>fRqt41Ch**0+(9X?E%K`RO!6?#Oh3A#Hj0axx8JNz7ZQ8%E{l zD}4Pa^G2|0zx-tGmOjA9WSv(=az2ENx?Lygd-=n6S4fP+`-JsRu_Q07BMX{kqq^5~*zs*NkWwbX~-6DWpn^kVLe4ep9+Le$-fH4>wn{pv=+w0gEP^+YZ>$)8h>Ur601lOHRZD zTohzmrHvY7gtptWNc0Ox$fh;YO$J4Y(U3`a6oX&gFJ=wtW(hEy-uDIg-|K17A0bhV8@xL$r?+EicB)!fuucOZE7q9cs|G#g4#bp1>zy9Bt n_rLsS{-19TK@E7p`uc`;UvJAJ7P90G_#-JQCsHo_)#rZzc+sNn diff --git a/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_attention_en.png b/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_attention_en.png deleted file mode 100755 index ea8585565da1ecaf241654c278c6f9b15e283286..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 50844 zcmaHSWmH_-(k<@p?(XjH?(Xi;xCaf8;7)J|Zh_#g!QI^ggy0t3-p;xAeDD4E#_Pct zbno7KX|1YRvu1x*Q;|hRAV2^E14EXVlhObKgGd7d16PKF0IqB`L$U(@@I9sVJT*Z! zo<8R8)?ngRAPZ|Ud1rH5YYl62D?hhUYauW&$S`{?Jx@JlB>_v2GmH7(dsuv(U4f^; zz=TA7UCk{Wtv$&stZnUGgefjMdML>3t%NCbxs}?~}o&dz`5_0QcN zo*LHwcNqWc-5y$guGXv?)*c`)cS~SDY$*SI7+Aaie@B0B1V$sE>TVBgin)^%$kNN% z+Qm~|N|*xphQ-R>N`Rk-lh?+Q%bb~mi-(_?%iP+W*}{s8m)XXW-wo*U2m1c+ zvuyw0X9XnPt<60_?ph#_)4x`rW(V>FdDwwm$s{HJ?m9OaowB*5z02Q=^nW+%Kl7Hd zcDMJowvurNIg|af(gODX+bDP?`DB0zaPV=k@$j*;^Ko#9OG)x`bMi}b@bPl|BA6VuuMU4Z8kzVfHozbRg7QVk$-G zsVBTafQR>`hnzmG!$3QtuB%s5q^@yzv_)km>@I%c)53v= z9}S#cCC$yu-U%Tg_b&E>Xm>52lC_|)Wesv z38pT~k)XbJ)9R0Tl{fEf^mvK+wj8Pr|9{(|c<6PM{9983Kf@2lwY&8$5IfJG1mYkenz+;a<~e1uq2TWlN8Y&Ko} z%p(_vo9$n+ALZtQGMLX~z_HMJ0Qq;2EAPOzJ~;N$@5EjpLiZwRRvFY`1k0zdAlPICF)xFndW6LkJ5o z1P9hZ=@B~rq3SsPE+~lH1sO0=4A*ylU{?6RW_`5CQ8lCS)a(T-O)#j(Z=S zKUYFhLUA?U-}^uakpK+#1^YBE$OnQRjfg_7K2=CQ8Y3Y&?BU{ko0k6STZ)am#11rd z72;HwoHVo#DYLabtm!<>b~3l>ZoFWQrkmcPjqkAS3RhVd>8f;^VpZ z9HsMJsJ_vWVp?5eSCf--otsaCxw?XJU|*}VfP?eq@Q-!&jQP?)FHM!^(q7=r6P;no zJnBXvV+3XAOy&jQtGIhRBMMdA+e#cOOz~gVgip4Qt|Q1RAe;J{6yRZNmSiez87*mV zX-FkAc&6%9lqa@RS?xJcIzD0-txPbt)zOL)SK;ZZa%h!&}#pD^e(Er z3+{}p#Tw0_;J5t#n1MFtUPzh^@96aC%W}z=S--{w^@-=D}KVhr_r}6l==8 zS%6*n2`1Gyu`chSFX&WJ{6O}T@R5+XMr0x30=FQVkeq}b$`lq8v`Ki6#~Sii$oLPg z|Jm?&o9lET(1XVpL}%M>FR4b}<-jbf8nIEN)7m+;0ZcAtffW=35a_;e(qdnV_KOXi z2_aUAC4Xe8IjpQhwX#XQ_R(lEmys-d*wlJHHXSw*rd;~oS)5FkL# zr#M4JI0@gHNmo=RybW|RC0|y-B2vxWx5{Lh4t;UgVpA&UyaV`1itmW=|6Q}=C!By@ z`KmZ-V(%&tv8Jaf_aHcYN~{8#9W)7C4*4!oTxiwiw0V=l-Yx{uK@&shAzV_ee4Y*> zw_wAr4oPbk)L0pRZh8iV!48}1Wnhy^pd4eo_24*t){+BsTy$zqaDfeZC;Ex;df!@! z9DnjsIea(@3xw#l4K%zMg1SU_dOF1-yb#oX#7Pve`i};p3HVX!(rmS5mv~6t^&PB*q!=r5eU0Y^smqM(IF`x7V z5J)(s`_%R2sIV*Gn3j)k3F0D)>GEVDSD+$nNMZ2A5EeFDF~Pg9W;xB-3I+ zi^|Q9@@n`g-@}nM#xw?#s(*L-CmfNaw=q^(EezIZI|f2Z(r1BFXxG3X(k%?4qIQsVDi&UrAFXQUx)S`v=&-nLkf`PfH9 zv76L6eHnbm+Ia**=(mj`E3yL;TwHzm@AuQ&Sf*JL5y=)mdTG-$H7bbA2L=^o-da49 zg@}!=vm*rY7u1x06PTbS9x`udj3cKDsF-0~V#(tx|LUJu?-YZQk|O-`^n6{FN&`{i z`YK#`+ha7&Sfb6-di`BwMRTbBRlD9Ch`J9g&l{hD7=CAMi$>g7e8p-VGZL$8{Ai#m zm$@KC(L;(p807m?CF(JEgY{hAfPt#8_X$x{w{y`t}dC0U%0WP1Ax(q7d?-p`q>V?dj?1iN>L!VHeBQDXFNS za#;h?QTw+$7c`w&*+Kce3m0Yf0*PW3Bjc>HySJbCb&@WenSUY9w}oLv@4y+OVG}9i zLwwdiPs7(_{Fc8PzQ@PLftLj?aCkAeO#<6iqvL2{Vd3CVIcjlrbzN!P;qB|or#z3k z>Y4UXZHz}pNlD30&rZv$tIUa>lyq6$)!AvJ@`edDRBx_D~>j-P=XvBJ9?LN`AKiXe-N*N-y_BAmR1kQFN1L;6S*P_ZL-`ckmxkED+5p4vPPd7M`2{BC|#S2IPMFCbYq7|>^Z z({K27xjPVrOo)Sn6G?O>$npAl%y<!Lk>x(^=_IQW}! zyQiPmM%CGR3oW(iVW_N9ol`3-@iSm~2|8tzFc8C6F|6HRxE<4FijIILUY~9yB_;dZ zm>3w^{cdP3pKcwOJG@SK-m@Q@92Wf(M+`rQi)Z2^)}L;3VHkAU{N|RPmMdDI(kBV_ znETBo508?4wxhe0vVED#i@TYP{B7JZeDIi+X!b31U}iANH%$#EH_+@NYU6)$cl=KX4z z)OISzexrDlcD`(QXy}bve4Hh1tJTeNu2^2s`?TD!*V7#W@9-*q<-qGPaq$hdaH-|WqpAFwlvtP zYx;WLaS@3^jNq(Sra~NPKEq$vSI>keQ>K#pbUn^mYuwfDc{FD}5QS+6JuVflgT}x|ceXvToq__ggI9~y zH7UlWF zkJi(9%Go@($BT%a9tjg?7%?ZuVVcE*dJ?%`2BMm07ETK_GW=UfaIrCSyaw3k({+ii zdi2@@?H%}H)lQli6v|4G91MzVxEjA?#+A`k1%F_v=ghsN4E_LX{0u+D7=o+WnRrmm zYeFE6grsVqKjr3zxq>N`a;SwQ4VPzpFKApechF!v`E=Sa-FpI&7Un-vSW~cx7E=@o z@48TMq%k*tIF&iy>bBQ@dyGC6p)7pkQ{vM;#)N^3%WKvPwv#7~i0gH}f&WqJB1EC& zt71M)Cs?oQVx_iWr>~p8zyEgk2kV%9^v6~`o`0a@{jT1K(0BjaV|-2nGwtJnhm~=k;jA3n8jY(F=(GDB8Z%B1@6NTTc z(OO({T%gi$fl!ATRd{g}yzRQ(@pLSkuJOuSs(>S9WqsiE^*i!}Q5VWpsnI#nVhHtF z@f3FwWT{e^Hc_m_mh8KqYdx&K!WWq3#1s(3tj4nFTb?B@zxuJ> z1^VhwUpTC(|4~U2rEK^8Rsca9Ok-P13-52Y@IEl*vPFkk6*IT44BZTs+`E_S@$?!) z*#vxK3C!qK*%7m3+uwdl5H}&haV4)UU{#Ax+wX7pOErd7IyDY+#qg*1EYMs=Z`#`G3J`s{l%!MebG8N-F5-4v5<3%Pj);g@U0wC=Fz&{+RaE#{PXrr> zL`y|WJAC&Wod^Tsa2)kdUM)`g8MxIzE34W{SYIy7|a@KL%9nI^23YQEPdLl zP4||%H}9%iV+};j(wuN-F%fe;TAmc`vfp~?^qPJ)lK-|L&dTf*R+@10aVT3iAjRU6 zAmM3I_yv8c-~kbLiWG>jzh?@?b{(1s3=$Y7pMPQ8OL4|#wD6vSfP-~^zPVgusH>(Y zmIkr#no6$;gG}&elr}#{!roMl`W}&=O^FPw#PcBe{#`sG%Hwi5m+QVG$JCTSVWbEIb)rt?Rrx9e47S*qRC~` zVB#-tfM;}-kdT02;~kUVDwa);M1@CE^Wme2{p5#oFMg@sO#5ZX0_Ys3-zyqe|y z8aUU~Fi2BnyKHy``(QO>i=|8|5{S13CFHbF$3ijc3`@GxB2HPW_Z@=30ayxG6@UMy z9Da|2S94V>tNlj%`QCs4DOBN}0JdE3o#pU0B%+PxTqPF7cygh@3rI_*FpAPaPwC!jt4W6664$e=S&c#kq`cU-=p< z&`M)IaiGT?`VwqU&f(VlWwP%#BwRABvvg-cI!uqe&$9g3t<0Q*w$97qWnCQ*hQs$F zzW&)SH$@Pb?@gFJ2W!pO}^=9mAN5m{t## zwXiBzu~6w@J8e*{Q=Y3{1^roN|H?R_sDUm7-6R(9M0vsi%>{Kk>YX3oeOGsEf1aJi z8DEYK=8tXfY=r1Lv*A_h*2do%wYfu!6crUEE&mMaha_WXzq*+gjY6I&8+$Eh@! zS{QYBZJqr*jW4n3hucM19MJ4nXS`IrwcSS3@!MWcd4Ap|-VlV5{y2wK8m?f6t3GPQ`-O7 z&RbJ{S*ZLXK9TmvKTg{Kk_%2?pWQT@Bag^{hD~h(^Zp>iw6wG|%w3j7-9~3=B9l`; zKHR2Qo!sujd{pq5MzE-|hV0*8s%4%9-cDX!T^*%tyyw|m)Ae?5 zaHtbcHgYpOQN-KB^*vyFmX?;*v@moCt2^7l@2|irqY^gQOhOzRx4P~QpcRi=J>9K? zHXjKWwU;h!r4y5qz^Qw##~4xP;d*D(RR7*MTmuo1|z` zFq-LL!Us8sI>iK?7FQ4A2C}?SephSv!E-SzSx@L4$KyD8%hsf>hnW@Gxqb_Ed#o=F zEA*0+3dR>Q&I&oMVKTpWuyFmt9g*=vTbw_NyA@^EG=^L+*(^!(l#4{lQXFhRtN?$d z8Iwp4{^tv*l}+`;qvejp09s1y+e$!Wcr zSvgrJo!U6v$xp3d7;4e&r@?P62ZgctTtWRKea2@qArm=yA*ycjl8Vg^p9_;d1xAXS zd{)Cj!UlKift=Ts8{RDUkeAb)ogI(EslwXemn+zx7Y`4<57nAwQ$;D@<%sxi!5(Cc z;DHBGtPaER#Gg9**dQ={kLF5%;2T++&EwoJ3I-J?gNcqF`s994v4stOJm;&^KNLsU z0@^k)GD50#TmEMJe0ze6h88juexYOXQ+EgCA^z>DESH(Ur(*jWxhqRdc>3G{#glou zo(8sJ%QKcqfl@zAOVKvH%nx3wT`Vb;J==CMqA7pW7S?xj3qPk>+IoC3mFmmacKyox z0xuDWX^k)nQ0$8Nn4OCYEq|Yp4;lR()+hUIA^&Zn=?c7GKjJ%2i0GW_<436XSx6LL;U3d5E8p9R~0WSgpD>*4EDqkn-rqOUu2uRdWWifT& zJVuyGS!g6DgT}s}mRunsI3fB9OGrv?`yJ+vT@<|Gj=+er^KY~Lx*ksM32ks(tb|@; z78E3GK0tAH6-cU$^_4Dt{P9D|RbEj+A&VEp(otB4DRi2ch(-s+6av73qPh%BT9u7X zKgbrCfo<&7!pNkE(1m{R0E*Euh-v6ZOoowS(^8rope+P$`bGA%YSz@DDQz z7dWSBMY0L~GEpeRMwKilGY?mLyO=fU@Sm+@JbzN0oo{v|iHG=e zi~Ry{-#~asM`9E+fI`0{C6RBpD(=oelzVHnj&TRP2sEvb}nVEwFgPtHED102jV5WJ;S+_!CaCrHC z(`P&4u-<$ivMb>J?IQSnoeZ4LNJ-g?H#kNILN#o7EGCMs$)IGB-LvBGOoy`XySGXa zbw5E>@_q7<6FJ#OPZqpmdJp}hUOu@|L0^FbHcYiiMyhCPZt6Gnp&1l$`t=W-L38hK z!Ob7fjd~6m6L4Giu~fsP#lWvTIwcDLE)P>kxy4rnnTtglJBEMRdN6KDrVuXPa?wG# zDt&UPM*qXF34A+P>pvj@^YlIEueZ8s3fe6$o0ZyCop)=kA|IY!E(cIAEhcjKF((Qh zZw`GB|b~I%sz<+50ner~R5Y6jvHIOVn{;7JbFp+|)s%X&5L-6~vX|9Uy z5z!+kQMpE^gUKdAonQ6$G}LeI1#^^jG4i_CRonc+cnc|1x-u@XGu@|2AjFHhEA29_ zp|VDek6x2!RL-iDj~Fv#aGWUtO@jz=8XH%KmosZ+eGFU) z89%_GJ51Ct$asbj<78OZWa-5V$Cm>ZeYYORy(8N}O5uFRdbwcUbbZRQ2-X6<6PU${4%Yi7Gv}qD7mPCo# zJaEdMwBR|!!UvH)kv}tky*x!hf%ZlG>1o)M_HMah)F1 zC6sEO(2+Hpn4nhYQLKz55IPK+0J<|hB^$Dt(szqiB@axq+v{X$$Gg_Fhh&g?g%R@S zht(e)j4UjXwbMd3u{u@C3JUI-xfgFP1%hGIfR7;em^4{^$QYsN0pqjl#JIA(;hnn` zL;6%BUPk#A@+$U`gR?OAlcHJA#2*f1GU50;Fxo=l^2F=Mb?8q_>X~A+u5C&NpU%|m zKjkD|vS9aVb1e4RHbZ&J>GPe2DyCAW29Hn%59sO(tt1#A8B@d@2kjM@8xNfpqDkeD zF*w*-MTBgJclWFR2@z^`;D7lr?Jee27`;y@6&a%_NR~81&POU0mNJ{YGYc1B_9i0~ ziXj{ph3-R%Vo#d6W;|aZml2{t$YBLn-k@2g5}FNn7#@bXOsK4?s-gm;An5rUZRC_= zQf3Nr;9A1P#{W(?jx#vNoNL|h&}FMAQLevuKlKkNpW>l9~3iEY=h`LeEW<#)KTK zn1o{=s$@f1B$aWGni>;L0C*-MB7&yIJj-V5hojR`L)>`Wbh$Piv>pM`)_x#o`nk2b z{i7d7H><0pnv2YJSz1~e@OmE)-7j~<7dTw#9eqnGpbnMtgz%@f>&(L^W_o{L!f9w| zuo$(v?(~M{ZOmzbI;|@xC;;4Bcp{GdvDU#g zS~~LH)eh)Klfs$|7DQtlR*S~+cwV~F;dzwR8`xPw_gM9>q@LYIT`aL~8U{>lWa!dezy7RB@L2fN-O(AESpRB^so z=f9sdMxgYkCesJD4;sVkldLTwYwHWiR39UR?F{WD$>_4n>q|q5#2Whh`-KDULgs~B zcf?XwwbK2Q%RHy^MMHCxWV6WiVynu(z&yhc8NL$ayour({;OFpkdrB=szaD2PE z^QIDAPQ7%Zn|1@=B;m-t7!zz^_gN43^O>3Bi;@#K0-fd`U9D5qS)y&=E zYL7u`YO~sfZ`!a%4z5K9kzTYQ&)>gii>T!9e$P^Ja$<6I1ePv3O=YyR?;J^1QRtF< z5E0rh1CxS??C-efj*&UfVLG_0whrxU{w-S2V^Fl(X^qH58CWwSWW%%`J{oz|lJ`zb zOdLldN`T|M)#>Nz%2w{qbscv%LR<6*6H-^l#@{}9kch<3a0WiqBmA}c^3;FsDPQiQRK@XCeyj} z=+~L`0l8n^hdX_&(gKYNC@fb+b%ES?@st@T@KoG(qDjm2WjOJM9!~*b-4;$F4S95r zPG5o}5!Dm1*Ax4xfrh(NE5vXl*pWwSRQ}nj5r`YQ_4F3=Q|oV*GQ- z(re1utqfmQ{2%QkIft<&0= z3d@Zl%~k3}LmPe`dBH)xKzayZto3?pMXre>4n@2yYk+P8b=~R!V4$EvUBi>VRK8}h zl8c}V>uQ({2?J^HQFkm{CKOJMQmDvnZ>X>1>A0%4Ulp=iDegAS!r_27@nUABch8|j{gh^=2wJag-XJIMJ6Pa5#3VhZt;QtOby4%Z{J<4A%R#B zX9DFB?f6WVgdc2Dr`+h%XPx5G2mfCafPeD_*bX2rT^bnF==a0*gdt>K zt;UA*ipf|M2!czeB;RXj z#`{lyu@q^bCE=(I>VF%CkbQFwZHfuC{W(_vVfy7)>z(4&6M6HttsX&-%{iNV**%Bd z;O#tAg#{ORjJaK0Yw;(X?@aWyN;J%3GU%OMli5qnnBtf2T;0|2g+~Q}JEs7%KQOhj zqIWsB1B+skvBA;S)&`48g2!(012}aj%eA6D=NskabZJl#)|7IS6cCdTxLyu2S{Q+Qvnx#rtdSuZXk>lb= zyv}P_xkmBtXFu!Gr&-QjE8x7)Rde{z@4{C=-H$X`MbM_ZFomvadajhN@I>vdyJ2(l z%!g{yGexqfcI1~gF(UzSp!$zhF!)%5xkE<7=?tHwQ|^`Sc?%fv8;OiuwGTI1VF&pDXX| zAC3jJ#hCjTr5X{dr2|bM409O1Xs#xD-yL`1W1k%yRLxe(?H8p?RcxJWPAEF!@@gX$ zRcztpxN%F4HX5Xx(d`hKP+flS{T-_7HkHG#n9dYxyHFqw$>la;@qME^*Y!jP;^j~8 zAHU;@vI6;CZ?0qmTC9^V!pCj>c08O5h^PW|bZ}Y~S|s3ll(w%(3@7iJUiVy!j)`z+Tlmcg|B@-eVr(FXjzrlT>Y&enOROpu z+Xo*UIttYqUYoy^_=n8;wX3iG+0OM&s;Ro*$Q>*K zRciP}LEu550?~^%DLPaJJFlQ1C+7{o69Z`}4B=PX>AZrmtSX*x^$oKehvRwVi z`=fke#d4I-ElT6)GF%M`D5)k4*y|lyc-*`eA*(NqI+!|9YdrZdK1h5wkuBtyp+oM0 zvoGH-X!*huGw8rx6hKcK)4@@>vFjT01oKS8&W_GBIGREmz6h;DwsOLrD{u=WjV4|G ztnc?dqOX56jf`?$s*+?|4`#0dnoUZC?A%tmTk%LdZDfXkOhLECfEy^X`2JuvY;xGF z#FpD?^RQhog}Wf(OKLcr;CKH+XCOOH?IDtWR-1OVjU+^Ng}3+PGbX3)l#~c^Yb8*` z0>i}#QUtugA72rL!Y4EM&3!As_YqtfKTV#FO(PA9W`lzVhoad}{-41Ga$OGNiGf-f zX32}xr%$m?YmG;};E=tdv$g7e0LU}4}0uQ0@Pmk z`(V?O<8Jd|t*zo@YIIKi!}`!?a=Yj(SuKL2oBGenjB?p zex2tBtEedX|H`z5fPhfrS>ias$YF8;zoQP>*Ta^zvr~(qI&;g#Y(clfy0f0Kch>2c zbn&WV$YYaRptX}1mt;$4V3+tQ6AE!V=Fv{T(^GmJ##y;Hu0J*`SlNY@MN?_c`vA9r>gnNK zq7lSitbC{BO9BXg&W-+&B+6a-4y)_F`qzlR)qmd?upWvBZ6?EJq`}%QfI|BKEa7&~ zdr|qg8Jm#R&->ws{-nq``zEpd9p@r^BRjeDLi_YX$||i25@O_+O(3ODp;axlwTdMb zB~gLdHUiBEesHvhj^{W@&M}ITH29P4<%&|^!v2z7eknm*-1?(lr9|UIzlIN_yii;8T-(~Gh{xKS=<0UTWi$SZh06V8AkvS{630c%wGr= zBzyVbo9YhbLYT)f-XFx~U2EL2R45tM+S5tkNd(7fsA-B>ey2Qxd-%_HDxT0B1dGwK1~Q!gI;#fw zG`XMJOj%S@9dY9^5nqU$&RagX zdRq8?1BhbjO#1HU8~knOqRc%}!(Q`gZ39X)^PPS-JM^MA6P%2?-#*F`5fHQk1YdG8 zM$Di_5*;kldOp*74;mjfGt3b2cE5E6D1*;=U&Nu&Ahl%Y*JL(3JNtIv4Kg3jKqT^d zhYu@4dAH-Bqbd(4IiKzcmYuLTyWOTr7#agzp;341)9NNhKMA&SMOWC$OnPj@?ZKRK zoGF9dTPV3@&wC%QXF8Hh2}Ujm!3*5?lmG}+G0FWaXDE&S6>8s?H2tB+oWC1}d<6)0 z5^QYfrw_d$;B*+S0QCUmN!6ycB6S_(OdX<=@7_r|@gH?7wCqeKZcmnh04Nar_5!4P zfC2)v-mF};$Y9%|+phZAdZ3)_uTV6#qVW8V$soe7MMN^e&K@U$) z%?^uWPCT?UG(lVkMJ-!_jsP;>GbPQ>&#%>~I?y(GQ))V|7pc%NkjN57CqZ{R7)t|K z4`5rv4D|s3gDV@m^4&6OZY@BH!*Z4F9NzzUp`sO=jm?P9@W?d3?`OZ7KFQBeX@>lSaHx8bXmUuSNI=jRM=w!w{0&i= zYAO9xA{V`<7gK;+&w@to)#w#)(&(TlX50aiWC&sm{=jHV9eIVE7Kil5O_nRUZdLE? zT42Q{3u&_&&3EJSyws+|+M3I-IvdwDRPTUs8*ATi|{Ex#|07I3LO> z>)MW={5jri>kWL?Xz@zi>1(t&l%;&K>(`xevU{O1$I}YJm#p>tdBIE~^O<20>VPd37Eka4=c_PC7Q2)sT@lQI~xBP=6x-en69aGgDX!>HGNb=XABfu*GF3ET*DC zz8;89fZsK2b3ceqW6Tfy`FUsVXeVI}-3LD`Ex(#cG|;w~&fj;;qM%78{Q6U09*M9& zUfd9%ju2}Y{PBY?oYPL!Yz`^1-e{kan<8v`NAwQ%?(Mve9(@Gppi}io<=s%$Bb;4h?@)Gg z89!|(s{En1SNQ(CVQ|{|Vb1N0cKBe@Xv2l)0K%M8Gd6nRah4%XM%uBMzjegK%r26K zpK#9+(Ls`ylJaizEUOF!0&aykJF)r_dox9%#-9-%dF_1`*Gw=a)306x=eaUl+T zdwag{^YbGUv$K=)^=&n%S&Ej4AjlebX_1wZTByZ&VgwYV3@<)p`xyX8<_u3xGpHDwZ3w!oh`s&iDz?%f#Fc zT0o5vzD3M2Wz~s0+XL}>%m1ckQ}hDnjzGYZu28Q{yjXyKy-jZWS7)-{@m_1^=kc~FM@Zdsa3 zP1tafABcwjrGbG0r1|Ae9{@vr@vbm1F=zcVuFI#lVS%3y0lE!3Yu=!vO>)$|&>~mB zlk;x*?g0utF`nLTb#--daq*p^EaqRu#l?HW3AOqiLj{}@FaD(ylOHX{@H-7`VyK0g zoySt?|5oanomLT9J6(OI=)X4*H8V%>r?=gfFV&s|sLq0E!~Yy^Ck7j_qmkDRUH2*nrMn^oKk%M;Z$ladVTJxOA$dB z7ePaq;l6Y@<4Dkz;5`H5jBKzji5{hmk4fgWwR|)kp%##!dP@|N)iJ%lK;g1QOsZgf;hrUGEn)TQM>qJ-43B+E#{k0O3|}fK6=I46TfcTKuF?Mv-9?rV4I@ z!xvjL=cQ0mp)y(lj0Vg^RbCnVS0s)jP%QoeL05rzFV-e9ra(i<3qcey42Zh`4+a0v-Rc%*;%HVLZW`N2h}oQcvyO&l{Dm zb2=D_ylLOSB_Vv<>i!_;cCWCAiX^p?HnMH!#gvGQkhFZ1tUJ^H^2$pK$_#b)@Bs1^ zWR!bQ&nwJ&!Dq4AeE`hLgN2PwO{u_I71M60h{X&#Z?-SWbCx`oC898}uuM&j3cFof z-Tay?6r0hxw#SILK@lIBQks0_qqAIxrPg@kw&y)GBClR37n4E>{8-N3<#h-aE?6sNowF zB;kKv6Ykg`dQES@xn|x{G+)3FlRIv_!3%O@Z7{CP>rf0I_aO&S_8@%HuhC&O?KX01 z2gvkTB)j(hehK+H3D>qcDzU1s5h0>k9D~;8RWC1Lr#YwGj>`{^k3g*JjR;#Hx|g## z{2aQk_@iWtN>ZGjGY}{}K(aQA>BvF(mn016g1U%*R2pZl*OtfSU8?#lN^ZQlTl;a~L>GN52s zsUt^75_=A%0puqL$CPAbV9=PElQwK%yMQKb8Bl>CF#uSYz+GMUo6%}l0Iyy|m;Y^; z4>c9lJ|GVh0(718s-nasBq-6(Kzu52RaY->Y_Ods5%NVNs_pF+)2hW#+o8=5gdhZz z6R~k|&|Q#2^lSobp+>AZkk>_hS~JSmDpXXJif_lRd}GP)0JT9v-By+efS!$JXTsKS zfUmsa%es8N=#k{?x1UMYuGDf%LfZ#_G&fvLmcv_tkL1C?Bfu2F#KbHV^UP*39j}Co z6X^{Hdn~*B0%`C6W~d3EOsbA=fXrDA58tR zX=dTP!e(TSj)VRSk(U+&Omk2Ry5lmOc0l~ zPh2gw{zAxZAN9G>^0<_B4vErrDwVk$H`UxO%rY)ZE$qsAYLe=Y_M$rTEW)l0;kbz& zVwpxr|Z4N;SO*3y6}f5&sOD`=gZi@&Mx(b@2%YtST&K!^L?{`I5*_B zQ^w%O=JvMfc_sG1D$(7@r;*FL%Zv0tSQY*kIZ~%KJAFB<`*RFJRIVEUDuxxkPx5Z} zX2ak1^Ndu_J181zgqLFL)#&(E6*)=)5E_odI*t_?3(=+kG^C&lc8C@1^4CWn&QKKI$?3hiHiq1hsjv5Np(!n^CdlN?{B9&lw#l4fYB6d;lzpS@ zB>q`@qS&C_=_ZTY5rDJJ{oI?~l&daoS8=esS(#qI;I;wISeh-N^=Z!{fBQv?i%O9+l-w z>|QQm%Y}Gf>OluKtvc~rT*^&-$ruhnPf1MNnOjAq!|1?^280?g*8R_#={b7M2xF1P zm%#?_{N?UH>U)#K;4iTkK2985V!I&`dF_Ju5OR(+umte8Bz~ZkTam%@Y0_YLViPPz z<^nP~D=8|Dy|Iv#G$Kgd(cHswL1KrG!YmQGAA77Hlc>sxR^V`!)zM>!BJgNGS=wyW8>nM z6(8DI9~w;H98suutWNw2<7WNUrGlk|%JY7QpPdmcFeBc8bNjD3VBfC;T&fL~u`kQtb~^HSvZ1}hAr2HmQ!7TTlqM(I{LX!!Vt@BX5Q~!! z3_eB-RX^r7{PLV&2dXrw%S{^Xv3MML>iVY$C*((j99`HFwB?u zR-KawswWoqVySkxeS>_;X6EsP+X;dB?t!Dz8O{32=_YY}_VGvDg>9e#vC&}||77g2 z4j1^CQz1m9Y`_tO+?0pB`EIwnZoTY0grod>tX-PplJk!?B~xT((5Unh)sK zLhTyu;@@@>N*;p)Pg(=m>t0@7^Z~5uK*d5%ijICYLc>;07$#SZ7VwIb)p#>*PR~y{K~hcas>w% zKU!C{Ivq~u)|%9`1Brhd(&k?LaKP&Y5LO$>r>RqN`ThL$pm)#C&gx}Z5QrkKhkxCl zu0m!E5CXi1p;_rYpp68ik@-B%YrwyRsjKU22|~LcxYbk9pQy%J6)Cn$g^;VmB+?-- z`2gu2At@^RX)sa4*KH0ta76#@F5f(aN&W6{^Og1J5PJ@aZ zExCy`Sgv(T$P=&iedC~pXmf724l^uOp~mwV_cz5=#~{IE!~1g2WYo6P#_Q`wSwM4r zrW2I1+Rss}g?+M;&*pQD9G9!|4U5Ny(`Rv3OMWM+@7A>!RN3+S(Q^?yL;e?H zHPO;Hz3?re<_F0b4A?c)T+KVbPwf3#ma6|$&T6>oVXsb=1f+h1s`^^Dvi8HIZ1?kY z@c8Xm13FKG4jFW9bq#^N7KRJH7DMZDXwcj1Gpd>0ua^i!fbV>Lz26>=BlLNDc?9I9 zmFntr(*(Qepebvbah1;Kg@X~f(4M8P3KV0rA_+5he zJo*|v63(6h?4~t_G+{w-8kPx4FC^XjM?fN&DUH??!d$Vh!q0`Y0=;pLqQOLc3eJln z5{jzUBIIOcW5eS_=g$oIh)eq6Q@WxS28z)%MqM@j-ayw;;P+11T=p91*oK^bX8GVb=_K08cC(4Q(7A7?v@s$ySux)yHi9Oq@}w-y1P@Fv-tjTxN*pZ z;Jf#lYtE-;+}WAU?IY09`ugYQff|(PNCD?D7Pi&wugmb4pa1gT0~{e?2eN!%N^xLb zL4cuQue3z43$-UMj6osWZI39%=gl3=WrQ3!)psm8a2H3G-34nV9QcClg9maLQpPf; z))iJv+y$GMV^|moX$7?jU-N1X1t>YDc?PC5vXtS?J`c>_nJ?ZB(`InSmn`^B#B3ZG zw)C%&Jh>;y(}d=!uu_|}IO}2?RXz!upJ6b>UsO@mvE8#S1e~Z;9KvFs-WfeU#s{=( zT=^sjNROT%_|BPieD}% z*r&ZAXl!-!_F`RLYyDuR9IemYfFSx|V*8ABeFQ=cJ&Qpe?k_$X8X9gQEXS}R(`@xd z(|8O-47L^|^Q&t4(HUN6lw2w)$I6>7oi05*l%g#lZ$i@aGj2^s-_22=fzYE&(>7km zt=PFU=sA6HQ9-xP`VIr5#$jJ^S`LxHH;!en6R0ON>n%zny6paO#75tCW5@v^dr?7w z!R!wJRj*3f)?AnZtl<@m0I%iHV z`|$-3ZLoo)cSEtzR>-$@08E!31ufV&yqjnuzBWHW8s2Z)S>V>lj|5#j5Z+)QS(1Au z!Q3SQ-XsytSkg=k^YCP_Sq-}3m(9AM&F0#PmSl5fv%9!Yz2FnczgYtD7x7{n)y*vE zjj!YVT-SKjbYfw8yB_<@`c&#ojaI?SX8+Ja2+z%(pQ~TAx}}J7^-yvIXOFyZ9qnh@ z>NUog3xuQxDE3(ezTx9b8S36hewBlARVv#k%Z!*1ax89}o|i!i)Sn*Gv`9dwg%N_R zWlW(+N=XyuuT-m3kTG2$o>><#Pp8XURr!{6sn0F5HFf%6CSfaMmsJQKhQSerxfl?u zSl7240#%Gtx~WlT9{GW3W4u%7n;LPUhg{tu>nAFN7T3QnZXHvt4>voUI{OU+qF7&% zfLBhVN?!!ncfhPghaE0gLar+ zm@iJoQ2?fE<4>3)fvt|7zh6@u>-{1C4@4E#5d-y?!C1zz?AkMhI zJ`4^F1WrrYA}8VAam;V_IhIX7t7+V>XVea-OQF(!1F#(se@V+H55Jp(Q~e-x1c4t; z8@G6vkmq7Fcd^0BU?C*$?1OuvC|zG}pg1P2n*_BSOq@LjoUi#TllkS?!)P+}zk~5* zt9s7iz~|ZqZ6eFiy_{T*HCEfS4?Q+)`8$(t+81n*Oao=n{ZY93r7P)hWyP&m1PTeF zRnVoPp&~==pLFtE{TQU9QKkcXZzjZM3nj7~zI$#RFC5or=#M%aeKS};|DwIH4?_yG zFhi^Sn@FKtsW!#dbMeL!@b*(c!aPmm82$Gz_`EvOvy;-Cz@vNggCx?`Wt}S_$;>`m z=rS%I&D3}A_WQi%a0Rb8%5Ch-@wJ(kgc-mn?-VQ zQtuzC*MNt?9^9o+sl$7_{_k{^$gw4N9HEJ?-9urWl?tMy5GWl^TP|hqD6=_iA-ztW z$?dzVRmzJJ-If!d+4mn~;c4n{3rtqqc>A5sH$>K~rH8SgN4<4Y-!OCoR#sYnt`9N? z#%MGH=fek%*BNo1fZNIE5NX&AK$CB&kd;{)=W-~(SU&^$1QVgHSz}{kzJnxTqc0wQ z-e)V#r(Sn6YB^uFBBK3@4dSURpiSw|P`-0HK?C}5N9MWBi*-c2rtMVcShIjHES_XC znt&J9&1UvTWoHOA4I56lUF)2~uUYTVy~ivaa#@`B!oe#fM_J;!T4N8lTdG7l@9v;6 z6sP8-q)a{c_`a}cr4)NU1rgKX22e<;5!lM4(hq(bge#jgs!O6f{9e6405$vYuxBcI zEU_KNT-}o24@p9Q#{JKBAlx=+bLxZd<^zKsRT7E#fLz|raF+k1NJkAJuaR^LX=?9uRy>CAVdM({3^w}5<5C<4=cvNPQ^z+`uX|! zLHD>>ZQuS|W6t9CK55#`l9G@OjfjBWtdv{*f~JSYFRPLH)4o{N%gYP&O+tBtOvv;- zG&Ki)zLUTt!kD)H>C;Q0q=dvi;O2~sD3WBT7eU*1y2bY~QQcR>2jZ!||TW?rG4%i&izn_`?tg@gQv zY+4$PN>cXzECz2JV{-&5l-KH`W88 z!!s~k_cEF7T<=s-k)aKM*0x&Vb!837qHtnGfvLRLBrShN-nUV0uLe54<3V1zrGXQ88$&Y$pE`&Q$#i;0B= zcubl#Yx()XZK|bo6l%|3lWf*2_;`4T(S&J2loh%3N^QeeCUIPkKROHoEOpOLISH?A zVyrx`2U(ZpVQQWH?~#8yoItWEJ;7eLBI&@k`YJGSwGs}G0LSqK(8mF``p+^>`!b9u z9+>`p@52FkFz=-r**r6^OVo<|>z5zJuEIf*3tF z&i1^Kq?X4#hw3t5_I!EzXJ?A|p5EgZwGb-f3*HC~_LPi)aWu{)Gvgt!OC&bQ^2+K5 zVIUwN@P|W00^VlXf^BsmvMgn)a9ERMJ8KEPy|M0aE*zy!B9exyAiPit~AW3NR@V}Vos_*PckW)4ku zUf!qaQYCh)r8n&K41B9}G9-RQK-exiL1?0*%PB)S7a}V3TA=<>8=nl!th%4_p0y;V z)(#B_ktC}sD?`&S_edposP^{{GU7(sz@0$i|2GDroCwm@a>J^hpAb&pAn~VyQKR7$h~x}T(&|co!%MsBNw$_$H;3<` z^E*6fd*fELbabPG0|R4Y4eFN8J41FBvU;|EuFL0H@(_*Y8jQOoO6Q@e($r>$Bul@q zp*OdhEQfOvnOXt20dIrwY!;y@>T<#a@s`IT=~MWQ?Eq(LxErMR`-HFCwBrTGJn%Vf zhQCGbzM`X}XSp3vx9YST4q+!ZUE59NioWpx0_|}W3<_xdre-(FmVl zze$s1N5r3O*kfHn5O}oglyA+@YMPVLu~MH-teOcBNrX7wRoQd6PXfsom@o0L)blmWxTLsithWy!7#f1@xHJVTSIE z^EuLYBYg|-Ah4mA_hWNEI7mR+@qmiIH(o_5GR3R^9k_;_@2^b9sdN0TR$7_>;@hz5 zg;y*6O@7TU5b+z|8Mgk%g3Uo&1^^#HYn;A3pT0m-A19>H%os5+r4D0DQGYr&ys}x% zm9ufPDl}N(a;LgXr@xDDl~U!kZ2dKp<`2aMxG$I+*>(Qtu@%Z{ehlHP||Z<(ZU_u(h=# zs0qY8_BQF@S-CY2>Wo!Pk-$zBn;e`z4&#$2E=HF@5 zFjt{ud~!6O4yeg0%Lj1vd3tyNE$y_KV-d8x^vm6tH_*z@?|e$@B8T;dfRW8V!;fZa zHF*Jpi)mVrxd3l&heo2LNV!VEbnZTqi+wM8lh_?cmq$l)T@A|jZ!+I^Q-9wcd;F0* z8hs(XZYxkD6DSo|!nPjPgPGJZ?orf-bZk#WPhswK+}{$(kE;DA9{5&L6=UhC^f zkmE;^v_py6$%}UAff5rx`7L?-_lSWzoyDr_T8yNy51lu2{uMA%GSV!ZRKPShH%Ts0AN2js z2Um-qca}D;fSRFouy05ze>Q=b_`oOrVn89`?$PO?*O$DCmQ^O}=AR-beg;1RS4C8; zs<4WY9_fj!Ls`aW1J+bJBbFmNdV1Jsge7L1PJy224@`NEAo$~O#=l6&^~z^D7cBv2 zUW*WV0Unj4%uIR8NCw1@yqWb8%@??wq7hv8TeM&;?4Sw}KpNfP2wn!q-VyW?x3{+d z$52hQ3k50))GS9J7t(^c{!=3wnIrw~@FKzf(r&TN@;w1TtKCdle+V4iB2+&%=7*4r z8hz}(|2|x6E*y=?6opc0(R`q~N{OisKMSu7QUqh3kH3I@Cnx`+iL0Hfq_p~g>cle) zBDR5{A@9qdOO4D%uIiF3@vsK0^oF)Pv-7;4%O(a=;U|ox!??1IW0$!m3w?d*xe}!E z9LJUu-M@HFiP|$UP3&g~1x=uW*biqSR7oZK#o-5d8!zK7BkgMaF-FqD8uN9z9uE*_ zn)hmJH7XQL$E#QUhP1ffEAf}k_av0KwT9{CgytLosJ`BG3RdQ`)qGyhWmgbHbJyLt z$(k$eK=Th*Palv$v$M6s!(tMH;=y5Z@Su*rpsifk5u$C9#+E+9PXTg`I*5|#wO?)0 z{(gQyM-5XaN-BO_l+2&Jz_jgvMWL`0^}UVyauo`TybDLMJ=(hhzYHnhEh z?8&sxpJgRW{fG~JRU4nT5vftX=Z9*NllSa51rE5s-+7Ae_ly?Ty|-{v_43k-oiWo} zPI6Yp4tUNGu=kU{I*iEp7aE|OT(pZ*!B%zZ%d%tFi_gkKzeF3?PaZOF)sSxpSi{92 z#V4`3lGvD-H~;ASh?DE23ltZor>9>%$KW7?dZVAhB~C7LQ~m?zt>8YiU=GQ<4`skb zL6ld*@a1L6sNp>p_JZVl_4g-Pi#s~gK(PgMR1Yu3d?|Dk`_$j(38mS1T#@=J^}g{m z2E`>xX)Q&%T^|ngo-8<;2R0{5(uD^YY{MY@1h$Q}e2_))yQJ}}hR6gCgKA2AEcYi4 z^Eok5JR3697wD+UkeG~wQRFI51v9Oa;a*pwcdqfFOQ?hBH1fe6> zy>P0t^YKC;MQ1YB`b)={Mic($BlRl%z#|HvvPP~LbC)yS#y$b1+Q#N=B412ujatgq z2~Y#^$64p0ADGWRK*7SU+rGj3WpNjFIQO$$ndZuIogJ|=I7#g7Dd!Qg?(T4^Jz$y} zR@}da`;R6}zO6jzk8-eh57WZJC_+AHd^iM+#t7e(ua=@<9g?Wt+9e^p#T%b+C$ zZ5=-jz_iS7A#tNab0TZuY{z7jcGsU01P`t*Sp3kboGQZ!E5PS59cvxg?&apE5A*P$ z=e>O$(ZIPUReJ)yVbC(Fq#g`?pBlh9t`8I!|#@4y{6&3b`udk!A zQuYrJgZ@D!`}i>j@SJD!zh%sC??<^$;lk)h4DWJE0)VikiyULc1u7#B+;o$ZJ%px7 z7-DUe~aq6tc z4iaA26l#rODGQZ1wp9L(|K_dv}k-^hZs@f#8r)#u`shS^FU~k5a zb1h}~Q)WPI{rHOKN;LY$F18cC+4a&0Kr@SV=5LR!~Dakg9{iWq%=@_e@ zw*bBoD?!0OZ;3qKp`mp$A|26{`){p3iNCv@ERT>pNE&A0#)A5ZRAhB~Or zb}>Y|rWU(2j}T4~?*KG`B~==D^_`0`9CGo)QOYdWSfKFOOgO-7nzQyTQ#G7xy+=w| zu}Iuc&Gg!$(p9`0?kX%mw~H_||dDk(aWWfIuf882JfaR?RD6ZXYx&RBc9I8TH0OKsnOlsn5Sq zHc)=xeT}&Tp;`LwHvyth&ASRQ4U>QG?~1d5>Ma!9 z-nxBMf{KU`@P~zY`<5Z49T@ktil<5me>>w21u59B-F*iUhixz(e(ksShm~S;AyGfE zKDm__G|DajTIFbSa|+;90!%XMrPDEEu}Mj6`rRSJ5z=QI=F=se@P92q&sf7*wK z=S`p@2-u{`3-NKI`a`YH`7R-TBa{TYI}A%!zUr~NS6BH8rAiNir?3pO(78~`hhOlc z;S^i?V>^r71#{{rGGgv#;<0}%Ptryp@PYf3ZtS1y%FT!HPv@g2sN7xY^OkHixzM^| zxY~ErLdfeVnjUY0xwyE{9I zSuT}Oc@B&~0}te*o=c6k?5iI3Db=tN7x5vjY&xt_?pH^gM#CRkn8kXIfqk0L^GYEE z!wWVGdQZgIz#sx3hJYo>_PRF(@rENiXEx<3ijgNQ4Y&aFPrpv@zY-zu%)pL`64Rdh~NG%chHv#pU>z%&trVPJ#6Kcfk-jMLawS*>7YO zboxWBf`OyaA)0$DyZwpJqBYtBQ|bm0X8L%oe@&Qa2@Vt|Cf{nedt3kN9k|feFbR>a zLh&3*`8)Y7($2Yk^=3#4eiezeQ5J96RbogiIjJerQK%+k9o~jfRUX zm8ps<>YUqFg{vVPKDXn+)zy@ozmTjf$`=9DfM6sX{iHf_tshzMSx)6CK%vH4=;WAu^MqdbE;kA^5+uic-#+a53UsPiW?Z0OG-j+D&^ELP9s8D52LCCHwDJ-cva8==UJ(rwWwj zPZR@Iv4N=UYDI#hUp?Dg`N7JxLSr9kF(-JdO4HZ^?hWEk!;gR$z5sEiHGI& z!zHU4rOuCHB}N2Tm-LfbkktVD;wGv^f0~Gm2GQ5^<47);lrbZqu2-&kw?7LcCwe1JDc-_sCF4 z67(!`yAMhe-Zl+qA3GS{dk>OadTMUci>En3Y#rtyss zYBZJ$FVtZ3bEmgyEHD545rslKS(D=osh^kJe!gUO{jNOl_3y#OQNhsV^W(C7hINaH zu$J9sqls{95aah0o>=x$AzNX4*Jmg7QcOY>Cp)>@4eu1`dOxohwmyo0tuOci{Xf#btZvaHhO4#7gXsknZ}M(cqTpGJQcPnd~CS zm;1SPpx`_-&T=&Ze89y|`$1WcG)Mp83ZwtMepKsbOxQQ#7#*el-|8&lyUV&@WLzs_ z!+!rgZGZU!00Y24k7YirtQ}ScBP|{|Ax!ap&$P=geKcjuC)@aNC$|8p%@!sZ6UHY) z@j=);WnwRBE`+vOO%Oiu*M|&S%YrTid~BnzT5(RjqLh-xls)lgl~R0q{?yMTOC~X4 z+T`@#8_gHh3~32t@-%j|&lO#|ra97aoa$4OjGDGX&Gg5rh4>*%XM!JFWgPY~K)AEmiIL8xzQf@5zqq)N|1_GjKoN;oq4}aIIU6ec{W;C?kl}duS4zZddxXrNr|zcf zq+UPeXf|d1{@BIBJIY;cV?4`NCYtckv#V;;1e#GoTKZ_E^;H@=H8o|6h1n|fa04dS z?#m7A#?QC9lXbL6Ckvm=`)BhPhUlA-BI^PE`x}kp-~QBYhcDDOsS!UTXw6!_HjyeI zbOoYDE#MCaebT_dKqt3gDj-#@S6c3(xKH@WLk0k8FkNn3`Nz)>OS3`oZ)6$3w48x< zB9q(c>z}SrO8}KkNCLhlA1_z^UE>R=&%j0BjeUygEGDGDO#5zcxm-=cbieX&4#RZ` zr5&1wp;ed%GwURb_UB(P=BBb3qY!<$I&N5HwOsfC<^e!1AdarlJZ5|hmiux?w&3(P zl3lc~$FtpmTIbz?ZmZj8tuiyF`C8k2l%+HOtHCf_KFkGV=rik>hcWeboF5y8AndqU zE}LQsY6ucJsF$C!zvYj3?wcQ2gE7~>G2^L6M;02c5f?FLDTEnne&1QT(bs87l&49{ zlgTK1{zyEUGUI+iLjwlB$2EV{HH@XpN^fm2{3=?7ByUA`eS0kgq&15@!W%wH3Q2r-kCS7Hw`z_nw}9aBS$4V{!^|q3hjf z9?5%pvAPS!nx!gJdMXDz=ck4VhJV@OM{TA1j)t>As_{HGQO06{F7#fFdVu>#!x6 zfFNU{*?@P!k7qko(HVeVl7nU=9ZS-fNA`E}6nb^?as%B>;5KPAXa4-Cm|0FltZyxJ z)WCR?eBt;8v^Fg-&kr#_0gNiRdyy$yzVWn1vjm5%_=)1)hC4BFJ5gn?7EgyB@8>1N zE~?>ltE?Sz$$QyR-PGjZci6MO_})|)+mksikhq~NjQCWrzPab7nEuzk7ReHZM)909 zGzj$(2@zL##)NKrxs`2?2Zz?}vSu;RPyCosW|tQk*x|0={Kiwr_+<>IeWtB*H2>P$ zU((`oVqd`Cu^z<(*#pVb^`j_ZfqX=YJ15g@;HU+AWd7+ z@i*)lYDNcns+v}^R$jS^6$2K|9CSOs@{5;mhEmi;kAgcY1ZAoqB>bR7DvS?7nBgL|!g{8v{`_?H~vZ?w>95 z+h=(NGz1Tz2|(q0WE6aP9keDOMQd^_6M58J5e6v~rGqS$DC zo1keV8l>b$^%6x#X|8a0P>Y11HV|h`Vm-Fy*-i(}ug+&SS#xXBz82zODOYn-9N7R(nCl5%3}z zrgD){vb^<}D49p|_lmZ%#SXyWq44n2S!{;0zgt}7;tXDdvffw=9O5K0sV(*Y@X^6> zyqioT|DAEKy|oX4hNcG#6(BHxtt2{>Dvzf_RL3?VlpwZ>RbR^y zL^1>o-QulgS&A5xJ;wX@Vj5P;aXRDUKRARiDolM+5n_=2evexaR4Geabkd!!n#P5b z_mZ=TOVcT_B6$N9<@+6K;GmmP(*?$n&%@|vmOSIU zp@cFuc@;X5s&9Hkc7|k&l~w`n3^)WQTwax`pz$CLPGn+=u@vgrpc+e;#4;~uRVw`) z{jumrcqOaFj9hU6v%L_>GHigbX#6}0!{Z;<9lJ_WX08Rob$Qi1 zb1R1%daQ*~Q!Zr9>zWwBl3kW5(sH7VzltSd@4wvd<%79u0ni&1vKes3hztC_ZEj3i zMQGyUB@vZsJJ+GLpVXUtc5#}VJLON3*T!C+PQ3w#=PoHZ2wvk!kfL#|smkE=&f~GR zBBYXIx%zPSeR;D=cUT>aHsTDMFD=B4Wf_Pzxs{ziqXj0=*aMcfy+QP zA16b$w#)f1@pMi$uDIEK)mAi*#B;Z!Lt9qFDB#^WY1tgLZhyc={{j+Q!xq1tOCUY6 zYpdv(V2!!_+$*oem1G|O&@}~B{D`Gxb5ULJ>qghf52Bmq_q*xj*xBeS* z7(yx}#@fSI=I(3^pC&iucu>yUu4grg+>fgEQc`Tfdwwnyh}0aY5oL?6U}`J6P0HMC zL_qx%!3c}C9zA`^JIo_SDW_(e{JDZe`))_^7F*vjRoRu;%fZ1xLt}x!d8Nu@{sPPh zJ3Hyt^wiX$5eeK^GZ1-SWQs4mXqrqEdl0Tcf4a|7BoqLPO85wp56H;KzS3c*krCgC z-=CBVg*2%ol zeKe>lA?f~w53b@Y!^W?#(aarC|MZ)>oAWrb`pY>>h_?SLop^;t-}jw0*!2>;qj`Y0 z+NjrcXx(DF(H$DSYR{M}|w z5f{0RPfvwFvxCj^`EK_hRjWW6H2MTw4!{fo60qVEIJtoX-UpYQlG1$V0h;QfXv}n~ z=vC2Tj3a5-L_bxay13Yb&C~K*z}8klPdRK}UebPzK~g63dQu8xr?9$eB7DWRRDP8l z<$o^oI)2TNfDcVD{2j{v`44cf0Bfhe5od9iu-f&}g#CG3Pc5mb4;%|SY~N}GA}+)p zUvNdP>kgdd?pSua@p-p?pV4Hbc+MWh>nlmvc}fq?+CKpDq>n-H+D`g~AA3x6mf|6gKP( zcXu{0$V~MK;5M6p=!?+US1F!8sVNYSebyQ_|M{RnnG;Rjz<^9ps2k|L?`k8Ob8>vp zy_ABR1m@Sa0hhJSQBc4}idsPn6Wo7NP1r}e4yy!_2SBc?`ednKTh&|; zaI=`p0wSF3G^7V|#%|&4zyI=L`S7_`9_}MpGXZkQF$3TIsWRP1&dT~Q-gVfOruIWBK?7epqSPtBusv}dgBR5}&O z_}@QF&p{Vo@XWOw#vIshTTzW#vfvdOIcuuKNG*P-$L~}BUd3L1O!mD*=5;}_6)jWF z$NF#Oe@91mFaCWqZTg`8v0mRe<>GiNMN@mT_w~a05a4o{CuY`FpxPPsNs64hgjRjV zgEcipsM`UA>7bl9Ns(04&7mZ&-Mj&B%pv=xAAhPW`cD+v&v@B^AuA>pC0qx{)Y?CU zik8gFnH#u9A^`{qN1)V6vK397E(;!zkJ={F*LEBvSWt61;qW=?4M2_r7|t`1+SLDm zZwo<0d$W9q&=4)Dz$l*zNd2!iLG=6m+*~~fWXfWrbvP=bpls+bByfm(R>KHfKr-X= z@RLexdi_`F)@PK&D$%LxE8y}hFYL`@{k6Pu4pt^IDs= zY~apr8^i-8H0{fs%@zD_h|%z5_Ze0avV_Z8wo?~O5Q2PF<;TvrNJs<~ncG|sx?nS$cq^%-G-t_~wDWB~`KAB}rhB3qOj;>sFxb z@8jpM=c!Zs-MfQ{v|^FC+ve$33&@z{;D!QwamKTTKP5C(fme$d-|OvHy6~{DocWmE z*Y+LZxQ~ap{%gBe>pS91TX5Wgsa~B9J5JiMCS+OX{1^nK+aOURI~c#IdqqA`UT<+4 z9jWx;x8}|CgHCBlNwC5BVZTKJQZ@VSzCRf;3Ua~UxhQ`WYTW=*onzo^{!u@7i#LJ=Oga^igY39;U;Sh6?9W%kqOQGEFAXp7 zXCc$Ms|jkXUqj?uB6}louTQ6v+HqJV6a>vjjX%Nl^HQW-{2MJ^d2?QeTuazOVE^~{cp}ZkS0xNrbPBnWoE-jB zG_C)=S>Ixs4WOvk3wW&>(vMI=BaNB3O4d0bo=3esh5h%3_m($$^Y||NXZZ z&FBR)UYfDd!V;919$RK}EIxO=Vv$Iq$oUAmZc1tw-iO0m8M!Gt<-lia6{D8bmV|iF z@-FJXv-zF`66cTUh4+J`_K(pj0?hSN{b%dgAz?W;pmmVje0O|-zaI3>D2Pol%53Ij zsSS6^s=>cLD}9~uzd{2U84G2EY_M3c^)fm#@(CF2sHixMpHDx+MORZA%F0H~m=${J zw4OM?MnVha`|)#QI7nv}zNr6Ni*9wl%#^JR!m~uIX#=AEyT)mP?p1}Kaeeo}r|s?Q zL3kZu_30|7|KKlb-CL&idAuGuRvN9icbH#)u)jiUiO$wb7OQDo*SZha{iJnD@oQ}N z+k0b^HxP{Yd|o`;t5-|jk$EdUWk$14FGOJA<<(j;O|p|U>qJD z4a!E7f5QF=WhHzkBo^^uqDm-Ou*blCgb!PkU^DR<8=`Ob80Nz&_<;dJYkydky3zckRbc++Wf^n>!uX z&D}Gk#>SrSdE4~^?fD^fR|9GSrJfMG|ez0QE` ze|_U1guT3;fsWS}=m`9Q4U@oXI!^>KZQeZ#V1SgI6JRr$j`mLc;H|3V@=tom+2EZb zfiNDSw`miRm%n5b8C7G~qx^E`9#{1xV@J!aC4P-H)yq5?Gd^{MQQ!L|R=Q5tqDacs z4@WBKUbzF`*)3QKp$D8J`@?{Hk0Rour`C2AtOZbJgg>5DW3H+JeA+^;&|Cc1%{3eJ zY3{BYaZ>cAz`Q?VRSQbtfzBb8@*9o<$p0NLs+kP?KtQp& z-2vkeNSIft*z<+zPA413c=w<&@okwO6|!nhpnd({+UF6VG6KH|V8aQ)`mym`A@{32 zG>6NA6Ou2+A*Fo0OzTU@X0XX0G{1r?d6AOK`6OZt7*ybK<@ za8FRNPirhYM~-JeT0!sKg7~Cp4VHS4ZU8zWAo&3@sW2uBrZ*8~vz5BpSy?Lplet&b z%KO=e>d|v=Ly;j%8Og6?%*_!azkULM<<3q3JM%u=?P~^iO_VB8j^uD3Ed6!_J2-yM z(YuXk^OP?G3R*{pFl)NJOMpdohV=Xv*!@1y`(73hioI7^=lNMSD9=>}0(GW=a6IVG zmHb+C9}%mGJV5(yS1Cau)cSRgd|e1-@=2PnXBBu#K|TYG!9zvE3i_cg@wZpT)gR%>2`-G9l!%fVUeK07~RKOhnEd|(#Mr4)(e2mSSV zXh~WC4ouF7GLrE}z5}yYp4cNW&6J5&I2m|`U@Mlv>&zJ%`OoKGQ~Wv3Ss`0-$=F9IQ^dNCg=-M?Bs4gf)q;Ta?_9fWUhpyL zycdE8J&F(w;#Bk-6v=v^#_I1EM`t|f$^2}N{RHx;BqdT~znF}FOb`w!%_^u zpLH4!MN}T)KnE!T+6PGOyda~&e;_GW!4>3Sa6JtAX;zM&`(g z8w(r48R!K+W|#y3ElyrN2m+eunrt1HM@~47hXZ1d;vGTp$Y89*2XFdY2%r&vrvo#> z^S9nI-9^+5LD>p= z-%hXkk*Ua@v&Up)92K)or1Ah|i>=+^Y=y)4YjvZR`971j0{5%Xot%QA%)KA*R#I!ZWq`)#7e#{GLp@g zT|{zVl;uHO0IeuQ*NF7FeC`0+jsRJ!`-y{-p@=?l0bT26Q{K3;C^dYJ6IB+;CP7V*(eaOliM2g({0=^ZAf zyQySl4X5Jeuk@^TfTeVS8C`>~Goos6dP=^YQI&{=JKwG(eg|5`k%`8Y8r`)&& z$E(WdN*J0CaCJfmEAEwHrX>dOZ|xtsR{`k&q8X@1r>-1*ftU(+!?O#SeeYX(cdsHW z5!}zPavU@9Nd(7bC&z0Kk611OMmL|f!eLW^XacMUW3tHH%r8>BAF0!q_A|QEnwSn0 z9zUrJJ7N2;ZfpT-XbGx%20oKMw2UYos5yY-14=oexEsI^-IpyH)l399{eBnwbN8>4 zN*?>z$U+%PKo;vvxK*TBKBEKBh;XogjdqL{lLZ4nF}&xxZkF@LfxvqMVqfpG{nf_| zVBYCz0EbY7*T$iYV}BT<@%`rsV}xmxcp@LvM}!M2=YW?A!IRd1I^7BKlD`p66SGi5xF=T(gk6Ax&w&tvy+TN-k{+}d*u1jf z>P4Ga@%*=Z^((7(7lcUwyu~9>tSc~@=OV<2&}GKg9F*B8xaX_=DfVTDcmP!Fru4j0 zuOR*=WZniESM{x>>=*bD#e3wAvo8y6+z+qbVOk{M0z5bW1<-&<)ZDSx$NN(H*7H)l!L z!{0}iKB!#p93J07Th46I#s{m7&(ivis&DjN^17VmF#PdCkI%T2*k8CDQ1?snJ zVU*PRz_~Pe=F}Kgs{^x6@G5`nhBBU1amg?>FQm7)`}zuE12fsj|Xx z)XQeMh`Ie9Ct`&Fv60~Hz4!fov6_ynAy~8N#+F%dFb#6l_E(>8UW1W&fsDp$L!9-S zn;X~C6Npy@sxnG)a+oLpJWNmBHp7Z5%U4J_q;qa#$#d}8Z#;T9j#BczlscW6zN((V z-458;FW1vbfWCd*DOr$abczK^Vr)V#gwMUWji`kTX%;R7m!YD72hlio6!;1c7s9^- zd*Ny==Fx5aEBCNR$HAuzx+V9T6Nw*s5X8O!b2U&_#@yz=O!G!E)B!XzC~X-mBYUn* zFJ+oQ0(Tb~O~4N9`!8xEV7ceLC5qXzb(-xwfV}`+IpIA3-cJCQ!XB3{{^I=)KykSK z^xBklPsP|&HE4rA=_z;!aJ87+?UG)XH4}fmRg#V~i*W@W!Rj8M7YbmU^VUl{tMvYd zg-jfc!vgySW53~dyzX#W*8q@i=DG4J<-o#q`vz_CVx%KnB;aTuOpg1fg$~bd+a)HX zv}{*lk5FBFJ-qq(AFz>2d;jkgmAvTF2Dzb~yGnI*0o9pq(9PI6(cqjuE4;ffsgus7 zHzHad(vm=`&S6vUg87b;%=(+UuQTsG9*9f%2AiJ}Umhbi!~Wclof}yJASLLhf(t54 zo#rPG$Wps|oXm&>-6;&=t}WxhhTRy0y$|E>BDw~ZnKwD3@Ro|cTSeIW8DlUC5@3#> zE;T9ba=yex7pfCiUngc)`i;tS@Mj(F2qEPDU;+5+IT#vAnVG9WNG6CUM7_E{l@G5e z{}6IGt2z4L92sHuEdLA(DtY8sj$(_j3hSRVuoj#tL z+-QL`2msI<6#X98rj0v1(#$GLuwB{l{I1_o6e;-S6^9x}H3d2?r-NGxJkm@1K_1+FEeuz!i%f2}^k^ z5=Mc5k*(d`A&H7>M~;+qIacXJH?7W_Fz_=<3g{X68M%PZ#1xPPpwPy}m2U#yqaq{Q zIcy;SS1Q||xjpV3h z!(-ks`EJZVRJR9Al&IGEwFLpMs7dx;(p|A6bX;-xl}W~DSMkAQB1yAZ!HYCKVm{sb z%N&pKUa_p+VI=Cyf_BIQX13;Ox*qpb`;`#zd7R}(jT3kOXjpO5)bjAKRZvKwsY@QG z$q;Y|hkMks z^sI=7j_FKNJnr8rmMibKDNLTXZttFY>io8rB-hU7Qdp?JKf=LmG~ZCi3a)Lxx85&z z9>aDyLf%hW9K-h6_;TJc51C1ytn=ipli+?IpGcFdFW93=P4oEjOv!swX;=15r*7T; z6_~~ce#y|#&|hLxK$Hy{&o)2t1416BqYqb$bHWuJBEN4VLPK4jn|5)@$nW&U|AN^d z^vXfnFN#0ifb%s~D!#h!w@(p(|dQ?~$1s?BB$dq8P)l z>d_AV_^T#CN<60NMLT!uyc)wN#!JV0CwSK|_oRK_=QueyR;V(x%^cE_+kC*KuvTVe zS2wpx_THxh139&Q@Eze|Aef=>l7QyB+BZhS|D$6fUWQrpsJ1;qyE zk)=@x-OI6fT-AFF-#U#JG*=~M89gS6)4i&LHkf^F@(Wq8jIp)!4XdX1n{y_?GZnr; z#nzK#J5+wpWbY+vcX-H2VO2{iIn&uLhwa z!$;gm?9wFMDrmr+-o~ zd6kF8=iW(N#|#q2puA*rdipjtR^vG)aaM^J1TZ78hnFi`&KFXRkC)@Joh>p%RZ)<(R;R7`l=xip6?~|? zy5HMTdI5mN>nto?hhcZGMiq17psNf$8r0{vsob=ex~M_b!%ATshAblO4HbLvRSDds{W-nQ`tnLC0kU|`^~ z84faDq#^(DQ@nCu#ISzKlKqp<0cH*xQ7i~sy+3mr{15SMGRtzay~)$h5(X!*%iFg0 zz0+#zWVw0uy_~NRNnSHrt`;wH7Wmk{TEHL+gCuAWt83q~TvZ#E1m+9+jZcNaUqf*r zsCzJF5gl2_4>*^-cubp^F4zJR^DtYbVy?+0awJcb`UFzqfqJn;)+-!R}S-3^z z0~8~`Fx526EB+(2U?_0R9K=?a;2uA$&o=!9{n0BxT6$=2aEtGemC_jdC3Rb8atR3u zsqGs6e?a*OA`JXKu!^*-x@8R*2PQE5SyE{scl+F^8K6?sU_gdnoxBULxc%m5+qh9gBJXn1xo%p$%=K``iX9^BFnqOts zfU8_IK66klt+Z_S4FDHIj^;uABpB4Om>C3Lr3|%)p{r(bv?Odn$iZ2YbkP!WKy8tN zL%B}zmJ!%-!88i+2~Z+R)`&T+WZ3fxxC*F9rm8Qqul|C{^j6SAKCmxbyN*T zG}3s1ZSE+KkO#juw?&tuvKDqcV<0r;A}81S%-P)DmT@CJ7VFJFb0MU5L~UO=?#WBu16@b z#^azDT-$|GA2XxCy1}#ux`%h~-T@2vW>C32dkf~C7DkUVGGUCI$tGtB2?AiEYdd}; z|0)A8GrUUThMp`~8vdddDSuVyMEE$s%hhXLK??5qYTfMC{xG}?sGHy4`e-w-*HFqurlC zmxJDGps{Ov?>xpO;C>30BhOrL%qa8K*Et>t8@?7h3zT=+IXRClU60j(UYPt2E~2D+ z7NZ%7$;mL=c#M+Yt+4g;uq$HL8vZ$RG>;-VWhemzv7N2KV>(!Dr1>pw+!3eXSZ3 z5s|@drwb%0A3w4yl6K#LAck)sC~-_ZvwhY6P#ohv$Y|?@HjL85fZbC6&;S^0mYSAr zx#Nie$x>uuJQ7ro1lTF?tPWKteT0*W_;hr2qkbCC%d>u!mjfnB1@q({dREx3<1as+ zey4Z!4-5cY#qgPK zl!>sCC;P&=NcZ5dn8m3G+5^wB&=D?)-BpB=vcSD|%~G~LHGDxpD^zyumN;dl;ZQz= zI1oOjPFHcn?IJ(iEx2~R)yX7VtWORvF7rX>YtoWe_2`(5&jiF zB_lfaYq{kLiwdO*!}@_q_;992Q^xsG%2Ct()cKwzBg8*6Dz(_|HPlir2DGsCE-UV| zvl;MsDpxWzFo!;Q`VTs(RKkTV*`4805yT;d6M3WCf@+isHH>mwH z+jKY!GPIjBBgQzq)a66z^o%2d-y|RFO}hQr84s76kfis#k@jFQtetzyIlMAHtoZuH zhX!y;l(Sy&JoQ+ZnVo>TA_dt{T>E;kb{QV~BLPb!z89rmQ(j)qlEZ(p+WzO~#r7@0 zML@F_q%4Hk?=N##-J~r$9>^L3U8yQ z|8R0S!cKNzNC5-Uhi0bcROf&hR+5tw7Xonp1ivqlnVh^_W?3<(^{nOU{WUH- z2iVam6JCx^+@b;2^vJK6H>T zaUMg%qAdr?WIwXogV8)UFApPZ1D&yPEsTZT44#=Jmv=IpNQTk;%6D@Z$*e2*fz4{0CEGKwo$0;d-0&ELE zVN+NhIYq^RET9)vkHjWTYg+~PDtNR;ZY!imZlxUlCWmLguM?tHX<+v_U2h?`b3Oi9 z4}k&cXvz#y+RTpTJ67IXw}GF~wm~bFLA}_)+Wu^P(Xgqwgz615ZeOhEF~DOf`c|yF zs~diw1px(LxqEllGwE^*aq51umK3>&o9$7v-F!sERw32C;c_&q@W)@@$MxH(dMV-U zBdBn9{&adzWb@f^e?mb<2AU3L{L9>R|A`48HAyHGQ^S6Zu7JS_qo$}{uT)&NEnO#! zsr$1OaLquy=m9X}Ny6_Kqg1wOuRGtyeJ8@`Bfx@cFISd1k%On_BLl1ORc=%zpA6%kmYY7~3qW!}cE$zlqWBA=X>U$gN_i z7;z#6J$5YL2oI4vixCOg*ZH})K+5x894Y(&)zIKjU&{-&lpaM@I}pyG*K7^Px(BG& zFF5M&Q8{uj$>Xgl8#yD$$ca(1zIjiOaZ(=!es!4pVrFl!2GlDuT|M~KXxcCqDoEp; zpdg{d?1%cNPx*nR34f7BMnGig`OsP?X22UMK&Wp~+z3=)rP$w?k35~E@S*(~P`JE zxUperAr65YR{b?K!!fAuXg%4rB_&-nG=N}HNr^=v zm2K3rW${CRk>tmZAHN?B8gk|yZyWA)nKmvfi(>l9;IT^NH|Z zyPl}lYlg@IsgR`vT^Uivkr)HbBxydX%^urY<7-6g6~Uhmd1@G|2T-80pm5^hNe@ZB z&7l7BMVWv>Ah$3^Fml3_-+32x2NR`5*QBth2bnhO%V+Fm&@8}N>I2X7Ws!S1Z8Cpq>f07NyaH&oiJoyX5!-^UEH? z7}`^U;|d(!wiEK@r92JN8cbzLI-*0c^t#FRmMAe#;k-1BCBIiBXHfLbkmlb%C&VD` z3MehI_-ttXn0X~^8PIY7f=eYxlAeD(lG5lf#l|+t$E(az(h?RDbwiu%i@U4kYY$P8 zMh9J{Iz5b)E7z2>m&lKce*Q@$Bb6aYBhb4^A3PAK8ca6^@rEXX z)u|e3iV+vCj8RKeEXnGLh(#>KTH9W7ZrX$Iq=L#mL=JU?gtIO2b+_Bw#EJ-o48c$G z6*Gl(13SP`35U#Vp~C$=%Dz9Aii#@raa7e{*D67!8<*C`jZbgjLG{UDvQKs~Fv8`# zZ|aCPCnFNE?)!H#81fu*A0n*qg>n*;IhnGu3d15C?{r8;B#RrypieYb;B>n1n&Agn zdt$#cCuGqGlI&D8efZLsGNnRvmu6MO0Dw;d*TIpoLXBuSb1DIIY7%x}HzYNH0cp0a-mp3*~3-5HHnZrCU1#GG*+9J{3Wm`Z`v{M*)iuhh0_lEIu}4ZlngNu!yT?r z>qJGzmQegGAEjhf7uVy*DGeA5u-Zj;T~EwN{Gn`N)Jvb({MiEUvV7ab1P2@EgQex9 z5h`o5NdL_Doh@i!pQi(O9r+1C53YV(^EHP2@ zr9+8}jMdDVpK0^M7@zIv=eG1RyIJ!R7YS|8KPi0RZf6!|$t^XWO7RP3_r+i(LjNSC z6DFD(q8T%r($cI}D|Ub>r=VbJ&$S_4o7FxEYBZ4%`bQCe@_DV!t?@d8(uRhyfb`9*nF8`G zkD6BaC#g_VC|Ti);@>WOW>0)bWgb*)f0i3`t&vSa>$TQp#uUf2&TBcRItwu*Y&(^9 zb4_!taVFj!VBg}WI=uSS=r*iz7h}QiY_elb6F)GPX$US3Zl+`BI!vTExZl|NM_i#QL3 zMO_)+)GBbgS~Ff;5em}0&sm;gk}#ahr8zj6CrZj(;#@^C;3x%;usF&d8_l^XJ^zNU zgFAg;;czjD2t)L;?;Nj3oi&t%m$8p#hbas1>2PGOcDZW1{40TT6+T31SClJvd-tBD z5Ng895);b~ZJ=W?|V_^%33OIxsU!q~S*L4~KY8FT&94E6< zh}N5{p?LCeEV{F|ux^-V5ObB&0G_dM;P`#)E)lz_3?N#^ewNi*+NBQI#>GXdy0a7D z;pqeG@be%4XS#{$h2xZ=m7uZMSb|_xe^oZ;_oqH#Un>f+vlL1JJqtJu6*SH=U4*d7 z4o2%YgdlzzczUy5e=aX@i&P!secBUwmesES1907f8{Fgp=%MECrW>Cj9pb%m9q#N@dAgwo7|IJ_i)S?f(I`px?msi%`YX)WNF#iGsQ9>QRK6*$zkw ze^jpp5vTX?3WyPHrDtS7VogA&lN=!fi70~=27Z0+-!wh@K))=;->(n2(L?pvHAa z8anVrY0pzmK$rWpv!X66k?lMwL8H7E#(+qt3@6raxq{i@ z;mk23$A>Y9{tF_bSJj4bB$G4)zk}eZ|7m(-0)mIs@f>+zfzImACWfD8eX`n%byJhz z%xJh{q2K=a1slZifg0C!^hacg(cw?&^Ob{0|KZhpmwAnOZ{V?vxzsxEUM9j4j(Tls z9no(n));yCYtfpP3WfLNWm%akEs?Q=PVElEL9s>HjL~f%e1-MNHWwPVGm6+hv8iv| z$q#qnWF--g>Imyn8%Qe=gSrC1>S4AxAsJZ>2a^wf4(KvX>gW)xo#IyD%OD^i2=70t z86SBH*j2IkhnsD8h+>(7^iBWgzw00f8DI<(Co21>{oW9MFp^mmp6Ct`qriF}9TH<4 z?{r9(I6D zKbR>)K|%TS|HQbg`Oy~R*@5VapV$YS_cRm{m9&tMD>-EApeKNgUbCbQ;KfjLL)Q$9 zjD_$83KPE+$_KK>Rn(^PIde*1Uc4kGUM`WhNcgP@zb5@bY_sk9=*ngGALQFpPG;mn zU!*-p9h3iy9A*Mos-%8B-=I!XCaatRplb`HiBi4Q3E+p3oKa1Ga-I-!Uv*vB`Sq)u zN09EZbkqtkh=AJ6<+9O|l$69=cU4ov7XEvE_IxUEM(8tI4fCOKEm0)?s=Y9;Z*%g0 z{t&{s;4$;yHjN|fNB6hk1Cm#l)AFo6NgyP&_6c?zNQcR*v}P8iiMkBV!{kL_~>kh^b%FBnknC&FlXhHsYg4=w^>v7{lJ zq*LOwTt9lG)Yz|yIE3_+f2T2Ppa#kp)MIAz5^9aXp zt1EL<`UfZc!OX1Ce&nnuo9J0NWNEp7vF0D!Q@*?wEEbv&>n$FeT3~JWW91O@AI|_0 zxBo|I{SzxdC?z0Ig-}$%s&qY<6E9tnO3X^6d2ZG5&q- z7!-*wukg<%33@MCi?Yr!J8Et*(g^!RSAAwB`Y_X_q6Kt)j{(&g)We;$$^|5x-CDbQdypo;AjH}=CD@`fw29*0mX7(S7>Adl!}@i#r>Mt{p8qoq!{Go;IO4Q zlMkPaNyq~!CF;8$ckxI5d1xjV&R>Kz*9qKqfanuYW}wfKUc2Un3#laqis>M{px_Un zm(wDX^#c<#{*NRYc>tTiEa?~6CjilC1%HKMFLiJ5Ep;JDskXu5S&sWUNJ+Rq)DY#^ zV*Uf-PyhvG%l*Hvwgcdu-;|-$Oz|+}Au21Rv8o4lAp)KEK17d{_q^v8Nu*{Bu^Aelp0* zZ<1f0Y(KvZeK%7s+Ct+ARFz@}JhM9hc>f8g1fZ%0I_njnLIpy}eaCflQvQw0qIh8< zHe*RN7KG);zklfH=s-N%T9tDh@D$V%7!e7ueP7t!BbSZXCsD4m!$ZkMD}pFG zY<34*UtAIEvIC(cz|AX^(Lqoc5Z>*fCItaXNH>AX3(q9t4=5V%G}u4FUIjf8y@2}= zaJqo1o|$(DE0IJSS#0KD-y&=qPPR|wkrtfgLHQ2vjdnN2=}HH8X`vzmOm)XvOfgk?2WaG^TBh*1DsxkEws-7 z3EZD7NMaw;WM1R#wg4}m)Np`YVr@!#fl0NXFCv#kbLCT}(xVO^R26?5s+>GK&mdgk zI*4O02nL}ODl$<4F`xNjo&fq6_(C;iRjmW%C=b-^0kg8Aiy!!-0amxWyE~unPShgW z1i8~yT2+P;*Mn8*6KX9M@PH(SBqJ}s{METE&&kY?t;Xw$G_wV?fhzC1P>1{m7q#Qr zisU`!{R*c^AX=ZW0na(kTBxKAsO~{zilzlsWuf%BNXj?kfhcgFimE;5zVJNj{1XK& z-t2vSD8)=dO8N-wz7Rd+Z8HB25Ly*|D|#J5`3ke=(>*Y-6oaHuw7$FqxBE*-4xn6x znP|#e*=u!R8z4x{OAd(m>#JFH@I$H|z^N4s6~VTOJ5nB&-2-b#Ly);N!^9 zoVSc1$RhGra2@2z$%0odUWaytL8Q;Q1*7*W5YOK%9zz42lMVTNgNFTj%XtP>}k4onmf(E||nY1oE&s zD!7$-{0Wi7v9CAcc;g)o+~@@@#!1@F3&P0?Z$8xoWZHld+O2|e9Abj4WuSq~zI44c z4&tw1^x(L?$<|~BCgW8mbm&7BgR2@tz*l9WScR%hA`n21pzSl~7Z;8Df(t$+=$KM< zOohq?O@|Z)A-PmOWim@P4U?o&57lwc<&3J4{HSx2=j35t=-xI4QEl;og?3y#)=)AG z8HipK5-k$5B?ruyv5~c~o)?ydA4M)&v}u7^ezq~Vwdq+@2Y069{nU3{-pW9|4Nn+c z18|K5<6kR@{{nN!)osgu>S~8)gZZ%=h~dfI0lLkP`~k5zbXHf|F>zI5)D^kDtC_u9 z^SIAYlOhH4g$@)z5n8}a#~Gc4MBF<=2fBq-C< zPAlFe(K4=@y7i*hyb{OAU+9;di*LAeRx|Wgx3rWor?=N5%FF3U;EBvL!>WK06Idyw z;q2QEN}aW+XthB%&l58o_@S{YDP{Aj_Lp+u=pT~3`(hdi#Pr@^!~Z;0EXs+lm;=g! zUUH!bQ9NBhMnGPmgRQ|J1;Gtr=pe^B)Z`U^{Xol{l$;!LQy<`w(IN+yKZ*E1@zve~ z`nltt1qcPbzy-L|%N!(qJ*g`T?eGoKK-_%WCRAefJE-g_20gh zyQtV`eAP<|x?g(Tu>o%AB)lqW{2@{bvT7k&TY8AqwO*)X~7Ft8v2q50GeDXitI#)d<^V9JfKTt!U^>kJ@+@wD%igT-`59w^k`l#GFN zGpR_j3|89Io8{|8QCS1V7dB*;+{{xYN&$MLAw;UE+7OOn`%P=8i6+3F zIDET<#}f|#z8vdv54>7Md3l_uI7H%_7bmi1x$7?$5YW*;C}aBe1Nh;(1F!xS56GikY1~X}b09kT^MIk@8mPvq5JY=*11B1|kds-G}N(-e7}Z?b{1@ zY&_UTo$-U{ThGI#-zMhtqF3?$bC@EBo97%@z8l?v;FzP%2|E}0{hj*N+U+GU_ZMHz z8V2zXcsZe6BH_?Z>fQkwYi>l{6jbM!neFWC#FFq$D|5=4M@;J<zD z#nTH3LBw7P!9?LU88qlWR6vacn##4!Et7`<--q4>cuKgb43!x!8M(u?>MT9aNP}gZ zF`&F?g&35EDx$#+59*MIniJ}JwZQ^oOK@pDr61xK``wTq9VR6mLkPt%Z7UmXzdWS0|Fiv{^#rPjK+QP zH$_*HfnndDAG={NKpp{NE@p}9g)M)09~+ohLGs+3brbx>Tlub+4>#aypf3T(Gck_Z zu@9Ue;Es*a^%E4u{l9B=rpt@&Df|N!aOe9820-VUL1`$%;Q150?8|Q;VLM%;YI=ek zw3<+*BqY26?ZMHk-&*tYyE$C)(GMdcB7igI4s1+w{a1u_46X4rkr`BeAVjqs?zDa+}q{fvt-hq@L@!giP`oI zt%zsq3Bh_x$Fw0Y?VW-TRWb6h-CBpfK0x#LyCT>5kOSf0)m^U^0y3VDOAgt4d@)_4 z-qjDvHpHl>%z9$sI-7vgueBQs%J&Qp|0HHTlf(H7lnvvD-$(Qb{(V&f zBjmWF%h`*#N0$lUOc2lY913k^(yJ6|3`J^7{2}kvw($lZ$4@r%On*NLxU7lA{IgBR z5G~Oz;ms|qmAe}6an&YOz#O}^Yt;WJrTd%5=)2VCl6wZUXg6j#8P$6Sg%! z;sXeO0#FzO)aapR)hXzr;(0r406hf3Sl z18WtD$CxTUe>XKQKK`L2b)$rv8#g+bDAbv05b?p78a4q$F+RX?Vo788*JH*L_l2H^ z>;DTexF(1o1WPqE7>Ma_Cu(9Hf|Ek}s$U?ad{)PSvVqRe&dx3@r1C0!A?9nt4^gr# zH(J4z_1FwCY@MB-pBwt!nE^jy&xuyag9i}qeF8C|vGd+@l$_K--x<_P31g)VgP}*6 zC0ik4_-g{-2XJc_;^)5yp}bb0n5BP0eSl$;ElLPXy^sQwaSj*DNi0;6`+aJkq%`lb zC)4_Ow2GOHANt^NXZqqY6kLk@pDy!&4>R_;7jocV{mp)94g*nS`II)=-u>x%UiFvV zp9E)fC{J7-!v7ht;cOLwf2Hsoj7{7&^P~QoAtA68#^2v7CvbzkQ$SdF&0m&JqM-*9 z43q}mh{aK%64pcFqw*Mu4+U3S@1>+_oOgOch~Gk$*ptHl--G5?p}@`nVC*|`N)BAl z`_*9(XGFUw?)DfXLj^u}SKZZ%ii zJFUQts1mw*eu9w5Q~X`G9>;&4_V(^@55b<&5u2?(y5I6yK{l?I`qWnJm3jTUSL+osRz(<$ILLJ&;aOwm{IuiN!v!4NS`$QfE$wRx)l{{1_!e!xzlsSQOV z+?*LUS|%=^!0S!;_B+BerY0tCy6}VUb5{y*#6g_+O=!u87NCp)yli~{ya(*Cp_8eH z$1Qj-ildlku955_U!5X`f%el-Os`#XoX5QgKXCubU+c=b$A(@gku@y^%LSCirT^Hu zmTqM8Ha9P&Cr^38`#9xz4zzV(2-Xt1&;KBQA7WB9R~anQ|KHzxEy@NP&{|Mlz7N8k z%C(AX=qQFAUqb>A86PjT^5Y$*z)lDx9&aTj%LOilxL(kKvx*E4&vlq49agGic;M@P zVKkVjvU77!oAN}drGQ8eOzHuBl3mF!;8K8L{^U=u-G~t)7Ua$VDW)HjaM>5p7@z_2 z*q2};q|*2O{W=i}LbU*9L%aNzkFFv$H4Q9=<5E5Q`mk_>xB{;&H6^8SzBBP0lJjKA zCkG)q{z%T!Z(drJzmcIOGydBaGmlz|ua2|^MpQz?v?5W}^X-!NU(~Wl6kG+)pJlpw z@7vDXq=iUxbn%P+7b4SB{?(IevC3YfAlR-FV7NVA)@c};%P-*iKIdWR?c!(tdt=hh zC%Kflipt7FwW28zO#d$y;~HJCA@ARA|38fV{|`(2pVJBQdjEeP4v=pz5J-D1;_=H; z2@(4Tt79Os@R5rA>7u)wGf?5^=ItIOsq4Vy`Tju=miq8e0i&ss`R72%$q>GeiT9Z> z7^^LS|J(E3T5EZqgJKu7e{bp8n)_hG&o1)L6!g-L^B?YA*@6~Ld7WOKS@Rcr!zU9( zd>EaLW=pFz9~KOLMK22#@pIdeNCjP;eCgZ!eA)Ii#(FgM3X>UWHRon`TsX(Lhc0CC_DR=Jl_Vnz572@_Wf<>52dOPUq zw?BXu@nFqAH?q9|7(%mFFFr9}v{rMqjxvU0Qs~KINR=N?m z{M&9Z4|rMwN6*C=u1+p+?h@Jr!qVUF(Xn4r%FLYFpH*=)u6H^c2lVRDuZ$wJS^mPr z;?q@5$`)B~(LGu0xae_fB8KIW@|~-T>h&P;y1DF+YI@s&T(|p8JV}aalX0roh$Sj9 z4{P!iswoSO^-{Sc8Zk~ueNGugWNGQ6)4wH~N=1p4RS84w+TCWg9LZhbgt-uqB!-Jf z*&}AH{`YU*saSESNkmITv(&qaZn%e~hQb{vGeMn4Zo#j5vAt)E6X?L`}LY z=1Uw5GyE=k(5=9tZZ#L1eSZYs|DF&3 zZQ!dhvZvZ-#g0zWPP4}IE~Z>)Yvwkl@+KJEg+kqlQ(tHoRZ`PvX{|1=>oez}voh$} zB%_Ets_ZP%buO%~ZocP5?=2U$$3>Qbr|BXg*#R+=rL3yWosCX}dvX*=(20K_q4CA< z;5tbhdqo;`-m{sU24P--pB3B+DBo7!LSyES8({gU7hewr9xJDnM#@w%282pE`V5_y zCTq}PJTd(7(5@mg{OQk|<@I93+#Rf2Mj%41HHRCu1B!tWP+Y-iI+OiPQwLKmN4 z7P9~cIf<*PeXh;T%83L#_gkn7?$Eg1y>wB(b6JZdY};FPpDHAt3GxK#+P&rGIH#Xu z)(?jo?i&j2Df$yD>n9IGNuAK}i7rkLv#E&WRo>}&+_@Uzt5hVlcrj#aU^DD-f5eED zrYqPnwwyoeJV&JR2wf}xo97#v+Z3ADk|X^SZRkj&`3O{ZJ{^0?8c);=Pj0k`7>0>h z2v17k-t3rK1|ZM*QgXo)K|SAnl19)z$W&%=^5OmF2XrqJOdHPkg zuF8?(J)XQeCwz27ekvE$q|nh2?a_6fV4v4!KDX4^#lXgsi*n`2M>6zBWL@Cm#tq8V z6LNTZ!4fL|%-0XkrV7iyoP}AWAC`Xf1CGSCNbL2kjj700hg&^)ScSUlx@~t<2OJ8# z=i_#fe3o8%34%E__Xo*uwJ3U=%{F1ls)U+zR4t2V!;cdt_RQpSaq-;I0{3m{UQag; zdK@E74_mhZ-^^}JBcQWhEra(x`0Wp0BG{Q(yqJaXS{Wlrf@pKwWoLSAp~%l#qUx}M za|<@LNPacqTvo4P5PsD}j$dAqd*kP*c{C91&~A{U3(8+(Oq(ZjnO%-6VA%!3ly8v} zXppd+HKmiGuZZA-Ew;!&H0DMo6t#bixQh(O!0&99@KpsaQ5|C1;nl7;M@@597sJz> zg4em7I{E@MvYLd?S~kta3g2+l7|jC^5R0Sl?r6SxvSdcYWkKHPMp)>(1(snCccytV z$_wcaicFi2*0?#P)U*78?UO+L=~(K$*KqYs-;Iztad zEuu}2Gv6%Mz&~N}>p*Uftja}!b_p6&=~&_oS-mvB z)@$NMOAKKbvYZua-^bqUvE{%Y6T;J0*c;YeW~5|^71i%M1FdEP=?X}x< zy<(4;#rg@?_)Ow}RaY>LfYHVNW#vWMbnf27MuIMUqIT>t<>)2otNz=yQaD1?SD#aE z;3gd6l;ty$q!7f(y&Yc2Ac=Weudxk$Cd;7@Cz|N0M;feun{GOmLNhgl_#vQmo=T#9 z4t4uyv+L-ouZ4kE<2Et5ErE20R0DlxPw@d>08zn%VYn|!gMgj!9@ue)l=Wr92x;`V z;=`Z@)F18_UHACNJyv&7t-GOoiO^pDB;hH{sBQZacq1uVsWWy*9^P$WzzD2%zHYV~yiw*NdSGZs*SX54`_=2_f1Zp;`Fl0xF9d4A9N2TL< z*T_O7eNcrxDY{o7j_u0NXN+HQ_OGj3(=9M&>=rohOs$rL-a7Y-ATxfxa2cS-8=3ID zVK-2P%*ojVmI_J=5;Ntz)lqj{RzkzZy@J;rudtlrz1C_~>_cz^-@Te?QpbKOf-=F( zr$;C#D3&xa&bZXj>e*~0IqZQ?E{4r|bH$)o$nq#JHX+Y0dwUUZj%3R{b9d=;oLiGG zDfEkTnr|o6Fh3%B5VRk2T33CQ`y8SEwy}}_G;Y%l`o4{lGJ(fS$I+f1c4%2J@l%)W z_i+l54`*h4I2l89|arEgXI z=M8tI>e!F7P6XG=zQ522imo>TV>^W5);6E|7SCNbzCZcjjMKiVq>tKea#S_Gp@CyZ z!pCARRqmI$|Dt;Z#S(HeQ zmR9&?EU3rY2&@>SW`&-?8_z9-<}4f?f5*L@pZ8Y0$9piSBD-R?t_si6IK}GpQ5x1Dr#=`{3G7+q-LkQd3bTcxHag(O&N(H zBX6VkXX`7@Nvq{oJmG?^_r|&`tG4~uY&_rVDq&ZmXTsCWZQCS%b<$Yim)4Zu@2kVl z2N2a+rtq5m_Ry|A9htG|Jz1$|J1#IwqFxSNII1T5e0=EDjuypQ)2aHft2v|nM3KSc zesmmLHFI(n0QGhK^V+D*JIY6VD(;`qH@l7k{6i6*))PL^uZbf4>{GdMsF&i%`Kr{W ztZ>FVoRyrT{Of#ssXc=dxKMr{o zL=vO=`paS2%RaSum~AqRjYhro4@9Rpro&n}+vNV<%)2CS+fH^TupG8FMnh*zj!caZ zcx-m;Vlr0Ee|E_R$6VDc8AWdot}5B9Y;ptyi$HRA8|UX zne?(^mA>A#{qsigC>+C4TG_5)O@qcse-{IKE3R28vxh@QOCtrbl;ji=4fXh+t(qK> zZ$W>5>6SCF%?qofT<|Q+T3?=1!n0<#8|E;7Zm_$2%xH?*%~G@Pdbzx?K*xm0W-P`S zQHSK@k<4zEt*yEu{C@uX+aOAU1j;*%yv8;-?Gj)%iB8CI02m-#3Izx6Nke zXAR0LFE=$hE%#>!OQsztLomf-USB=@`G$xVfTap diff --git a/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_decoder.png b/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_decoder.png deleted file mode 100755 index 60aee0017de73f462e35708b1055aff8992c03e1..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 127952 zcmb@uWmHyO)HSSvbP9rWsdRTqcXxMpw}6OrcY}0yx0HaC(%s!%67NRu`?=pA&v^fQ zAA>Q3!*%xAXYUnr&AGNgveF`maM*Cqo;^bp6BU$y_6#!g*)s?pm>1v**U(}q_y@~T zNYzon#@NwC&)(=6pP`Mu5uuoso{5pXk)ENOUB3|*xZ|^#qN<~+lq83NjTMdF(`RU0 zt!%;FU>F`(TRj5{BS%7gBNH=gZsMcnc49&^LvCUfW+^%;TLB|eGf{VYBL#P9MFV#W z19n4Vo)3gvt{h+hDG&`)X~wFgO=9C#f8R&k;cZ}gqEJ2o&9MH1_o;I32Fy7Yezj-YHJ6Qe@75B zaxkzrvvoAHu_k;PQBU8-$&s5F%=GUoSlLQR{m;PG4*x6^STb5yJzH9O8ai4ltEcz+ z^Jxc1d87ZP@xOlBLD9|Dh*sXn!N$qn0PKe`$-g&)wflcR=;?!CHXJhcW?)nFECp>0 zoUDwj9mNE>iNRlJ49yHV^yrKXS&ZoPs0|F5ji{MejE$-F4UP1v=~!8q=#2IBjExzL z{~hOlyPuAQPLNSRfL)l4o{64bh=mXAgs>n#Jv~1Ys{p-_;J^2ZSvxrDSsNJr`)o7t z?0@cM`+wfcAz*K$=V)WEXk%mfuNBCe+Bn)cnA+G93J5&yIx``el%9c^_0vW2r;Ymi z-hxK2!uB>+gnw3=!|Z>V1wD&^04txM5EDHE9Sa*hJsSf9pP&FcGb6hY0~;$d zJMlmF8vb9a_t#3n74R0e|4xR3g_VVwnbDA$nx373o|>MXRgYSak%fiYfW?@_P>-D+ zEU5u8Etnqdli~bdhV<_xV4Y7t{*POLU;f9jjI4n-*#o!vTpu&_?D^5Um>{2`>+F6j z>_?@Iv`6o%BUnQsSlGxf6@3)M#k{c<LB0@L&=MsO^zXSd^2-)br3_2 zFvx#z_%z6Q>i6%$$}gUlFtFpq@HNWlo}rn?1>g~@?ym-J)<)8~Io(bT zdwY3F*gx?0H*RHkbFPqU!QT#KHHzvxA17_kO%@*xwvV z$-KoKVE?;$QNn%8&@cMMqAq7G%5!sac%}3_#`2^XjR!wHi-`~{ZGE`itE{ZV$X}!D zHLs|ul4tR{?jrE_^HU?Ju;2KxzHaCq{Ks0rlCIg`-#Ya|H#9b~yA@WOjBvOa3JP|A z55w6SPJ>U2kBXw73DwTwz8F_PYU*rK^d){QQLE7PDZb9FEIhE6(-JJuQ7u@KdaXX8 zs6Bzcyv0oMzE7Vt{QT^!n;au!Hs@=>;lU&KZ`;#tKL>+Q<7@bKHZF3z>8o~65gV=J zZ&6t?3N%+ym7a<*tDYvBun$*V4oL|`-WOwTz7M@cQ*-_u-p{=r^Bw$h5vLEUd@jsL zNdH)|CPdP0?s>GOz`heZzWhiky90~mG@ZeBgw%=Y>BN+jkhBCEt!SBn!R-j}1=jYc z47*0RI}o)@zCTWBXz5OFS0IG=yyFU*z@+uJ++rtZKlH&3}XdngJ&FlsxjaY#lorVv>B$+L~~ zm{mg(5|V6<)4^Kf!mwc2V1$c0m^S28vaVr>{36shg#~15`pnv-;W&%q;}2&hM}Y`e zE<}t(bY+UQr`i>S#N#6ynquylWHtS;4-gZ4?#rUTM!Y&vC zSY2H`Z^RYiTv6K0SxHV|wfW9`vG(d<1ARw%HHIc8{7vM$Gh&p2*XR>sbYIxWN%B!w zP@U69n%t+D6v_$5v6<$;>he{u*z^djP3J&A*UR*Bd>0gfxcx{gB|+=qX~p4Xj<1eR zKYKUeOOW)MXEq@0(OpmdE^+xZIIn&(WA1_$nzcRVi+`{|TczPT&m+bC{ZN9oyK(Xz z4e&1zm>|9bi@mT}a$O6f$qx?78r!l*KY&bo4@bew{JLD`!_7J{kS269im5=xf*cZ> zZmpQEuf4*oIZk2H5OTQF7BV#rbSu8@;hiOc| ze?SjmmrmgsaNqK^+!=6RfnG~ZIv_dw9F5ui;gLWDwZ9PU5m;}#I}f}KDe3j&=F(;X zZFC_sv~=vsa-XbCw?l-dL8@d;S8jMl=`Tr==3#$Gj~z}##T>GC-WxZ~N+T;b5=uwj zu6+B^@E`6MIM)@DlFoc>WWK%3)H>POI?~t-;&U@3Ols+&m*HX%#-cfEei&hNd9Xhq zzk!2yIDe^ec4Y@|EVR&;oh#lO4y%2CM0#?$HL^%=A{@IIciOu5fekr3M|8={HqeT{~j!4+0$&=Sg!nux0nOgmdO!IiV#FJ+y z?w&MR6mQLc*Lt@}gz-KQzeA3zJ{fA1XGBA*6Ev!<;4joT2XQQSjhw9+K%ihuvDV!0UTvY0t#N1x zt6T>s&$0*xjBx8wd;@+4MT((CAB6G6PBy|dq&%LMKk-4P9M`{wcmC!8`aZavi3s7| zRfWC=O}}|&tjhr&N3!GOT91UpX1J+C8YYvVL=*wxc=p<^&aFx+-Sky=6bMg6X3FU^ zG>OPjNp_X$?|1qKaZ~ZJ_YrqgHI|IIm4tsl5HT5Lkw0#Qd-{>t>VC@C)Y){|z`*}_ zy!ZzFh+mqT2}<7-*6-v1MquToCT=pE9>AlBcAQ! ztu|z|dX}|iY7taD_G;+x74zI4Pg{AwpBv%x;;PizPo}vb^wQHoXJoN^e(;2B@sB@i z^=1#O^WjLMXGaJlfV#9k$$5stU!C{mZo9IQ>{$->-S2uAj6SVr@1SN7Hu8$_Y`h;V zNq!KpQoPxc7NwFM!j;# z*d3W&n1``c1AN{yj`z#$@nOmv9k0LQOkBL&mT_VpZ-?_EVmvN# z_c*@oq(!<4E|-IyTWXha8Xzp0@`i&AQ^C^m4}*?gOLz5J+VTi_c-Ra2k@9$stdN7W z^1?F-8jiHsePw|p-NQWDQb2L-(}0i@+v)lagPiFpd6D~>iP~t?bTe;eVKXlW-5e%$5V)4%K`iMAuZ`M6+&Sko&BW4wD+o)BTG%U`OPlzb*>2u;uaWpx(^e}l zV$7Ga*kt|0;PXk7=Z9)%>}jHH+2;-ML8AjSM9JvT3{7ylQ{+G-V8=-xm`XpKW$2*UqF?tAbRw26&UD97-r3qwx@fn{%Kx zkshmvinhJtP~0s$+GMoL9|qY5Rb+Ocx%Gini~&pXebctd`273fEyhTbW~s6QTFXiubhk2 zk7QHqTk9k95hk_$i^e6n2kUFzxurNXLJ?ED@lgrRR+g8|XW-WF+1|j*$aLqvJu^2_ zVx*}$oZw8gslm`0&j<~My}i3%r&hv>Jv^>CJ7rE`0gi4XbhyNZ{? zi*~MC5r}DW%#OMXp}%qDgULdZldOIS2DLnegyM{h*D2b&74);sAqh!I#SrDW=Jz$4 zVq!tQv|-`l($a13V7rr;nJr5kCNfE;kS>&?@6s8q_6&>UxSJo%f5!2?4|yx~#iQ8!6|_*l>GtBuDWTE_o6IJwoY=a{bNzF{2B_yex5-nFH2YFWy&Oi>y4C zz7f@4mzV4fVj1#}E4g+64)C0vR%Sf9Qg}uEC{BLc9{6w)nX{jOT13H!LiAK}jykwU zvKfM6=_eNkXJ*IOZo);Xn#lI{$M(nH?d9sV=4;=>%G)2BT5V=(%wpEoBd_H{C|!~y zq8TU%75WWTQiq#}vvYBLG<;diKN138futbK-yU@J1t@CAd)?qSBC)0qp zwWMIfk`Fb`c%d;vkMAN<2b$h=T>c52f7i^k%l ze48B;Z}xWC6sq7)3W}<<3K6&HV!jV2W%_Z*D0h3b5d>^XR_p9M^=cCowS`6Iff;RN zCd%3e_f5^hEhRT7|?c!76G~M&1kQXWP zYN=#Xo{HxzTO) zf=7Jq?)xtTs+t_W`yqBczCyFCUwf86GBh~JQYF|VoOBNPXaQw zijO`ky52UsylGrmG*-&qxI3A;;sWK#i>=0l{|R4<+7%o0r^xnyW-^lQ z^zl=V_}FEnS6y;4cJ6I-baXt8RuR%q+H?$5)RWZ^TJ0uBv-{hNhX+;@u~O~US&l9d zbMqpIcQ?0t<-Om(bC69Rc|ZR4{C)ZB*B=58V5K+7s3gLc(-nL{l+b;8Y>WEsRQ%kY zw~qJ20R&!eqRqaCVrgls$%m5p)!A=|_c5lLdSW=QlI%?s}=$66r!(g$ok^ajpB0zflp#>!jli)(qtc^7b?#N0l8=9L3<{qfp zg|Nm|G;HR>eQl#GrpkiCXtv(-!~CV?ntb-4ZpB**!k*Lj@`vug|D^Q$rIXPKh>*Y3 zkr0T?2I zfb{!SvBCTd#WnQ}mz_Q(B@bjv*6_94zWnc3mJy|lC35v=I8Q@$t%QGxh;5`w@4zYimwhnYhO18Ral^Q0ghD{^5Ykc0;d3FX zq~2L$E_U==XbSH@JW?h?oYSYa7Vz9MK~|J?kvU>*ZrUKXTCTEq#jlAyEJpGL0pHI# zMK7{LX!Zbe@ZGw2M#F0r-Ugetcs|WSCI_3+*T%f`4k>vTKb+jB3be_CEEfE~MEZON zMjXla8IrrSwA9MVYT-cm?DF#Roay#R&%?vR$jFF~k55Z0Eg&Euh9!$dS4&Y*QBpEA zBO_ygJ256Vcttt!$k3FMB`a9Bp)jjr>pQeCiWx?+N01X99^UCB7W4`_5NHSp2vqa2 zEVt7bP|9twBpupVCBwVZV0zVPeXI)dwsR;jroO3-qBDoby!}Hu`zP}Y+$kz6$0sGJ zDJp(Bpy}ddP97eaav9(LwMHr#2!qV})oi!X!_)JAr7M8vW*u#t39>5iE|t9%(2#_L zx(|0ZOLv>Bq>_otuSSk8JWWxOW@csp&&tfq4C9biiM<%G>En;ZYCV5_vUY!eFO-i( zv{>IKf_${TwWZVIT3J*ij(F_wRcPalDkd&2!rm)1v=vQ*#fW3f{m)0q$;r!XY&|}5 zyHvO!)Cc(k>fm5wgSjGFc+5gdc*C#+|5PQBL@)UZ zVn}7mblN{qQ%m`sB7G(b`o=LkcYk+hJe+#ddgRUHcB0>9{<>vyVj?#`KR+iYHa?z% zV4a9fxFY0-PgtNQb(V}TyiKM1T%DChy)`v0?G@7+n{7hhn^7cX@B2L+om%sW>25*R zpit&)1ee$#=V>xZ$~nLc$5U$%wovEks=10Ry-`1Tfje)Go{bcHg|WQeC)T3Xh6Bi5Yurz-=GQJ`HM z9j7_9vevUYJ5%R1Q=7@i#g^jqBFV&c@L?iuZ{5GNOm9yL&Cbo0gBUhFy-i^~0ew#9 zY;3&wD_bNbIl0M$oCyMQ5|;Sc`f7nZ2^PFfI=chZq?@bj+qZA8Z*M!DQ_`g6N!dzj zYis)?EiI{HL-o>BH8nr3cEhT&e!M&T+aJ%H0jJn-+Fs{?^M>il(E6{h$PVJ;IrGW17ZL^Di6!}1NaI5nWQ_Rpag8 zcs#`zMGV5EgLvL|EMMmF;i|nnHFswB65WKEiRme6W_Vs=v4rkZ{gr>ty>f~p!cdOB zcXz*i_in*qgnM}XMaKy_Ir+rIMDhuP(Hv8S3e5&T^69(jgQQMJR*940q8RS)Xp31{ zy%7ZMmNQjy*}^kil8>>Od3o;{8PCpl#*&GuWeZY7(|y1A`3)s8Zmk3mTwYupoX(%0 zpBwas$Hm953Wl6hK+z*!-`q$g(ydtN{Kob&Y2tbre0#bv!0EgnsY!eH>;2ylQD7O9 zxHvaA*N;yMmJw6E$J8`Dde<)TkY7!ni<=wuo-)%dNn_B)N5EruqDfM(N_xK`?sHb?sOCs6x;3~wfzyv z5GY1N+tpo;D42%kW0aSEexpJHu;7ns_9p!D(pl}nRrJ@dUv}4hD=ZGTD8op^;LlHK zw_6pL!_ky1v9LSQ5|`Uvk=iV`(Kt)u5^~h&kKe=C-8@^^RF|Bx`HDCp9S8giAz)hOsrbn84jEoEn zqb1pEZLncS7QjYa@?R|{20BLkBhn(*ds!s-9-G*Ol-r{dKa)1JplasSYXt5y^ zkwDRrlZ#4ALwxKU0GS?RRPk0XN2RE$>ec2q8c<8@eCQlfQdM;Yx%1PfXNm7+1gM(g zjxp*fwCzTem6WjR#>Bkd$#OL;ul9rh>%%i<(h!jUb*HQ7>S*`OuRu=q6)wp~DhdiXM8pZ}^L#Aj48qSgrl#9T zqP~@Z=wqX!W!kMAAFpjO?P<8CCl|vzIX_4qal+kL^o{OS5k& zS#Oc?xdOlPu(35PSe7_(qC@DRBl!~S?d=KKVqf~axbx4#z{Iqfse0*xwVpf3T1`G` z7)vq_DYP)T=#Qf&MZzRqMR2pj+aaCKbu+j0z(Pj0os5-Y6w?dYU@|r~CWlNXyU?ik zSK{hJdGYJjDt`-q!2V(@4qxV)$muJf4lxt$!okBcmWYmFss>}edGiJh4Gjf_P_9jA zI{&kJ(8IvMK)H75>BR-8^Z5G$lW!*L+cw0lnO&6o)J+&hM;0}yLSUuY-qb1rc%q_` z5EtikwctWhG--{uZ2m=<()!2103|tjN8L6}3bE9V43l~in$fg0sp_~nR2;HcQc}_m z+min^Qr#Ll*~HvF{UK-6`#io&fjdq&49NUJNyd__zY$ZEfY`TVJ?dk1lJy-rw(D+S zG+G6cI=m1bxBEGuM_1R@m>oo7q@vzy`N5!M{^#E{G_`P56R-2!8S?S_#XXjr3UV{^22U4`AoQmD^# z3oVm+2XSE!h$=)Jmi?J(5i>4`&vPhJNEZZXXlE|oS1!mOt_kbr4iGf_%-Y)8lHKH* zdG1z_Wtm;)s&N|22_VGaesCVOoDn>%5a=c+#~2?a$yr$)h!A+zn2o)kE=x5!#`pLq zA6NM|rXkU2>+Pgo5I5fcrv;UQk~@1s0elsefP~BqYRvsJ+v?yBUQJ zXz~8M2d4;vBl*&4uhQr|Z_mfa6%#d;l#C>Q=R~}GVLzP8PUe=-J2gK3Ez1`g8QbkT zReTp_h|BGCT_^;@&BKFpOqr;3h00(tbQBFHTi?K7YbYgPibkfeyj(^?LO>z5Kj1Fz z{TD|PDm_qkK_Nyb>HbWanVg&)AAcJ!zWaHP<6P#-PSwG|0VJds-BBbW?@385HgO}$ zjLN4sK88}VlfE@sE>WvSIY~%Jzw|qZeId3vGoiiT^pNW-W zEA#K3uh&6UV0qJ97-c&(x%EOP9@yj1>vsd>T1oouUC+i{k-kgsLo|e9EV3I09v-*x z;F}h1yH!C@#28nwOBd0(tLa-MdqosM`(6!-CdrM5ha+vUr6dpWr>L>&3b0H3D6H>m z!c%V;Rr1pKCzo_5j=rufU_8m_ZUc=KG3iW!ObH&}%5THZ`8RG$x5J`a$fvQ;(V0N^ zz&^Xnp{A5n*eJwzTqzU084Zz}vQ^G{9MxhA3!GA+20f#ECk4l4s@jgqzwj7lhvhcl z-WS>J7`c(bcrej!?R&quqVHnu zHV&|lyR#KjvPf@;Ob{69eT`B2=PmF0<@=Q#}D; zt|m=ludR!3L*9#nm+r3a-+OySL_`GAL6H&?5=Ws6QWx}0@lD56eLsuvpTa#d-FLdR zq2Z0ZRRsmp>jxU`mg%l85@zOFjS$afecO-sv&^h6E{O*l2cA<}E_x=nNsJ(uP&C4% zaNA{a0`>L@W(Xib9)dD7`rZZw`lBlzXwq14Sy~t$cRXJ1=&&j&sh#-sYh~q-W^A;I zM*9m=f|=R=D&ap6ML55u1$VUP-Fm=K?9wHJ=iZb|3^#+wz(!uK6TBG3wzEOuc25YV z#pXN_idh*0^%GI?)TM;r1au)yQ%GGG&d=w>L$6gNsw=LVJgsjqhZh!xJ|3pIEMmQS zB@aw0CdNRLRs(&}M~;RGQo6K$F?UU~lQ+d8aBi^2rjkZ80tcd(%U+}AauiR^Xa-+!Zs}) z-jB9Qa>_$Fvk5wNqNm9r*B;5>SsIINw>b$VTCLY72ov&<@qBfe-`#8u(SM$ewaZ(Bj)8%#Q$V;W@NEhd zP{w%^A5IIs)F_x0$UAefp z_&EyjV>D7X|9YP@FYhy?PrN3*ua;vgDfi_iW1xxBRnjXdj!>)gpK4?CKE;T)9v{U-An z*;}etCLLsM)>%A~(IHu39r;6>>2vs^%mOn&seft^iwq474Z~s8U)xB~xxBinzh(kB zm6P)~pdv=NuTn4aeIdTM13KoG>gBL6Mv#ijhTe93&zf+-FK6 zsT6D+ZllzE=LIQ;u7{nmd;(5qDr#!0*&4F~ZjvwUre!}zUHzOulTLVGped`titNGn ztQUd5_3$J=iEgXSFWESEh?o|ulxfa1I*|Sdjh;g{tD+`Ge04kD=s@h{?o4v!D=jbs za!a+>{q6CwEvgxYb_I$VNb9DRvQyj@fpB3@78D2%@%-{Tj!lV1z4YRThwC-KiqzfE zddka>hS0XLU7PbF2-bY*dwmj_hr>Ftk!=cl6@W|-4#edCm^`D}RGhx?kx8-TkZYwc zYM!30Iqa3;sBsg-qsdlM9i938{r%pzV;RnXY;eCYC*iDLz@1?QSdGDdITi_vc~oYm z%$*(O(4hHtcVf?YBahg?awLTlnfL&J<{|2#tZ=A#4l^&ZK~TZ#;&r-1`@YEyfz3yM z{W>U;F)y0lt+W-d30oU2%Ado9?t{YHFylip0McM#Va-@ZBNaW_b4f6zDzmaW=jJqw zHY$fdP$0fij!j5dQ;tiiY#t2(5f&_gW+DjQ?e_;Z@EBBqAt8GwLSO^)B$GayUVs>< zl;F8nTHkheIv|z8A|xo-Cw=F@>HTn*pYHx6>4EI#>H>fcjOap_nFhNx(Da8Z!B%@; zTkdIvQV;3oioBd0ghtwFaXPJm_@z4BrP9as3KY>G)O2)o07~Si8NdfD+efweq^ta* z@Tyl~HXjABTLR@NZ%()9{E7{Ac7v$I!T)b^%}#sp=@ z#l=aEiavRcK={Sp)Z=jgkEEoe;9Cm4Vn!JPR?F$*>$M0@HeRM_z;J1M-5BN0SA_8v z<>h^cA%Q}j;C{S2>k2>)pmt9)&V&W6Kc#g?%|~r~Gf?A}UOGBDkbWm8C$@)Ry~DUc zRgb|a4B5{RaPM)s4|uSL&(-?+`Y43_qi>{g3Q^rY%ot|+D~2!VT!L4_Q|Jw#X5IMtKLZlZ$HCoW0}z4Vf`fx;+wbg` z9`5sQ_?vWm{opZI<+nyMKn?V1)OVHnvrKDCi~CPKVp42FCgXe9G%!eQyghY}EgmZG-Tq$vT z)V|^Nhl}zjDMW8K^O;HV6N>7KTn-{l=hba>JKM~-TPH=aY$eM`_c(04TJ*31Dm9?+ zB&DT=b3zV4$CM~D$(skzC@R(g%yV3NPa8F<;5~rQy_>nVFJW+0GK&4#U^DTxNr;J! zhmvb`J6@O!f2R8lq=>H@-^1}d4(HiTSx6#a;--;|pTb}4noUR z9UUDdG!5HVX00|MlKM4^dhX%|N4&P5nws4kuC_f=Q9+joNCUUcK`bU$lI|bFTd*~1 zjQ&bfSwxv8{>TJKPWQ{c$Q%yJpbTDY^*B2{&FP&^bjjd)r&eVs26}H3@@wkqR#i5t zM?O@uQzboB?0vdWnY%!faoZgy->v}=fah$GF&sJ`Kv7|-r795v0|RSo8kThLhZ{il z78H>6z1eZ|05sVKNv^pqA9RBIMw|)?w)#=PtA@0bq+}YtK(E+XKL&DIT9MiUn;JJf zEV>{W9q)T56&r*pYeKZ!w4k%MG6KD|79h+$fbIwd1qBUt^|xU@&!Z}p$SSZm3K-}M z*yM$O7IwSy@&rjBGa(DkmT5JIQjON&7;L>o^<(T6u$PD!y3jyV{3>nh%bUZOun2m4 zp_1bBE=+f$PE@bE$9s5Ol+F9}=uy+q*wg}A`GJ9x47m07& zGWkgWGZ;lAWp7_)$tIoi+-PHP;>C*>=W9?3^71rVO|h}DOaLC-(^pmMbwP!U?d|S9 zwKW&jH^g52Yz7M0dHjJmG{1rB`Ecv)Zn3$??fDLijL4_(RnN1OC0r(AscP}#(xnRa zDT1i@jEp7F5lT3^Y~2-Hga4%z2}wA{Kb#xTvI+_@9cXf@+gKr1@Xu`(;?%Sti4n_* zM-fu6f4QxgAEP?%8rN)5wR+Xj4OLW)5liK^W?=8N+})V~GAT;fAH`fVs~`^_f$-zh z;B2i0QStc<-h{vLp_Q-blLcB`j;kGw%RoSYpfROW>H?}hg)Tgm64lH{(VASi-UB7+ z)TEAaigUhn%WWO%7w>0;TMqa3JdRqgI$c0epA4Df10^zy<4z{vqjA|PEN2*e2N*r% z%4=Df9auz=H3kC1uo&O7u+&vlpwtVyy0U%V^+8Ox5s7@$f+@Y=$b#r7_e=kT@auri z8*@f}(Fi-Bxg|isS^Yp?K7+0_y8ozrblfp&A{Xqu{1-W8Qr> z$ygfGZMTH#sZMi?xdYh5n={bW2LRJ%rsN$n5@hw(=i#`=%a&of^L|j}bZj#~*vrPnopDMCyKh;6gI2fi|d_c1-0lOc%` z-aF%k3ckL+AefhFHm)``3IHK!Z*aRB{?sJn59LbFA;WWj-pp!iJ55>MLJU1H2f%?q z5%<-+LnM8S4IzA5&-d>|+>=QxvHWv@j=jidxJEfW@`1+R?y-vinbTauy^HXL4gd_M zeW|Iq7g5oLfD;OO0AhsW(ELjio1(>^eDOS^gJ-uOh)8FA&{9(~`?!!x+dfnhmyDK1 z4b+x6XU@bHw}n)M?+dB)3#S>}E>~co`x%j@@Q9~pXVo<|HC0uofBw|{1$Dh9^M_1m z;6jo9NmoSKzqCYF;kW)&zH zK=2|>cjb@omzI!FAV}l!#$RdxM=`AC>UNq>-_m&R7Un~Rv6d=$&BfBsmiAW(P1n@d zTY&Zvz`F~6Y zBRE5Ko=;U_oTkv7yJI&&L(KnFW`J~$_X$W>(&0SBUo9M^9^#P#HBLdx0lgB zx^w#8x83eiicwa9{sLfcYFnUp%_w*_COH}I;4R}kKR>_q(juT6iw`h$KAwOoq@rhW8)l)(U|u>oyWTkKra@SN!dxUPw)#H zJ3Hg$tl{S;CmkK(5WTq)3D)xscHodtc!nuL1Ald+b!}_I4Yu_7Mb3`N-p$QT$AAck z;a+zQlKl=s0LduJ%6?LwU0kH00WPTk5wze`9L%XYt$w4@&pO`6l ztH;F0v#_Bj?@FB>AEOv$vD0()g9^+&>zsdk(c|bIR0>z%F7pYBY^*@KN+5lVV!uE* z0Bl`NB-1NAAfylm+E`m7At5=-z8+Q7r43hUwS{t|Ox+mQ+S!6W@(^_v;Z&y8Y(ODC zI9};OF`JxGh7$C<{8Uv{1?26bq9TAIOzYOSKXD>y`_kI-a5x0d*R5J-CuL)5k>$il z{hFGp9}odL4@mS-q+wxUpld19I9=-!cnl3V{dJqjy67sfp{NKSf@p_9r3%V-|BZo! zxe|I6L8;!Nf`Z80U{ujex9LG=vK5jKpM^`y%Hp}*f4zu`kB-(Si-LMN0hpM{NpS4y z1iWyEUByeAgCM3)3d3ofE`X^9NEX@`-#}mgy;O26z|^3ao~bs$87d`XuQBE0>j2pd zWE1$I!g#i7{3Re}s4A%i{l;U?mQ?1>Ez0`&@YG*Gz~R^j6IKUJ`Xh1*s62tktE>7< zPy+qWD&eh*N=t>BXWPBoGct4nu=ea%LCbZEHfX5G$q`Jo7_>_{U0wr8s{+O)Ox2Jv zw}=g9GlR!_@zcnMKhg1=9T5HPcN?^*Hl;f4i`p)-fJ)U)dH4Q3e=5R>dk7;Vo26WK z4oWpKKA`wV2_CO|K?Ky}Q4DK65j~Y{`8EjHj*9>+3YS2NH;T~bun2(KSODQ4BphE= z<+PV>zG%&%%L!C!pLMYln3F|gI&2UT5m6#R0SZtpU2oHX`U}%>ST9Ifp`X-jJp*G3 z)e1akTO++Ez?ge_py@t+uP^S8T z#JGC@q}4|80rtcJM4I*GXZNwCU%wJ|n_w)6TyHspEd=s?z1uC&LoumTe=fYv02S~j zm3z9kqxpooucF>(>Nz>p3VyrfCq^|3gnzd^B@!9)Uh1=@uPe~bumSS;Hk&J+>+b_5 zIh4!{Z}rAVm~5ZdPh2LMYv4#er}bh|1I6s|w*1kYss2SGY{2Hm24AY^lAm90RhaA> z=w&M@DMZ1L$6UyVU>8#A052-H9NA zMDT%&j;^At4T<3ykF0*Vaj53qF{ZV!TZ!$-s*njr029#RcuahdY^{^ne;xQtZ z&|>rJ>M$_a*Qj=;6S_2AHXQ#jvz~q>ya&slfLa7?q0PzOIG~PIwfUR2PuioZuP3|s+IGw z0m7&*zwNECU~CJ>-lL=P77)~;;^Lig$aoy%)6=E}u)$fmM6I?ltJ0z2;dO_`a%pA^ z^KwlK_V)H~n^byL$G-vC0TJbVyv!F^<5PtchJr6xnGbjzVH|vX8c$gaH*!JkRl4hf zwl*)&G=pLcD43s&6U-9;h5!XWGcz;GA#|BJ36tV8mQbhF^nwFk{#(2P=y#`t&+740 zUt?grk3inPKwR~=GB@Y2UH%4;8y*)m5aOR&&6WibX-?111T2}%#|r>f4BX|7G-PCn z)+SGFaN1KA+y%Cc5kMZ5CvS?)S0=h1V9P~MZ`b(+RxADU^)+BFeo{xbe(Q(|yat3J zVo#O#<3qXUfyH;bvH&+Zb600T4DwueAQQ?Sg!!Q%VxXfdYHA`(CB()CKFAU5c#JZg z)zkpm0Qo%+z+Moq&j;vuS{B{5(jvGo-+Uw>`9Ov_k z3n7Jb`nBt85QSHCqn;al4=pSy`64|qG7>P@_4+(XF_h5EUG|kp)#cTrO^Eh-_JaUF z|MBcbkZC1|W5ODEJ}9fNZ0Rld`w01renqARh^Mka1&A#hoqWSzIhw9CproJxu5Q32 zVMLMqhSH6>Z0{#6qhFWd999}RrT@Wv<5gp=M ztR&at{RqSr(lx9fv2k!X!S=_;$4jUsfIP&cvG;(uj~0VZNlbFZ>@=X}FQqK@SCn}O z-&E3x@%to)E!-oCp+f-NI{6V%ZU)tud zst7tH1e_-4b_F%=@~7UPx1VR2hO&B+n;@B~si+V*h8DWGX?e=Cvh?W|I=?^qRc=v* z$dHfxRnW53u7WO9&)!g=w$~n3nbo$!x(;sx+PfT-rI_@&zZ?sV<5ovFj%zCxm_#Rr z4w@z`$>2LkNbre9HOu@$%)A~RP|SezMoB~dJ;Ux5(PCaXw9XV7=|7TSxAVvH1p47_ zNkIFuSw248ONXa2*?-zzuW170<+2kHuxU_F)g{JKaE#NOLlT_0&BULH%BX|BSiKBp zvc2=H-0HdGTPIqX5zwwjZ}2@fE^cFUorQ^M8m+R7(k#?0laqp-Jt^;NWW;AiEuzG5j{OUXqy24R|f;N6pzWsYaw+I zp&T3-y}kb$3&Wf3xJX6ssO9BlwQA$qnwo}5TQ-Z3)Qoi!c;x+s=BfU;ueU?~>7rQ0 z=}d)?wI6X4S#9tguL0k!Dfc>16dn;VEF{EN=;h0ok><(PtJy! z_F)kaQa^aQtE)d1+n6+(reqfzIqER5NYc2RlS@nOp!KMs!F9ba%KSmk<+ofIuZD(( z4^{*0tr`bUm~P#Z#joX0=Q_DO{+w%pbt+|X+ zIhg3P21`4ua9CLAX5D?Z4J1T{vO!Eksc*YLg|sTz{L4Wf^J(h!2jIp<|k<0UpfNwA~G}zqC ztbb^zw7k6j|M2vdVL@$O+b9SE(kLNa(k0R@C0zm%N=tWlmo!q+-QC?OARQvok|L-G ziXdVXZYs+%dwDTP8003GkP9- z^`WTrRc&Ehi~gZkHSMtb_f(`|xo~9OKqt-8+@Ok ziOgcb@A}>NEcKTyc|}XN&eePnpc%^={kX5Ij;KDd#aNfb9XAI z$NSIm)#V=m{0ES%Y5T<=!lIuHbDsk1u_0MO$Qdk(XrAysvTzm?6B2M=ffBVaFRxFI zXQ{-FV5B#%%C;)u_duo1hknhDrjAjiU%yX|U)`H{rL{QIAhqE2mcC6AhO+1f9Yto| zLxO*wacfvc27P+WXPq1y3?Cq!WLNjl?bOCjO?~z4Q)Xsn{mBVz4w4>Kmlvv|HgC9> zo|ul|?>$KT9jE4?aM|SMA^x3pLO!Uit;4g``%MG4TiF@=-*-aZqf}kTN?%tzfA%YV zLOJf3IxR`tt1>Ol!1mr_QwZcUMm|iq4bPCxDG;QqPSWGtF|n~ZIXShmvU(yiymUzNp)O{+v%P(J_nc1J$?1uduDtx%(+KY5}hp3lA&uRMD6^!{rzGYJCBH$NsPCZr2u zB4e%WgL6LPZ5>LJd>Gm;mj3@X{*jE>jd#tvS; zL!Eu%9q;|jtBC5u#y(6#8*5TRM3RO1je!buLH2w~7M+WZZ5t_gCGfr_`e5G= z8+8+tWi5k+`2~q^Dpp=O+m@GJvma>1SA|7{eSLgXrJs=v;8?G#6bAbH=N0<{kK*osY;0=wP5!;`8Ot8^ z{BEOr>THOF@cL}xZn2!&ChIxT5qhNV`u0+h+e_iIxU4Hf>yNARCjKiHU)hoD|Lw7% z+J9PZtK06*5Wu|be zeh{=RaZ+HOUbQ(%KOx3UN((wA7DV%>%RkC|XL_vQDB4jFpPBiuA?NBt+QRHbdjU%K z+n(VHEfq4c%~rG5yd+PPzJLGD5kXdkGmQAeRISdiF9<|tWWpW}u(VwZ0=xiPG`3H@atze~vjU3Aoiy7lTUNk$5bYIW%S%5$KLE7T zqxfryr5>$gj;ZQt`kww!+cQsh#U9|DPbXxTmzFl4dbreLAmrTaeCckVq0gW+=XYj3 zH;i$UA46;_f5TWn^Nw}yM+e)ew3T(!ng2K8)c^D#2RXf3uSZMO3cAm#?3FSf&kW4X z9~pMFHWa@U1QOl^_(w;wo6UM~zg~Q6n1Uhm7bM{PZqO??1l2lbV*xM#9N#inC2HIj0WE|v6_mq!!HzTt3_18p2;RAWIVM~%v zpYiwn++z2`1Nu$d1-hbxUG}f;*c!*UmLXJ(jA)B}ZTY1~Jkk+o;3u#mx$kM+a$lKJ z#H+C;PQ}j7&QeZpYpD*tr%1!Fo}l31nUvSH`4b(AVR*(!?bYSw=rO{gqTTRMwYOh@ z)C`P#58m=_w4IygR{D7cAM=>F7h84M_761ST(2;7CF!caE_VN2;_IK>e59Z*fw$Rm zQ>E8toc8T!2}hma{~C69w0HpN!-sDkl9QN0;X>=E8yS9I_tN?FOA-(>ptBdajsyf> zvhZlFtK&vGT_RuqArGLB!2eqTGgW)nu_{#d0TwMHo#+)jO58bjzUrYiIXO8ng(%6% zd48)KAq)TFYt{6QIOG5-5st{Is*8&YjB;IT)Y?aTds;7FV&wRpEodE)lk?J=sMTJG z+(HHKfl*>%WtF--P}yX|A=;QjrSPB<7JgOi^hvRgBhU{_Hvo?!9&XTPR>uZ5i;o&f z!wlf)SQl#X{rl3^GjlV*y!&CxW7Vb_P(4}*D}37N^Y_VdJ%Gv&gM#y>0W5Q{FK^^S z5~{)oO?q7`5??tR&DN>n)lX}{rz9LKak<%0OfZWc)p+xZqxcHf{%Ml-0m0Fc`v<?Ss7|2%>Fh}VpdwEM9VqgGL#bTre#KS4O_mj@p$KTR~ZQ5yeh7 zUAmS6A0N5u{_$X?J6Rl~&htBN?i<7*?Eg`$WKoUXvHV4-D2TV?1obQ^VaZAFd8TTh17JmbiCR9@y| zfNVDY{ryFF77+J(@XKf-L*5*flhj|#Hx%&{44o1N6QHhvmLAU+d(?mUi8ME~U==pE z{#g(QK=ZOdk?r#r>M|1f)!$1m&&hawt!q(giG+?N!NS#`UKp`||1B@C_~n-Rk-uNf z)t9+q$2f!AhQ03|Sb3Kp=gR6e3tcQTjpYfbr$DF+ zO&tKs*49=;Zq?$);w}QtogZ2cQ-sy?YWHW^ON!21$(ZN|BI4(!iw11WEISD1aq@lK zRaDZ%Uvn8ZALBrT6QUICPgees+;pSRYh|JzZbrMR3e`>yZ~3JY5)$nfaZW2Bc3e{|kh5nWl*T%l?Z<1g3v zRViiV`+j#!Y|Ie;)OZst)_@b!icUtYga$S;Z=BZ!x-`7NH zi_2!^@0r$rawWewFlR>U_{G_N5eZuXsB8!c3A2UV?F^M(utdP}!StOfsm0tQD$P27 z>gd(t+}!iR(Z)v5z+%fH;~b`EWSr?Y?5S%6k^Hdi1EBZ8)|b4k$Pe24y@-f*K^&*C z4bKz@!cysRlt3PmFB4l?Q8NX)WY=v?E(-0wIj*+xwc5444Qh4v_^D>s?xE&F6t%*V zjQf$DSFv)iv)<|&k*cRJ_NC+o#cFAkoQ=~AGbml%X<}ZzhEkxb6)b#d^fU|Rq&uJ6 ze~{bSe*AX&Hr;!c6*XbS_s=SbiD5kl5f4)S9BZYjcc#{@J{m+Ko12@-1O#mY0`-P1 zV`ze^Q}Q;uc6EFF#5ZMnA0b@~e4Jm7jVYkDY{SLe@A0}IZW2p_)IO`o{`wW>kK;~?|E?h!Nn_m#GW zjynY(X-!6hO1p<9urJ2ifUNHDD?l2{4_Qo%^6~M>opTriUIkU&`}40duI1jw<)&~{ zsbx?tlaN5Hgh+*8E=u#E+`6#F_cW2i!bT4)Y-|cKKOc?P+eP2LRYnmNwJ6bf%%hy` zi$`TYyAJzoHu^;UI9|s7L+TLk^{LI@!P9o@5w;7Z!mNL`*QrgixAv96)+NlKDw6_0 zOu#YrE+xh6J+jNkI^{!4|BrwLIV^%$1YCQE{*vvRqTz_u6PUQ5!l-IBxf^w9P;3-jLYDJwSTw!U2FMKL_~Nvnpf@l^MvH&A{0ezJjU7f-BE@n_qAF5 z>yMKyOT#(FQ`wU)|7g~d{2o{`_^X%H68=~8TeFoLo)s4zIW~zud2&>OI-~#k^){dg zKw-s^3-Jb2zileX8m%hHEG-sr9p4SqWvkL!w%SX$kBA6c`86Wq(9lpQ=%>@Gk*uE5 z_+>atb=cGa3k5G8u(HS0Vqyjy{7So+F$RT!@{OJllt~{AmeJfyY+dHzR3LB;vil|{}UP#(o5*?-xCycXTR}fLK5~@ zytq~J13@Xrc>cmX@yo>)#i&9N7qP>L+p+)6IO;RKNbUnU(A?*6>0DkayXX*o=-VjG zmfrj7foF+Ss$i#4Gl(<3Dkq_ zlYs&CxzgdgZT2odoJd_z!ef8|h=pZ*VnVYks90sf|F!HFDo5F;0cG!4zcgABTmR=E z7Lddfs<%Bw3R7ldc0Se zlu>bBWa;CsKtV%<-^azpX8ZN-zZOR{5&3_T&m zn%D>7xLX$<^^gh~jN;quo3SysR_T;N}7bbiXMZf*L@JzMnE{YN_FOLnC^)$1t?EqKeWg)@pw97d! zs@V&%z5-WzujJ^p_93@VheBSb`%6npu;h+6HUi;sWrXzbPsJeh#R5JV8O*|BM*Sg1 z1K|V&1UtLCV`G*dUCHg{A4|sm8_yzjS9W$;LiKN6p$(??Kd*F~`j;Uj6KxoCAJB2M z12HTUym>+NHyvp^|9}z;#g$i5vbD5?<8t7CsH!no2G#Vrnab2;j$_lSCKt>xUhILs z6ScVTb~*-zo6kL0FW*%Zo#|f?L$$YTV?V1S=FLMcFHBxw_%$?jJm+xVC5U|cdC2o9^h-gU z<>qE_OhE5snMGO}UxU#7Cya(FB-F2K5tU|vpq!lz(r&J*n(zuq7X4~#ZTYqnpHQtP zIF}hfL74C9=uAO3c4bfQqUGqwiB2_s*{?{j81*nQ!2~Bn9yXg7F9;u*!jyTmAAWh< z@f{Q>;JEt;8rX|Z`iazNr(IojSS^t;yr>S5N3|q8NImW-KUZ;Lsb@t2QUSb@A;+iQ z-v(bG#&|qcbHRcwo2ZxjTR5L%z!}orE41F++}!h!5I{V*lfNl^;`*L`aIjN$X2O?# zZ6-x4m6rE#M=fZAySx?gXXLOA=W{LOJ?Lcc75M$!8Vc&~52-U5nzTmB^YL2w_32AZ zL2t)h#=0IK!)4VjBa>(D%F-FaZO&7Lmb$OVDkA?Yglh5Zv{HegP69<{K*V<(_1J^@WjZ;eTDkgq4QDAx*e~4vZqlp;I(&N#N~GZCPp>m zF)<|KG!>^jGAH`;_u@jo%j*o(nSjjF|D3z}>v5H~p;r0yFXUtflTdIPBQMw9x16mi z^imossl~uT;EgP(a!sGtchQ(noiTwkke!&Zx-|dr8$qS6hgit<34uin9UUF02qo(_ ziMnJ5DDXZ%r$}>vpiK-q6gAYj`AUV%)cAN@u+v|*mzJU>n|ysl#B$-MoZelns=MMV zqAiI-Bwn|W7;2ZChJHkt+wJ$)+V+aFX?v*U8zon<^Ou>C#y$Vazn2Z=|9Lnb-VO1E zFV;i4w8e6+7zhqErr8b}L8S?gJ_?^m5s($b90(*778;tv6AIl{2WqKR=yRkbBn~fn zh~Ip_$$r61K|qpXsH_-Gu$~z(hWn8k@cyman_-ZvzXG&jSa)nyBbd5 znP0yq{dT~Fg;RbXTN;V*dg;`B%`_0gtY~>YG)ZwjQbX^vR$3k01B8w=qe1F^kKX-W*d< z09Re`ET&%?5VGnQnlW#p=TT_zdR*E*U%nU5rVvom+5X2S8ESTK{v*as<<-VL1>&%* zb7#e8VF$@+|FgxMO7fTDc;VvF)6-98@Zrql38xZq(r+5V&Z(zI9)cdE6_HX)nP=qT zah}R)g8L3!DTiDK0==biu6%U|U!<{S0r&22FQ9GQx(B=09 z(+$|kWtEh!hWWZ@N>Tvr^nsmv8YuoDi^eBQDtElzKmHaj08|BTj8z!5XaZff`DA7p z<&f3eAGlf+LT;5gJ^pHHoGv8HQmgpB=}UTglv zgeAFmI4d+P(pV+!3Ektzs-K`!MC_vWY`-=qA|y`8C3-EcmjrjRCQ?A%l_Qte&idplB_XTgg<+(0(?+5OwoLNtO4P*-m~^sUELai*l5k1Z#hI0!%e zdcM8A{b$|ZAE-4#nyQ*FvaJO557;}vZ1EXu&=FqR`RSYrwbEuN2(64tLN00U=PoFf zk;uey6U_eG^AX5%l`gzhD|U4&x9EEe7~ly1=p}bwQBzkhc%lB-6xVSsH(YJ=4C@S7 z{T{vpeKCJA3yq^;Ck)^wr`c$S+DX~Os}SGV%HAbIAP67MNlXlWDT(}C4AWie=SEaW zNC-&M`Zz37toj+`HFb0%UNrh%x_Ru~>TL9-M@!q17`a?XLSouH)7tOn#STJb;uc77 ziQQM}x(2T@pWxjMXrQ9qWIcEuTtqV(OCfRrX$Ad}HK2bve;eqOXz)n0{qe zFcujYu&_ldwK<(L6dDTKoH^H%v9WP5Yg%!5EqV#k-J(J?vwr`+Q2r@#rnADq!qQ}a z(9*xu*(r>MAT=Bq7>G+vqat|ZD030A2q7gUPF}uL(`%^^ zy`rKbkIyUfm}!wGAu=mAODT&w$*RAfev%lv9j2@-ON+X(FU~4PzZ~Z7<%ykDVHbm1 zh@FnEsI86I9>hYB8-mhD>-;O}Z_7&bM@3tz;SZp{HNqY&KW#WOmq`?+3oOZPn*Sh} zriA+PRw=2e8S1o^3NkV&Y3YMKx#gE(KpT=>{TgAW3cfN9P`DeS*|{}Fog378||A9^Mke5_a2;${-G-keew5XoI~vLTLX)!scIhd ztV@eInFI6Lvy%OfJ;#m#shOG4&VP(WHA^;cOgp(*Y}3uGHhOIw0C>-N0Ks}=kOWG*UN4K6OOnLDtj0Ide9v|vhNZfVy5 z^FQX&|MPafj;Er1bDG6=Urju9bcq?cEWu~%*OZt{v<11h>tUJjopr$2whnV2TucZ? z8Aa9yTKIu~IX<_(p}N`a@|}Uio5-YDoWMiJX!bqO$tDDhn9(Fm9BQAp zwr<@dV?)bTEX^+)v7&eo!0!%9UB|xueu=BqnU9gn6O%Nq5CXDZZ;BB@+)QoRZ2LLv z@+Z9BMS}b^*RwP0tns%vP;eo8r(0CCH57y0-~|)mrAFbw;o?PE_&4#PewwACG_D$n zAitAQhP1uOPj->b)pGx_!|{EU)30ADebV}Q44O7jF%~x55yZ+9rm;WJp0+#fIis3? z*}0U2MDo_1)$i421|HI>|rCEyZ=#cT#7nRc8ZBz7pZCUlRozy27tO!P*jpNM? z+)eiz+R)IZ;iceV4fqh3FR!d%_PIfH!NSj?B$c=VBjTS+?h)r_$J3}+jK2ZXo2k}# zP*qm;sl%QFv$CxEpncM@kCfiq%L_tNLc+tppilDxOQB2YUVQLf$~3*5GH*;Z$D;a2 z?rAExd3_-!6A0m23(J;$no$B`+{etkpf_mD?-b@^kTLUN;#tb+d3Zn}Qm(EN(09Qz?FaNU?DyiAV+V8ZubO#r*z(U5E)n4_2pD6`OG_uO84HUSVu@ z*{_R+3_*Q?k%9JEG{A+7prQjsGGOqP?-Y)8u-;o)K4Ghxx}oFU`G6{WGte%u zHAoM--QY7LBkDoL<JNt8v^7Wv?dF;=Ge`{Y=-BqKv9Rg1(9h|*F^v=5i}X2zlGAg(h0zJUn#}8= z5?*LXgPYwt7)-I*K*AEAax-iHmQy+TN63Z+y{sFl`C%;SC1f1Z|{* zMd)M4uk&ThJ9_Rt`_&!C60gI~D`DLHspF5*eVP;*+001G|Ta4t~8ml@vrTLIRNlXvP}-Z~P3z z)Zrzh7VVwW>eyHPDbf|Fw}IMqaN{yBg1+1PG8T>i@ zenydwx$_~F6Nx=oZ4+-3+L5w|i^WO`+qurI zNAa5)caGe|BIRo{tCHCcetN;@9p6P?5d4Q>h~7)KIo7~w%gg$Gyqa-+)8I}&?Wm!( z#&LAn{k?+D1Qyos!x^j(5}v-teJ}BTWLxq69kSFk%m*pNdkPZw-;ciD&3sMu!!*G# zB?LLFb||1~qNDTsvlP}QUHBgy{`uZM>s(gezR>aL^7^M`IXvw(-|w1-*I&Ec*Z=-P zXlOcI>|X~(Y*-?C4uKyMPsydm68M-fdY@ zp+5B386)s$C*`%#b{uB|W3q_IDgrN+JP_<)1A|E$A&hEbg^YSM1$2vNuoa+r|M|Y| z4~})6zicDq>N|tk>FLX0>jL>Of{amFpCJOmiqkk-AY!1m=(4)1cJ0?i&0Yj`Lhqs1 zye~Pm6Sy=3$W+7O@N3r@hX(JIsH;rA`1Q05>SrVQvI}Gg7Re}db#|q&>TDf;X}IYP z3=YS(U8|>KXJ=Q{AN?4lxAlSli4FxFnuKJ{v_#GCN9}oPms>^o4|9oDT)-oXG76qr zY(8?kr}K}GWn9!;z5oNBhc{DPo>nB^N4U~yl$WOz69cPVl#`RNdA0dtYq@XOf0?xu z3KBO^I$aL#4X{cU9avOPFhxZoRSDmOGV z``Mr8@}SF~frnSY;AWYX!E>84jGIuBBx=aGO{!coPeUW%Bh-@XYd_p&+m=DX8!ciV0S6b4QnMTpU#$DfYIrh@7#-MLUi-Dqla!ad zt8S#Gk0^O;)@@vLKT-3QXaSM9D_y0q5GZ=f) zwJ1+L@Otn-K*beg2j;?L8z5cFF2GdQP+@Ihf#y=4p{H(HR^LzU z!$(JV_o}D3x!K>4it(|k=lAKG4{mK~6D8lo%6I3Kh-pNnM}>rhW*8ABLA2b|(vlv;a%MGc%+gJnM3nCC#)ndbP(v-E5dsv?%u3ol<6uapUmd~h;< zVOLNGkmNLBTU%Spx}P@$T$^grF_O_m$3)m#TT3#0`+7W#h-^vGsGak2v8-eAE{gZh zk7i=4jWgwmg+-3i^$%yYSqaBOGwCgd5hG&&$$}ITXW*kC%WiWM50nZa_V~EC4s%L; z(lRnNl{#th@ws}=ALwo0=_r=N$~I6|o`hvijF*=Xk75lX+L$PjkTzF> zjW$mDpX%aidn*g2$kR>+Zg_kaG`QWmQ#GAD_;LFUpmk z(u`Wy7npF2je@(ghLOYG(lYP(s7$Mf;sq&>waT;z5}j$=;be!8kMCl&UR1wgblUxp zkkGKIPE)$`2O(irB|J4s22ut54j8r7Ow^P3sKJ7Qg?#IeZCQ2LZ9jV*&1Kl96hG)H z*VLi&758gT${ZvZHI_B0(`F@-=VRp($ZGJ0sJ|b}KVx5T6(Gkspl*_YfR?PA9E-H! zC9HOcXbX^ErJ>PF?L3X^iu;s{SApj>UMOmuTK`G&Z?_ZcO`-m${54>zcEGhfNw{y( zgh-ar2&Wr&281afU{sA!{>fiOe4lBH8Hyz-uN@gBm*-$sRu)CJI(@<89~+i!Y;}t% z!TBrH>h~xZY+qR^QFB%(@oZ^yIXgW8Fj&Fh;yy1(Um@Uvk%tERCG9wNaVTh1RRv1( z!!9nqT1lp3TG|m_d|0jDXKQ_@xCU)Xzh#2V!z_XG8&5r@?;Z=SxFkAr z&tUl4B(r*5wupGs(U;ZVQeB7??yQDABGs8Cilgrn( zghmXe(VL-9QJ27-Y@5g#Px;`+T)Zz=03|Ydw^q!uc9oZ#gXGCONtQeP;dQ7Xj^=oG( zEP|YVrMecM?}T7 zsLW~zowVO^u5Mm@ku+$-OO(RmV%*NfVNfk;VQ`avU|_lseHAko?>6pKE%tv!SAKf~ zJ;D&LE3^Syi=w*b+eBQNp{a$3VJ_v(kFq${5fSD?YNaN_x<$geJeDWZuiwG-HjVFR zP%C=lz8@WhW-Ngr8&2k%U+K+nrS|iMGptlsDmB?k0eGP#1q9Do9%Hh-xh9g~?t-C- zMwsRgUY^EY3I@Tkq%Sif5$BpM}W54U_8x{Az?}XMa9t4I^Pe z{+7PynU!9b+^;?w?ib!Ns3Ibp24;Mge=3SU{`*|S{i|=YGA%;i+pBe18`F}NFlt9s zgKIA-BLVCDJk`hDb2;W4zSsFBs-n`4dl(BiFR_Cfbwre9*cnpg@7eUbaoF2)*1x@D z=OUuwd0Jp7pm$x@jY%^o6aPY6d%tpL#%73_WE15vNJWQOh7`(_ve*}_ERS{YV!7#Y z4h9Lx|6C#=A%VEgk-1=opYm8I)y$eot86JXbu=Qvs-Uj8_!(bJH5jJZSXe5ms*XS- z&=8d394stR%MRu?u-EhR^D{F?IvuNMEB>`bwSR*cUdtyU(p6S=kkIz&ud=P^QFE#< z5gr~M1%-0&ZoZKjO~UTAkxjA7uX>0mB^TCAkxSd$H2U?LRo}-)xOL{ZEEoV38G9Hi zWf-Kwb8rar{ANfeM6iqm3}`TJVuiC*a46I64wGfXd@yd4$>a|iGM*^9#T*WgZ~Acj zas|U^WD{uohi}8zqfD}Wf9otn4&d8+!eXXmaQZ|#pT21H`1lx-J^8q~r-doU&}C!! z4?s5C%jN^Wl6*iohp{(+L|dtld7Yf_Y-ds*>-`m z0fZIg%HD3Qy%IZ~rS!h0B9JDMKU`^vkwiQad=JLN9Ivlspt(@5j`hDN@xMQEdy@zL zCw1)c5XP^v%=}J=Xv_Su6WUBgK|xnh5rH`i z>`F&R1lvqw(IQh~H^O=fLq*G?#S8F*V`U=5y1BaM3BUNQSwhwT30~YR%naPDiatZ# z)*`?=r0M7YhYN7BWn9#l%?>A(%Be_WuCLq7eb3e^knB7BVvfsU=>Vn=L=$1*;WJZv zlAhJhdfmdwq5h*z2L?Iq%{RNIv+g}6_l5^sv{_-wiW+jNet%X{n#8+KAsS?$fI&R) zrDOoD@sWUkS5A&Sd;&#Tz1hHkFD+^B5dYw1W5Y5CR9F6$wc*!yNrbu)1U3P!J#B0do--dJ}1QxXd+{Ruf)Xp?;mn=#0tYH6EV%OI+G_Y zj5`cJlV--J)+x0H)9&rbqZ#b{FH`Jx(IE!kOeGYbmC>ZuJ*07GYtAk+K~O zDT3ObsZ3@}3_o&5O@iiff=7Pdaqb!j%$or`D)F_3*rB|$V1 z&;s+_68S~y$JzfBce9{room6@eo#PY@e zd!bYLmkq}~w$>clww6N14w?OC@6}hW9zlqpc?XWR8lN2&sye2rIN7Q8f8Reg7g;MP zh(jSj5c5cZR)F1Z@fCIfy|Lu7!P$W=!}Lg$@G}OnzjB(I3%6lM=asz@>Kn4Ws_AXH znNJ?RK0k**%uac=F9Y=^ zr@usi#QM$iz|GqL`>K;ayM!%>L z^%=yc8~9A*M>p}$x4BT^o!O&(^Sa$M4`o;-+N;r&(%MyfBT`xNC%cTYatgDFd491x z?FInn?DuaFi>&mWL~TWw_6Zk{3%K?+elAfoVXP;AzVvljS$a*uDCh}BXGv#ob@+nm zgBma)w5&KOK>Q0(4|gRq*IK!*y*xc*W20l^(u^I8OUrg6X>hiigjw8@mD+UE=P0eM zewn{%;eMSYg(tDvgsx$(YCESTydC-xLUv~yV0S#<{t}lQz?oMk@2R}=#4e$@wB1^u z)GgB1>#lKxVJkTwntq=v(3=1q2IPYz3QzPbwIhezs1l8pW#l5#+u`eR17{2KVfylN zVac_UqqAMo@lE*wWgbbCt8c`Y6IQ~*i$1PRG%F;22(Tq%t=^|R(Kh!LQI8z~R{c9@EXGsV?0$#cHH}e7#JPkLk|xN3qWpv zkXZRGpOC%8+j3Q8Oa`-kqWmRJA;=L5w;vf+L9+*{`W0T&yScR&g!$&n?1k3kR8>7a z>&M6!(1{^|Gq(wpd!XPWZi&wS71g0%vUc`Weh|~ONVw#9D#|W&-_0=F(zs;yxss(= z_9vckBaVM#vpx2Hi7W|2@x#V-+IFt%bVG)`ruY&&%jKd?14l0`0m}tpEVxd|$;ez% zEXTI=J_|Sx7N;KO>;BPAr*JEJrKhCHHHH_^u4zRbKs6eS03&N0rP$i)>QVFV;hYqDM=We9zkP&&rTGAkA20mxp5V+_+CNE0A_b{T@#D{YGemIdpE zkr$Mm#m9+}EGDA!7D5$Mt}d>7v~_oE411Gu*Zai?tvBE771n829^x*|bB6r*0n!zy zD(7V&`&XYT#b^3R=3jd&3<5|}L!U(A0B7J?*$u1q5` z)LIY-6$eHiBqkV6zJKrF+JsmNdB+{x5=D0fW(f0)j1U6@Td~xN`W+T#@ndDa=`>Wd z>*}`8pCnS0Rr^_a?_RL5{=ZEFAQfm{@Zpt<8~@nUefbg!2N-BL^xE;s$*WEqHck3; zLJByZ(=MZ0id}x1LSPfSI#9{7PC~Z?pD`iljqm84vtzZL2Jul&ufJgdT>1 zIv^n#9u_{zRJgDPF9$>)h!wx}^gg=MldXbWY%WIgC~y;a2SDi>sdzYR4T zFB*k8JAZe1|LHH#jM?~lbOf}mjk@~W2&KQx6 z@i5E>szL%0$|1tX18x%Gaxz?Q{TIN^Mc87s0Lxt|M1)YmR~Gr@cjRft*!g{7!`2P3 zcX&u+^@^c1V2$6gL};6VnDj_W<^p0Y(?N z2Lg4~`pngJZz>BZw)Im=EZ<5UBPX%!67Dq^lM?m-(@g$9pXa~8F>Kt6w8yOX~ z>9FqlQLp+jAw6gZ4BDLT>T|61FVKG{GYymGoSC72o@{>dMi_kwg*(WW@p>0uOS5g8 zB=ewU&8q_R<{8)wiWzmk8}kV^&in6*x$MU?X;W9!)Zo}+$qukI8?i3k^RPLIW}p`l z7Gb0m>_w1z2l&L)QgA}K&_)wd_-%F*{uj`-H`59iI8BQiJ6zo2GN2}#yQ6Cy!YpfJ z=z!aLZ<4d>scpSo5HqSknM#w`)G3L zJL}aZPO)hvoj`>sli+fr4NQ&y_10hF>J?@&F?~Bg)&*)cLfloW6!&iAKVc`_Az^mi z*M#^}_p7AByP4JN3a88qSKGz<#~L3Tn^n|8dz^@&^eCOxHM zxWs|DuliJvVUhP17ZE)KdaU~(x^l6-n@16$7fM_32s~D$OH;Mw2x2)VMJnEdLtEp9 z_6tED48}X_t4!hqoNNP;in=X~iX2eF{EoX7I{`ZL4 z-@3I~IZXm?blh`u4NfI+QBVKlK7a0DTZcGx@0jYZ3b$riX{iOMN@h<3I7fdE#fE|o zX+LB#R7LKseo#JWY1H^uUDTgF3wspjleisWZc^W{PsebN+Ma?J8wUqTG%y#xXyz{4 z%P6Vfdl4R%P28#9B4I^CqvX|_inr&L-TU|hL1;q-e9l&=VJP3bk*Z^noFN7Z=`l){*ezwvq`yMFIrQuL3HK{}@V+}@t!Z`3yVb04|Kn6a=b4j4ht zEHC-))~X7@Q}?j2iULFHsy~p@&jzUw+^3-akVlnAmW$h6>GacXPd|$tQ8nZpgoeAq zy#SCd!GE_C5{wuf(K?OzM?eYzs}vw*+hpn)_c_zM=_GY!9p2RBa9kj)m|A)*@Q;N4 zLb?Qk+8H7hsKT8a)HgKt1wbzbYtWBf%d^Mz%5C%%f3Kh$1I6OT(DoCow<;>AYX~;r zIY+b^Qx_09L}7oInkuW6cE<7;>k(_QciBZo{hqpj;|abFC@=yV-)oB08G>P#u zQhcR!eKVYX#sV|RejQ^1bL>&1jx%3=LgFL&ZRg*epG>^GY68=q8|YF#$e4KT&6BX$+&m8w;MDJI4JbIozK(M!4yRiw=If7)PQUy^+~l7UC4iQ9ae> zeEQCqXYAU>-8=6cq@a%s4F$Ra9rYA%+2oa@g06wAZ8gbi!wd^9BQ0%k0*b4fo8U?O z&&k!!3)62?>w>CeK4E8;s{>Z%Mu?h|6Kim^AJ@^2+nHC}$k2v^`oWhdV*Q z*9{>s<}j7MYUxZBh)N>YZi@|4dZlC!GsGO%69nFXMz~Bvlf%h4ep+Huu7i^14PG2~ zCEw%6kAbSArw5}!QGGeOaLqT_$sHO;KFg>oZkeWb60Dv^j_Xn5y8k-=Z1e*SHQEz z7{dimlX4@?(}A|_9RL1Zsn5+$t7X75BOyr=I3~9j%9x%xW@qjOU)lq>E(p$o0*{Nk zd≧$X%|cP=?3qA{K@cz!&|8INzJNKahHvqTb1vxqcu(v6rWDCPzyFx~M&u{p4bq zK8QO~o0R0_R&LX7D;KVoR8LQFgTu)e+(M}Qt(Zhk88IC;+4S_qg;hP%(yw2?KBxHd zyi<)ges!Yo!;+=01{E{2_e_33KmhE#;H(npVLFW(8vxejf0L@tK~;Ode>)zPQu@Kf zgF*3SucfGv;VjV{M>!bKH5el0K+^hA)l@Yo=8MB&HdRSI zDe~RBP@tusJtK)3CMkGZTr^S9NEU4lBmgy>*1Fv#y5%~P5my{b3a%0XM7`T|zHDKp z*+YT;u5ulbBqND5wt-iXL|TfHvl1kc?%$R;`5u)z3^hbpvqXo6(KFE9MZFt1O+rFK zcwEIk8rYY#y$$`Ux|-cYDdyo%{&l~khYLWE-ZI$jjz2$if7@1e$%7pP{Ir{w`rST% zQ8tbI{ciwJ4t|-Lu=xBl?x1CZnSsLrnecNBjd_3&;d=vdQcLc4Jo!PKT0rP(cprv^ zhc$W#Po=4QPJxdcT;y9-eTKOjjM2~j|6hzljNd6>)ybUZ+VlAoz8EVbW39J-;t5On z>)@o1Gdkm+1Q>U$EHT5+#$dnFNhQU`n-cRL{x)iue}j-srBmjXNW$O)AfET zB`{dxmh(ckGM5K1KG-Du;DRp-L6?2Xo1c_=YB?zks{$6?^)G;wf5PE>*1oJtgUP+tEvd(OjD<;RhpXQyeBxEoyJefOs6BGiiXV^!dJ67 zq-C7-{*Q~U(lEoKXq}`3k&%!-s4H-)AxqEcEv5a=TXvG4MJEB4M}Z*bEtpA7PiN+z zSd=F`Zi<{{#dN_ReVo+s=$+@Dox+cOtGlSEB_&07!$TUm`93ZzLdS+H6xuEpr;p;d z9D`R8wN+H6T0@XiO~AOae{g^pBuG9hHKoDUT)kt?oG|DpOjK4ReR1*egWtt)PBGQd zQI9;w_3}5PckG;nb-QgIt+cmDLX#{m5(2ZJ_ive z%@u*C4HQCkc=-4sSS3WXz-?Dnf)vUEGRBm-W8PqdhFgLLlaSDV;4S{3Bvxy6dGcmG zxsY2Yz-F)ptzRs*d?Wo?YE?!|D0lzE&p*E;z58fr2$PStQQ=PF>|>kQ#^9yIVPzFRpenJ*}$SMmo$)8^a29JAumiHpZ@vt zCB?Bjar21$QPi3)8f$@YDdJ3pZ5M7iy9g~(&4ziw%$s6IwJDiTstJ$9`R;^l`({(-tApzreQ)o-^{3kpUOE3CU&5087H+P9`wZcStmEY7E6W`xwo-)H*$9;F#U=M-y?^wfW@!e(sL9CN&ccQ+ z6TG8QoHx>MMHUuJ_nAmheSu&tEG(q3qzKU$TI1*CWeC;DT$0;QyTcxG2L}^#x_PI5 zMx?^l7o+GtC8B}aHKc$-MTW`Q^>9%jOF&u?Gc-h+N@ZMx%rscqLaCkdFGKo}F?_6W z=GBZfw4r3du%)1Y0q|~oSQfqf`YK_#rw8mIj8%jQuZ z8UGt_;@_472xc`2ju(0;zCSpjAx*R9&Vq5aga=;XFpl)5G?9_1YhbK zGASCy3ww6qYJ%x*s0AW`aC}B$CesU*j zV<>;=vD@s{D>Qy2$X0snG1OXvou{4YtHutlnV@?mKpn$)5Ry7e|Sgv7)HR6s)$OU!t1(K#jHW z;8HChEDQzE%1B0L~W5l9jP14L}P+k4-^$Eayw5NEqLTr<3LQZNe5EPVKmr*5jK z%s_(UnPn(}~`ppsr&7|7-pe$x@Mb_@8xkb>T~9xE`6DzuguV;Ebk! zb2lCYD%-5G1)eTHgc1`I`Rvy+Gl1V8T8$ycp%A5Q`}hApp1vxes;+C7 z6andOkZzE_@Sx1ZG+Z}pPRNTIPfl0o#^&3`<3#yKRHc^qLSpg|3+9liK2~YK|6x+ z69}K)@a=uvif>1+1U`vR@TO#I*d}F1{3UyPg&wgJF8QlKo9*Teln19B-e;TF8GIsZ z{sK>NgXM>*UAunK@KPK=_Xk*F>|+$>r8656_$Xdphq0ZW@-es8eJxz_(W{$RodY~T zO3qdB|GCkHU!;oM-mPnDKa^IiX_+otZV|<=s9vr#<|l z12mP{Og~+BU|*E*7S!LA^X$Bh8-|HA01#(kWej^qA?GtkCoXx#i6QjDY1O})fIv4r z&;eEb&iiR>-i+xp;KC0&*EW9q_o^DpCrh1TiQKz;H;ZMVyFg^`jmC zwQqAt3HoxtK1&cK*odPqh8&7@Y8RN#%m?u4YKXBc!5wtVtsi{aBK( zd1~IdSK#4yl9|KW#|bSfPmhNd3?6aB{vVoiLUgaMH2f^hCT3lGQ(S+0C``Y@X;u8{ z3>K}cBOA%X6!$3qTY$ZrNp_*vt9{SkB=_mcj_2~{*wo-jikM2o%goEeQ-TZ;v|>X{ z2^DWXFPtWVu8*)Xz{MkDe@rn1u{NTkigBZDLzdYT+|lRR;+`s6u_4WhN+G@4e*#wN z8Kfz3zvQ%xpZv-gkq&~134j(LtJz%&%gPkfw{Cv8NnC7&I(b`^+b)JM){e6W4Uu$k z5W+6J&#=dmdekmBjuZ@c6pFjBurSsWkIhweg@SHAtdbJf_+5IORoQl|o9{7~jLi_t z_9bszUiwb#e9@K`o~8v=5EXLOZDY4$7g)gbw=c$auMc(L)Zni``9f0tCK2F{Q)T#WSf^&#|CNMO*R?PsZ` zyrwc&Ys!AqZt!!~cXjiU*m8GQ&b0&~|7x{ck!GC^O9GcUSBvq)I(l+ZCtXwHIQ$CYs>Ca(Zs{mY10DgZ^48|2_}#m37Ny(~ zx7o?6pBC?YWn?%s6mj#(IIOL(Bkd7petOzC!j@L~VUC4_O!e<2D*HWk-!C{bxgvio zdj*uorvksNWy~q}-Qk*(A(~Kz6dD*-q9}QBgT*-^)Erj@t208tK0U z8V9<-U#^g(41l1$w%|MMJB=F51RpabeMT{-;c`N$aFxeZw!a#Ywj-2q9%)TX1mF`{ z337m3T)ux5>nbvje)~2M{#oEy75#pKB7eTh(Bg67gENQ#6Q>wuc=OMv21U0Jk)vkN8XT-*ia?v!BRj_tSnGgvWSJZGzU<@$PlaP)Y2>?51$x#h(V>+&~Oe5EoeGg ze@b)&m1T+cN6xXMT9q$HoSw=<1>ieU(%{xDqqL$q?YUtK8rBl!PR9(H z0N&c-;$n!KfzcNJ6|bjH3rlncMJri!S0}QMe>ENnHaCwA{VJFR{OZ^7^yTsVrT@3P z)33iNyOv>G+Jlxy^ zm$G>G+z@S;(%n>wu{u?@AR)r?7vkv z4g0$P8vN&OkWzY~hlzk%j*mo|60ToA>H01&E`Fa@<#mm1*9J`+_->%L8yFmT%G}uL z$1pUCCVL=j^bd48gWdP@-L>y=ZU>g{o6LH!-Vfi}!(zD3ribW2!02A(#wIh{!@bt8U{l{92+ag1Mbn3Tiba*SN3{)d(qORfg|H2L8615 z`!%S%0MmmA#Z9D;9+xc-Jc7OlyzIM=co#_`uedFOrm0&8q*BNVKTMnPbMrZBi+irV zPO^?m6Kih_fkaS{XO7qkLdB&xy6YIlK9+*6Itj?#dhq1oi3GEVRZZD2=NB-Sf?34Irc98g!qbVyXvR`vbozzwU({a=U6&KT=-%7^Wjkby zZpQBiEDhTjQb(VGWoO;^Xt_1s+SqUl_s!*!J-B3p#LWEQ<4wIzBkY3tq@u6eY}@A$ ziy7hQIPea*^R&#YoufM1fQu=zN8ZSL7^QCj-)VA(;5elDYZd1jgvx_(4rQlHm#u<7 zxAeUqXgi+In51%7AB?W?6&o&>m(Y$aRe)wkI#1)S@o)ocIeqO zxNlb(o@+F32mO>~ZrcQ)=(>ssdbR?;Rz7a-{Mc`Y82P=M_RyuKWRn9r$F2w>;^J6# zsVOK5sN>@vt9EjPjbz(@mpEN3z9)=@L}Y{NxalQI&)2PGW$WM|=bU2FexAi)%<>oU zG`WF)Y+ONG#bfotg<-PKE>UX3SI z?)F=gSF%XOCuLI7gV=@-AIhMW$INqsXx`Ipkj6^_f~xgo$jG4>*lObb&m+%CIvu=5 zR!jA97X6oY5Q8K28?wsYmpift5g98w5yFNz+0-xLWUo8!oBuB2%{ZSozQh$UGvL|fg^@PX2Hpw6aF94ci zVDO-Qc4huPkU;l&1DJ)@^$ZOu>aipcOPY&9`$HI(Q^;#q??gVrD*!fdzel>kE@drF zt5LoYQBk0OEgPk&iakmU1g7!nZwdeNi_pP?t*sFKHkI9m3~fEHE{?&h_I-9y@ja;N zc>br9+Se{zL~|g-bpJaHD>`P5xLzZbP$U$s338d0#;BJSpCEPovG)eL)DpM|5hZzc z!n_d@`{VCth*}_(z`{5v>YP)si4bF*Pbcw!asKCEmawB6{lh zhuNJ*lrRD3WoAa%BTqy07F^sqtuZuv;S6m==9FJ$kAJhNPu%{JAmJb2Z(hWxshP3{ z4azEoCFj?139NHyYjsp_jp9L7KIKM1y zU18AqNTFS?aamh#-~P|VE@pORsuDq)us+fnkx9iH7LmUB$tl1jVTcy6Mil<}ZMCrtc9ArOF+;hr>8UJd1JCpq)ban8 z{GEr92j;{_{9X&-h|=`~&FuYC%m8_@-)dsiQ)YZfZnSEJ+i;29NK#W#S%Q@7MwTG<!USZyPfKwv}_SGMbdU{X(lnZ*^;RbmM3KF=elHuwWtg|w6uv$A2u zlv!+~=nM@$y4N+0jRH_$^5IO7r0lr?xO1)}>EM(yPVYvL$as6l#KrbR0nnTte@R$0 z)b!CG;^`#Lp-y);=2fJrT3I(laE0W)8HJF{Jt{Kh+9z7 z=fSW83YY$)BL|nIyuZKp0{`pv+mtwFU6c3mhXGhb6)e+eZ+TO_N0KIlId66-vVcr$!3OWA?ToS@*Q{|M)U z0e?RGq}AG+0AcCOk=W8=JI|?>6Hpk_ULUqOD`eU4LG@{n~H3pw+^DdXCki`ugddyd4h9>&dl-Pr=-|wKN&o;mW zL=S)Y@3+5y9#@m0m=wf9_zVYYF|zA*2gzPuV6L6Bv@B&aaqLNv3lV*LNy$KF+3tnM zW4C|`-wPfoBiN%>6Iie?ai53mAMUZPc&xhhDGJ6Sg_eo(^RuGXIKBOSnFljx%H94G z%F@JGzT!7;Xvb6(4C`KSkw{aCc)xoJ3FC6S#N;K_)z#?35%-pk;x5v>k#21r9;#Z4 z&!<6Z+ia5{oiiOo&D|_6NC+bOH4a^VRrm6zx<|#?L0WY9-0_E7S&ogZZ62_Z(qd6VFm7bB#T!(EiL&(O+@4P zWAGpF&7-TOg};xo&6wuaBHJ4>Ix#UH7ar>C=O_J`UJ!*(M#yTNhlOPqhGE~|U*`q* z`H^mTM_bsEAjHL1h*iGS+0XOr5mI^p@>TykW5QqIE5hEM)13SQveYM@1bTXYeb4(g zMrOKf+lt2n&b#Cy3epac#eqPGSChAdtdf#m5jA1`{-ZXR9-JC~NT>yii?LK@1B1i4 zXpeP@;FDo>k=5@ncoPN@naQPOS$qQ~U0q>{3NBtL#AKZe@g-@fFjU9i-GQPa0K7q8 zaY=#{HmTMHcoYD;lk7X*v#-U+ltZF5XA*29@+*y>ZoP|b8#&t=lwb1Yq~n~t5&Hra z7sAVm0_5A2MbIVXrza7>NcJa~Vw5nE{!)X{qlgbmZf}GzKs=sGbdv~U2d8>rbbP#~ zvND1DvPVehBR5W%x^;APCM|B7XO8uSl)UP$XVO%CKQh`s!An1;Wtx+nw5b$JAW_uR z4fSc+K|x4QgdM|l?|i_|+nm1Yq*sr(w*mw`OmOZiuL=c<_(Pe@b_AjW#!7RkCqblG zrR;mfFu5bQ$_>Q{v$-hxVPRv#6KlxPhYCY3EEF3OqEuE&A$dP$wKW4i`>hc%LbzKW zow)s(;CkN8#f{M=e<|0fOx2bm830dW__(_>v*vd#w)!iRG7<5{hI6L|f zC-())+j`;yVeRX&CiW<_{0$-Cz86!9m=i8Z5Z#sOeM1Jd_ko_1LkQ|d$HuR20ZPnQ zmJ*6grQ6EB%F;nDl0T;6%Wu_ookv|B3eFPcbvO+;dPVu`dCNSPejbS#2}=4?-VG+h zu%?Cv{rS!$oSX|G+rW$ltElUF(jJl}H2bZhg>ouP2fblZpoj=8J9EAana&oti@xcH6=2 zmyFNuP0B(D1*WtoL#$gGI6hy5g+0s?zb6`USa=HtMcoEpUtbq)$4?rEJ~z;SOHz@_ z6q3L^>Y0FztJ;9P&-EM#?+`Ij)($x@FA?d?)o&hs-l8utHv~ikq;KE*4rF zF;cH-=TmdZxB`1q7?a+-Ib{36P0VmiYT;qP5k*w4isl~)Q{0!Ab%_?6Hu7g?# ziR0Z=?cQn>-TAvg_h+L6@$Hqa>mW-QU`L532;K?F4EyGxcD+v)1 zY8dkUgJ(Y~AOE%k#oQAqdaHoYK_BJBQ8F!zaS-|7B~m>)yDa2dvPB?z=nlNr0=@w> zSJadMe-l}G0WAN%EMz}tBI3xw&!hDN z-!yhSMX7Wz>{s}#=FKY_57`$#IZezNmWn)5Ru|DYYCT|cgak=Az(xd%TSne5FKb`6 zPd!rcGGs5oyQhL5ZJm1f9!GCE=dPTG#HS_|_Pf<~Z};oRJFHSnIl<$}%F4>m-%wES zJn6Pd<}c=!k1@9&-a{x{5KwA(wG`xxvgeUXc7eYiz(E)XfsJc&DG88b`xIr=6D+^U zSz5z}H@0&Y`%gLIDXYqtnu>Ba4YS<@YMxJ)u#QrAG!?d> zH+&Br5ZCCJFXtg0Z}`k}rE<>mj}FGDatF$eI7VnG7=jyrIuJ$mhmEM(u8q5Nu9EjF zsj5Qq_Pfs$shs*pl|1hEW@NlPo!*i(@4;&UQG8@%^J{AuN{0u>uA9vsQ$q(EEIUC8 z>DNV!?j4<-2&A&DcqJ|aCfc0SJd6K(XVfE~C^r3uJxg*eC+$V81Xw(Gk-{|4g;5KB z|CoQ9wr$CPf({G;qN7lZH!A;xYV9hl9W{kOtTQr&O*Lt69a)qv=__ zFeXQg8;3ngfR|qDH>S+*`w;RZq3aP0K>*Wkiu2?+le}@?(@;)S_<-v(j3hAelLUPx zrN^;zY5?bzD0d37E)59@`tHT$rSKg2^3w9Pm}nHp_UB?()kQtWn;P}axi(|Dy#xZF z!{Iv17M$}ed}*aT^IhQbedbr=B{pq8zfLAz(^&mUT&>t?F_h=)&6CW4KSJrW&rybP z@&K0er2d=p)axSMH(!8Z_65)0IM&ISF<%zz3Gt6T5J3UO;b64pBQ3yZ2%H2&)H^8( z%b1pvwo{J@7cMhkBwX%hIipM;rEf>tJyz2|?$H;S;c17|^2%6E?HzwDEy#L~?M z!Jk4$9Uw=-$(1R#dHuukvMLpzYJjbok-Sev<0@}%PAx^O!hUh(9;ZzZxiQ*trxl{) zyH|*@u{vJ^n6-=RB2iH2Msdh(+_JEtUFeOZfh~L6P=kyBoBp_?RcFNmNFT^IH~=*` zG=Jp;mXr3PXvc9Os@3;IZK_$+W4Y8dG$Lao2R_R>Ivzv+X0YGGd^vW>$7?{lrKhLw zmXBk2tsPg|rhpUK;DM1d!%s+$({EnrL@$qpGo}mvS zwA*DZ&1Aouk3*tYg}oiHb{>Bp)`9P>i|`)~WL9>)x=EF;c6w#~?8M&p^)X7KCjB{T zbKl}5RP)|fV$s-ym^A(n8)d!_XUEl!ug9%xH4q~t@nH-Hg)QnV`$+?}{U1(xdNW9b z1!`pO)}U$r^gA|Nqs-NISqV}ZCLD5QPR<1aHKNF?y?C)ZQ+I&&e)RF9P;)cr1+kkL zqgHYu49akE@wv3LLJ~lC@#JQ%UmZ;!7>$2lDHTMun<-TXp5+Yg9iU%mvu--xxAcD? z{{;e2!4A+XBTMz^5LtM{ihNJ`xlQ0hJ{o04cZf8wuz2#x&YpAR{mV7~#`t)=9qb$- zvYU`obG@4J5bX4~9tj?v0GlBAGCxpnG3Q;M3Oj3YwMl!D@uD?`(+Qt79Ck^`daA~3 zLbu3#AgL#)33__gTnA}da#gsztTW_ODcD)|dLR8PEm?eNJz3JtKAdq#L`Vo(7*e)i z#RX7h!NR_FrpD57?3TGcQ!83LGcyay-HDugs?l$IsC9o&*yY%L_-t5Ux;ao~$d$$@ zX<~v7>{E)Hj1ipG`Vn)(MDNAz<@4g=E|4Aj5 z15bT2ry3D!C}_;MDXHjc0bX-*nnNiL5XrANEiAe6O8>tPOC%f8mr?~Xy$QQiMy#s1 zs|b$7xJAe&mY1*bg469IdQz}USo8Aoo~JhpbHqYW7J*_1;P1{fhSRAqL@yzQ*naW9t?AHNP%2=I(S|6-P%GMDu+B1eZ}+tl^5*0^?M4O-Tm zHcydnnlnDy%buC5eGC#1H!zk$;EJ)SqhNXKOR^xMu*wxHnztq`l!}B??bYfBGA%p^ z?n0hf#BY-G8KtAL8=m52k?zw7*O21UQb4s@nwuf9B`zjrVaw9n_hE)j0lT5-t?DY% zrDgWH0&>3V*`TPX&sK1{14S6Qpq$!DziATC0ZbgC9ali%-s{120@g!BI9CluwT0Z9 zsf7h{i8_!eT{U=?<9?w@d2X%HGMLf z8n?<1>8JG}taoa46(`)UMl`ktTOX8V)zC`IQ1$1N{#!fkM&FUP7s9ZJ%7+vNjJ0=( zl9K`Ac@0^+Kf`wGhd8XO_mBTf|3DxLL-#}T=@%k!$jk3K64EP%$Hv7)t!Hso7cgTt1-5sKeZ-Do{>{gWr4b3dCyKB zy@rI4P^MkBs+M|5O5p3o1*n6klr-EAtBYQj4|bUUcKVOwHu$1*8afmJt!t9rr)B{G z_aykP{Cn}V$9}S!c6eaM5w8e&iC+K(8UEH7n!E)mXQrpCevwvDC3-^g>-e~a3z^tA z(yl;qV|{(dSqCgpa1WCZ_-158w`vx>dQv#A$~oH_Bt%HwzyHXkd0K$Q;tW`@1(=rs zEGYC4kz`qbTpM8s3ymU->dDx}H%bo*$;!-}tYVY+_3U_Q&VxLbB=kGT>voq`U5Qeb z^D_aKlQIGr--*-1h%-dS65W?eoP&Wg0neHFwfx2@Y2Fh_r*P1Ex*Cq>%*h8Z3UYD5 zo3MlI-b+35#$G!nx~{RS>sR34Z-Eb}>Tb$^NTU6i2~~u$g`lKDsi+_8xsHgqc0oCD zMItSMKgPclp4{%B)S?)+-5W|ocmu22>!1U@uG|HrY3G*vSOk&1{h$qawkU+JocsS?TeKB&tvzS_=qrO`Z-=ooTsOso?hI-!BJP$#1Jp^ zrk71G4OJNS|3!f=%RBJ;=>&dQF>1YkOKdXj*h~G zANEdRMH-6Ob;lzbOLy4^-h`&vG%Y(`4` zNEDC`WtV|09onNRMI$2{EFK4+?rxrhP92e7m&EbEW(iFxdH zJ}rkP_J2?z^1#55DQeK6;G)5FogtHFE^>wsbMq3}3U)zHxPiccKC&3l$TG)TQ#wg! zSwLIv+5d$=S4L^~|9|zwJ{kgQMs}Y7SaJC>CK6)T|Ha$=mJ2i+%s&n^b@Q8knwe&; z9jvILkCev?)v$2MU84ZynKgZi?f7seolivXKHhbV#ccQ_sQLfasKd+qm$S5VU+t)IiC1}BEG z))53ZIDYIB6BN|((#WjC4L~aPfc{**F#hQLL%zGrLKHggkbhe-GIDwOR4OyI8Uilk zTW;dwDkz%1@fRD&8Ny;NBN*1=0P{pzkzzcYrdn>q`UatoQW6tg;hTal2AmyInK*Cx zW=2LwfBo8%q$44bf3D@OschTENO^d5wk61s6j<_~aiQb6TrQpewR@Y+`7=ncaSrF5 zSDGSah|=C-W1L-U=0AOM6L`mE)WinKxGgQ0P-6|lY5hUxZK8ao;KFMBOhN&ML6U*S zUt-R$AV8P!U%s*4J0dkqa*2E9=%)_gJUu`lLe8@V9s46cf~OE%#UR&r-y0|R+qS5X zmDZ#nP>|ql3VcB8+uz3!N{gS_zF%Huf(H`5I^v*>!W&=nOR!6^@o8vc$rE_jclbmD5m6*5qwy{G*K?RdY>msPIV)spsMQDjm>Hz26dkS7(_we9dYV1b9>d( z6TEiGC+553viqs&=@FN`oJJ$m5B!F|D*;dlzbJ(GR{P~O{Lcl!V4!}bf<)~0)7rCZ z7vBs%TIky`g_co@X&sgX_ggkE8;bF3Y=@KMvMbR$$CRt?nQ5Cn*UL>R)n6%`itk8Z zVb?1yv}#y!W<0$sEZhPJ@({FR+&L6Lp-jY1kBp8+l^OMY=HZZ-Hi^Tn8hHh>RWpKp z{YA`bX~vzUfZZ@+te`2=nF-fXJ%wW}KR{)ahlhd9|8S%4^t3K7FAsbhhc1d!gDFWD z=RIs>&0A~Mq|sL4SM9i<*w5v2w6m7<=gqt!n<7KVew4aWsMhn@+H2&E9Od-IrcrN` zYiz&99WQ$)W4SKyFF=O{0xkiFtf{VbobknUgWfDlOBY*}kdPy0TQ120Z zZr9{CUv>M?#OT>hgq$Yc#P+tOpoyxzJ>WvAhq@7J6&Hf${o+%hf@RBvM^XE#X5;V` zfO-fv0uY$2#)%*D-ufz4qLZU_R8V8PHWBS7n*D#n3RhaR&@q3>(*$`HS7jkKh1Tp5sPThf+-8 z^rNCP$T;nkod~kRX=aA{sr=O|X6_pjo zjrWEEBzCzGw-Iwvnf$f+PxnhJ2zN)ap`%d>RDq9^xr`S_OWzSP;+diqiaKh!Xt}Al zS?X9C8{5ZDiJp9vr-WzjpU-DCLP{Ynw@HfDR69=5oso7=;`VmF2liV?5CXOstfmks zY5!Mi`0KimI{TNm8X!y{0Zj^|?}IYiK5jnjVe=GuS#fbIW=+4bN(%uM)$+oEH<%j| z6A6^>FirdBH?Z`)-p*9Ybem*+Mw67BG_5_;+1c^FHU*&X^3eKFz zmlkyPJahQ?fJ_Dn1(-U}m&rm4Zx;pS>}T8vc`jun-#dDpaQ4sK5gt&$rY8XAJxfw;M$fw0_qZ7byaOfYO_K~3;; z!CecwZpt%TFJHWGg2=Gm{L2zd%Yq~WSiYjb{0^TU)!-*Mqf}b9anH^#F9FM{L%p>k zbgB#B0-?mXjbio)DFH#^KjWU3sp+)~!i-(d*8m?6J0%-W7FGuUs+X3Rp}@Mdp@nHh#kJInZxNItaJ<}!vMRUX!-b4Th~9OxwH?Bhm~qrv9r3{Pf%*lAHYof6 zR8Thp*m|S$`i8<$Pkr4Q|Cf|6N|lwAAk&|Qf(E%*U0u~(fz?Yzf4eE+e;@9yL8FFh z<44}v7foV=)*FM-=g_I)yxKwHjE#+5O?kp*Q~ucCi+i^K-0~O&U=aA^drBg4Pg)34 z5d#7O6p9jMG_i>p%E`d~Qesp5^XGRkAQ*AS`b7NirNv(5&GH`<`}VWdVG%Tl?%+Lh zU&L+R^;Y90+Xa*PD^_u&yz%gjhqS%|BfzXZRo1Y7wQNw4Q`fKEqLZO9DZ}TOJM=^D zm!5FP&(ADY0l<8hmKLMbL5Lan5xL2fzpg4DGL4z=^_3`~qul@nmx6+v@T>^kocT^O4F=1$a{sq zZJjqOB-Ykc7)Q}XeVFE&ml$ytmlEh1?QJc+?-uY>5u3|g{RH3W-O^kcrqc~1jsg%V z>OIx-mh%QpQ-JAft1tIT_q^E4yfdQDD&C!R)Rd%@46Gt6sVb`<>>suHe&sMPv${{r zZKeL3(`Vx3(r7>01@H~U?J?c%C-pS~8rU~)-o(ZZAyWAB+NxIkpH0cj=^g_HD-kE}An6xY;A%h;ZotDE%&_)2L3BW24EoYcxN`A6; zNJU6U2oWhp`70zhX}AMougkVvhk_# zVETG5WbF=+{oE3nyle)TM3EV}>Zek00_k;tC}r3D{AL|V?FLlRut zUv|;mo5G+FvRSj=kxQF<=6VLP!=i6{%m9gwjEZX5EnJA7E+m1>oI%T}<5CWRTV-WT zvn0&9W-yumn@e$`ZMJD)QU5SM52YD>?hW{*`CAZ|%--Bb-Ju1hovX9>KnEvf`x0K& z-R=Sj-wRuHb(|3g9xqAsNm$~grTJW(XyjHe2oV_)YBwlvc8LD}5CuzMk>s5HmN zE`H{?KJPk^GeChbi}wiGE!W-76D;SzZ2+eU=_kPD*rkzfi<;ZmurhDAS-+H^&}>GI zzJY;pS6p0e?%=Hb@Pvy^m?7fK$(21jG^FJI zh(7{bL!$ha_vQHA&sX2Sn@gH!HEfSW`YeP+$Jm{@I2)mTE#_~}uAm43eKuP0wQ@31 zk@i7=l|s6eo0|z~CMHIoomNzYS@{j*&1jczKY#w5sw(H1%%Ot9tVtWE&ST;Hc>tP5 zr77D#*PX!B$cOX$lyZ19RB#qG{T6A@FH{U%K!H1!KF<@X0*s}nce&B0Sb_5ao*7bl z9KH29*~jRG*^+^@Iryzq%`aOz%y`H0`g>pxEXNS6;Y^FyHl-vR85&hnR(=IZFuc5L z9iH}5Qb9ZZsc6<$FMPhOdV$#fRecjHtAIJN_y(l5MOCCzHrW4k&g^Fp{qN==Egy<} zu6Xk^wG*_-9V*fV$o)y%QKCfq=4xvjp^!P2Du8A~@bMSaAwY2XHEQM_-g6hNc!MO@ zS56MCO(T+AVtZo-=1kZx&c z6Z_l8xVT;(PYd5oHjw5@i)PGhC#?%BYpCPk;W?K(OBq)|0Mm+TNbuKT84Ey39{!LU z9_5n>erPA!#H-d98^haiQzu3F@7Cs)_RI|LqYlfenv?x~B^8y1Q+eX}P3!$ANJGdciYytt z)ipKWf=(0=f}84|IK>#>8T%OJ8`SRq=`YU8k|iF@swl;}JrZ7!hb1$NTl z)C93_t)`|1Md-D)yf|J=T~ofpprWR4f^W5{Dspp|SlwofM#fcU0r!(a;|~n97)>=b zF!Ee(Qwpj}Uz}6Y(Ny!3U&GJc`z>>FK9k=G0Xrljf|nvjf$;||j`pk-iCq!+C_o5s zp^L2~OM|+1@aYpgGIWV0U358An|kj?85wUk@(WDabZ77LfpLO#GntKWz&Rv17(hs~ zPRl!fIOeQKkUs4-o|gn?@V^-^vnWr%**P#U@X7!dW5786e)>>3{CIx+fc0%&p$H6~ zwQqiW%KoX@$b-P?VJ{xVf)g&N1M(oCIOd@FhVO9jcbXg;XdzCJSl^$>h~1Sq`t{3S zin8iP@qzdz?KzSpIm$AKE$)BGmrdMr7F3DGnC@Dbxy*0()sP`5Q_QGS~s?dMr zgPtAsnM2*3r+|Ge3=PA^##%vMPFPr|rw|TAZDo&IrEkRdWmx-huxm;Yg&m|*+DYIL zg6XNzW@4IHh$_LGMeToMvXM6-&jT|v`mXPwcLDDM-!1i(c^S%k?X0|$wt}0+K^g6y zVR|(tn0fK)1FQWpmsxd2SgHFcE#>&dts-RvDOWIqoFW9kL?gF8a{zHNZBp_Bc{t4VE3CMO;f znp6{geO4LGia}~N4k>J}Ie?6$oL~k&Y`<7jbKb-PO8D^OrkL0wy;MQK(#vLZ4QrSqK zN_>TB>W)6q(Zv4IX|VzQjW?*!{0*@kEjI--KL`t?wwDO!h@4@(XQaKCVo$=>d2*pR z5@=+5<}#0hTIku$`s!6_Oa!2r5UeA}uHjS5Uca(pgi;YU^CaDGGf(H%LK3j{e*I>A z7Z(>w0xv}cFe*p*J1<&aFv2bMFVmjeJMl3y`8&#~qnF?LOhXkUj5PXdjWtY3A3BW^ zNosOY@?3UrJ%0P_9`$eFJKPf#ymuMOq>8H;n54@DK5Bd}ZkJ6u=FGZl+GMn}(HA~; zY2ahw@8Dp-^S2INJy3-xd!;?Mxm-k#-E1xH^>>vKXKCs!`*0%5v)RkRjFHc)0v>Ok z2uY|KQE7TwagIqZ7}VqtB--M_4u+l zb-d}*u}NYhk9bthzZeAiRs%^LB}^o%iDx|}L#U`hGhpF{?nB>zi)&XIuzgV32hT}b z8Y!h(AckiI*0f0Y1u3tP; zg<>5`E1U4pP|!+2+K^cNEoz+qC2?2{Yfi_}XNIFju~q4qnE0Eb)HxNRgU=pj5DQJv z-Mz?A+7ckjsl4%O{L6-UV@+CVb)nA(3tck#WaeSWr>Ll^A}(NcJi)K#Zu}U3ve9I} zg}3wPnkoSY_SKa)Ul}Aw43OAx2eou-d`=kk{_hd3-+e@^T-02~jXEKd_%tbLt_jX! zg!nUCVXq;Xr@8{3Hr`MEr>LUrYp zmC=FG|J|TZ>Pu6gZ6zaPacRjH0Jg&q3de$CBQ!FJg7rw5RtlyD0y8k;zT`6G=i_tP z9nE<0(f>Aq3i`0CZwf>o!Ib^LtNnZ*8eR~q=%VY zOq;FjcUL5SCo|S|R=bTr#Se_B>nGQ;qm){cpWLQ=#!?0Hhl?%kxr!jqOrSpcR$ zOgFG5lb<^Q=Zd+wfPde}@R#iW-hpUObqK&zU(3`{YInci_O&DKO@)KtW@0d6sic)v z@IZldWk}Oz2RGwODX|dUKQ+3zpy2j;#Gn|AyIuBbM8||gXSKlFXqn!tg%;%h!d5(g z+fH|J1&w9f0|4TJgGViDX8vco3O%=#r_?QjYv)MD^w6#Rb%9^#;cZ2E11pqtl!+ zSzzMj#rugzD*>NRp=KF>nW3$^nb>mf0ia@ee`3^2~Ciq5B-?Pk#B(CSrm7_to+MtMxKcH z_^r6{eLszQbM)e<0wwHF;BBzj6J)RsaxOmp{hXWXfV=n6L`K;ynE;t*lfn0oSZ>~(-Ybk*vEx8~u)LW#n=a`M$j z(iC(lTkGp>p8Mw<>+t7bJ_t|C%2;2%Kf{c?U7+ajlqhZ_v{*CqU0%KcQ1bpz_yhP; zD(n8?A(ZhL8XJe8K%rOEqCl1!JmIRTNc=b!LWAOZGOo?CnLvl#;pWDf_9*4sXDXPI zTQDbZ2>-x@$s}?>(tELmcIsd{=6+aZ*a#3P4G|IaX;*K?*VmkgA}1v(oE>RhC64zD z7yYqDe&Ooj;^O8OJWqdJd0KwD8K* z7CW!1#qY$AWaS6(N1VxmjNeD3giqs82VCk}!;j?lf{*0BCBC9WW-RhR+s8##D|XF+ zf(}>Jbw&g=HTAcf3qcS4{QRt}m?Ibs$ga{UYHpV>5elKS)Tqnq#`YY^n_ z0Gm6Tr+DLsXoQ`I8b4qF;9OL?*Y}mR8KVa0KR2De+?RQ#)(Vp}g)QraAf|kSOFo?2 zCRIHKYVw3`;5L}t+ukI&%=hjlrLx}LgXiKrw`DHyt~D|^`F(Ne={>yD9&+3TN>_F^HW<-v?rxwum|6hPx4$>$gOsA8qN5|X zsfIFR3QYkwk|PP}*N^E@zx4+A@;HWjdgLkLavwAZ4joN=f($vdKS0Hy0P^qIq%dUT z!bQC+tkv5rZ9YCeu;2jcA-KXc-XdYNGBi5MB`A0S8u&?l;>0{8cc9ejp@O&$)JsDo zMi(f?`z6rK#AD7Bg%GCP?0%v48PQ7>fSJmQz@odB33o&8io*%@c&NdP{oo%WrG&i_>F&CGN;U5MSK8dMh4O3#)v>W5uLGbaIFqjUro@2V z^2!ReIngHgrUiltBXq_yuCelSfrEVPBC$z zirXLRTY(~qvWb{FJO)A^%rmexYJ%!mD3h0!D&1~JvPaVPVZv4Q_kCOu>0+Sx43oHV z{9Qk;v~S&$$fTrd*3wC7tc}0Hmap^{+?zl)!PdZI)O7P#dTA`d8G1Wf0Y-ZYVib*I zCs8m1KO#?V3D#_>Z_335r@$zN3Wxj@N5iKIYlKU4MqoNCE0YynJ$UrpGow)jVHhT$ zp?GF^_`nxGZpx_=n6zLezkF-e$F>GL(h7N zty*1GRjQeXd-&r}drpMozPxHkMPz*Z1caD_B~id47jotwHQSL~3JM7&jx#;L!jox- z^GU`=BZD7(HO*6@VfDiY5}H~~tIJa?gsG{{tLSJ|uyQ|rDx7_r6jA;~%zbyV zNlj3LgD`gI30^MWsj96ln>eM=gT?NLf(wMCq+!d`wRO*(gkFcd7r@2E<(Ytrx?QNci#rv3^&@v=UJr6RBa>K z?e2NLy4SBwkLV4^XlQU+g)aqz*CemjLj)xgXa@AtZ(Ocv?vv~yV!M9Q*T0LWbADoH z^w8v1L2%e0S}N2QLPMlEO||Ud9(6~DD9|8|;7f&526n-aN`N>@|i&`#VIk&%>L*xua*RSJCOQ$tB=lx z2uyP%T+dH6!(pOKrKu3>v*kBmH3hx~9MPF-J4nUvLC%UxEed2)?D2K6_B~&nCpqbp z@wZb4HJ9&-N_~(T&1aV>9GcZ2A0Hl;#*h;!)=gQ6gY}N$kL7k2XQcvMuU;Y|I-*>J z`kf=^`D;Cf*JW)wK%MkGwX|gFD&5s@yV!(@@pf!T$d(QAJHHemHR!4w;!$Fd|BD(8 z0`;MTnKDCR%cqg0XJsH>;fxj>KH{Zh3N=B_0!>h9^V9VUzPgqcJ(ei1+UGYaE*Q~O z;E2H3L65iDPJe>L-@3cI&Bl@rx0fHkfWY<20x8f5#>`_<1pb;=_GOqYstqOeg;CY2 zkdhY>0c6$jfo}QB;9tQYXC&w~mI%>s8;;0$rx#KGxT(JW?BW6xT%%)S+&nyQco1@N zMfYH!vCTLo7Sdp&m_;?>oy}}0G7Rb`NVci!Sy*2F`Qy7eDmuj7+f=^qe_?rd<0Zs| zOZiXF1DpY|00qe3qUMSp5YxG$yIs#^|3;3%38jiVr1Dg7AiQE{2U?-#{}U+JYz5a0fD~^z9zs#>PfCi(ssTp9#)RdbyqeKuisumS)}H zn50fn3b~IQZzFcX#2o%CIx-erEG!V3Cm7W0k8; zLm)`cwh1DR@GBEG7ecJ7-t5Ga_kWhQjk{B91bS3u*R!wl$SPYJTKv!{F)}pNEe%Ub zK)`R<+^@S#r*~8-&(p&1Pi2{yn8J;0`>sgEMnE zb^CuK0ySgBOavh)%YtwLQ6N@%_wnOL_`Sx*;~sqn{y2#8ANj`yfxf zIF$Z9+Af4-c>+y)Q$yQ*23j_IrS_X(u<2}T1C#*L7~yT5mgC3C+hGgK%cH9*udNM_ z2ih_v!^6+mZ{>R%XjVL)dWwsSb#%6G`P-1~#f{_gZ50e|LF5vGkf-4>&_?b zI$?_-|MUa((UV_pHbda|EE-7vUu8yy;|Ah1za9%k-?dZkGHRIE-2 zwSo>PA1E5EJFcS_eK@x`Z;SFq!G~Q>xtMfajyXNW^Drr+X#IE%gwRE`z>q-DWKk`> zC}*>SgI&n)v#b;@HieT2E^J16-Yeig;WF%X_NU~GxNted!#P~(3I^5~<%=}!2^5bJ z;^O*}FeN8PPaTyB53lA3CZz1axDtzC>XW48)RccBZgXuJ zBLM|y`ke8O81k*)X?6Q;qoJlY`e`%`c2Q&~t5eY{P2K&^8C#mkN8Z<` z-~UZ}R(3{Ahqq0bfPsmLN^Sf26~x7u+ee3oGLP3~vY)+SNoc(5Qsd~lk_}a|x1o{& zQsucMad8|hMnN--7DH0V%*@0jqkUW3jfFIq3M=zjDPk%u(aN!+9Fcu@d}g5fH_K?x zpO2Ijo9$5L9eQ*?*n{(fcTx=~4lONcnoNsZh)!G(sy?rrZbiO@H66Fw*jT?$A6tm_ z{;RG`cUJUV+?hal6KWNQgdCml^hPFuf_VFIa(iYvIB?{SR~&rvogE!4jV$v;RT)#D znwSDgPfZP8^HO#KiDh_t+1asl80XL~VQ*KfzTF~&+WU!*$u3dLWUk>24$O;#&!3wd zxBB3=21XH`2^eXo9EMph7!8 zH$5H8+=`!yf#}Yy0lm@7scG!@qmkz|AZq00RWvE73ARblJ%r4r%~95bOnx^Pr$@8{ za4CykxPtsO2zUPFkQRJSO!v!RkY61q^D_3}b>@2b1&mJKP0hBY_4O&-ERM7Oq@=TA zE+Cx;ib!5?e&e1bU0n8c(&kfit(d;mw-0py*@W_pwSVn>T&hBLFQQr{#of&y1}B4z zeZ99A{o-|J=li(ho4scD0sH(sko#G^q#0c0Y9yaY(hLhy$8_t7CH z40L1@E!};5wA9r04vxMae2qY0TZjt_hmrg`(Ieu0+4yTRU(8grrTm2khD?JomNN15 z=_do7q*=x<`$xGi(h`*FMvx=OjVa5N^3HO42a)|LLBnr0XGaE3(_~Y2mBrXF-j~dC zaBzOM=!8E?xyjFv!7ED3e}D7iffD7jo17d9{hI|%zP_N~3mb>?tX5giKCSd-zZkK{ z+T`W?P*sE$9o#2iXn~NcR2iQ-jIJecHLN0gMyK(k{d|1(cK2b~u$7y;#-#E_!)+zx zTr>|DkN@14PssEyR1vjrreHH?m&iVsdi@368snXauqfsWtfzpEChJxeCwq<-e=y)w zGVy~EAw3r1+gg0Tw(=FB(Zc*P_O|xh@#A^q$Oy#izAeQZ>I*sv7qs_s^J&Oqs0d+P zsK$!qkPyDZaP9#zfcFN}U+Nm_49h}}zUq+$V(<@!j7YkE^yHjLU%p)19`N(L4ys1H zRQT~h8N*no_Kgs3nRK)j0rAF0`zY)vM6*xcl?1K|F4x0K&`yo$nUR${)PA(GXDoTM z{Qj|;MbT)0zd!rX@RyyP`MLQV(y}iVSvT(9y<5k?l}*Q(m60+1&ONO<4qtO9#4~S+ zEyI|o$zbNvZOZrLeLeAY04$2h9qjFmjEzh3YA92(0Tv6L_Y4j&@yn_$a4XytsFH>t zM>A?3<|>m}j}~qCjqBofaiWH_2S}$y%5Z$IYYP5n!-=AlXb&_PaQ>VPC1QGs2n(YZ z4-Y+>y&*tOx2)gapDwCS>LE5Aj!kH%zC2TfCe_wv6{%|<`0+<<%Q%j&V&2~K*%)tD zVlNZZqA?7OhM729tJS8@VG8LpQV?j^z@O;Zo0FTJo0HocEMZVl-a^CKKc4Ib)}5uB zG)@$sgH6nGKizI-D8S-M00r}FT19Nm&|n9S0P)E9Ah(yFgX_134p$`5!zDPVz%BVAH(+4FxRlG)tSU_$9O_KkU{sqBaEC& z_1)Y%#n#^5+@7TcXotgG*=ce0!ik-AXJ$%zHWXE~uFZbeGa#+e*TaJcOy46Tx=rcl zZM7^Db;K7gSQPvdh}r3R>r+jaGIuUdRVMStARrNX3CeIF3UV~lEOfE0`Xz|_K0toj zs#cmDu2=HsMkD)_p&)f6W98t^z_x)v98R8b8?J2}d;d2JsF)9vN}$UYD1S%ir~Z9jwfa-x;Gb5`oZ`pjqkq~w{g!)U;N+ijo#HThGH_l`44VxU2!?~ z#fUcD#iMykHhNu#G2$3ETH*>2b2-;ha@)mjSIBlQ9UUDS7Q7Nqx7UcE=jaNm%kRW& z>GzND=7Z$~ek!hol3vjHrS&^nq7s-l^U&~%gw>a)1ywYO>NLapW~9azb+43;ZFQR2 zeDM-ys_*}fco(Fsv3oQW)sojIu%01UF*CRnXDKWy`nI6~95i6`itee{$jDn>n_pX5 ziMJ`%nAy$oJZNht#oBS0%H?}hlxZkV$|TZU2Z*t=lT(-~bW7`!JW}j+a>saPG!aJS zy<%lt<-znc&Tz zB=Q!>ZQs4S)r>GPF$%-l_(2<^kCyT653V_t_Xo=Pbo2%d;a&SaQ_6GUAgEga0=T5K zB%d%ps;Xf-gu)jnWwHc(+3_)zj^*!0*i+9_N+|W@wZ&3+za3qg|Nm`0T02cMphUQl zIZP(Z)`w)Gk3s3~`$DCS+nnPk}ry?oW)u2UwwTXnj9cPH}=-#|w1<28i*vp2C|Kjsqx{0c zrx55i_NC$w54^*lscIRH9AkJHBV3aMvd8W!s6x^kw0waeGXoZS-b6ivZ;bB7v~h^W z(c

Em3Ab`*ARzAB_O^mU}*1cva^458@~ORmrF@RVjHUN%-ITs1IpMGZa7h8nn-T zW@crgVDe}2s&c+kl9F+lTp{q@ve=DzI@X=8{+48kH8wWpb_YI3MI~mS7Lx06ad1HS z1(HOI4u4^G_D_InYRq8A3p z_`yO58%#^{k~#Iacyui?@%%Py*Y&INNfjhhu&f*{zpYfSJ2=XW*+*|8T`0JhU)4(L z3L4LoU%w#xvIBf*5T>!kqpr%$Lz>GL$gx6w85@$Dpa0%?hbQZvWX+_zj5)w^N9e~X zsP#xVy7z%<1h1Zi*q)uxmfYbjgisx5_r-**xsZ6F=XOEm?l&U-UObAKU_Q){oHKlf zCSI=f8_TQ@zJF!moga@i6|vQ9A*7H6YwT@PgNUe@5hbPlZWJx)IQL?x#3XKTLlwpL z3BrR4H$(kN9m^@pUofUDP2S{2)A$MUcL3?AZG2`vAxsm!KH=c-H{$#eps-EN(59kK z#rUDo=gIrQf3_-nJDa{4m!J#EI0)O>@!Qeit~*o-0~Kx!zd$j~Nagluv+K3o2DkKc zjlYpo?IPJq)y)F@{Htqg)+CMe7YsR^f^ivOVT>rPuIAZcQb~wX!Fi#?$BdD&Hr8k) zcB5@9&`7IN{%^k)Xr6?KPbV14n;U54uJ6XUGbksND_Dt&inhKSspoxoEy3#oMpF0H zs(a=ygTp6#JTcp|i8ID8w-D@X*Ba$s;gK6h$`=t3MWdRR2j)t?Ht9;~%P& z406@KfsGFu+qqo^k7{chHL}DXudgmG9bX)DN0cx=J70egHt#~cqo;y&US`od&sZep z{W4gB;=mwxX9j#PUw3xi!3F^A>LuB^@Oy4dvkxmt%+f#qHa()r%>4Hkl76tTVq^5H z4Y%n-ZCM{vP#tfF|RtpYP`uO>Aa9CXKmOh6K2a_0eao)I5$~eYz;PTi- z4#Y5!sBG)tb``Vn@3xFg-cFtI0(EolgZrJ)dUEDQou?2h1M0dZxvLXW#}~8@f~;5O zoDj>YFLNnOE#Hs-xlFhTWIBX@euu~`)zi&t*N|-o(e&u|L!&WE3G;{um`k9F4aIi> zm-*)E=R7P8pA>t78)Bmq;Hw4a@~_`t3c>337nNKC>nn$-D@Op&`Q=?WvaFq#+eSTb zyHphCp_#};D&BuxsBQg`WOw>&=Zt<1b7GVNRUs$Id#={ej)3o0%HH1IAPdbWaj}?(5?6O2|l`^A7eRvrPf_8DXOv!Ml7}VuQh9W|)6sR`>Rfj;M_pMJV`qp>Y!V4lH{KZuYz<;*JnLm=dJCH^7N4D(PlfMJ|kx!@|Jprwt;x9Zsl`STS*DExNDsHNV% zEmcyW|KoLQkEqkinZMjKUi7w_XF&Zd9={g-HJie}eq_qn=@J_D>jGo?_KuEtCqPCK zoTb9v4rk-R0`-&3*fZHuT1Nx&sJ+)Z~mrPt=vXK zkV}rlSkln-33{@yu9#ywEN_rRxeh?Ey?uES^30pXDbkXP)_mn>q&a!|_|q6RtqNY5 z&sGBH7({HulYOFPb#-I{uS+_Dp5DRA%Sd~{N8@A|c1XDsO}&D-^CfN??#&ienDEbY z)Wvf2@f3b$JaFQh3_H}53VhYg*1pW>ai(H4d8of0fdPw!LZL3V7s0?&(5%BO3J4~c z+o>Cwxsbot!U;IGpL}_IFmD&oR{poyOtc}4$E)bvsz14cnVETs9xSAA)4f6^=WJ7Y zTZ)r0*6CEJl5iy@)_UsajFAg0ZyvmJbNW4NwfHjcw#qV#{K1;642whEcL-jBBpThd zIubS}&mV1fVm8Bdj0DCQ8vQXNG9##s?B7*M8U#dDs(%T0#qSf~9k@QZV>yw3zYw_+DGRM4axclAuX~?n zNUY-ohhO95;0RkA+c|}$9{$Q^BNTL)nwf>415*H!X;^;aiRap;_dhs9MqmqG=eN2b z!>lH4GMKOgV=4q)V61I_{w)6F=OM^ue*Ey}o`+TkP@n_0xp#07A($4uw^yjj(|)^J zlczTB;-Y*0uTl+n9D&Ua`e00>AU8K2K7Kv)zdVF((9=_-kzO2C{yA8p48I-|~e$`qC*ViY|+=S|( z*3!}&u9~W}rf zMNq8t_Ojl%Vf$^p6BL@d1z?G=2hhRD$f2U*nBkp~CzHVH4C5_rrXowqAoeD_HR3*s zHU^qrm0jD;;9#&Y@Cpjv{hgneZzUp~!+bOTaH}nF`)J}u)c@Y!CvT%0SjbfrtfUeL zo<&Nz@`?&#!t>NVbuBNOyG@MV&#*oY*-vdVU@kqzBrRDkgC>Jo`cyuMj z&ho{KEFxkn14};5_Vqz;pyU!>8l2vdw_xx=ic((wg(_v!3HVR(U@`|KE{I~JB_&hb$T0%B`?R^SxbLjUYdG-q zEl(^>H)u1h<17RO2Hpl8Ft;)s2PC8g>7B~NlFB74=@_EO#| z69K}+*cc}TrymYe&o%3!>gwvxUuHTVK;UA*k(-6AEVt%i&C8m|dBanXyTTf)^s=`H zl<3Sd{z4)mBEYn0%fp+(i&Ci~kz_y2^3Vh3XkW+S=IbhEqa7f1i;a-#d%BQw1hpH* z1NsIAIsl7+4Sa+$MR$|TMf?Y+a}IC

    eeRKu*#lqFM5Pd8O$OzD;Z`BZN z{Y}yw$rFEgl&4Hc+xG&012>Vk~I+c;0Id*o|iviWiu;~G9|Md5%ecgj&0i?aU7sBj& zjp5yME3bdCTYKX>PytaVC@h>(k{59k7(O7jx?a7V9h{$s23p`3#)$LiDxv-ml)d4U zN(p`PUO0npjgOmRY;Jz=@#A+e{k%5o z9Gf&2_KL&)N~fH{xjrT05y1dDF~~jtw$}a-cr0LH(%YTj@!w2rQ%$ldz46gh< zJgrca`a=^^C>$Mkfo}kBsABHp3f7NK5#?WO4tA{`yJ%=ASX-l*eEecX>s3AKx@$>{ z-?pr+o$yQDjll82?&szv_!92}sD1(=>&#&?51)L!Fi)OG?7RC5anmGRi1pk*a&vR* z%FUuZ`S?60Q@Jr|6aa+wRXM)N{M0e2U|C;Sa+^dlXmYu zXM6~Y1~ULx^Yd%vugjsc5l2dz12MNUM)2uD3bOSTHc&=4d0E0f(s7#a~erImiT>eP#yIWneawpknK&uO|n69m5(L^>))8h5L2H zgBW~vePeAPDapvn(#a9A2mTqQFZm|9J~x+sy6gm%c?>Ud;R4kuyp6qqS}+K{KqJ#& znOfR_FL9bO?~}F`4PK1A-TkC~?Hi@Q@gF2ILhXA3m!_v@LwmdQoX7-Gwh;QHJ}AM> zXv#cY%*{RYrlZc!MJsi#OZyV(FdpXJdR!pk9slf&4vN5}KlfHaeS7Fd1|Xc=e1pn8 z)z&6i`hC+f$ODoEwUd&PZ?$2_m-U=0WWd|UvLzn{lMrAdH_I*h!1$zd>`-BSH(PG{ zj>OIm-(S%;-rhw5l$4ZD&$nW7b62nlKg+?WAnGt7Br1AvbTm}l73OU%+eb%LD{|}B zFBqYHd|ubS)YeurF5B|-i>T9^%$MCaK!2Ql;QukCg~*KX$2EfY^Mhw_?gAiP(qSUo z$<{?$+p^G;S3avRc!-lzaB`9oyNF|8a8U1oSh5q%O+E1j$}j9B8K#xU^@|G_-rQXr zjA^J=Y@f?Ed3+o?-kW{&^^lvWx=%t@R@GZot3||dhJEVfqj^;FU)|eDNlEV9kL%P+jX)>@0pks=0X)h+Q(0yI;{Jnhp#_nk|KUYWL#&JF-Ns_ z-vaLL;r@G2IDgZ!q5|(}B4re7#z`;ys!*Cc1pWDe5y(jeFs|IDClCd!Zns+E%yX9w3JnTq<3HAG^; ziR&C@cmQfE~&$O-F571cH&DW$cxZ zLxFF(_qWrOWz>zv`-ntoChp^4!k5=^%Z$W*MU@bIdp1`s3euUt%Q!B0l!=LntfG3+ zM&#)dbhg7C@i(I!iC}Fy!9S5eSodL3lpHqSUG$?+=FMS?Jq1rK3@unQa{~kCdk+g9 zbUM6y@#+QJ`^;JrO);vP=&yD6ge%yEoMaI4C#>oK9iPaA>4T4k=3ye^QLES3j7g2+ z9+o;Dy5u!-^7wFd!`*1rSZ};P$CkoF|#yk*PJ&Pi^ zHj1R8I7t6PxT8D*6l<#&7lEY90)MtRNHlgemE91svI{oVqP&_1X|RX)k|7qsohkEs z`ZjPe#T(I2WVGyGwFpY%wsD!6JkomK8-e@t?|EtBYXN?<&Oou13?zk*72dPfBYq2u zIr1{Gi7>;6x5u$Vg^~yj&xPGucG#)u_%>&+N#3PLwXZxZ4CY+Nb_maeT3Xx zj&}?UW}#T4=m zw1WkKVH>oBg|~yHc;g3avJ&U`g3_^=NWOLel@IgDgS5C*o6$&JZVwL+m@mZ_79gD` zS0+HjzqmFzOHD;}H^^d%=#DfCG1{2KqZP!ejI{Kh%irH2Jsk$qGD)XgvSW~CUK1f& zFSe%qe8WM{!GZH~W_r0b==Z5|0xe;qsmUuHjS;nwHFreRdI9s&s}b_b*I&PVX?A#@ z3(#F7uA>YjxuMn{?#q;Vk|=;Kl_Z^I#Ajt@W};NQrgfnu20gFa!UGo7 zf-J8SCvR7E6&FJXGnDhav1pIx3>yPUTN#em2c0H!Bgan?RCl#kOcA^qmA(63(_bcs z3z{1m!ku=FF;<9Dlr4)#}PGz-SSvw=9ubFaI< z7fidPYf&>j>_13H*Yys18O)~z8-WJ`D<~8PC_o%W6jn@jHXlKHTQ#nDuBf8I0T$C{ z6V>~8vH_=`)MC*qW{($d1+YBHpo7t-G!aCr)g6qHyB5`L@X>SgA>`SD|NU(4UhDsg zn~ryeHo3pO-Ei1tPl?GzaZ-YOI##^o@ zcn!cD!1@s5fNocq-YvKh-x;d2)DD}%l9Dtim#qt{r&<3iPsnItKzo1J$4IpNKQ}`VG%E^ zu1;*X$EpyX@P|{u(i0jFY6+PYH_`jx-7Icd+17woA*R1BJNp@qQy{3~ZY>dAKUWM3 zWJ8xC?&=Rlp2Ljp^q>b&?X}g_yG5_JD?teeyDs5FY#f}Dw-QoP@dh*S2n`Mlf$l9z z8(;bQfL?Yr-^5!Z?dB?hiR1xmib6^Z45)-i7|H`3duAr;_6gMJqehu9z&c=y_R9D* z0Uq8tw0zZpVU!pL?H$l%XTx$=Dfw?9J9mVgyS~@$6q;@MNE_79v^Z#-Sh^l}oD4x3 zP7jfr*$B$j45JJ863AVAAa5GJzQahxCzmI~xb2^wg<4ZP!S=40-{Y$)ro8**`wY=YUrAm|RnTE#5~5la|ld_qDotAcMO!L$3< zd6licioCO?@W3EuSNs;HS$YDs4FE-?s?K7Cn}W55lOV(u9N{4MR}xTCf~RmsFJ1gL zD|&{g?a(tdN-hSxkKzcDQdhATE-DH(-1ri0m{NmLk%Z`B=+Asf`3CxLlUeyYbFi~( z!f3Q0aIXQ2lsnfgo{~iwxxUGQFau2hfqNfLh26_-rJ3xy%;cAR66{zEI5-bF{K@@7 zJM^>*#F-XSh$65RHkt;^XTqew&8=sSw^>P15>hY0`v~_TPou{rz z1@9IXab6$WDoxvDe?O+@wJD?B900Ts7Bs|9vnN6&s1R02Y*`)*TCwx~=iL{ZPgAc4!gHirTwPBxaIGdbNAz@o#~L-iVVzU-4Ga2GW;Qq8D}=!#zEoH>3?pxyh4a$`;@ug_Y~QQO2blSBH66mih`1w zQcml|?yIw#Rbsn{Lk};nh`^4(GiM8}#J6c_Zwd>`lVk5+#^2cqmlt=TE%5R5?E4E) z2IK>5dXELDCVl>h@)3cC&QVH!q$sOLOF=reQ^B^b6uN2$xUS}=wKE9&PF8 zZ9A1-Le`L?rD9~y(Eh{_c6jI_lo8W=p`dbp3$02e`4IN_#&a&CK=vWv6GS^XPL|5EFs{o^`be*Qa{ z3*?HSBnQ&u3&8+)6u?4t^X9iI?m_uon8-HYf&3jzAVu^hhK5C9t*z}ZNcqJK?^lf> ze3dfuvg$7n~m4cpQz6xZ7I9j_hl(R(g{iujl)>;=R)K?HI5!>;Yuz46qLiTpb% zYPX)7I%;-KpW%z4V79-*&0MzH!S{NiWKO!@w(oy}en znUOB)E1cp473^(7e9 z#VQ=8%S+Jg$1LStRZ)RMTn%a5+&9x6-08SbT2Hu>n_IeQMBlD4b*5E86Bt=Ui_nkc z>+OJT)OrpExuS(0LWNWK(5%*oZ43H#Bh^=4GI>$Zf;vud{yG$f1Av&^P$ewzNZ^`4 z82{MC0D+cd&~-}B`1)aV;ffnXcNP}rt5tVyrNHO^x*Qw))c^ijj+5*f0qrfZTRAUs zO4*U?NKx1c>L$m>31`Ur7%51OG6m}mG&c6GE-o&b#N*G>>RiAu1k?}+3{@Tu*X0fk z)$YAlHaF*6>5hsDu(l>=<^)m`Zhvthp-?L&b07J3F+>Lkk77l!M@d^4 zF_|<3vlt1=lF8LG_}&Z<>Mdz2`vMRS(>Ums<{Ayjw1iyaO2|n0&Q$P_3lNi|>t!f; zE6X1dic_=1BrYVWY~~!s6W%52p-j1@irXL=65f!y*4HO8os9hwj0MDz4-^n5Zyh$YsKGNRAp2X(bwv7i4&pw2K~-; zpM&jfj4^G>^(CTu)_wgPq3|%5@v-rr-!@36k|vgvpY|(>{oom^seEIagzc=YqW2q$ z?zG4jR+g8RLR;QiBbGN?C(}R9ZhAHnk1WQY63AGyJy+rF%lY|}sM!fq;67&=mO|5V;<8p+ zlM{rx`F}oKK99uOy#=7ZsFxRJYuLqb!dOKtK^S#Qz#Fo2k8{_p|M@D9Fd6n>D?njh zQSD36TQ)Z9xL(ST!_G{}NCW}2_6Ar^L$?0@5)y1*m$^fmdcQgnY5g6mh06$HH5!oV z4Pi1)Ex&<0aIv??w#Gj|AqU`w$hb=wQ_aBhc}$mzVfl6t2R%CPDiq(^kqHL(Ic7v^ zk)(L1S{)qj78yNKNDD{Gw6(XXDNG~D67lQFSySC4bj{6QeXjET7n>?Reys5$*GW`d zQ8{k1hoo4C_ti@PX+0{ySqGKiJtTlcf}%XKl>3ta{m8kExeK3nIPjFI92zK~6k}~= zU7a8iU#KGAuJ2H!>3s#>x_gDYxM4%seaoGYL9VVX+CZ$)MXqN|1gW)IS7$%>@gyr8 z-|GO8t)_;bvE1L^zp>F>RTazTzV3_VOJ=j$3ykUTFc%ApJgdhZvswQK5$f&|frvke zM2W}d<@V(~qdbnh-r=z25=ABeSX%$aNlpzR^-zYGNJPddeU}9{vpE!FU|7|w4nmljj4`FxjUE}J^0R>(E zm;ZwS4WU6`9xm~B$gw98j*d|WMyxvS-H1C74JT591oKrQ#;;=SHVm*CLSF>Q({YdXeYtP(oRF~|v|M6U$MyVxM`7< zl;7+M7rPZ5i4PZN=Z#vs|FzrjYo+YIvQ+#sH*%8vLsd#+Mg{RjcdL1r&DEes*%Cn_qol$5c_rwt-PGOhP-55zrsW}$!| zdbbo`E1PWd>&_z^8@9Op;`0?gqLgF|N;{mN=GphEBzX@g|B`9_p}biW-bT4iw(aQP z@EOEOxV;;E16*huQTOvi?BmnYD0iz9$mYmb$rDlKOH>D!6^8~Bfp6}&V&vjIvI39$ z?U$xoqPnUc7IEF`5>+M4kv9qQ@dwMxTe2N@t^O>_R*R^;PmM$_%x4~q&+5^|O9MvsaB+U&Zh-`Pq2h$9%|D{@NL@l? z^E)4c!i(R(d!@Xw232#B`xkb>{dU(@9sv6R_A+>HL2dB>LX7S0A!7^cq}!@D9BzBS z+gk`dbfqP*{;EAX%k;$8x8sy>xja8{NBKJ>T4E1t9o|*&3_IpWVPiimE%p1h0%?WO zO)<4Gz7h|A=J6OPzI)gBvepRfCw;|Y@5HM1S;yo&Ho}zM5rNlVYUDLr43!@L_skUk zM*Gmi)pDA0Lj~Aa+%&cbi%HOr?|*BMOdPX`Ug%c%DL)gM#r=@+&-|MZWrg1y-*G%f z=c)}@83y%_L(q|!D1NCuVK%xJ$<0l8$dMxMvQQ(us2%(8?Wlh;li;Mbqs*YPaxxom z0amTS^pvSV8M*C1f{ZkM6qPpFa$xCIBi`a^T5duax4Hraob4654X1!Uxg0Lma{K6+n0BU7^r6UT~Fq%-0ayX zQ(t6$RS-?~;g{O3!;r(8E$U@?%^G^r0cvOuc*OIRd8Sz;f;)qc8&T$40RiR56z!Uw z{1ER=O$~x2Fs3UM7poxkYqyTgp3*KDOxQ-!CS8-wO-sY%+vLI1mLZ^;zCEGoky}|= zS)FrF&stC0H>vPVA*{Iasc1p@9gQWADt_^0Ojum8I)xI1FWzbr!HB#@Lqevvo+ z7v>8~$IE#X;AI@RxZN(~LU4#FFJQY=3WlZB_Wm_~ymPwVKnmz?0GWC~x06$y; z9+kr!A@k>S{ATgNk(;yAg+RKOP!tX|L4o=ww4KOICAHn;?eZ%+tQS(sh44uBrg4_D zbAfjn=&x&eM&d%DrC0OP*PYF+f~myfO4qx(iVZ67=F8xJ+mv{# zEqOQg(|Zgf2|G=|&gS@6Fsnc_U?3~thx9FyekmJB8wm!>IkmLAtpwPF9UW{4z? z_h#F-Tgc#-AZdtXPaLD=u<6t)^v^7zRpQqoB~|&_D?gXP9`JXK+Q|&$c+>t*{?Ko2 z9b@FOF+78O@E51^}%{tb`fdfMbee-_ieX zG$CP@${%~;(eLF`Kju`NX z*GV{SV50F!Wm1H1dTDlxeu&r2fYCK1vJQX^NTP!K z74Gxye^-B6XgsSrI+*f8fC)irQ-lOr_*C0WZI{kq@Zt0N;=O0aE*g2fg5hE~FgZJW zLm9Z^&^m~1I0gMrH}Guke^KEL?$;Up$qnu{alY*A{0j;QlrGOPY$Ad)>)?Qow6vOO zhwg_~w|}HN_aEF=uBPCQ&ccA7^rnxV9X+(0n4vf5a!{4{Q3|1%LbmRIf$z!O?K)i% z&6%;OgKG>N@>En*6ZyAp!cHo7_vC)Gm|tDXXX^xrm5-~(XXo}NjMF)c^pV2IV`BO| zRrpkxhX*)&jGocaxO=yBTb1$4WO%MhKsnEU}xbPT)u2rOC0zvx785afR6AFuz5 z6_Nj{J8}0Urz{ChDDQfl258nn{kFfquUi00Qd=%Tm1--VPpcMsDrHDrRWdP=oHE)8 z1y-kvUC^-gx^d8=#Gr*^e}-uW`bmHxt7Aw+uK?Gj?Ae?_(erI#$~f^GMLrM)@dLcI z=ussehTtM-nV6fS3MZZ*3ZZ(lY>7CH$i9HSn^9^JOtEeOUIx z7iQ(gM~~7gUiGjV-F2J01!YqzBiR7MXlNSm86$0~?kyz=qS1fc-5qg=A>otDM4)ja zrcMeh)+}U$Wy`Fy%{>@QugZ#8WWuek{UD;^sYxS}ihFGjFT~q(dYMD9H-}yx-+7F&DbOr72LFnAk-&juw|UoM=)-g)C`p)%>WIH z2upPC8zd}m1bn%sD|?ou)E_z~_XDYVlraS+ z0p4}9OQZZVvO8~axUc#Ci?XxQ(eX1eQF-!5jFtKffV?8PFB3W6p@5p2miASLsKDVJ z4tdN_-P2GJ+k1JC zqRGfqMtyd9ob$hs%>}xqvtPgdfe-3|so~uE`eca5xn|~hKGVwb^zwSeIj*@Wz3D6% z#V%o{1oX%R}q+>&AgM2Y-cZ;E1Ka1l$N-@o86=v!i~L-^tobEH&>A`n>U*m9K5 zi>IR`2z)gne71AaY(oFZLMLNmg9|uEAylv>PQrqbI+UIM6Ag9t80p>_v_w&KPu~4E zKq&%>V=k@SNJhoAum`i^M@2GTrlD%n(kYhSLQylon~M9f8(puS-g@d%N~wOsvw_ieW7bdgmiy2}G)^oHas#+q z=;8rD5t5w-AtVDJ_mL4ieacG;H|*ysE|Ie!Oaf;VjE3-QKA~2z4BRV+hjyx2Z>3$1 zzkf{r^M=F#7v(|*&-!yj^L@>(7TYf*$^HhE22}>T^mtC{uGnwFm8ePvOCED_as4~)C-qP7 zRq)R(o(`Xd1=v862Mzy{@UJf{YX6n*myXLF_h2%LyUM>UlPuZhFz?T@ke8H5{3*}E zWQ<0^ywu}G`sfTCR2psm(~H9o!Dr?FBOo9!Cp%ZQLa)q1U7FelGF@M`w9svTpH{g} zOiCJ);Nc~rCE34Z@i->6SZIN2`Ht3)YgHoYLi%XTB%ndb6Sl<(y#DU4?{%4=5Kw9BOLsB3dQ=s4`0EQE?3AG>E7RByjQ$#2EF z6esF*n56u(Qqt^D5qa~zh~LruTrT_oV?8~OFKRO=82w~GL%)CIt>ZhcY#BLhsXf}p@8|#!HoJ5N`fbDd9FaebP6&%ipS<*8D6Z027JL=Br z&gM@(^hG5=l~F(3Rnz{ET7>pF5+`(}|0m?c>*~c|Z7Mnz8)3+^JvJ+l{*rL$>q^OA zr-8>v2fDg3lAVAbyLyhPFiV*}0xWO=?+Vu%Gd~BQIfAhI%@nGq6gvh)$MNlySgQak{Wn8fI=8lDh2)iFQKC2l`5h%q zo6v>Lf@CAeHA*eFcV#E0Rczxf>dEpba>NY#Yl32KDAjOd(lA`QuZFZ68>$$UhOs8QggEFg9A&*+{h(J42U`c zcT5G^OPr_2nSvHCJ=d?jH?*@f!uil6*~}htoKWO3mKDkzMhfmIdA66`mFyj#vN3BQ z-*45*=juC_>JmUB(`djjbUV-Uj_L`$MXBSddVY|`(*BrIN8gV0FC{_#0*jQ)pToDV zA-P~QgyBHkZMDU!7vrR(ral~~OTh440ch0~IfpS8)jr>OwqRZ~0+w5{D!7(NCBTKw--T{iV|eq7wN;8b<7gJLPSbBEbhu= z-UK?_8jJSK)ZCst0EhvrcrM>3^?%Ox5Snwi+EEQ_FqfagysPKMkj+sIk=!j%+L0rq z;S7Eu@J~gz*;2Zx&;l%hj*boo1fuz!L7m|3jgZ|3gDZHXt>ZJKJ~LrO;gmw<#aL=#ZF9jPzC$7id-F-*hav^fSzRqN{y zMqC{a^YZdwa|hth6IN3~8h$!HB~1wb=k{`PsxByaU}BO5XU}X86bG;ZNUdsINBMb! zkC%7=)?lK#HMOzv6gD0uneLY_2|SNL%1QR-6hi}rXHnDBF9S*Z|G4_@a4!G${dYUs zMulYWq|C_5%1GJCC>dpwnXN)m_Q*(OL`3#VBz^42UXesXp@fk5op?$V$8$J( zq__Kiy{>Vd=XG8|#lC#-`=mPc<2GMqRS!r5VjE#@NHist8{R{&RKS6aGHVG#E1Uhd z1a3*mEGDr*+->+ivmL@)bmA#T@+# zw43z%D(Bi&7+X(mIw3BOQdGah76J|$YKiYdYrls0nW*ny^)WX7VCVBwKV|}j4c&?Z zC|{^`O{z~o)pwVS$&*t_q?49rJtkaUxX({k^svJwnzRAVR#*y!ev*%pqVd;!jt_mM z`OjCus5OYa1Oehpqmfajgz!Z~WM53>w^}+(+Fx*VEEv=_ zuY0UtF3foUIKC*+=0R&g_eP5xu(8wJW%SBU6sa&mIDtH_0o18{3NbMflh>W>$p**h!Ingb}H zZBKoDpmP$l86Plv1PW-jj`6Sb=fDBlAoLG227y#o%V_F z&07$}KOP5g8R!btKJSIfd#HtmclqpJ*X*BbHIa0!V zWl^1vwf-X>XtCYUP8+zPr4j2~F~(t`7=I0REf6A*C7V_Ik#V2F(zvB`Qc#Z+Zj#8m zt0TaL4wkF8S+KnWf5_TA!LYViH{-MB!C44(;VY{TY~k_nH@t;t^{lk?*7q%024xhs z#5ykng9BnUvESQJS`h$X$MlOe@6{|q70>hMESRKX7qsViYZBJ#+>`WrR#B1YvU%gi zFueo-lH;{AwL|`x7*H$%Yy-pn@K`@ZU%d@mu++PCg%;4p5}GyQ;X^kSx7+zU4w462 zuUfg`n;|Ic#h1rZkdGjAyWln71zk#=TpmDT^B@*k44zgDeC ztGwpq7UqNWTQ`57uMCMG5=QDQsjj-680 zCZQP_6G$%yJ-*~^+P2r+oBc70w6B+f`mg6;WFLy895fDW*ni@YMux>tYY54`<*qp~ zG2M3F-xHwx`TY5FsJtwoQ)09RdtTsseF~6_HT6LaH^8bFJipaAzLBV7utMzmZSrM5 zz%o8H6&xBWg$X6-qWLaVo;v=r_)~L22^3FTi`x=kV^(L|&I%xFyT>c9J@3WIy$VGl zLa5*iTWnoKF<#;4x3N7A$%1)qyNbO1uJ;fnxB-Pmr$H!C_kx|OOQznvh9xl-SOcb^ z(cVk@od~p0w=Lrg{Csrx{D(9DGp{{1ePZ;}r;hd_ zT`Fy?V6bX~pZondy0~Z^vB`EZYmS|66uHNX<-u~Bp}c+s;8=~d|eBL z&jmZXoRE+f$bz>Tt1@-giNz-*pb_~9-Pg{y_*~*nEu6(+Z#U2qa@X7|Pzo!*lVJba zZI(=7(Nmgvf6gv>xYFha_l(yM&i?Nht$ZOluglo{a&zD2 zU{=a@k(&VlsAS#ICNeQGrD$*~UibRBfUv>K%^jp{W@GcKo+Xq>4&velCOid&g>%4~ zmvIqswZ0PDmEZU6j*DlYl$QYXrnZ!kk)bwAphypZiX7FtTKEXh0YEHBjO8aem9&&* z0m46j;Uu-I@cjb1GWLe^|7xVl$JyBuFlxo=h9_}trnjsm61; ztrfT)v{yH@U`TV_sBUd!w||p->*JSuqp>+rP+w48{jP3B4SD;Caw-1D{%TKz%dj)DncSjx06T@%QW@$Xb&8CT}umx*~>gdg@uQBc{#{2 zx_Z|;gD?l(&4Sxt-Q1ca+prfH=U}Eb4^0*d1@jwHzGjK!RD{Aii23V&gdT4%^0n5GALi;F|&)i;IDX6X*Ygf2b3N6{`25-co`94d1>sjb~LIGAW`QPp;W4UVg( ztq)I_nqx~rdcw(C6%P!k!rT#)TQxmB`(DV9NQ$&1l5bE$eZ7&R>6VQf0p90EqdYJv z7B>EGE0>93%7s4Y92@K`&ID>&wTfDhcin`O5nE% zkLSU6i{IA$eq|&ryOXd%wayAhUsW8jv7x`;eRi~Aj{Bo~fwyz_Z-rJGM6#>q=jOtR;icV95-DOc4$o#e1%>-kKKCgap(b4z$$9)( zF^-MSO0IEw&%S-1aO5W@8dSMkU-U{>o&Cx$mAbHQ=WANR>+qg-Mo1cDbcj7YV<35 zH>bOZc1<-k^1|C_Xlcbf7vXs|f(NzooJ3-@z&VyAZ}e*D(EUyuN2i~Wo-TqS2n82Z zD-+lum(GeGh@Q&S3Ks;iErPP;HsIUOqoabh1IPMkcA(U@K?1?97XW`LB{w$j&_lMz z6Qk?twCu^bkRF7XW6|?8@$TIobQg!49$_Ee1)O@Uzgc?!^2R|4_j)5Tw5N8LE_LIT z3JY@nx$UIRb#o<*%*@xF4M)!C1xvWd=x|(v$VrH95tZim;KdrjGjQ<}L;oS6578vsD1+M#uOO!ZVcN zw728z-WE^6Ll`|Py`<-{uHx4_Tf)I#?v=BBZqdOG0Xoe}qto=jxsxYvD&Jz*O(L=G zz>|^CP*a26>LdD)pG!-ylFN;@=`V~!1ji5$e%2!s7RZdP&wqgo!fUadjZezD_lSlN z9?`kjN;KcE>*_A!44-1pPy~5#q1Za^%bAz2v1k;7>}M1e&AT$Y5QE1X8!w5jEslhu zga>izck^asZi7}I6dA{z#vkJ9h-~miRQ??Y+kM}BLdd$Q8c7dp2%XG~j9^-!pkSeP z^uNo8Z%8w4B`2T#`t_LO*mk_LS!W={!hFS^X}_U}h`vl2^Z0wY0#n z?J_dgv8!JhGjg(`TYGw3F#?8pOx9Pj0o%iqoRk;sC{b15)4vMc@b?g3W7?H;CoWiM zc4f)2SVLCU1X~(Stwycq6N@p5SgomuPDEe8{=Kw@&}?u(;=Z4FP;e)~8NL)reh15F z(5>Ya7Dj!1at>-P(*}ynQ|LFF_<&Dd2L2VtJ&cMY1SJUSTA0qMs;bg(ML&It>2h1_ zl)#<*mVh*sx()}2>As|wa;D4b$`Y>1w7bc?GGbAJ=_zX&`;&ZX`0(u;POSp7&mIgObt)T*(>dj-}FO5y)X{IgECFG26jky+~p8&>!1*#={ZgfJfj9W z$VTBV@oj#~pA%g#D1Hz;d~C2#^%x}!Vh3(9ytD+pSJ12fau*Y77=}eZq7N`TXOf=(!u63NY%%g+@nPd;j&9)}$Lxo_t25iMa{0ul=C@G{2!R7SUs`VQYv= z){yGab;bx&QDjGO%54r!1Ln%z`>;YO+cn$EvGV4x#{P>t@ z{cd4?(_g_02xD;J0Z>a#Pv6`PwO@E<_*JKgcKPM`s!!kHuu+6I0^W+P`VM!{CqC89 zO9uDHf3@rMeep8$HfH{JKzzZ1Cs#f=7aax&08^w$KW)yeyX^3BW`-U(wSj|zk@b+% z-;XoGA|dhXdKfm};p5~*BL!UkUHh=HJz73C^Xld&nx}Dds!M>Oh>p?SDdhIS~)KTCwXf#W){--vq3;db0JANu}bRX&@PE zWkNlzL2PltR@v8ScDA|zsn$k9r4SY&St>yfvQC8`^XW*G@EHd5_}*j3pIc{6-pY_t zUtf>h5t)rg6#C1C*(5JF*T^Jz4*yKc89gnnQ3Tgw7ud21^9hR*+HruL}wQg!RX)PL@IOspDv!A~Twt2zt};6a0*wrw5ksYwVEJqzSD{;crb8fc)cG)DB&W zXXmvjj$Sq3ecK0pS#`{Cn*?dtKM~8MGFGf)CQ*8@z~u2B!`$kC)>>)O9Tz z)EV=g+Bs=omsW^26+CFDG~>f3?}vxgePo@Kua}qq#A2iIOSgi8EFYJpPOvAvz0{GW ziZHo2w*F617B9)V0g8gG&;2;Neadh}#U;+qQiC(s;hEE&Rk!tT5hDxBjZ9`nM&Ha2=rcIDlx3T#5ANG1VpQe(XH;MnvYIgOb>qn^=%4YB zP~2AErTY7!PBpxFL+rGffD-ls_%VH@odU#Qzp#o*lbH2vV{!}kk*2@7zj)~Ui#r7x6{S%|N{Z&tMUZHA@1FPd z^qghf&B@ITA6qN5mH10`Rq@yY6$dhtI?!?v;>)xTXmnM|wu1*jPK8_vh~oyXNWn9N z!_KpfIC7(37is^VZt0qq_cJp-(*vUJ$eFzQ7Dh%#u6&ToFFI;c+u87y&Qp?Dwj6aA z6XyY_8AE2!Jz@iCaeTI*I$9-eJvWEV|>pI`lUJ-ZW< zy~4tKoT;auIpZ3H| z)md593otoQx+dkbioL;im4z@v&9%>0^;~y}-4Hs@j9@=Egdt#w*Iy63d9#aXF<5u_ zj@4k~No{x;^SnlM);DZ22iaLzMlyC&&M(;yd zh={1}F2p#nTs@(l_sPSb4eqJF^m4iKw8#oiby;EI-ZML| zyLB}+{?%txRP-y{k(Y{{j8ThT`bDAC^_AY5>Meqq#N z;4O!A0{>}jkN+GhD)}pX2N~J7*;z60C^%N076YYMOs(*ZraJRfQ6(imz*#a#d7rXt zAVY(ihcFn!tFK(3#=`JCFfk@SPeTh0qJ8RX}m4v zv&l|#@@vL@xcW%)y%R7v{4zP&pCr4*qT3SF>xoWltG^17yq<%^<>HLIXHQ!J(IDbq zgmrLY#d)$FJJ3sB#e6VUq<_<1|EGZT6~kE(+2^-$>=j9NGdb6yeZu`7GV1W07 zZ^l?-YT^A~Wb9V?B_$l!GSZLEA&{KTRLH9*W01QCk_`7ATT8f_xj`FlY|sFLh~hhx zK}yo7io|sflZ&w%W4YrFe?(CFJa53d0KCl>8;BAjQ0xB&8Kf)J5Qg^ezq-2O);Nn@ z(9Jr;5PN@rykB!;o_!TjLBo;o zOoDKB%cmM|bSrG5H>vchvI9~}=Gwf)C8{z+k^)Mn&qG!@dtK!g-`R_QFD;C42o6LT`35{vz| zw1VgZvk^?>36I3VZ7gBmTlo3f-n@KDNvRLd$L__i81Qv=5O--haA>H`%5rHjY7fHi z1XlacoF*L5<}t|zbbg+wzjhO~m7d<@$cO-@BHYEA@VIn;awzF}%^mrhxkzdf{{H@{ z+F3tntv0d%%mFKQHG)_a+Q>eU8IP2V^KjMOJz`_NTOOv6g?^h}p5(6*JG6$2kMR17 zNC)ZZ0&fh;U3e4a$w%fnI5;{2(E^Se5Z<#oh|xKkc7$wk$m>TU7;~)8!3+C5LIssv zmNs@2rMJA5`dgHdI=5ew-hJ?(H?oE8=F2kj@@Acn)qyDXt9Bv!q1zuB9^OMk)6nfS z^KMY7zE0fm+APBeHfh3PrSYVKO1ff&PkLoYb* z`t;(ffHom!pEN5i1{qx})=f*ReX1wn#`ve4C;9eceR9>ar)U&z)Q#jtBL!YI?19|P z>YL(4YwIiwHI$UNYG_dC3*e@2*>V&8xeqY1WLigj0_1HFRrO?VH{3-_1u3^Xz4eW) z+qbiR!p=g0BS#qNvtPWsg8L*aAi%@T-4F9Jz(kX5DHP8b21)I4l5~HMiga^*Qxnmi z_Qj*zfgn)74<|8D1~@q2B}*r1JStjRWp+n^tOElEM8*Oyi;R`(r$ufd6OLGLo(nQn!S6jJvhFmNbD%aO}J)!DTr z%OieiX+>dy*tE}|4vZ9LxahfxqVnALe!#kY%0fa!Ha`_F80gnrRrOF|3;gVoWMSC} zC_PZ98{p!pM6s^EJ~zBgXa2>L_V!0I;!!}dkwIoRdW~S1`1v!_xtZ4nAmX1u6;9(X zozzu$npI0J^E++~+8=RF&c`h$l`LQ(io|^NYH3-SsIAA}4`hCTNaxOmzf*e=&`D?v z!h*MhFxN|&)=1q5a3xic_1c%5GAyS8wjUX(nJ73W4uBMD1+2+qe8c)E58ix^j&y?N zY7*Klc#CLjBO@Z_=I1g0uEEf82F-{@Gq^lNpB%lSOxs=W${a6q;{>9^9GLu9VANmz zxsZ)tjf}3sp@SjPIPa+yR-Ii+QBwrsa<8OBq>n&MdT9YVV(SYfR@>()3fA^pKJ+(WH3 zyd^k2mcIIXl^*74;K+bLIT*m&W6T4{2H3^9nId7Eensy>fF=={ON)!S>hmZBLF7AP zDh$aR&Cdsu#<-Z61<=SdeFYqRe4+0^??q;|UHrU~bV6Ch8;~ya5b#&_gmM>X@MlyW zgZHls##(y3ueyfH%bD{UYc1liX{=`2sh7cj`%#kWwUeO-kLt6y8409@uit?I4rfD_ zEn#1eA*f;=l1ZQCBC1XTb5`@3gz?DSRRtcbs!{QZw)s5@dW#iE_gQ2SL#xQG#-oBjD zQY4U9z{}7f&UIH+8R2r>-piXgI64>|e)nz(@G`9P(!=qe0GDDlx7EB$t>|^^QCX~f zLV`|x>Fn@YJw*W#CS^5X@h|v8YW@24>hp&W8HKyICRpnMqbSEF%f5ajTEt$qhAY6H z>s`bFJ(m@G;9+ErA!nj$?T?1z`WIkV#8f?svWl*b4#z83&Q*H44Ynx#g6Jg&s7r3H zJ>WLHuqUtfu%mwkxP@UAdK#K@9F+SBPeUL@1P|t3mA&n6JE6+pz@#BWQH)Zy`%oGR z8^Fu?MS!;=trZ;zi| zytyO?TJU$@i2(;aUEO*e6v>fVHqicJh!P;bHp8_81f_(E3o4zlv6_QY-p^qh&2?ew zJ~wJD_6%C;JG10s@ffASHIszSNQ^A5nl)O?{ym8o%$O^HI#z22pI(GV?90FS$v)-M7{gjllnJ!RLpiu*IGphhxlgQgj&z*X~$8z)W0ad*fgWi7a zTOA(e#JdU)Vv#R3^?djSqr*jsHE(x~JZ!0`Rrj`Ca z64KfTMEPhtaR>Y6I{pK-Ty1SrAI5}2NLxSbPbbWqD}>$@YA?icp~QX1f#^ZZ%w%%0 zz&UbTcxH3#(Ui&cTEyl-yrl8^sH)aBVmqqMjf-7K5x1>l-hA>IrMf)i`MsHFjt(2t zA8bO6MR21e(rPWD#`^W^4{yEbs85NUk0iyRj{+(4nSKw_79dmP-}`ZKTpR~dM-k~< zf3GLh3tqkf(sTx=5!VEO`dl$W7OJNEu&>O_oUD^`#bG0qAt;cLvj{3ImS)qj7nW#= zP}ZQ+v2qO~^oKYl2sWl=rN932CM2yOX~t6AH(+Ni52VgeRO>{r{H0DH*=t-taK)DIUX!Q{P>>wUFu}m^_Vl$%f==k`4T3WFF zAd=F+<2E)m^-QaYAG8CD3{)4Ghm`ZA*3?d!_>=h}K5$evK zJu9X)RSi(!ZRr&j`mhl3i`9N8A$r_ng!u($1v4pw!mnr6?7`C;fuWv_jTf4z0q~K3 zUYF%&r5=2ahVGRWhy@Dz8lgc8&j#vkfpQ9uf_fUWex6@?j{*im&?&A3tl8EU{$Cn2 zjTHAK7#WQKsDXJd#DXPBpVbwdK7z?{$pZyv2Gu6S)R=xi0>HwQtidaf6$$YLVx>~` zC3AD#jzQE4Uq9ZxfM^0A)%Tk>{0TKAH5C*&Xr}sfSwIh&@hB1SmTa*?i%#EFCR2U{ zn0N2qSh(MRW* zKO3>gqN5};lzDERJ2M#)M;KZ^bar!$3xAT%b-bD)_I zKh#zDRf|HS67N-`0Vf=6__>Z@&T~7|VsXdc7Fog4UL|-z0)$4PMF(14r3+X1*8S=2 zNRL(UiU39_^^OaPh}_M_D`EjMXxYh$5+lzLcihv|cA3r*OYN0Pq z!>xn%d-OE+(qt?euLCmD6%nPRjKo6$cZ^`8G|PY4%nVavzS|==+TqWDW2Qi~ zGg_{B-qg%YK2sDKFvxJWj=f=*(n&n2I(Ag+e~`M>X9jeJ*Hta$$F9&}tcFWHrJgU76z;N&AAU+TQ;gWo#a8E$8 z5-JKp2`5vd6QPW96d0!(@P+wDh;xzIL=m`f6ny|rAbMuiIQ~aLZh3Cv2d9d_F2Llg zp6uib7Csv0n+9Uc!S5q*65SRDSkA(I^HCTl(x7 ze$dYSN2==TP8J@~4hs)Qx41IaOo!Z#I!3!(!om{4!Gei{Ry&KG2osuFD9B%PrG>jSj&@hj~Wr}XD(Mt$(@pqK`v)nzzB;PVJF>LU` zR1Kz1AA!x_ULl$k`mA{ue}fJT)R_o;Ni)-RzAr4C&o@=VR-^Fnwm?b_#IPra#ceE% zjU!@X$6?rT{;aA7o47OfJQUsB^zQOr4xA?#EaO8F7gi+;1HoP5d3);YS%^|Z{_wze_y0pAQsfwS z`}zClS>%`Pk?RD{5lmZCOFIGB1*!#*;`QAW6coLiAq-;HPmu6%0ee#_3u$UZ=U)}v zsiheBPJZ~nEJo?eSy@>LNv6Dui*VTkoH6=>e3`w})Y$g~rE}EjNib-AmsoF_2LA1A z^Z&gkS_yPrue;&++)&!9oSy;(Q+PIFI>aTBzXeI${EWB19Ey+A$6 z7%IBDy9pfwv0`t-h8we&STw5(&FkS`1{MNsfFR@z_3MxPdE_#dt%g6U=cTlbU9uZNu=es_pHzVr$F7JH!8G_^tnwrl53b}n-89ZRQB zvO^{bW0}{g_X*Y_(`B-gOY%X^!-q#;3xSu7$?`nPO^}+`RJeVw#VR7iV5iYpe=dlY z_)Y79f`Rn@@cFa8_YKVX!G8!`h!5bQQkQ=(CjJS2SqMHFm>Dn>>RQ7NI5TSKK3 z-WeFpBrF`$qWec2kKB0MOAKM6y#^zIWu>L>-TxIR=7%xM54lt#SQ$(RpnJ4tYv_ew z>LNi{WH#c@~aR0|NAH|=;xvL z7VfUcP5)P)VAuyq5MaXuX!$}7L&L=FjWF!1tqthT&FF$7)&xqP6vPl@N$9b1Sx}Y2 z%mAjH%5c2x=!gtqch{gO1ANdXY-(}uI0q8A1FK`%iYwSps;n|oxz&lE<#U>WMWmw(Lo0M$T$Bv6hSXF|V*mJDr> zk{wznbXmYkHaQ&8C}r?jQ3nBh{46#aO`V52$fRy3S^! iWW{?SR<%m4cbzPq5H ziZmb=Z6bDx2W5Xb#EK~zyg_SKSbsNU0B6H;j1tVFqPW+CDzU_1YuN!dMYOxDBOsrl zal(DSIQVuyLzu_F3PR_4D@IRGIF-nQ;9W z%@vvP{%X3zd~tEY?oSPt|G@84sGzCo2>b^RU=n9tPR=he(a_WL`O~M(1THH^ihTK6SnY$Bkv%Y?$5Tec?3OUq8xKDhX zoL5&CkJ6yvH%2%HkA|5ijN}|ei-P<~tSChh1pFPb*AZ2UIUAY2sp%+SCJg98{q)Rp z$w62$_4)G^RFXV-)HaZB+Xmc48BGxKP^}I(7gu;}9x+1WGTu6jRwHZT z3)*Q8hPUW*QQSd!gjb9UruZ4{BYJLZ(j$n`Wx~z^i_Jx%PVGsVt;szRMuuBPX zapChxxW<1jk*^p8YsC6rbYVZfe}@WWcY#pM@$dpxJ+s=9TeY3=It-X2RV@PjLy9 zJ7^FusDl1m9X`&%u?4m1q9Vvv=@jfV1P&DGK}Sj1f$0yeZHV`g=!#HQV$!1d%^Tzp zU;R+qKMj5J{97KrH@qXa4YmP}dwSu;^ykk6MTg-}uoU$4i3mnOu(1^xfxiu-CR^8q zGYf8H3(O=w;s@gX-~*3uaeH}v6O?I)k%YekF~1x^;qCDIoy1G#<>jIHGigHgdkmhG zlc@?cT}VomKc~x4mNXUJWUqotc>c2P6tv z?e(Crz?no}iLxIWZTN*aWBkm)VHWK_IwFA5(sZD{7Z(>Hi(}d-7u0HhIVe0PrWgSW z+6CvPmOS?rW9b2tNBJ6UI~Ic)!v}vFtfroPe*bAw(lF8q8njS`izHvU=Ub$={u&0C zWR~rk?j>T=KQ}#ieA?#DM*FvpW{g9MXU^<9epOd@f4O0kkJcx`Gs}sYJ8)c?+j6Rs z?~D1I-lvbLK_4n>w4_R}v5lg<0Zgf7fzSIBw{_F{6aEQp?#ofdNrVQFOH*iIql|Q_ zDu3aa<7Iv{){qWYIxNwtuZQGQUvi@QH;zMvpdGQLhkZU11m6hMFMo zKC;c&l8MZeuTY|F@05z&#Ia-t=Hcn>Vz(X#22LFKS>MxBB2!oHKA(9~)SRuv#EqLW z-I6Uh#)9r>MV4NBsbz*^TvU9y@D9MXSt%*9LQtB`qn5QSNw+aq>A$~_?6qe-v%Gn! z01aA73?)DLLVuw|D66}**Qb!p=8Q*M<)YALlGe6^p_>_W;hBwIh*5Xa(rv~ZpPjS64A*$Ao0L}y+VA>>o)6-YcoM@wrL+Szq z#nE4YFw;5z3U%!HPtNlgFIAU^a7bNV{r$kJo765-*~+F$RtZjVPR)W%V7}_NLL%23gD@vQ+^w%2iCOl!;NpuiJX&^_s+g^#nXQhHMsmp~|~? zn5>jW`mv8naQW6w#e_gfEVv6-=6R-&MV%KEBgj1oK;FEsxjDPqg|{JN-Xu&*Ynm~+ z#z_8=`_Dy9K?&pl1?qOx$pG*UY&J>$m~%{Buql%BuE zy@kUX;} z&wIzN$cU{ORExPm0_ym~afCc6?xfyDgJ6k5b{Z{SnVq|KUC1>$A(!J_6eHMwH$=Mb zB_C!{A~t7UKV=fIyM_5b*5FlTuX)$rA>Nj7Ij;bEzrC@lS2hIMd)M@L%drK!QDtm$ zHEpX~Vl9+gkiN9^iTm84WE&mrtq19-{K|q^&m7T7lg`Qrb`)^2Z=+pRlxwP`q1~4< zo*o_Ow3H;2APmwurQhDwHD`X0`314{^d~Kc8quXkwV+6%*}uPczpVLKcueRMGQV!t z8<`gMM6-I<@ly;JcaL7X`B07Hr}ish-h^`FA$Oy`UuUiucHaPrc;QtnBSGM|t~J$h0fILVLG zx>}4oC9mZg+N5jh40lOB?~ghnEWBD@Mqd5uRo_+N_7!6^)$K~!T3Q(Iq%*;b*T^fS zo$%^Ca6MDKo|tduZz%2#s9jBAfm7+hi7ljukMaPrqC}OdWhnk5{gTifg@Hxt{vPI+cOs%Z-e%=0VgP&GkTa>5EA3u|J&tBKlmTHGX zHm;(;<&n8l)?d7*>kY~&m)g>Z&N1++F*Q{7 zMh4#tsHv@W$i8f99wmsOwV>(q!!%7LKf{wSxf*kU@7YmN(3wJ@FGpR->ZLhk|TV(md9R4Xw3 zTwadh^0dCqK!3u}kUkK{KmGy(N%su*Q_XcEL7PRI;(Ff)S+7))mp{-xI%;BOZ&=*B z$egNuN?fk4@$$ATaf6qohc6Z$w^B8}oMZ3nohJ}9xHh21u)VG2(kYM96RO+?>}~{; z&J7!dCcjb)icZ?=%+|d@&AM`3+fIw7Bp}y36bkp=DxPnK6ZBjP`da%Y z;H$>RQ8%t)!1q$(=lZ$ElWl%9g66xmJs@80amz`|eQScX-x{2}(H(FJ;o`DDwG0_c z){OE0AM?{*+;NSJTncIoT50d6k6G}_NEdi)b(ZxYiByOKIZRs@TUGx{sQ9=@6tk7N zvA~sR27^3L6}_S#_svaqT0I=u+4TID(8au@rM~qdq?km(?bkHrocu=0fHdP?Vi(4$Ns8`Cm zBZM_*;8j?2Hro^$E2??4M^;`N0WpbYocc($Z(n*=)~Qc=$W$O*Otup_?3_Wc7?H!K zWNO9HNlbvmSQFTC`nB%CH)K@@nOIN1mKcu~e(3aKMbqaVo&6ggeo-zdCvUeJ3jdJT z{fU{0yxDq6Pwe@)@5iRLt*2qsaRdbm0%59n){dsEvy1gpDFy zd*+m{bXYe1@{+VwS0B~e_N276$fG^~8#MO+xo;+BfcKVnoOh^hx#@I(E6N3d5n4W* zPA0+ciad9o@!`k8&`YmN!eka^v;6wM$=63Ig>N7V` znO2{ZkK4c_>R$aD zP=ug*ruiY`)7st0FX9=WfOiSGNXEy1yG_=1f{fHivyAhk?g$!;AUSgk%q1@GyrR)9X`7Ozh z&y4a|?3G_hka4*^5EK?Cxpmaiz{U2#Y;MJ_A_NazZlb_wQ$eUt?r4TYbkpbp?ssl zy7F$&W?i;t-sXNgYtGldk0{myjz^+h1rC+p`0kstzHH!*=CI=Q3iAu5m_JiQAbPsz z&fZw7qf2GnqrZkc!~!K3Im84vO{tt_?w5Nd8hBDPmR-A>!zOa~G^4eE0|oc?o{=Y> z0#W7<1l=E%7;pG+TavS$HNE=0zJUrY-Tl;jTa!_#Q)WCr3-hP#i^gy2Bn1Q(%~Y&; zxC(X8Jms%@VxQ@INe0f&pQVTy0{~8%jJvf;X|mJLSkQ?M3%a5smEU@cDrvZd>Zd%s z_MNZXcPy}*eJHNX^$kbP6+i8yUR^>jGk-G}K(x(lWF6 z;nGJi74J8jjRm~NCOZm4F83<#5FMy=$fdV%y`Uk$LJVE6(Kgqgsu^*&ah~ee7OWy~ zQs}#Z-Ew9LfqOOLJ6Ll=7*LFTd=e6zduAINFX|9~)pE?V7S!=KjAQNNsk=wVrvQvZDk!U*)O z_>N$89UT`$X6QVw{rW8HUuZYv4ZR1L41XXLXq>n1=y@Wuas3H<`>!bPu(eftaph@W zna%ehuJ22af`aS{g)U4^e5Imx#$^7fIDUu_QAn(?{UNn|Sl}@sC|Fos+&rdq<;pi$ z2}2@(6~sIM6fAyG0BHhMC;@Z> zFSHKEw%BY8+Kuq@{@*uR+&H(DL~4$N>9=tC513#yHt*%!y%kSJW*g#@G;u7MIRD#5 zGT#k#x$hNlTDC9TyrR6u% zW{MZR4al}IFsl_-oss-cn15A&3n}c%@8O2uKbC*v7{THX=P->a$>K~ApUBtR7e>2( z{`);z`}@oP`|1y)O8nvfzWOc5|NU+M_tkH80P$yPJ-^33RHJ{$z(rzQh>7VX_DMj0 z4;&j%Y_o9F!xE*yKzxmWriK7K*4-y+XQTNo~B2}IWoq+>I$y>tx zIptK?tkf0vbMfq|!D8}AOpR!1$@zau+YBelBu=1#EyWjL^#DmP+%qIFyam4u3`qfY z?w3|o&5qu!W06nEUT&&Y52P4q+U!;F!(z)}IjL;#*Jha0Y(>sQ&uGPe*L#?$+3S&J zkWguvIhh%>9=7y5oaeijm%*82o$j612niXCER_D3-UG4+{E1&cK>p_%W%(Q@Ue4bC zUQ`-5iD=YoIiRh!9ema%p+udGLE9%!jvJ5GC&>o1u0N}i@2D^QhyhF=@hDB#$1JOj zp==@Kq8P(M=zOF$z|Yo-QZ!0D?|Bg0WxaU4DBGR<403MND$=4UVTqh_;V(Hey98Rq z9)AVK0Nfg+E$gL$OHm{3=}5-Lc9>XH&>==8=;#s>6IHD^#gvK7!BRiJ2($|;ho6h( zXMS+X;_(V}jFni4bmGLi=!Kl+eN<#oWy!VTD#yMv|1@(6Om;tS@i^ytBb%A%wd(^O zY-VOqc7prF&^meKlcO!&sVmLKtu_-tVKG>V@td~!EF&lNUVVN+cP|J)YgWGw%RUo0 zmp75Gp}n7W{}H8Ep=5u~x9Z-u&YS$H*hvDnPUUfkn7|R`Bqgb9XjBWeseP!~w{?7t z%0IWF*Fi_88Tj_Dj^e^$TtqcnaNP;YJTBw*L~^M2`t~s(-TF#Tu-=R+AjG>%BZhWp8Yx5?O{7T zLv!y{`8|(X@5c71Wac9U_2^=%>x_RJ*0Oe-$B_XuU=wypaN7Nf-NdvzgeqNS*RGww z6CW>TB}+=q_lV%l{i>u~Hl~Vod(R$V2)UDnAbWU=rX%fP~Qo8^Tm z6}{?x%pC39H4@$md+Sd54%~487T`5MNj-JCg>g4~WBy*2I1V>7z%%vvu#-@|8~BDJ zIBBh+ZLO1P^m{Z{?T=smO*9o}wPMnZr2LfFrMYlDe-P{=_`8)A&p7g+uC@Ab7Ob|B zw>8kyYcz;|st0vXbc|rY(@i$A*K+H0l-lc?0r5lS@2oCg_wVI4uYY=b+ed$tiBr&d zn*}A)sa>y6DU5iNE*BKR-Ihky$d31N?zZYH;TpkUPS$Y2?pf(=p!OZETseB=2q(47 z$8^@%y^W2Hi`7TC4!fHL3q-#Vycm-6B;`BEaUdr{;IKU$G!%^dldRf+Wq|fV5I8?~f0Q*? zxOI2+;Js8wP|JnqPcI(g@rIg*2(#vg-Pxa29aPA)7tju`JY&otv?%pmB$(5Zmj7dZ z)O138e6dx}>FJzrth!WR$i&?C#ByWFOnYrs%3a+r`Fm;GP#wS$DvdMCk3o!&Y@=EA zuxu2Sq&52+i)%;7ag{{FIXKLAaN936a@=Hkz?5@%jmsm3T8bV2JOZhpmF})pT&lyo zt7}Q4<5L&P_T9bG&SUj4EaQ2mg&b4a>syQhU9HRz8TY*uYygrD>*S zTK1^C1=Z@E91OY<2`xYRu%i{Np~HY+a@athT;%(-Jt4hpBN0Dq?{|pYe4Ah9wPPJg zgLI<`AKm;vC8?^S4J6;REqX+z6#QWDBJks{R*-!p2lM}Bpg#go{Mla(9lrR#bgH;> z^Uif7LCyct>}04&p5nh)jPL# zQ)zma1t~tUwU5m3&^YvrT+=fzeT$iZ;8U(U(?@~26h{o&X>WPNx>1VVUif!TX+03W z?;5B{3DMdq?Q@$0I48L#_VMJhvVEF7S*sl!tt$A8JSVMJ`Sc`kHu48XrtKOjba#Zu zTr3W~aTI>=@14xwmfp%swRf+AygV%R!A5>x@>Jr_ymRLcZ0s79Eq(^5h9oFZMSRMS zD5tp@6hz*`&(fqM#iOqp=^PYdb3s!iY(3JslNB2~`@3>icogIy69&CI_k{%?yMGlL z?!u$;ow|CF@o#$IOM^G(yX;>#0$L@60z4=ZT zzFsAP(=7E)5CSBaGp@RbREDi@?=B>>MwlgUOny9b1k*;3a;fw{vIF&kqgd(KZSGlb zm=`yCJrH-RzIWo%gR7&gQ;4kKmI_ZLT{&|#=I)u|2!q2=?1={(ss-z63}k3nP+o!E>yhWLs>G?C^WuhR@yu9z=#G05m4G_ z`sNR*KKXq$2{!xj1;q3zFS5;INLr!7z6glaY5*zx12A!8296@{*;Zv~xw%ze%rUd#n*E3vrrD6(4b zysy2OBBzGZ<-&yr6o<%uz=A3{*y2KC9_<3dPaIf|q7S*dRR82^VFIHw%x;e5Z$HybW$(_NNdW)7HJ-?-^aY<9VHFx3^@q<1**6^B2D&ZlN6q^9siyhIH+h~(_y1PQO$c+cqdlvV#tF+ zsQl?}COSX!SaX#->%dhRJJvAksydy+&aeK}@DMWz3Ow` z-+z8?=XP#&P8rYfxUTDd-A6``-fQMtzS&&?H@|KFu$(S^#Umk8V}*J9woPnh9Lp*H zKe1`XWknw4$3q^GcJ0{Ec{Az^YnJ1&rLEU&PFo3PJ{Tzlw^te?R`; zWb^-i^}osH|8K^TK*MgvyJjU{f3+c5*BBKsQ`^zyK&k$cC2aNDLHta#ovZJEkK46C zibbQVXFr%z80*&K)LX3M2;?r7+q4oI-!5O65@_vKcdH1EyCPX9z@2(I+O+TnW>2XR z#mHn6Z=I27Ds{r?wvy#PjaGZFTFb9N*#k1pOUvtjR_vi6ggXX%W(V=&eADOB_wPrz zXZ9}!(PLRNH#07+C{M8|8)nNIafsA~>nEA>F81i3!-8Q=pzth>_(Bm%i;`0Q(35e? zz5iXg{enhP@R(3ne+w^GpeSenx(BjdRhh7qm|uRVhVwhFO(*3bV!59KIl)IJTStyT ztLxo&GKNo)7-f5*8*o=X(1RR9$jVqV3 z8F*hM;)NbwW!7*kK>CC4!7718Y@G3K5V{ocVH!&Bjo72)DU2~p)Y}UWv!4~S@pI

    S z7#e^Kispq~tiAnPw}DQCiH!|h+dF?)uWa_&^)q}RirQ*{5RM}(HDT24pCi368QcOp zD;edpTY)`&fo?%IKtTi^6>!lknw-mLo`ohY0y4+-_yn2A0}c*6hRGctH!BFxxW6se=J z*I2J@m_}H1ERCM0O|lq7Re`=qxkJ|or_xv(8+JJ7qf6zt8m_=nft6DZHxh%EV)FY^ z8RAXge<*U7_vs3Vzs|oA57c5d1_p#KXEkTL_kOa~@TYQ&R%NBFZqk?y)~G zD&%BuurxOZAzQbS0ON<4nBfosY7^JE`B*akjGVC4#2)#e%n1bQ^zNONt+h`yerAp4 zP>lSsiMIPuz@K9xLZY=6t(g^kL{t11KjLS*IXpO+QLn7}WCp~TLqqBY24B`Y3u_&i z;p_pf8<=B($Mc5;`tY*{{!4*RdUY9YtK{Id zCdXBo6{GRu@if6JdVbE=!nFSz8{|u$t*piqO2H-;_O=L?W33|yxPElt%nFS_CyAnL zatryRbMm`)2s#a*O!NDvW6G3c2xnbSF+&hUM@G@K(E3)Cmg-j9Q9L0Fe?X{|U2FLD zg;ESiB^9-pp~g_@R{#eD{sH>)hn$w|yu6i zg@GywFD>)n0m4hpDM0C z+)0+`r~F&=-Uzjk26M?f=irwNbt1z=>OQ5_G_=0pE;rfIk_8MvH@Cj;-@hYd0jom` zpmvX;22$M|fR8bBjUb!@DVdwbD740~$N}1AgU_FYS$&NB)`DyIIv&ljSfXYPh1oo1 z!pg)n0+=334*f0YtAMDRpQol2L*xngxv;R-k+r!wa|76=Dq4xcvv3JXNX%R=Ape6_ zNOJZ8LImLW^;F*V=IstpX99NOrsuQiJrT)VWl->08yENoZf}|9Bm6nMMhz24q)DglCnbM$3^BVBgo3 zA;q{akiZcye*Uw-(YbcI;B!86^k=O@U)r?2@nRRpf#dfsy~oAdbt?lYPrJOmdIB0Y z+cuQ|H2>ndrqMdU`rh?k7Z8-e0YyXrUbzoE&SvjHcTC_$4rZU|Xbg+;t$dUWfrB{& z^KTL9FbL6B)w?bp261s8P?mF&ibB98F#4u_E5V`*oz}DIdDa{vaa(^OF*`_Fl- zxkT!Q-U9zy#_=<@1dgv8_&ft2+rjotf*x3y^)aJkGr%Vbjh`btZ;L9M+SKa@VEwd! z5}vq*Vamx08$~a#x=CMvcwvoV&-Sa^1`u1Vm+m9-Sgzd6tb}vO238%aGS?AYzf& z>tdo72)?s3N^rS%Z?P%V9|il2YD^{A;^oY@j^1c|=~($LEjt0K^RR9o)8Y^1<-;SU z3?NM`+86-K#CIy0^#qY{1Awzw`t&TdU;yw)zdutyrzM2x`!PEs3zH9+NiXDN(d3B@ z*NutFHgZ4z#DCjuu%VF4asy@d`+|icMy3)|4oO!GL-3zAF^d}gLxYdA-VG2C0hI8v zDbwx;`Y8`>zkMnI^*_Q{eLX*S`b^_@n*zdB!o&|SLRg7{a(yg~&+MAwIZN{>%c;c{ zK6y~1r|@_Ma*<_(kt^YsD}6G<;6VIjKIzF&->MF6aclj-p8^RW-05cs9;0cWq;RkH zb5kh$SZV?i1DNze{!G@nR%bSi{2WY>MQgi}i+ZTp-V#mly<`@-QQw z$l*H&h5XgcIaRNKm%mQN1@=d-GhQ@94~+t~p2LkFqgFh$b2ztddlS``(~Wc?^}tL< z#!F5PmQgQWfFQD=ZZ+_|e*!y*vr0;;;ozEYwguZ0&P9Wiyq?D9;(dNMKr%k6R3+rX1`p;7n)eH}I?;;}vvJf3!mlCTcG zqG;uZt1@y2eB9JW#2xQ(d+z)K1g&5t_i%GchoTOob5b&0Q^vks{F+Rf#5o#r7E1#( zqAemG)j#aA3dK~vwD=04tSa*T0;=mybu(u6DmgNfLr#_9eSZJ=5eE&ywlO$bC-wY> zDXpjrkGN<50<2(ylgZtyV_`Y{`0I-wn}l!Rh)%?*a_fYU2*yv&%4K4D3a4+VrIT^Q)r@0)7~jl8ACwBfOD zJY7x!Qip<^90Q|k(lUb#TPqI-2N+Hu8O4ytdfKK%&O@RJ{7m?M7GP)qBB38Lc;bPZ z99or? z3W=VsuBHvJ6{G1hLng%9Q;fUG$Ni#6@U!wBN%SMNSRv{qIS-z2Dt3SVm4-NI&hu8F z4FeBJpsi7*zDubb98|-&fa9-TIYrm~Ue#i zOUdw?$U$;JiM@A3Kj)V%btrHr(cYRfaMwkf`uAcldhb;e*@01umP<+cP_Wx65SKQr zm3;U^2IB!Q`EqA)+x>I)p1!>SjuBFzQoxTCAkM-9I1`Uv38Z(&ZA1?_^eZuN`=jNN z%lVc7(+zMj&O5}m6G)l<#RtUMFI%5)3kYcYHVUR^qCj%>ABa|K<_r`zA*Q*eS+q!z z@e4F?W67S&0`eTxl(Ov(dg&|#i1J%sKYd^Fmf?e8RZlI6Wi$QjYAQE6c)xxHSBcl3WGV8_dEnGe<|7okx75|~@;b71$zx$~%7l)%W>eEi zXxRm6?B}pqx#dE{18mWyx~byg6knEH=NxHo?=w&aQO(5q7@5AXf-i@{Q?|5>iDV^Gcg>>ff`!(<$ zi2)ts1P_o9weNFOo2s#h|vFpJ);c=Uj0u-tG?dExQ}r4eCe0GqfHJuV`A zeG7{vz}$~Fr&tfKM`L(QKMOH<&XPy*4qxU|!_g!nl|%bt=%o~=>~%LP`-+>)%z0Xe z`Y1u|cLRms9^T6#Y7;f@icY`y{S@HABg;(GNPBYflS){~tgXc8ai+6u$kTs@xAa>Q zFDoOXw5qR5>bLyg_>_y_Z~_(%_afO?HqBBu?z5-I#5iwo)^xPDdwJ30zRHfxyI9@b zm2##al(rhiuojKBfPkO^v?{kwY4d*wTUa?;dqt7#l;S4gaVirm3bqx z%AJ?8K<-P$!Xwq-JWw*fZrmT zCg?Q&_D=AxSowed2~qM84ITUoo&tupxZC}Av4(dWNb@pLS0-8Op(sw!lx!(tV9Eq+ zEVj%(HjbO2ICQ6Pw~oIS_zoG_=zb2Shz_eV{`#-%;yYig!RrScKo|)kob@&pOsI!* zN{TXtkeRT!Qo|+%xUEa@>Z)rozGk&D^U1LEizty#j3-bA3#kX^$VG+okoP4wE=dL~ z{`XD1mRn>pgt!~f`-9d3TTWL;=jkPHBefO)8wLipsHha=>Yfz&_0mJ~^6~-~+w6R! zkGUf-(TW272 z1ZU>=M~|MoZl#dxTs8Ir*0%`S9gzz79*$@hq+c+F z%E?OWNC`>H&5<}#rFv!;s_8B=2{#ytCtk z@e@icTf3cJdN8fj46x9hfb8u_B0FiSML^>%DJf~>^6^)W&!{x<*G(=@JPKp0bHK;4 zwR@f=F^}YsBMl|ThC>}J{V0FU#6#B zoR?XMs{(qe#dq(>FR*XcF!GFcgZ%*z5-PytQDlpKca6HDDYS)(e)={$b)%QeZXxC? zn_cYKqgO~J1qJ1o%29;S@^ZHjw~l8i$*_)(P3VZEfI<&V)%?~Ctch2Y5L{Obbp<{6 zgD%;_5uOhL&}jpe1RMoiK#jc5cdJn)lxp_zx+e{v%JUN`0kprzfTT=!b8W3qD051` z`%0<@v<{*S4A*T8x4eg^FJ`$uW7%-P&;*^{XDrsCPm3LF4%9Z>n4y;k-LYRl8?R>c zb5%H&<&6AU^FBiLGYI;flmz3aA3N|Tf_H~`z1Q-$x0(Uzj_A4M5(q-kFqi&-F z6xtAjIhH$1N@{|x6i7*Y*2B=Nr6wn{ALn@KH_HuM!Jva6hJJRn20(ql?81b?E-~|i zFa(+J1)Iry7%H*fCB?mJ#Orf*K#UR6is(KgLBY}_QWMgWa`JLFnOUS6O`-%lrC&iR zTR2+0(I7?pYtoD8Mlf^8+l1zd;p}}v%cg7OedJd8Dj-5 zOjQSrYq2kom9kYE4gPeSy?H%mWHs`!TiAI@ zhf4G72c&utp48U9`)c2f#&2M@^bUUh{bM9f{!go)u%V!%`?RBg)jI*CM1(x6y1ZONCE3earA5KS3pf6d zhLT-xK{n=Y@FAg=+GN#6ewR1N*@H^yob|WUI1kKobL;$qO@6F8-X209v#^r;?Y^0x zE-LWxXYmg^+z=L9v6f6#@}K6jXn2;Q1TcJJ>>?lFO*OC|q_XGBNqv$`Pn(-u9b zbPAPVyW+_zSa!Hw^tsA;`R(oJ)t$kiF};->1CIcyhnXvocq^O zLQn`9?2x1tqfhv1{JV+9<6>SB$V~-)2|MI5PdGQdljLl)++Kp&fBJ3y!s@Og=NlD2 z6*kmv3oG@r1NS~VzMY=J39()5fSz8zzt0h(2o4*5)i1WNu#S(PG;kE1ZK=30l`sfG zTs8~_iHt}0Pps7pJG!plQzUw0K1ttM-+Agn<4AUO%wM?ES|Psw-poSN@v^G6?Jq*| zx2}4&(;2zdOB~f6HC;^n*0B{M{IB*ZqVM|A@o_HJp5W2;zSw$Cf=Py6YVw_>ZO_T= zU&WqhwVN#xzclMaQ<)GHrM|)%u!2+4ocq+9 zEFj_eZTDgAmEqil_Nx|nht_cR1an(n_|f&R{oECDM(6{5aa1jmb$HY)yVdu3U{5i6?@$VsE z4^4V2}$(sqkv)sbxwV#>( z9+0x}dqBAS){?_>(Dz(Yfl54Ib74zF&6%>Xe0*NxFN}!oc%wlYImlgR#q6 zh(<|8Wm{1AkXrI95Qkt)f(9jAlW-GtH^-NWES_$enTu;1dR(FEuU~0DMP@Nc2^AAI z!&;rrX3|+xY|yyS{5d#U2OkAH#lH`fHbGmHL(M0H#>>&Q zk?6}oC7nhr8JXQ%m2rd**@ym7cBM8asUE!GH@O8(t~`1~Pl&%Hv>{J;&yovcY_b8( z1ATWV!;0!^q+xo9M3OVGNB>G&nIA&S_#tvjVN{D zI!JhwWle|8QF=;8Ywp3t1l}$%wC<*<_eH7Phu(X9sej`2n~mRIogIE02kTB3j?_Dz z{|Z7UlQJ6^u>V z0%2Chbc|j{L=X*q`WVh|uii9D;|Sv}M3#fs0Q^BKlzwFoCyL*s>l}620C)p2+4XkT zqrzb(zBMkA)KJd@eV}AmT7LXJgkGZQi~jWc=s{ywsNw-ZLEw6`CKC$(QCkj!yxqk3 z`1*5{_Q6Lyk#m~hN^xo-Jt?gbb2MgSKj&xl=wt2aK_Zvcx4tjyTRQ^94@ahsXFV#E zng2HG!zLPpdwC!+g289CxMr69Ot+gwJsS2m{&b-b6AEbr&`v_f8^2D7It>h77z|~e zaEIewbH5GzQ?R*|l)QpR=}a?Vwj)$XyBn+Q&Rww+V(u)OK1Z{C61A1+6JR_88&eF7 z!X@~WO7lG1bGr@N7$1;WvfR3*#I@_QD)-?B8~`65rj$H+#yoN`a^6-3$v?X=Z+eP? zZ~U%vjDV&E{(X=`!&2%5emceU*~ve*Uw3eD7OyeMDCy0-?G5?&@ME4?n|%+~_x@eh zxz%uNc>30WGYN=ztQ~hb=qZm!&aCMgb@jB+F78-^XT=nZn1zecwfc zB0X~tnmY_t>*;|3H%jPwe%TKq;a@;+{3$!d4F+i4dqm{4O*xJ2sa(A~EpPfvt=SxIV(f z7Q+`S!i1$82awQ{TBqwn;AdtF#xSe&C?9GPp}{EivcgYChe^^&ECsXj>EF|cmUka!}M`HO@V`m zxg*}Ho)1RT$t2$s8U7-2(juD2&yl3TIY$dzA#r3$a!61tU?Z~!k-AD<1e&if1FK36_x=>5f!i-Szos~d8l{}D5_^UR>Hc1 z8(p$Kk=zl8QNj3DvaN6txe@FTxWF~S{J|S6DVimtD0;l$e|rK92AbE(#qUMjY=FV? z{6&+y{T;HPrx&h!QmH*0| zWnY~rDYblerp$f?9>j*S9^kyjeK+*R9X^Gp)<8+fJQcfFv!Lt_`h{lzCf>DNPms22 zGIRV{U0hwQJ;EuzJ>iw}5;3=HXYAkSYG~7@4@3#L`Kack_jcTfj*(9lSc(k~55qDP zz~`>6F4%9vF|DPe1FDY$md_!G+`!VqS~&Dmol$ZZqk?4jt~BQ~+8xQA7KfF6W(wPYI~( z7FWOmyMjz)rV^MuMvX|FIoLVkrYaH6_^El6&1V6;i2M7mU6#KoqmBsa`tb#Voo75Q zfcQK0iSED@T+qR?7vdcObObX(SPL$L`H$7saxNTmyu1a~h@et1PzQpAx*jzi9Xu6a zlT!xP8ep1_7zbI+?mj1VwF>^gZ;niO1xa?dBdt_au#sdrLQ7yw`TEt6bSgT;fuhLY zLR>{ksu>&;e+d)ZP+@Uzsmw?*9v(;&4cQe2n`Jr)YYClq574#f%W zg5nEh9C%ji=&>wwBva9s;A0n938=I##9e^v&GUoROe2kHtj`Ewh)2U>*nI0T*h-rQ z&IXy?;^2^t1a~uWaDM~YMtC&3u+I3nq-MWSSAYKn2#SQ{@+X$*wUq1vPsO;*#uK-6Y550nw`DBk!3IcZU~VDMhTfU*28UZH-V$h$HHO>;!FU@5O%cSnFMQv z(Y7{Oue{{=?2(_Th(!r3A0WaL)xibE#ZXjv)M`$sZZO}05TfyL+yIKy;}t(d_t>=D zKiQe?eeSv(Rp}B0bGpME^Nq9*N=$znR?N-333=!hxVg*JUgL>5A*kPT*D2rM)0EPi zg$;ALqoXbfOZa^$waVGh3C_4ZSoLAnHcK=tl-xt{WVbI<;XHV`E_>%hp=b~cRM>^|>uLUREOO4xRM>+PKaZaWA7pwM4DL+l!?gsrSh5d3Z6XgJ@*H^F+4jCkxrZ{jw!IM%Syry6((k0GfRR{Y+p(F`U7thYSM zV-VXj{hMdDHa6gaz_8mXLhi9UA2d0s|2ypU>juQt92tRoG&!hdq@}eK)kdHGZbxNw z7bK9R31fE%tvANF#rGYPRf&t}qc3Z30FKswJL>R8jJ(!K>d!Cn&W;R|$;E@hbX=MO z3yV6*Bl9;$zmVU&HWdF6{javNmS&uQw}Ry}T-x9u@1>=RiV@T}UY^2=WnTVL#787lD+Dqm$iePxs;T&OJ_(&R4` zyzWomA+NZ|#pxTannTU|61ByRiBeCjw}=-`Q~3mrjafZr za`7l;P}0%vBd7nE4pU9NJtTYvp(SchS;NmJB-1nUhaTHSPHtbG@r)|ie1EK^uq5u9 zW&4nV5)97p@Dz*`FLvL0dtN&ucrHzo=}MYAqcowKx+u1_EdKfQOEZiE*c?}17TnHe z^wVc)dk?lf`lrfy1gH>0>0p|hhJi9#9XJKojx0TE2u4ct)e)HeF`tz=mYbUTcm{Wq zgWYJnYh3bK@8(=;{pA;5;-E6+G{1U}M=nny9UjiRH>M~&_!2kKna3E9Bzdv+u#BOZ zvTz}PNnAXt*Pbp(XSQ-k`Y~E#X3o^=VlnwUfTRxS4@4sMJayk?5~%n)yUbL%`qbsu zhq&LRNC>WtQ&&ero9jY~-wWgma^`2z2~6ohfudN~181(uipZaD;#1+-xU@EtiucWk z2oWQ1nFwfLqFcavGd@0EiZwHGZYb6phg(6EQ&atIE}EM2LxMRecf5V z%#^A0x-zxw7*+pU4nyfy3rs^wU^7P<}QDR`(}Jn`^vdsDlYes!AeaC~)C)42JI zr+l;-iVhs-Pwudq@<=k3e!zG~mH~f4KIjJWf((+RBN+bEdY&cHFm#$xV z=yx`9b=*M(UC&v&%eTvuGCE!?q5$S^!Fwj}u1-27FA;g|Q1M_Ix-LX)bTKkqlK?N^ z`I)5e#ZDA0?#ocR)=B z{S!2f>0SfBnLDEpSO!&J4#AC96n~1f7x+blNX79YxrpxXFFvd?;xgxr zehFkHX$%6IHP7H8F}pseg4 zV{%(Rg_s9UnZDx0IIS9KgVc8kP+JqjKAbK!Ci&RZ*m`+cf=~WGOjprKW=n3(xyp!y zH%?H|t7ZuY_3>5K@1bqM6Od`5HT=MjQ+oN>{RMM+aG(|Kfa4B%uqQG-R*iO#y~&|A zU4Eg=NQy{}-@u5q#g|9>$*-=56^Rktt$y@c7h7?S-)=ReEO#60f~1X$Xr9E$DgZs@ z$`PLYk;>GV7BoZ`75(ebn#Etq#Y>_*QKPT)XY62N>_&W6;Wd9sa8L5+nukod<;BR^ zYeLGOb9|;Rt$miB6cUrGuO1dkJ)*=Nbrt5D&@HLVQG2qH-|{w=ZIjA);{HoHR+mRw z!Gmt*-juJ?e7AokVp?;Zo~lwoMm;v7!NHV&{*mmUWUp(}pjE-a@5r5m&mqdWFl*Wq zc{6+r@Zn@ObzMU4~o9js2cL z5i%!*B+_lA{YoJh^pNR!n{S|It5>iq_fFc}l91mHWDS)fS@xGf{f8%^{al(k@de_zErv>iu zWEU+TpaZYRj{MsKM?7x_Q!$d;+P`NT3~V203rX6>40zRf0s1qhrPT}P5`vWVG+9bc z>JbYoD`d_dHlx$20KWJ|01YU)S#*c5bfoBE&d;m39OqEVSXx>FrzbE9gmci`!XiKE z6+2_43QTK|QQBj`ATNW3Dkb%^wS- zMirp@%-diSWDbDdbF$0~UFAl7!n7j`%`0PWD--KMGO!RbsIbHlz>iC=4MniQ5fcq0 zkHuw-ZrZ@9%Nbktbu40SCEdpR_hE*Ko#fwU_$!L^T`s}nLWucu*fxwc#qa#^U~WlS zQ_;Lj} zq&DBZrwpLOrpYyq9vGxBhwwh!=)9SPB{PoUz69eELVK-{NzQ>|Dl5~BfkPug%%b2| zBo{*hw0lJSD!4Q(R*Ot@k{kQk+iwCsec;ydpe^WYK%2rlpl!fg|3tC0)m!<>10+bE zkTNzZ44cFbaw&chZk5GYadwYDQ}RBTBirA#*@E+4ql#kT+E|6P(nTLKZEsw>5x=E3 z?Ml%<%=zmh9aZJBN4W!=o_24GR6E%m@>X?V!?lT!8?FT^^v4uNYTr3sq)VOyUURqTsgzuf%SG;}nykam0@)H)@0dc+LORet{<|4<5)Lb7 zRc$0E${XnN#IxC3+*EMedB2IpCMRS0K)@xdG(|Wa+C7&6Uu+y4tvSHC5w5d^eZL)c@J4+CRJtn4qH5_-NeKAR+kT{|}DLjQdB`Qz@Eoh*mndp#DB zk_mLfj?T{KUdF)Y6L6g6D0J2L`#UAN)f>^YwKe`54g){z}TiKjRoAaL}BR1bE z-{7K_PhPt(g}iuP34VLK;mK^BKj;y@5u05%FUAn)c{tX?LJxZ=p96MDPwAs$V;sxK z*~owNmOvC-_WKL$2coE3*nB=#z66#L-zK)&*8BtU=TZOe$J)|W?q3U8xFyo~COHBA z*5oyy-25ZRm@>TkKmN?6j8a&&MC(Fs4W6yH+97nhb<$DoTWKYb!@!A&V16L}#^%R7 z#pmapw30sCh)!iUcQQs$jI_5W>mTlbAl*FHG4#^f7~5Yrs2Q+7n*m%^=O^j=A>TtJ zgE#+{jx?_uISlEX-q1pO!cC=%X%r{TwH23%W6Nq_51bhx- z;6@N~v_z|;;JqME#4|9IG=`DFfy1b1hzGAyZTWl=C!3+=LZrBgyb~7N@5-c~{%L21m9q7g@x%U+& z19vT1{~^pTZWS^=8Yaxj?Sy` zsmXdjlYa+f849#nhi-101Y3xW+HB3RBy8W~1Ld@UV5|1DKcWvg2RtdOa$L_%b(LMc z?^|nl5rYQvEfQ(mNgi#-3K-CUUSPW6xrb&|W@huFn*?&8ru}^kth4Zlh-Vpe!U$BY z_`Xuug0MA<-H*vib@jE0owN^NO0R)Exl~?m*g&)0Y^D&ng&LHOUrOcqLHt7XVCmsQfr0+RkowyKl zAmGn0XpLAv@WIASfg(K@Yw1&AL6)uB&B$+1$^ox{3AZ2=doIr=TMUWo_H9uJLO#2Z zh7+>W8|c}7hF!s`x8b#OeIczCJvqj%<@t7s#p2&yA({&7fKFBmJnE{mvlufyVD8~d z?s@DMh4aQgF0jO3=#j)L^=bNJMk+WHVu+@|j40;jedt4o8wq#QRP<$KQ3AK&Oj6U> zaxJ$kM>+&^XWsSdXAANtd?&H;tY=8W&%C*ap(TK9iPY3$;aK5>9tu;nu!sSV;c9_h zvRKlc|Lr5zQ||B)W6?5VQZdO-bA#S>)py^hJhLz(2aLes@(VgnzJN+?m-3Ueovnn- z?Lq0YS*0o2#>3p$RPpE4IXP{;1ghE++#b(3iB}^S!u-ik&p(KW-`SYux@HxDpoZ4^8P)wUYtLITJ5mnO{i_SL`@P~ zGz41St=a`#S@vEr_WRinvv0Lxnq3QPgi~Et^tTkz>0oAEi51d_KP7~MN*<0r0zt#w zSf`la=PR0#7<8?=TS{Ot`~$YW<{1dI^KA^_<}WEuvx=jT#FV4@Bptym;cHA{r z1uAQxI6Y8NIry3a-(9fNL4`P+Mf&%~k%W`7<8`cl{&p(D$nwLUJor*2d7dcXU1=tI zM>|FGc->_f4QGTUSCF&E&&99b(#0<41NS%izoaUKa^1BjE8gDV>N3k}qgMMhGfmx< zIl46FmQ9pWML7oP{c&(5eua!)&CXVf^rKXNR_Rc)(1G*OMg-zXzpvEIf7@^MH0r0- zNG_~fAJ6b^8&xJnS#95$NVu9QGY>sC*y|WWDz(@9^CRycn;@T2l%JJbR-vF1{Y$@b zmpyaB$lF&0L1f`qpGU`gY{eKmC|TjuGNd)FnHn3xcp;iJGA7wedsvTBe40O>rtS4i z%%-nS7h|WfeKlZ#r;<%cY102`O5`~F+@hT@P6?+Oid#i@?lqnZc7hilaNQ=~n(6yq zjxA2bN?Jtxg-v!-KiZ9Nyg?uOJk7eG-Crm^o+Ly@uI~D-uDtvp@!Da8NcgzNmulZf zxuQ>^d5{yr2kiaoXqpHs;5TV_S7oW%XZ^JFTwW*@Bsw>YJE{>TI8d zQ2D>YrK`#IJSOaNZ^IXQVZB@rnZgPE?kyuiqvEA5E+UDVGm+T1oWt!-OL_!$E{#!F zCZLgSms!i&W*}kY^V($J^^3mt_}C`bxKP3i=6?_^L#RQ18s{1H;>%EfPqV2$5B-Wg zPHq0XgtqnAoG8@ExnG73R(s89jVlNmU*2va{6|OqSIQ8-K4IXxlDe;GRrj6u+mjgy z-^l*IPr~0X&;4R2O{ZOD-1FbpfAkE!U@5U!JbcE|KtxK47Vp@vt2v7ue{k6ZY{>Yqy=;^2{}z}N*WW(E z-@sRbPzc>B8!bCKj_M`W7d1ARe=<`t!@&0~Ha(ro3lE_V$-%`vF$vp}LC<`of7$3} zWd$XZ|E5F-2{lGbH^fN6Vgu4{(Kh@GybE%$dm)S(0x|skk>c76{FLsXj{Va|1V&RS zf&yPoF34&gI2DleW5rU>um0KQj5O{USnkY@ivSCr>8xRwlQT{BRQx{0wKW3QX)t*Z zwEK=vK=3MUY+~G=!wCsiT#!vtzpT=$%g#7TH`cKM3mEP`=88aCK5pw1HZie!*u1}f zdHog+4D$b|&?p4aYFPnG$Bv3JRxCsW`L6Mb52^jd2U8`!<)GdpUfz-u`0Xz0>h%0Y zSG;8rMSd-Z;yKvlni=@HB(wfn8e{>f6b~WH9z_+=;__tDO@lq(zDYhmDoQNT4G+_4 z4sLu``Lgl<_|3!WKV363p^e#FxPV1bM^w6TM46V3R?0?!8Y`6SD@5)VtvI_Qg&g`d z27@P0UiUB!*VfiTo`|DeBr_lI4BMM@{mvc(DbmI^Mqu<4i@*HKas?~zbYp^8mitzU zK~o9zF$UGZxcJLHi>60%?y;;8b_@ukgf?N?%Y}%Lu;8~AOGs#mKMzDx$Ub;50A;x) z^)B#3ND`EfwtxBoAi87ij2BhM+N=%)2^fK=YaG+tX_A=@5prnAli5w^iKTVKLlG4!Xc0N7TS(sYy+l(In4Qc0=IA5g2Ue#(sy3a zGe8doo1xJ~F>tni{%5lW!V7XF#kjZ}Au$y$ak`}6S1*20m*^Q9Ni2ZGJq?9?$QzcfupGIEHr08tpTEpF6YS_U%oi*n94Xu=qOS}(PM+{PZ;Tr zvYVsU$bLGeXzgc@;UZuDBbE=h;rX4kf}0`a+dP1Tn2K)_2(cRE-Dip!h(gd-pi4lr z?GT&9ZX40}mr6tic@p7aVQ*i9R|_`z-Fus0HSY*nZUT_agRx{T#L)7pJg~;~&x$_Z z`!rY!`fgTDfHxtVBd~_qs7ez70`Xq^kQgT=Ckv1=h-}+^yB=2-i(s;!gVJa2`^H$8 zuhjnj)2cI2OC%>_eDdokDJ*;xhAThB&4x)uNB0w42J5}OjKMS)#=)Yi7v^Qzu$Dr= zu9ta$zMP7*lwHPn%qNCj{X3Nif1fW4Hoj6yfy5{X{{A&sx&qrfhj>S@c5jgf%C{i| z(zZ*Puu>=2w<~!6{BRyWANx?Ec>@x+nRS-OA1loevs<9IBGawfw59e$glNr4rU_G7L_RSUM zwLT$|dtfJEps$}y3?4K$ZA4+QR$WDcn+`#Hrlwhw0lZuW)xY6L^xLXiIk*X76Uje6rn8G&BTOxmDF)Ol)vGwXvy31s%aoB+8Nr&@HG^mXSKsB~L}Q`6N*lTR-4iX<_*OX{$FTUK$7* zP8?WW;>H^CSFDodB8VyX|C$ENb6Dv^ojP-O5Sd)yxocWJ_{%?=zXa>WxUXe_chayg$+j<1?!r zGl-lx0&WK)*j|F<=~&i~^9DCAt=M;1`vTNtJ0Scj4GYX}dW8%?yatgTcz<$*Cvf#3 zdykaWP#yxQLn!B&L5nuDok$`9B2t{C!yD0_-x`i*Z7Y6^PJuq`K8tRPA*C|dK;&(j zv-HSHc(Q`fT>f4iN*oVOXsC1?W3TQ_J`G|X*UGLO;nOG|g4 zP?(mPr!hYc_Y~e`m{*!+v=+4JhKs^z8}h3u(a^hlak~Y*U=vT`j9V_{C8cDaNJ@^ zUQpVNf#J4+#jvsB!GMCL94?gr_SO=7x6uX_k8{Z;H;;OHl*!*I(0Z8zAxvJxh3HZEc$|fW&Jqh^%t?%giX@mA|f3nfb{E!d8|0f+!vJci_eI`7qYf z>l;YNH$7}_QL!BNb_-Bbstkdm@ss4Vef?(A0Yt79U7mpk=E;p0P(5s(!^JE?HP<6( zu+XBXe%A-NnW%I7Bhb$N1+MDW2e&?Nl>Gi}_l~;0N2OkX9+ZR^$Hptf_nqV&pIy^V6OH&z6S8+K znoh9I!l%`A?&9e92agx*qm-t~%t9u=E+rUXrz3RF+nR?rUb6w&l&Q_ZDaWb|@MFEK zmo?aEv6h}_WZCqAh_3f9_P5IkJem1H@WijQ8DpQg+J6P%zN8^Ol2M{eO}Bq z3D1^R{WZ!9hd!{Rtox&y9FWV48Vw{s;{%i>U5<-Kjfc<*Jx%jM>lpjRK7?TpW|Kn^Og$T3S)TD27*rT@2uc}1a}k6zG!2mXS#w*r7I5#Ukll3l!&@jI zXL58uahD)60p{W_XXmz`8W5UCh`z|@mp*v($JmTnYYY+rRcrVflVw)BuWIMrA27Yo zd{?>A0-U)+iuT6yB`!Lj0|KPckZdEYB~X4L(xAkar{bX`SoM31qvm7{zi+e&5o&f1 zeI(Fbz42*Ar}3tY%!f#l94!#|)2iC-z0LiOY&@;JqVaRT7ar1BdBx65>SQs`&+RQv zR;4Pi-O@&HNyDL&pq~8=nRmh51`t+99Wjlk{rEBVqeRFFzj3i(udE!t{Fu?G2xGtn ze3!wm60rJ~m;LXBiGs!!+RY&*myQgOo=9>Y^H6f>nj4ZmmEABzc-_8<(j)i1FJDw z*(Qor_`^~5UEJnZERzxHCqap3;*OQE*zEttE5%ZJmh0{}5*ENk-GxsAV<~qEjnOSIacMy(|Z28u4SUPk_}Qm&;wJpyhW?qte!g1lCCec2l4To z`0+Gy$nx2ut;}!dDZ^h3F+fnHWvR=_L9y2W6=POxhG^yo`hs7xKps#fCeN;w%A(W4 z0nIlaUSg_R4QF*EVe>d1K8d^)02Io*DWT6B+G;Xx-wd-+?P!v^E}>F5<@i;KSo-Ad&ALarvD_EXE-k zrE|IWCP1NuaUfvjRUyS)<9l#t`z-_H;`kZF$4JxH=?F7A4~4D0%~%Sxp+0NAScXD5 zRlOV|r*C@Mm6-{HEsc0l6GHeLmV~HINjus>>+$v+-Hno%ZGK-?AEunHTNQc_pgjt{yxJT*Qt}IzoK%Lfx8MfRrxyw zSlMwH=WPl8f2DnORFrQNriutCC82_ZfTENrNSBgIip0>}QqqlxbcmGF(%s!6Dgq)Q z-Q5i%Fx1{Le!G9{+1+!NKk#^Fm~Upj_r34E&wcLm5Z5@YU9>F$Q^soqs&-T@Iep}F z8LT8PEt=&^J_+Vgx;<7?BX=7EwY(|aO(CiGWlgfZF@_~cQ$`g~>ZH(HzsQPeCGuak zgtN${HBIsh)E&E(SyQi{`Tbk9TAYQSwu=4 zet5*pR!oe%tWQBo+LtbMRWyy_UFPnG`R`cMS&)l7R?BYU3IA8XGFAz;=Zfvd+#SRj zm|N`-NE}h3M&4HJZ%6*DU`a??{oGc64+`n`JuoA$QkQ5!$IOhoeVG==23<(AuQ%`s z3Tj#6ci(2x5EBArFei}dfLb&tV(}`D4ha{2E3@ejzl&F{UQPYvd+UcL={*fECk$>f zZ?d91N*22w-{xCCO%kj>+or?;*Ob!~=Akuf^;80t9M&*7SO~qzLV*z6=&KO54kz93 zdn6pJT#aWrv>~l#px6siH>ala-(MGK&Q*H0b~^PaanC|R`KPAWeoqX`M3nmxH$b!v z3yH2o#Kf0B90>6HKVV}6k0LiH%=sKvH{Vs;T2SHi2wusSb8@Q6+hzk|atpO*9pvNy zz%CYEk%10nkuzWwyY@v?=G)nvE^>+@NI$=p)KN0CIQkFn^$#J@Q5qAeQ%YtJ1 zJb>60?f= z_)i9p#2}-1@2_(Objl54iNm3V`Dl-tjEIA5V>2mUTNHCb&7kHV=qciMW$Xn6d>o*aL zrk}Kl-nU~-!e!|@=WcQ#z7C({-#J2m@h@`lDY0?TgAc!x!rwhPyE|TQU+Xdk5dOmx zaR|@p%X8etli(&N-I<6Gw79d@mAE^d_ zs{wflq{z$58mxc*uEQuOH1L%g8$yRh7G{S4ehXy(P#6DNe$?c%NqJKs4E;^1tV}!{ z{6QY*j63O4$@;*MO!oz+>R4CZ(8k&vv?pf}wzq>*n)%O^nOj<}12r2Y6;~48r`@oA zY-hI%<1v%OqW7^j6HKx3Li7_*IuF|*?vH>sQc8RVCP(DkrPj12d3}D6+9kpu66w{J zmI9#v&w8qs_cwa=8r+UwUW`~g^@Sl?-?7h#Kl(EMWP7b~o8UO*A&4u`p==bJoNMzmb;Exto$ESIGr3FfD`o*+Q(P>l9#-O z1l-7E@8TB++jBsXdVkXZH-(y4Wi%nm>JT<_SKMZji~C0QFzxya6159fQ(dbLwFEM; z$%!_OWYXI#m7{ESi%)T-xCvX+Vho}QPaq~h?hZVqTRwlIH|%CMQ@AxSAN5oWn#XkF zp>Dg~63Mx0@mjZtcHmQ@Y4-);QH$5aTAa>Yt_2G6@)? zqS;-E-{WJ@H1sHJoR3$d-{U^m>=uV+d{EY~IIox4n}C2PGBQ4)dkx7S;tXkHzEF$# zEP{tAsE*AYmsJ8d`ygok`y*AxjWi>3(0*_(rSe@iAt}huC-pWv_R)IvPm{x+)j+xQ zO5JpcE@47SO2LEXJG_JWt>L)&2~~I6*;O>oYj=0&cvL=QL_ZT70Z)T#eH2#eqtV=04;qrEV`rs;4-NmT%x<-qf&_SNf`M@t`F{f)PIGgtV^W2+b((nJ8>IFh@vg%Gv!CsN% zw_hI}Qj%Jl5QmpL5^0J9^@%F2jl?PiLXJHFx}A;fmtF*RV{B zw99FQSuzOkSLO;I=K||AcgXuAP^F*RepB^VyS1o}t3XnO6l>hYq=g|6cG1kjx|;;Z z=&!LTEyJ(7^c~mL)DzKpIQkpG!AA7+=Sq$%53N=6@IWyc8WNJ9pZ`SyxEmK3n016^ z=|oRq3f>9v?7gqJEg=ixr!<1SEXbsdd_-^(Cu-0!jBV zzu4_D&}0SAglEdiz8D;y-^ea3{99JnX{n>=0X_G2(11}FpmRXt2uDo^W{k-q)Q~V; z+gq6eLt7@@9#!LN%8H71;HeEh1$R8;Khob0@b`bY*g|7MD>c?K=Moo#?fCc?m?v{_ExFoDIB3Lz4_uVpkP7QUe3VWol0O-jW4IuM)U$z&sx)Qe69j$HD$g$=}Ie zr|uY1D8LENbrW31?Y3GM(b0zn(hKZR_!6Uzf-xW6=-SH~2hU6J2h-^>xDxN&K4{Ka zoHuP;u$Z!Q&=zfS0R5R8XxaDXGM%)5wFkv*diI3avFGMqaPwdPFVUIIGVC|dQf>4& zrgENr3mS6|o1TxSQ|=}vL#qNkHX|w7qhTa)KX8R8xvCHoqRza2miX1pMf5&}9qw{{>Lu?$y-4(rofdTC*>twLS8)wusq&-G5 zZ3M8vN>Wlt9L+Hk?@qj@^c22LZI6RFpfM#M7AvG1)^#^Q#fZHb%D3(W5Hd`s>SkZ_ zf!-zft?oif4LsMB;d;cu<*6wUqg+zR7(HyJ{@U`@#m14+;ROyP#UMn-pWyX$L%%*ywOgZUTZHew2HIPq6t2qNr1(^NJ z%+d#3tO_scE?E zsd*ZIzdiPU={qJrD-mG(Hc8B@f`I1sxSunnSmVX6i}xkh7hRsX@x--#-LHKT@gw|e z@rNgu68{|xf?>*Q$344m!(c9qcQ8|xh2562yy`?zFyKcRrdg(G_Zw*@zUY5iT!g~k z@FG7&_cRS~-OWvp8zxRLH0B`^_AmTBsrx&=`P-wJX@6oJ^ZEZsb-$^(f1=}m5C1;~ z%-<>ve_rr^uVz(z#-TPL_9dZqzn(lz_VeG=J_xX9%hn=2aGC{IG*?07vB3F(oIhhWr;6?B8Z_|;G}&v(zMvnT9_d|F7ElWye~ov6-R-jOx(Zn2-y7=(DN{)Ag%YLdwIqZLv(U~QSnjC0ol_teyK&n-j&g2#rb@f_`iVU$8P|X zxyiOupc3N88=(^?KoTLIS*=aM7$|%r6j0~^`}i6)x`loO4%sp=bx2K0LZXv-jc5P^ z)L(Dn{DN*{OuQ!m@sR0S3aQoDF=)YjBLs%K4I}J0%!YXdU|`)WWBG2JL{7V~p`+!@v=fy7W#@!vt*iUl@kz|y z#8KbZx`~DtvuhI)afsEBM#@iQg3h)nfyZx+D`t?JHCQZc$_Oj|TlaIwYqqzp-rlv! z4BqfT$We~5FrcvXUALuP5)z?LXQ?yqkeNcq3_n}pmMXm!^7qlsrZ zO~KlH(+REI2QAO+JZ#XSxQgDenT;MGKU_KCF_Pvo1dONHapRN2##27#iD$PHWwE6W zARp9dxuEDNn;~%*KcabrG+U^1uK1dF>z=xvrWsrkM@=8;mY%x53nbC%RY*HMShYaiQ%52^ewk>t`29ka zU}P<@dOFw!ckDN6x+;yuZ6w$o&2QJ%$5tR5QoKL2udv)f;TL)yB#CUj&_%H?w%fhO zv|kBH_f0a2XW_PrcNZ{u_%4&G9`CxZ;IV;D%8D%Juorr3Mu_{fK9Q0dDbn>eKiYt) zf~lWyI?UM5e~+Ozeh(`LkgFts0#zEoqcJ6gc2%R^g+mMc%BG&-&P8Fw-`Br@J7vEW z1Ihkt_2-?=(68u8YzFFC&;TF^HlmoggxPy?yqF=EI0{P)2n!wY<$A6jZnhugQOwYC zS(~7auKl>TJjLOCD0awiIv>sFoBmh>_1M$e^_}OjCnDneN+k*Nu|(oZ@wh?6B$L|8 zV!@>mhlEE7y6-h9haeJZ+TkK?YRW)(yrW%|T>gzJd*hQ{68k!a^9 zr+lwQ3SMs|I-hn7?AMSbsaIom<*PReoUSa0lmAK*RM1jYG7h?EYu~=POn2dSj{{me z(O*cnazxV@hn)WGU5AwMWd(~*aLya*gCqe;v9Cpze<<1DcH4k+z?582edNXWotk!h zTRntGXa`N`VNSBhTQqw?N2=*7$N|71-RBX(tXDLpj0ni;DM(;4!IZauaQN!GF|o{1 zi=*5fuS<`to|a9lv%cUkm6L?W`D;qf6&mZiSQ}+a+7VnM~c%|O{ z%)r~G)D(uvV%_REJvnU8`K=SwO4+2_Enau)MmpBh5lVV?VZf;9LsZUHrD9&XqN5LW zpXGoW#Ko7o;p5PGLGBPBpI>i#6#{TSA?q%9_)^`v%A(eri--_aaLgvVw_kImJF{-r zlozqnuQu6LmyN@p)0FmPnDE-Uv?n`hxs!NW+8&}C7Mn{_oo}8gcT}ddT_MddWBN%l zVp}0}YNIkC_@dyDx*NwtTV6$vYqo0m9z(amm8^dLd=SzWRG`wg4bFOmQ4>r#v}WUM zQJHq<$kt688Q^-;q&iHC040??%#3s?+Wc6t&$=?Tc9B zjdB#eyMEg9bhNJzMt?S^eJ`A!7|%V#A!!!#lNv!(O8l1R+>#9#HjiZ=nrqE$N+w(1 zh~=_M98Y7>s#6(Lq+jAVYxQLxRqG>I?v}-kXG?0JqNqAH$}bV|FEI{sE@(a^7wsz=A-WW_w&4*U zqW7-dp-n(u@T$_jdiYI-`lm>5YO8CbtmNXw9S43&D{^G(h9&sy8;z>BD2zHf?^G)i zl+vuEeoR=l@@!+-+|R-}4wiUAs%9XDr@GlJpR_8~j+k4)XsQY~_2Anh4H8p5$Shvw zI>%ksuVymv#G4D-R6Y1R4NLXJxPU&AGFeT;iusF$*$@64W`Um6xMnj4slbYFgkot@ z2&(9^Ot+B5j-uFZ)LiXP#l2%|wc&_PtEQ9MpRTQP{M_e#@mkul8wP8JkcyCGM2P2| zTP3bjH8P@iQv+VcipzCSkA2O=zS`Xg0>9kx0l749&m&x1YFeASNZJO<&mJKmzaJor zvJlD8PT3CE(I_!!g~%Teg0{-$N4w)Bd7e0nkjv1&S{`r(PB_=FXd*3P{QH$04(+6` zD>Hk@NF*+Wh@qRDKO=X{Pvf>P!K$K)Q_z>S=NPsP_uE)suLT(qT|u%&W;!Apl49LCE2~-ilNKTyV>)2^qVJ2 zcfwJK-}mPd!L z@hP?C0<^nqYq%-4spt|hzf|#H;BZk|dIky|4`i-(Q;s`y!HKYO7viiMmRv3@{ZOSq`93wJ~8%JhLt7L*i zJ4xD4Pky;doUXmW+Eng%>wS9vX3Nd;Me?_Wqs)2!BfAMBQEGSJ^(6-(=QM+scKj%# zukYF+kGB$1OG?^1sp|V8z#~C5?`x4qW5)sMR84>Sd>t2oz<#L&rL#w{I=6#UovS@v z(w{HuW#ML-k$ccjN<1KtxtwyZI#3ygo>=lWyW3HX`HUsT#W9UQr{=E~FXJzQK9GbC z&8Wq^3oy2gr5@|n!c#VOcH%?}u#$&KxaJ>AKQpmLRJNZXj(3wRy~>88otGMtEaC<4 z9)vappmu%4MEfc##D z?i$zhdVCp!(vNccnVpfHryZ4pRaQ2go^FZ9odgxU7{Tib2V^gvJGoXAX+u)$bKslNFOWn+=u+!P$o&Ep=1L~WuHK5b#PeEJGC zTC!PPa%5{dYW93&1>BW#FT)ys$~lToRBN`D(hb$EP&7QDYAnoLVGMPd^^mvEuKD#Y zxpa4e5w?Kj&jt~)BNjAD0CXY>YjWTzqG>qsOE-=s&~1s)&prb5nX&U}<)kJf@+^r8 zLsGW-*)K(Q%GhQ{WOrSa^HlD;{xYxTu>hBwPH3aO-{xh-{@N=tD%OelBPd7 z4tZ-(eKi&b3$6rtj6=Il1yQUB^8^S;f+TD>FV z(scq#I&GLAr|MOh%R=`=%B?dm z!+gt9uT_A<2%twR1+_nTLjl#vms`T?H09Ts#sgsfXyyXoFxo(boTV0OQtQinbe3b* z-iP4@-bPocd4=6l4@h)YR^Hu~0f7-X;G(U{5vT=F<}wc)1|^z^m^XVo5eBu4vmyFN zO^!jkePhJ#nWc^ciOpstYKIF5- z1+wF~#n-Q_*h;a30mmx$SlrXDi+tDR;)q#keq4H?5U2Rvrj}nDF6kqUY;>+)%K}iA z?2Ef3yS;6aJG+KhqMgFpHT8v__k1$*j!IhFW=MBdpjiy;c@Bq+J27nRQ-*5qLNkRhr+i9GAr=MlXvDq@{v{>J!&5!x~LC&bXBoE zdk1R0v>vgZ6v$ZNznFMdkmy+;JX~tOp%^J=PnpcCt@P%>k`2-YX*=Bz@s#cS85%rO zne4BqHWFcwq!GE@u6ZYO4J=WF6qS{Sg^f|;0|N;70a8Qdo5zi4ilcg;nmRtKRaP1M zvs>bx_MfYWSQRO^%^2@$H;kgTj_esQNEtAA`S?V%l2o4Mr^v*u5`GyQC%xQFuuiCo zr3n&=WHw^AeioE$*?X0ozm1wUh*IRp(d*utNypYW?4;+wyuiiimsfY%`P?!tou6DeMk76!e~HX3b3LnNEAf=U z&J9c6SpWJ_&*TM5!F$e3r|@HnJ53Vk7G+3Xx{(QQLAOHDjolEJNhmS>uO)V|)6Er5#-iQ-$R!UythvK`o z$G`6b7eJh7E9~dbgKD#4&xLy!VsZ*=4UBH8`CE2PX6iznzOGv499}&D%&CkGaE9ZE zbai!I=!mS-cUqs*RX%VQ?KhS?-N59 z%lFHrhLavDE9ShYm#+Qw+3Z!WSMKZV_bw;SLy{)SA0JBSv{KfRXm|eLmFje#e!VrU zv%YGLA`uW0FfCzJ)3BBN6u75KHgmDFJ(MD7-kC{Ny)i<@peLj>NWV!shKH4lF06j- zT!qfOdl%s)Q`8iKW5(mzm_g9~QVJ#2+SiwjU0G4rkXOkCJf?dE%Dl8J<03dMKzpS# zeswGRcwc9Kfj-xRTdH;;TFWl!#^SH-cKTD7_QuhN{ZhsT%VIUt8MJ%6ef7H+4auIL zdHul62q-^_TYRJ~WsO6OnHNUum?^w!F=kE$@ zX7ReW*^kqDTu#_3W}OkNOZutpBC%j-Tvr@agKxifa5^-F*HxZaSvkRzTo{J9XtS_h z5ZQSf*V;#mv=k##M4OJ(2G^M#m$)|$^NcWgPbiWOJZ^gj21d+upi!u(Cr=BaR}Vcs zJ%d^-Kt?NFn<0}$rRbw1+i+w>7#Cf;5YaX;I;i^+>sEO}GM^$4SGRfBcSS~{x*!Wa zTFw;-qQmqR6#O-)Ph-_>ak}{hnvv@hjT6*a+dC3R@9T<-w?HwaJT3F}ytpfB$(mu$ zw{G}-g(0Ze#n^^?u|Q;tAq_tL@GCP@%%-Vbzv@}ce=wQAu9=h=J8#xL97%P_$aRmp zJiW5Ub$lQsmr>vSGV$%;fxWgqtHGLP&g%A>nck9(H~2Nk=^n4RWRgm2|30@p$At7g z=8Q96aNBi?%Z`voB|UZhzlbF~h}Fl3HRJiTRrco_=mM=P(nCJ2QD0L;_0$vfHg+?V ziXC|z9#)obndDybcxB9J?I1qvF=R2K=~*ajI=Yp6lAJ7bJU3C{!oJtD$zoWxfos~w zg#9w?LVV5=&pn-(WZ*|{P7Pkm2N8=qhC`eDn2AtuR8OYexVk-`1G+z>pxtIEs;#OT zBm6@Np-KAfwj?uWOvlDjW)fAlMjDldc$$z-XV5=P%_br)b(i zueZc+>B3JJ!=yYi+Q@kOshxrOO~LKvOMZ(vO!4G=mlSRr=T~KCrRMG>s^8`3d!EIi zM<+b?wRVqc2<7rFU;5)|)R`Z5wD&;>j{D+cEHF9jKdYpzUAQ?(J&~mj9!}Gw!%b%vKUv(T2m@K`^U1vW?7UxAex=+i=bZqe#_84vNm3W1= zKA4UQMWuTG%#i-@o(ht}-$rbY`>*nV6EPTAKgK}+Lx{G${`cSwFqDNK8a(vxzfTYb zAHM&d@ER-~;pfj2uuXse=l}5ue=Y=J5&cJhFZAaX{txfu|N4agkGE<%=XnnI%;ySK Vmz(NoSm<~4L`+t+Kv?J1{{Sod>b(E} diff --git a/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_decoder_en.png b/doc/fluid/new_docs/beginners_guide/basics/machine_translation/image/encoder_decoder_en.png deleted file mode 100755 index 6b73798fe632e0873b35c117b86f347c8cf3116a..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 133792 zcmb@tbyQVd+dZtHbP9-c3xaev(%qfX9;CZN8U&=fySqy%r34P$-Ccs@xAeZB_xX+S zz2o=K_c=MGhrmq10rM|$$)396K&sPdC1&ptnS0xO6B1CHyT=b&e1<6-CEVc{hG_a8a9 zo4tt{kFu!vzxM*a@sodWbhPDRWOQ+HVQ^t(u(3C1Waj4P{xb#(3q3f4-oee<(a@FN z+JWLfBZ!(h7~4Z^9U(T>q<=;Z5f#v zm>8|B{(P^$XFE75oBnqi|LfTfs&2NXjLN1CHcs}&U_Hzz{&O*ScK`Pq{W%fLhDX63 z0v5&4Qq;!S$;#B)QA(7b9Q=jB1Y*Kt$Yg55VajAkZ*0tNO3%h&W=3yhVroRs#L2$zCoaWTJRXA$ROW@ly=<9G*FLR?gsnOT^PQ-oPe^gq{1Svxoy zS{s}G=iU%-?|-jl{=Z(!BVuoA=xAfFYGY&hpD0lLVB=`x@WIBGR78b?lt#|b7-IeB zz?(md^v`z|HMNI0o0^E*+gOqQeabwL|78ZuoFXEe??lDem|2)OxR{x_SXkbPig2^D za*MHWak6uh|9h>;|MBGhiBNC^d;{D6OoWGnlY^a|)r6g%nVW@~o|&1`klv7$gM;3f z!;HhkkeeAiPGfRLFg?aULGynE(SHts$o%v1f3^hp<$pGnsWsS1_F&6=E-HQY1O~22 zO7xwo>)b&)qNmzq{iDJUQSl(kFJFXSAozc#Wx*Gc{90V6o?Wj%-|!2kOkugx8LF*Q zZdE@8)$o${nzQ&OuiUHU$E0AW3}c9d*Dv}SCYk#B@kq~b+xF;7>S;#mUB{(^hy9Vj z_JPwcfy7JRkH_`x40(_XS!CFde-8;qi~qj{p@IJA(0>Q{pK#&`)I0Thk+j!((+j+i(s~uG%isuHT!~FmTf6WMpKV<#N9$f;heYd-m>#Z4<>V zZ-_93SH@gR0ahX10NvgN?A`At$~|#~X^F*Ojedn8G1?T+|V-LPJ8DZjV|gGkIN(78M)u@f`x^pis;3Qm@i+lNQkwxwY8O% z$x~jkNAvm$ZvRX#txTeWD;e0QvvfI1JEz4PSYeP$W_fNtH9f9aI$o%dJ6X}Zg+G## z&B?-Ja;+%Hr9UDt)!^{m@5RBwsTfsT&etc)>I4c}3sZ>3!4s40k7wUXgMvMvZ$+;c z%<1rdhnw8_;p4B^$w{>&HVV)tvGJVDe&1@^+~fWA^6oB5Lf_kBDtN>XK z=7Q753(n(L!OJvm*|v}Cx88T@h@8~D)sqNhL|ZS&aKTgefBez#u&a%vV zUqWRVi&-qT3*=HKIMCv{)$-(BZ*~h!VW*wEaj<=1m{pZW#&RXB=nn350v8p@N@ypi zaDDTm_|8H)UJXr5x9P#EZC`1bTP0lp9KmDpE zvotu^N$QgjKfR_f>vnRYHLImEA0pU!yKY6qbAI~Sp78P)eBpxidX#rP0sA|z3F5oZ z^hH<1q*;f)lvViw{sVNuiNz((o6psYGySLYHI|d&%{<=v8xmVVyn^3+NNfhggO@v~ zNuHljdq;1~3wAia+N@T&X8=(X&J-iw(i7!}9ji zWG5vhb<)iIPCC1BAc3V{^U2ElfBb;+l3Ra?zBXc&0a zx3%3JHZC7I=PIkH95-(hQ{}%smL425e9ho~+(J83f0@%V7dpR=yV`{tlL3Mn#!CXsXMyS!H4 zGw<_AyVPHC1w@RU&U;L55fLNY)7opn=13*_uIoEJ0pG5??`ba!@e!`_e`BIA@oLHE zYhD@lh1-})zuo`7OiTyQvkmsXzYHZ+AKzW+#6_95(+a^O-@`#B{ppBQF096*WkQRh zmEQPAAKs32Aw(o}lD(_R4NMm=C(D`9C)|?{x!df6KPqzlg}pA{`HMiP6gtyhZ%Yhk zx?c0(aP!%aeG>^vvY=x+qE>G>t*>aa5EJEDuHQmBpKjYAAGiq7;!@S{w3 zM7*GqS+7;~fUTz8f#asaQRht~qYqgkQ&Mi_Oi5)g)z6RvcacGQA}oTIGhF!7ZAOwd ziz)W#n}WFgj+-gOS5#^@H|5oX9c=18FT5NG_6``*mMtbVJHQh2|+GH{&kpW`-9&xjG!XEgXo=x4sn=_z}l5)arh+Xh1|U8EbrrK2ez| z=-N@Dw5*h`)vHgPu0ABnE}+1esEBi;=3Q;N@H7L>>Bar*g;za+h*e2U)4am{igswW zUzCcyt;5uVb;Ck3BH~<+oyfMA@w(2j8K2{_s;1uv6|#}-!J^jBn1QnT<%XRq_81U2dH99 z7P{VFPUpWG@Z6*`P*R3JgQX&4vW?d$D;kQ>8{*T_(?h+4!Fi@uEUVe!*&IUtfvlTU zL<&1OHWrJ7gwdm>riK*yH~ucZ!IRLS-hoY@4Kw32Z`FvWx~AZLhJ`Z}cbb3^+qhtl z{L{Z>Rdaqd<+aHcdpEtck$dxJicje9S7`EvXK5k)!P32Y{sG6oaDx9E7N^*KcCm_>#e@nW@P)u z>-ixtA4c$T9g|Sgc8XkkrSBd8nu4x2!!yqNTZIF^I^X5rmpZUWBU9f{yaaXp zlgGPi&p*EXdD`@iBB*h=<(oW0whf~U0@|70ZAGtG1~IVVw9@jfcO6GQ0`&M_g<@Mv6S-bU8%xAqK@-Z&pXs;Vykl51Esmgys)v9PsLzxtZsUR~U-GzW*5sONG8T-2xw+)#-J+ z|1ufg__&4LeR2_NQxD}23XCRxy3~d*M~&6@>v$PmZnNkvoUx-QkrPzS8oOn$tA6ja zlVHKS>~hIiR7oOs6`9^o99DBCUq0zk_lFhXCd>a?@;K&JRxdfj;2TwnF=U~jFrF&Y zV!)r#QxnGe0T+;lK(BkT8cdRakxWa$ibB?BVPP?G-?m$jYVvrr*c$(WgVokb zF6|C6ai_GOqKetaj519uIROrbj5ua>hV{AHu2#Km^G2^A5=s<8S+NyV!OUM+#hY&f z<0s)+9)l^LoCA%a5)lDU~c74A`5G zmk$uvMqB6A$Lx#~>C5TB25g*QD>w5fqqW)Y=RMmb8A%k&+6PGJqQk2Sr3ff#58sJX zj(*?~;SgQiQst_8*~0CJJ9$67QAtO=GHCAlf_JStM(pXVp)Ix$F!Io*7-)KttonqK zO<=mcN$BV|y_6jt@zSrcsZW(&-0$kQt{xp~7DU+mI({B?_3H2+w-}-?a;i0ul_-%` zW+73b6Ek22zFuBaue@avfeBqi#!hiZqD%@^PvAxD4S_!yon0z7WOuw^P_|Ut1cmtNO3H_@G+|^YinP^Hf3@k2SYCn|Go>4OhUlWuc6#ru zke@fV-YFRHU41zp@lSW)C}?{_CUarDXGzWbhOk`bB^Fk0gIbzgHq1L`4I6;QbQNam zoe$@x^*!Vq!)pdHVrt6UDAEXK4%NawTN0SPd|@9*k_9a-t2Oc{Gx0e^Sn2ArsxO$f z2_ktM4PzRkzYf4fMz=^3E)uABAz<^lgHG0Ebsf zZ^g*?V0@>?IVwf^j{cYpMkxmDY%^|NP~UuoL;5Ps;EMQIe~?Y$>xjLCp)lKMqUKr* z%P({;i}>Z%&xfWZMB{xd8-H4R_O1++2MK7*-+Z9OpEx<}YG$58Ud;3{_@vk3EJ*W| zy!nvMI$SLsm7sA6BRwOYY?Z}Q@OB%;4X@hEfVpL}KDKMh=0|K~L~NE^e!uQ+9apN= zMC0@;fr(>P{lhV=&D%-2F)&GxixoIh36XFoeY-AMm##2zLc%ds3W@Q@G7 zv}z}+L~#2@Ml|LpCnqDrW{1&Otmf*h8}~O84H9;+R51=x_&t6tG&>019sZR#i|T1xW$pl=3uwymf69Yd>-cG0ZbWzYLOmIbW# zHcMQc&2cij{bx!I@~;GWCf2?ATJ1|OQ7tqoTyW14zBR;W)6yTOeyZ4!IWt#Zato=; z>vyHw`Uilk=ZtIDgUua(T0VEXCqgT+AA&Qd`&0$ z`q;0vZy^S|(8rAWHA(^}=APISOHZTAr*~&N2B_}~)1J*YQ2%XOp~FIyA;LPfW)TBF zGh<@b)>e(bH=wDzU5rT_x1GyNQJpO~jNpaQYgP$$NuUc{XF-W+lGD= zudAeGALl++I$iKF;D4a2$nxe@qRQ9Ebl)rHcG$|&l$ZaxH(7dV8ie{08Lt=;VBedP zg5RA2|5`#7FRd$93wI*iZTM#CKDYe2I%45)OP}`GA~YtO-8hi zo4hG{o?)>KqP9ctkfEP$v1>;@kAe|Tw@IfL-u(z_^{K-(zdjhTa${dn&&j9&El*LV z;Wyv8xviz<*g*4$!IY~s>s^MxsdycJnx0p|yV<=>q@n&QUTxhh z+>$I`4L)XkGRT95@$@t1`0!J{xit+a89)(5AUo{pEt6_|D&ccDS5F&g+&YxPE|Xsv z6%}RB;mK_hboi?6*mIk==ClV(A+MmoVv0F|PQ5IN&#fjgF>!IQ{c6dB22pHdV~=Z| zmf!-3m4`Rw!?q0+ z{Bz$@`!QjWR43wAWh60a5^{Oe&+q=jj&a}19=@C_2>SHTw>F>`jTU7+KJM*%m?SkHXF-0nh5UQwepUs8yMlU zH3SSnex;GmX~;o8-;}>?yw4=r+(VW@LUnT@KbFo?Qx;_G6QMQphIsdE?{4mMZY(-| zoImMhaMr%mhn-gTdP4A`;AqJpHTWpCW&JpuEYIh}a_;Pwv)JY7zP_&Sd=0?KWBb-V z@6DaPhXGuc-WtqCkzS)C3^cZbqXlFQfSjm*8qwLN?F^5VWpn}#6oRY8>6G!3wzjrK z*0$3=0_naGcdbtE_UxfWmu31EnCE6A84<|uJUkcN)^1lwOg@I*uN*VkjL#;l_rE?h!x-OmTMk(irb=oS^R`^W50L zX|g33L#!hqOx?2+Nt5$7os0hNq!*u`*KD#AgN@cLT6it4rMN>84Hs#+kv=gou(5X6b1tkNIT^09qmfYV z#}glk`auW$&4xnr$u;YB9k+cyYP-qlwKxPR={nhDkJED5OQ_*iovkBc-Osz^=*3CM zVNW`3%tutA_p?H-vPN8HgQG!34=?UQ#Y$x=Y;3Yer; zhyDQ2$Cm3f78DkWPzvb@v6`5h&!6JxyFEAezCCQDa>;RaLs|&Kp_}mKR}#e_R_?0` zsC#$FC2XnN?#@p8y7$-Y`Tg&lEYwL91jv6&G62M0^gpx52$caT~m1q3N8T+fF&Jw)}t)9GVr z7Un}V%z}L3AyR(#V)@Sq58Sms`f%RvCXOFHjOou(ATD?~l;uu1EQTZNYkA13KN+`7 z_~@T{yX7t;>}J^-gM2hs+`WRbcu@m(BYm z4{Cep8FJ$cm3PkTjg5{T{62S9GGR))erKPHuz8yfzohu+yJ#o4$J$)(zBKKj2uRar zumSxk7moCR=6CDeI+zsR&L%kaXx+y@y(mfEhLa2wUqX*4XV5vM*s41s3@v)7A^-!5 z*Ob9&hl}A#-k5~}u&zmA*qu=6=vOo{^S=5F?;A+HO5pBPrNIb;c~(KgsjE1*z@mO^ z&6&1@L3U6&m!bYcpu9!_-S;qh>*joDO2#B?t81xYO>D+E&eFrm1mIh`&08-;iCRjV zTfI43T;TxMi}N`Tvys_!ATA)_8P1TDtZZ3HiSl?gASfX3gOdc8&j!?=6BrvALC41@ zCjq@R$Y4$oy)%k@o6#+GlIOsFFz~*U0S()6x{Bev&a86LB58qF3MPG`mVj;))rBJE z4HhDq7d#^Z`_l6@20*YJSi~1*dTR^LeuiuL!8*cszLOg@cXS*|)d|jvcOubd!NV74 zdLfJeNYnd}i;D|Tb%nO7{K!OtgeEVj#Ks2UgkK8B6tj1%udO98=*@|I#K920q1?oA z0{aD11UBjD6Nd1A*xksZp67Txq)uX>U?U>23}?ti}-Lim^8&i=_JBS$lWK;{+o zwCy=yyhG@`I}1ae;;2JynyOz1@i=O{8Xj{ingwU9W|F-|BMZ17;kgQ@7RdBgjxe8G z&gIu|n&&lab;GX+o}0L%pNH(repJ=)7C|8EaRQqf0}5}NloByc_SoOdslYkdE}7cG zFvC~c&O<56Tduu0X~A!Y#aEQC``hg=k`b2d9EEsUCJ9XsE192gDJV@YIOh`Je1e}f z^&qaTFJAf*iEpaSJdTqK7nd9UTHRG#`!@nj4qBZ?8|+ z`Pc5-1%lwB0fU?z9c}k;=hoC*p&2n1yyX{!$LoC1WVa3j3oBNb{B4}=8B7n z{l2+r(SYuBXI!gBsOjrh_%Ls5*m5i4(+LO&0M^JD4oEscUdc0fio3V+&EKZu_g1z@ za2(xn58ey(vixRlQquP~7rV=CS4(+f;j*P_Ct7N1@d*hDF)_-zx(6+>@Y}C`GFYQo z1{{Ap5s+hO>)lfj_`Pv|waiFQe_6e@V23;M3W}!g^Lx;s1K@~0N=nyI^Ri^qrd-*& zZgDB8e)CMP2Jd@!1eD2e&xWCgylu8xaGw{7Fo z-Cfy%B_XfRHyAIPZc6>Q4gm~e&@S1!RgY!IvT@hIwwX4K24q}1Q(*<-6e3{yx%e&w;TIR=C{Iw2QE!#pZaKmWUG5Zy3z%*@P+ zECp6QU0q$U@MvFKKo;xi?G0^dpsT7@2|CtqvR&QikKHK+(nGqSPsa<0^#tU`&0kGT zZ71yZ*P#fOY#J9c6O$tOugJ*wzOE4^ef^~nObY9!Rk#qgVKyuT#J~9nN+1+9IX&HN z_35Mcw4Tc!y}>(sh?r5p~*2d@2L&VsanoWq&AL;hy=H~X+ z3sZU|q?&|qF8bHx{gLc$UBtqL53{NYQIca%Dydw;k?Z3<;|tug-(Lx=Ka@_SFmSx| zN&CBQUmoNg92~s7+Vdi9S?pzhak8;-B{xoSzMrx==ZtXFo^_spP+?Pe=}?g}H~YCZ zorHi0eOJg`Ql(v~Ym)*Ykby#X2nH)+RA+g6$@f57l`uR>2Wh!#AF+P_{L<|)G<-Xy z`FqO@L&l6}1G9xhvj~ri!q7Rz_}DU`FaiWu9O$w4@|~BBxbyc@rWZS^s10*{N=<#^ z<>x!*14rafJ;{U-c6k6s5WY#lHw^lyv$wy0o2^<}R5bc(oGFuIUoeW=C* z73lrJ$<3{qN`W*r6G+2<#ob!6k0=);l%JH;)%yy7eE3(7?a3n_zAJTdsT3YBi>}*C z!8fxb{m-8q!3G>W`+gq=QW3w$6`R(0u&p!3KXnd)Y|H5CXz~7=ELEQgg_BK*HdOk2 zNHp>Dvzq>Y=CO8)*0NZi#Gog>U->RRmRjLgrgc`z^-Q%f3yFerOO1S@RGTM%Mulb^ zq6Pm41x`gLrglifOQmwmzqp|%Ki~fFCNN{I!zDk+d?dr_!-pN}Gn7nNIL!yY!N#1I zvMMY~SeL&0=?e~-%i*|;DN|padC{rx{?-v;!nMQ0!~Okmg+ZG%97ZCGC~R@5)2-p- zTUsn07p?^ZbfVLl=7MOC=X<quG6Z;<2egM|^nWfxYgSDKf!&nAD> zul-=7Dy;T1+IyX(`1{XFi`}69ez}!ZrG1j}4^X+s%s0G{w`vUzxt%0Q__|aFiQR4} z4wowyl)m{2>XdA&Y?{CYHFPlE1*60!wc$H$ZXS*<=P)@0F6mxsVvuQDD6d&F21EF> zASu8xUj%YTO>#l?1&T5q-QdVbCCGtaq=bW1LwQ34m1-&~Wta2Fr;y~^bHM| zNfE3xP$R*X>kTurk)&-Q`CL*~_LhMmfrM}im+G%6;U<^Qzj0!8)K{U&-RE|G8SMV2 zQPOvMUL6?hNHS^0O;OLEKNkr`n`HPtE?cUw@@;xz!cji&o2F}6Fd7jLP>#QliSQNK zjeU|E9xiG-H@a!SGN1eYotlZMDlcziD4F$(5SKrqG5!ZRrI=Rd!%yQR`1o^{>{AUS zVSY?Vy`zy}f0A>_-3mWF3@Ul~@@0iVC$R$FM*a|IEgjS(jv@sytfjaa5xpiw{6mI` z;Mure7!jZA38;O>l9E3_qTPR8iFh(pke|OQ@Kxw?L;2s3yhm`AIYB-}B&u;cH{%NY zY0w{Ds;Z#@UrG1&?NA-LoPlAnzOAjTqobpu;uqK7aE%Jw^=tQu2?-gz8qBsUU+3m{ znm#wNx-8fQQ?r+{Ym$9T@0S#maHvMXN>hC0QVd#tu;vsL>n-~g{ut@9IN(I?Jy12H&cS^mzy@Bix92eK)(Jcwz{J1vmexFk-WW>Q(^Z*($c)XbgEDY+rnsG9pk;0!YEZ~dv6q6oeNU}j5B(eLA ztq(jpF(D!0!2lUXg<_VscgOnoC_yVKYHDf*hM)d(IO^TYfxgMy4zHhCv`T#ScvuT( z6s49;<*)+XBU5uuPFLD5sn5@0?7_^7+*&t5l|~N-0)gq)ssn8?1=~5WW^9dQ9&c}N zOB)2%i5n-M8^%eJehv!_O=dMm6PV}EYiYR|%@)}SWBL816B_UZt%>Sy>hd>vy>o5` zj9Oq9hUUk#ti+(*&wF8)R#w_rSOocV8TEwZo=Y@nnu8^iHE zfPD4o6AV^GLIKIsotz!z#;y&z+v50Q_QdU<#a&)o@3#2s(t&@R?+KROzhaW?3gtU`-Wf);8#s_pH%36^rc%X9Nx6~ovEo|>Sd2_TAN}2@4v_`5 zmj_nuo(d4&%E6hEk2(ZaVoea!LMshNsHTO#G10%+(eQ%t_Llf;jl`acg9D_@>Kc5t zOdA!ua99`^unmiCz+Hv?cgwjKV?)1y_&;&`6Lz`1stQB7ypon}^MOIT?#KMR2Z%x< z?Spx&^mQ3rMt9U#PinpH?<(4VX&=b)+UJ#&NK@e&Hc}H`Y`pl32J)7les2eKSIy(4 zVK90o$UhxNE&F?Wdmv;d8zbWD8-M|*4IbqS1cFy6|1Nm2jxC4_wAg>#Um>$^=;;F; zPZ53_a&9)}$}Znrj+;acjh!_?AVk73NbY+2wC+H*Nnv+E5KSqRmHFeQ0~nL+K0POg z93B7Z%$U#@{XDld3kaMCBllLA&ng_sNe!{b<)j8WK3h>u4GSpJY2}thZCJT{9}v>C zZQ2)u&Jkb_E6A)laXSt5n&e&JBAqDzy7+E*H#axs%) zLp&-WzcpNc^N`>|u`{XV(>@eca>lRI#g8?nyfT_*d$Ws4q-K*+Qgxvq(%?R6VN{j4{|F-(k($ca9y7TI{dgt4Co+w$F z^ElDFwUsVg5)u-P0nqSh-gn^$vnOZd%)0jjL=hyQr@@(K$F;qKxADLfl=3rIQgNO@h|wDYb-o#g&lYGdQg zf%wX{v#{709?sAZ^6V#3}1$d(q%=ojOb7d_p zZi@+;_C`+A0c<{jS@jde)E2GsRpeLR7dvC1SNr^m8K&IwV|`2(85!9JY02@HIc*ZW z?P9$%Xj_%fT-~1rj@NN#bfQ?r?rLb|A*WSXW*ut^u-pvf58Ug zv3i3x4@)a@4DZ{%hH2wiNalbyZci52IP`tf*3x(<(5{J7K1#rT|va(nVSQQri7e z1@maXsuUkwoeK>InCZ`BYXv3iG*41Nn7kvmldmdsb9!1?|5CS{}}YZc=d|Qux^$_ zYGNWTHa0dszWZv|^PM_?6;dv)=Dx#wljS`xyWP|1q%}0b%y(~%bARW?6_?6s6O`yV z7S>^6Z_gsCEiE0^FNQyN8N+_}i6iXuXHnK{xx+BFr{y+?_3WI}6H^Thw^aLCQgW%C z?;l7qAJ+ldL$F7%P}+CdrE}ji`_RGt)M#=j;xZ=ohGF7EU3ovRa| zQ%*n=1F%)@G$e>=4zM4Szq$gEZ#T*nYkvdQ1EG*fK!8~91|a?J3=kdNpE2Ln3>iKq z(Ca*$M)|B1?d*Ku3i-ljh6NdTE*j`nCX_+1Rr5^2&zT$BSR?N#*B=g|xVX5XFdhQI zfUwN=*G24Gp@s>&>p2Xw?`#8$ZNh3Ki>R1<6y`&HLkT~`Bs)19(11!J($~||^H#6rqL09)r=d-JY*4is zeTLD>FVpTWWwlVB*rXPZ>K@e@GzW(|%Qr8*ncqjYv5Xel#tFRX7bE3;yg&A-1f5s! zgv`^QY!rV=vH40S-mLE+IRRjNZeXO_-rO6XJdo`H3*3p7s_H}%voXqe_XHaUVSH?? ze{BR2ueu-u=JPCAyMr`thq>}Y>P$~^0$>QWf1!JH`klm}(K`J=)bv70fV%=g%pIk=AZM(1r8~=7)xc8o?kDa@&g@2ro|f1%~m9-UmgE$WKhS*XvQ) zo1?)|B!XzeW?PuqYxCcRz@E{VlUcf%zjTp^B;*Erg6{#evY)cp9ctaRbY4bLyYr?! zIHP}4Nl1>5Z?VaI=Mxkd_-zA_+^bI|f;s&w58N|^T3!0;_O#h3FNQ$qoP@jVmp8W9 zV|&{-S}%tAFj5*>{w!2jilL;YMkf(yTNJ@3AUG{O1HP;|q6FDLluHkqv`X>LEU2m` zu<|8Cb}qGAFeVPzsnDxb-cYeeSdACRo&6*hB3f;^=DY?By4tjyq@?Rn z^R{kW+#7WhTZ*)a?qGBRU9}I?A7r|}lIg-U{7@?Lmsb8X?tSdBtkSEf=DG(67xiF9 zorZ&9&gD26nsA_pJpz~6yGfsKpPt*aod(5XzjiLY0A|KTpT~PW$h&w_Q6DpZ7QbgW zM0CRzS9~n*Un~pUUyNrgl``s!zrJW)+m^}*N(jfLmP-M?50b-$=2}2;LSH3e;OPV+ zl`2KjV)>s@m_AFFE`z^_ZMs+q^_3K9#qCHsFSU>KOD>u^(DJ>)#`i7K0fvbV_5*`@i})9OIVKlKa%_F* zKG!1KYJn2@NFrw-W`BXndjWgNzYL6711N41CgDJCt4ynuu zH%RmyW2L5L(I~+xHFCoNN*%ehjN>yaGUB45S&&h`Lo_tDC?|{e@n?4^p=Xwh(h|*c ziEp)X+`23v7Mi)>j zk%tNe9QId$Ynx6M|3)f>85O>}bc#6a?=tKpT7?7N4l^-mhN$Ln;r38GhL>2J}QEKi5G2Fs&kMdh-9rUB;<<%ALxFCK+vlH>V6dTC({*rPEJn5s~7uD zkk(-fr9uwsv2eEW0&z#ZrWDU->F%%Qt+;f?W$AcPA+&nclExY0e|oW93}F5$x5UQ5 zd6Ugz+=mjvtb{o#CM_nLDWJzOaZz>b^LWeBWCzWYvXH9+zM2u+c<|(vUdM#Omzg!a zBlvMGlC}X-n@wW_m*@UedC?2eM1jD5;B{{?>O~rZ6d`Wl(fY?078d5RTu)&zjDMsr zei9JDLl&3!K`A-PJdrxXRrnt#GQ63Y*<3<^J(d`43&SFkb^Sn1lgHH&0|z-nHc49X zBa)GbS0J1d8!6VUp{0Q~pWN}ru9w!my#M(#AFq|Kew+)o{?6Qa3nZ`DK41`+0ZzRC%A;g&(^*yh44yuppS*<0|M4-Lj3z9+}lsL*XT8%{Ymuwhs9s^JeO*?qK$b_+br5-<4oq>Dwd6ja6_?~FkWZ&2uxLxee@h+w z-Wb4mTKobSyF-T01TS8Y6M#IHfv+5*!YzozqHJ*nvepby2#p)#!&zeIk4%XuVl^j+ zn8{oRU_u$}&vsBnfWe10P^#w7>9@Pr<11@|u3SZBosukX|HtQdhXaU^-Q8U`H@6!j zX=7yYniZEKc|?j_OSE@*W+n;oQ^~2}RL)XecCQCqQZ6nodirv}E%WiU9Ybv9`N^Tc z-+VkqKKvyMSPLXc{G;n0B9&QkS|{GJSYGN-p0nT}@T!A@lnx#Ag}(KHL0R zNn;$bF%%_mQ#3^A?`!8Bms00E!ha>CA%ve_P_Smp-U8)Nrc{0wI62dGWHec#R`kT; z0bqhRn58x4JKwBScd3*#W5Tnxnh;M}<^>jh(P zE^S&*pY!;u)sy zw_KU`i6To!wMDE5A(?yX2tzteeOSnUM_OJU$PEoI$o5)FGPvk0rVlFdgX?2Mu)PSXP#o2WEL~L`wifHlZPHOaN{9 zakdEr@W?IHUnHvf-gWYdilZR44h{|uSGHbUYBX`N%T&9b8VzH;ICUvvXVi-QhEioF z%lS~t`QCS^4aDW;0@)`ZQUnGD{{H>jVy*PIhCJX`)_4eyW|sY2D)_FOnz-7bnoYLZ zHv?IlM;*7;2U>vCZ*kfewGqM*YTUs|iM5LYw5$){=08@pzh31HDaw~g{PXNn*4a+& z5mh1gHG$Ni&G!8XA;t{)ql;(AWSf8cnwnMm~wp-6^Qbuzq=K-ZT!t6jhqb6XDIEU7TJhH9 zdo;P?%u?sI9>nWh5JkG0ny>imCkNINmtB^Mz=x{iuBTQqWm(9Z+F2!f3NTkNq9E_p@U(B1c+LfD$rk#QLUB>(V8h+-*+ z!m>eXj;Qk%`FdI~^JBGyI5+^c$3{mRx>)4*r_L({xiHTT`bmzL%?2Ix5%ULvi-E&J zxTLqIXGiVncm7{jQ zdpu=<0xcWk_Z{T-x%v5GZ>)xUO7pWDmX?+PJELr6Lzg2}=70N^V1^>_{_ai@8Y&!% zl_H4QNhbZ;jK@NqN`o@SY@cByg&o;t>qj(24Q+eyuU{=KEki>?fNyU1X3FN4X5xi# zji`P6>7x(waYN#sZ-GZ=r*^y31XTC;_ewL(>rJkwYxN(e zt$|Dql8u@AhlbKGyr-#*YeIUIawH1~2na%Sg#`tm$QTrCxRL+SF&wr~+#wDQwQSYJ z*ePMkXrtw{M>Ge;HU@}~DYYbX1rR%;*pY@ay#CxK zVClU?vWq{&G&VNUU=0VZN&#-*MJND5inu2ouACYwMTM4_gm^O18tyD91#3BSIk zM)}u{81i44Bgm3Cpzsyg&e;gn$0*$g;!C!{ffz z6AGLpysjrJKua8+Dl6iy+W|xcAl;eGhF*P;ukT4dyzX0BSqVF{m&9GbGpz}WDN%jqz^gdWrY*w8H;e*jXJ_v*Gw`c_SWBxxNRxa(Cc)~s{qy<&rm(DZT6~9LI6l?$ zOq_?&-SI-80(E+y^;6HFtF2R3KNA?y#A7xJ=$HXa0{ghEj0%qbp09wPUvFuc@hNWo4zMg~!(YhZh;6jg_o7quZ$f zDguf3_3G*R_c6Ad4xkyj8QUK%aBJZ{L$84(R*5X45pwzRl3-&8G>GsYf>-`9y>J92 zn$TZdaqy-7L$B}Nel>g%{kp=?)HL7qYosnYCgcRUcX!(33l_C}fTh1Ht4NoK8XY^z zTNW03(0_waC}Pz$q^4CRhnz8V>P7#$J0B6ryT2$DWY?*MNeYDRK-47YIffk3b`2P7(=*Ug3guhhxS_sA_IbC~sF@o98;>`ORZ zC{)2HcrOSEb=CBq<9$g=qWNXPA*H@R1wCOJ_!tQ6LH*=3hf7#)BQQiuGcz>nu5w0^ z`bxP1xD2|!Vijx&&wk}6ZC9j$ci;X9b`0DdEZNU*_5gtr(9}hI9TLg*xkmvgB@LFd zhpk+3PLNPPa)ljqIP16N%R$Co$9IIvTpVmLIeH zz-!(sLx9+*C@*K9d?q#q{h|+KQ$UCSiL1fzC5~+DYUB&&!GVDn$NKTi3w~f55R+Sh zRt5udRD+g|K_6nFkimzS&H?yTBgLRLY;r~=6f0Fdy>`QHIE32KQN^9)f%AAgJUp;# zfkKayZXBc@>y}NPq(sFRM8rSkCavt!P7{s$)b(Oi6Cm!ho3Bci80eOIdW&E~{lRA& zR+#^&E;p|&Y?XwBo_OYhceNRG8e~=B(Qc4@X|gUzz{xEyD4p~G%TCjJ z7&*>jDKm8C2HM(4Qg8%7cNs;M&)`c=OoTW7{u$4h7|+)|$9>0@9Lh7d#`TiE=*U;< zAch206-Do~#D$0c%`nLFETRR;c-RU8~LuwimO=15E(v^xo3EOB~_hJHS7bz`i z-gxI(QOecI%XDkJb}O!A$(@;+!dw>lAs^RE|h>US3|3bew9551Z^lhd>tJf3oG^eT%m1(L-ST6Nl8iY=6Sif zKlbw*sH$d8>75QVJ3bXG3H?E4yQN~5%&SBDKdp|}%m?jqx_~#TB+`GL1~cP(JwN^& z7l*H|GogAq;hN|U3l6+qzzm_Ip>Do!L z*eFkk%E*JCM(h*DK1EdQ2X!s2@k9!f!|M)y8|Kd1ILm*!#Ct<_W~Qm*kMrceI2JYT z=IF)l&>G}$zMh~gL%hRAD8N(d=G3OEvb>FgAT@oQS z(Yi9f+Qms@sDW+{|Yx!HUG&k%9Yho1_u zlt>uF0rkU&GGE^omlX~4^&Lwxku|Gl zH2v>0zQ=Li;=kfCTVWpY$-6nlwqAlx=_3(2xevS)sE3|z52v|v5B`qDd`aO^zhN=U zcf%f1@Yq(d)6hHz_Quc854s<`k4UcyOW`++$7uie?^09u1-`5jL>-k4dAf(t&i%mA zF(SJRt()E?dw?(-7`ucO!b~Iy5SW0(JQ(YNp_&@V;j`7WJobK+f?^q@GVwjJ1vvlX z&&5lP0eFOg@TNQ#6>(*M@+J1M5SS?w0QB!mYEn|$gTxF9 z_2-Qn?UGH3L-TFrol=k4{xo5<)bV#%uBU%Hs=UpJ&;Nns;-Nm*vwkDw~rYTqGn{YIauj&idKwg?b? ziJ8W0PZHSv_v)f=JR}ueXS66tEHe|u?CV`5B*Odm?-LSk%}h&I)%m!bT4$iMqt zO2#L~=G_s0z2`InR`uTy`{DKdMHb4yBVkVqp~2p$(V3_!1L^ka-3cjU%3HD#YZ zeGD8SbiB2`59`vm7tGlB?l(y{sR&CJ7|tDlf(Qh?zy%4PS0P}AXz~R)Kt;Y zpjzYwhKw&|;qtbNREOtAsCs3kc|^^gLC8-`isHVs0>#wAuE?$B)66_w@6Dj`U1Y6t zqnoiRv_LAwLNR7>eI5D5l5FS39Np{JucJA%`QsYyOc=es0$m6whMoRi{t*j6s_$jJ z!hM>r4F4w+^3szG8i&w`?Hq>a6A{qpfDYGVr~KROWZZdf(QoA9H;aXD@Yskk7{k<9 z4Gjqt%l2~WH4Ra%m)6r?&$ATe7DTR_bwz{DWTPDRl=CNV9jPp&C8a@7YE%Kj&vlJnTgCp5eO2mK9#d6YzVIJBigb->iW zd0FrNYaT3<_s5Li^A>TVlT?)#s1Ex+i+{&clV?Eea4>xN>PlBzymFpt=1t*SkI@M3 z9`Xvy0SdCo-Wchw=Yy)bOsHC&Z=<;xW?^h1-Z~a`>yDy&kuCFyTsS2@UQ9-A(Z+@dO-;xi3TD>m1@%FSq|Db> zM=y5EWvbdl=du22A@;-&Y5NmCR9mmD7d2CaBy)7NoOhczymze~x=gwZa{ z67NbMJ(@JPo-O`fX{2D4zFm({Y^~WkrVHtYP1VG$U$;~KYKA2q$4AvBwwArt)Fdbt z4RA9Z<*-iwC7j=Uc1hsvd{|ZdwAWacz~-V)T~{mN8o{fabTxy1F=a~ z?_*P%5=dwgm!57UW3<8sdi8KCV59bMtx?a~t)?2LrzO%~`?hS|ak)2Z8Zmm(KpkU2 zj7->MJE6w7rDm(KN%()ykJ4-bORQ70=NXa^FAv`+ zUz=_1!(rVk`UqvL=Z|B2UCsI|PI})Gb7f$F&kN2RQ|$9u^E^rpiAQ^79#tiW6~*QF z6O}@!F!76A{~0jQVJZ29z+*-Frwn}L2p3rVtz4X>7;U{+=;&2ngzffX?%F*6o<+^U z@uDw<2S7Dlps34^pEb)e)h?YAUtV50Wwdzr+E^oFQvB%YhXb!k-N!QY=$VF*k&(9c z#8BiXokwbz;7PS?TTTEt3!;|Rs2kjMQ&v8Rkux$es-NaGJQ*o=C8{YHui7|#`Z3?< z($B4T7-pJldHbndT@QXo^nbBid{#u!v|!O_0tk%mZTiBl8H&&(>t69@0_IGuBPg=A zQ!ifg@4~_c%y}nBd1gJ=Q=9D)3zN#q*aDHCfb|V}2C|G6C{)pPZfiE&(;)R-1o|Hi z{gj~RS91W)d8`I0$@IW5GmoN#P~3^<^9m$oSHQ!fV$GLQ*;FLAwzgXIJvPCa=cQs$ zA;(FM{?L;RuH8e6}zkT}#VrDQ&q&@NRf)Rjv_$|Y; zxgi3RIMf<hf%Vht=wveI9TFy9Z*|JJUyp10s$N*5%v85&mPpl0ktksRVy~eV?2wJEA&z z*1zFxhPvC)*=f$0IER0^v;oZ%(AsaGG3^68HHocAN6EB6b%IYwNFwR&ctMyLkPO=? z5St25pT?QwNA3mZi2ms9?NoOI7Z{O$hl&;KxE{Qk)1;?L+v2pe#CDHpid@Vjwqq%f z8}5k9`db6-q?#kfd9{Hf6h=*Dz5nxysk-)W>D9N?6U~v=SFPhCj5NwU%Dz^~45y8j zJ2{Mh79@6~zm@W%&YUST8lURsFP5cS$6B6mEi#_YFaJ2v{`;Jx{Y_zx{S$(CEFs2W~gEw1*C zL4&Yh*HVJn5A?b3KQDbCRHT+iNRjEmwflKGSA&fw*_#tKJ;|XfohPN(^S7}j)1b~c z&P~NCf^gGt|5>()@pg@tCPIO_YG(7_PfRpXVw__4ZsV&Hv{fIVRXw;~2)DiZ)vHa< zP3C%~Z$IJCOS{4t>2Y#eqGdbYO?nicl;B%@9N2$Y@c2MI`);#6LnH1#iL7R4_p7A5 zJUWjPmhord^AjAB!_bZOlbJZdbsHKQT3lQV3R@r}_(;g7k|I*SioSU}CKOi6k zgLEz2RYmA?fB%wi%FXN=IypKz3L_r4DTuMRS!Ik0LoA&@p_refoqqRdvfq`1U-Qf+`uOKg-x=RPNnXLUJcfD2 z6fODrrX?dn4Y8fM|W^nK)*|#=^u`zpjIdciMn8+nVPn0W@IlTHM7U4XC<==L){kr1mxlO#2i0#Ez zr}Fe@hMJYzd(I4{gYlocPYnXf2NOEV(raGU(Q}WgJD`;wKX9*jpn9`?cA3wh)m`An;qT*BduN5;zh2k&urwn7owy{C`{962O{BP)mYt0UToL>E{jJ36!Z9W9@tkUw2s48nbov(XgCW9zl>-{wb zQPrTU_xAaRmqR4>jV=PW%=0sMSEykn+u$a<*%{oe9cApd!g)UzyY22`MDzMyo~2Ar zgP^VOR-Ctl^7&q7mStpd?DP^BH@6G0DAAoE>HR-`@Vm-q*)z6hkAITEBB6eFiSf(# zWY2c)8T(HYVjmC1IP{f-VG%x-7e{$ta0AZY3$frTt>rL?TSS+x#c=tHOv7Lc}LE- z2g~Opr8H(1mNCmj4m~w7OB~+anD@2rJM?HE?}IJ{-v?{noh^m3g#5vV+l|yv*Ik!? zUXMqT*Z8oNJ)!5huH?NPC-)Aw72FBtARMkXGDh@j?0!=M7H=3rZ5;10UBi+*@r7Pp=@AC5mT)Qn`t{-RdsdkkM%gBHzi?)mmFxFoB`-2lnK2pX9d-xrJ zmS2UNx1E9l8otG=SC6@0IykW2{e)|s5c_OA``2=-?4`~g#R1xMO-X@EX%zhjm)>jv zs)v<_$y~$l>ox2)1|#DgPn~0awi@UU<^OMXUOf;D|4MZ7h?Z6?CpRbOa^m$>A~FMa z30m0-(2mdy9cDLVbB_D11ZP%1%}ALOzL-M^emCd`PthWj%nhH2$=35dF&CZl**$u5BvBBM+Jd(%)$#;822fK z%Jb~q!&vne7bWRjxf`>^yu@-!44X+Bj_$Xf1?la?^YjVQu#e8MhgP|n@dNA*`jMp@ z8#B2eH>@dGTg~5}_Etd*AuNuNDa6mjR8&!cOWkKsln$+Lc=L5$eQoRwrs?7e*>Hia`S?T3@@T{My zi6hPXRdmjW1CYaeVu6ah1|9w)p^8c!+rKMjJw}zc6Y6t%u=eC zb2XKI$?ABzVQr=Q>-yGG*L)Pq{;DKGoJ`>hZ#Tk!zbuBk z%FB;^vqReRTIfThGRfysIrSVkt-e=AinU4AzM8h3?5%{zy+QS|jYYY~`46n+z&ZQw z`ly|IW@oo%ad0gmA!6J^_mQOTFE(rY4`K6i@9p`vgltCh0pEu~27E>NNsSsI1`4~l zAP0wH-7bLy3UJ7@;p64ieail=aQsWoG`jzmUkEemN)jvam6=CCl846n={oL;Blkl2biBfkBlUESd{~QdD+h2*>wEofD{;I(COfp*RMf1U@n%v1F zh4g~K2k7;`8oy>cQB+^1+;*+M(6)Jf5dz_}oV(HKH4dGG&m@1Ku0#JlPf_9uB-sh> zo_1^aY?qP-l(z{4Q$RJgv$EPhJ^kggt)eL+(h5o``BY6`G#(kHI{_8%OzD}8T&J@Y z<>k+(27Jf&Y^;UX$1na|T%7+Q=Jc$Kq56!6W&?Atl#Gl7E?8o1pc6HZ7&KnxL;36s zht>^}X+$Y}S?CZ(3H?vh)duS%z@v-;^bLfpWK1;;gv;}*shvIe$^0ff6 z>8AU@qz=c<2Y0=%g5v9{9g|cOQw1UZX0ZJ*(8B1mB(T>UxuixyOJ1l`^l6Pa$-Eul&6~ z8Pt;{%q=8!6WzNN$4!&)`Gch?AcT;&dkkR~khBX*n_q+o$K{+?)U7oMynKA_g4Zp3 zMwi53)>2YdW@BUw4-elWM;J@Dx?eTa_U0Bh{okMC6SZ@q91&UDJIuwcb7N+O#DY|P~%c_|zN;INM z7W~@057woL1Mv1{K3yGImMncg$zP$Jw!OC0$MPC;ul{Yu@^XcS>#wq}M^`Pj>w96F zM+3-_!&T!XB$58;u$5y5Sd0Ai<6WK}@0~KRxD|i73`XcD|BHjb6OHBOdlf0w=)Ci*36f>+q zc^@AiFckm?4@|uFQ716}uzSzJ@;&!*K)BhitP7j}+}C$fx-$Ho8?saQ?q?Erq}};V z=3VMxx4qdvEZVrw+>!GIQV7NfdrAaLTHaW^OEDGE#Y41vR9JxXX7U~iO4tKoK~7Fw z1KLBEwIkb47iZ^I%|y~8B5yYW^SSUJ)(knhjpQ%g{_;qW>pKyWsJK()0})@a836+; z7@IEQ^@FJVFiR*-`P0Mn)D|+tH1g84!sg>sH`Fg(Q(-0TMo6{w@W%PWL; z6{s^umovmxe{kePWtod$vR}4LcoBbrWnEvNkev~ffg-PyM(_R`< zL95~c$hMW1HgXYUpg6lz>Ci z>VDASF7rj+9%Jl*I+Ov~+6(0+#I?0GU(jM%_J8zKN2^s1z79jed!TR<+UvdF<_A7L zx!v9GoQ)~2y3@aWPa6UB5c#tbD{LRVtMu${(2d>zdNO`>bv{nf#U3D%B2;EHUUYc7 zPJGVJ&hql|=s2Gv1z-2{^k7?)@;U7AMCX-#NawM=N8$o*Ae9g7#JnBc)p>+}HO`-d z>IKL?A*TgVhpqpGoB!P_hNgn; z*L$l*N5dJ%BAZN)Pu0=W2LDT;mj_$jUuTq~uV7$?4D8HltNYEeofJ4TY7df~l2TJK zXpvNrM@EYk$RM760}9k~Ju5wZTVMIzo-Wi0ipf$^YHcz5-$!zm+Z%E!_Qw{P60UjT zl?X?2e8F!zI$03N$DYYd=xjWDFK|b`7*9rwNnWFf5>iy^DxgzkvnM7AuRDho>4GC^E+> zes$vjR=|lutyk044Nqa}{Efo2@FX}e@JuH_Nj}2#(W_Z7+n`tajBRmZTc-rfQYCs# zs!9t5-9_$<0^>Xg1dYVyU|6;(5bR0HN+=Ch# zNKNf^^3(XigG~>Wcq`Q4A1JXQ<7C}&+ROqKNn@m_*_+OkYTYb^X=D6 zVz?ggPr;ExLVGP+Siosoq3NH4OS1H>gD z--liBiQ(%;LGHV@(8TH#K!pk_U0@luHWPRPhn8gCr-3=U6mt&I6Um$Q042R8BO?RC zmOz#R;05PBl`o{Pyk_ZT)x-E~$aRd+LT=a+IPlP7FTwCNot=OQ+CGra4N}0;vr)x4 zsZ8e8&At;N0D)52@2IVF6nb$7z~MOY-gFGhJ&x;UOs8c3oRNVoh`}c*j4zxrX^{Fr z`=gLMYcXv6{WhMr>;Pj;h>OeclYUF&m#1-uRGCnau}~Ns{|gJo<`esiokLfHtUAfb zAUY+CwlL^vxR3w#Z)p~RO8ND`y!)-G7n;_sJ--$E1+1lY5}28EJ!weI0(z5Hf;jO% z8>@eA93`wN;JGv=Yz*(xL%dPx1mH1G8h?x;kjZ}h-IF_I=nJ2~I@#Y}$3yyan|r5g zt0;o$ngdtob9*i8^E1LfC)Vd*I{h*m%{*8_kzm98j2E1fo7;}6mgYjKdn@2D&3g~W z|EHVsTHu925IRzT6iGn4ab3js*tdS1I*{@ghtB;LoA=9F=HNU4;Y&-VQNJLa%jrq@ zs^UvZaD=xVsH>?}p|<0Kwg5BQ?QGwq7BpBq%Fz;4Xth^7abXyZ{0Nc%Qxmf zaI%P{WZma=oPV1tc`8RETJ%AJhmJOxso=7*Ic>0kW|+d~NHuYNGa-oYd>e!|x>Z)H z+S-Ysx6L9cm(1T#NC%vr96#A_L(r?W!$8IKm(IOIZ_Q1TsTb4T&=XDRe9M$n?KWb@ z68jl&M^3g;q6cj*G8$Mu(LleCmH84}`I|5hzRJ>q{zoJQvIdD?k0GS=jE45%xLQ{K zpfxt{_kGSr+|0=Cgog9;!mX|NBCY7e$xbRf)!QzF&uIiB^ld)J(M;WF=`PnrI>QHE zt#NsDi`Ea}1&@*hQ`0aVePA}-_0elLW`CB$L4^KwR^4_*JzSMinJhijC~{X@ z`Cjv>Vfm8OQ?x1tXVHI(GsKCbq<7Se(nL~f3AYF_uXK#`X6EL6cF&JtUxtt-7x=L)-@-HVS z&dxR5?)fU2aT(trz==vDFh4Ie^m9>pIgSxBG7^=#YI@S75Q3h4YF=;^@^?bU(u#_h zirmcjS;g~JyMsEiqsK>|9&Z^>gH-|yklg(Ip=HpIV5ah4$gKA4xMbj4uJc5vVWMYX z@Dso;TCqIL$qt*3$@r8}{pGu$t|GD?t5M7B{CuQW){pP;OnA7sE3Prq+;1-jE!c@h zuKz648M6}|BKUu~kZseB?YV1x+iPNM%oRvwh&+H;8Bb+@t-Pt+!8dT910phVKyp}+ zNm^zYby`a(Cvr&zY>V$j{?--L6Ehxx7~)scMSpye_KL*H0jTlo}tCO#X$Fn3hy-(YUS*eSQi=bAD!oapJDJkKi z#>$uJW)1gpK3I`+A*4~%(U}6}#BVvhyDU7kdwg1-S;}5Qu1U;jSoRqNkv1yyR*4BU+c~mNH53W ziTbgVEHx6yXam6AWl!KR3(wYf+->h3`jEc!=kAp(1(ECsI2<;BMq^y^y@=|mshoR7 zzYk`U=ndBr+`)#X=ZlI$kX>h@BqnxS_d~-O1iBS%n0Ai7-7PGqN>A6a20!9rV0Cr% z!Q7&Q)UG*|+#IwE$U^bC$7Lrm{0c;KI1@tS@sHTJ)c?Cqc8K`TAxsr#=^ z0sR7{;Y#rvC4_k7L%MJNCd1cjx5j2#e1x8~=Lp*}3fy&rx zeg=V&IEL2&%EQ|0wzgY>Xv#?-6fR!}PKBFaQ<;X);=g)dHWrO62Xcd& z{NZ8=(0Tzftai&M;425u2dR`q6M0Q4SlO+u6+m#|p;y>dhE(+uPq0qF z|0X^Q8h^ni7uiAlCKtIFZr&?Eh#+5A=!ZwZL6w^ z^Xv?G;`WZl#zycw-q|)j`#FE1XXr5Bi6sI6m_F{HBjoAbL=n~2MUl0BL0F^@#DwsO zo2(#!+z}s3D!MR}!-7cgMq`aCs96L=#YI_}Tb&PD*R52&#UA%O+R_g-#xyZ)7*rqc+nS zw10+dALQm&MNLg5&BD@QR=@sG9^+RdrjwJCr@uNt!RKN847JjQ7$SP!)w^sS{EmHe zzv=o31sXi~TH)~T(Zy3l=)t?j$}nmq#U_2eB_^Diii(C-reA-@q{d>G1e@+2dekV~ zY$78m`G(n_-2b=GQ%$ka8n7R~1E|isjk|N#GqUy%UmOB@ljk8_5-YRrivi(w3l3f} ze~c!ww@t;x=y#;YZzc5GnU%C1Lqz1Q4xg27oSFB|asi?5QbyufB6=|0>Wc3v0|o{Ld>Mw7 z7K$Do9!|11$4DSLpxXBj!l#qJ$kSJvh6`JlSPvaW^^gL)1#w>a;M#C9_KvO$R{)3 zD4_6vmNjE1dP%^EIDzZ+>g4qF^!QjT(|)F5cV6?9^^vC2)M@bKNWxhTS z7b2)sZI7N++Y+R-i+iB39d3OTx@ceEv!6b~f;i^_WgkYV7poXp??D7K4^|^1FyM(? zObv*eiFOp|K8<{6`uUL_3Bi2*%SXH*!!FysXOLR3I;%81vS{*BoW*JgB-an*gA;gj zKYfBoCy8QlX>qJjM1`#2h9oWJ?|x^gnseW$3sIa=l*S%s6)s%mUqT)hpbbO)XGgz} ziHXUnwkgL{@V7Mh8uA>_Mv^&r0rH`muzi}>Qc!uQ#a7=^&2$0t*)-6Fo~FmVjQ~fyit;{Z=v%;a30ZXU@$f1uEX)DDt76@|w{IGn2&~qDQdUSMU*`ClEB>7Nj6qMxXf*$4+ z$dWP5>A(VKN6$C&E(XHwL~oH_*2buX(-I)nZEZjQTmT=foQdqQfi9pHd z-^h4<7V^3+1I!QtP}J&T4lz#X=xAsj(FO$uiq?l&=T6_EL85&mgmmIRI}3Wtis9k4 zH4BpYc`wB+^Gel`$h&h~Dk=#w6uw^ueqw#cizj}-gM1GK3(d%LKz>7+o|{`}wTbsZ zsM3oiLYM`ahl$|Hvx*&y>-tV%*)#(C_1W!Jww(q30*(vzs1tZF7u*)q`t^N&FLhyy z)5R7*l?ePHC-MCH>+T;_k_!6P0GZXyZ}i5Vkd5_Q*GY!x-T~lIcl>1|5}%7PrH_@z zd#FeP)C$vym2@Jzl3oHq*q9 zzM%-Im&jokO>3~?ANPla0r@`Qv-fh6o8%qHskx)Ey7tr;-sB-dgw+tgRn~b!12_^~ zq;fooh`7=3%E9_Tc603Cy2j zh%{pmKV0IiYv;GiK~Yc`H({$gRgi)yg&dPR_~=$Da&Xefrqa`+d z_t!A{dwT=u0?Be$)%vl$)RN*J8;CZKOz<%?GaKC2Q1tc|Y9Js-W!cK1vbx{>0hHAd z>uf)Qh3@B>#0kzS`iY4_)ClP6*2Yy2P=E02>glTBMGWb~TmQGU)_IHG)fVNC*kI}w z%zvC;*0CnjXKL=0-`a|Gyd~~qPC{yro`!HuEKRM zw~8Ym=>+H)42*Y?k$GRNEPNdUK$c0ni9PuNg1aXtJ+97Ov0T#K^om=+2=_KLl(Ky- z&)T9RcI}U~-I~)ODyWSrtBBo&G1z;+4fmb#IV^7bowMoOF)9U%3ks@>o2?!Jfem@IS`#M6dxp5VV_ zu%hv`x3vX_3lkgL^$^?=c-nex5VyIz%cK0=#=aRMCcqTp?tVHsNi;fo6T_jpwk~pA zZ^J^UY1oob=o6?GGqdja`a;jxcp)?<8busCu>}T~!XxnA-_xN_578YqYKMQ*XUMeX z2yyG}!C)Y4<^xYIc3>-`*ZOv&`HtX(0195ulNIaaTb|@7Ay^OSYCAVpa2s(Dp)m*2 zgA)ES_!1XDx#ie4?Jf7NppB9F`SICV|H_+~z)zoK=#^D1cRV+96E}1j4GPK4bRWau z6NML*4c#sO{X4TUT5}+;Lmi}+1A{^$B*+@a)s=r-5z0I~g z;WNfp(7LX0E!cW_31Z%6_;jq4VPt%rbqn)tWaL++ zLOBpQS}now&d9`6ef(u{&<_X}1O$W}4#`V7yFoe89jnMJ0UBx1H&OP~Cn#6)!J&UN zD&}RuMkv=rut|VT6w0*pgSw~e*$-*UTZ5AMNkdjuE2=qD@%Xlq!LkPNsi{7I9Dp_2 zeySn}wYTfX69w8g$Sf3if{LsGsDtPnRKr!~`4~fYz&y(ywe_%epqo9g>h$c4s0%Z* zjosNE1=;`+`iA7kK%_8Fs-GI$D|H#18N3kjq5kaIz2m*bOa})E^9>}~o;|Vv4rXQn z1_l9!KPeZf>AWe@3bcm@2Pr8jlHXnL>@gf5W%oKQhrZ#M%-~*K6TL(u6cv~lA2%I< zBlX92q7+P&D%Yr?i!=wv#7F+WdPRC@S6}2a7BoCmL4NC*6oA2}*l5m9FOhSg0WP4RqgoBJ8~s*{st@S$qT6^pT#lYt8TS-@V$bt&o;N7rP0A$KS}ySLp?rDl5!C zY8!tjFe_GNI}C_iKb}6RUr)P$pKY-x8l4yztZSk>Yu-OED3D6jODx%4T-{nurfnUY zkH^7xZ*fU?Rd#(|21Dp6AbxPg(x;v8nzC%<>|2l})I8Vd4&fx%05}3z@yGrTx5P^f zRVJ%5qpK}#*i_)AiKigzyh~cr$R(?OYj2iBUU-iC4;14cr28q{um+alr;s(MgyNNJ zNs@ba@}}h&67w8m%eKIOeR6aJr0Un6^N6jmDr3Xg<0b>+n3En8bg3!{XT7;8hOTCO zx^C5l=J>mfhP)GsuOPt+Rt(|h=4S99X`#RHTvz(Dy}B&S`IwW}=AP#3R{xG9Qd9RlCICz;#e#>2zIqY7taWDL9*wOykS>Ug&JEMfgT z+vapMN$&xs?1X3N*CS$+=Um$#%<-# zLZiw+vkTZizXZ6IEG<8k@_(#BtLkH|Vct~UwaVEQQq^QRilbHR|8MU5+7xfex!T-U z&V4t!yZLF3-J%Jvzqn}~O>5nydCG;?XN(QuP}l z+m=;;mbjv(Auq4GdQ6RgMV@)HreaBW1e3~On{pUJYRE7%9uN~l%obv`7FhpgXCJR7 zL?gAXvrl)vSe06Tv;!+Rkn~n!Vjzw_HDr4!bZjik2e}d=!A& zSys#U#=R1n(6`<^F!Va4XfCeVs>0@?=%VKPW>dO*&px%9RctOcUu%5xq^vLvXAy^Z z^Tyi@-acxvnu$@JjKY+sQwb+qZ=W_tZ0WK*?d;=x{Mc@piAa+TZq|Z0e+aINW?7NX zH5SKH|8#fTku;B)Y0O@5TR7K7&ntF`#}y?%xBY9;(EtDCGP8sZBAf!!0;HspG)hrI zif{-C-Qe@Zz{G6eMauZmT@uo`e|X4MCY{}7O(I53Ie+S{6XZH48-H6N*yXl>+ais! z9(O&95=uNtZP)Yd8lhwsMW$Shb{ZB%_bN`S>PQj=Tm^hIOw9hC?@9`aMI|MWenQKZ zP!~>{Y4i+Pj$;x?$_nlT;0f0gG_N0|El#qEh@n zAi$^(bj!v#gzG|ME{GKGZ8OXsl6{)OxclsvS`w=MDxfBS#JI)#O}>#LDm5@L_^f2^ z0ky?l`+jk!^otkevU`>)9U2QvI()kqhypxDPwnhr6^A(m@?g}}W0@TcN-aUv(9mci zcHf*iN6;9-+eWdvS-6>{ug_`#u0ZtJ$iKYQaQ1xQ@Dq}Mlb!SN?8rz2p$9}Io$St`=}_ZZ255DN z-Yfi+=4CV2;Cdh_)vm#fU%23rcyU;QpFTg=tp>kakM&3<~G&Q-4W|M_$AUXgC$s}fNVqsbs#gc6=NQWEocfE^5^ za6<$UmX%;P$~|7VL?b}qa5~zd9f?`cd8HfZ1(R$5A&)WRxR6##I73tP$WzI)&CH@w z3ahgRJHfAG1YnMn)93Hj486P}Mn!;oZ$?0mC}n)_4;yvD%x6 z5o=u>#^%2fK%zEm8Okj`B1!q_3&fR(61M*#qjOVH+@2^C0R;Wt>BIMrmoUvt!~vZL zaY4J+Zvu@ElLA}l5vFFQKjbx&ujrTPjY+d`rh_jXSu+crzw<L9+J#HI3~ zg!I!_KLd8uWhy472+5S(^X@{Vbo?fYJ6N0uDR_kx-XF0(W_wG8w%t%=85y^Z17~Bd zlveJO7eCl~>=C8kE*{ls6I#{Q*7o)-y5RTlzkz3BCg|vs{vZ4Wr>o2HR&P(u&-+4} z3Hlk>^=5yGtCIeBa@pSU_ep2nqQ+1Ge7q!d>v>tXkl3p@f^8vcA&fhKw4#}d2%XRx z_6Lq_QGMjMcyYC$%_z3o9L~*<D`aIjfouf&kE4ndSo|J2`B0(1?C7xT=bqo?bVB zPQRkmSvV{<iUqgKMyYU{`gYA0^T|8O zy3d}4NtQrn97y8QPr%_zjX;=?ZeJ_7J60?;BH*VDtp>|<+uaRgFhrHp_t=~e}5Vq)#2 zj!h;>AK5LEwqAWMdcyjiJWDtHp+6y58rXEJ=()H?GJd?`qDLE$CaBoRmgJ)3#Uc#} z4yJrUC8jAx_c4rIJQhXnx7rSN(oW=*d6pi-B?|o+?22Gnhe&XG2h=Xf+YYCB$tT`H zcY|Eq+$e;7k1p#E)jL|4)}8BO>Rg^be-7SK*doQn{fpk_l8Ao*7ao|MDFQC@LfM?r ziMHfX)%`G>u3E2l9YH`9o&9#Qv}ov!fPetp)evacHi_LrKEa6W#pRC*7X`iAdztPH z6iGmU|F=h90gDubiQ9ADH-4cc6q4o}VWBd44A+lNg&S04qnn~oV;~@;`j@sViunrE zwqW@e8$j$SmhXN5*y(Vss}9sX6_!?amlYjf8{bJ2*(m12x8mx6*v0<=kY6tYe=M(B zD`jM61cRHFQchS{_{;q;@|f3hRzz`d(Wy*%d%M`!j5{*@D9Go)|1OP(2C)LOHfM2~ ze8z$7As++71H_$l1UzeP%ajt|sN7X3&CjoMUi}XDFzQn`X|@y4JKdXP?=By*dK(tD z`Rmss=chjM;X|+Dz~h%GeSPco+uMWYozKVl*ZmG9PC#t44pAmiWTo$v{M1cWAnM~0 z9i4xl`U!i562V^_v+ANECTi-AMM^%{-GQNr;=|^pi$(EQd=lTA?Xchs!-h+|HI|>X zN{4BEqD@oJ!}P7N*iVdrcLm6jQjk#dY>R)(IPnYE%Dfs1-YB-l+T7mm43&!4@U?R< zPJ!ogh)#x`0DBcvw_L*AP%NB358LVJpV-$u$3eTd1SHuD##6+l`$rBgxGU-nEZTH* zR`c0gk9Nh`v{jwjs{PJfUpBVi4ZlzArKm(n$A1+#<=gd%%a9ASY;HhSp|b1VlnzF5y|3i8IlJ+rUkitXNqxlc03fe6m;rFD zrD4Uh*R+|10q@F0@^cu~$=Lq?o1CK`rgxmo@L!Y*MRBI)r4(f)X@8sAD%j_7^wigq zCGj}rJF|Tc-|D_=*PTqz!~_&o<`z^$NhoD7F+98HN-K6YvbUi|%SHCra!*m4DH4Pb zONa0(_Cl+~0<m#CeWlqJolCP4MmD9ax*;{}i zPw@w2WuSC|Fv!@R=ie5Uo&^?d=+fBXVByub^5;MNkKo^v&R>(X=AyKHIpihBgRe3!JNP zOHQbFB=yB!~N$2c3t68colwX-)9Bmao}HvqLKVSNrt-XwG)c&*#= z%Jb>dr?3-)_VAHwifi4ktS@IkrXf1N+8Sk;;LYPFtxpQ9RnK{I$PO5_cA4Qj8;CUR z>u#&ze6!oYcIOVl$nXe<3J3zAKCTj-_MfI23=b_*F=GBcJX8R4jJ$l71_n%qdmc!|orqApnMQfdD$eI#nZmM4TVxnoLBK`($PyLje>+a^Nsi6h+?7R6aqvHyu zbKQrP(A2e@J3~VPXoMg&gjt=3oBPL^Vy2PiKSchY%qRGr-5B}hrUSNhaDiRgKm7Ki zhE-v~Thm7@JJHKQKk$DN^bT9-Qwilg_!8Kh^Mz)Edt?54xV+9JKbwQ_@=9EY82pxQ zZf;;^1<|3RD-Vmp2Tc=!XK5fJ`d<_6jI#oP)gfFQp=hvncM})#Rv;k@$8dmnu1I%G z0*7wJia0^Msm_czMk^=N3m~Es(Ko2>O&{uFO#qsQ>@;qgyQn2CExvp6TS#3TNhvWg zQBi|aQ#uCf4=o<|*M#6I@ccJ7%{CwWDBoCN%~64J48!t53-BfGVHB9?=(APUcrFnN z9lAC`{w~v1L-%JJkltgHlQ%mpcEHL3_w@~IdI#S5EinlolBT8>CI+U>>Tl+Wj|ajZ zK;j=CA5;d<5Fa%t7w5kdPgJQb!mr+D;=zf1&1`LX@POj6$Kax?;sI5maRC0rkmlyj z$H0#)_Db$L`uh4_(nxnL{~u9b!4TEjwJl0_N_Tf7CDPK3(j@|eq%?|xbV|2`gfO%; zDAFMzoq}`;2q*}m_$|(J&inBTn3=urd#x+|l$7rK{QN8=$J)cp%seqME-$YDa+F7p z9^LlHf}8T6Exf}mDiOJSz>VFrih{gtO-aX4y1EX^C1N%y`seab^7`{c*RmHX2FKTx zd|H^NRlh%U1|wWfN=BscGV_l)nV)Fh`28mdaLu(fcse!MNbI9Qxb#1gDi!$_ z!I^m>{u%lL4*h_b_9-`eYyP{*Fb!$)@-aa&1X0|-Pn{jHRjFRZxzbcryF(FC<&s20 zhjX~?0>rCb;hS)(*kMi0dbWwf!)go{JZ^qc8tSsf8_)dxdf3@Ivq2dOd!I{>;C7tI z!F*7KTC6PLAlux_zJKLq({}opUz n$uzTg^9r$#CAQ=cHo<2J}Yh+<@AV0u6W0ubOjmYxh``v0> z^y}BJ>y3{S6O*+1`{z|My5d$2rm}r`Igf36^lRRW{bTet%)yVzdD;O!P*P9`miC&i z$6_p>oExtyp9W#Tjl+$9q+M9cwh(BcTp$Ry)0Z#w3-ZGK6Nf;oJPin_AtEMzftPmw zDkT=qdC(UEN$;JHC~VU4OTS4$;lO%Mt@b)yZs7E5TXE{ERN%DFCUP$!)+OH+5@S}` zP0ccou?(qwc!Vgdv>-b07tYND8{IiAX>qXf`8q`WTBIGK*a8vi+7-VIf-;5b=H0q& zok?jPo){sYE~B|pl^n`lA14J%3I2D2@(_OoGRVA9E-r597I7PF%CSBB6~>WQCBnu# zg~7|9T>qY2e&V66-73ki=9U&J^R?oHmo52;O`~-;QG5yE0}SU!@cf6EH|0nZ!IlJ= z0y;W+wV=3oiTasJSD-{b%UHn7J@lxDV2LM0-1)siV9r5+xjX^yeH}^2Qex2TOUnfl z(=mJ(>?a(#Nzw=i=OR5G5VS#-N#Ln1$6G74>p)K}ld};D_Dco&7W+c1gwypT?G_{o z_*HeCaqp{Phac!S2EN9y5{=5Q?zjv=AR9Vo1PTP1Z_|#?*b3D*G(fgat6Ti26q*?( z8A#9HIDhpjcye#y;+`Yxvlma5{y^?w8MNl8tAlO!>*Hb0r#2-lJTH#xWIAVf%&F6u*1SbH034v-dN+8#9?B1TVYG$-F~~7~3u)D+ z6b*c|_vxX=N#udP$9H(nVbySm%q;2x0V~9vYSz~?7Zk|oAYBfvngrUJ&!w&L3wt0l zERVaF)IllpFwO=yF9C*J8j3OzE5$e|+rjpdO9pj z{>}0bX|DeLkTtvR%a0$`wz<>8ZoHwbe9N3h#SSwG+cL}jN(+Reqx=KCg_hl7wzfV{sJXPnSNxzEo5Af$%mNvwfIom-b}!K*(_FQys~VH%=2Tb>$-S8tU+(q#H;pr& zG3hd#>tSWu4u?Y2F7IGxV?qPe`%TLSDidS6Zf2e?`VZDtI_2q=)JcS=b8_+fsu=nT zqV9YgzvgCFE%ySRPFQnful03zix;>KxQD38XUpCX{Aj8=#TzI8E$Mt+ulDEos&tbX zh_>qRLNvX+M7y1BZ41>mH}eP4Nkwkmx|&TPsLM8!RrSVE_u7*c{?mtlbGxiXuKxKP5KNDk_yAz4J6s+!DiR1=9_u&ru zAC>x@l1ULILRVXx;C!@rH~^PUb$uYzMI_&d;R=~EV;y&(rS-LkEM33}h)GCvAE*!+ z)(_a$&h#ui@wHw5-0T5E&|}L3l;*`N?+Qfj(nxx$XdKr)GR|}n+`R`#g^}V{+=@4K z%G^O;d;m%D@``QkuzP$_ZrXSNdps;6zd?qvwmw%92WS)Fv%1eCiLI*T+Fi43KCj;s z8^qzrKVyv0z-2c=O+c4JOV}hPlWSy@$P5b)&u@Fj>Q%w3QR`uyHm4DswqHE(Q``W; zMEx~9aTTeCV7wNlihUiZ9z*;IJ0)!Lx%%sO%*!e-|9h#PY*1=i78*x0v_6_HM>#>Y zY+Q9@NbrUXcUZSu%G>H)LtQbD9&{qY1pp z>Y?bjK|!xHe)97twSvMUWZB{?hBz*)B=v>=DHz)N1cd;l3{e0V}|o z6<~MADApgI9tAC*A9fKy|C{!MrJAy6$@E%~H^}{gxX=uZ;&<<)gV|VOm_K*U+|ofA zc?TuJ4kk{fnKTivC}w9Z_4U6G>&&pY@R7BS|RNeq*poNDRoz`YN4iSO|$6STZ> z?^*NRN}&?={PUJf_y`jtQi@cUf=!kKB5vsw9vVrLcNvVpeFEIgrSXTGEFFN08MD_;9PdHUzK z>~>dYr$fg}sd=+%+xdu?7^qc#0?_=8leh5NrDPfSSn-v!(6*ds^nx`T9q3 z?g0`^93!$zZveC8sDq;qw#*XFtx(j(7*aHM=oAycYrLj0!Pm%~pe#pgJsBEJ-qO;l z!%c5Vk5NfYLIQEgLF!*xyvmxJDHqV+OVo}0knu-ZM2&WPED;gCOV_Q5!7V8zl`oBh zgR@BVD&pT4Ev6aOKU|Z4t)hyeqpI-hXCh|ma!y_#%mL)*raTR_RkPl?a@vmkW*qCQl8WnoDOv$;%~mY}(#pMwgc zVtQiYXy^7wb4-q_T>f8g(FD2V%^I)WKi@(=NeI;6s4G1^WBs*+TTYe6hl^ za#!|A4{*p~_H1{yX2r;dT9Z1ef2ZS(6u~8sz`=x*WfngU3rK)Xf{5c6m@g#ojC=F0 zJ4N^&xMX5C1zdPPrIUF&8;Yvy9ju|6!+oi$xq_S$Z+HOSDsXKsUe(xYO< z@mm3k!+G`G$sFE5~?dZT`XV2i^}ne7v~WIL#RCf#=Qzv9G03**#4_ znE^``FL&Qw(*>KhlB;U@&t!_I)a-LOC;s95KJy-CVv`M!NEv=0?$6zv{}q302h@#~ zWUr?O%DBWsTFEkZi2)^o)}A)dv_E;$+AuPa^U*55a})pV9rpAr9(E57!VgKX|HUR1 z6|OhjYJG3c<_gpqxRzi@9gn#?r@pgdM80`&%Xe;p3fT!z99&c-fbKM_uy3oCZYugq zUY*%j^7I48S9VG%##}pbAK?tekJvmf|YX z-!@GQ;y1O{_g2x8p$-4Xc;7A6MRlkhn{hq9vG0AYldb5F&ewFcT zIJiK)RcYveTo`66_)j`yCElyQi2D5bUr<>EoxnIUVrnR@YO3^Lb8BnuJDlgINK5WE zp_QeK+wMcEg|DRj#w*k>Ka048=Dg9*SaY_ui;IboErg@;)1nkrE)3rQ;{k)Y@9YfV z(d)S|p49(Vi*)nx!Bn4xgM!OCp5c07I{Q~zS(5y5ika_thAZ`VPVqyL_x)t-N8N*P z;G=+f*~i=4qSbpi0Y_f(RRVhHW4frK7y;hIS}>3WRIjkKOj`0OK+EO7LAzG?@k68 zR>`=a6pukUhHy4#!djveLinpwzWN3H^8X-PuxQGfgUq$m-}#iArkOHU`2n!6>0>Z5 zUV9}5vZpnh^nW!?K19%Zo(uhTpn#>7cpP#neR;OF`sUlyEva~W_}z#%z*0Qb+`4QV z*V)%+KbXpko`$}f8~S@zKy>>KXl18ZJ{fb9(Hz2M8zU5K(7qrACR-^fYSCs0QhxO4 z>*o}a zB%+zVV8^)1ESy_Sm zN8;~@Pg{ZMwUg$`ph52Mrwgv8Rbe+!(N5|Nlo#fa1w39Dq7kik`+dOI1=97#D=Cxx zoeSfd?~q%pQ2TuUk)x0nwXv0l2&TKaT$;I1x{&z6# z^IhjS(?bLMC$W^}v-5}Zkspd5uM{N_KEjfYfu|Kwihd@1^}IAw&$vJ+iETttky#5G z1H%!y$&}oIthMzDK;0@fk*@&Gcn)3_`lp8-(5nMG+^q5r4vB^DN~oXPOo@fvOYZb^ z{DaD=)t+dOXuv+QUiwB$&oPUmisgayU&-8T1U~BOjA)hy1ubon3@tTvf%d$PGl}$r z;_sXlN*IxukM@c4Zu9MF3ciMgINwoEPp_r56=I+VF4hwhgk6|>UA|O|SQto5LtnKp zGc%)18(i&;OYQA}I7*pFOCGNb-%Ej9crAIxH_6&-5eo0nP;EQdN}Ao~*Vos(dwWN? zxFMb}F*mmgPeT0V(Qa9l|5?-vEs!ICOW<4`j33}TeN-y2BT3oK58v_DCy(I;>X?a7 zVu3@=Vy;zuX2cPe9DGI?Xf7gD0OtdqALEbtN)alKT;hGw6nX-c8bs{3ByBzj?Tqv- zP&c5?Un5l@$@sMS?Ac!8EF%jSB<}9N9Wk66@16mk9T=2t>(9|ph}WwwpItg&*e~Vu--SZ}z&HXt0#K#F6I;SkBfKAW+9*T1VQDS%of18GrN1C7 z%WB#NMxqxA&o{U&1v!$wDn7+rh95$)smD^^&v{&9<*LyW3LvUMuXqO2zpSv;#m<{t zD)3=RK2nIVrNSFps3)BFmVsFP0a}pZ3$1=Tq)7O3p8LN1u^UDWxL(4cF3HIfSD)I2eJ63s1s+$#RsM zM9*fHj+S<+O(@XojEwB?`_BSPS|bC$y8)UvVR0=I{ z-M;p6=wf1AH!CXn2iom*>VWaZp`frZL<}}>CUU}6AhcsnOR`xAy}(^{Mn=peB_+ko ztZ->4zUoGL8MfjC`<+p%cZJzCNy0uj50_3I*IqIi-pCb?SEMq$@`W}LYW71AZ#Vk7 zB4_}k21vfUnMd`ZVTIV-+uYNwhmi?ty6UhAH`iXThfg}A1Ob8#anSjNNHkCs>R<%F zeJA%*))2+|)#pxu{O0D2(+MFgXL6%k6O!vat`4^%lnwR!(fV@>LhZtyh=*dZBucf> z4(fNvdsrMB3#!?5d7i2EMy>|xxY2#4fhI3DCzFT`IXtGKqzxr2Dk>77|HEpRfS8k} z!?aolIf4VF2YIXUEBR;bLjcfs>Iweou%J{}BV3HyqC>`7oQ~rpzesGNnPk9K6s$<~ zXj)VJx`Ki)82sc7WbjP2)2>&O79IscP941@Sn4B`tJ+j>M50Bc%i&m{ZNoF`eLt^|NW2gvZ}UU@JjTX<)YpwjU%`4m8(zOUHEb-=8cX1!E;A%UflPPK~qDB zBmb|P`R}6N^D}L1m03wi-|7Dz(c`CITaA8zpv8}5MT&_nJ^%aX`Jb8RMY+|Q`TXr{ zj8Yq3Ql1D2fv{^@CxBu^RzZgLGtl*wr)%>b9uM-DtrPOG_mzGD+8r7Nv|>L12vqg# zq|B2+v>qFIy;HI|w933yIV~@Vq=pSo70qf5h|(>3sKVY-s`st9QK&zfQW4r-U><>l_NMEOka;2iGS%ZRqWzpt}1irB_Uoc@*A zJ5z2AYnr<`slt~P+_$IRdHB!T+7Q^_p$<1iC%_2*5;~wqIn@fnlB<+qDk?QC^T%S2 z7%Zo2ENQoP zx^exkpRKijxl51|k$eVylu6Ua zgOcGf9Hk?}!>oK~kU^$%AzL>}M}Z&hMv7}tF~fAu5@;h}slu6d4L#AQXJCwNvfoB; z^;X*vo_$FdI1PJFwVxf6?3Xg!54lVZsCb*)qmnhj6e~_Me8B9Z54Q}|)9|_u@9ejA z{K?-HBxM|TBbVYCS7gmskR|+c<2tJ5OvNqn*M8^>>8po_F&a%Ueau`Gl}f{!}(~eglen(F_e8A)A-m{3$*WKdy&pVlDAw^kT8YYw=q%PNl1*m!(a<%TQA?)p&|`kx;~`~d?Qa*rVnvF1AdF2_<2&{`{LXhuo9sA-w0l@@j-BJB@ z=TS59{(Ok({!!(2t5h+QqOJ)W-5Gqj>2JTX*!I|nPzehQ>0}gd76bMI#d*}c<4ZB5 zDHu0li7PBFj;eQV(UPYxN&|xlw4!W_h6oHF>~w@J#61Xp%fl^t6Xx zGRfW{WtVP*hLx4EOkcfN$S_PMZ6?A{#GQ`?*Flli<8?&hQ1{LR_hZ!4Miz8jN>{a1_ZBlRUX+-2d_wXK15Py zK7?VpE(nGB3A6jyRnMfNGzrPWEshA{F~?_5dwY8J=bLdF2}-WUQ&v3{&x-2m>V}5Y zk4-0#yFoSb{KvL#&19d&nFf4 zI|R$*P7^vB3jTv~XC?K2{P-GAqD?sT$QMqAd<)sp(A5{d1$ac8)GzMRgx+DV%YTKA zP>t=s=vfhy9}+gJu?em8)hWHcQmkKLZrtR?7^(0(AVtZ<)3dH2#dhcTE2z)lOwi|b zo$x}(CTGGjcfM#sbwDvuRRPtoybycsW1JnAQ5@_S-e)`7&(#`0L-%#Qi<1=ZnO6nV zD^5atG!krlEG;#S&h~2`P*vaZjYAZXEUVJ4#ZQ!RBB2`wmw@(rqpc-mh!8!Dw~R3* z)cJ1ltL|F*O=232RDZjc0x`lniYA~zf;>Vc4DFKN5S)*)u+-p84gRO_x`u|;NcY20 z#J~JM6P-p&0wqq4RkYE>`(@jq$%?O*aO3cc;Y%!0W-eahg`jeKoE9cS;t-C13N2t?>;kq0c}?a@UPm%snrbq)_5m<{$9D zRgUEnvhGPEEPd5Ef@9^5<*;t@`Thlqd%e@Mc@a(Jf&?)cNDrvdmr0RgAl-!V65B>| zVV2NBE@exzkX3*K=hPt>bsyZ|1Jvm106!zf*+8mDGqLJ+UU$&{q``K87@yI^0eZ4opr&9y)V;Y!M`<1xJwj0TKf^DC7bK|{FLdh2PF|2jcQbD0muL)coX1{4Me|RC z)5Dc(FGCs?#pgm8h{7>n;)zS9ODf{XAm*tL!IiW0iwrdV+2`;ub*qps0zdn7i4)cWM%H+*vkgu`9?nMBGtmO ztsU4MSb^Ys%L(C_+pz5?BwM_@K_BpA4C1KO)NuYlXm>rRi9aUdlh)iax7p)KcDxQE zIHNMN zyE34La6qW555mDp`-o4SdE%p+*M1XO1sKEAva@OE>A%d(;3P~hPV9F++EHUpYt356 ziWOkz<;B|s#%&B$Ys)ghs7B?Tr1dHI0F4TVJxZii9>*veC-sk==h-j$f90LOgybg( zG0=NTO#A$(hy2Z}6O8jlXtA1q21YnH@sbZ1#X46Np7P$6`m$~Oizf!Ns$O6XB`3P; zFmGXJ$Hv>M5JZT^aif6l`EPg0d-pU^N!v>mNfohAx2qX#L*=jz2)Nt(d$a*6C&xk4 z9U34Vw+eaef6Mcrku2{r-X7{YqfS!nI&m;ouLmKWQ_rI)v6Qtj2?#8qxN&(oPo;es z-&}HmD*LfhgzRtp_Pay^wNK5)6lQ}cU#6nI+48E##3QDq#Ty3V&(vIhaei9T$JNVP z3)Heh9kp>n(-BfVOWrwR{@72zfgV=Y9;9F=)m|GKjg@V28s)Ump!vIS{P9)6X!X{9 z_d!3A~ z4rxK)8JBw#XuyHM`UX=TAt!3vSr7k5_q%S7C26*d>m8?rKS?WyhIq|t_lzpS0TtNJ zJf`H%K>uVrSV|SUTg7`#Rxhf2TE3b{ z=hkF6mz^t(H!sH?1_~aljmdm8Fq6`Me}C7~dYApD(YnShqOy!Oi9BOWF< zl8V3#Nk>iX!9bN?S#q<6hS&RbpAx>}eD38B_6QM-n|`m24aATd-(`QH9ye*lX#4s- z0o2w0p*>Ys=V4vB=oFu^?X$(T#6pkPYtjtj!!wZS1Qy7xjg430?$Jj%||6zfZ zhXOba$;p#VvrWiduA~7G5fRcnTdiCLSL}813zW-CU=V#rQV+L0l zZg|I)J)yAxiQIKY)0R1Bkr0D?r2ThWj?iTCcBJm7TZHPi^*sl=UKor)hsRj`%8XjL zQI_ascIHtD%l-6WF+TGa5hzG5FCPkuh!7TszzGmOn?Ic`ZLh8#jp-re+^yBSCkIu(5Gd5w z+v_xhe}_DO7+34rgYXC8zQbtRRJJTi(_ZZvY}b!I(RqNd28 z7ZcBQgZ(w9Nj71@=7~>!i{il_*1B&`Jk&yQI zg^1xSMcDhNlU<|`o#>2C{!l%On-@3g9W;vM=QCpb4!1~(lK^uSe!MuzsbmAsaE(B) z3t4s`l-NL&{XdrT@Bv#U!w26=ChXoeC=oR)h|0ZWWoMNGd7x*+y6b7f2eWa1{fOF{ z-~ZD;#(=-Gz{MfCTZXKF<=qWxHd43fTY+xUEQ(C$wIRDxWz!^$LO5ZErF|Pq1WoOR|yiCc$=8!w*s0( zY<&t%$5PUv+X+D2fZX7+Z3WseVn;|`oShLqn4agL-q_k=SM#^v8nk?+ig1=mNlSZq z-H`lIZEDtn;#|&Q(;Z$84hPt5fe-<)nRk7nirv05wE@xkqWd>1DIp=DTery5pwiXT z$~f~-d_c~!dvvOJEA{(Gt8KSGC&X?kbYz40HZbs7gou%1o1A)5h_hdV5q(sr1wO;T z|Fm>II3EWGuPU3taryz;MnLzphMs^HBZswejZ3+7D3}bD6Eg?Z8T3P|B&=u&$LSYJ zh4{4>2^H78!mz}!KCP`0=r5H)Fz1rQtaltFw$_OQhu=d|4-nMG-< zMy3d7E^FMx*W6(gT@7;nDjb)r2-`?h+Fna#{P7{xe60wDZ*0qKs?lydUe24*~ly3bPEkC}{%A+|{h%7Ic zh7eI>;|yydfjmCBLIr4*TbP%6Tm8C!{iY=Ja7@R3m5d%mM?`L@jTJy~<8%>K@f zT=?tfyt)>oy`dn*0*in&O?+^~85}eK>{-sW@n}vG1`~2&irL&i-{s2+i7&8$;idC@ z6QA2*0g^0$@2d(rQSdP^b`gh+#Lii5|vf?(maWfxjQWRcg_p|CaaT}CTgj2J2 z_E#a1|FHIam>BbrEherHPhWRnY;8>c7J34kMbwkxPSC16-+JY9MRZ)AR4w#p4Me|C zdr_?L!jU~}hYmst@g}6JM(bi>4Xgh0+<|S6grtj^c@!(YUH~=u{@j~f*K1A`ALOai zl`>y`YI@Qg!wRI-=EjEHlv(rRp493x`FP;?MMOpCUTat}qw@|aTALVcq~51nTeDbN zvbMI~0W(8f30*RyMv_uN$J@V@WL+FRe=rN≫g)nI|Z_+)55_@7-|Y;gk$^9wT+8 ziINKnf;2wxz@FgYH3g^g7&BEx)D~@Ub`QdSp~*(#A`4nXA?$$3xjD{XgZ>3@d;QP0 zOD`yhl7ZHVbDW%=jmw3eXxp(tnAf0w`sod{Nd~^MY!!R)ie~*NSLuV^>vP94% zoA5?c6C5;*7et1#D$`fCtgDRBCe!8HrPkvU<88+&RXnB*xJc!9FB=O{puYAT z*kEdDy1G}XMRR1!37uqt-{E1ry3@eyw{AGW`jiw0eBReS05Lz3Sb7gs8&{ToD6@G( zhVZ#mgD#uPXU_#G2IUNRH{qsKDdCGyN2($Z89LNXD}g@uB=#N$F1T=3q--SR%P)XGU(=K zXE77(`bg}E;c0;x^9@`t14NEHyjYq(iuO=j6lSM%te^R>M#_gM;ymaE1h!wC|6*fd ztF&x%>FSML&#ZpNgSiSI!1&zUjx}X1w1$GiC~3gJ%$#B6cotCn9Rp*6bjsrB@(-#D5IWzuZ3feEU@5UU-$__X{U?n^Qe%{%+)5xOGfTO`kw9`QkU9L zlCN_$SrrYwZU=I1SHL(R7rG)^Bn3+`PR^TC4SRsB;C)apI!#>b`tyN*>e&; zx3vW|@~;$(eBN=DkwtriT0Wsbi^QMow7Iu4_!Vg&JIPMegEkdIV+oj^2?-hOq_w0L zbz=l6(ck+DJl2zXCI&VEjP`F{koNU75z%=6H2BGw5QQEmDp9A!H1A`~X9N?Reb*5b zY)Ox>CVE8(rF!NoGWLm%L^(MT(Eke3dC-K_zONrXCnkNf-G6x4zU+*P8=)yWdU3Dw z$CGQ`5)&Z?1w-Z&FUmb0{n?<5T(VdK(ssLPGxa9;e;%}96RD;wvEeSDo5XKEHeJt; zs6idhc=c)#zG282n4d>V>AVT(9K}q|rwXwlz*Fj@BeYr1RIFgqOWNG|e#y%VguvvA`Zb@lrP=otwTb-Dh;lt1Q6PU25fDA*XO~!C) zs<_3ZZ)EMEFfPqV!oM#Dt~$2$&GBMT8^AULDQ)oFkLe9p*g7|iWeEnSV#hLmV@dE{ zZbu1ruGQ$Vl`u_}A101xAHJEu)<-s}wP+yPsgXfKM1+!XlaO$?a{yyt+@Jduu7<$KRZS7PSg@T!8g_JafRP2bwua=H7QOl5uDpDtA zKEBHQ{1rGkVeCRjs1@$N_?UX_C;Cs{@paXgzLJG3?DmBZA-g1HiD&=d;9iC>4&4J1 z7enNKzlcCFIpQAdFTs&|$h!N=1@54E2M`Ywl=UYBDXVvd#oHI%b$?En@n)Q!oP@^C zLYkWDg0|43C-JM4kdg&&UutS92%n5<0<;(;xv1WfFxNsFZ%CaQR;|{5PN%hl9{3j- zW#KebUWz=&Fh5Wiq(c~I?#o@@x@lS;U_3vh>|LWP39gKd_4Pa?aHjE&aqnf)Z{Mb% zA-14xh*|`_J9AsbO>nS$+++R`1zBZjBN4ty>FkJC#KS_oV=F38RNq%y4a;ew z({X@`id+ISIKGi=@L?Mp8(Ug3&9prXs;489?VU^gW&xb|TrY)8++pZg;Kbq{qqO?JIg9ocz~ z?(w8_VVSrW4-?PQMSSVi`uTg2rO_T7V6ifKCqk)c_ z4&2TLwgv&_0gwmgw_8lAGI8@;<-YQNGmrcIt{OsTVIeSOf=&@|L3sK>uaR|66&o7| zWwWe&@-2Qc^mE^RaGzxezj(^%=N91kil{M9OX55VX>SvPqa zcM98i!d_h^fs*#z_~qLrkERcs{>1p8^TB=Ej0H!u^aKK)GYGq2up1fmFk`l@;?F_E2NOFGH@xIM&n9oaCnO^iMFzUu zGJIt%4l4J2hh?&xhF!0IHN$%SjmzGXXPEV)Crwi-{m9U>g#80<;Bi&ZQ+LPb% zA5y@q$jZq`z z$#v`NL_FNw7gt0-NIl>SO(0U=7$8TvZVqCMn>ULCI=%^B<*|y3p8@jEPzv~cs*w;W zxr(#_<@y}3Z{&o8fqz&Q)-wljzE|T##n>GkI~k##ycR0TL6QYS!$61%bZE50XjUO< z8O*x6-HXCI_S1<}eEu8?TlhBlX$5dn!5 z-N68~F6Hye5k8T@pe9b>?VA{RXBn+2eDng2uI>)ojb#? zAvfor;6@*!5O!X`T0z?;DVZ5j&i9R!+Nu{$)rLM-H)4(KP$JWx4S9!&i6`}dXOkZZKoj_g*!xFnv_hx98>6933q%X}a7l zLK{{m40zhBtjxv54TxNS$9Bzs#GG|XmMw#*|B~5)N z*c8n9WBufdg{ac1jE>Ix=wC*^yv3b0rmG$hwe;=a;Bv6_oBWyXny*Tsrt%Bbh?k!R z2AZL{8U`1@Iw*_0yvK$yLvKQkFThR^KZm(6`KaY`9H2s{*JEp5 zI^yCD4}6S@i*a;t3Q+=S@SDtSi-ZHt-yw1l)Hho)QzLgx6kS!p^9U6yfTSy`PwvHc z>-Vty3$svo5WFD1Dlr%i4-I{2Z?Dib+8I!xQgG{M_jSPX+)2BKh7$9^QuX5dSoSR) zS@Rnk-3}$vJZN%-3>WjF2t|&7;gyZ2O2>5>#C8UL`)@@e>i+)z^jF&Va2diZnbo)Q zGYh!k0{3_el~uK4#+|_|+U5lY_s4W~Aq&FfMQ7}gQ#-m@0Fs zZy1J-cD@o75V*$J2=r})z0$Kd$0w+?>}>37e0ga^>u-db7;)df6T!zzPft!x%zO;U z0eG(D|0bzS7~b{#vI3Qxq_;yY80?FS4v`dfP)?lFPX@y5?5LW%4Ue0Y1= zO#vc-a{@gxHTK>)jc7@&Rh8*}hdG~uM|{HIlF6h+SX>-aOQJ;9sb4lDVPyfQ#ZFE7 zD^l~w3#=x~t8ip4zrFXXzkI^MaA8tsbNZL(^cj8mC*L259%TIrKF93mx%cXP{kS>; zw`sSN>OcqD4gG|Y+eeW%Win1!Pd@hl@4Nu_YMxkG&J4q zRLehld4H`9y$z_!Rs0*wwhR`mA~C#qQ~b5o&6vZ!b#xJyjX5nQDog3C(%LL|##}@NY{ApPUE^ z3zwBv!nabGAXsl6HYE{tOTguGRxL|a2G}*4RMr3uO`pToO#G7Z@TuLvD?>*8TciRf zM)i&6zy%JGObl9WBIem{cR8OnGJCqB1XQuMFt zprW#a%=?oVlkkt82Wa|h;zyX!O7*I-@m5Hbe7=K&Lwu~@kM5Qn<*~1E2wYH-GZ9c-lXP})*oJX~K>4evkkIkr zp@5)ZX=P<)Rn?n;I>(uZi1W1?6tl8INl*Qr z78r>fdfu+!3|w!9Wf}s5);BgFCp1QMAa?b`m+Ts%A<<91*+h7TJTLKZaiwqHhRF-^ zj^QMPvCz&xtqw}Mk4{8|h4nc|fvhDlLYJZHg{4=C3hwxDwwyxAU=3l1yt4%3c@^}o7~}|=tG@{X zD%FC|6PakAG=g@SSPdtj0*RZN_707(cfUq4k`N&v&C04ITK@|-G$n;hF%x9;29WJG zF%%FWyFV;z`DJk!?I)58?|M$&d^zk}ic0a#Awo>;)J1*YGRQ@C6UM_zAEDPC7-#IOscMTmw z=WwY^X#U3Bb%ONRgd->==Ajp=J` zaWq0b(sIr_ag1y$bP`!hK%X$scl~03bxUZ??wOXsUOd8wwagFP{SZzJpYq1TzcKhcqmc#e?1*k#ftH2SN3zHc=C{ zkv~C48hqVgxZ@ld>_qCISmE)|M2tRBF*7Wo&N^17-iPV}=u3!s_Vw-GICexqmUc~f z*GbtRsaXtpjBV|KQ=gic@F=LOtEkZQAke$eQdE!mzmKKxq@FT%pc>CGf;0J)kP{xg z|4|{}{lF6&Kdx|>f0Djx)WrsI551RA(|CFL>}1zq6hZZ_bl14TG1cnt$jAsF3fQ6Y z6??ks2N}GHH>Ga-D<^vs2#AUT$pfo)6ZDPw&-8X7!CH*4+1GIT60bGcA# zsd^n>dXoV|~ntmn7}AC-t8yzlxa-644(`$KUk;-UlXh^>Ys=gdDbKn!NuyLi#v&XbuD{ku^WE*(+gS1oP zK}87^m@PNm$XNO36I%u9J`d#JKk~Zfr24Mo^u}`L>ix@ks|azH_sF33Hb22ancQ5=%IfcY{#FSO0T^aBlAOv6urck)$x_ZZ^*XE00xX@prt+?&+F*#!A zz|C34AJekeg*30P{z1wKy=kginV25IN1~5#@$=s|PwoB1{GNYwlz#3$8>09)CCKRq zEk@MJ`ZnfVq(t?SClJ6NOi80ji&lJI)3Rkq*#=VT_VMk#^^AI3exyVZP$ zy!F2mDehe9W+7Um&T*2JiwpZVzk~#3SpUZ3$XFdSAR|D&a&0l3SEQJQCWP!p&~;ODa~sn&pVSo5>kMILP_Te9t%1tdo5SgSEnrLrirUA@56EuG7EN&Wc&9 ztg;efMGcj|&#*Nj%~O@v>}CU5@{CRe@R-cXJB&1xh#x~d>FCz_D(7jQZ~IN^o2jY5 zMkx38Zd^ArH)pJ4>BiROyzhcF(g$n{@3I_<8?1 z2OqG>$#1IETmy;*1c|C3Bv;`@P*k&KI)_$`^4h!r^Qf7wuC=qXW|!uw)8Ir;EWpLk z><;Z*xB*H;=U4)Lka`Z~F`uuDAM4n>{z1Gy^m0Q!1_}`Oh*0CXFUuGItXqj~3;CEN z68aKI6kV$;jL!$(UcOx3Q!W71JOoa3<>Xo{)QAzTHldm*5(ZzWu>>=Jm?)b?mJN8n z(lax!LPA7DX6NR{v`j>1r>0U;Q^T~gW#8rYI_faaZj;OE8?8K=L}x)Q?;6>uA5r1E zZ>L^c7t#cY;gEP5KGV$?mL6m!12PWz{B}l@pk6lF*N5Uk-s9yDwqJk#Z1z^2#>e*f zSHXIYgD)hZ!M5!imbXsm#FD=w!X>c#0SHmhCfd-(CyPno+#Lu&jTlEFx$2DE6>0cd z{u@-zByW%WI03i_5~mpkDUog~*+)*L&jhbpGDq_u~`GJcMa*Ns&lOa^SM=bge3m)X3bsGY0Es`ub z$4|=Qd}HJ2`1rA#TOe-OUWike(}QoMc^`EIz@Yc*mp{$J2gjZy(iZ9QsS);OXyjkA zYMWler1!r^QuzfN?FtDEG<^I>xJ!qHiAng0uwZ5Zcqh1C0nUT6qj*OVOD!?UDJ}=^ z(RcBFtBsozQlC*1PJw$=e_Is9Uujm;xiDB(@ZKClNl79+91(au>IaB-9UUBIA!`Ll z*p8Qoc?u%Scy&Vmc=e2FjXXVC)g-K-Gu6V|KSmYuE?CBO&Y-bHKC2@j;CcjJ7qo2| z&Ky^Id3%Np;RFr!J~J6o7K05F_O;2Lo{f8iaXT($a7qWOfJc>y1d;cR`(Ak<@A9AW z0o|cUD0EThOhf;L0nB8csTEpQ8jd>jVL{3(>R07meKBcX871{#q^hQ-AqOc8XAX8l zwGe*<$q*emkW)9F!J@Vz$I%EmbK67b-?s`D-j1j=fSW*JSU$DZn~CmAju~S`)k`if z50Am2A$UbY^t+kxyy(ctlqQ76#7k8~QloGCcDC~ayS?o&srax!eauQ7*f1CM5C4y+ zw~XtmQM$kBE&)MOkVZ;6rMpX7It8Rfx*Mb$q#J3Fk_JIa2?6O62?az21bl|`zpv-K zx!#-?e)#RZXJ*Zs@9IbE;5)K*s^fRIk_Qsnjy$+GGy{=PIj9PWkyuIr^dmJZhT6yo#sUCwp641NmG8 zj$BO4%ovjvB!znYy?{kA>Grw%#pMLdYW9ruDOPp^F1#suTaP013VwUSaQ}ZTEe|G* z7xa|Ld1lRknW?I)`?0@|bbyqkMS*NmZDwWF3@_;U`8oJU92Xm9)A|}zHF`l~$P@Ez z1&axI*vIqH^Z}dKtdtx-Bsr8R9{BjJV>ANDPvnEWS!GD{Oww*`&@s&l1U+hNZVf{8 z^?eC8uqaY>-xB%v>=n0qVXrp5RAzE&?jmzRZA)!&Q}Me(>M_b>8DbiW#2cYB=g!Sz3nL!v8zmjk}hM zT>Yg88>#|_OgK23;*(tLnP9r7CfD~ZN@hjQXu=Q zZx{Gk3DjcQ85sg3i*xzO+6q3Saq^0I&RGO9+xlk>B_;GRmM4NBQfie*Bt<~Tkv5BvDTS*eFdDU0@%ID@%Q!9kk}@sFq2xH<>&SfGVuV~t@`PrZLMgka^&uEm^6G!D0o>Hz^a zaD)63cK&YFC1lK@KQIH2n)|#ITX~=8Gx2F-OS${6)V{K=lh zXdyBow^$DFUchxD6jm58B%(t8?rv|_AF8~-(J2t4Nka2SqMmYFR#d{fPEXCnal`qS zot-6>ZGqg6rW-7+lIl=CTJ_3N5g>7>kK9szcTp&MUBj9meVDsmnA_zkoc}&~O5GEbV&kE!*t){zU@q?VSK9 z1cPMDX&k~Ujf$Mr)u%u~(+?{H5KTzlA$#;ZzwCd{fnb?V`5gx6Kar?J{V#b_<6zel z85tQGirjrVH8zF>p`sRs%K6Yb7Z(-v9#6g&=cIkl9egqO`SWY=B8SW@fAWJcWiA3? zc2Uvgi3wP|J%gVX-ag(Wl@GQ;F?a6W!*~e3j*Vg{8@h}uUuJULSa#07XPjXD= zQ|Ak=%}un__27>S($OJ%7~}{&if)GIn!njC$FsZJ?CR@OUg#0DKx+LeQr@lLqMJa_ z`?$B+tQ~j)U#fi=e~S_mGZ;!sH?yFXouBryx4<I{3ei|Cz#0RrGu30i%*=-Ha8$b!sNk?&a$bIm7`{szJqq()&;vXdDv9Yr^5Pb%(VJNp&!b%q5 zEXBJ{zYFf!mdZ+dsE4zBmc!fgS6x^5;+I^z#yHFYb_x~I4X38Zx$B@U=;J=`x6%l# zrRobZ`TOSw43moumgv~}Q@aGL#4-4A((LERX1EKg4lO=-{z5}SXg;}Md>zjhqc}p; zl_Y;|Sd+5H%<2c{^u&z~4Xz4y6(CNi5Pw7oa)aok#h-oopiUnjyNCw{@|r1-+vQY& zMzbXRjN%z6|Lw+);~&IdGgrNEaUoF0oNWhPKt=|oYxuP5Bjy6!eV+qCi#FfH*cc)m z6)rYU!h#iw%P>az40tO3z`JMn`M%6kRCp8d(FWrviR(d%)KXHCwzO1Gz$l3Y{UjlT z_>F!;e_tOh)cXgvHD)-5NZEgx$P_84`3MF{NhY#*Y~hgu-~t?P(0m863jWSvqvu$S z3eTEtVus7&VMXBw%}#4`v%+L>FzRP)$Pnl)B;_=uBqtYEeyr?F|C*E=pN&l3KA(xA zZ(2>+o-01RG+O(oWODGI^0Lyt7eMGjToE7+!rjx&O#zJttSvJ$bVRkdId9ChPSlIt z3vGc^iw#0dV{$2$8Hb&tol0je+61zFx8H@^3tG#2&AegER<{+YKODtaxLX}R%Z{S~ z#F@G}&M=Y^a^jZ#3&1Xck`Emv%z>#gh)fh@WT3Qc*oTq_1>QQf*>gm4+?>!YBcc)WNKdbqT>7_4L8#15Q(_(|D0I3m`= z*vF-~XXYlHz}Zv~Ay^Cife@m56cmu3(f2#s(0bRIWZC#b6MJ+TS_w;x(srg)N30&j zSo}^O(vw=_xs{of*W3sLCb`DTCM!8P*^y|G3N>Rg29qrsCH~-)hq3gQ0?CkupvceU zt>&#S$cm^IX0PF_mY|k^m!N@4@VWxm)ugh;IcCHuRW0cQi=%%m!Be12B=*n8#s+_H z^%(thapxx~n?4-KAsU&n5tHM{2n=eDUQK;Nofr)}cLeAHC#Sq#QH{Svtj3{``)*i7 zWUWchoAT;TJ%TCt{r8%{t8q-FQ;jA7515Nf63B)pG}7Y+LzNXK#wKk}U*^}o#KuFY zP*G5U>gv;{yI)#iBR8HSfWNKvGfy`(DeB_H>f!xq59V>G9-t-$d=*(EyD-@xqQBQT zG4_d&La?@}DMbl`@W=Kx%Jux0FP6?W9BNh7^8~mbKh0H{j*eRVWMchPz>UyRZVSdq z2ZwzKhJb(75YcdfdH%~?k#kg#zd-NU=*t-ph@@4O%$R_RGjM&K78>Jl)E#IWKZo;u ze>WN7Rn1*VP3dOQ>+zW;9GiCE4pNpF7Yq`zoO|e~Xe>?5FFgBID(Tc<%z5)f}97aTNYLATy--%WPDwICEKq@{C-X6ss zKK5!zhr6d|sczC{un#U(y&!alpqvtc8yx0IOIubIuW zaWR2nLEz)K%p>;cPH+-CuBZxM@tL3=Q7!mE%aYmSu?ouT@Z~UcZMZ%JMRhuQFb!sH zut_VBe&QnPN17wiPfk;#MBd8h!^bH~ormvIvbB9G_T=*Ta{n^Y_kk>Ks+|@tvZoQb zAcGGEG$^ES{lK)hPyV~?92*0wZiw4Ki9ujiOAZ#>+|O~ z%DtZAIlPwW;PS9nZ30&G+q`kfvuSTM0v;+q)aKEqYd0nvLv>Tu8_{r9m_%|x^2HrY zyZ7JxV*0F7E?cJ3{OpX`tvDFraD*u{C99GpzPtXH;g+Tap&g0iAFul@kmCau6_CIn z^ijJd^}OR9&3HZTna`G|Dz;TF;%*9*Mt}qJt_JfT|<p&`^c# z^$RnAl3ZsP&sh1^tMbq=P;_zq0jBv_DM+zwf-UJ#tG)>&x}T(zLYLSY^;_WuRNkaj+x8QVS(A zt8v3CDVP~Pe8_>P+XJfTN0AF0BBO?b>-+!UNPKhNkoTU7)mh=(k*Y^s5u3j<1MiQ=2PC+-;$2FQqX2t zf0g*Y^-&-a>b`!0+(fZa3(&Tq84%ag&`8Y40J*b<+@vY6pr^19F)|`tp@c1C={#rW zdXIPR@MUvhYfODpT^&A2VIYuti@G&M{pV&t!daJ(QIkOw;*+V$UASob@5|~kj+4ij zbt+?NCyn$HX=ML?UN~Q9oFVMI9)qAgViCaWt367J9)ZSWH!jofG3OlnLTiye*XXC} ztOHYaIhIYA{S2cYI~$u0GZrlZeXF+c^PRoLM6HkC_U*GdM|fKu{esoM7aD#i;YuXz zWME`WDAj==Qs_rQH34Qk@E~4NUYAs$s@2b*_6<(JK?0)N_YJ40dlfI+jqyJ2938d*rb1Upz@p zlN7-(bkoM;H%y0)KBB+=kqXv7Wkfv}6VGSA|ASM|=Ph5OkUbS9@1Xy%G2REI=JTE3 z51Z6hx(u{+J;9O7#roiS;oIis1H9aGpt*!3R*n@mjJf~&8bkx;_<~*#uwW%m*tr_; z_Xv6hP&0^0Nln|`7}(fqV0?nr^ljXq$k*HGC|6z6=RYPk3bV79rXK(6QuIC$*R+-wGE5_VWNLGWA{FNqHrNI zB0l>ERNDcerm%Zl3*ZBT^h*C7B}NLVLCqFxM%~`rhaC8mnkH9eOT#+qZ*6;KTHw0* z&KXV?s>7?iSS32gT^%u(6=#bLKM^v* z<7DWo9u08KW7}&mV3jlG;V@oBUW2P=etv$}#^w-(9FgF4Tph8qRgG!S*ThB3Ztloz z2ZG+R=E{5tLj{S zqWO#on*~qoU)`0VE?JwH!2MDx;2gx@`|{-?C}P+R!uD?DHN!$~baW(!q1PnQk4BZ4 zVsI1@FB!~*be*~^byQr(<9v}(*Em^OLrjvxR)X^KsD2ms!t2gIKd*tkt$ng>)QYF7 zE1+~$`m+CP7|yQ7z7wG9)Ya89k)0ym$(2PbTUb6jINWx0c2*M_`Dn3`)UZ1p6DeW+ zg2zdBAnHxk)46FDjejmFfZ$OH6>XCJ=Hxgug?>q!EBDdDo?rpKfp0k6YL*N}Hgf~u zeWq*^dvG43d;29rV6zJg6V?`92aN)Ptpc@(Np7~&^r!>Q%{2ymElXeIwCcMR((7EG z|M++D^)*%m{4S7q4su&VfFI${h}Ut$-~^y5cQ+`u71-KO)5{6+VuE4 z;ijG|1rATymS*6hbu*ST;OwJ3sFpCjLL}}Ge(?R7IPQYZ@~>xEJpWePrpA^odjftp zt*@J%Xt1U!i6U#%=+ajr>EKenDrWdvuTShS7k=K{*B2ZY_Yg8*|G7h0fL$j1B>~y{ zWsHU5`_Z@fSFis4sta^7w})r%$^!O|Y>_QhZ{B`6+sx*R+g+^6PJ=(}6bx=Rfd7&H z;`ih4n$cS`TGiH)sxp*$hM}P!fya_6D&r7F@YLrUgCezP%Y^!}hF zCjq+m6@Ra}RS1KZL>Q=!OH06~)=kyZxUhFC)+)p#`KYj4&mHwX$nd2c15t*y){=;i z{Lh7T6NbMLuVASM%NBq=V!a_PDD6YhN3qqkEorTy>&i5Xev}zzS;xgIAOs!h|Jh1- zD;Qn1#FU7(^?Ad6^Xr&9|F*4HEoRAmVy-+^IEj;78d#{0k5>ijI#4;3l(4))5O1NA zuLCZ>0Wag*_|3b=4AzvRD zE2n{(dC=C&i+@%bmeDGY18+pn9|e3+;P`x}DynE)nb0cw1C6G}CIKC}g-{%mXXc=P zO$U9M;!`pNus^^fUa!U&78WcO8ygEoSPAgbAC?-pco2!Xrf4W0Gu-?#68ToHi*x65 z{X%WqQi)OnLq^K|kt#~o)?$SB_bSMF$3Q3;fJ1&UpJpii>U%yuiM;)sF|q7UzWucr zRXaWENsQX0)b2Iu2#9D&Xto<S%csh0d6!b!}_%svoST52DsBA@V z-<|`^5x60!wIi4wHw6V!(dVoGzWCr8R08gIiER1LDfuIUExqIJCIfNP;_odtqf5Ew2=IBtfVKJ zPXoXYcgt|Md!r#p_Z9nJ`IS2FgK{r~<5h}d|2W^+o=<~@JUmUnO9N#RMlo^B3{O#9Kqr5UtQP6F2Z`d1UfU0=()z3XD zCe!FGr)j1Ib2&M*g<4~dwN@wK`4OqX&m7d!!WZ=%+~|;m3C-VvMBbO$ceZkZPu5Qx zkjh^1Bwp%^3|+Mp7vG+*PP2na29}twfQ0UKM4q}2h!wDU!bu5~UC9i^0i1Z1lGK%K zoif7DGVa%FM>nodQe{vZPJ=e34cCB^$Hq23KTq-+bQ?G;nzmW6b8sk<%uK>gi&2pO z`n%73E{bi7< z9Q=b-7Mh8bOQ|aQAJ0Fs@UJI;tpp^_XCX5j-BAMJF`)?|uba?yuIxc7B?z7y)C@PQp;6MTs(B2-%d$O@4!F{3Uo6lSo zf%FL?2^Wh%R)+?`R-CB->Rs*t8q5>kM6i-R+G1G(B@0kWgOpuo6Y>tu0_ zNq#7Xbwndr5a23UI$UbhajkU)f|fs(R#zWDz#)8Arb|J5XhRB{&V;$&)xwwLF6QH< zCR==+J@_Ml;JvrG2`7!Ye&0U9x52y^oG{(p*R`6ASO-P5Q&_A_mrEPck;%y^pWhg@ zLE{Quj)lzh^e2XfRn_I#YeK@pjSF#OqzqDa0rovx_@@7Tqy%R}*t3y}xw*K^Homnu zArYnlRjrJGf)19q(MTv^XGajC3L= zImKc#pl_(~EckQ^{H_-m-g=tZx`y4b4sI>$8N*1nIJ^p`;2x!nqBHe zXnok52-)L1mkSdc8?Xp~jQiBJp*d8>rj&0dMdQ?Op3{7v6xG7`?}0FVR)Iz6N{muA zqcE;e(bTG_^n{-|9j>InpzP`C1*uW^7}#bK-_66Jhe3&hvksN0C$I9L4!v#d>AC;) zAX>27AFu}GOg@d2|ixQAk6vA>bf7DRF%hG_*!mBhDN zr9a4>h|A+R7~F6&%X{@|3YZkJMG!$lE#ei27F;;v;sHB{#4^VYx}SOP3d9+b7qgx9#m{qEuD{63M`R{rk`FAKo#o@I&|LlubtTd%TtO-zZs^ zCq?njzcfowR_n!!7qA(IK>-Za3tV<2Z@ER}t0RmDAMQl4gp6<+G@^u~H}xcEDMl`@ ztk}yLXuE5xd8tVTNS>B%L-!U;^ZiR3Cmfh@adE*iDN9jU^{@OVyO!kIc-#^e<^Z@i z1xAht%Br~SBqbID5+sfc)E=|EeY_u8(aY#4~Ri4qQQ;L6FT~+(5X(sUE z#h!ZEQ)W*Q97iPboLrM!24N?1v7uJ;D7XxS4iZe$t~xi-TO$uyS*;Vcsq37PfsU8+pyOnh@h&N=h=rNPd|7h<@jahexg;$Q9FDU2j&0P`CczF1i(cf;>2K>S71}#QWsOK~c>TJ|#4WA2 z84K@+LN4w zDCKBng)&nx&3r{y!r~$5)o+!2z$@n zYdwMD;W73Oj#9CxA0j=uaQk<`mH;&x=0%k$u1K}5IQjHof-lG9F}6kSyAxzx7f;xfslb+#iGF?_-_`Xl{Y$1(7)y)#oikH+Nmz7 z!WdG^<7+2iE2p9ox3#qi);Mh2LcJoE{s)4ku(@Yo*wGp*-7K;YjT%Scvi(@2_hts3 z>)~HAo7ILOJ=k=J5~;hQ7{$DL1rfT(JF_~F1hg331m`{Qv$8mg?5u}`g(^IAcK-e6 zPatH0wmPnCn$_jD4~BTD6e|$@u+4fai3{uya1x0BJ$w%+ft(y8<`**%1Jz3k+pujp zH>$<=SiB4R1_mzy=DU{#A}PeD-m?B7C8zMh#*jOo|A`MrYXaVHuNR&x%nxB17c4-l z!yG44h15FW3X6*;@bh5lfr(Vw4cfiJnEGz`#@gn;v;njv!3NzZrj8bmdaJ$Vj(34% zd2nAJ4EV{Ln|qw^1i>TdLNtg&j5jg#3uIAXjqpocxMHH>>R_?Va? z4NBe|XI51TY-UXB;84y2RyY8|+KE$U)UDp)b)LtnxI3;0f`pj2^*gGIV z(%v2u2claJz}*xR!QScbzf_XVn9s+0QlO%6Gtb031UV3#Ma5edmK%clVW-kB`)?;w zSlxK{OQ;p2xe)JSn_s4VVEOnL2xlkI9BlcG#)xpt!7s!cTBiuEEN=p0@<-GJXJB#h zKi`O4KY-Ro^Wl@Q$cT>i&d_C^2$XCiQ&W80l+;ud){C~D>)Q6xm!GveAt$cfJN(so zq)woY=#_=wvvl}ccz4y-PV}w^y-84mb?e^YRTPF11x2E-wba*ONn=X{^QvkQ@MeH* z7Ti}if7kxqjv`e<3eL?|-v~!DH#~4_>=g>eBM2I31-P*=FoHbi`1sKADT8EAT=W># zjXE6dK?~$2C<^YID5SMGA-L^Nr%My}01m0K4u(re&J9Y=svsWyW65cxjCK%J2YU^v z_<}1aMrQxO3l426h_YdqA;+x^Epw!-l6nd@D|3rr00Yw@2?Ygqq*NHRPsNDqPi80z zq?Xf}qp({G_07Un^bO#Ps;8~Z6L@n4P&-cj`ra=iU!dzcUHpbII=Cbv3`!h`hwGg{ zC6wCe0`44u04+KhM<29^nJhD;A*!AIvNbP{R`m9M+gD>S0Df7_l&mc9Z(z3I@Pyh< zMKq;yVi%;NRxYp1Xu}{N#P>_e?+S+dqn_3r z2TRYu(9j1`UOGDkW(BNltXXGVUiwHZRP0XX|E>&boAB)N7dJ+$MZLre-~GM|sT;50 ztZ(gUqg7>I_cfce^jIZ=3D%#i?5y_oj>)@0>50k7QZMHu$_%<>7H8FRQv`J^^0a&@ z$ocvB`f4vwQ8nyh26ryw-ROZ=?(J zhid*bY2I<(x$PxK6FcYuBe)pujuB1#qF6geE8!z1S1DSJ`nT=Y?#4AX#RN0QXdfoW z0E5eYhtS{6{rfk7KZ^9JS*a4kuK zu_i0v>*5c`mDag|73nM+WmEhza_lDqUJEsp+Ju?SIXM)}k7ew^#S8YTR5&oK7JRmB zHI=8G_Riw25|f4$#`|wjW(VXG^o@*C;#}R_LNH;gaPYoT=>SEDm59E&DJA7~kGRhn zJkp?Co3ZKa=|q$z>X$E>GINGV72bM{vDzW4EVC8Zj(aNB&b-LT^A?pn@bOHCoqR6= z?`JqVv2$xyhX!%4ZIoJF`wOe{=;X)m(erc5vmTp+C&i|I=C;rAV_Th9V!RldWyJ0w zSvm_To8I?CvB!0%nOkQQErKY+X|_>=naMN@q7kYgDG~0f?6kCZ@ZAGw%bxP^9{e&CN#hfe2V=fR6H7%=Z??Qo&5p^psz> z?pTx1MbIM=8XR67Z&gO67zQG#LU`ifrf6|-2}VACQBle+4b%4@N|@+9-Z41J6;mam zAy^v&C)oL^zP>jUIl$1?88k)gme@=84uHw&J(qW6glguiOj(e+kCjaW{{eYt{*4jS zw1t13ITbC_1^d89VrM+uzNgj+f+i~ky}dvIf@F>YF^Mgh=RiM;lHO2{_heRqsJ<~p zTGC~sumbrY zl00r-T_stHZlsXQ?bC3Prhzc-6H}EgZ?$xStsNKrZU1no!}eKKK9y0!kxqQ5W7@U(?BBXplZ*aSPfF_ZcNHEqme7fSA2i-f|O^rCwG?YBizP|a> z!_?jaI7O3AFUi7&6x%16WLGBO+6eRp7*4du%U^SP-=2$a07?7n_mxgsH{SOj8eDF! zE(F&6h{Po!&({WM*9N+Uh}$v|w{8!77hg06DY2j?7>C80PYT=JcL`65rUR=A7wnx0 zQ}HviIy*)5iFs9AT_5Qar$V)@-RHVJ&-rV7Dw9osx&WQwW5^>YDBhiV{VL=U2h2&> z$bGw?u_Eo#x85Vfb|ge=ee@Gbw1;N=cmr811SbU&vdY+|Ibl|G;Jc z4k>9HIEDmPy^)_VON*O!$jF}l`h~g@+^~Rugt&Az8$}`b$sa^8Re>SQ#0PfIT?ojXfOC&3XpXGS z?Ri3Luc9xnFn5=n1PvD%xz4yfL_}h>f>AvO=RhH%&l>LW0PStsU@?@U{`j^4cqa}Q z*s+!s>2G}h_Reic3EkX3uij0=w2Wf|1vj_F;Vs8lm#2VT>= zE0pw6c_Xcpf*<&`_hvLO_AbuPHK=8CgH|)r(om(J)EM94_2rkvEuF6r9+T%Vn*uWE z+2dyEW?K&@UNrdNJ55Hyn_kE;y`$S(NCs;VU-?I&G2PGC9xnw2wfp>Hy`kKEPT$&q zUL?ys##?*>-1-|R^#~Wp*nWSH+Mo^mR@)?17(~Djj@D5pIT4~WVO%MPQVn@7VVU#B zAeDV2Cv0h8*0IK!M2XE7cut+|1GjD99As$7vygZt22k87u|Jf?m}`CIJ(qKJk1w`~ z#yaCezR;dv`a#@R3BCWB|n& zZftA}?Rxn*GbA7a9D)(%qi^I+2s_9tNxaDfZ8Th&7 zwZC||dF1lg;ZB5a-uNj z-Q#!OD6oZ^(a%z0@UGOKZk)upgYAhj0-3~GPv5e*kOh!G)o*jAx+KlMFLVIHmxeRF z5=g*?+1bV>#z;uWwc#?`Y#LREzdcJV0zYD-wigzH680Vc06tsH_r;#Q5yd6^-#VPm zp7I644G!GeSAIwTHaa>A;+#RNW0v>tf+{pHYN0%bj;bNT6w#H1gJXE*>guYOap<6P zp-3dH1 zFJFo@Q6#<4o24VAIO-~-&lk0{GFeKAZ`LpJqpR3Uh|*ylsQj@B3G)ThG}b-8YM*ys z?t^mAQ*97~dheVgRmI(%C-Y5p^+SbxN8W`92OWfyLm4k(Kl1JIzCJ`OT*sQ0(z)UJ zvbORUd%FacR2AgpNdsRK5ti^lK(Z68x=MKU@#rHJ-RqL#J*#Y4G!sN_bRVodwC;E> zDEv`RBDI2Rp$!2eYt&%v>8qp*JyA>|w4x-~eMzzVLHVk9*sPcutUw?8o+*J#abK+{ zM6Q78iUM`Ec(CQCsy`~_;9l>7xWmrK5}VzdPhkr7a$&B(n>J>%ELH#3{n<^{eAWGzqYVU zLoS@=IVR5!28gFT&zss>S>&I`XU&u*4i#M*dG?19Y(l{*QS115UZ56SnFM)OJk(N3 z5l~Q=go6e2d|DT6a2Zx=mmibT($QH$bo1ZKi?sB#!jU2!Vl{1f>s;*?v(2n-yO_5m z0`e0QC6e8-?n&+-H-X;d%Bj)GcywFufj<0xQd9Zl_nSFG}iC{-}j$kBaMg#dHHP`M&&-W&~7r!Y?_6 z@hKPtyo5UPx1?7pyF~i;EfLs5Vbp16mbRZ)R|9}Jw&$h5Y3EqfrQ)MWdJpp@C!sxg z!m5__A%}Duf0p4r!jPxaD6GbqyD&xL7K51|uLbQXMzSq{9uJ&jokDK}hihc#GS1#k zk1tbJ-GBuIChf$=ibqr?RAN-YY-15aSgL$}_lexb7W|7XRMauHKQDhO^6KGgl@%|L z&mqi{^Hd&%wo-=s-b-k0X0c1`!JIlCso-AUR?b+}aW3B<&G1(f3+{HtgvHpeA+|H- z0cv#fsLk+rbD?Butcb7(8#|jOq22SnEV!f6k1R(lp$ikBr(9+?u_#Y^H**bpsH3CQ z1159Qd_!0roAqh8&)oa>7$LY$bC^f- z3+Hc2FtQ?sqxbve3=PR|<^e@$AujxWdvS=Z=xWvlYnHeJ)5mn<*8yU1@DKw-x4%Dg zba;FF_j9@4LC)mVNkU58@-5n8oagSHBcO=gat{)b;^O0p@4(lI*Ytm>IZ|}dNRzZe zsx{MA{epAgKhPc(Du{!(h>jM;AiU?#xu@|j81jRe?+dxfoOUML$DFUg3|WyTHmyhh z=`m5g#ZU||GdHa!kbO2o9)-)HreGc{*54YsH%Db1`efMHafnQFl9Ra?KMZ6_Q7HFu zucPd(!a>yd?C!$~;(CTXTo<->V`sKRDLLl3H(i9BGUg&_i}5Nd1sjlJ*yP?Q$=g@Y z5F_O&M}!9yJ$u2b>>OoLatY)o9*?)lGIP1vTY8BX**Nu45T!d3Fw^c(tM~9Z-+YK* z(=ZVe6Qem(DvAyih_oNqz~P@}B2vw#yeq{`s}p%Fo~5;3xu*Vtbm4H%$ys%qqP>u& z)QtZyXwK2@>~!Y?&1Hp=fPjF8*BH|HlY0r;8Dn90aEt+$?+?-O-d+yF9CGB;Rp$Bz zHptRDqH-GU!ZBm&us0`~2PJ+n_-&Ip@8UxHq|VmNx?3~u`_D_+hN7Dmlf%pdS*w)U zjx%ybZ&eg9%N(;zOjfqD;W`8?51(pgLHp?C^|34xx(Hryb>t(Zj6@5B3*6$Ftg2$Ub$yk>kJ-%c^PyhraC7~FX5v#mtQYxrLmx=m0PQI) z8ui{}$qb~u2{qj(=A+#nvH;w1_76`5-uwg~*Qh%)t5Yr( z?lCc!C2Dpu${pDd7cvsLYI;Yv+>#U&qd?R9wGKJp@IQR%VwOlu3^blh0*X5izC|EI zd=YuVenK4cx7Aj=7-wcAR6I#-L=l;_%IdoE@DOOa34WVJ!W}ZO=>=n?R?~vxIDdP* zkY)mnpw6@>047kH>6Px4lIctYB2Mt0K0bLL?dY-oY+Gf+vBHY3y>RJzOxW<`oh}U{ca-` z*KgFqDPOqLdWs%~{#A`rJvP#v(>2I4uw(TIf%1wI77JY;%g^)f>*@7rv*+q{X{Bj_ zLAOGgA?No966S?+o)fv~#%k>jo>^yC*HM@PDqc#g7W`%Qv~*%eZOPbfr~dk!MZ_{t zeDZ~>t3k6}QgJ9ey=q?Draj}bPx73ne_H3;b>~&YT;;|aC?V{ z#ceW*%ot`k8di8u+uePSIx6vZ0v=bP(YL1IG7mzVWzZp2@mAa2cE*lGT1A9}@2IB6 zqakRhVa$FkMI_vbkO(at_v!TIqbxl#vWUYCydy-^xTEzJgBa+)2u=V>u3mo&E~E8M zaQ*@LFR#1XA2735sF%>myqEg<>Mo6%=Ql`&cDt~)q>~{hChtg#uCzCOUYB4;sX~~q z)|KMFdWluY*Rclr`O!_%kFf?`>!P|lm|~)r>bCl(>VXBOWa3+6X%9g%g@Xo z1$$HkZ2dnmh0}+Jg_6ME3dyr_hP^l_b%J@T#gCpEkf_ArN5Oe+7u#ls_&(i-`h z!@y2xNL0_Nw6G1q8Xppk;b83AQ{SVOk^6zhO+*wLP-bKE-7qkkknx7(#>W>b(1FnVb9yB9%(4JSgg-_Yh z4tX-%ux=EL`4GHg_GBc^NI119DzrSZ{ZleV&!1k!#UBjXVr&l4_jtC?h+#H&%*b7Y6^cdT`_#rE^<@R zdCb0AS{e?KqA{ZZ?+Oq&biNU7yiIq2f{tmZ2n$0X;G?gTedPo^$qV9JEVQ#oXHM?1 zpUS=Y`-MGFb`-Lw_am$aQmm+!o&vX!`qlXt*WZVWU_}7yH{3HzUV+Li{6FRh*Nz+3 zEFLOjX{(Q3JIYDe;1>BL+(1WcfjTkRCu>DSekZAnve+|yvO+KIk(MZxcKnk0e-DqWgm9CJ?bDdkg`W+H zTC0y&?Rt;%UiZANtz}ojsQxH@A{au9D1`Pmz9trkcW-I*?=9@g(%zS5Fbl86GPm76M!_oRVR{$o(wF3XAaMYc1bITps$gk*bH~r z%KeTZB}buQ=XgzBNk^>W^!5r<(~cm;l7-hBQ8X=p+!)I+p)_7A$JD%RkN5Ytz4d$K zgvn`HS(%v_p16~&6jZ$*ulDm2(o<6hM@FQ1M6ZqqnrzX7$3mY;@dX<`dd~fnk2^_4 zUf;EdF2zo0^y8O+*x!{8@xA&vVTnY1h2exIhf#>+tTY;X^6hXhY7*(wD>Y(jYP@)- z8bSeezSGA?h&kdfzEjRp1w3G79aF=w6(<~%-ZIuWx#Asb8pm4`*7l41@~3)LBP~Jt zQGn%Ffy>Lk5+l;P;k{lw?mWo;$c-lLk6l)~ZZ|1;7Rc(W{TiG9FR1aNgiJOJjP4l zInc2TQ&?rw2$vqFXJXn?jQuUKZ)a8G=C(N-J9M`zl(EBW#qi1wt^~30l?#pP@0Up~ z6exVPm?Aai4BDbmR`^umulZp9%b9_mUgT4phGx4Hi&<(M8570i&+0V_Gk22nB}F+6 zy6!!d(3S~3IX({R%C$BN`sZ*r;lC-buTTP?KqEHv0{Lr-u_q(|F52<)kJ6^@!^B4(Qln82 zn8nrY-f*0euVupt01bc^zO_|R!3jUl!03tAvIAJFPVG}9E7tw=T0(jN)xMvNFP;>v zl%p6%x`R$6#A;5Do} z3i9Z$&eQj`M)HT`OHrTP(K#fzyn`i?w8pIahTAJY7?B05J?V}Qy5VFG!~pyM{T+M& zy=;EO--X^-dQ5JUg)d)x!E*udROx1k-NLjnTwLAAkFyDGaTjH#qEdqS*OtpfUmy=* z>hT}88h%tVfk&kt!}OLenDmrB+F;ksCtSbuJ|$SuGx25AHo$peY^;)1tXE@92HqL+ zVsDO=jAzPPKkFH|xTeQvaR`Y!!UvhW`h}IgA8u|pJIqyqArf4P1PD+p$2%HOc)l1s zeVX8vpw1h5iy66&{cNt*s=$-{;l%3aub*?DwUxMuw6(7_M?Q*#2le)Xw~-2p?!t*> zp?P5vHr=9G&C(?ED(23`oSx~o{cnYR#YnVQj9++5n>;+>7?NC;SgpQcNfT#A!>U)hCu_X8_o!#v~}WMg04yT#A}5H5w`6EiE_ zP-=Oeqe|Rp$?cCpynXx!X^(O=n&^**s^*ulh7>q1_W7_WrlBBiqpy+qhSwuXYWQW z0nb;}Q^ED0IcX*erovm57PR+iJRK}CkyMbkWaepZPOAb{(0ez_R^tAUB_pAe+}{4a zu>a*5^g}pUvhg$h{Y9mvL$Hqs!5zn0C9Yf4PD3XgeyJy_rQ&CRWuN*o9bvTp?mbjw zP%6RsUg>(fPzh7_G>+QwkH92AxMebVdj0}oXU`w8_;2z_MMDHCFAnK)&WC&9cN-b+ z2?-10VLYN`#zYL)EL?Uq8wEo_Jvr4rXiGtH2GAo9TD3T%vPWcxAMGI}K7s=1=(SgJ zYN?1EB=z&;H`zVPd*sv)a0ixSW_nMhcP9pl(dH$mB$E1tM+;IGgj<`+%FrIigHVcr zA@K(mBn4gDDZ-%%)@phY4+n`LKD>WfimXRdZ^UfY)v+G?f$iLwE^xKMCU9$M70v_M z`sEX+59N7pDJCPEBhHPRypBSmFh21ReL))0(oV%L?CE)p7T28B!0g4fU1?yMpPSpj%uP&O-`NRQo{nA2LBf^1y46Wi11HwJw{V|gn@WSp zSq`K3HEyd-kcOrvqD`nY9KQnl3v8#|-Q6CikP&3vuRjA6{F6V?TC~zxLFOx_(%u(cOGe@&JRax2+@&j8ydhe$O*Ro-=0aIda7KCA-$ z1zZao@+ULRso1|li$Mel4a4MV#*LK^aK_pYD5#SNGV_H~00-)_=${_d zr-iVxPhnCois?m#R*7ZL4>qmjJf%hw*98nwTPPJ{O${hHOIFhkO|r3f$-QYO&L|9o z`MAT~Q1%ScpF9B(2lQ{V-sT(m_FhHQJ(_7ZXk1Zc-$4s)$Y;ojLhYk%`r6Gb5*6cP z79Ll%Ib$WMv}7;AN82EgGYucdA$hw2+j};k0;SR z*Ud--*;!h_)%kFRCOb-qQ4pHijO!7|J^x-6cW^*5HPjB2(d2W;MunS)h-+2-aCl`QMmK!935fg8Dhe?ayI@BrG2psK=|-hp~s7=QtY3)d?)J=MW_ zD+3DIRlO-I)PM8e;p4H)#J9Azz?dQF4~9`PQEnOv~>KSj$1QogS5*&}HHN`EyZy0HCVFxEic<8~TcI&CSm+y!}Jq$i|;*^go}s z#pd_aQ9n^j)7_P|(zS&)W>W6c3a3t`Rj2r1qyTb4K)rk=j1Q<3w+dU!>+$AdhLM{? zmbK^f@^#iImzR?h<0^UG&7yWr`7CP5+}RZ|*|+as8AD(93+&bN+w$8sUVMDF z`$|X%6y_u;J_7Zx(Sd<;Ak^W2jlFsq9f9vy#)4uM%g9n0Z@En3l1vpO4%42{$tN&$ zZ)CyUcF4oLi(_ko02Ul>lmF#TBwj0uDoUwNd2gzwbz19`%PDx;t(RmNp*T;&{<$hS zm_Aki@SE!_&UQK8U0KB|QdvtW0Y%^U5z2Vlc@PP(G zx81iSIMs+fa*ZZy+Fs>cuzRQGfqsXCDX}=G!sx>|Lse`=M;@);hQT6xds~R9^Nq^p zbFyw>9$4<&m!Wr2@()kHtSPg9o-vP&PZTV^Z@;a5V@Q{h$$FjShPH!>oz(Z~->+GN zZ|N@E?z1#E0d+1s*%e>}=n}Mghb~hh8?R#)^3QOK@HEUGSra=>rsxz?|k1zrwm?`aN6Llv$0d zZ#;HvrQ6oxL~BI9lUrMu;)ud$_NzOYnAqg}cBMUpVS}CU-EO6k}+ zW_#zh=!Hin=wqRyb(E~+g?Sh6IOP%7z(F3d4KEDOMP3u%|9$U~u&;@6so~GOMMQQ8 z(YI_(VS4-Z>#KoRRB@l-leKOw_~-qNWo4fGu3}02h8gNe8uQ*SI%fiT$#l3Fxw66=h$$}k8_exm&+_De<`q-fwS}ju*HUR7GJ@a9A(B9m`~B);_I=Z_fWPV5IfXAuy*Z-KoMvj-UEOiwyY^MV6N^z4>CLiS74vQvI(?8$U-6c)Wb$5r6i@6;nC6FJ-Rc@m1?EVzj7ER5;jU`$&k82VKqOKAGGDD zfXeyHkFE&JXa-S(2SvtmxOy;*Tdl|aK%HP$bWs{w2g)4!^&(+~&zSV6g2*Z5$l#gA zHFTAb?reVxD$EsDX&wwu1^4fN6HK@lsPG^?P;xV&tZ%Q0!q~Pwho@h7J}+5xgvS7& z&LLc7K#48iOYLYtY=SbWqpa=T83^!P{`*t0qPlrz-co4T)=#eF*%nOYzFt`fKIQYd z;65xm(mgRwIuC(!1JzZzrB8Rox({S`K}rnsxNHX8H<@ecl1##85w0`RJ-aUgb%wv? z2@-uWJu7RSWA8maq9L4Q|N1IF9$Z^{{#(F!f&miR1a>1DHaS`(k_Sj662vw(jieOx ze7O0HlV1yaZfftvSkk4-m+|!jX5((7#pB`T?z#JFcz7`t8+$36y;73dw$ae40=tY6 z!m>1Mf}Z_Zzv^Fc=fvJ!sHZ;Sa;Hxn+w1ebX`6iT)6;HlS4jnhg?1WT_B;1EzHZ0c zp_r`O9kmu<2%DashJy8&iV8d~eD7@$fr$3bQ`{W*C3@*r=!rpZThH{7Qj5D{)Aq$rJ8R_PCG;J5F;M6hsC0zh$kR6DRtbK^@NOkZf zHn0%PVMI;Y)@=B=ojU9nJRGf8w|H#dv=aFHV_?SgzL|Y(j}PZv#2O|^u;AT8stp?q@_0#zl{ zTX;8)-D0ah%vZVSNpC`bW@TmJ?RE&(--cLnVH`{85SQ$OFJtMY0KEqbDfV=>gy{NH zY(LCNq}kUMn7xQ99P-J$>o(YHI8eRO*8ATyR{2^GmjGJt zd6&XF30CBNY^w{8vGOBFka~k1AxckH9G3U`)y{(lB&jyVe8)a!)nms_h?*CuT)1$= zwyD-@f^G`FLc<{2`z8B2pt8Ykv6X!l*%0L=fB5!I`}zf}fpO4(6Op(E<;lS}LnYSH zH{#XT`>!8Gs}?;b*0`Qm^KfHFM_zI9c5~cZOBFDpe(Oz&SHNpW$Ztd0{@2yL>p+k~ z;B>=AAXbbUpRYgUkDCCiHQwK&@MzTmwQmd65c4x6=b`&wu5C&%S?78M8?_?6ml zBXI2uW$gOVqkW>Hv7JM|USHnkaQG*pm)MhNNH7O#x`r$o4b1&j%;8!E_lSkwD0rv^ zJi2=XqfG9ay7BiSBDP>UzpaQ++z$#*&~9JJGWv8!81 zO{@zO-Y7Pe%3)b%GDVF~8pxV?g7xKZ0w;`lJxoFCvEyjltLQgtlx26s%Lv*Y}T&ZF{AuYck!B zxBFQB_YAso2S>-nN8)!dkHci<{iba7`Kt?$RL+)v8zUB7+8{8GCaXI=!$K!)LkW9l zc6al&rR@SA)cVRd<|hwnh*KZ$;|*g^HzY7_P-)mHkdb~Vh!}U{=d)+>-*1f_*mu_G z^-{po4`05drBr`Rlf7X6^r`Hz>*9_*&BzTeUz)0@WXdsnEKI+F%_>IHur$;0N%a07 zc{7{|+xE&-A>QE|y)B_41QFK}f~b_#)Y@=%LGi&|(0h5_HIeuV{b&lrwbYe0H=icn zx}_yojx7pOU4g5$!j-u6Wo2dPH@^IIRZs}Jdi9u>mw0aqt_6>5(|vXa0;TA}F2rwR z^@l`7*(3Oi1fkOR&Pg#Gpy6lpFir|LLkIY5eT%=S=zTt zGo7*03owJ=nMXluIQxmkF-)(>YH`voENT+77ga3@KAf0*T!HZ3yjqjNTE? z4_n}-Zr5pC>0*Ry%F^oU`TfIj*mu<&AS?a+GHeb1@^6}m(&?jEXcEd<4z5quNy<^I zrwy~Ur%#{uzO;t0uZKWL-;be;-C)g~uweRHNW;F7N>>dh*T!IK5O0kOze#9>uJql& zW^Q%$ur%JM>3CW2*TfT+S5(+m8vp{-B2B??1Z+3-9YBJ)9^VMjDf(t(Z(mzg1#34p zuU{C#ihGvRbcF2GMe7Ft?Tr8#T)uzxZGgETwqaBDg5#sSZP@VlE2%2NcL){xBAtG?r)UnTvnETeE<1VSYXS&r=pl@L4rCz*$3TQA&QwF8J(~# zWgpkR9}Ug%Edv79WD^JuUePuCa#Sxx+ORlsN_Ee7s;a7jw1tZX%v$o}PR4K^_MOYV zfBz@Wm|-5ig_L#c78vi|IeN9-#h#ms%g5IjjW&;fK=>={9E`htoc+YSbw>PifTTI! zVHTyL9stn`1}k!oMP^-a#0iLElSc-gM>zYelB$;KkGP97GlU#=OZVSHJs@Xgfn1UP zGc0;oOe~J;+^4RKLZ+CSJb}TUfV|kaIGp`YPK1cEX%fj~Ip*xY9fg8((P&@^81Rg7ni za#Q{g>GZaW{p{?>;^BR3S-!%Y7c=P?=g63UVv&57^Z=P3pP=@_&%!i^o)2$Z!ZBnA zg{qmhTPUt4)@GU4`Rc2v*y5wxXt1hoEI5o20VGQ95J}s1h8iE62Nm@z^P?zAvCwQ6 zY_PJn6A0|I1cJf@*y~c+Qlw#o5F;yWQ%^Bwk@6tNf1IrgT)joU8x^GuxiIy9_3nXz zTQWY_SX2gmW`4n%yXLL*JX+CuwI1U%b^Sd(c%E0WTpAVNz8-aBrS zR8TO5laeao%)Q+C@a*S-=>11=35oCHa+AjIVLAXk0Y&6I6?t{r--mj1wZ9vsxM6+_ z7B`kD(_vHONu208{&A5E%$wtP#Ts+0GzA0!3I{5nAXkV1yZj%oKrhP5$S5f(W#^#o zEj z>eWLG9fLme{6z3H+9|*!@f1}T=j(A)` z-ijuEp+C>yam4PUBqKW>C(B7)*)7>HH7;7GufG)RmZHsjT0v$PQm$ zYROnv&R67tT^K1+D^f@4kqES=ay~y4X}Vkl&zFpEv+@V=CN5TqJ?$do*9$fiH!K z=ly{2CnOW}HqZL2WtF^u&BW*h%Vn#$Xp1%c*rkIx>0=pINW`K&rnrNYItf>I=#x1L8<^8*36b~a z2^+{@kqICTTx3q+Rm>S-AlVq}3hmsqHg68c>DtO73F!IMjiv{T*vj_m(W4*+;Z==| zxLV{j1VXkNSO&G+7>io>H)~Tzj?H}@j3VDaBIo0ph+yX8;h~%%ADsJAaq$HEMg%Bj6VK1%UAjSbo z_SGvnNOeF>A;hql8V$RAq)6ML55X=7tip-2h|8&jRct9P2kyO>*z4*we{a`5+OY6& zNGRGX+a7v;+^V6cuaA{T)+MUA*E*xFynKAs?r$!^W)8*O(8HnkMHrna^Dn_f(`04% zr^oT+e3Uv!!FByzUCE#sk*G7f#QHx10)WxPaQEF~Y6Nr@n6}b7w{s0mint?5L4m+0 z-s31LQ5Jui$jZukZ^+hNlKWpQT=x-IRkI-E>eVvW9BPEbN-x*0bj1o*9$8`GZ|Fn7 zZr~02nSVhtmO}fIoZRO_*hc5b>7jK~T1CEy^Xwj0R!Y>#(qJRg)v!hbDrD&&qqKe?>XMc&g zt)n$>0cs}BIQt^i9ywCGaob*T*AXvFymR{77KC8FD~|g(Nk?a&hzqdWqhI4cxzP)o zKXmE6N4t0H-+WFuyJcegY_d^)4B+!pWl&^zyK%-GohL_6e@0Mwpn^UkIdjXN!_j2s ziO8ClOv^aBm?@HRe@z(Gd-U|F3)VVA3sUMQfeeCPUSm>I`ZqA?z~77Zz&TQ!-T;OT zSY7$KSJs!ZYnm@1P&#-eR3EjvmbX+z^4H3i; zC4m{?jhtm1e1kHt_T1F$+??N!NyfUVS9Qx_i~@GRdp_>hZhwpH34epAs3-uI_-M;` zQ8rnwXc1XteZ^V3UP{nYn6v@V@&xIzFSQa54V^wr+HE^oW!cEwgyGmM@3A{3=q%XtCwG)Rf^u z(<4~K1fJU2(Xs7y#f8=1vJ!46?7cMUl9ca#aar?|qOwmi59sdgMdrYyztPS6s88fL zouRM*5H($}@n2Xxgz17*@(4B?q7`n{ivwbUVkmrz(S>fgTk?TlF{<+J9X%V{bCU1R zug6J|!N>4(Gsm{UN(coQ#1K_J-?{6!B1_;kgn)J5sb8I{XawKvV`u8Iu=^m*U;&pq zC6&j>dFaq!SJyNWj2Elg)j^*Nlw|E8!pr+)WQ2Ll>u+Hev~)~ey%Q76S_>hw@+B}OkknByFB|@+nbhTEE*tG)+-0j;B!tKMa zVa?wpHYtK;O&$#Z-Vm|4&U@w(*Ce*x85s@3smR!P;L17n`?vUi%+GUwltUmQ5idlr z9vK)OPBF`@CkpcOhmo1ju3ce|lfEfp-HPk5{Nppv34`3?;%MUv+m4-1WE5q9^@ip< z&vxJgFC#v{tqI8%ctOop6RXpw1F&5IVk9)qu2dJqDbi^PF{@7ovDH-hkOnL@KKbf?{DMn@+I~TL-QNO4 zTpTR~CAES+v3|2V6u4=OUg|;1#$wARCmAJcw1Tku$wALnSP~C$95P4d9{=AIlP(kx zs8Ua#K2XOh<-w^Y0S=f?pw)w@u3mcoe$=&VIwaB(6yKO3(!K9m>%UwX6Qhfb54eXI z6E`*JEG{cM;`ONuDgj_!(~MMq54A&aw2l<~C0Wd@V?Kvs)eJsKV&9F-Ok0$}&Xuiz zJUWgwgB><(PglH5%#9I@`QTCm91HFEY2ab9vZh)L@t4RW<&M2hjyYzwX#0M{Lku`& zR%|R?4GmD>3Z{%Qb`%C@AYt?pYi?=j?>Fo5itBQHhmQHfhbwLe{^hc!tIY}!;h5B% z`#d0&n4O>R;^fqB71`$kQ(#+!P5jWG=m3*75%+;|LT`$40eLj~dOu{982bZzp{cH( zaUWTmi%-;fKoCLNsEQXAIn40)&AdQv>*2Yp8ku{v8|G3wckfnn-L!dgUR+EaBuEs% z0RkSp`WB|0{|eYMSmPiT>%=*9;8c~4j?N=GY(^aFsldhT=;#>KGeyTjNqPg&z)l!y zl{bx|eTRAyNiVZZSaNs)5)T(tviSEN83nK4?Wac9x4>(~NIZT#vv3nFZD!%Z(&r+z zjJ|%eH)v4z9<)%v$`Dj^fXr5j^=rIz1CVMkwSXGQPwl@W&4*u$oX&Y05$M$epC&rB zrU;fp*Vm_pgs9MN^|7_H+bicc)X^aTJaB3n%MgJNABp8fc@}@EL~jCF5c@%yuvWuO z?M{pqho#Q_{j}rCcdsJ@uVT+`SXh|q^*wOj9!1=ic5K6V5#C_Yy?gMr7|k;f<{Nwn zcl&MIw$<>WqkMdx{@=?gIdSUL9sqQ_Z}DFU>gwyC?aS6h55zfy2FNM5u(??om($J7 z&8!=Ja`Sx4*P)WT3=y(`T+}MiA=te`l1LObe}&^;Q@6fvmD4E46TSZ;7CXmi71CE9 z1}}r&Y5&nHr)s>^+CTsN*AG#sVC20P1G>LYLin{x$?Q25ASkfPTdMndKgbf7iIGPa zp-yh-LDNmlWyNOO@s6aqlV)bGFmQ%tKRClc`YK%QaIR3KDJUqQ<-K&Nac-j5pzzdi zec-C}mqj3=!0%IUD9iqWd`b5^2wd`uEAZ>__g}%!1SWEeGfq6u3_k9rYY~WgrWcsk z{=NJ`JrYOV-KP;9KS^+KT;{?)p@9EtBxlZFs%Os3;G(w)%b)wQYm6zi{k(?<+}zMd z7V5JgvTBb6ISKRf?sK%kQ2K`tk{<7$)J%HL@>13k0SL#4A&wbrG0#u*sIyVDUtL;EcQ;ChQ^gjFH{AyR0(Jz#amNiu_zvRfX4`*pqK0wr&Td zD4QC-m6UW|fBoo&T8w}|FkF29z5%@D1LQw`{20f7Pb=Me(hT0QZ>lR^?uGe^=qmbF zlv9Y_vDc^2hP#-ut4a86{H(HZQU>7*`^RZc~;C{GH~Q3cdtoN)}=% zY*}#LJQI$#A@BHRUqfJiQFAstSY1`MRb_`>IJSY`ylINI)aeEE_-GEwz(u~SIzs`O zae8h^d2&~ip z)Lk>`|xAfq}$$eWBgspFh_ItSsR-b({1ALmg*^V*>n>{GzTe2<32` z6(?;O01zy^R4bT7&m5!2afe7s;mbD0#+Y8O`=364E}J>}7rLS}vK~dlJr$IxqunG$ zMaxfJcLYUk0IKDlfDci?9|vxxx>ElVH5#oH(U$J+Gl&rtB^$+46e=+ffyI~!`iBC4 z`=Mq#H#MSGX7GJ>HoFJ7T~`UfQ6OmKeJSsiM?d|*X~NTy2Mnhw)NO3uqp6fW_hkXm z+ArZ>OQJyg9r-?vUFqo2VLIUq{6d#OiP@ICvW+mQS;EVBP*>MhU@zZ5zVT&hO6^e} zY0C;)(l|X1llRK>JHT94V^jf^Cb3Lo8>_Uk6@__2$1CkU{W@sPIE@ zRHg;}HN>H9yG6-3`Ysv(KmK4b1g8+3drS#qOu{jE5kAt&wz5nt~bJYBQ;5?nrU2a^Vdn&zz zBqbA9ya4K4-z8#&IK(+rbN-vzc%$0=V*e6cBq1J}!<0oCU%trr%)VzHV_HV33S%T# z@yHLwYoLNTbm+eBT~)O#md!LY*)`ait+O%qEGmY)>({khJ6t$8?jr0&%aQjM)`i`Y z^M{bz0B5y%>zco{2cd_Xk8c7ls^kG|yd$nFZU(Sloau}`J_RFd%h0QIb?LCN-NrCn z<+~IB(xXhHSVeEwBnFt}0s!Dwbw?-wFeM9+ZxWqi<>Hk#k_J0($sQ3BDgd011BYIw z!kE?ZHLf7z&Yerk%c$(@5}kZz-fm!7<%~JWBCzFORwXPP1QX1eH#8|Bxk!ce(c4LzCKbt_YzN00;HhNH#mL=13Z3+sf9* z^8Yn*pEiJg5{hXZ*i;T48LxJi^r+afaA(rI1 z`g;Wptc@i#YCVcj3HT7Y(mtmwCm%EYlfqy?!#u8(1{bIamXv_C!$t zAb{xcTJ$_w4&8~E`TiX?4l6j0X*Yne&*l+gViE zKdES$u?*xs;wxfIf7mguo&c|PMEhlzf5(=<{}@6D;G{(CaM}RGuA~`#UlbFda(EG$ z<*bD`mYst`t!)pa*ud+x%7rVjnhu^EZS~Bzz-+|0VTR7ubWYRnZjG2LOgTvQJ^%+Gg&+!}YG3{b! zcaoz)zOkuEEqBAljd5}5`T3gC?k!=Acp-(E2iRAtv6?EDvZcsoZOX}Ext#R%nR1j4 z3*nAZk-pO<0oIDSb!#sxtE-Jo@aW!u1yJ8M3L=qMsG_V~Y&doNhWPHo?)$>GU>e#m zXPm@Ijky@Lp6E?B^&haK3F!t-rxK#cp7@;z^%PLni(8Eu$Q5olii$zf$5RjehJl%h zi0B#^{6zDW7de#$`yf@>xP*iXL?O&E4!FEQfXZm?O^^@~X(-tGF9J@YQQS>IB8NUD zxCLs`g$tRoNH{TsE9olkl@EZwgND--{)Qk%LLQ+PT#vgkl{?%A%mJ12MLqgaw@280 zinwRp8j%xudjIeus)!Bi*GC(2?f6l@x>D47^!V4Y`rEnbUn4_9Cs2{nCcZ$GI=PB9 zA83+Zy!nR)r9UL;>0wIa8TZlH0jp5J82~a|ei$QD^P3?y4I&ONFPCL6!G8^s>QFcm zBQ_zZ8s9vJ(>h6U`$tm6Dg0Cr6SG52g1@qrhc?!v6t4`PtuRCZg7_FQ$F#;PXPBQz zb;1p*A{1b`R4V(Z-$5HeN(TAR97+4{%`mS8jBM)^*}QIae!@U>0mR zFlkF3ARfey_O{UZ7Vh!a=t)P4q)R!)#1PqTVrIc|x$(!B;kdqdU{fGoI?uJhmk-Q6 zfcfmZcgql5P*?O>yx}|yh3*)P7pL&ufK^H8f0=&M1gz`}#bxewQ0ne~hen*2bm9aA z_*m2i-ZC~Jp@k0d`)Oh!V(&>EhVE*>UOa7A@aGfa<8{>W-tKAN)^eIcJ}C6~{;EDO z5WEsRewvs16VBK;(8hr#(rTd&M6@$X`c=5vcEZ z4V&U1d-`ZLv;J6dl5q)zcHKU*F@6+HP)kR@!%tcZ}%* zULT-5&c$5GylG(2oc-CB?+tVuF=R^FiU-M$Q?rd|9JvpIg^2~wEl5->)RmJ=EX>SK zC|@WDn+Gh8BTzpv!~1!W_TR(k9+e*l(`g^G9~g97 zz%WuF@VGXsNI&;C!zh)A^9xH$X4M`cnOOCQm zM*4Ap=%7=?=1vUDVXimDOIKnupx508EeMQ9&=7&|HOR^awg(0}L2nEn@{IO>iFA4u zGPDiAHh%x|saz4CK@TiaVdvrk*huFg%`BEl&(GgmmuThSfU!Rps0@bvOTek(7cr3p zUGATz96Er$#sTZ(h`@D#kLB2SSY($YRRp*{D)s}7tm#yV=IDk=T7hvzdsCA&g;h2N zQSgV=A-rCVhT4Id*_X6_bo547e?Lqc1al-bG&*LJ&YD(xv|t+rgzI=mG4vbwpl#6x zlEJNg>r~DU3jhxPu-?U4u0L2Wk|V?gnHd=**3W3qej_L&DW9F_X?gy>gDL;5~Y z0W44$9Zh{^yKDuEK1UU1zISa zZA^BktE&TI0tN2~9KAmb`F)p+w>un!z%*V5Qd*%z{17vgdiabLIF_%{|0^|`0bQeu zf%2Nf{Xh8#1zpa!*bklq$Kc28YzrRVju#6D1GY@!?`^)1z4wV-rc+3A&^2# zP14mD%gWAn0I;ODFF^+DD1pN0`6Nk_9LT-d+D}wPb7{D67n=YQx3^ECqpIrt*S`?5 z_i)zyui(kbDr=T>9f>xkpoLI{AR=hU&H&d&!oefp_y}eqolx$yi!_@3h7oW{r(+P^ z3?zzK%x(+cP`lPGa^b!bX@{FT&*pb?V9UuoZJAM=3BoFfiT5eNkD(xjHTqM`(miSh+Ad2pc4UI+ymZKZ1n zb;}i#P5<32ov&Wqir1841mXQ{xa@In?{|dNxk}(Bl(81d?CqYxMeUV*i8Q+Auu+JGBs@Q8igHRz*IX*mM0vo+WAr%j zJ3yvC?Kpva9MSx*a)i=FWfv5<{#V~L9*p9wfsuRXe9Jxhaphias1ei(BKOMHCP9yaEL(=Fif??kCl_Yi{W`F+8P2u;yKQt(VkV@vk%76UqwYkEK5{<=fAXhA}|A2 zPVO^CG)R@iZ5Tzb7j4XP*xkZt92f^Ix}YOGsl}k+0TvBgJiehrQyGCY+6-_GsN*&3 zs1}x&H?y4B3YZVl3`pD{?10zxszpF-4yAdx41g?_)FSkcY$pV1PS1{Okend^;LIa3 zl_>Y9{893`yt`~ic0!m@D}V&zY9`|5V>M;G4-KI-hJ9)k0Ayln?s_0!s?&s#2RE9W zMPbo%Q7;DN6{12;SlE!quZ1({aB_KNWc-GTEywM-XWH&r0a=Lq(tPtj_$J6jktWiM zIY*+$Mdr07T6T>0@@OVoz?S`LDr7cw4<4YET6{Rfp&DVaY?V~AmeR}M263FlwmF3q zSV^npqI?c0mPG^o8(Y#Qyzy>uzk1PyrZYmICWTEnu<*`~8UL6yYjg!5o+KFu_3y=r zR(aA3U5M0~x6P=NiIc_3TwIxeu1XC#z;R^8L##u0ma`7HSnJyu%p4bII1Ij>=F_QT%ZD>2?MAK&=qwP z;BbT#Ybz_mD+f$#qV+I>`{`xv{bKPR3PSZ6syD;vHUvLRJs>~S z`!P%q8&FECM7GH$D2I_ku=nX7KWsGom*W4+54(r{?|GnTj#pMuDRC|JS-%4y0Ca;p zoykZ8zyL8_v%exSI{K05mc25`eIpdvUWHRjIKQAEr!IxSL|-Y|cHg0!9SHRsErQb8 zwQJ$lSvEK4)dLpqx1OC*Dt8grO40do{KuC9>+oB#C!3U&We zgv7nI3MF6X)=XA#qG&>p``IZHuN{@bmGA!=_GBPs6n)>@Qt#{qfq|Sr5vlHTPL$gV8wOYgH-MjlF!o#c@kZ27j!3pL&GO@zMrKV=cnq*h z%>EfbhwAs-j^x^hkU5~ajjI8+^#T;jD>QK=69}g#*#Z_64Ga#+$vs3D9=jVU>l4Rc z2Kbcne+QR&A2}UopxG)Clur;Btfo^_Q{#+TM68sNAwx5+UEB2Gc{v0t0LIY*`h71) z4HrvMk%P=kOiH>91z~FHDEQB2er#ytV*Cljh*CH$F6y?$M)KjvNlHEh2mN> zp{`CAswQL-3f{W%b8Ps@XtIbkG1nhnUyZZSp{ZmAhlEfHCZnSq8Vhl8g~(05to?}~g6atnpAj_>R$y3|`a)9!dBMG& z;Dp#{T)w+9cn;cM# zd<7MQ2`iKZm<^)B_%w%R4!iZBg1M!o{(Nw75Ef@IU$Ppk|Mv)l>22tNI13Sq7@<9s z4&ypUHv^`KB3X(@Sctg?)*CSD61pi$@j#I+hAT%Wa%^m^s=1;PRl6PUxZlC6m6 zYTd}K;Ns>d`@^|NG?@_eT7X2Vf_CEsA{IuK+f3(B)pVNl%-Ko@z2NP~pB zM?PSWDFxBXTleYBZxk!i?j9boTBb-M5>Twhti^UndKMOqjrb+#2V-|5D@{~TIpg~i zY{F0!p)rFpxD($?AQ2gy*cib|Ne2kB6m;;YJ)lVHi4u@2FKW+gYiKwFHA0gYkIB41 z=uVJUTbrA^vH-?GeGOL$ao=5pE^ifPS$2vFej_S?lLiL%v(~6dyezD&8pr9MLz`E4 zBi9$>-pDzL^quO$dHS)MsgeaWrC0lZpl_UFYLVR zO?jvwlxW*`P^PP_tU&Y9xo|cO5pJY?iVD@N#Lav8z$flH%4cjrKZCD|FMxcFpx_2Z z4Ew==9o*4g6jaB^0-3!NQWMtbr02>b_}zx>XhS$3F*4wCxsgDJV^h- zuW>Kl{9$pqhxF~zm`ZXX?~lfWvES``y;X`d|Z%dvTh<|9|#=uM4QkqqbH5KBqyfYoZYtr6VVQREBc^(##q1}!>u*>^el#_9dZ%%muioz#`xi?~Dv=A+z8%t) z?BfP&0Ejw87-qfzpG&A{M&%_VD~n`tK-j!}t15sV7nSp%@4E~LK~AJ^D$JhkZPXu@ zF3MPVgr^ie<=TB@r_+{p)n^BOdZk2l$a>%D6_yF-r@N*9khrY0wq%PQbHZ~C>yfB- zCV^AQ=7zO~7w7nPYgB%xL&4Y_kr7qp^p-s`Nt^2gRUvOXlViTP8B^{0#-3y$t4uYT zgCaghS=sfRADolEDSBcmUx7bOV5iwlokJ&e$o|ECC6zPJcxIlz7b(*9o~jD|ZLz3- zg|;=!6qk!Y+Q-4s^!)jAY&SvSOe%=cLpnMtyoSJBL8RXrFXE%16w>*ao;&vE)7kLq zCokIU_^;RY%_T;jy+(UiWJMwLg^}8Qc&}6#dSeEnrx3Sx`59ZRzmmyq4j}dF)2hsslkmThTLqo~JdonHq`YbK$>+i=> zsxkyF-4B58%_v&5;S7%X_C}W2@0}+_bTbkX7)`YGx5i#P+H8?I!>Im1A8Wm1Q`*=Q zZDEtu0TzAdLkv_>ZD;j>Jx@el<9Yb_9FZ{u12L$3 zWcyc71y)i{t7p6LZF6QP>RS2*(Mk-FN}go zc`}bDO(3-c5rfVO?LM=#7vPSmY~8yUFS1xG7~*&^cMk(2qddT8G`X>5it`jV6~x*1 zrnJxk0YnAY4HI%?#(3JOQv`+ay~00U625*wycAt?uc%17NK+Y7o6C!zt=35>eM-9Q z9C5?dr1Pt%(2KLi*>8t#jaVgzNBguxC2&hLUhOd=mOJ!Ptm|J;y?d9^_jzr0? z$GC~@1<*nk-%&wD8qgNZN}8O1VXGUk$R=}Bt-^!9z;1E;QA;%fu)a(OzlyGIH%e}d zAqmX?*l!@J)r{5}vlQ_UjsRx~n6W6s>;-!5^f+`-DG7Qy?dRcuOt@vbK z(>N3Ax5xIfE*7)gj^IzDeL|Nq)i`mfPiDZS?VkF*Y5s*@YOnU%X<-$aZ_}m|RZ}jD zV`HmSqIa~7BH0A%+c&)%n;ubAsX|OeKKWb&I0vfE80mvZqw?~%%_h82^T$6E)p-UM z9Gi>rlkL@&l)Rws0?x764O4&N%StL-OCj5T3y^fezB(%0ChcucNlT01IY>yqB)&d| zJ5B$I|Cxv9h){Pt#ZL=Xt5a>=A^lZIwpN z`iX^!*v(U)IPQ1~pL~cRL)-1)j}47tP7ZKBCk>LRm%}O|qkKd=`TAUR*}cCTUYTVP zW{A`~95vd|xoEM7KoF3sTVlq(;GxK!CTAERu`1cXD{zoI`aN0#U}0HWpGPV_0|+-l zOW-7_o~6wfmBy=+s@e9M3WwG;`kutCBXKh*FHw#PB};uLnI9E#oIwM0a|ftSvEQK)ebO7fU_1X@1)R+h%wyup0vDhI#`IU(S_A1Lv+CLY|x;k3yzRr!0rZS1|7&c_;^ zk64~prr3Rc8{ALrnx(34_ST~vf7kRR&Df>1y3EnLcqb#W&*yjA2U=|pb9dS+wZ>2A zl+?>tL%itbMMX0VhLBX_Nw|a zoIp$U=99=b!%5e+$Pt!v@_J#|gjrl~9(}8*FEqX$9lY0pgnc*fQBcD<+1Rue<0wss z_lb$N26d7Jip=^FaUfAYK27n=`4&WT{SNhNw-Nq>AbU~5>vda&Y6yL|0=8>C%MZxj za!vfYI}KNA*AwpRr7Oe1sRiN3U$~Y-T2NB*7`+>RTENnrqvVqMIB`mtb*{i?VcJqw z;!cc-ajxl)m*rHBdW@O}czNB=o?XEmW@KPqKK7ABt+(~oQ%X;{PoKyW4M$;(m>WvV zCgs6Vj~yJdHx0^qgtT(RY?2ppK5iVToSc8GSZF;)^zu%v9o;pJ%^M^KA#=x^yu6Mk z{yt%P=IYGM5&f~_&e5v+4ewDGV=AF}?u&tKjOw31^@1%v}wh*nIK7!ntyZ$tDepwo6AX)tlK211)+6>_{%aU$Jgk5V;?W}9}PuFzW{tlN^0h?2sJfz zV{v9?BJwF8&roZfi2KUY*_~Y3?Oes7+9Dz%J&wf~ut8S<_ZN)7<`)z|1TcA%I`Rcc zt#U9o2vSTJ z=EB)9wUA`IcAO{533I@aS-o`htD%nuAb{sjg23UBumA5~QsF20j{^cAUd4$1fH~zo zJ}n#zT&=tJwFy1UV6`J{Pj*zZu)O^@3#F4pos@#@u$M-ECz2wxxQP4d9L$lUlg zL>!gbe%6`0blH0-e+r}a4u>&WnacJ&S>)(KH%P|C5}-mup}-CB%O(el*y>7c9V0hN zGKF_`FhcoGUVqP`qM%Mglq;c&skw%)^LCI(#SyLN!hg6 z*hV=a=hgBn?KmY*CQ);qtPWPZOx31lE0BeDNPutU-D+ow7>~Ss{hxO$)KTc`YJ6Ed z*NNNuwm2ckD~Kr2QVZ2`L5|g3RQ#N~M;($~-Sj#7rk-{8e}v*Te|&o(qvEb7F*SvH zYg(y>7g&iCjrBXavLKFib6EjgI+&|3P`Uz;M*r~5XR-7f-re)S3((en4g`15`Tx1< zmoBXZH^k=3V_-z?u3lYy9*EDHLHVq5`JPqICS^^h@(uaR5|wYbp9(p8pelLUOjz1{ zNF!ZvL2@8gNn_Vwj9lh*E){4r_#f;}ZspJ)+f;iRqDGqwAXNZ~@SkNL2Z6|Q(ZjQr;y+LIr$usM02vN1~uGXh7$Big&73gvD+iF-4CNAfpv{#B+Lz3J| za&jkcWj}syyXt7tgXX@ARvxAvh6#=jTBRI}{$QvIA4Z3UP_^n$3;xNF7zB`B?Kr>g z;F?59VlVUan{6f(`Pc?Ad+v&_hI}Ea$fDBs-`1@sIFwu5E)QJGFXKCRjkWADn)vLz zyzkl+@kl~KKNLJm`*+-nTh`bJp(O3*%^lC4?FF9#Ga+I4Lnef0L(qdhAq!nYqXU&&0H@4;B$_)eRcn!B_Rpc1SDEyWTbZ5VG+QI0AQV*os$C9u}v8?3H+@1KH@wN ztz}FmXjmHGtrOdgkO!$Y#m`+bP}HieI(*8kKKqGLTfqjZ5htwJ;1qiz=s3uJi)pAqCg-LmmmPxgT~VTy7h3Bw)BDNAwM8yL3k?7n#L zCR0o9yR7eudL{9*&PiX)O0LJc1Px6jT-s0>8WzTX_DNE^7ro-{cIlfEL83a9OBLrz z?qO8k?z4T(xv3@K$dGu)--zs)IMLoT_X}dgKkZPJSWCbq*a@1Z*_%x+zwwERzv@By z4c_|Ex3vVl_1DS+(_Fq9_O5Zt|T=L@? z*%%yU^r+76u-$p0MM>l-XPA52PB-fM>sB`wFS8f?8u58I+|ST1bx!*EqtgWG@QSM& z=cBn_l>0K7-m~+82o0k)Mh07U9kf7CfCLE*=-iIF9+6BPX|}`1u{e*qnBm@=XYrgu zLQ@b#r=tFgs*JmPfti7iH`Gx~{f^gC{4B8gc@*I8H558DLBZoVGaET}kC&AqQwsxe>SRYZaMbA`hT6A#Ya zX{B%7JbpYjz?~^KCSO2*>X0P%M*|V3u-_hbySuU=i^@pDRc{nORaDA*;D8*|xfHJ@ zQ5TdIg{cnwM@jqDQ+}0Hnl1?=AR>nvpxzWXMnM>DUmhYTGI|P$gt!^WVlv6o>G;J^l40YY_j|Er0$JNzu0Ke2w)6jVL z@ubfg)lIt}`d^Ui zdGgkt##;W8^woz9XwsqlBeCC~1>ggJ>WhDV9PiL(Lblk!ci+E>&a1ss-1kHga|dtT zhG#h+Zuzp#`L{B}VjW1W?y-j=2K-0iJ9EH$DQ zGWhtfif(GM*u+%OEg%-h#JlsQZoZS{1NwHph_gmU0^T3XrumgVoqG5?Qj44x-zXeB zbfdg#f+L%eO$9F>{3X4O+|W-{QNCdl>|dgK^2Pr#c9vmPZQa{9Pytc8K|(}8=~57oZUv-~ zlI|`^DFNwjB&ADAQbHQ(E@_YsrQtueo^zh}&0&9ng~D&>*MbVsC7oeIWUh53}Bfn z(NA?(Cx(Loq8F@U)Yzq@(c=iW`ZMqAvrO@ycIrZoN!qRFd1RKssfz%t)Y03SnAT5P z=VYQ(CL(|mISDE;6CQB-M7?k0XD584;75|?&sqsZec+q0hT=9ICS<+rnhlDtjz|4u zU4^163!Ru)v4vO9osMm*7+SNP&@ z8tl)%{^>j;zWRlM$QphuJOVDAq%<`3?UEL0AE~LAe=>GbmN++N-D9gg#cSO4DAyz)_{StV)C)q3^lKFYcMU421a0m zQk0biyF``^E;Ms-aiOE8!__%7(OE6LkLMDis!dU<2^Z3a*ZFoYUh z;z28F*CCu4feQ+;!7)C)DilJt5chyh11`kRwKcG7%idH_7{;Si{?rj1w-GLTpOu9L za?g+p_*#&T{sEU=GT?Gn*yT&ds$N8}k41!pe3^~2bcD&Ul7g_baH^1sinzLTL1tlL zMFqz?wtaPEfzBZnsm$rxFW7IP=Lk;WjkhI={g2ddv-}=!&}674?$9-c*`M05(5@wC z+?AD+8|d#RG&1HI8jHQ_$k_4SY&`TH_226oiW0jnm^=t7AAkv=JKrPsIqdegkdAl3 z{{9pz{>KX4PX~wks2psH`?dD+Vy}1N`fMmu2;D3=`uJ=i*Ncb@2geo+onXtv(tk#L zTy?MpYxdYA0!K#&MyvBAZU^vQ(E8-x|D-7>r~}R$s>ya?ef>_qBi(S{3HO85euN3y zz~Gh1<>qC0E!KmXp-FVCU>*tg_~fFGzYCdIo@*SJg}?T%oth1hkbsH`eANK%rDk;s zu_~utvcU5)@AB~QfEETm9v;5}f3KDu9CK$ipLeiuJqlA`%=tdkT^WP3dB7m|`d4IKba zpk|%RFWzmQ{OkvZF=`S3^16BJRti8Apke^Gujy+a_s%vnvS*H8Mbg0T(4nLMo!J$J z?TEw&Rc8YOMYjf|0!z|g2Wzj~-7lddI$)<8vzC(85w(baxo^}k641ICP?t92`=D0x zyLno6>~7^0tJ9Y^;STN}^1-H&_8HuzL*QrNA{1E|{m_tEvks-x5CXr0I3-R;Qvrx; zBU$%Ww+mLLi{mR{VV|uPsFA=JOAXv$_-~G}@PNP*{;@w5fLCyjn44c9&LQA>0RY6M zQDU&o{$7Ca0u#7?yQ6g7hM^4z;lYlF5lW%&apiU{*1#74sf@7KbBNk)b23I(yaf4a zV>V8Tn+RPn?bQK&+j+R=Fh7?6Q-nSZ=F`qn{rj{p2aKT4oly!WN#U5Bs#smL^M|6B zIh~vxa+JiETce7FhqI^>((PmJ-Bb^rGh9Fp2iCXn@NhT->vqzNTmqdIF7QLM*UHN6 zWo+u@Ak`StcMw$LMZQPV9#j<12;UU#N5f4A&zVM4EOGD3EaR3r=ym?hA$b6?cAi$4}WAFJbIKbIkSwSu5nu=`9 z_q5Sg2KqaXSt2&llsKLU)>}iU6vVZTZT$RS;kfDE7IAiv?TX`Z=2*jHFlx^|J8L?; z;Um3xp{OV)qbPsUb~h}fD80ZH93bHBfOM6AZ(<~-vd*fi?behNu&_W^#+`|HogoY7 zm9u54r}zMNShG(1lKGQz^Rn7)*wIgz<71M|LULpEhF5^GS%5NTE=@x^B2M6>WXV zK&q?H;?#OQu}`!+6m*k&ib(%GiE`f88Ruy)xfI@L(`gBlay2dvEw8M6t~8|)$tQCZ zLVf$7u{n$1dS7prOO6)eRxVP$m2slZ_&+&Wq#q}A&xB^`hhhu;_}UD%lt1uFTQbQ3 z6CCP*FPg<^cke`=I*^EWXH$FTc)WT0QKRbUOTs$QKv)z^lv1lIPcHR|91@_x;hDqS!?S?Qq{>v^!c2HLW}BNLR$} zNI4)~VMFcQ^`=|B==5Y9X3Ec|jUe9PQE{ioGH;!h;ZDVLyL0u*z%7X2dx)g=9g%&3 zZ3-Y?N20J>E^(_xssOO;#TyHTwHg(;!V-U1LO3Kcza>i9Z{FeV{_#1u#4^2YW zZYooC8*F*Xlr^)RoD#A~_o(|I^NP4@bTa&}SZC0&+XSX4MBlpk$hcz--^5Z__4}!4 zYbKFNLSMC9QI;|#zMY-9Y7Q$woMFz;9g(Ic#D_D7j#cIzaZXpiW&x)fh0SiwM@qt9ci63&T_x-yiW~+lh13Gv+b7xl< z0;&2%aj}z?FUN&1+@%f7uzcV! zZ37$vKstgQ1s1f9H1wY&h?@ansP22NWsdzNa8b6T!5uQ&p&<%kcH|qcxjrO{E&F2? zr&aV&W#=q5g&To-hLF#pztoJsbaW19*~L=`IHnlgj7!>W7oGsGJ-9U2Vx<;XpFQ~Y zP?C!N@b{+LfYF9=c%~gepIm;qZApL-!s!HhH12ENZ{CFJCe*#Uni=fjMHGK;%#1nd zQhx>5E^VK?)pqz{lA#j{Sj0uh=h{3zw7@}{hkY8sAaFipz?De$7$0Sn|%AHx5%KsufK7OJ& zRS@`8pE5HakXXmcYLL3Td4761=8R2~m&-kSIpk=QtJVz}SdbT8S7GV8%3q*BxLB&|RX zscV!tl>6j3>@34*a{I3@w|N?Jd*-H`Urwj_!cgwn-ZxRF$H zkRd`53eGhkU)h2)n#PZz=90o2PRF3UMMp*X-(KqS#t<+ZK&GJZj(>kgfC+FrJUpb= zx_Whh@>Rkb?9+<65pw?BuW6#%?`u%Vdo+7aMX6XO?T+wEF#3&T1~qCT9YLSz@>h{N zSj;{bNXPTe+${ma)cKEFe4)%nBmJrEKada;QTeV%_@ZLq;~S({M<#wWzC*}@^qm#q zhPghs{$tfrE2hWXCGPKwY4KmpB~>j}XuDh>|EQ*_ntw}(Ibdd_v9HLS_L=<#Jrs^$ zlPKw)f6PLppfVkb^hrVhkaw*D~^!cKL1i3FE2M23WLDhL0wA-`anbG8(``V zeCS^8Vadg*UMk=C{31SwGN&fU_$GGRK>Y}r(l8dcBzuKMP9h_=fEaSqh`oTA*wgaj ztxkU8PEi9P?aenr6F>)ou}vM+>%VUuSAcamCx@0sl@5dSaX|cg^_$b>nju!{;YZX7 z1}g^A>!y^fO))65&E6R9T9QN*RJL~#vel(8&nIWk356SOEX^68g&pyydYz9RmL|k= z^esQKCAL|8loxDE8|;FHLcwO_jWKXYmzz*JlO<{TlrkXM@rpsfXDCgLynI#vAs-)~{Wv;Fg}KR@#C*NBhq&p&58v_y4- zH{3sS{IbSPW8+8s{YgSu4AD1<9y3Zlk>kh5Ebt!@KcXL3cZDyLTF+nCq+@l3r86+i zg1toV!b|=zfwJ^yHTFhZBDR8)^ry>Sl>4fPN#R*SuxzKV`%+TPGf4+<_pC`MX&LBW@DTz@$KLDJwE7uUp+HNO@=eYwNQ)xje&7o2bIKng>Q zK9m;FD*yRV8^@Kwv)Q(P#+B34*;C7GhFH2h&6YDoq=85|wdiNU#I;KQw^0c(F?H_l z#u5@XHlGQYijHy8v2bziAldisI^qX2)m5|I7+{~-Lndz0dunqY&N-acUwRI+JA4|n&q5CzxgT|?!Y-9k4Z4)ExS%>l@@fj5r<^67KvN&&nmusMp9GB$@ zkz>*Y0oI=-FoO>xlK}Q)d@^(=?-l?FlrDcqNci2u&)j}zZnGVmY$oW*J`@yE)WeuXaipKh(SwW&Ahok-K*t2BkD(S zR&{(QLH!*Eu;~NYQ$kA2G67?{Qn@T6^`0U~x{H0OO=*-kiN9h6>!tqONEq{M3S>btsZ+7K01{FvxS@P+s$zA@RNJK{@isL8@N3xZee6t63Qt z&s!u@xIXAu*?@r;u4*Y!)X?_&x(-|4hu7{R?lF+!0z6zQ*|{pD{+6vXNZ^RO&x@RCD2}Lb99@6 z0OFSLAz))KtdxMrRciB<*dP(phwpilz}5RH@O}YvHV)D|7?^9=jH(_&lp368;H3Y2 zJVh~ZjL2Q`oz0=kGWdNbi||F5{ESjepYV7fld(|KXFt2ZAA3qO|fSU4U5bTVlDL9%cC_D#GR_R#!% zG=Hd*Fz<^fZ%@_4#W87L!-DLETHV|7mAiC0^{e8oFzBKIeC!|c4l(R5Ko3LA`%@1P zIBv)`M{R7(6hz$8-&ek@Bu|!` z;A25RP_0<&ohewamtdmJ^6}+UE14@5sf<#pF)&W#;k=CtL<0TcqI2hX$hW)dk~+VD zh%m85?JmqFB<4f}rjAZwRYIVMUJ_arE9lsA?CKn7!44=|T%)5^1qlo)+1Ic0IkqM% zUuG(-tAItC3Ib3t5$3y^=vO$OLz~fM=Li3o4&jfmq@+81w6g$!3#{}*Y>QNm+LEeT zRht!)R3!$z_tw0WG&C5@OqyUx$~4O@E0eE)Va!xN#(nR^vKj=h{04)^d)z)q)c|<# zy^y|s*7RNlG_}DUNm&9J>|qb5n7a}NYXh0>&&Zes#59}rVSh{&w;_TEO>_$gvk$B` z#+VoGcGiNiU$G+g1iNVn000YWReo?fNbse|@qI#~pseioc^U{l7`v^cKdxJC07K=x zm*bhow_=9Z*+9};CrPVtzjW)k$3RiXRsu_pD6F6KtbY-;%y&B8JG9EK z4eYM5>~3G8R%j}6WUc{C%Tit0?_si|fVx9>EHeU1Uxf5veB=NxS@Zm-(oZZ%B><11 z!01Yp6;tvqTB|EUN$O_p%?`12E%viCY!#F`MF6Q_8#N|-eF8kr-?mnawL6}=3VN+& zAuF+Lc9L*E291ZVwj4VqBL=Z5VE*cy8V99|J)R-rrQk6DsK4iZi9(Tw!@vVxk3a8- z&8X$J%w^iLu<`a-$@MjmzrdRN;cCPti%Cir=S%-Pj?fR_JNj{baNIH%#3rz0^$)$c z)|OW5{X{Tb@H!JQVq{W^6J%0DR)8@q6*1j}5~PUwg~xi)uj4g^4ulBVmq%93ybXYb z9j#^_7SWvA1Gb)Nu3eoc4}bHky2O`6bvPOg8foK8kIFf8kV%PP#>8@%#Y+uoTN{35 zD-rF@DJ)b3$C@(Zt5?ZISubd7z{kk@_Rs6*c#r)a32k_xBqIZ9MABu{^>CUK0JeH5 zk#_ICVetXxPH`ODz7XD5UEMi^`9PKGKM?tX7@3xp2RR8_cr3@q$LCwL>>>r5?MZ?o zw8;4O1G^vp`T-d|&P|wG5D5nM#MeE{e#(p1P&XKVka)ylI!3M{cYSB512LRU{73dM z*N$Tq%KVa6Zwq4wZxzLuw0Up`$-LsDg#&nE-;n8+t1X--zx_%3$`(i{I3Kb};*mV3 z-`0(HJ`uT_+E@jH5F2&te~qYF7U12YtVD=&7so5dtF#j}p0XGN>VemX1wN_n{aN~- zzK1(b9ScF1D3nU!CDoUzy_Fc{h|Xj-!6t4xQ6`S%4znW}>n0E#+GW4Xon~}tB`1Jj z0i=igvxK29rg`YbfPha#?Ox}jI$|QU)IYhGF1#x8FH=CF8lv*1F7EY0=cQ4R3vzzr z4Bhc>YH!G%q(pF485xI5ts&9eZ~O}VAch{_s;ATm8RqPPiB*qvf5Duw)oAgERr!Rd zSi$m0l7N@j8qMp>1At3Gn>?kPJSPvW@+THE&)7+`QKm3-W3LZL84tW6{iGF#(?}@m zoqv}@k2^b^RgXObPyBY$KUKTVR|0n9NUA_rWIZBuM|4LlF?YS|S~FCss*-^cuFw$` zsnlv2)x~Yy{JFzWqJgd&78?tYgsvR~%GT6le_UHWiVv9?6aK7b zLTvkGzo2p^cK}|XWfQ=K;!pDFiZL}ICO23{n*2LGgtw_+=hIPQC;R4@>v1L$O*%4O z-dC5Kea5P$Y_0cdM|?uyBuU-V@qFDtPmff6Bj zNBvaK5^z#;EKoo?2F2`1T0>51>H$M!`XCokLdiX$q`XEsL)Oojs%_vudJ%-%PF0Gk zq@&#`MU0um_x+Rm)|R@`?&$w{C+E$}lm;t5TX)=ufGkN|P4oeZ;^nAxS(v-u&)Ve2z2K z-ALyT2LR4u@R}XUr{cNl_ENeEU6bnffXSy8ViB&Iw=>3sG1>YR^7fdGl#<4}Iy8*d zcZQL1Z{*0oQme7pp2_w@9<%FLsIOMn<|esjOJ)88O4gkc1t@hx-eGbMs263LdnP4J zQ(5@s0koi|?qbpW$MP6GmpoMbP}IQgtEa0AS^2s2BDv6Pbp|DH%EF8Y7_@PB<*)d$ z;VI6R=R{imUE3&}gTv!_aC2xomd2ja)u%I=uRJGJ%8jF>)Gp(Lvnmyj$9)FIwhS_q z;tipONH5K(c=l`PRk$xFHzX1Z%_l?$Yy5c+`UK}SLh+Qc%!5mH12oU(@mUfYh~}t$ zb61`LTYSJVb0f|wsXEyPa(K|ZeoL>%UW_sPl?~&?hKeDd3{N@yeGTfVLECUl-y#Ln{q>{`eWO z5Z}E}C@CnFxj7YSBJ81c27|Uj+BvA|eKIlMym|A(01-YmK+bQ8k(2onMdZ@}zW-xT z`yj%Hi5VcZ-!DKj%mPR^=v!?|4T-yynFr1zKCK9m6LdfQVF`{mEy(E=K!dM8>0Dew z%u6#>0c^q$+BuAs~U%rLM_mMV>9bTFoNE83PS*?2nA)v3ia2Xzkz0~`^jJm@7a#v@DpFs zt%ggtHDwwwP1%D@1d`5;N$=>7J6^hZ?srMuGoG4IcbJZXIeh?}&hwQ}c|K**PPdZm z@Lc%Qa}+oh5*Yx}T2f357Et-hEUGoE>^SIlC3LEWG8FA(C+~}Q%1w7}`BI0s; zPW6|SyI7?&D)LD5jBlA6)3kkM7nJvLs&!v!Z%fUQrB(q_h$ai*UlHpjk3_ycd|@F?sDa6+8b{i1b^&fCtwz^)i+63adZl6s#wN zOlLS}cw0;w6B_?nLxZYhKd&UnL@b|LI~4u2JuK^7j-w7Oo^gNoBBrE0U_j)@GoD`4 zi5^?)-Z+#Xymr===M$@116p?>blU;JEJ_WrftS3;x=@&AqgxunhY*0TfbH!|WXyX#G8oMgF+Par za4I4;mZo7=?NH_#AQlA7-l_QwAk+i-{4&<(jWN;DxlecV%>tF5Okv>Gn7PIa9e^+h zf$-C{hu^xyZLlxsQnYSAz$Bz?E^G}Vb7&)VprWEGW2-SsDDvfJrqAwmbe(&kqO44V z8wFAtLWjzTdB+|8&W1&21;}hcLB>^Dy~L$MeJoZc#&f39+l4TWadUWB@Eit;#|Kff zy}KuHl^=h88(a(xhjrWhN_OMgQq?I*Aj8874Xe8EliT@))*?9S0b0^2NH3{T5?S;* z!J;`ZFi=g>?4>hzN6Q(2ehA1{PQ~p>k$?uc_lWu2p4A4Sy9U$d(So>RGg8|~`<>lpIi{i6g4OOjBJMmLxtIqY;Aom3x(Q)UaBJbt5BgT}d z*^^aAM{rm_Hj_@}l%*rw$cB&M?HR`M)))TJ>B?%`4Xef}^8ln6#^sm;TN zj(am`dDtV86cA_XTVwQk1EIyM6x7M0B&srHvh8dq@HQD@B-c$7nWJJlnzNlYy-o>- zWW#P+c*(6k16|YOD?>jlo~CB{)ir$V%oN_CTJPyWB9xIkOS&WwW~ye_B*pg{jk1f| z|G1x+WgdE$qdWEZACbWuW95ihL=>5##eHl#?2lOcS0(>b>;FH(EeL*pzx79TEy<|E z7U4f>7)m5kHT>?{gs2?XE$u}G#ArHcFL6KfEXA;mVlrWruhweAO-iT+xIqTo51>VvDJtf(0B`8IZEC7<5j5m-aM)>x-0KBgN zAH2OxC@3bqVoQuTW?(yPyDX%8_oe#G*&KzJ zJQYMcVQe5P?8B0lMjKVQNB1pb8!woimbNjv)%PaJcbXH?TV1mt{lfOW0>Uk}+{{GA z11c(cMMZ&w`_FsthE`Y`(mWAz_`RVLsRN%6sK$2YRxnP=1;Q5K`WP8E&Aztn4nhRQ z^NBFaNxt)gL9padP~zZSD{GG}`vP1Na+)VxIUOJ>yB{CC+VtXc*ba4fl&vwUN;kho zGLfrUgWY@K$L z#QRYeFWuOtz(wP{gj=CK%K9~4kWne|wSF#QTrWQke$7gJ6KrU}Ky0ukgic(EQrt0pZB}lnYv~cHUD&uQT zvt)X_W>5l>9Hdg9$TFCg>O_chh*v}66Yd3?I)*q<3>{{iR&+vmqQk?lu`{M8vspA8 zekk-L>gws?aoVG@#eMN6u_H+KfYg`;#qT2DY5yh~$=Jlez;ew4=>z6@&y{09JExv* zKI6Q;N4;bRdnwGQB_5AvezEm@XY<#)FPE#caGT-9K+vf40UsaP`$=t#m_4d?;sCUF z-AUYsIiHd{ySpQqjq3F+!}QC5(g4y@$84b3 zT~F`9Mk4@)AIDp5cn}agDTDFp?`iml!}YZXWVQ^ftx@;(5mFGcd6@D?4>scXLYl!B zlzhP6;GDL_zBqA8hTbt`aK%3Le2k4?#raP-t<3kfw=gn?ZO7K`B5*ph)ePFjMn?S` z%$dosv|%A5=J8NL2T)|nb`T1H^Jh!|i4|(lKc$@x;yb1f=+jqUlA_6ijBSF} zIKTXZ(LUNPdtNhFBr&wBL-99>0!LKLOy9k7D2ZMsZ`e5g{BgH%~~rw zMdtzWwQj#3SL!(Zyfxu|F;`8xgLyggcCzb4XYA6wXosbes^Z6NmH5QvDc{7|u}1C4 zOE+U)iNb63m)XB3dh7Bru9zIO3{K?e+)Qwga$XZQ+uWX3D*3pY`1{}z2J`I3bHfRL~)+d)77s#Q{8RM#6jcJu0wz&uVD9t?I_wwWsCl)L7`KEL9~(0is3@5`bwWv z@ZAf#2f{TjUv%zE;cWB-la3ysDp%BWtGiQ^JUH*!i~XH*Y$V7*D*&I-1DY66eayezb6h~tT#-x&F67%57i$v zZ47$f#xHkw9j>)%oX&rY=)ocyrblf#uhh3A!csFcoyITLIj4h{7|D##T~4G6$*FEI;MQ;vFL=89XaYPVn`K33%BPnX_02yTKjGr3+q~vGUSsdlH8yxP+I07k zTYg>5#e~x3?-Ta-`rUJUXGOv3f%K*#miLZPZ(8?Qz_T2@S+%uCR^=>Ne~@;1pXA3o z*U@@~{PVig9lqMU>6$)L(#J5AS;PLmD|#EE?~8J+shU#EYmZe#@rpn#tDDQ{WrgX! z_Kq#*8(YIGWGUyeqHpt3+qBe^YRsg+-n~2-Tn{9xo#MWntI%$;m{}7ed16@*vv9f{ z?<_E{%A|E|BZcU`lC0HccIC|Pa6!9Bltg}0Dr@**sE)NhhxRS?uI~?>JtHm;w;hCT zU*M%nr@+BHP}#EZ!+x3?>2RqfA_HgkOBA1ovh(3|dir@VTq^KyNEtShD{bNy#GN4eVnegc*hPSU;!r)$`W$@?j` zT6_irRr#;@K0dr^H&Fhq?q1yIDd4-i`*wp-<8Wq3pYpy}rVyej|62f$5w%q>J`w+h z6OJmecJ{C-A9eVMWqcpPWr#1;!iZy*ZD5{tnR(6AKTVj2+@Q)HYxDDUwwj!x|0Gm19qneB7D ztFN9anzc<}E;{>pXY)Jvv_2O5;3)5({p{q`tVxnYCk>(Nnq(Bl9ImC&QXtJ+L!Gl) z$-9NE74+#CyZ4{~pCEcd=6>;ODkvlK%jol0!RxaZ=hYkx8JC9vCavQ18658Q&P1+r za}CU=u%>*v6#djteK;XES`}@q;Cx_FNN-&b{C3`GJ5D}^+fM4V|MFm9{;*%O$VtFE zBD$4GSM3Ru1@o4|dU7wqFfm~U#zhJR3^KBfsl16%}Me3brK=ByBk!Ke5{fMeFrSHUVzfXe*nzmH`RY;{xN<-vl@BEVP}LPm;}S z_UoQE&GKe#PE0df%}X*?!y6ggEjsyCKJB)9V%Oa3cJ5xL(>7g*av7=?OQZ5)bH8ph zn21x{d4;dAW~AXP!g(hl(4gkjd|!6VeXeeXcu?cisck9rIqWw|oB$7(1(B zwxo$k9?AC@loD<$tBLqo!&jfGN#nEZju@~l>I&#D8|~Bv2Fk9VPHmdL>1g35bowni z!B=aT>_jGNcGf=qow}ma5r>4R{-koWE`cqv&GG55xqc@VN&Ki!?Vo4u;4}G6J3G4+ z7?84c<|O96nqgAZ)Gp?7n?AE8!gv+P=v;1RRRlM6Dl0vBr>GO}+#ywY|LVRysrY%!oR-hWI z2!K+6$htt89_cqEMz260&E}EJIs|99G3K*5XDzvzNhn1- zBnF@8Zjq#X=4~=}Ju)!6bTga$r0Q0$C|fwqqFA%7Vb(akg`G>oa?8%@skFsv#6`pt zmt{1@xQ)H!Kc~wzVIdT7VF2hwS6^QMTafU>K$PZ*uslCi<8>N#TKem0nV}vhQZHY^ zlm^FIs}5O_{usY%9^eW>k0d!Vk}6Hp4p-3Q=mWjP`2DY-Wr9ftw6u9@Lwlk|y;8OI z&t;@wcP;>}!OT% z<%l5XZuyG~28waAvlB`p)ud)*5H;rjIc`T!;Os_W)@r-z%Ruh#;~`oLzY< z`(+cjyUJBssUutFQmpp-*lmE^iAqc)aUtO}Pjq~0#36r59u56Gz!Snd{c9U}ud~77 z%QiG{*l>v$gQMxT7;T}~jxDrk;eM({qraL9e@~9Jjh#!m-F_boJ2-i_*Rt8g6_Ng$ zG%{-4M$a4VE-EU702M_tLF0oAb8d+M8{0MS)rPgKgh=t*8;RRl zlIU=;p|`PP1i|`NW+R4}+hj2OK-&nT2}nS)k$&IDGO;ls-U!KlV)ufgfs{a!r`9k$ z0|Zhi-NQv#J6O{^gva5m00ZkVr<>9FTt?L$Qavyt`!%SksJ<@G`64~T_(x4cUb9%^ zlWE(Z1dBM$LT)adVGbOFbzZJIe|W_lP;bwIyi+rKzJ-|AXkwDdE>h7|OAbR$PC_n^ z&|PlaI7`}gxmAB-=IdDU&4OpjZRTMTzqJPL0dEfIHWZVs;-nGb;p8XK$A>v{55|T> z?>Qmqck}T3m>XpzVYn~M&ud{7f9BHuC|_@U(0qpsroH}5=&&ZQhQqTfw1%2?E;;mcOXdz z{8}_6MRj#(5NN`XE+o#zL5eZ{dFL0CG-ie(GIG%0x_~7a4pcH45E=8`^lmO&^);T< z&+K!8#u&%D4=UIK0@v8JKU&f74eh|{gkV$+49JadLVy>jw2x_Mm`LA5&^9Gu3dbrco$Ki!%rzunlB!G8#}3{s;w>K2=M(Vjwj+~j`$AR!s}%n@Vf1qH94J*2vTL$Qm> z4YjCrqW4+LLSdUAe!6eh9quSiTnB1$R|uzhcUP|xMRvNU3Cf;~)z>+5z--YV5GGdr=!p0Pmg7Cm51JoCrh6#a>Lqk0O^SKplhG zAa1A65I4|9X^d4$hdSyK47KEGhzJM)LCX#Nc#C2-iTS*~Yxh2mzI{Lp?v+yTdJwR( zXJDW>Zt$eIjtmWD5N0K#|FowPMcjSd7`wffXT7zzLBT85HTG*b^Rb?Q^e>=Gp=AeZ zD$ErJ3S)di0s_GdsS5xM!Vy&3xPqsM=!5KmY;2Z`L|RqVQHcB5!Ywiv8Cls>eFvc< zzeB|R@*}IzOJj0m1LGre#7~PCFTNwr%Mb{Gb`b4-rB|<5VG)JUSVzFjyzvHJOuteW zQdFrc7D1Bx~0opILLti-+9u~F>E|7Boa4^u(p=xZZ$;cGjth_h_C6O2q-9YTQb%)4y zy`Yj(dDRVP9u^`mnlgwuK{K2(4YEb>?0pS^MsVh*PrX2!*eIw>Qw8#{83fp%THuI7 z`r82qwdYz^c3=S0!-p#%J+KcC163)J+krudj|#`$<6}2W*9r-Ff52zGC}w6>;M!8c znpSlcV+aW692PTyp`TvVkv8F{k@ZhItt7$LU}|XSAvDu)d0W|&oMBqM5DZ5Cv|F^Va^P9@Qo12?MLGhOfLVvbH>URMOkzx|W$$R5iS7w~I zNdZ{y@;cE9tHLAik%3S@J^SOjtCA8D6)-CjJce*1Id9h)%x8%EVe(JgPa?*^5ko29 zvc+xoYEMkQmJ#3mq?t@S$E z7%Z(a@|uu4T{+-}gkjKI6Zj-Tp6#_mzw_aXSd7e~3=;i^vTy>ZesBUZE*Q?qcMYoI zoR&J5va+a6#igW3xb0096-N-fJ2kbR>+4=6s!e(AsG~LwPw}xX_j?b)-QCvq@Z)oB z3oU6IYwO~WZa>47COK&-r~#`^w`wfvkC&lwJp-#iam-loUO-@AEjU}Cr@}whFCOtQ z^(at*tBTG5(JuH~VDY`X@vQ+SXh)BXjKvbDs47usfj}+!;)O3R_%^x8DW})>D=JOw zlUk>*${u0sLv-`(c>g^bAqzy~;fj+!g_-70{dsD89P0OzU?FHKfYEbvUyjPp(}{sr za2@>_6NKM^D`231H>_1Kk{qjY%DOB3f#lx){&w{`!<6?&zZa_A_2-)wk~;AqqpRG> zRL8k6(-^7EseB2~i}bzF4Ube6ioJgt6~TJ~7u%+)q;&;;3Vv>h|B;9847R&qHFKmYYu0e;p$>XguhvspOCE@64AkPvJ4ElL(=)_qc1dP%o#(t+u2?rpuMR?fdp;lmq=S$NdH zD*~hJ&utAxe>Z5v`4E10G+S9O8nU`)xA%SDaFj9l@rk(Gj~I4?VX0LNWsEi%b&M7< zZ-)y8bH#ws53mgd?-M9|gqG4~U!h(p>-*7P8mu^(PBq%;cK!DgBi~(z=uPT+Nywz{ zTyl90qPZajH@}1g>fYnu`3r7u(MVX-m1^Af9CR+u(Q@lP%XF`d8m&KWWU}~XfJXQY zDdnc*eVw?2gjv}ttfU$j!1(_X!1-nII_2X+meUwP`Sj_&UT4T+F>Bsd_bH7~Z#c^| z+aezq7m*&tahsCy?v=><6++d5{urOkNM>=VS9V9X`@8G}_o2W<$TgueB?d{f54>tG zs7z;8OI{Zl-O_A$lptE+XlVG$%=>$}t*&=AusW%vSqrO{e(f+d6cG!_#(rKrZF6RP z%Gt8|i%O%?S;cxn$6Y6oPHue8;_|meSg2Od_^#cGYeCymd0;-Ph0|aY4_$-N%cA}c zQD!E{E79<;+7WzS&8C4T3AwY&W^{Oe>A^nlmX~lj+qcZX02U_XTVy4&iej&5lyr85 z96O}M{xwpAOL@ZvE;5U>J&maLWw3(w)`f@m3w5L1)RL<{V-pi}`yat6^zrVkW6{Sn zkI(M>eE(=jgBtpG&9p}-6he;}9~I^0)mSe{z$va>WUd#@*gA3=o0djjS><9V251qMN;ojnHKM6g9R+6aY$c$2?-$kER-Qg$K_bPvuZ= zHhsHo_sb5JT(H}J_d~`l1^pZRED*K*rx)%$mXvaF@JXZca**%*72o##SELA*HP9ez zdM|o=gEk@cTMF~z;2~RJY2@hLzq2uj7Bez%jd-EBiV72-IEJ0`c6mu|ZfBWIXe(|Z zx|rYuE9I@om=)fi%z+<1d^Sr)q4@nC5x@|Vd@1Rb7M?Ta$r(W78t$tVk|sF;Ai{(M zo)sO-o3lr)oVxQEZ8&dS1g@bz0$O^G@bWq{36DOTW`TDoachZA5ejrG-Hy97FB&v2 z-@*dS=W-$HzJK1Jje~bne8d-3D;7#0vdi>a4QF0v zqO)X(JJ&}K4E@@57qD%P}_rNL=KGBduzdXI3)2%ik98|>5197CK!w-qG zypBe_up)0->NFvvcJy4D+fhTdf}k?NMF1p?epBR5s^<(f4dE8e&Fo|=oK9%3YVZ0r zmXCqtqnd#ijZw|=o*cyIK?_K-qq`kiXRruo`dPdm5+l11Aju}n&`@5^1U8j4Mwx> zT7zgXoXIxCvt_P5@9FbhCX{qmLLFvJp(AVI~vuqigww=bO*f2FTID&li?MkOi|byASksC_rGMlb1viW?0eepv2Ij^^XWe&mWfMsg4L1!yl|^-S z7S*57K}8!4Bd7d05>pGL2Tu(jP*dN9C>c1h2DCdqi)v;I_lv%h+zjbDGwQy|kqW?onrI-HXY?hPa3%Bk+76iK&lqXHU&_~-iQ z#g+q{%Q$|sc?Ec8fqViybuf5LZv#KjDT&xi_8@vy)a{1?hM2JMjXhJ6_y>0kA^QU7 zZ8(y{$^l+>c^>d0RVlMY8#T4baT61OG2N|nJE2y-DqpUdPf zP!0g1X!dNG6F?~U`E%xsp+Ed*b8P8&j*N$gV|sS9z=(dYZ0yc_l^niCa!YHgfH2G~ zCaw;UJqTM>3c`hD(5HGDCK_P%Rdr(di6dsWgQF7s{ZKkOfF*x0meWr^rps<6$$@w0 z>vd3C%2Qh!Af^H)MMr>^Mn;z85l`WJ@<1H}HK3NvEELONw|=lI+@_O~k&yuf9;0d* zG7A0k^e8E6SWJHuxu36#lDR@TXkmpoe%G46go0G^Ro`0(^bW)>4>w>Hb z#GFds-jS&(wB{?c(88W*zM>on%M(EwnFM~Yq$-_Mfk^QqsHC5O7|4ZM(>OpbGDSm> z3O&%KMS_rWaUBFT8OUGGFk+EVapgb)eqfN_ZM|FmAxzs<3wLALdi{}3 z3o-&n>tKJevSQu?%HcJgz>gEQQl!VaAB?%1%(J@@zN@5`Sx`IvOWpt(OOV#rNBBT% zoH8yUSoR=iRq2%sfVN?H>DN>^rT~PI)I38$w8w=;utN6(5e`znrlzJlG_5^7J>h5% zrz`UB^u@osL1Fl5e8fg20)`)_J>4p46rl*Wglh3uu1^$ffo--^Xlc&G>h~fJspvEL zZyTX2(bwO(oKDWV9rTOBp;v1Rkl2x&5ib&0T>T=;0|lX%tq$It<(>qurjjQY|3-A& z^B|az_n?qmMs*e}At6LM_Mq~Bz03v(8+~oy?x2iJJ<`6yR(Gfa&R*2EC2RG1mt#1r zZh{RzDrwO4=?$N%NVwo|9E`Bk^lRUw!gO@z7QmKF&vL@)^_|u-($a*iQ~J%^aikIw zCZqeJ!HLW|BG%TWDYxztF#P~CS(FObrY61M=07hAnPN0Yo6wB|hQdGy<5O1FiIbMJ zbPt4IGQKQNlsRAhiEW6P{Cg zdmQsy)_*dd^Ca?*fc^~`yf3LChpy$-8g49T3sMix|FCos#vhU$ z4965`zw2=tb>LiH$1@Vhev@_H*+nQ*; z4s;UA+CF?Q^3;SL28&OC5fdA?UnspRg%AzzWOmh!VWUKlw7aGDav5V z!ldv0r&3~KJD1tu37-^c0XNm3H|{D42SQ03o0s0)!7$GbCI7%d1ZO(DxZM~G#(Vk4 z{d-r|ruzEGrMdWJ=^t>VXO^`;vo|p{jU+Xt*$v|v>V;no@+VN=2~^;4{wqpc2$PTy zX*_I)$DLRw~eo7dg$-uyH_uC2- zn7@W2i?p~w7qp&lL6Lv4l=pA6SuFdCcw}hk6$Kn(GQR(7?XAM9+S>Tht*Dd&(v2XU zN+SXSf^1;X*JCV5$|vs54nTKs@m$pN2qifT(LoMER*Q4F zsQ+>?z7tIQe)?_T@%Rg*@5d?S{u54zj|nUSygjp3KfChOg>+^S9I+FAO-f2CD`Smg zCnf?oGxZ<+VB!mK#=*Y63uluHykVd_FhWZ!Y5qQ($lu=0jIIpB?Y-ZSev7xV{1Zq& zZ(u5`y>Wguw8`k*8VRQV#W8iuEoC{Yn~^2zwNdo>7I&Bw_TK)-T7(a=rT#zRDc{}j80Y|@~9FeQG6wXo0V z#R9DFYlz$kjQ>hE|3BLBF@1k4IRl42(0w)I6-Z>uxTl3G#`Nnw=3#p()eUc2;=fQH z4bKvtUu}gz<~_=LhyMRPG{ku~muSv^SUJdAZp{81tsI|7y_tr8bMF4K>e0C>57VkE z>R+yc8bkcwAP*f6GiVCSUcFDAfh&nUs}HRrh!ZE6{KR6 zFn1JyEVBX*!7#GaTg_cRY-xXKtby`3E5c0-xD{#X5TkkEBuRK|ZX_U+F+~@xf4-@& zp{(p5CJlmYkEaa+pR>E8Xd4U}5bjZVdxIrpAJ_>^W;}_pIQ8PvFUSC@1IBLT{4w|g zh0sNW`S~=IRu;sUGp65Qk|O+kwcHgHG)X`4izb2qh(A_&AtW){!N#9wTv_DoQGS7n zH4<4gXpOk5eV&zBJoivck0^p_Y96hAPdN@hl-VT6uVNHCzcL({6DKXBI`T|KH8lz4 zBf~0u7~er!fl8ic0s%gd2GS|3!dM%mB1rKOnz@3O>aXp$(i0$-7VjO$CkT9#O?wzNsdcTj?S0jWkMz{iqAx|H~jjMh%U{e3g z2*~>9qM3P&K_$612r}vI?-zht*>XsBKn&OET!aW%NNGV#rPg(P&xagZke?5gXtRKB znr#nc%`JhJJdWpej-%vK`(x>Z?>5!I3qZAzH8i?x_w^5cy=O^VoMOwsAszMGF@5#4 zC50ud5qapoTDXNK737a9b|^_H=+%k7a_zDd9`YBas@8O+j|LhQa-?8!Jb~hH4gqT8 zmQr{ZA3TQRR&+k&CeK+QdosC;!>rp8y2r6_hl5Amox}dlPRI%L7Z)b{OzXL1^i#L3 z^T@KN;O3xNK&Z!WUMpP)5|1H137!j>C!r$|M#?msGU&hqZ3IOr^oc{L&QTW+aHvq8 zJhw3kdl@XqZ=0d=h5&L@0$zDzxSnlQMsR~i8W`5>kwpgAa#_13CTKZdf*#bxg(RNW zl=7OI^>Cc?xLEN}u6~DMzcUlE6=(tU?m8u8|9C)Qx%DO}QE?y1zFIl`s0PD~f^KH_ zPHHLOJxaoenX6>czS1%>pMmK8@wFcTMEr=i@n2pZM6`wi9|8%wBbS*F+xg@2?k;lU z&~{6#_>Vt}Py2NQgz3v~ro{wY%&KLJP`FmNQB>>A_h`w4@xo)TlO{EgY2S~Vf=Cq6 zg-xgF#=>Qoc@sFuLpUVfJaL4I-w>|XP>lyMzwfg=081hy`3Ajeqow3a!-`&n0sn~8 zJnGlp&88C_cFD=VCUcm78%Ax4N1b}WgeWP!i(@x-EBnL;XJc+k+NTd#RkgKek%D$? z#BJwg_D7g1SN%>4R@1MfkytKRw7d~25 z3Kb3DR1M!(kmbw%1mR9lwzg3Gf+Ig9oucs3rGI{Tb`DoQb7F_wmB8}Wy+D7aX{$Ib zgxe9kU;ZpR2RvXK@v^`TxOKp|gZYuSj!Mls#mQj{gb~h9)J~ZOh;s6(c#-sJ9NRC#1Q&#Qf~Et zX#I%}WNHHbH1r~CMBr(46|3W|%`i6zVzgFU@b#rm+YG_`Ni1_qzKAe7%et)`fsslI zwa@ZlZ01b}?b@A+i;p)hi@ma|@1ouN)q*9Pci09YRPDANlrgY&LQK>f**%&)SSYwo zY40hw_rG9dMRw7B^zo-nz4z{NA+7t*s8mNzC%Qs(pY@8;(wZ7V56CE4E-X1ul@0qX zf!$};$jLlw70n7ds>K`)gUDmQ=%lq2MisKC8 zM)sHQRfn_EQ1s3{c-I-x^M$J55SIs?d5b4uwk8Bg*(4tk+Gsu-S3+y+cN=b^vfOi= zo?Lr3^yi)U7ZS@lz5tX9oWwhIHc3F!gP$8*E$t_LMu{Zxpz z&`CEp7)FOUASgf^Evq)33%3`n;Oi@j0l4w|&hiV>+c*$%r$lnaX7V{Wf@nkW8~d-I zd&6(8Eb}SabEH=|P#z9>mHQtbl5~Qu*OUIPF3eWw_#u63d<2WZ)O6HBPYG7aWXPWQ zzHb_7kX~v}^E0|sWmVOQS{jw!g71)q@X)Q+?aV%Na$oJ?jK`&$BIU5>7pN3X{k3U0 zL}v>j66r68r0VSnZj$@LINL%EIUlJ%_J?I9Ux9zI?V1n(q9(L=ZA&hrtU#P5aUIRP z!V65PPhQ-&*4=Y*w3#%o6rTriks?tD`M#BV6OpLhGxnOP${A+{M#kHfitqhW<5ik} zK&M^txp?vW-Ve^4MH65w`otnZsp(+|P$ zxs>@;WQ#aZN96u+mq^N6k_i<@p8IdM^K@jBvJR373AL$htzj`L|FSnAj82#SSf|PN z3eALj;Rhxx=8DsY-;2)$=D?obs`f-{K@prMKX6JYxOL!Ye}VY2oPuvI#bsOmqjep~ zWw@El+Ftkb(abt0N0Cf;PL`4u9`^C>Fdp5KnbDkmn`tGYCncR7=t7aq`Kzan(En&$ zH%td{^RNk(Wxs1$0gX6kcRA5gw7NTCu)Z4x23I#f-l&8G6Jkcg>#e>-WhSHaQ4{{L z&A$jBZNPQ^oA{6p#dz%0(MUUIboU=YFxb-YHn+!Vpl9QQX07r@Qsz7Y$pKUFjoYG? z-#%Lj5norh7G|h+Lu&JxC5IIO%YH)WDaxl|?uFF#A-Z0c9I9!l&7s|?ZI8EiTv>>b zEbg=B5V}TBzx(XuZa_*cO+6ES^S0F7{*9??$7H3UHtyKc;NLE0A9e!i;Zqzw=KVs5 z3V~D#l`Y5lu3!bvI#8&TkP7p?di=x0vJ9+!i>hhT?>)xeDVC(RzL80wW4t>P`M zGNyR=Ge5WS|I+$4}q#z?(XgYPr@*))2g(mW~ozt)J4>s&bQlwg>++( zpnaMAd9{F*sg)6!&Z1M%>nJ2&CQ_f<;>(FaN>;dp$y*kl>`%Ie#NG%@<#?G$C@k%+ zhZRw`>5hLh`QC9iADQSdzjc!$s{ds7#G`m%P2AvoVzuAzC61nkhC}gc(ASssDJOy? z8*fkJPgLxJxBJ*?whewl-ao(1B9hSO%Zsyj9M5CQDybcuzI!2#Y=+LWf&KO~?1*}z z8FIRN?Dff5I!&MIfs#L(c1Tq_m}D55fdiB6GyY(TAi$A9vj5O{80#S?&5*K(GhmeO$%naDdNZgMJUP zePMonKWvuPrPEd|1E1cifB6w`FE@WfVI_kTS%?~qF$x?f?k6~ zwXCJ8&aU_#p8%81&$zxjNdyVaI%v{QF&85OJ6c*=g3HT6?jAFy{NbZ?vyhaqq&TYR z7m)_Gj1qg6$h_f*Z!a`7Hf^fI%>x}xNr(X?twbQoydB2pBZ56-Y7O(>4`VUOQZ=qn zk!R0@XCdL6BIK8~hn29|P$|~QU0q@#BHou@{&|{399z6BC~b+}A`dCuF$USn_0(6A zhO5lJ{UF(opJYGjLkt-(bWn>SUwkIci-Ci4^8_j4MzsJ$!ipTtBqk*>`UnSy;G|@b zUG*MLJIwNdpb#8;l%C+&8!GdC3gC#76A$Zq>PJV}o^vQIL|;G~=V`uWl;3xUn3*Z$ z5c%0-nm16(B@U`a5|G}4cTm6ox!m-1`S`g!=v_h1rEhKj4+ALD^$k_XRH&h+=Cp^3 zv`h2ONKl6?ReBhw?q(NSb-;PyXlv2|WLLCTw_TMjMjzbOFq(V@NA(ROK7YgrkU+!f z+~agD7ov~u#C(3urGd40F-|D}d?0IgH>hMu-S!7TKFrR^nNe56ZhTdH1|NQZKVI11 z>i|mJbnya}j)3G&2-U0ZRLJ<7FUfs`kh#jM7%MQ&6o;W_2fxylOb_IMG5_q4B$~L%Xslb9>7`yNvSK9aN zAl7trCCwB4$KI1QXTzw86(FWlAH5jHD}olN@Vk*fL28o5#l-k0lQf{cQxl%BKv!`v zjlIoLzTN%Tb}97bgI(YK+~}Cr_Y(;-ex3erfIN5+`0`o?L~&}FZw@(tv=WYqJhjD{ zgEZrJxG_cc7nGoA4|cm3$Tx`1o@qiCNp|D#Nd6wl$WLg7|3*Z<7; ze^fQ@tpp(t%p@qTW}82*QExVCrG*hI---w?5a(VC1>8i=bg1F3(A9Enc0(P~TOsbu ze0&4u?NhWXnTZhg!n{bZces{=1+FAD_xqYZAxQw9?G!SY8taz|;bq=i^#32Pl1_l? zthyFVYr&{zYF9{TNb8O8;`#crgX)U{pt9Y1(LiEK4Fdeqe6cJH!p*_+j4T& z6B3TAxCPKb=mOkH>AMVY|BPLGvkLV!VZocnm)Jv^>jrsxo6C+Trs|SDytB}gV0fr! z$P_o}nEdNs)mhe+aT|;0g}TB=0bX8yetu?7T$4^UFTV{4V+W}!q2ZSc8%)u`uYrR# z*BBrx(@%Fxz_TQP2m6e097AduMT_u&9+K*Ld3gbQs;*W&aM{Q4?p~sYibHyOq2zKS z`~TgLfa+cyahme-^Npc10eD}}9N$oEn(qez=A)55y4_t}Qw<3l58k-%{WDMo!B}uw z=Q{z4AX)K{UKuHLi;h+$H~MpZnAo#^yg=T|8_%oa!SnMK0 zr)#_2K3~kv{5Qcg{E2(B{{skwj10Q745xlr{vdrdPZ;(OatiC000?S>%o=D0^?tuE zw9XL#sI0!Egp8F_AdFPmJK~-S*p^iB@}i%~|5}nu_>n5=w!<(5W8qEc)djm?WSR{a2q2GJuFjZv@wFIOOUV5^R9NUO+HcJX~&yME1;UFQgwb0mPwJ zV{7c}TqEFych}L~{Q^33p}G6+-6ZtC^hY+ArXD4T-ekaBucnqDg}sdqO`sA!1@X5C zL{jHdg2|cDsP$k0?|;141G}u6UELdlcWvY_;){{-+V}J!47He0)Lg|itADz^{M2r_ z+$ccM7C=VWgMGxC$*V*T9~yUr^%Mq0CU9F*NL5^JGvB|D(0FA%vCM7*K z8-H+FTMwFng-=G#MA09H9~Q{X9|v0x3E*=M6B>yYrsa%bOp{^TVOERS4sA(4 zdQFJHPCy=yI=HO6bzVN}8ec*Ha_cJ^dRjT;!VDs5m;!$t<7Ww~b~xxpr6HVl@JuFg z|3Uabg2$AlC)b0#JwjWzJn@R(!NdNePVfbMXR}%f{<|~=)c@W|@~nQ62gbZ}t{Uf8vePFWFQYA8y#Ug0NAOh-Six>L{ z#a?j~cV=FOTq{U(6)|5iG1gqt;|gNH?`DYp?^XBtK}9G(I0%U(LAil}NU}`&=lCFe zB_IewAQ1WIrgcdz3u^Hzrdb~h5CFflI` zixrNIDc4RQfXth!gJ+TP=?BbxO@BI+@rw-YuIqP!Z;8)fGteSL4~c0@In}BNCXh}L zuyyeGPj@+wq%t;9D8WDWbrffD1v(N19zHD1&qvmVaX3D!#B(b=4C5C>-!n2X-7#xm z1XL11zB$TPvZb3m=faCKSOul97Ps}&O&WW`cU#cem1iKv#m@dE{P>N`8#+$TPvEhF z(ltbr#sLHTg#Wh9)2ICO(vWn1d+QjG<|Js{fRLu_>{hk#ApfhLO27&c7$8|qB=)fR zwGkW!Ch`?>!M>4xEOJdfsRg2%_ZKiA;vr<=C$Rx_6G`N+tF>iYOnn7+wrOZ_dHJe; zt@blb`q!u?sqo$@ zxi|Ug2R9@$DLXq3w8m0k4u<%3g)xx!`O1!2F+9)?g)EnGOn`fd$j9~AHH006Q_jyH?43JbMz+cGZ2BDLl~Wp-Jl1b z*0Hz205Q`L9|Yr2ivSW+_Ao8k;0%=}Y*m(On`(^?$}9+YSOQU4Fjso_OC205M`$R0 zTEd5z+Zd8|4~`ztP0*jryOO^kJ+I}2uv-*}7DKI;THHjPLl~;R+!KFgAt^3?W_z*E z!6CE74dxd3WDE@qAQlBwIWv!4IWUBh-dJmGLf$;|>Zm9wbw0~3WXx)?Ugnc;3knJ< z=#ElR>ZNtY%t0xrt2>9Vxf#%u*$QwL7!UyCuBS(Ny$)hxL2BO!^X)jjC^;9`5#*)p z!RLLIuTpVV{8Mvq5DXEjdn>b-A1tY8s84MiejQpNgQyN}%f}uUkJoea-)8!WD@Z3> zEnMkeUur_U4Fdk%zYkqu(a?D!#?HpL^ zC`lYXy%p~&B(Onm_;k)AuAcT($U9~wj zH4?RIHVKMKq3a^tme>AW`Nk2i#?0UAU|`5qNd5nPLHwUSC=shu{ktRNWy1Rr0aLq} ztZZxuSY=>1iX;_quRG|gf16O(?fh5|suAHaw6NF)k_}8a><}@Bo6YgLEBg0hdjro* z{5AjON$Mq!AY|Bbm@L2vjmFjnD20k&6<@WYLICVRRrJ^Ck73b9iw!hmgk~W)69cH0 z1fmv5;89J${gR%~x-@<7>T2N%5B0&n83|43ibM^k>kRMsU5`s7z{IAB35{@QVip_g z>)_`+0Fg%GryVf4SxD>ufwX~4zxR3H09KdOPqCtFmMF(9Ut+#^1BRx7K zsKWXNzb1q7`*2G*YxZ3~fPlER8W~5f-|w6^UMT!VCF&0z&$|M&Iy^kQ>i|Qg31VC& z5Pzo59y}9eFB`8f5a^W*gCYfpH*5M~M;eY`^Tmz`G3cJ;A}7~@CkVz$lK{A4iig13 zFt=BO9ZGy@uBdi9^1K0{*{j?xvuKR-oA+?>lx3*%l^EwnUGb!`jW8uNs=EozoSv6BA z!4Q~Ln?1#B16$D1>R_`lVv}O@f`!pb8pdaKP>8a;`uqOCXjpI=x-KRy{ca9~J8j*- zdpqUdrRPaaOk`jI8)xp(w`Nx0nr-T{t)|f8v)Ua|Q3PjkfQ8@_aDjy-)$;YjGlItwRo|o}r)7vNpaqk(D{0qP ziMuoSnIoW$5ydXu%ANW5r+bd|rX1Jn4WhhufjYY_^~wQj-rZ_zu*YsM);pgR+>jb2 z7iw~^bqbMG7^SQyH9;g?0RIl@qDBE$z2ue(&-#!*brAbU+I*RA`Q#jji3;KY>KC?| zl1u?_D==0W6cNqevn0|FZ62nv|NV(Y;-+_>K6}IF{N|*1*#LPDUY|`I!R+r6M)dKbd6mK++;)QfCxnF$JLAKJ>BWHmksAa< z87L*JJX!5t&4GB<)c8uzDnUd417w{vh_H&LDvbwP`1-N#eattC&l4#Su75?t=*1Va zk=-uU>jZ+SVVkuWHJSng*gUdAAny{FcQ781wkLL11nQ~=#84?<>IhaCmC;QBskG<=dr1yC@uVyP`Jfj5znT*x}l0XO{Jx6y||#M zWZZAhz?{$7Ps2}g$M3MVG7Lgj2R`apUS{J{nYkKPeRBKxHe`?F^YOl+`_K0l^xRD5 z`}c-y_?bDhL-EIsqhe~k&~~toj|ckBG4J`xWksCfzSAlbR(tg-L*gECnenP|c=XW%GWHqrG>I4xJVGCkq3EWWklt-;fuqku8x>R%en;O+liBEtuYUaZLy?!u3(d zw{@nSsWp8u!Tx!_|#DNbWqo(fl>h=3Wexn2136H*^| z2{Ux{;2*i?T9h_p#_cf(EIFzn6Hfy5oj2no}Cc2xS z)Ey_j#%pjp4U!WuTl3z(5PywQkv)*Ht#*1AU*BuMnIE&JK$Os6+^tOJm;5^SS>>Iw zi%NBs*&lr_+ME{@AAh7ZTg%D3@_fpch>5Km&|q1wPCWIwLe<+z`lGm9?6((;=cX4b zIEJQ7mVB6_bAI_Dm$@(6Y;}t<&ctv2dJ-Xeb-x_3(bu;eaIJh350^IF&A)}u=Ug60 zTvq{GomdW>)|u7H#byq|kL5jW<+CH;R0 zZ3!l)@PkR5Z-F|RGtNhO9R>t)NS|a#NaMl>M*GPm*Tmm`t30Q;=lVKZ=P06kc?XF( z0JDjAcWpJ%b~-NXyc+Sr`&zUlH!9tdrMe!8J19oxD%}I?2xq=>_LxGnLmhV*=VAqY zZcQIsj?%f@cx|Kk^5s3skkxQ1nf(t}Xnb(6y7DPx=t>r$YIfOmXORHb8t#!1vH7<5 zM@$bVySY!&M{VjYKd~tGpqF5%El`n8_RlC6HP2Zh{Ks7R`Sa^@dTS_aAprfm@L=Sj zok|3kV*5!@JW{x6h~RBfNOzo6jRY%xXMKBCXiY>G+MVM){0-wg@uZ1E2N!NY9)~_wm4P8Cbfu2+ zN7|j6Tq~S)b^Em6aHfiST@o2qWWqk%R9wSc>h&CR3^J8b9(jfIV19*}G&ONZl8ooI z##23^GD7*5Fk=4X+&2Y$4la(lUj}5Z)fNl1q3PaC4oKgBjYh)P;Mgkf8p=qBqj@dl zPN&<4Et1K)V^`U|*J{?EaD8TS+jm7+(C5qegpfoCtJ}Z`1i6KaFZTEzC3O!eCc?Ad zS4Rb)74U@vJP^Dal*8rges%N9oV*PRikRH${$k|w8PdglY-Sk$HqK;fuqXiQfU(=M4%$2HJGv|h)?Y)z}XEPjwY5S+gjQb6?U3Gwxlj`#9z<&3^{7a;aPMk+ z`F4wgUq0-q9sVQk^TY(pX5O3M$@*SCP4Osrz4GG;tyR_Wq`k+Tet!3H4nOL6MT^y* z^oS6hwwfJE?Z9RNHyaIEGMlZ$0^KKK?f-aOP_A22XeSp|-cDV)yN@_9YC3i)oHAN& zSj%@QRes_V+9H|$#f5)_G;AN9%>fE_Hr=+0irKv(MB5NayPNO}5202+gCW%9+(tsmLS?b->> z-7fO`BK!YoLEpHYiz2Zsr5_UbP$TtWrhrAX4gXBVG>r_7i39hZ$$7XC^{?{6Zm|T} z7~^UL=jZJB&M)dNVW&A@K($0b`u;26u+p(`jO!b&A#v8D-RL}lsE5?*j88b;hIiD_h75$5F_K}i0 zYF9csId$)cq3;pu%)F}d8`Viu{W7(|StsZi59W6>Ef2D&x(rpd4evU}RNAg3_Y3=J zM{D|P$h(jxmn)$?U)l10+^kMjDf`*(^OX+4%kj({G!@A~*K7lF5e@$x z4Fi*tWeEiT@wyrJcme^lHhrFPuACq>rcXwh_qkllxMHgva;=h}bS(e35Kej}`F1FB;vxADfz>^?;t)RxTBT z&2^4OW^}trqH5Eo&g@_?T6wvOvzVTy` z(QQeM4fRmbY-SLDIynU&N8tTyw_gq+^xLU;Dh3|AL&c}X&cBc~u<(C)KDJ^0sN6Lm z>4g#$MskB8kWqJK3J~% zjt4^=*{gZhviz%)H*Qhs2nMiGH6Qzy{E)e3YSU%q zl|P$6W+WEm+9dcjrtMC_C+>Y|st0KYJ08R6A}7tuigW2+Zlv3uV{^x3G(~ymo}4}r z0bxqD8i5C5iimsJ`uz_bI$tIr?i@X2%S}|nj5&4cyX`tQX3*MwUFflxn=`S)$vakh zW^A&I*Ldqp4d0#^j*YtE;jcD*9U3V+HWQkD=>L0k^qpF9TvKWED5#OU>}VztPRd99 zfzI{Ga?*J%Vd(dy@Zlu6p#7G=M~%T#b2lIEeWNA_ik1*2WnYzrMO-nm3N3p_0ZigZ_SB;EvZ9cNHhr7w@ zXSVhM*VjiT%0vOLvzH{}&lp=1ctwwIOxN~XyLp%(|Ii|0S(#GXb5=5qxtC6Na;~F} zq_Dm)`A=#ZJZ8f4WTmxTr7B{aNfRr4+%{8Lak* zmW74Oq1R-z;2rT)eakLDVYPs9gD?P)M>y+l+prb6M1zP9N+G%)4sTc9sM{^nb5EvX zYJ6A7T>hpwsX%ni@iqPRgG)X6D1DpzwqoBHE^F`A3+z8pva2^iK=N6CdwFUlJAtPk zJ4eyX<3HjAYXAj0jHX7gQ!Cs)miQ9KG`bloXQV}qR+`Gyr+8|W%HH0~rgAe`$CM|& zp?JObrcV#$!_!1>$MZrhqTm$*!^L|}V=}Yb!DidyOa!byRAkjSggboASkU@!B|Uc2JmYp^~Wq)b=>#wFIv#g4)h z29M+Lob!xIcNuFu{`9G~1Pq}Fd)epe>ZpEWNgM`-hO&vAz3%P+1%X0Lqt<@w7xwe} zOc)OC?~bbqXBZx`QNiIv7?!t@i38zWiC3(1B$H1bs%hwOpN0&v|M03g^>0}A@H73s zCZyM-`c#(-C&`{W_oZNP=a|y#%aWbFc}vb>@s3%QgR$CHevPQZ=F%*FhafKRIp(_< zKc0jYH9iYdk=(|JXJ(kAj{ivC_%I%UU}$%CsYv))zvZ;G=yeN6R*%Go13xk51zUdz ze&ylXEo=(p@*s3@Ng9@__pzSXGTEj`5uW&}uAO2pGw`lsvQt6jNB^AE&Fb2cA=$%^ z%It#-dY|;UfAnioJPUa3mmc8y5fGUOQH%L2wAcr{!~)f+nQ}?C@*IRCJeB^LopSIV~PcG3DV*gyh-_-ef|BN6&8GvvGi~> zgoK*FZ2?;Dn7FtX3JMEubAU)eP)GZ<=#-T91Aw-jpT`COyq*5YxC4&Ty*C|cSD;Lc zd$vfk7O36=e{~T3^+t{MDeY z)j&i32`;PIR22F=EBC%}zjF7Y)O5<()#&449bf0G=(66~S4I*~W)L$>(qGpir9Br~ zIm5)MaG#UNN4E(MDB2Elyb7vp2B-D`Z2jc76#X&pQ;BO7u#5?R=oDfMUTAZ;Ugz}6 zx|e}~gh~8a0%AX(r7W>`ZjnoDoBS%~-RPfhXL1=#mu12%h-`a_A_&r*t>+qFCpsv0 z_1)OVKq6;)yAvcZrxU!d4~a2QE&I9U;gmDewF|E3ciFxm&N|*;HpLduih~{<+@+t+ zv3?NXr@^9CX_1`N;x$9X`)s2V_@N3DfQ@Z#SEL=Ri+>Es`&OP+Qi4%A&Sd?yR4sqS zkhCHbYg728eHtesg3jTs&4(er4-JrmWESz;UYrW<455ug&BQHA+r|8p{s?T`$zW|j z-iNb8ev5CrL+hxccG5MdmETjjR8oqnycu>D&>&mI<}&cQeIp;u(B_w*Skrr@iZx%J z1&|fnps`FVnGF6@g-I%)7_ONWWy`5ZI z^m`JdH6!EDdM>L{UM9UE%82C<@fpRHvOFRIl}Z1^-^jgO*4@IS2W}1uS%Ph1b=|?- zogB{8TwGs^8mDebY1}G)Y7_UlHpT}bXf6%+Ev8YVSQKXl3O@Dq+lU5V7m zt*(yPKSL> z(?MD)*Cuw>r5XMsAQ3*rZ%nJS_;kPg(W1NMu0M()WByIUd3Xj1Z}WZoWX^ziXnQZ= z`qQHuY}K}Fkt>ljkG!_M@x>%0B8TpY0DvuxJ|m?%m@SFNLrYH&*PPbN7|%J<1W?dg zryPwzo&=gr()im7!$-R*FfZtL#|UmDsJ979so95Pf!@nPHO<&bOsr#?vr`zZ1vP1W zhXcX(5B*0GGNseABnq{_!N2qb1sj2?Pqzm)E+r*}nFgArpo)>|2I9ki{BW_c7cI?w z<-B@6riMWh+7>HBU5OlnKRk?t*S;hCN+|`B8=L&Vy7Ynq2|oopy94-viR*GQ#ai{7 zE5ED)!5)cm1!M7{pIgSCaDsV5`U5lFS3W&8ygT9V-reK_u!wKUq3VLLexkucKryMV z!mz)hKFA-vfe!VxNNdQ4JgD=nE7#Vw1#`<+dO4Cs(6zo26GIBVjapk;h@(}|I6wod z+;-%FOEY|4Sq%5A^-Z#|YhlRB!M$l(p`tHJ+fq`?*VTLR@T}M6>gK9oz)rwjvXUWt zx4YCHaCLLH$bL^?zr5*w=uR^;3%QCEh=3p3+}E%YD+Vp{ClJ^(G4;Aj!VQy^?D-E= z4Y}IebNUKG49fH8kthPY-=Q6l*6;_eS+hQrVaiuL08;)uBs4T878REM^!Bc^*rzdGY4Ls!c{_^QX75K><^zF||`T7Rw>* zM^?i^i(fv=CQReUI#H8wtx!G<7&pC3nHadT8Oq#vvubb#ec504d6~U;w^zwZE#3h0 zS;%2q!L=bCt%OB=J7%uf;f<5Q-@W9!SlrWtJ4ko#__6UpZ6aGhx_=lkS20OhVGcML zWa3%%oBi()E(jq5@oUTVZg4J1?}egbx&78Ru=1IXNGd;prp@LgBttr4QUPYDviIhR z#oRH_*B7T3Qv_gg6NF*nYIozU5zku9Voev9AvzHh8K5MAyxn+BWXT+vWRq{`QBY)D z1~Hs~RW=x;7RycXrYvG0@2J zQvdL?@U;H>Wq>OF{imy!{PShl1pd6p)!6dy|G0u?{(Sj=FY@rKF`x>F)0CM!G?|yWw{)xBLCR zamG7-5MlESEuaUMe;5LA&5f-(>Y;uQpPuk+!3@QvME z#sl!bS2pjJY-G*#Z0xnHU=TiCb8Xmb5mPOFm<&uy*U_>I#sz^Ocp1tm*(gbfbLg0x z(rUrqp>;5|0IeYqE?x%?&0hoc|2PZ3- ztdpdij+3ztyDkwg&ucCR4$y%q%tq_AgQLeCi-Vm zN)jJm3z%EMUbE0L(df`KFuaCBX&IPVpilKf{DXwk!Tp)h(a8XX-L7!5O2Pme}h7p6@^&kALx*VEF{ z(__^8x1ayko(akig|f0kg;<677#Q9|`M^mC3Gy>A@H4XtFuWK1x2=eowT+gU4(#8t z4Z+xd+p_#$+j0n4!L)45t>nzjP5zaFj|S#8=GF%07Ow>a;HS>=`mKbPj-eU+OA7cw z{j+XCn3bU&OjpRt-1POIo#rt7Z?j+)U=yNe5MpFwq=&LGFt9N)@(BvCvoNv0XJlh# zVJG_AR`-AH-ak?bz5%PS_;)fK4B9}jwV*6C3~YM3Gz<)^S~OZrP$-QKR1d1F#m)e> zRELNTOpgvOIR8tK{{0F_C;ah0*8=?UpNj=E1GmWvT$^w6s)i6q6Pk!1pPa+g_AH8= zoMJ5NwXDaFWYZ48+E!?Cv=HATvUbh&1;lnSd*LO`t?4FBo)Lst1}4j6)Z>bHgPOUo zxw~(U+NFLaMvuL7DrG^^PA)=3XkTR%L}g98mlhW7`;-MqkmBv8vu1|9U4Isb?dDh8 zi@V4k+e{AI-HMy|x}-d&81ZL+Erw8}`KJP<)&;LF`9B>6){(Y`R{h#jV{{Qa5hW~$cb6j%r^75*ytBZ>d zz0rBz($cmg{W<&rEDs5A+V#1anVH4KG6mx!?_^~$ujpA=uvC%YV!(w17lDP5$0#V~ zGnLXB8UrodBv9y!e}7f61^s+TNJwaEYPuennws+UeK_8iUp@5UZXkLonC6cd(t5$g z@!cK1bjETEZ5{jRspu%v9&R2oV5Qy)PfuSZ8m4;E8XNuv65et#Os z(7@p}W*CN)14{^jR6hJ8k1}FnD1?c;?)6)GzhLw?7j#HamjybtV{+)9%TRg$pSJ`A z5C{|5t<$&kY<}Ae1e!Zd?vKw$uS=Qyk#7scKXRU$olVKZWjIWN-M6x3w^1jHbP!IQ z@#Odod_0elH`YvGYW9Y4%S%iC0Rgc27g$(Dk~8B48halI)!o@l*pv-JT-nSOG&hUi zZNp7F#3CPJ0v`4)O-)T**vQC)uCw#=cQ4kG=qM-_leVYIdg`lO+{!A>bNMbDyOdkP zIuP8Lamvj8Y(mVw3)qDE-QhGbm-C_y0v!afwVd|5-@bi&-ohQ!$!WCC5_=KPlUh)S z4Iiwr>d!6K7@wHv^l52sPQA5|5*6+4i(@r5HU@J(uP7=iI_*oY9#R_BWDsF;eNU_@ z3~%Ux`39~E>UWPfMqJp4h`hcy4};Ih$i~3_zQwJnjZG>3$lgwwdO$`2(nmTwM0g{% zKl)%{%irIB;+>HZ90 zX}vcZHL6RgyF4+~m>EwW{+R^gKN8tm+Q(`>_iO7!EQ)p|Nlsq=Kr8W=vfga9Eh#DK z!NGxE1GiQ6+Lk$Uo25Z1F`=zaFub*g><@c8a5{$i1BojwuU@_C>+4&pSXo(dVWXrJ zy*R3_=77@cv_Dy?(5Mg-mYf_!9}f+#UM57nUbNVL0q?=$`6f`79#WXb2fBKClJRWP z*H9{|0MypDwyt_@FnjWov;EPjDHTOU^78xPmpDeRs;f;5GT##uo})M!{n5qb@9=@H z-Z#|NUX7qq^w*G=liOc>AMm2fEjl71ZG204Z0%~V!TsuVhq=(ScO6zIYy)A$Cixjput<@_cgCG9dg@I|d(?TaJ7q7nPeWxqRFlU0ucIQi)t$J{eL;`PYuBs;VL)k5I)E zxs)&R(lYzHzoGHe@>;(<{UhU*_bCGrz_2nRy)$EDcI$(0pz+_oGuy0x%xXx$cJ1%b zx^emP`@i&C$)-Fk5s&vGSGzV=V& zTYqGl5bQ%-Z0tlKqtOUlx(!P^J3Aj?lHqYX$vt^eq^AKSdmkJ8fx&l&_h1L=h8@kfq`*xaluTl-ybiXBBbRF|ItJBk1cML1R~oe1pfwd z_PM_L&ja}9|CPCYwcgtYGz(CZ;Pw!@?DJV#G5~@8=i@PgD%hIwUv&AuoZ zl9I!6d*J1z6T$8q_%2@l+diNEDMnInulQv{NeL4hTeSO2eEh(?KZ^&iEIdYts&ZT( z{JE3_R`jZ|IERf};asc+Od)t%WzW!2y!KY@7I<1l}~ zd6tUHJ-p{xS$}j!p82Y zr=g_OPN*!QMu{FCbW;Nd1iQAc<#vv9y@AKbx-@kWfd3J${n~kzBOiTxX?EQj; z)Zez-+~AJP^Dw!&%sK3AsUJ*ZwAgOs_3JI$?7>&;&2*M?KYTKf&Nt3|9-aaB zCGW>O!(&&DOIF*k`EW~5ecI#S?h~#zs}+_>aXYRRex}Ag$?52j#>T;|lQ(bP6wkTc zgEW#M{NlVy6N@_E*9qosN8;cF_GkuZPKvM2NQpnEk2h8ATP+5TDelF&vp9?~yT6$M zm!8Mk_*cyOi+8N|tMT{IH=v<6WBAoD%_|R93QEdmAqcBr+vm|7#f;R{^%Ex(a5z_l z#>jfmz`#HkHfri`Y8@LyZbz$qz@ezDWV&%?) zNaPeF-Cd9^y z-i-*fw+G?^>(s|HQ|HV|D7#YRZC08h6gYhQR#riw+;}{{u&@x^QLz-P=k~aFa~N0L zyo20zBu~wO8t_PoyFZIV>pIk9bvZ~w+)&AB`-;-b3poWj+jeUVpTowNAmjzL(z_&G zFdtoAV6*(_7ArxYL!DJsRlo>zo1bk@3N-W$3}{r_WL@azd3m+A3OW(!94&2bZRu!h z%MlFE+~aOiP*B)Bal$b$GJ2Mzrv>?_<%w1+pQF&$(UF6v1A%BBNZUa!H>~4Pv4i&auH~-XP!^gPX8%>sMKT9Kds zJ~uJA4ES6QA?^-aV|kI0k)@@~1mg<>dfV*&i7Vgf=FXYajf}F>5?Kx6$Ho+J*z9-l zux8u3ViQ&&-1oMaxe@erb!RFqQ|jy0#W}JLO&;Y>Q1nF6Wgt5%1S!?n(LkR+@kmZi zrc%t`=S@jT*%P%NhDcVHqP=U)NKW?BH}3E4P0e_G5aUsIq16)Ub(X7a4kTiGCq!Id zU*E#Q;?t)YV4r1>$LzSVXDgdAS?DBU6wyoc-(x z-JS7=-X~Y{PeJHrFQ%$G9nWs9B%V=K<+#-9SBzn|J5yyg%W)769F7PpNp*Ds^re|< z+a99|(QQ9kYUZH|+i5S$-J zXbCHho}Qh{)~DObJn^BSp^1sKZmM9CJ}Jq`-+9+2r}TQGfASD>FmDii`t(WM-YY1` zJSjssn84KVdMbe1#X;eL(<(6GD6C=$hLIm1$!;k-U$B|h^i0`N;Oq_CAq@|8JFx>gO zBvPH{dijyT08sufhD?_n3@Z*#?=4W2n@+dKwhv;C7sGmbgP8PsU+!RXxtteHJlNiz zEQvIdXR0L(1`eImSUM((4sZ@EIV;UD`^j zUq%(+>d53R2$lHDF6C_Yuww4lp~ICPZZiZZGxPpp43qxluO@-C8ccG@?@>|nm6qO#IqtVd zNpYsX6ciPsqN0SC2S;iGh@9kt7DUpEi;Kg;!-s0o8Zm5M1qTOLY>;m=)|=1s$Q2*G zrVT##mACqSkuUkz)ipc4@URV{cRbXMGn3p_TK}}6=c|{skZRi@c2W+(AlK~!5%ixkoyCxWo}MUMl!Wz5#WFUz_kZ&cPDebydQ%=y2T9B*EtMPdd>$;(+TMQ1 ztKoig0s_hcD}r+nK;={mlVJ=eAB=G@|vvQX7;8 zsqg*88*aad@81je1C5H z$B(bSI!FKht;<1uk)&NIeA>Ee0~Gh#l^4<{#iWOgTYl#E*_6`>I3`Of?9b0`sRB{G+(Wk|8@f%YCzce@3WN)tS+N?X))vv&N{oaQQ6_Lnof5Lj;5lwVJ z=2}TaV599R88rp2v)DQ>nLj*E!rNa!a69uk46$87OLclU9dK5>=C|CE`z3#k&&w_w}u1<^~Sa)`WkacXlRp;dwzZ+ z=~l(rM3D}UdSe@&aC~>gR)ajwCkQ zph5dL%lGdDKTT1{ra!@j_SRQ*&OM+9pR+nzeSmM=)S7&`R45Pf(JMa**PAY^`~NI z#?Xh&LpqshkIC$QtQiJ&QPUI^RA4ySsnj{KP^kf5KToO1i$GV|mO#Z`q2qIdWC|~g z;UTF))z_a{?DeorlNO^BI@R)T1Z8an29KyHDZe|q^IY!>l=E>NG>N+iTukT$A6P{l z)>TAJ0*fMm&fV(VCMqVjtS<yoFOPiejfjX?P=A^I(lf2+*H=_r85x;gB+K*!yY;+*-)kG zPa`5t;Y)FKRC&rJLbbboYoWf6n_bvgSrw}w@87?#vD;a~cE?EYE+4C;prMhUE0iND zw=qw%jbSl5JDr0wYFXwxCB@Z>iuwX&Xib(}9%f0z1Nv^ZJGRsS~ey}p&IwM1*_ zByHdG=%$**@6RQweH|2kc=wvfE7>VY#V~$x=jR;Qyw?}2>Z~nb2`T)&j8bQgzf(N| z!(sSTVdA!sYj}?%A-$bXz$>*Q<#GyBK5>uTrI=1G^rAf>0~?u}5taK`i_Qc22ePb_ zhmJh?dR1gyL!H&i49wM7$w%JJ+Jr_qTP?HGj*EAMvK`5^aFziki+lf!+Emv^iZO zt~JF*(~B-FC&y zj#jn8jN5YQfr=}dV5{&Zx{OM;l~BejP8;B5^d%zM+^wEX1qGow)elXmk2ghG0gOaa z;S>+#okWIPWDye8pG|0_w3dIO=SbKXdU&^?B{0Wf#Af|-E%2IC!~Q`#FOG*PQ08Vq zi91m9x!$|@iGfgZwZQfud}9q#e94Ra9!jTNebSI)wVSt8kv#hMGl}w2% z^i+e$bSX*Cxhv$SKJ;YbF*mH}G0%4R#nD=T)J3-uHV8gSW%7F_YpvHL)yIV*Cx$3m z&!Uc*dmcl9i(_Kj+|uF*Y2Mf%HdMDiU@6-kQsZ(k2rg0I)Nok*a!;L7xquqr*}mtE zku<7u+Nj$WSOsD>dU@(~DrxO+)nt~ImgH8Iq@{lrMN!3ySy@>b8fLj7Q_^Hlc7A_` z;$T>d)&01~#?_95?0xQ6=T_zE+24~!mBKUIrL#|uU-|k5I|Z^;`xy2fN?fs!laq6D zs@{|<%E{TRbYl^aC-W-zxL4mJE_v>;MtPl-Sb>7dA)-?LnqI41Kr!zP->|h5A`gB4 zUIGzPv1*oR!O0G$*7&Oy=;~Zh4)_E zOZDml0i)x_2Wqw~^729TxfDiqW#!3ywVIi10lcYY?Ep$A>Wty^@iO$1G_lHBD~nX!pcWGop2UEOimc7=`KGIk5VYpX@~ z=}}P!nRfy#2X)&lg4t3cBVSZk`%{UrwkntCDc3>#tGdo_B(K9qW95>3l`>>%9S`t} zfPrVwX&OlrV~M4DU~pes2%t1N{B9xqt0j z1V@ie4ew4=S+98_AZu%D=eC;}sF!YZ_w;0Kx9Y{l#ce70yv;+TLy|3$73-D0+C*UU zLMy~pckonW&zdO6wIWiFQg=O(pB!lW#cpeB>*wc3Icl`tioHi>bMN~o>CYUZ2oc9A zI+4ul%A6$KH&~%oLfY?yp~N^z`I`W#(|)QuU2dvCchcRHo-4Eo=8-#=f^l@q%*^a- ze{aP#CO?LHyN#EEiYg^(gt8EiyEv9JQpK&S+A^fiH(iJoXY4x0l^;RU9eKfT=H`*J zA#Y%?fz5rvXz!^+2toEqEXAGy_Uz-xesmj!AD%z6XcDkL$fj>-)P3!5F2Y9YXRWAL z9eKmosb)$Z*UT-q3UnlG#Jw4pwDa&fCCQK&E=NXO%@|7)s{!saw#v^}XM0ig8cjYx zKmyM*qThI(JWprPFFEWhk^lMgCv^qd+Dy8<_S9+|tGUcQ@m{q4XTsTgWk6R-XSEn1 zgaD5bpa+z`!_l>J#64Ly<9?(vfg-Ui`Sq?nkVZIm;c104QDL66-Q5W8e}32IUSV&? z5<~kYUgmRlbOJ5|#u&5NYI#-F91{+~lBY-RB4b8Rl!8#< zk~xsA^9$5!BFCbjAFQpJOrOGZq*O>IS7w6-xlHAYlAlg*6kDzf5$C*7RZ{ZBd|+OF zuTes}=)5oGE2mmI@P4UXdM|9>yl8(g_}%c*yx#m>XNRBj;sElT_FW-%Z?#KV6nbzK zw!N0~gi1}v224`%Y0?l35ldOb8ALi{1$IKn|hUtSv%msHn2i zp~(voA0L0aWhh0sW>lKPZd-|mT7j@c5H6DZlPGW0Ug?G!%yE@eRVhOm_v}B_s${Pn zEL#6$n1sd9I@vU?t*oS_r6D3C8+WnjU~QGgE@QaItR*^2Ud#4WQMfZ!xlB@UddW9v z{$#Bd7=jLTcPAS=8yIA|GSEp&NPyE$bEAZ@ILSH59N}kvM1z=R=T12sSTFl7R%_6r z*$hz|bO$Ek(y2j*YvWa&+oI0+rwS6a5E_&Ym`}ZAcGC7@Z6#iM`v&)!pq@F1#>kHK zRRy>u57nK`QQb}s5A&lRNTTW!>J29rjJ*9r#k}Lk)|fzt29KdlsJW5G2g}T^DtPUqB#% zQF+BicMrYS?o%TZUKW7g*_=Ave4Lc^VH+#?#H9#NBjH*pYJ5 z$N7=T$&0yAduF8Po%%@|adc|_ahw{b>=H5QcO72&XS|z<_^%fBe5!e%+lcxHS#_F> zB5Cs6*8`nhV|&fY&U++ukMIb+CO#6Xws0fJuGXqjla{`i9MXtRHMo1f;u7(gN9HcT zOqp;8WC~DTP;2Hj>h2{);01RVvF_wgbZS?@R=OjKi%|*HOASJ=d;7Yz3n~rIZ?E?B zUlm}}spqcj>lCcxZ&UVf7}zT0skD{YW}bc9?cAJhoz3R+BnA3tX;QFdQ_be6$Lj^< z2~i#r+O`0CGCXW4=5+{?$FL%KqAN_L=ytDY$~lbsBG$w{dZ*Ik)K|3CC*KEdU%D@g z&5-dXSM3x9lS$7G#(w>U# znIzYA_sy;^eNnMsCmbwM){3MEd9@Nctd0Ih@&$D`+ zP&Ihj<**_#yFIar2|@8%U;*9d>iC|aab-snBl*o>lUu#%riX&dM)&3~r5nFUEQYJi zY08xuWe$Q8ESG2if%|{)Ees(Y7; ziVE{iPU+h}DV}B9rtsG*N04JxyO<0lqoL`;!g7!ID$mIE`bPXJXmVEh!V!+a zi9d0Df5*zoT9dqlZr};B?3F3QoApjl4@!_XY!2VGC~B0A{W_K}x$BG67`fZzBP7_} zppuKvlM`|=xMYs1J*zPY@;x`0N9kW7c3uo>D!ucjyTS?8?&~^N5?6jLWvOZ<#YXTt&8wH!ZbQblg&^nu5YKYko?sAT zupE0Wcl~?OhfpELK}RR07#5jE`KJ3ZpPq3}R;el+pQD};I7@dtTJ4H#YU1>@3I!2E z*)P3enVaz4jAGvb5QG6+F6Sg(@mwJVlb41@;>Eh-K^r#A)l_w7cb0OJG*t4AMz!4F z;%A9U3p|y%z|6{-+CK2j)3e$qBbMS?Dw_Tv!9KWzEy!um$BdtA=4emV&DfARwkJty z-5`j09;2o3f@KFWiit}gV-|C|g5S<7^LsalKt!P})^l|rU+r)}gd38VMGDZc-<~8pc_g}3(#0huAXRE* zZ7u&8Vd>k;$V$1GXY$PSEPUJPVbL*YH0r-oypX3E0j3vDCb9GdZ)_kcm%#rJ#&+{5 zSE7BSn`2_*F<#yB}E#Jve`}m2X(zpyAWNDCT%_SWI*<9)`_N=B;Bv*ow1nTYEZ99N*^7QWa zn{!~yC!>oi5SQv&sFjU=UthbdAjXjU+ks}!6Z-p&5(KeTCwG6Gq%qA7OGM@)G~C_n z^|`%|qPFC)A!c(r&OFp>Dn94rw-ZSXkO8))TkR1%m3t;%z#8k6M##IsJHcP9NyA4t zcHU!D=`;ArK%FI!n^{BdXs8}LzNhBQtBa)0u{5VNJI=lM_dz4W*%W5U#U<{@u7Ewy z+mpMM=Eh89*CmUzX7Y%w^(OmPUkrdC>9?6Ur9VMO&)`3=v|L^v2GNx8(+F( zSMvzK=Dy2+klthcsNg89y!X{iwb+PGA%VkI)Uhwa`eXb!K<{;QbRxK$MzV(-o6MA$ zoA(!6%4(nekX3yVno(!H+WTq>XUR4$T}lzEg3pjk{HRY77Gb|Wmiw)F5Un`N6E}}# z=l-OPE}sAnJ#KQc*g>{@&V;~yn&0OK%MrM!fX3!gvpu{5)EGL?kH{rK?)4Vy8zs~; zdgg*yp{$J~bwL-CDWI|PoEIgdHp&px^yyrp3NJh@Z$(g$*ctmk8c^@{;8cJYZT~X0 z|9D3H{rwe8I}zT=&TfJfJPPYr3AGIwxw+21KA5~tqWi7mim{Bskr$HP&Q#h>o1To! zv#m!xM%i+blW*UVdZTCb!gN^lOMVx}zLsP^br|AzB=POi_(MmCkB8Gem{-86-)}9&>n4pnQ|f zkUZc>w7J6cmSwJ|7E+Lw=EL=o@S%BjBXx#BQ=_vnoYrm9?Q<#OUhqs_L&F>@BhVw_ z9FE$PJ@*_7>wxveKcoW?ew5(sN|PxjYYdV4o~{;ZwKzNweUX;DBaXePpX3@D_^yQ0 z?V61<`5c^R_5=?$oRwH%v7(}pyLkJQs?AM|5ALtHsB4s;XfID!W5;)1o${L($f@gG zk07hnGGJdc(a(O(Kt@Kj;!mM2klO5R<}N<-r?fxuq;Zehnu;}{io}_+q z&Cryv&3u_Vhl^49ruxMWpmE8la)~VxRJ$0Ow084PM`|-K9Y|r9=BZY6YfDk`Munbm zMh;26!VLXPX{fiStWAcG6W+n7*B{@-|I(%nK&JpQNo9+5IE_ijJ;nJkIXM}5`AN~w zvB=1qiv%ABhce)P07`GyrhM1if}+|Z+oIVVM$xjGq;8I>W3N`#pB0J_3(j1olp*50 z;4UwopW&BgISrGCTX(%~Z9x|3N#iGRzULDq*zs+gr(Q#E)$ZEmW(}_Q8eZP6@N#HO zyQ@Aq`}Q)w$HA_1Jyf!%sU?i#Zp(ef=}Pwu-@C%rq{02})`!5!_i=ogyD+Th_}B*M zy1vyD8|j#lGy_CsCrK3tr-$jnb8xHf-XG5n-aLd7F*Qr<+&0u5G*2`Y599M^a|#rdqj4%q3-EwD0yzC@HSYBW1Vq zMIV>wd>Wh3p~^OcqPDXKDzsC~Jf^xk&h)gjl4GLZ$@tG6=5T&csFRLF@gp-Z^d8Ck z*gGy+BctP<5LV?;W?G3;49r$v?_k`FNR&S#MT|J>&~wv zO{{mEwSJ@HWnWp};1ZvDjoj=bbI^%xnv~x?|0)_RFE5Wx`$@B{Gc)t8({Mzfc<}hP z1aX99M-aaA{sNzq`0@AlYie5%Yaj#+fxL=j3}c&-Bpw!5nP>YLHy7+#&a;A|hfS;6 zBPr$icMfSpfyBo81DJ*VUj`bN7CS`qC@3g4rwcPP*SjOAj;T&n;-H*Vg71Zer=xNr zSS%cFPR5meQ_IW8l-V`ZiY{^NADhO1`}Tw*bX4qo;dcBK=%q|n*W@~&?@Ts+jJn?O z2>aLz3wMao)uraX*DmjR(-1s}k@l^qILTz9kndVlAu72{XNb%s& zu6u-n-4uwkP0P^9V68rCW0aJX4ncW~Ek4HV*XzG9x8nAx8;WIzw`1O3<(YJCWcSp} zgP<#QkyX+4gSwn* z@~nfm(DS?gUDuNC-Jaw&B6gK~={%E|7f7(w^lr?4$pMVIU%%u6FXE6*LMQei!YfFx zm#oJRBwZMpn93@=E92UpjV3fFD;0yrVjNpe(+1t;@-nHkUsa4ka_@9#l zvLfZD3B_?hhcc@_)E4hfKP3)YXZ)byu9NK5_a6q;-pX5i9`TA>Y(8F`W!8|Rot=pL z_W{2byAf^D+?K`7sMbjh=K^7ixJ0gx%YL9Z6)U%RKvs&(0R3{XwlnqMHZJi|^J#?+ z9ov_yJ;b7+Nsrm((psKZc&Vz-IM=(#kx(qhH zbc-ZUD=ZvD*{lRQZDn1KO5KHtNf#&T;9M>eXO_GMzDsQ(EyUx4tm&{hJ_Rc@+ zT8^hY^UHC`3S#Iy@Z0C6?JeAfjOxDn7VFa%o#kgFiod1c$$|x$s4ojGh8YZ~TfEpt zK03od3Lsw*Xf8%VzVTw z)pqty!jQlnoT+CzPO)>%ODxo<-mJj z;hxF0N4q|Bvq9>~RS`7w7N2hGU5V#v4jICf3Cw^#^7ioc>lIDmlk+jN>5X}4e zVI`__Q&k~$=}WxStB&)=yX%UdM+8EZe;B~I0<9ehiK_@{Y5W1%-ACN^Pv*EZAXp{o zh~MxQ#}DPrR~#K59_AFNG+bs&6u;QjYW*Q4J2L;Bc<|VembpNf_^EN>Kl9{BOmw`s zpQ`_duAc{XfG+qrs$in9Ni(}{Vr%vYv9NW1;CLkI7?B7)iFs!Ca!wJGO#J$2dT;Nt zfE7gZ=jVI1&e!0s<~m9yj(enwk7V47#qPt1Q@c{PAlgQ>MZaNN!1_DD^qZw+y(Qfo;t(H{*Xqo7Lk$B|(^^JJg=XVHy&*V%1)GToYHzXO_ zrSjg?OuiZ23dE*6Q?DCyK5^RXJKbA)h|aUXd#T>gwS3b|ei{6-ok!q1$h5)7ZB+bY z4^3L>{Sfgdl8oJ_yBeGhHeQ<${@t~tFOo7~^Iukv-ah#ED|m&9gC8aqH>Laizmt%H zleKG``p`B6+s-z_uhVMdc>aBV{xkf2Z{m#Vn(F$fXA_$ALp~FX6DaWUA@z?y%(L&H zQ6Af!-S-)5UEuQZH1glMA;aM#g1sH|8fWJ|7fHfl#R;Cj&3GQdo0+V|IS*)*MiWHW zCu0;w{1t8&c;&@HlaoYsMZlBI<-v!{IOSOXd!AfMjuHb=c?y)lgAZY&>%@3}$E$$v zMPm0LO`WRtAmeJNED{1^mnPsIgU|UhPy*8^n~=F)HJP7<`4(q~4(lQG-yfgCe-@b7Hkbps2bLGhc=m*P_$8KLtue2AFvt+cRrs;e(4!JG!XVM{oe zyLM4LDyLv-z3`(pJg1q8>Mm+T0!UK?VS1eFZ2nz#rxS}=)1nvt?EGNNL6|zaIQ4aJD;p1wbki z5|Z*li9`~?tg56Al6Zz%zSzq0a06Efj*Z0zN8%QC>(U0qq>KAq43d=wjB zTBSnB^aDsE54`>YY-I>2Yx##^`<96*JR+^6xR{ZV5hS8PDm!9XqsA^!sK2jILQ+z} ztww)<;L_C1?G_NP`ug($r;&kyftp%e!K|R5AlT3EC(L3XPY!&Pm9xgT41Z*0`ME~N z#`-VoYxX8`$DvjI%d=I3Kz^XX!)pjc9jeKFuZH#{5` z8QGqK`y{Z$?dB4on4dp?ew#5iHWnEg%7*{~j1oDrBqn`HQ&SpLkj@Kwyzf%XX}3+! zDZwiJpE?0cZxD1WJ;k913}HYz@j=5E6&LUA>QV-b*z!jZ4`6oSS8x9j2m%4v+R|_} zyLY|@5X#g$Vj?0ahzS5kRXIyFZF2lzxnr^sWVQec%Lk2RB*Yq|UtC`tJVHU4u5~P# z44p;Jarrel`3euOm-kyxP`fm9$ogAuK+HiM)Vf&kMo)Ic2IGZPy#nJkUV)>ODT?{x z44_Zt@4{ank3uCZ0P**FAT}1~87Hh$hl#7SU zw!_=og-Ue%xs?v?RQCjO`zuGn@*kQhpDbMx+^7L6yYTSV2_@ePvw=izE{>KQF{R`p1gjEx8bFnz z2^_HE%IS!k`6w@sMVJUElIR3Fa-!64--3wdgP54CU-{sg30`7em!D7|4kzZsCqTlhy_9S*p$k%Hr{GajE*-Od?RBBOrg{c)q{5)G3!t zUxNbTVvt zFz9?eUn|n-*ygNil=$r9Gvb+g&6SoE9r2ac8<5D=<2xr6^vqE~{et$VZ{?lYqm*FVNnL_7=_A}*)utEq9<&_q7()cvk|z>BbV_q|&W9S(Ut8}fR? z4*P~ltq#;r7@3@xR;bU9{9qk!09HP#70o|pv7p87!TvkIh6C)Y6{+f6kJ-t|t^j15 zIATLMHz<(e8Fi7lxrKN*6+MrafLpe z$0}|PXgTLqpQLU0bjc^a?sC<$SPtcLN=iesAm-V1 zR!ft=9k`~Z|4s1O6~cwYjbk=dDngAg14Q2BoeM4~8eKs&jtvQEOjbFzp@oJ3W=S8Q zif6UPB_$02njb>7lMXTtUvA1z(lh!9)mGlDmvlLG&Bd9u*M~g z$k)VGjQZAUYWNX&fY-J)t18Vj%rr{IDg%ni29 zm4QU9q3p;aplC`7Q*7M?O1`74tuk|bL8H>j$|i;xM3k(E0~ME*b>V=V9?L2?Xi2oo zO?hQqN8ZhtV3Fi!X8O{8({t`jX5v>4{+cfhoQdvGgsb_1r7PRgB`376PA}gZL8x8pW?uMJN4cFPNpPN`G-uYV*8g& zsrmgsWXi0qdtC4M`0lyC?<(>!bozirSec+Yg~w@^>mBiR+xMO6RH+{~a>f~ELvr&@ z5I*Pno49fzH#Z)!D4nuaRW&u5TXxq=8{`1h;~!G!$GKkUSGu>?7fb3N73$vt>QRK1 zTK_7@fgj?qf*J_4@;1x_z(wc!tyD=)LlcV;77O6J){8|Rjt$<_ zncp4rvC7POU9l-oTCaa@A`wBCLUnKw(R8mPm}Wd&w@DW!zRvJLb==Ba?ER9+dbsB@ zi}CXAZN4YOjE0!lJ5dk?1*PNLE8=?T)ca6wyPib+1l3LTLG#y&<=~)s?ab$DmD%|P z1s`x*%Vu#hFcbm0O%KxnC=ofg0MJb2Ykp7(u#H*7_(iG7$MvukQ>rs@3Kl`9^sxOs zdz_)VHUia@M{QH6?CC>X%_3e(Y}1*_&~eRY8n7JJ?}G% zcw@Q-IF=)gD0H>-nmxpvO#=y>J~kwCIDMh6L;bP{ z>pADWh&HzMC-T8B{8;I_5dC^#rhyy$i<)1Fa~26K$Lz>6tX&E`i9b#qu&c<-g$4K9 z5wFlx`ZeEeIMxjQ2v3Ef+{e`8v>C;DM#6n2w}7yGJx9Sf$h?91z!fqx`S}s1Qpz*s zq(Ql1orH+rtE)2Xg=uMRD2Jk3ZKU=a=+M_Z_p4^=Fd$_W0gbYICiQ7 zf;EkO?5FeqK*B5BcECw5LbQ|a*HeK`l52q@67z=O z#Ju%3JyGQH8vG<1asL<_kSWiSOD`gNrlRTDTV_12t7yxwXjT1$5;LB{VD}Wio#^P)`sxyYHMp-8i1KbtzV~64B7^(&994N>)-*Y&3!2|S*Ydh zke4Dx=-Qk-*ZpOnvojiSxG?AOe5-!Sz z0(-H~6s;jQ)!2QXOv; zLZAZ_7O2AN>gy|0Sx7A|{iVU$bfYMm%hVk9Ag)a@Cb4;g96IVeuC5tLsXl>-}>z(Ydz15 zG46546iGPPqW|#nh(G&*RWz%u!|EwNIBRI5_O2 zk>Nn{s`|D!a!W^zPiWa$_r z;0l~KPQqM+1wR@Cycw)X$wV6R@?KO7SCz=&Fo2*3CJtI!^eV2Yl{AV88q#mu+S+t; zcXU7D+xMj*24|d%ML2AgpfOvM;-X-}=OuU6FBOb{kyi527Mt)JuwOLubkA3aM zZ?%VIcJC27VnCY=6t~e`pxBpS6zlB`C+=jo3l#bv7Gtb>HDGrzYcW~2rslt&pQ!kt zD>?Eeb?_qwhJG#-#Ua+R!OEA3(^F@#DRBUMv8OGfSqV$m+M~Ehzu)0JP>lVso|Txb zlEwJQQBj9O()eM)cDF2aYjc5#8$b|i4xLaih;oJ0zc!8RRVt(~t`Yk_^$T8I%260R z^I)oG{tcc`9p#lF^SN9aRB-Fu$Zdy7}G(52Z&eaMv~P;Yw36V*fLC)MXa4^s+P#a?_K}8Ds4-nt4uG5CBjp3NTW=Jf;R&6|63eWKyt^l0 zKhx9E87(!;W_i6O4OmN36P#kk8NN$Bh!Byh{@krv zrT0PPJd-GUz$eS)px7xkPxl{gB1{W5fGzyQ5&%c&H*PY{pnR_#pc)lC@dHj%;jCkk zQtjG`Mv({|T}My|=$=VE-`WyzYD~*sO`eA8nV1X@4OL0Cdiw@Gs>~$z5rB5&!Ud?Q z1*x@VyP*$==yxTeraHQ?)sr{ZKJ-{;W?JJ$1zB9>g9C)wwkhGK+25ff85femg5Xu1FgwH-NgU z!JP&Dj*^XSX|b$#B$Oim%R0Z8#$DlTRfQ#uA3(5*cb>Plv}L6p+}u2Tf~Psb6VlC` zWW8{CIN)GPY*-qMcTm+?O>$X2n-?2Ow5wh*;?w3H&#v8QT;{Rh?tp1wEzO`@SnKpB z3zV0Yt#-P<0uuGoFbiq++-73EYt=#El~UTtX1d~<*~bA0F`7^fG^AEinrm(ZTBH;2_M>-Oa+96rD8)#)*wYw!(wWIKCYQEdkl4+=s!Z->gRt6ab>1F z?5O*pryCA<56PnoX^JP*D5y0 zBQ_PYoY~mi^mSSqg;pES5-B5K3&TSb)ENN+m5Kq*SscHt0sRi(7c*8WxDBoco!vQ- z{KGcpd5Je-=jZ3rWd{}tam)IAd`+ZlTtd24&{)%>qiVYfp;1vpa2E|XYyN;%^+9$@ z-{x3`(X99t9@|OcD}FnNTYc3;ABJTHLq{Umuehc~@z@gUI$bTl7TYBUJ^m!!b*l>7 zQ9g9KIOw%`_)yiu2BCQkBCS~G{Q1rnmKX5{0Cj)>#lvIp<8&-$ z&Y@A7I{tktQPouOs#AhwXuE{b6=224gvsU_%RZ^QT;j$%qRa+u!xxcTV_>>au-ia=7uG*Rcrt{F-GBcxFkO(sKZ%+87e3k%=rSa z&C=CZCt!W}){E<%=;C=@l8A*O;0f-=j#7s0!0G?;|!D)S&3p zV$F=bc$LTD;UU!WmQRqQd^@=UClgm>qv|Qi@UhFYL%Av)1B3r~>iFKyXnJ2@@13Hh zhsE_vqqSTXcQ$2)nAOmD7P)(vcI2Y+!6y+~@X|g#SN84{>dAc&`^)ow^!K4gvHutG z@RcbS@Mv*ElNmw#S~l_3=L%;36}hxTDjowv^k@2ixM%GQB;G=gjgSV-@I-`!rC8`? z0Z2b0C^Ds~Z%q3F=w&SE>+#4}e$EXwe92&W(?Oa+tDvc=DJnVyd;~fV+vA*i73vQE z(L~Cdg-R!MthTR;9Hl3``RqDFSaaO8)SpoS za!w-3jecc5@(&43cEt=dyE0Nz1YKWt+UP8{gsJp}vjfnMQ(l#~BBE5LYEZMVBp^P4 zvt+!tX9!Xz-xJ1or#dz^cFiQxu3JG-arV1_jtAQ5Y@HQJasir}ub*EUv<3ydt_Q%8 z@}+t+-fHXU%wNa}WoHx|Y4Y-R0dY5&qJJ|cQ3wNwxq_;EJY7>uSs!ynVT3=24OaZ! z9(6s_Kle{qiS5_??j!Ma_@?cyxc}Ma<@@holY4Kv_GsY`_Ks8N>AySeT z7b@7`^sECmC7_pxI~?aT#Ok(34i6QHl}`%s9)-9UKZYsak{p!CAG-u;Rsd1i z@P19w;LCygV|~>6h1hyfLWOx{{@VXR!fiy}&a|~~BvMcw)AOp5RIAJoFmYb0%OxkA zzyXro5$Om-Q4BS3Z8a<{00bGI*9c&Rzy_jMr&T|{H_9zJ&(eH!l^EyY;_YD2a{`Kc z(L8BI>lpiZSVeWUVx8;BZ`4P?1mZt<{ks#O43U>&yDXXI(%Ivgm+?UI2s|nr9UB0M zPkapeg_)9qJp?iclUpGJZkI7`xk|~;7_!~}b}I|ll1qKzbAGKA_$;l-5srmVy=g!ZL<};-ii6RPG%Sfj0f`ae4-W1g##7{>X z{Um?2APQ*l2X4|%j&&-^>$F;8Gjfyjyi^!^6N&;IMd zH|m_~hZRyMp-)SE^=JsA60)7UX0NgVtus?(FpaSUP)cDRUNfMT`Mp-r2eint zgar{1k+P(T$WufnGr1CXFhTJ#DnmQHk~L7mi<8bUAR+ZNJen7&^FrCjv%z3yA$n?ec^1za=Hp&4g{puYgn9sGkX7 zX@L{=)ZyXg6ciAkvy~ZNi|L&6A8pAmZpu3)ZuqGtIrOFUv<;wZl@A@Y;KA}A@x{*_ zeC75G8E}@lhK^JNwMmX)))HkZz&fnSU80Ac2Iz&`qYw(hV#K@b<~n4CZjpRAvT2r7!2>J#yT6T`prXbV zA|6h=M-Q`-t!scl_J@K$vh)y0q(s5{r$r? z&9Z%a(y9e33N<;%sjv*k_kNavMyO|f-DpB`N%Vh+`a>pF4{>a_(+Cu?iK03>#7Nf< z_fg9V7$QP_^L0Xv$Bw!;Yd`wNQYH_Jo)kw{-1^@RZCQ1@8i5P5LpDnxkF4a)_oO8| znq$5$d1R$3!`T;jE(}@0%WsF&kp>KV4k;7>rLTumD6EP_P+ch{J$-$p)m@6<aJMC#jmamPMo0K!Pu>#wv{rlOn{RbNC&R?q4 zOL#h9E&*7(l1~XJ>A(yIaJ2z?O*dc2TrZt#$;O}E{(^#3y2SubGCkpS9!xdBZ53lV z?Fhx^0~o1>p1{mvNYS=7s#juX-yPixDK8|(lP@-xZ~dk1Zu!6z-fKgmR4{N;R9=_Z zY@M#J0VeKx*MFraFs_^C>6`>x>NZir@%$rg26!#x)+wfTD+O!3dl_|e^bX`7HAAR3 z4#nfMTB#$6fhnAO z6291{e=jEk{ex4|F2*V^jZmuftmkN^)E&o@F91!AkLFvkl&mZ&I=Vn78ebiyMJJxq z{m;;FAl0FUn7pxKI(E6+6ri#ln{|@~))9J$4!OsltR<$WrtFP7S%LkPx?nCK6$zCp z|L_99ct2YOEgKjL4`h>HcIN_%JmX7sPJghKCYP3m_6kc3TP0lh0)ZpUi21_UXE5Ot z7?_}Oyg31UPBOK9KfiZorFvO=i3Rg@1QIS;IAo3LrC7tjP+?Vw8lW|1pEZGyp4Ld= z1=O8+W#!lqXy2#E+n5zBvWi1r9M{zpQLWywt?hkbEMOy#aCYg+`UYnA$TIc_Eu$4` zG8Qv`kqc0yU`$EWr_|yjA|hCTD;OB!{`wG_F4C%!1ZcE!jc>Ytk%x&)s{InGwSRtk zEC`fSQ(IMD$Qxqn0<%RhsubydJERqy)p&#>WKr~p)5;`MZ4x>oF`EdtVEE2DQ2W|q zt#aasP)%A8d%=djFbLlP;lR}=xOz0^Y)WFJd&)F8gWqmmE94!CgJ^^ezADm;5r2qf zw$NUK1_qX{3oOxT?k1JRKn7$Y)%w>>Z(0fgj2Z}Jh#FCQdwbyT74cp2gf^EOIv#Z8 zU=B(3^=qq$O6F4JOt`4d)7BcamCMULcf5p+f&xsi$Qgt^)b#rEef<3T1_!Oe(Fh@2 zy8)ADURTU6AO7w^a?T#G%)>&?rZmSQCodWl)oW&pF5LtS@m6!Qf4kBW@Y^gSJ$40O zIRI0(-SEf1@99iuoUU&cZ@O$R>uAqluEYpHV}FQ0-q6$YfnOVG<@Cltk#Zl9>~6qV z{ivUAyRlvXh{C0uotx&TV#_qv*8|=_nC8^@iL7WD3fhst-EB18dQD0V3L2_ZAH_J= zZ(nW7BpY;0j^kHe$IO|a$2U_tTUIes{stk|Fh3qgteS170c6a{B+QVnBlYNQplpORVlDKiLsk9Oc$9juvt=fEh zs9$XpqryCL*_@0XP{CH^7l;UETfm0UVJHA1amZ6TQ9APnYbC17uY5iiCqz6z6jNO_2iuM^bc)sMd913E#~2O6M)DLAu}2v-NlI5 zF{{T^>}9)e4ZpM9Za=E?XJsopeYDJy9|t3e+h*}UIeHJ)h0MmWPbb#X&nm2%zaji; z=ws-}R`>;M`ehpz*HneE=K6d0v3L21TDft_CQ|qRG6D_$`3=nGAzb17b7o$v@M`oamapRM z-uosb+f%1z++<8L=4CWAvU6V#lR!S(ZLX9yO+b(R%lvGRU)CCKT9~_E(t|=2jla2% zb-oMdpf$b8aJ&4q{f<^Ejtya?;rBjw{S;=_bI)O)Q}O=Xbfd=6xzLl|2nhweay1L( z)2M4MvK79|2eKQ5xC=-l8Kjf$v_YGVx$ z;lL&PZh}vAd#fO!lQ>ktl3Kj`?l~hT4O2eB=rc{b%b4wR{9zV5cDXHW^Nk5bq>R*f z^DW#{Ymoelo|_gm4wb%!7gu#>&~beT*vwe+vi~oR>VmQ+4h*PbXxSe9oP{J)b{!p? zP~$(nJf)V;?@v$ZNjD2y|1ep!>RP|P1PoE2W|CMEEd$Uiq193x)5Z&J?$ZXc8LmQa zcJ%AB3trxI%Z36NVDmVC5}W)65pl2olSRYA!&JHkoumHi$NJ+Y@hZ{eD_B5B6tmzs z#|s3`9u22pw5yy2ydE1K#JF$*PpawqKL(05r!9|t(q%H)SpNQin}G51ogjw1eS%T_ z0*~?)B;-bosC)fO71~%Ez8KN%fGw;THDPD47s4p+Zpmi4gMb+EOa;QO~GRG-I5Iu?!7AekZxz%NdM`do~#na+$IGU|2yL6ALe~ zlZBA-r;AX6n}h#%XsJ}oL_~Ot+quh6A%^)zr0q6Ftf9?w=hL;yAvOol=a)~->97ww zPn~;s{xrw+7bO8s@6m1-F267siwAjQ%yPazOZmSw$eN=@WDp;eVo!uloANF=j?9fU za<^?2&fZS89P2L5#@~_4bK6Tj(~%dU{Lk9-kNKa|QVt@vjgji=0MCZcjzHq1sH#dl zs&%Ax638Yk&F*JY!?01fo#S^7yCXv3rFpGd8 zB4^6p%ohdDB}DYK%UvB+!pC)u#4Q}-=f`B1^5^q`%wY;tM=i~sdAGfkp(^&)j6B~4 z7D;xQ>OYRwL*yqD1y!SAQL_~m&EjqeyEBQqB6|9KpYz70qTu4QukwCu?$cw+&%kGY z3GZS_n`_IemcPh(B9Z;D|B^oeKI7jr-n)sU5pERv`}dFgCrvizedTJP-O}ajQDn6< z<*#>i&htd&B95i&T@_npO-Rh_?u(3PyE(isLpe?3IUISi{DkdrP!YD5I+r5~D?>3V zK!EGAXjw0QdBTNQo*kp2TMjkfmLU0v>oWN|{6ELoEJzgGdG6$p>Mqxi>bv#bQMUfQ zqSm!>I~-^JtGQ%*TO@rNE$4{Qn=W?e`=SgUTo>Fq;$uy?LovS5QmJ+WA^YD(*5BH% zujrNYXl8Q4T*^GPw(i;&iq87e<8q%YP!)HS(DwfQg)y%i)~e*?dghhyO?0sI>xQK< zes*al{e-nMcyG))&tr*+1K+he%2#(6%z7sFz4@-{*4)XUPd3ou8UOUs9F0+mzK4r# z<&~b;c9rXFb^KfbOLTFbbDj~SMQUZ5!t4Tyn$lQx^}%&8)0-eOO4`PV!Qa+0c6SZb zrUC27twD3=`(_mtg3WAmL`~2%v>y60-#)22m#Vr{x5mZooo^5MF22dt&U;P|;N6?; zbw*5-`}W_vc@Np8r-}JAP6973b0(WB0~k zUH->gp8(z;($Kg4#P^I3rV6pLX$21^{kejhxq^k>Jp}k(eYkIR6`3;V31=$lI3|De zlIXF?q{1hz{WM5(FDEa?4m+RRFNC`51)Jf^d+g}@J@ymj_^-i3KWC8)c>cLbAt)6vJz)*wM|u$@^b~OtDh9I7Q5BODr*A#_n&||e z>{51T^fINe&rqm-|6;(4&Lz6<-97Fi6X3DxpY<=4Evizv&AjXyv<~m+Nj-Z)>hVH~ zy0z~;zAJCB*gy;n%%iY~Z(?0~;4TTb&dzQKH?r=N56AAjpO~IbVv^?cWT0>2eXhiG z`e}g_=^u>hOU4F{0K(0DUM76f|6&l(kRq(-b*2cs?-w<{!(ae2#(eTB(wJ4+)35C^ zl{r#lY2$rP-gBIE%*;ag+f4I1@Spy;U08=xjw9XIJcvMFPxk2~e#Jc;2@riMJ3YA` zT%}3iMH;8fHCYIgnyUE8C_o%A_UEr!?L!PUU;QXw>TlDnq-lnx*->N5C^4E$OJ1hp zB>$m*mm~!CtHwq0UpS~X=CC>~ ziP{P^ASpg%jxTVH$nPkD|B2%6UzRrnzFTl`BiKR^5M;XWdyYryiq?#ELb{B<>$8zi z_xaNL7ur)S67wRY9;-jY)&Kj)DL=|N9>97uKtt$qU`^bPP15@he?h|TiVg~3^NMq* zv3OLP_B;Cb-?s3B(~+6!o!$HlLG9v<@ra#e13u>xq#{pdm`csW*}CUcTz_GutYYz^ z6diqjh(KT~(w>q_;o#X=bMaAn2X8WJnk<_B(dy7;KZ4wU@e!0L;0vH~^eFZ=ikm!B zc8?}`rvLud^q}tIyfmscN^u*6K{jLi{OCk)XphX5GY;OeRz`MY5|hAYDpwUA zf_FGgGwRc0F{@Crs&Sj7YBOOk>(qmj9-QI3IW>;N%)Lz|a@LGHEIi6P0+)wWwo-@J zB^Hauod2Cae@IJiAiivjH$FR(93f;Ce4Kwu`c`Y>BsgI~@k_Al#ED~RZzj59UZBK{ zL$Wp)_jrj>J)<~R)PA3#S9bYFaFXs{ir}Z53GLFLHhTY6OeZEa@Ebd?8D7GBz{e61 z{8-&=uyZb(pFCr&(5{!4y+4EHxysOmTSo0AcKsx|e#MIG^vmUejEbU3Ka2*aSod+d zwd;-N;M@l#d%<|&I?6&Die2PZ(cD;(YE0?sczDV?w72I+yQ`#~wEu3qm)G-Z1yR){ z_QS0=^xwdA9DPOoi`^xcv%z1D_KPrPR&jTCOdqwuuY$+k>m+*^?b*j%PGDdk=ozof z%g~D*^mchqj%;on6@*TX%P93!|1<`36n$wK#nfZ8TST-h7|)1~_}oxq=bKV9|KC z)l~ruozp@uMKKC{6l7rN{PKBuJR0L((`>^xhR@rvkN4L|aSKOn>&NUM1Aysn*k$8b z81rkX=(!UI&i6yZ!iD@&1OA5X;lz6L&5!riHzyxdokO3ljZDz%F!=EY1$T=sy25C# zYnp1VBL@*J6K+Blc9Z0!<#;Ee;>AJ|8&z>(F|DE~!B*&9_Ya;W0i1Q|9P8X>YoGs+@v3#}F507`X76>y>PxFe%OI))5 z)R7Qh+&W<(x>lASkLDZHQBkA)&ZwWPm&Ma%o5oNWf9~Sq-rolUE4n_u`mitL8aI~5 z?6Sr3!%kS#9sW->!6w8FT0bnr@&$E|%q$}wp2V|bk+Bb36T5%&BH7qdcbNTtc5t*~ z!3~jC(Y?*B(u#-(()m%COUMn(A61NKl zck#Eorj>MM0ZWN1VsVGZk=>Ehf4&(6C0NZVTsR0xIL}*I87__kHk`Zs>sou?JhG6D z5rSM761c$Y%4@C#zq%+r56#7D zq@lcCa4#>v0HuJj!W2!9>QZQ}_s$^^`W3UCWcZ$(oqrd0MZ5#rz|J~r!Js}@qp;KB z=s5DnEakb-{Sq?|fDEYrFGy-LN;_1Fp5*qWl5^=v3++Qa=#hz6I213R2RE z8b!eDJbY{RatgF0fo16Gu)+z8e9wL#fosN#Pb`*nb6-{c7biAr90}IaBXx;2UqiL; z{)oTlLjLaHVCS3sRYp0c@GG0pJ_3$cMpa3-!Btx8W4#k*Mnx&|o`XLkDV3wyws5@I zcyaTRhd4d?y4r3(S@Nr^uL0yXKW`4wV|#0>2*8Da5sJ?nka7rY1s+;!jpnOB=m&@T z%M&coc{!VK&d!6**!SR>+pdy7Gr^?oW4&B4BXjAGT|4E^4}6KQM|}=sN87QV?y{5o zU5o-B*hGtlch%bXg*8rSS>pZe5BIMVTg*_2~OR@@tw;R zObZ%SRFxHSAulRYXvn|23>{3^@cBK6ML}jxeeu3l`0}0)JG|L&!6rv9Kx{Z^=ukCu zgZ=R!pQ3rD*l82r<)x~(cv@gA{d!r=`*u;o$0#yBx~m09%@oot+)X2@c6G3WI~iw6%!{{(%UXVZer-`+nEt`b>3E zT8n-7vaRuV8x5M32Jeqxok&@&!k%(YT+E)4)F+U+23f($(@E>{!@(Yr;I{fwdTiw&pqk$QhKA}tw0bGJ6PLUqy>&Ks+!uBWs(lLaXROww$N)9P)k zp*rVBh0WM^Lkr_mNh!HIpYA*O0{`G6w8iQJ_A>CeH(qK0gBo-+G}v|KmjwX~?r>ystdvCk$hMTKevMeTXYc0)rGXn54dj8)R}8DMfRMn#fZEVbY$(K&Zc6-wI`K zhWYr|ohEsJe3)MWkgnMKmzzJWu5PZq9cs%2;sC1yoHdCB1MW(IfXFhyNoywYg{0j zp9|b{l8=@sf%mXUGL;!ekPtEG&MgN;_{_}nH!p&snCwajImmaO>b+rv;^N}K0yE?d z#1*`wBgA_JWHfxfyFHc-?o+BecC$52elZtdL!a!3N4r;xYQJc+9M&mTE-VJbeV9~Z z(Zw{wo}mW% z&5P0y$E|GR|I;#r3*yOBj{EK%>oSllF`RPGNbbP>vcCruD4_WOktQ+W;ZSZdu>ep7 zB&@%G|5j8~AYjsS^YU8fPTdVL9~UTA7gbbT_)|2cyf9RYi@k7nfQgBO18~-+tI`28 zHA_Q)+VTbc0XYz>tE+5mY#?!?Vf#r^`~wz?nbjAGC^ZV29i)=(xrPoSx z!8rW~DPxD4Dm5HCL!!5-AnSkHj_nSl4a4{U+jtOKjY*a#Xp4+pX}pl}iym|-KU&Sc z$Z|5i0h@41H!U4vz{Ysf8-t!Z;aDwmml){h2ec&peSLUN;ALH&cH=fX-kMul(lWe3 z1AG(ZQuR*YtO<@3S_}-JC*bo0gf2_X)3@*50YYjfru@Tj4OiYMu)tERrkW>XA8n)K$M~Rli9Kc)q-t~sB_A`r^G1X zTqiZm`pP}l;pVGt;_KFKgt})Nfcn@=o1rrpm)Y5k;3FU+ zlF9t$I<#XZ5Cyjm7s$;dTHD**7jq#-a6wU617$Iz_L`MiWcx{HSVpjr> z(U;Z3j;F`_ax!qaePdVV4MUB0>k5h=5ywTqWdlgxrLI3@0Jn11_Nuog7mLHeQ^W3q z7#Xe>EzV7m-IQkcX_I;46B}3)elCW+q`FN?%YwL#Fuluz9G@Ru^4#+ESz|05?Wo4wLdAPX?lnkoA|AHfeXhJ37!1SO`NtYSfnB4msX5|-fP}ORc<5kWTAzsyWEGB3e%wY}qh&nGx*ODXZa@c0}S6)>5d+QJEr^9Hh#~3LArH? z$zV++WKAIWzaS+G*0#$_Wy|b)Xg_&Xx4#%8{29R?@35d@*nTgx)F)b~k0Z4~QXJ=$&1ldcj99Du-rARlg zg%XAo`K29kpWu&znfra##9a2{DzotIF~{TtUk|nuou&`!<6!vCrXkkjHoLKa?eX*4 z6Yf%zHNHgdj~-RF+2K|1@xF$STAMD4qS8Oar1e?3iO{K}p7>qc+mRT1w0^L%mhA1% zTkON0tw~2jj~=Y^xz1f(b6W-)aUn%3F#@5fGdYmiFQK#8nnri=S7AweUtnpc13M#a zlG@j{4scG7z^!yr+|v;TR~@E$}^BdA-i&clBmM65@;ISL*wb`Gq><71<`oi$ZhF#Rbn$WvlL5O)6(g#)jpu zj$}zWFx~t8`IuIlpDT4hFR}yaunyL`l3iB-y0!TvAoT)Dijb&imAC(5gB^{e6%ZAo zlFFr+;g;4mgJ{9@ZA5kjN_?O(Dk>_%uZFA&`1=kHmAu2UeV~#GpA%%a#3O>61Z;t* zlQ~1M2Y`iaf^{{s14wk~Ora~Eh>y}}gNk~K7Y{ii;01qbZ$Da2c^wlDYUmxLEgZOv z>UhnvxSVci3x5bvwD-Dr zBLhhPIyGlND|fgW28Qc$N#B`kXKrq6Wu|cG)RTLERBys^a0!&pqY?@J39Y2^uDY$|r z62f(}4N{xRkuOktD``85w;7|}i!BIkx8G_1m>p%U%nn3_)SLlFt%KDtpd8U7P6R<@ z)%ue^WauZh%um;NPP+~c4i*-a@&r@9g!WB{vw|e1jOPS(!?zp$CNpeuZ?|4XXq_fLCFmKdd)#(*Ow&L#hsdv za|oZ-JaSM!MfHa+a2342T!6b^*PadgTwJi`xL=bp6jtxnLMNfB3NuYP?<#cp5eth{ zC58)wO$fRX5CZG1%(Azi()og~_9jWbedA9K$pK8!g|K&?oIvg1vO7j7CMM?M;=+ZW zS7u2D+KDfbO~|8iHivVaxlBw(rC zfRbpoLJyf3#hPbAL@5S|)hUtEq8@v%a$sNp$Oh|#DJY7&ab1+wBgY8RM6;dvGa2j% zzK5|OpcPRpIbAEm`KBTxBhwho(c;%98AF1$!LSV6X0{Fv`?ZFFbz2X&=g}0ZS&ATD zWc`A@BwcU^XJ>0`s~fGx1OH9rbDU^4}^#X1c9^N$&nx+ri}+3@_Pi84tl zx(0MS0&7`WSr5^DCa?zqGIwSu{F=- zV#K2F4wQ7Q|A>!3;mIPx!+**VplG_mlbpV-E2RoS0fKIQVT4z&UUd<0YOgxf1p7~# z4qvaqk&==ERv8I91UFxAus|5NElGd;V6r{=@>V2MAFePmG_(|~8`0&FBxqjO6*=F# zMoTHFh$lZ}I$xJk5Y|FhcCX7H@@?nGOBj@W%CGFT`P!d|xNHNO25)=a`JI$O)QA#6KR_TfN5TDJ z>8UIrc2h;{%M>oPeN;_bXPx_DUJxi$($do_7dmE2A^8~V^j=(|o+)oHggD$~G&Zn5 zQcP-u>~;@|)IhKi67m?PW;uLX)Bwt6ej5l5q%p#C=>FE>9Kt8P_s@<#TAbGsPh`p= zaKh`>X0BiBst>@i2ngN}yDf=YxfmHH?*Hty#ulV`$Mb1b3Z)!px~j!8N&7OVSP0Y! zc?kcb2KzyK*zq?n=})pr)LQSZZ*o}ujk0Skcf-22wcVvKG^CDN-C@QpZh?QYJWWnj zuH^CSd<@W^w=n&x!~2etff=$UrKB`q$aRr?^+`8!O|#CD9EHLz3j^gaM$2s!{rv@4 z4;g<(zFx$LB4qW=#_Q~b0%ygY;>t1zrU1Y!NmR)B1xbMCmbn6||HvF{N2Q67qi$L4 z4#qhF*o=DtQhaR-5GMwRRDbaIVL7CxRT}NBc%Xza$EOEqrXf=iKkrv(n9It@=+j<@ z?9KCdp@F^i)D22hG>u65H`Wa6N2RoR0)k#!32D16v#p&Oxv8~c_#!MByH)7GU9Jjw z6eUkGd9y;jyuj6#4x9#e%WuJbL0-h2_T3@nEwku}H3xinFPJMzN=gP&b$>!Z87o2U zPhjq6qLY^gc42S)ksy?P%6Jsavpk=M9w*G#W%4ET*6yO4_5SWyf@1XELBRVW8iwT? z653arko+(DK66BjW@~7&&Km0m#Dc?T%^)yuqtE#XL&Z`yV)?BE<(vt;haS{PCH|NX zflYL^a17-OP4D=7i#%@u>X=xKO^NXLH2<-iIY!_b0ZzN5$ldR;@>IORIE(qR6x!5s z<=VhvA*jVPMI!em?qhGrCo*ygYM0TFAuHUBQefqOejS_1n|7r>@@zx~m(nf=jE{#N zJ5AbdfleiKB*qO#W zdK~h?MOZA7w9#XG0|R4W^j_?>MHwJ-In%R-g(Vq?Usgz(TI1ePP~QE{CY3MCz#oUI zFAq(ru*v6j5A8xH8=cn!SrI}jj~((sIjoi@Sd8YH#8C_SU#Y0XhfV*`8uF7ST03Q8 z!s?t%B0m0Y*@1d_MOi9IdW$wWxku45a3(q$>3i=UC#z8+>FTc|Ss54g7Tl?QFw&}6 z1;r9K`ie~)EqdNlJXO0aU!jn^ROlz4*Ef2RFP0r*#GI7L9&2mr^cN81;6UovW;|KU zSP$dj{oS3pet^KlpRuJt_^>e^65|e}?vItK@Xxm|QGOMCW4!!C1m8~Y4}ms+$ht(U zALVIYW6lnwn+l73ydQ#1VTHE-rq8RSgeCbE^iCIcdLXy2``UGcI2u{e0%TB)|GhzE zGxYz0;`Nh{SyF=uwLDgeXh@b2lvF*Pu3TR5YO&?eZdQ5&92{QHV$!@p5111NCGeRaFPr4t|H9Xzy`sS6(&A2h!Yu z#p-5a(K|3OQIqFWw+z9Zb*wHH(NMNQB@`P@Pi_CZ%+#8CnkWI$evzXiuDh@Xij(s6kHY;^W?juUJWcN zP=5~kfV?--C>Nq3R}wCq_c!OOzT#ip7(0#**5b$D#}lXfaE=|URyP0~S*>!?`QIJv zGMe&@IY_}GBtrQIOLHN$7PP=qWzZHWRQfqwY_O{soN|w-HmV6FkgAdnG;k^;)I197 z{B(J0u%3oLz5DR-Lp8i$y^c5UWP~NA%r^>(>Fza)vkif#ZYm8+=1t%Efn1mjb~r4@ znUFt3l*Vw&7(D5J1CvEN3{i4~322AR(k*l^YE!(Zx(WA0tPd@Dh_I3;w5Jv&vxL>M zV1|%AaP@V7)}mZzm|hBj=6oP>A&?^}B7!@yC>uI;-zOko0|v_ZsCK(Xh|T%{jm`>a z3m!b#l@BdxY)}3KB4^iogoF5_+hq`1xQ~9L4T9((HAL*~nQXow%)NvlJEGQL8P8XV z{QkNe_nl1%qQ3WJI4L%^cQImS0mOR!SjIO2sfPBVa(UkRie;L0(BjNKyP`D#0fhL{O{hq!WvkY$2WABQe1u1>cq+}+&+Lo6CX zoNJ=$H9O@wXbRs3&^{jt&#TE9Ixy?n*=78lhPcM1br;XT4lhxu!oR$pgbD=- z8Kd6vJ@7$F1e+C~h=|C`!vhf2XJRyW?03bNHpIG+SWbRr2V+zIajj9UXxa2ss|yb` zDP#xnSiOyiZ17{(H@G0Ru_aReQz~$IAo7&&-;D7?r_nY9>f{KC#8u@_`tXIz%gf2- z0V5l03*&&(E3k(p2`fNDATsv*L#)NtSS@I6_^Y##!9(|#QWxrZ;4xZ3;%VXtSLpc| z-VDV0+6KWbp?NhmH4d9xQ1Q>ej$3tt(N%8-w%{u*^{tc0CWyc+jr54e|JyF_qxG~3 zKu86QmS%^Na(`kX=^j;7?cb1Ad53_On?^nB25Q+**V@Jh9ua&N6gXI$w_(1hL6A~zs`#z zh8}|bW*=x@cT&TTStKOJ*c6!jKD|dq<{DlwM2HCdDq|pUyop6Ziu;s@`}inByT?ho z9o^FE-D-zJ1yGpQTme$Q-`nc+z*XIXJI(V2c(fC#4NN#(eAR znZGw$eks2%xpWPyhg0M?8w3E?UE41eTwl zf2K^!KS@T^d5T7{&MEY1xHaHq@|ATDnpId}SM4E>p`#JDnlN!e$BjQt`Oui}?1$H+YavnO#C34?~$ zswT6NG>N$(akKoCJhHQK&XvukSbzWqZOZDjgz zV^$=rU)X}3l9J*|Vi1tj&ieD6#N-UxMTTe{xn3qurH=At?y7an*`F zI}zDFimRCVGAWdA6g9hkc^}5%hpx!l!4`I;|D*Y1Q}M`Bqr-IZbf`s1O-+oa&7ox+ zvGz4+; z^qQN8=X4PLMa_A{k4O31lJ+OGkYKHq+``Gq2wF_n^mKLl8`v`oI|m0Lx>Um87>@EV z@(?0XEv-%P9(ED&=^uYPSjP2Ma6x7-2kq?W-rb&@oWxLT0c)m!C|b=oUnxsL+b6)> z((@1l0fq-mwkWy3Ri33ccgf@Fmqs6SigRJoXu+0p;gC9k&stDLr=S zq*rp~<3w(l-&vUmrpkPYb0Ftvi;+%$Qx^2FD}fPI6U8qjrG#I6Ybu=98AoN2a2F{` zii$#WoZAm$Wav?){z((TIIM9=N#H=v;88BsypZLCu1b9&nVX%cWudn+Kc}VP^)5>P z`CEPZhT{$`a2Px=3}qttHoOzq5j_jFdw+Z;bXq@v47}FYH#R1B7+z+CK`tLu+RA7_ zcq6luhP6$EwPF88uSyM-hn@jC-?`#GQVFP6W5!RzyRH6;Iw+uTtmBJgR=rMQrcK&K z6#j{&NF8gHm#Me*EnH@HvQ

    $l=ky|7jbW75m{g}<+{-%^v6!dD9!qO!c!~3LN#Cn|=8WwXu)=0EgZE2Zq zD1k=$#-vbQ^Y<1CEdasrrDetilbok-G*ooD?8i7k^jywJy^YD%tJYwYf?(s`;V@Aq zoPIfO=qP&KM2wHJKylBJ>R6|>MLjuZD^lrya&fW2Agyy(PHrV$5#nhA#0goWo#^(u zGnR{FbwZM<=um^|b-v;@+aTwwH|I1;^gK?}3K$eS)20QDQSUw6j>Kprkwv8M0<&N4 zbL=7pfLZ?89PVSUhSs#}nUBb0UbJB6w`Ty)jWIIPJ=wu0^u#(%FUhHKGxuY!r%>U` z`h)tk;nE%X*ae$xwy3mNV-9Eyr2fvmHW4SGKDDp_2Zn5`KuCWh8|35jUKjE~3x7Nt zuHCj=ngHZ8Ui_{Hd618&*&%s)nsJA&uC7I*_4wk%liI_N4^nhfo&sYtz~zAE>(^9# z7~HOj-0K)uJ$`@{j<{eDL`A)cDg3$qWm3qW@ue$kw7>j;`G!!RU=M=oO=2jvC?x2) z4dmp|XkLeOB;xX@ZweR#WXcb0Yw30OUDMJBMliFuWE=qlu3`3<#|!Cfq&q%;e;F!3kY&aK z#2!KNS6Fc9m=`@2#L4z`vc>l?!2o4M-KrZHfJEIfqIU zRUBjNY#>VVH7kT~A>&sXPF4BYs939~^;Iy-&sa5Uei(x4n=Oy5HeM85POdw1nf{Uz zeA%XohUbhsgp`&`Rm#9RSWdhiv}RzP5s7}QJ`PX*CPUmplw@juk;ZhTMHGwhL(t?{G=GvaDiCy$HF%%H3 z-wG0PBZ$vKPS{*90EAZE0?FaWT*J^*rr4_sdOOv3Lh$Gc?5RCYsHQs=Cx#grce|elE4#LgEKzrXOPN- z*~u<9f%6gdZD0ovF`=(s!8=P{3pZE@%CE)GmlTF}qa-BL4FF$#mTq=F0&E_*xC2~3 zp8AhLGY^}}G10Pd6NDk6EaoX7`FG@!9^zV;q-yTOg8fB`jDx;QMa9nU0_K+qM|~*4 zXn6%--ifiBp%K<8sMHhO=y2^f?Q^Ocegq`R^KKh0S~?WueIov(-DDFo$z z^`bpSazXCr%;(Wf-3zagx05UT`X zvSJ8gHrYf5P@|WRf>^T}uvzFo$xC0ThCqwqPxScsz&5=en*dX=sQN$I*P_9vW}qqsUcZKe$Y*pDI4wSOWM;c+Vv( z+`IBWv42gZ?Ei^k`vU^udRd=+3+W#UNGgEe*YefjJhXw>%-RPIcvPpP2Ij=jIS#*`M>R5JbKakaC0?0dn) zdHw699b5z^avw|1`lbGWJ{_28& zgsgX|$P(L=X?fOn&r$H76)Dmi&dy{W(s4Bo4@Y42hbhJ?NLStzpl3j?NDA2orvWpI z0mr9^i1e0}yNg5F3Qn8Z4Pu=Hw~29`YMBfkbo$YW%5rdI+mx|*wFLLq_d=G%NDwwQ zGP5bD0ec3(HZ|fG{v3q4A-KXHZw{11sC3Ir*pbz&53_E+}yeuxg9nqae z0H-KDyEuCMO^pU2cNM`Y7UGw-4|<1wWi=q2cJP{rf}((p1f$}4R!Ip)zcnNDLLMM6-+&%@aa2y3=Xm=eBN$y?Bb4Z>GKw)HCH9Erg zqEI$0FhjNe$ANLf0y{!zy_jwZ*! zjCv7<>53<^$f|41rdn;fXeUQ!Y*N%1hK%liYI4*x0(hk_UnZ5suayXsF9_qXGOM@C{3-P#7Xp)G zI5&H*p}!QWuaO1Q>E1IS41ys;M4L;H+dDJO6f*2hr~^JBOR?v(qdnZKTNH!$US%uV zIdAvo)wD$5YFQV@`LMVv^s`{D73`|LFAZw=1%UoyH~UDHCH#aTBJ;@p!+L?0A1~|2 z+Z9JpTL7Nt&UdN5th@I!yK8)HF*BE;XH{nc%IZ8gA6Me8sK32F3>mI6A3 zxqtuT9qPT1`WN&ki?J3eRn+>~7>Tv%{0Vhq0~GQOVCy7M`rFX%L%zFIX`t_!%*AW~ ztJC48S)fI5M9*t(qGg7R7QR^?<@ioS); z_Uk*A%$26XIK~-Y_W_2Rom9S%O1_a062*M@VG>AOdNL_pme`{4a;Z7% zj=3Y9+fmn5fHB#SK1ew_K%`tlM3Yg66JPyWto;pTQS>er9cHQM%`-TAFs*D#>b{sJ zq{rO!e&13$(8frZA>N7g$z+dj3s6H9kap7C)xQl$94MRbZf~nLxCt3xA`XyOkM_Cy zxUOmkj;B&)E)x+{^fZ_g1j2r1*1q<1v*yg^si?rUI*seCMF5i^*wzEHVZa-2tbz9> z*%xCL3sHm{nu~!57s|XQWJOP409Z=$4J8GI?wgP)K?BDJu7%2IZe_*Z`3}_>(dn74 zX86e-uwY%~Pd@YABzEVIk>$(>cW*}Mx<}m=C8!T=To zt@*J^5uDT&DDhMTAQB!fO;jT=2bw} zAM6KNJRhp3XX}h)z}t{gTU}ezyj;`DDx#gK`yEP5*AS{@UMh6|*Ak-_r1zmh9+H|m z@4m=;xzQ_RC~ZU3Cu35ao1UdJBxpjzW!wLj{`z%vu7n3yDp(O7!^x{eH?C__T|vCK zq{6&|5HKwA%{wrOJr%ul%lLv-*jhl$H(-B0eX--%YM3b3INV^X^eA6frRrCMLK#K3xAh(}GTQ(yj7JF4#$ zSN*NbUl~$F{G!6Y2)9^ZXTqoN7PD~UFLa{&BANwV0?D@=NBb26o-B4_V|=-zw&(f? zHgtNXv}UC&IT7c+SNsnRJ&({V!j*Y^rm+QNGL``L<4~SBqafFyq}k?*8%)vz#l*{l zb{)TQ|4eK5f7!%Cx54O`v1O6(Xr6IMgf-mv2J*hdTWdv^?*?UT^Cg0r9@9m?@U^$J zM92Elk1yrVxnouw_F(2ha{xV+jQOYj)s%A7U}c8F%bXpXsF$Q$M(7*8-F$ebt2?_( zIay?Ypm3t#GOKO+G}j%qss?N%`qLk@fA57r-1*~s{UF%uH9lMCmz#r49X2R~1rKOdS7#;eFuR0_ZFh>5X&aqPBgW+JHZ9W@}t7)8!rU|6K$X^&g` zM9JA3aUs2T@(KN`QkCz}zl{H9B5o88`m-o){D45J)y;(wpYmKPPkS45C?s(iZn{j%MJ5m) zdzMR8TJ!zq+1Zd-HlG(cYJ1U5?a3wQzOm1WWzJ<3aw19rVb3hsEE!+?3=I;!{Bn%L z6&F~MX$y;FPEa+rUhJuOuf@7gTh#e)s0bqm1D_kr#mZ#k!$kT4rRv|kZAKhxqAamH zT95VwHIoImb)~u&ey;JTt247d`}q1nRYTOZUJ4KztQNjXXs*Y3xzy76$tkIY?B-53^-qPcLcYH+^>_7_LcRXeaxBg{vcC?KU6ry{@-1fQDyy^KRpuc z>bDon;5rZI)sDCc|1Gzcfsv-C5d|v48XfwVyZ2D8HdT*DMR4YKW{E6&vP6Vs)@e>AD+l$w);8g5Tjf$xOp9eFef#^*;Dw!bwYjblXQ^qKYmT4Y!aU8 zJ#42kbxr>cHMQ=DZ%(y^P3MPGd{OfE9jy;7wl>W8mHKnueo9f`_kB*APBAq46_HX- z2K{dnH20X#i$h>n7*f&;3i_Er`YS=mbajb1(QLXnmK(SgM@tQd{dVK`{(KvYKQr!V zI4Is(b3gAaS&pg~eCIGRjT;hwwEg!~6^{#^v^#LwyK;WXT^N0k*?^mFSm%2jC!!p& zv+cV~{clQdp%G9@HCt46{a6Y9v=Bv_FA~SCz)fJzL_6~7MYp_^#O)97{-z*oU9 z-x}@i-MKJXCjm2;#~ozo=d|e!$)wKsH&B@8r^c7YqkR0Y;|)Ta0lB;s(qVqsW!Hy$ z+KtWMvJYm{A9aXj^4{duye!*q+M77Fj_F=B(<7BFl$*As%$CVUE_qN_EM??Qq3h+Y zFT+La9ctGyO4{H_K^BK==MBT}qI>({3gCYdc1n zXJuwJ9CdDkQqJD;RqXp8$5;6dnhud12NdoQVqAphzpH8&H_qx-btSGg%S5?VX5DAY z-!89;drKD-X`#8f^E&!#VTD&9;Z+{4uXjA-${xEu5qf&wVwUU{cbP>^b5%~A3rKcs zI_qAnf(;J9cB=^&aRr>A>xnR;`2W5EFMpP%L&sQm*;K7nj(pWIWkrB=MReO(+oOUQ zPPL1UOWwNjw9KZdSL`DeIl&Q3{Q@M$uOzeWvqG{mD}#o-hC-x^#6*XFzA*1eZWmz= z&B8TC0~(O%zk3w9+}`+}V!1`_>iB85CXxGBtu1|EFDs9l$P0@XB9nssGQw6LU6N|@ zq5>2jtc_ENc%4XP2H6YloyWIV(i*DKo!;HwCs$KT=fTfOTvO{EDm|0^X|;bMl>5u6 zN>W*HV?Fq(`0cWmz9v;$obIaHlhfJ7Czg z;E&=z%Bv`cgHk!lvyk)7u!ImazK$7{tBrM~`inQM($Gr`^U2y@|&ey(yPVy{}rB)y1^HaHt)3>;OS>yz;!RLS*Vx##|;PIoT5* z@1}Rs1yF!+UW%tAx>qw)nTpM(rswQnm_( zY-Sdr^s_YXH2YQh_aw9=ObH3eq=vb~@9~rrv{8@OMq(qCe)v(Un@>W0eTxBK^@kge zp3zQ%#z^70*d^e1DBRz8Mn&h@L)0n$;qYmV%iuHHD3( zrM@rlMYzVLBed#Wstjca`85DA-f+3Uz2>e?UGO{wYkse=FxH$=(fU2v@tw_@n8JFq z!@R)gg%30TIIYaY*&V?zZ~Ry6J8Jh+OWF00>YRHa6$^in>AaO>FNOT!seal_2pJ>g z9JRGis~K+x!OF>#mVK>P0R{rTFZzD-s3<6CgkEY~UL?%k=w4@Xzbu}NVI8*uN|bpo zn3a=iwQq874aXHMM|6CFdsP7xsH5A2$|E33fOqq0xA!hd?merJ3Ky%QZE&`_*&bX& zqhSwQuqdw~am88k`LDsMxNK?{6C_@0nlDJ08|-bc#PX_1Ki_I}W9K2vCdNysyOdiz zd)G#55?9!Sfstf#RXd+7*J!G0tK7?LK0VV}cv;^ycZRX2qCU|{J^Qm@LsA>6*4GpJ zZy>mX{N&wuVqR{vT9Ex~Y{DToc`9kJqJr6_dhUZ97W@5*;?8a%k>Q-+1S730gb#7H zKOleL=cwyPaY~&`gU-413CnVT5^m%^MUZK3CbqJ4p;Xw!Gu>)BPDaqkBr zg%WxED|Cs`5arF4*Y$N>oG1!q6OM}07p>OzWAj;9B1fgGUR$}dj)h(+DaP(-JLPX& zhSq!V@eqdNJejOZ!74{N@ieWs$C_Q;VYo|dL0I#b6BctSqVbyh)%hIB)P+66@BGIz zK{Zqi!sd_uJ?ZjcDfS%|s)|^erQ9Bi0V4F3K# zKlpM|k<6funNv{U!|Cw~DNFXI`9`)P2@VbpC8d^%N|t2>bYLCFokc+y0hd>5K6Cs4 zPXin4Q|v}<`m2q|42d>A;bq#VT7NI-4+9y4q67fTKm!~oO;oqF(`o4F9%$B9=H&Qy zK(Y|>46*F`9gu4>a)zcC6|rK;kW>Mt$s83M!b2RE@5yQb&@BXox<(|H+|4VFppc#V z*Xz-?b#Qb9rTWmE^`)h#_;^fD#M&U*>MGDMAWiU!@zvwUj~_jH1OPs>Ou3i;jf7e1 z3R(8sBnVMzF!%R>ETSw|wa=ND+PxpUu|z)aS&Ve!RTv)X85#cL5GjIgz7p_WQBm>& zYHMo&00d3C{Kn0KT6ZBsPD(-oi3&gy8|kX4jlba%Io}(EMEG4ckXR7St$6Zz!?BuX zF)(?s`70+MU&`O!SOJfdWt-dDdSkdSq#{dkiHU#M%mGpY+8W(JRk;JywGfeuO6^n- zMuChVU|mg3O#$y29v%)oyr4V=gMbMVm7r4o>viS%RaaL-VVnRTA3FX#q^EByD9}ij z1u#c?ditjfUt2Q%u@ZfZAO1HXr%f#pOk+l@OQC``Zdd`x9P3MX+<3saAQw%FUO*sr zXbNPP8H;2ynoIOM*Pq{DE|pMIQv+zlJ_&1=UsTix6geb~aQ1f!AfLy?9V!@zJ}(^{93&o@}Mwo*vPPxjaB*GH4LCpfv*!<6$>`fU#jK;{m#ZLKL;l)l3d+}zxv36ln? ztT>F?#;P=4nJPWMdmG`AJb98YgmA&8pA`34DYL(j5GZ~V+Czzp+l1Euca6`bcqSAL zFi^wIE6i>j)SzfxeNS^@DZ0WM$&Jj-H5;yD0;n+qLl(6)HsyF*Z!hpH&>o{8bfIol z+SJ?I(t8``-^nVwJc6m_@SDu7hiony@rA7u+%VGy7PVggSTOp%uwIbr`xN{+HkL^) z^YmNvr>v&Qo#|fuzs6{HmZMx^e=vN)mc)1+a0TeJ~YjHE2rRA{ie9 z;@!sj+?;}}EO1M%1roP{{CCw3^hkjRWLxy~)^*<0fJ7v4)@C=L84y6hfy)OO>&y}d zUzlP-0)jWs5Pf`qc(KM;?A=ctvTCqk(=|R+WHgpjt!Y_$#LB0K@}l#9Gil5&oFpHq zm6_l(ogN(-!4$pclp4Z90e%X+Hmx2re-00q+y&qLMzp$A$SNt()nWLgORHMyPrO6c zz@i#!e9cV(%?Fh-*tJ1{fv=(eRfLq3RLg}Q^uzfUib%4CH)woiy5fA~upvsF3fB1% zUcAzU)m%@`1A6-G>33(%2wVku`R@_Fn4|`~Bb~~jK-ekUT3=cD5*LTWDOHD;rKP?Z z8Xl&lqZ7{szCAST=p!X#fjAi$rTNiryeKT~(w^*#n}+h@7U6n$sr|qV+Vns;kCc&F*xmz0b>IiH zaiOB3GHcaOD&8D`er;u2g;Q7C!+{SnQsTRoBI0tc;U`CK5G>R>I|VU zhnB}#);8I$-Eq3Va@cwq*q8nedX?%M0gL6bF|svQQ&ZD1DcGDNdp^%t6=UOU?VBGJ zUKhLaKX)yAjCm-RE^o{y2kOj7`=IXsWTOy|l#~=7pOy$6Hp!XEN)9zOHCiS?-1~`4 zYGvLFyKV2QQ~)vS>uJBsUiEq)#cnhEB6~qTzGIMFxB`Kg>eH3$7 zdW9OA?v1T{y#@5;%VOwNP81*mlEEO%E?S0hLY~NU?10!*_kWlV1(7 zGiZt!{$LSIHU&xsr@yivDjzhAIK`GsjGMVphl%LB1FjFH0cS$aTb{#P2cg~WLwCZi z&}EjCgfVfX2ixRiWo4n`(tVDM+&L#d3gG1r%FN9CB+Y-Od>-GYeSA`j>6_it*-7mk zd7KF#fb#0<6OeZY9`l>&U?R4ALPA2q!U=e`CqKo;UvzM<*y5Do`>2%x{HhxDr=n97l5B4l-GNf!&Upv6yjI2iG!~e*J2>vvF0-2qc z9!U^#=Ja7Id1qp3il!b-uUH|f;McO8tn<}j`;GZ281lW+c)127iuvt(KvwtV&3B0g z*47G!SB4ea`CrAhWb;AvT~~4O2sK>dt1GKnI4QI@r_JnT?CfQ%yY|DiPCwyX?boa?i zwQ8G{0*#t1?^l3z^XQ8Uv%s-VK5nZOONNHx^mS3<jGbp+ zDB}D$PE=dQp1Oiq{`ifegfQWK)pZ;Ev@)ySK_I#TkrZ%8anN{CqkDvi>t|?mbfx{) zFE}fx_f>Wq?KhVXXkMQfss8%)E1pBjRxgn1sVf-D6Q)(4@tx)ly(PR0WKnwx^%?1l zmoK^eUiHW6CiH-EG|2phLMK$|n7FvNdZ)In!Xrl;{`gFJMtHVU50}LcA9Q+J9LzrH z-^j<2c$KO?4ch3(-&~m=eiAG)yp3!(>LK?x0dWQ?iHC+6f(egJ=0QoMI3dd{BCb-ALF*x4VKFyn8YhqZf)=BEG3*fj|-TI|}*Y&RX zJb=|~DQJIXl8(H$yhX+xs46^;%^Sy*hNR zEyQ{O+z<413=m6st*TqA*CW*e2>sQ9DI85x^}Ljxb&|bA%GRg!;19Rz)ewH@p^ZNS z4hyp~6dFF)*_vdX7Z(@D+wDD^h_(Rm5DSZbQy>Q?k;NTgwZ)CfEkjW=j_HFq&pm8x zY*W}6Jh$Esq<_LN?FK)x50L6*lwzkJ4b3aGKGK$6L3klyKM0Td_Jyznp|s7z&TG!? z;#d(O+n@LZ9x*nO{ShL0=6fe=E$xowb8qpN3F)&L^!sXDuyI=%&JM)EV)eKJIIrfZ z+{kpnw?q5ehOXRr88rhR$NwQTcRzmNw>1$H`wpJum|OTKEJ6I}ta(d8XNXs&5t~yoO1#w^_3# zud_K>#gDHRWNC7?G>{gbP=pWR8e8e@d`lX}8 zQ4ic<*;6poU}`0&x#{N1;f0(xKO!m*Yk$5nAg7n0qaFSrXfRWT@U7&tXMMBpO9933 zjR3>%x2CG9JLF4DDj-B#GCZ@_t9ZTrUepz=9e&> zRE;M}Q^h&H{1CkFVPQDBT|!grix9Kk^t(^y^41pb ziy_fyniRF<33&TySb((q06t*~Ti7|gj{CL80baP|Ut_7o+O$-#7ib$z)21-gP*`aJ)AY`N31%YP5z`&Q; z_%v}T@%fz{DrB5|$+iww5b$w3WW&1Bi4R8$=!HvcZcTY;8a{=vb&N{z$k z3$6tG4oTl!$glW?^EUZHt-_pq+DB|aH3 z2ooQ7e5LwL7YE;NZc5X!6k*lyFaSZ zqCqwlEc*1JsY*a{=pY7USq9cK;zP*z0GE`+p%clwOBhcpD0l`VHa9n)O;;y_qY}J% zN)b1~4OM9EVJ8tIVE;gwpjjO3sk^6_4M7jZA-R$VDv`ieYoRU%`bec{~Y;Zm_mp;|!4@>UoeZe*5FdRU@@+PJc zH09q`T1z(2K8;sg0Kx?8>&no5t`#?MRnrJD$#_Hgp zLkiGWgXPAcgriU_j{{`D<&pwQ-e=<&jEyp|_dYB#i)salq%W}7-m9`KCIAP>GSCnQ zYkIcHAc%MLD?xKPU(XrMLmz*g;$kkbxloZvNQbQ894*o_B1O3J_w{L~ zN!%@RTpypE`%NXsxb-=LMgBUUJO)JOeYehE{Bald;Irl1lvIBEK07aOUPS!#_}C02 z_HV!TT6qRg$Fc$p`UtQ4_-W)TsgnMWUw(~dZU)?q>J!aicy={0BM?ZG_oX>}psQ1z zsB(@0%{j-p_uxSmOF4B1{A)az}<|1Xih(chvSF{wcwZdGNU8}oL^|z`Sh&&f!k`vJ{ zdat9t;XcZ^xy__nuP!W9Q>aob7N_FB@{HNC1piUTwM?~8>0AZ(K^zmcypymb=5Ga$ z{HuE+2vN=>LlVjb2PU5drd?4}EHMF3FD#)a&a|s0O{z?Sq%~vTmwkePopfq;z{nty zRZH5n7*45;jBs$$HV8`q+zp!}AV>njPMUBZpKI|faF$g%?dOR1QiYX^2lUQ`hzPr$ z>~Wd?{J7!ANtrFSO_ZA3-qDfLdFPhm>YEs>6B{Kxy?F>zx%}54e*=Z(jnT3e!^W#6 zv6w9O3E?K{TlSC1OyNn%vj)rZ&l0h3G{-@^m+;Ni#YH+LRmm~kWF~0R&Q)#k?$J9& zCMJui>Ih)n-`!+6DY99SKlmt2zE`dy@7;(E#@J~#*amBv1Bl<3tQ_O8!WtWPb6^Dii$#6)lEdTwUZ(z z(1sJk!<$5MlnXT>-KIAFqE5168#be*@1Nd#MwzYp5j43-E{O%!Pe*wKk$gmlTNL}b zuDkBRVRxROKs%dYbH5l#`C0eD?M=Tz9ep|oZ$wu3x~J!-j(`1C{lwp)qNUXbr6X9PH0@E95t~w@_bYX2niw3m?B<(*Xcsg&8rCnP5)0ZWI5qkhC6Ji@E zZMN4*F`8LFVqst?@<$8&nam=!wY|#1!cunTc%@NDcQk=T_?TY(;$mxBrOLu$Y%w~4 zJ^SgitH5hQ6fr0=u1uF-9&`o?m z016pzD-u$7G3UvNY`ITDy7laL)x#ypRF+wEihuX7XEi-$Nc|KMADqr8hXa%g#mLQF@_}>1r)CEm3il2b;)Q#w<`#FGjP+TS$G)ou%V*#8f^%`5EaG`g z%KyACVSxs%L}lhcEHVOvZ_Bp~u%drax}Ztl#)&Y7j*zdbd5p zQ#lXDD4>EU0^K9e7u_cx@K2@4&lFR@P=b{rKD(hT`+8Vx!ufSl>{0dC$3duI{MoK* zI!;udv%j>PTND~to>1rhZ}n1+@Vvhk+#ne;FMDshS1U3p+~6mA5o{jZ6J@)I(RpP*_Vz~qjzbj|bc^^jj0sY31k6>9!|_w%p&{h!}9{y)Dv zx*V&~?PDn6^=M*xjX(G?tpvSN{n-;50#f~eMiU*v=I{5kb!Mt>W8|uQ{D61Ulhd=A zJNjNI=e^PBAXI`Ex68&ErAp#|mz$1H7G1Tzo5@#Ib8mO))PH87TQ?wTv#k~)s*mDG zos|FK|14sw-yZJi=>hEw{`ekH^8!Y7$HGoA+K+ssG3SRC_3Z3#+Tb~<0y!XCWj9k= zbyyk|q^x!8B0$TClY|G*;5KhNT7 z*_oTVy1E(|7`VAz%KVc7u zN;|gF*UM+`od&4qEAdxaE%@id6nMn#1j@L;xW|sbgQaJ^0CHZ~zPq*Cz}m`cC$m$t-eqjXh9pRwz5d+{P$b3JD_u{^|JGcptQY_M>3a~z zeVA}ivb`Gc?Q%yUNIX?37pZr1F78~c0wR(^I_F@j;F()n#mm(8L*OPb4vNHf{&?wp zC3RI*q@W)Epm|0353T$yyBc+M^&h_>{Ix^AgF8~&=;?zi%n%>XfpDsj<4)S^2U^uO z_tgjAa(}gS@?rW~QK7sna($i#c}~p793Fkxfkktw6Xxe1U)vvOdJVi;#yx83a+t&n zMMhc-=$Hp7%mS^31lPiIFqc1u9g!+c?E)?IpZBEHb#-;U-4;|eHKms%#KprzCN}Jn z-HVtsko4q(q%P>gX_c?YXomxTV%42pAgc!R%RmsYHQmrl@k>(B{X&qG-oB!uB4i=q z$%);Pe6}7vEC|(z;2drT@P!~GgG~#;gA3;&%|J*APi*(|bSubz>e^#SnDlRMnir11 z48$fR9Ec&a5AD=ih9W^1ZG~Si>y>hCk9QVqpor%H9ful}@51k?2=OQ{b|5UDcLEw$ ya`N38mbySpH*Y}_Tf+9+YbT^0$-3Ul`HzG51GeehBDm8Qoh;-{9LxT!PgLH#PcgK+5 zh2Hn`KF?Zjeed`F_qkl_;<`Ao&))m&{o8w=!y9!~IXql4To4F^rywt*2?E`U0D*2w z+`a*P5$%~N1s_#X3cT0G(Ars3y*%+1Tk&(F<41Af8{=6VAB=jY_+73Sj?1`E*q z^^Xpi%@txPtSKY=*IdAx7@ai?<}A#`<>BG+*n{V>ldBaMw~&y~^%!6qjT{i@%5ms}x z0fb_1FXLnZcYr#=6lBEcfZsfZ*g%BMpFkn}&?n}c78ZO^PF{XXOU@S%=nKv#0{pyB zEX~a=Ey0$5kMr;K=N01N782wWkQI;xr16aZDIf`187XdVDP93-?q@Q8_f>FogPA*8 zK>wcG2AKP=zWo1bUtwuis5#8ZRoltQ{%$RZ%tXl@^YU2)t$htZ?(ER4Ku+6_ih0IeSX?__Y0d7I?6MjK%-~oOrBQ39-PMk28(yYq}FTAaVAw+sg|J-CMoAy;H0n{#sj*@aX8O-#ff< z?%~_tKiszY{g5KNe%v4U{SwT3{h-OgxPJU;ASr+I`sGi9Km^wH%U=y>@vdL~yAA$K z^w$V~CIbB#;XkJ2zijaTA*qsBh#)!;2%`A)>sOSAl#~?9Lr~!Myz>8&9REd3|DK@# zrNMtGM;kgLUtiJOYefNxzvB6=bN}xegG{C%!T`}|;oiH4Y9J&akop7y`BGc`R^tCe zNB{3g|1a0}-`p+ogyX;F=UFkYS+Miqox<<^^gkixFKG-&-Fr(jUqfU^dHGeCz`WJ| zV{duo<);#MBHW*GNTU&l#Dp^(cC%;eFNJlptV)e8ScwD4@ZR5h<@1}4kh}96;&xrk zBU>&b(9Rp}fv)-^(&?p0CnFCm%||vgf`Vg5s`B!;Tcskg)Uh=lHAZ()^1NmbFj}9f zS|X}&SI@*CO)RNL;QKbj6sAbT&HEqk*dNK(G5pm($4p{TjT>5p1P0}yFuNqZVL zbIFj^vBsnKvNt6uZ^=!?E$zQR>4$e2kdy}uO62S0WW&wi>%CzmliMidtgH}5iH|vHa%%3F=8;I0!nnSS*`a$a0FA+=Y01G}~F*k4wbQhhxOo&8dLVS^QU27cd zl}zj+0?t8XcmVacZ5kc-nH4zA(6g3eyPryQ;&Bl+Y#qS~6B5gndN>Xae#%*Z%zn2N z-xvr9UiPtFlvu{um9(U1hok2dxQ-*#^mj3SFNr1xUC=DSBsM!Jkwm-`K!k(9=_uN~ z+7=T^BGmK!$1rQhJ2_i)UqAa|LR68qBslJkzy2)nw#^PFbAZZPV>#I(2E=d)*Rkvb z#772Nqmd%>?W(C%nD!7?_5!6O*1Sq%7nh903KV{gz?$8Q?)N*Jj>ksWOvj9(-{Pxh zW4ymdm-DsCn6I{CRu<^sLGD|;PfYz=^fLeKMnM0~owJkr*EYw&$+{1K+Xw$!I~>9- z#BxKBn8d?n{fM&3aiSJ#_t|@St8R-8J(kT^q{~L2{(5is$D8Ch2~LANvqUZGdKV}`XFEx5P2TUo^^?nL9w%Yf)}3$yEeU>(83x$gl%dq^*f4s7p|u{ z{lH@7btoVQxc9&}f_YC8qs7TDRA;|BdOx~ayo)v>d~hn$+Q#}AFycRHva6gC59H0J z;;?)Um&CJdHchv@>6RE6u>i|K?ZlBveXdZ!t|GOL%Hp{^H=R1U{g zX|q3IDTFL;2Aq1}>`bSLk0xo$kaj@6Zu>@263nxHNL4(&E{4E}_PC&kwCoRuSj><$ zy@uHh#TtwqgFhxdlSkZ0)1xlirdD#HcGh>i&T2Hn3AQJS;JACSS}J~FGL26o?bGCe z&qLe3Rq18sdLFXQG;*{Gh-~<>YW^&jZMfmF1Jzhjo7ZNj*<{1U-b2j7b_vphm-895 z3$+;yXGQi)Lk9}k4lx5dWl!3Anw^BwedS{P!~BNKlJZNh_#R}%<@dP0yY+@8W^OiR zUz-W#*CwFtTS>~}+ioW|J*&(kRHbK;%iAqMoH6B%f#E(`X|FK zp{Y%a9W4`yT8sH=vVjzaTcN>fLbZ`c6527?GBa zk>Z>mN0V!wmhZS`XVe7$*X5@IA(w6=a5p;^dK@?OH0ADb&YZ9l49C5M;Cq13 ze289cVv+W77I;|v)E;&aHT#Z=5t&}D-rtK#zi|J0tYy`^yCs;GRQ)o2 zNIj%#7|;%fiQ1qvOIoP)rbwgt2$AXT?7Dy>GG)LD4!NV7t12y!%`jQ^UbfU;C$JX$ ztp`dY#ReqY59uI+h_h8*B z*ktKQn<=NOcvC6SQ|1!V4i>VU8_Sz8dNKd&^vFxeU;aXO%%cJ@CR(zRY))vdxaUXp z&~^9xn=v5z3Qh0C-RKjS42O&@2~T-A2acJ!NbGS>#G5^0^oRJ^GopC@LE;+AAO~j4 z-TD+T;i6hz*SlzbOBL2nTA^HS>OG3+GB3%`S3lJZj$cMZ1w}l>CKYPGEky?A9=Fi# zP(;DX%IFZKkV@~!150^+Q=|@f9^qB$8xtrsFW$8EV{{EpUZ3_OmDg8R)`%d_E5BMu z5y{8Pb&wQw>~pL>{BfdpO=+`7o+fVFvp*n=#7N`}=w~z1Bv;zlM?swPo52QH! za?h0DTbHAYVHDd3hjefe_`y;7sjNHxv>r_p8l2SBgw_l#l%0H+4_J3+2?Q*qY|yGV znR|er+GHBTsrbz2Xls2edc$Y6V-)iS&AcWysZSI76kj4NjLT^CK&pDztoMZRMeYWq zcwQ!h0>Z0i+riWoewZZOUQp|_LX&O($WFUhbEnY<%3fM!0<;)PdeEsh_93Lo^5udN zyuPml!YC>0FzFbslR*uEc^_IJu}PCm0{Fq3`RwCC5vury-mZvUObaWH%42Cs`5>p5 z&8P{PPONAA2Ybv3E%nbNl1U&+7gg@f<$L{^ZBccz6;+!GPUB>otr~|pHjPs?Za#v% zJOu5izMczEq2dvFUhg{|`ytPKdK&l<9wtA&m#N|^pULq;!(=lxa`<9v`v(Y-;*9A3 zMMIBG`cz)pa!;w{?IC$p!9yR)Nv_05rMi)x014Nj`qUT488-ut_=Zflp^(E{F%gyi@gzbLbf1aNILi~ zO?lsc9F;S5XX<9)$qC3D=@a12e2siEWG8^DL^j%VxcN$bvh`6{gJHtV6fA+$WMFFZ zBjstrG{-XW(INJ|5t-nLL``x7tg#y)QW9)ZzgyU(CR`sVAh&4o1l9rn-_w;H<|jV0 z`|8l7?pVlQ!#%Z!XFD#h`=i+2fG=+j!g>LA%l^|7MhzMFiynK4Q6t)RtkG^KZ>7@5(FzU4cXVaTxZ{+!1GJXx831tauM)TBTZ;37nkvC zc)ggki53I5NIJD89!;xYyR{1DSqE@s}3*)#z~K{fTdEff3IrAw%nj0Cdh2 zcgt%IFCAtwJc?kns}X81sCv0Zlim3KC%}QVxN}qBOPekwgyQ5W7vBy9AH0SKxQE1w zJ4e9Y@iq-fVQnq6$|!PBx?=;_ig)?Q(FfqeV&?TBL9eyXX?q@`?bXkZAjCeJt2EiB z9EVgPi$|(FMtF8nbCs=U75z((N0R5HYwIU6B7w|Y$~$|^#Nb~4&LCYoXn@Ci{NMgz@gUb`v?06kP1N{2tu(l=6o{}b;|RFnC6?0yhdVrh>p?YeBEW= zb5)VC?&P{i(opmSSzn2(%5|I`<76#8yYn_8Kcci)>IdV`lV?skqF{8?ym6f@u>z$u z)hmqR56LUw zj+Zb{Z1cPPbk+rjn5%ly6-{DFdRJ$O5rY~PC?N+qYWditaehai27@9TrJgJ10cruO zoCCAd1K%BDB&Avb4Vfe`Tmy9fqBfWX4NqXt(M>2VyBuQ2Ce8ik%E7{VOOG!m!4t77 zYc-{!2Kc*`YFHsK+L0;5oIhV_4<+pTT*;aO(%ph=ZEMrQ6}R%`x3~l2ZTK!FW^Q?$ zk<;T1NTM~IcsJ*31b|<+rvrXQOQ`9;(c8g(h~wP!fIC3xlz3o~}Uh(M(c%x5Sp`em9Up3-*QmL4pBMs9W6jZGfiiIkQF$KX7jRXWt zimWO(gzl;McS!_r^UzI@mAce|3bN3OakM;J0&5QZ?WWUacTwAKLxO|VIa2Cm<0h

    EPcgBZD^}mG1^{wy1wmjA1l3*C7K}Jlr%rT<|}>=(p2arK*QSrV9?oJ*;}zom%4bo;e3&$hv*%x^;X_e=R*? zSS5X@Cc#q+ndT2z5Y=)Zr-7OWjK7!OW+|)m>2U`F2M^?|l~Hg~jTT)8k}E5ToDRa6 zO^C-9E6YiPBl@3L?;79Dw~g zn-0RLUyM#nz6X|imW&_>s}{5GW1${DiB*3@zx_!+>pk!{*2f+P3dR(#VDO(m=fAut~*{)Z+{L*eo@q*GMT+r(h?N0 zIU&02W%u}69_qOm?_b?2=tq2YM#KoS4F1fxuB$+>Rz0EFVGL=zCpMn1eExgMY8poC zSJWVc5avJSof@OB^XN1x?!0B^(q16(g*8Sn1}&bp4XA)7=5WdqcIB742l8z<%YRp1 zM3eK94e$M{oL4fIiOX+twkqma@V|s57w6Ozy+U9W@do0?;u55ci$ycTuSgYu(OQfd zdvu6@FG3rkjcD(tDoGmhqiK2DBozY^r@gfO#F-s{f1+0)`-P?12(*#~-+A;jg<=}=LMII z2mR59$|Z-cxB1$E2ZWg)$vQg=1|@5%Sc#;_3I;&xPwCiecz&=AGOsSaM301G;3S>h zkPkauw*7|7QkfMb@wxwJ?deS zQqd5^M8Cgdug`{f6GB{IIgLiZ+r&mVH&Q^Ru7}9OQHAvl$94T2`14fw+z>odv4_4m zrzCkt0mv-X40cqt+SimRY84CwDr-GmVpkH%js5xa`J@OfEiI9fut;4WuHB3DDOm;3 z>S~52PS|Y)>%Y{HA&2&BLKC55R|J{8OFBK`$ng__p;!Tso4#=BaL%nC_e2DL6(BrNK1SX8gys4qSPueXn;4UFyAC zl_+1^O)4vsJdVH!gQpL-<9|$uI|$|B^yWZ80FSqZMaj%tOR9Ryt1eN34OpH%oQaGE z93G79W{m5X!n$)P~5e z*YWHns4#f_E|_M#gMEZ<4nJieP=9^)v~R72n+OC7hY?&$0;(G3KaU>uhE6;M+B zk7)z_4`v4azZXa434t^?NHUKIsG!k;Kw!H6C8mJdU%0B@0tG6w{-c<51GMA!KPr9A zd~YrRc;}o>8+SE@Gu<4Zin2O&;ziK}zn(d1>03+y4=7PACES#2l)1j>1( zt2XO?wmB}kZRYKW=1sE32<8n0dIS!+=s6Z^^caZ&zi1Q@5J?0$|NinOh-O&6!A*}U z`W};_6P{BJP~rMRO0{{_Y+|X-kIjsOaq!BKh+~)Rn}3X@bGAznvaOVt&c2$}J8v9` z4^-CIBtW2n=W4r&!Aq~FkK=xra{I*pJ%>ZQ7mLq$mRP>iLUH0AixsWeS`@sokR zSaD2ydYxAVD9Gh6ZxtBDST%zRLwIZg@fAE#hl8UT4%2Ka?gT)?{GrF0JN9bm;+{c~ zmqRTnykDw}8*C4$;2Of>-eSysvNsVm7l&%+dFguD$0p(@ZNnD%Wv1sMmjjH7m^)EM zPL-}R8KsglMmKP0G{H~g&~i>SK|xJ_J6dBQcQ$|XmRuc;q|3{+i~BU3Q~o}vHK?P5 z=JLo5ufjLCZQd*1l*Gh&^wl zNKhayE`6&O_PP@3Md}y>JJh|l(k6nvxGRSvee9(6cMBCB-e)xnUk|P z*K`%o6w<`#P>K*=U5-_|k^JhZEwPz4VvlckQR27drh%J8_Mu$b7BQ8$(uLEs2^TvO z9G;U%+#?|vkW9c*f2s+1#M5QXbL{y`VQ1deSi}JSqGwHqgU6KYILKzXJfMV&L}A{tmZ(-*mAzE5w8it#9KH}D;gkzgV+88LYzo!plfx}`!!n+0?mgY-dwNc zqBBSA+uP_x>j&{c!B{zW3=Scf@x$s(^u_rlIr0DGpb;StlFH6~_D;4$$0zuIy1bOE z)s;?UEH^%Rm;6}%af4TfEbyR^=9sdkXiH6t7?QvAj^!BnZ$6OhY<>Gg zM?>K(KxN&vUmS4>;j;(C-*M+kmy168aphH$(ROuux(fBT6kb5etGZ9uk~E)Qwo0$X zkUE@huFYOOp7h$TZxs!@OGDYwS)i8Jp~zOu29=V(sY3>0lZW6;9x?I7X%#};Q<<=Q z8E-E7szQ@G>) z^?U>V?_jLQWCBJ@oeCAV0`a-^I>M(&RQ{g!K~iLwryInI7TfoAjiTw&Tc5vx5OC@* z$>%l^2J&@vwV;HAMCaG_#Am_OB1d7c&-TNK*YHwas5gg}XR?OgyX9jRUS?^UfZ7rE zb{FT>;&v{HVQ-3<7C3FNyrtzGVu;r4K#^mr+C2Sk&r#!fEm>Ur`P<^%jsDVbGS5`v zy;ta2nE&B3w1pRNdI2y&Tk@jCM=~iG7pF31hK`L*)^o-RM0~{w9?F7yz0EI=`Rpi& zh%1E_>1jSaDKORPcvAR4yg@JnplOHIc7n7HMJ`*S#@qm7{kUJz<)j+SGB7$+D-8L%-j3SHgdi$Z#6q87uNjatX67^56 zJM1P)-4~56amx$z9X8DpvjlI(^&=!yU?+QPKgHqLDp z%?jOVTw?Y#^x%bOt&Lqjg%=}Bfq%O9Q&sYY1BfEv4-sTQguegiapvG@`kh)IduqeT zCiAd+lq`Bh$!i%+EZxcmW%5z36XNCoi^HNRifb9K4mM_a~r()eCuFmLtlp7D3{ABaBfctv+nAJ{q=zIW@ws6+L6|Ce9QvJsWUF=1Lo z)u+!q3%Y*hgv$PgWu6+&&L20^5s3S5L#~f3Ag<3MfwR7agv(oNbYvOK)2uokON9|c zC%Epv`+NfvSJ5e7E#3IDb6I_fZo`N)z62X(uA*7E5kUh)z342?JiA!0JhwKQQY3FL z!nf9I(iCkY5fDHcpWw-vtN66imN|}K{?{*<6uE$lVG4LLhn}C`eW+ax>I)GBlYK3R z?LtK3BHu@*iRM4XFrlbb$NKPns@o((jaBLTh!ic}&d__>%++LuE1j@~xYWw^M0UNe z+#eNWVkA14+0N@v2G~(um~GMIrNZ5VW>U4x%BfV^7_ z*!L93&&25q`b{LoGR*&a!MQ#&l%WYs37iDTE!$CdZYgQ&Pjv;&b(%EBJpUs(R>1iUf!Ne|+K#yIgHjAyZw?;ZX6Z6?XHW_#4;Zgbr;dGzpTe#=B; zx%*;$a8?sElap==C1a-h|o#xEl;d;QVDsQr44iH3_VSym( z?-Zn&wDV2XD_i8A$dwsh8s;axc%dp7O6S*?kVDf(yD>)P(8!_w{yk@@O&8s_L#_6A z1Do#Ev~M(A<0CeMU9#<|Hz(`bRFXeO<`)mJkm(x>Lt>%!J<btC+}EIzufC`GVeGE@Ec-Qc%!Ca0K}YzR%Y^n6H|e-Cy0|wpSP-ebwlvD4Mv# zUPdK4z15nOuXd)%_t16c=gYhvLn0RSpJSga()>-fd6jF))bw(>?OXJRVL9hXpET8! z;sTk?^e(!Ay=*JJxAeEdlL8J3ZPU^D^rnQm-f2g`a27Ehhxkr&v;)3JqUe6d$9|{d z4O>QWr1BxkW#5V5xi%p>HhbvIn`WL#RjXg=LwHMaax!6U>-lJ1LvC5^kU@ds@R}<5 zoIJ&)S~+~}eJYL%g^q%OWipH}qfAkH&q)7dt#SKUlfE!>tF)bA#kIQT`eb1s2^2Wt zn@{AcvhMMCW$TmQISV2l!STsaWg%qjPBFb+rxIMeR5``fa_N)7!v~G4qleh|REUfo z@!|LGn-g9~8{>e1=Fr{90v?)Gh}PCtO5th=+J&jK*@(x0_LUn}`c94%Xy$eiab3O^ z9%pQRBjhrrC`xNtchg}$6z+4prJGH5Uwz>cn~FD}HEvfFwjyb4Ujh?Mm*hLomh(?? z>e!+7Kk4t(DH5_QB~R5nZh8%YlfE0G=qjPDVY&bN_}C5F$lm}PIAjJKJ;X-eC%Xr1 zA<%yr9tXz%G#_dIveccydUc10r65BBYxa|y987!2a<$-iVNi6RY?bk!Vo{nL+WBiX zJiin;h35B~OpE3SGA*^de@VTPl&hG8APczmUzW_C)2Z?mRvk)2&yn2(`@stf97ekMGf8Kmu7bc?fx?Ob;BL>3H&etn zySBu9YS!dTob^k+O9AJ?%8ehHCfIY-+fUzwzcMP9un^AG@ZyYjwgJt0onw?Dd)@%J zjaUkXe21xzWm2u3QDOkT(+9jQjMt|O8hYENSuQG}2}T{6SUNE=GY+7kkk4UM{zJQ3 zf}GO0z~vH%?&q!BNox|59|2Rgs{hHiaFA-G^o=&is-^Yl^= z`LJ4hta{-9VM4LC+eXibZ~@Wl?jILtN7aV@0NZZc$OrJ*4JTY7C)r-Mpt>AQ*H`?b z&ns0a?Mb9NL5oc-O@N6*P46(xEyrb1M^T6m@l$xo4g5^rjY|*3K#yFzp?M2`DBv^Q zK9h7`$?{Fa5DlnO=tbU&0+ga}wh4f6L)A6}>VPlmILeO2xOTmzYPm+yrcTG+ecV6t z-i@37k_$RZBV>2cW4!-{RIJW}TTZ!FXRc|wqBw2f5x0Fo?TltzG{th%U0^ht{On`E zhGp<>kb-SWBHo~*QtzW{KD=y&YpkO`0OseJe2<7;sa)sY(bu}G3QnB2-7hAIV{73* z6cdU)k>|jw0kCn&rd?7(hWSRnwgpwS)=?Q1n-1HEIT-k;p%oAiuo@K^Ny)dTHO`#) zdh#J@ zyA-Vn_LDnBkyZgq-K*LS`F%JfD6!WAalgR`UrWOW! zCXa*@Gj1`bJc!jP(k-Ut(vvIGu8^GJ?Q>t7>r%rf=SE4sys`9!(K`VEl&cNl6Ys`( zbfn^F@1F0>e|gc`bDkm?+Gjs?o>ou)(x8&4=(~)HJ(7_gM}^Dj8muN3Q%+{W2DCc})GHlDM)tuy7ZB1K>U)_%Er@Z0QN) zYv%?n@%?o#VXF41O5tI8>9e2HS1KvuZ4~jfklv{j$FTx~uH{QL*~wKQ$^2{YNXjmD zA18BBkyxua;P?XL6xL&O_5Ci-{ovV&>$p%F2ija3@LI0Vh>tabDeD)O@t^ zWHkeTh`5QsPX3v!Y0o?kQJsd5PP2{4(+mX}9&XogC|K88p|v}o635?ink@Omc$6iL zRq&yLk(%^%3o|L+v|=Pt32v>e7b18`VJiVD&FRF`m}oY2IGac`Yo4^2rK{KVoi{6`4`URdZgQJTL3wzrdPwl@I%A z*Hz5D9+#ZDrd^v5#CLur7AkGZDEBk`Y zyG4*309Ipeu@`KmDhcUf-#c(cy2YJ--XZ?UkvFE_w_9TXdr0Uyr` z310x1|DE`z5{^B=Jprc)YgGLULP9qwfd-a0WtOG27|-6WDJe4wdfDBDwoIvc&INub z8T!qkyXDYg6afezqe$oO8;1_@W<%!BLT*hSQyx_z++w_F+Wb-6$M;M;X^&nl{zA9f zWNWX2i|BPSjr<6&fjfaA5Moj|g}K?=GA<6`h2fPjQHnH`?PZ@n8S0QV>04)18 z9yuTUocEv(%}UXz9HktuoO(Vk9-C4uos@>Ue<)_5Y7~;f?dOWyrY^Af3#JYPDmr0$ zThDJ@r?Y4;I-;r-)wi3DB@Uw+HF}8s8Zs>^wt;kt^<-Ynyq;lYTBP z3nnu~?MoRFvzx;V%DS^N-vF&fNQFn zO|hJf*Is;a&3&uDp&j`X2>uGx>LN)cg#5b9zr2sGa-9BPD5xE2dg~$k<3VB|U)A_t z^;BX06PrQN=e0+FVyGdT-0RJ{lB1mze8I9$$9Q~pNG+&cxk*b{=E$bSGxTl;aPZZq z-sm>=!l){5cO3zi@87>W&eUrlGb6^T-wbNU#>WUW<)%S4W~-tNA5Fdcwz+G`HEf&{ zk>#tAJ}UxvYWV281W#sKmC)a~6^uWAmDu21S&_C;86~Ve+EW^J~JYw zIhjtCY21Q4DtpnXX0ag*I{*}}t`Ru}@Cb)Qe}xZ88>ua0#$5dP=F)jq_ltxtJ^Zx8 zB+cLSy1oFwf?-?9@{T{_>f6ri*le%H^ih#^=~j_vk3sfU3{RK&&oF9{nLB`Y{u%V= zv`k~(p$G}=cud@8y8UY}W&aw^^QcWXj_})h0+d4jyjDlb?7OxCMs*KdTwG$m9&Ml< zfQYJS*j65&Q7Hjcxw^c(?KHWmI~zMY@k#8oJ7o|EMOaPGAMCGoY&DgIzJFZY<>BOi z;RfiXI^Mkc+pBVp!UR#y`g_p_`t7*fxM8i7O47 zx)(Ex0WSsA_mDb9T%qp(j86=t5BdohdHh}mU0;$#BuGuXnNK(K>-V*qYOztR2rlhw zuhd9k&6&R6VSht`hz+#ug58c z`8^N`BHVX3)|=z#)i|5T0ulz=H7{%TMq}8+qR!#gUE_Ea_teV#)i(JX6UxB-Y@y*zp?AY6QkH(J&!a$wC3Lu>k@o08JE_iVYCQ9Efbpna>B^OceDlNHO|Tmc?LC5Upx?%B2`ktYIc z2j4Y(LNgj*r{ia->f)dQ&Au%YT^UE$iC4Fc=k78{0!N-JPKR(6tjCd1JM9&8?XiUP zONa|Wzli7nbhSTI3coMi-T9kI)naLC6;taCno1y3(-<&IwTieR{2sYBQ!$F?=Vu_} z*)qVmH~s9+a%b0fm5exy5ghm*-L8*1cv*xF^Iooq+%%q6fEw#@{FNT?V z?k+~9n~h2k0bc3>)x$rzHhMkIQ9}J<_XYqAz}GOn*k7$l)xF_CMA45oO1A|D(gCqx zsrn~m8bKXu|9;H?M>CMPj;^Lxje<|4)40|sWWdBJHYO-G^EbD(UJXGc54mXTQtXPtC*mnd15N`%(42xdl zt1|>smuAKHzU0=ur%hiOK69)C_u5yjN9I@qOwh&lGq?=AV?%XK{^Rw;(A|@@9SBeX zw!Ooldkz#B4!feUj*p*Yb(mIiW{n@M2CeBNDF2%N)KW{E&HzL^HBd?edqnTi{>#J-#Qe@X?+~laDxfLm7p7wO| z14@v|)+APVx?yCM(MYNyMxOu0n7Ur3Y8tp>gaW$1Y*a&<+WjDf3l;31Z3P2rg!ME` zS(O*BH^yCgIS1Yj1ZL+wGwl5Jz{@p-gDoB_aA;&nVzXGMJlA8YM`_fU`?x3^>)~~# z7O*IL0s$JyR6ubgv4cIU{jT9sS7>BvQPfwTOVkww`_d*k#5ud=uODfGOO^H7Ee1bl!+Ww(&**zz}TO_ck=3M}2 zsliVmFS{0 zSdt(l?K0_EaGHnj#b*cpY-*y~#(pDMoq9ne@db=+%s?s8&MtYOHOW-NsWTH-0zjaJ5+(#k*;`RSzJmYWQfuUr0Us;x@3kI7m#(9$ zlZ40MZ?SAWS&?Mu!s0gxIPp7PKw=Qc5Htdt@EE738(=Gt_{jLs$7oNgG^-W$A&@{W?J80wv_!_A7f(1wE4tA-4%5dJB=8HG;6Lw2XXm+8*vId2Jpwo$=Hk z&Ri?2R`9A|E5FK|dlE~CLsAKzl13meSS0$ZNYTDHg@w&o%4ZNe@N0_*~@` z7~wL?*4C19^7AJKW93^5-dbJSX${5$D!b2E-)dJ1zgT=D5p7od!BC)2pWaMRFVIvQ zM1yyJd`N|CD>>?yyGK3oC!v$?mnt#>By7e}e4QiBKvEBWJk&v0KPK-76fn1Z5U-J( zwq0c=BG=(cl$EWz6%DZebhu^%wgavcXMDPrC!~CPgLV5e7VB+yMS!*Yyz&cy;0Vn-dSEm*$_JEp=h@Uy+VUJ>M%Ll1SMSP;iko7t3?v4bd#KJ8CsFJw$ zub2qUUWuMN7nXb7cgY6!rcyt8zN>?U9%4#PAQ~Jh`o955cyRek-juVESiC7->R7Ux z_F=hjX_6@Pi{QZ+Zk`B_LLS5#SPG7XY_U+C_#P1+2~TiskaCU5_;R>D3S_xj>Qgm7 zSODc&9SbV9OCUw%Fr!(Z=1wWLSLYD(@k0IO4b1K&f;9@Yc%aVF7U$w_FS!Wh1px(2 z=6e7X(P3`rwcOzOTU945F|RyKH}kH*k&jm}a!@7Bb7>KQ z1|r6-vo;RG{HtiPBhatSr5Q~pVv`x-)IuX?>K(T8zxP;}9?y>YtoZCOlx~h?+#`kp z^|W=zghz+N5nyRXJDpNp>4x}%ha@Cc;#58L{Cpl6qN{?0(C%q7@LLYxZ#x8Q$s)DtD6j|aOZ+O>DvibCQI{f zaum6_`uWFsS(7siKugfh>N>9JzSfXD$L~+SC12XG-k+A0@0q|!0_zqUnjF_#obm6! z8C&9XK*c==Q%p+lM^TDcHo_!`Gm>|QMfcB_&$chhwNsFyw4C8UHTq{uGHtVJ>$@BZ z5RF~zg~haGLou`WsykCjFt%H%t_o3V0D7yZJT}yO6-I-azR+QXyf7y(d@|YJ>!5u*DkSe!3Q;<&PJtE0PQbTMh1#8$odhS} zRnOeI)=U4Wl!yehk!2#G#N~b4vjoijrW(iE8;+M--lUlycZM}#OJ1t14frz`)Wx*4 zc!AS%e%SdDsggn<$;9E08azB2f<=H!o~Ep^y_Q)|SQe0@`I(Y$tL^haxkj^fZ>hsH zYl^-|;cmjz=ZxvPl|(E7NB!l?)sBpcX<0^z3!qvzC9yEU?p>dvToKIGc<^?M>PLC> zW^E(%!JMYCrZqnH40Fg45Ko)nSt*P~7kzfXf6p_?(T`Upe}8~f*{t1`AL+zDTaJ8( zuD;JS>kfsgObR$m*TCyw%Qa`czZj_sceOX`(Peg@J9XH@Rnr*y@lvLI%r1-Iw&w(= zgKsmFI=fQUM*Wa;JWEfi9Hv|sewttO&JVMRT=If`%64QN=K~kXpF0l+ZRo6zfQQP? z4{XdvicHFZDmh>NXM|<@2-z+Onowwkz0tL#Na4wvD%gx&5zI3G^EUF$) z9>-swd&?VF#821OPbV(&YwCeY>Kag4EY(L1@n@j;PkUVBXhl8E92Lwk@61r2Hf!>v zud!1d{^)kgNMIAoQZj9_F<9|hlP87=SZ&`?YzMB&O_D$LXj8F`HNWZFc(awARPQw`+CDt@|U&lnW8j*Rm5 zT18lskLY7dQ6VyLKlb79x|?{9jXxQO&+i`3CvfHUw=qI$JS`Yg?W~W|PA=VB_t8#$ z^e+nCQ@ky3Q6Eh#XhWV}T;zjpUyDSKX_I(U1Q5P(XqzIiPOH!J`LXffgqex5vY*~U z{uQw6`dhDZli*(iHD!6T6Sbw_@m#r%gL+vnOI&6daN)l3V_9z6Pkk&mY;=()wEUU9 zfilL=v`<=Pd-x(}S^hrf)2ANSwhjHZS_;JD?a(}oSc>mD?TzgGoc8db`|}GF zr`(>Z^=Q7^QH+qf0txurnk^E1`hBtPQ;$aJ z1CB?naYaZ8q<@o<-;r*ikn{TfC?oX#BaFjDV=5MI>~Q7nQT}aZ_2{=}BO1$*eh2Yn zoj^Q;&*mW|nakp@cUTmES9_?it0N9ms#w|8>ZwiPv#PV^Bn+21isqPMi>RE^`D~5wiRN6Rp~F#46Ux}!<`->jD@j-oCi6^OQBET> z3d1O3=M4uewfRWk3B+u=a;nc+;xlO2pXQj8JMiSi?Du{nf^0IU5Mw>PHSyzl@j2fm;@Lu&)yHk0@S?i{Lg5q0F z5$1@_b;lGzzt}SZJO}6Z!5-+Y)cT~U*IWGu86CT=pY3V%!@dSDrDr7;y;(nPUR!x1 zp0%(b@zz0-htbFh-m0LVzMku+sOR|DXy3sq9Ehkj>20(_Az#l`xft) zghT%juSa9*j_M0Y86iK=>e91~?xwPmkMgarYI(%T2njl`m)S%tPjRsN!{_PHHjC(L8<| ze5DsC2?1QP%i=1)^PhhO(L3$2ECuDZG36Je*UYpVVO%=K?NL=~V5v<~qmG8+9(5Lk zi@p0J%OWtI8I8jod_aVlyfQ`X`WLo&Fw8#4JScfd{Y-NBET<^L25C}28aGQ5w4p$r2sy)05 zJ9DRnruV6^uXwt3!~27))`x23pu2?)z?KB`bvmZYkijINsUsLQC?~GLP17ijj;DnU zj1(26=K;axQ#TOZ7jACAu0&~fA};)|;4 zRInN5WAsYT`V*}T6q%#n>8|kE(FPmqUK2+Pu71DOuW@XwBS=EaWq6=a*w1ASNUuTxE`BbH5S)7r!ZUY|u66^m<84%-sHQWgC1zlGw zxrrO`Mk zfnHPAye{`L>Hp;J04u#bGhnF>-~U$4E=$Sz{`^}30w&o3hP_DvZs=xcTcojRs*O6l zbyYZ%*KVfSdTXF$Hb-y}=0U-6APpSNTE9oct}!4d-0ec&$ASla|eBhL_yN z4Dp(yqn#aRF&y#mv{By2s<{%voV0qpI79SoOh0|OhW)p|m zk`eg4GvBNRY4T~AM`3|0PO^Pgx)gtn$A14L9qEeVl#;|pcQ;%;PH|QmD_v#HE(zB@ zlg;7<@~HQknSkm&c-i>>lD6-^h#0So6~uq}5jL~#tHJV2bTJaAemF9f@kr>b9e7+7YKuK?+1%Yps$uf0ZLi)_#B3Ag-RzgOBb4Y+!(Ts*N*H2Qhx{B* z5bq3-9KCSt13M2B`b*|%AO)fBg3ev$dS_~q2DVB@i_?>Gl-O_PD<3zOUeL^rHyJsO zi+7bhXLTL-EIfJdCf7&6%rTzkI_aBR>JM4!v5j&(st;Rr#5Vr&fi+p2vEDBl3*k8X z`X^RoL`Ov|hFAx;WrTs8>|R$aJ@`d;Iz9KOv`(fv`hin{+^g!RVNB#sB*WaSCCX16 z*Xbk*ereQ3tCMSRsOIM9dscfz#n=$cG_sO2ezc7oVy&}Y4$@yew^M{ycJ^)0z_uMM zELz}${?S}qmKFnE7O6+caF+oWrYCCwN&a732p4es4=D{?Bvz*3a+VT6ULsJ>;h}R| z*8+Wg+i0ym*68}0PMwK)*XsksK^|7hnYeIC^1c%8$2pPA<7R#@*i_|!K?4G29o%0# z_0Y@v8`XJx`7^HuhPO?peZ`)O`DEdMw}gh0l0!d+##qi|e0j_fU;pcw1cA!J*VY!( zPNTRdGSQ18VxiRFje#g;I**f_wO|M%5bZ-x5;`U^Y51qooX@O5grXN8B&cQ3M=-$< zwJ>snNm2IP?OZ?NG-J&|NG+~bZc&rq^?_FiBo(FYI~d;J|2)-m<*bnCOCxHrx4SZ0 z{LRLa-G&;4xQWnyS8H@qcU?>fSqns#UA#Bddl3k8?UU<}w!*_x=noW6FKZUuxy>o# zi`dAcH1yY4rR3*gpp^b>!zWG7=BW_nd&7UJ%)3&hVN*uXtBjc>V2{0qa$8d!wa zbNyxapEb++omMcX8qbG*lIF#O^&i~I1NS)Alj?Q8E(+MI_o}X75boOjGaTmx7c5G_ zYOH`6w>#+(oPGyaiW_9JN#J^wg(&z;GE`?9xBu|K>$40o(FtxwOPnPXa_`st>~8%s z$_bcfFV)={x7B!v+18!U*@}gM%Ivxa?-chIfoTPC0+Vjn01^HADuK%KVp_zfL1ZuZ zL5*5V%9jl+so?s@sMg7&om*gUPnr=iVm;JC@Ii_ZNSQ}-=ldhlPn|8;m4l7$XawA6 z&{g(x8uiH7V&JC{@G$QVa(vCkL4C`qGVzYC#UTu7#?(f1d!BK*<9*g79-h_Rj_jBA zCsf=InjNH?0YpaXe_84%pUmdCLS-`Y1B9Q*$ruEVI zKuINdGGb71Zfy(QP73={$0cLF!9a1vkkb#%;h!KMtQ@Cr&fw>5)^tbLbE04^C82nG z#nLFgW&gr`G9*86I$S3s((SZMPT5Yj*T@e&+;@Z@R-O|^*)6iS;0AsfA54cN*g7O1 z9Ts(Wzw_Bfe_gHv7Yhk1I&}*lP(>WLVr*yNLc4IvohjqEl*JGRryMn%vOS!UTq!Bl zJmT92sQ^mw(bVupuYdB<646$}t`8~A?X~(c!VMKK;{_rnr3<}l>h3Vcr2+66Ixfx6nDhM>Kok7Oja*;OMlGe89y=WTl;}>8(xOfB#~L(`ap(jw zd}tq86X>9~+2(*Mta`0NECVQ&&MDlr2NM1B>%)JJe)$k;ya3@`RfUt_z0G|s5Av;f zBzY_C1RXq@z>FPwdletI8-7U&-gCNLTsKJQ5?y|vfU|hBwcOwc@-W~8I5??6or%O< zEV`{7)^eDGnEtw8!703Wx@Xtmm*(l+Y0wfcGWq=EELATe&2{a|D31FqRi-=Bp~)U7 zD1zL18B815oNro73;W{nm`|47i@Od5+5SwIlGJ>L>V>ZAv)#dad#n}JZ}C;EoXQJV zVTQ^j;$@v3PgZfWfmi#$H_7rSEQQ@vPdye5Nn^JNQ@vM0&Ab<sD=WKmA| z3A@i%r2)fqZ#@#8dVR7}0f+5jHm4<&=q8S+lWMn$MZ3z)#&0Zasr;!C01X{U|3jbY z+S@xT(jaR2$rBiIhx3hs`!Uw#T+cdkueo;jrcuN`<4q&-oIft^CrxwZ@y+|X9-a;d zeVy}u+SZX2&36_){n<>rAeVW`?h<9WS0^s)TXrt^e65v5d6#jrAQD^Auk=EmyN_gJU3pC znz_08fN+AmWI3KPhUTK|D3JX3ySaQLTsD{9)r;m*Z@g@NchfE8wJ*%mf)*%0P%a%I z7cw|_`3c|ZLjZTET<6KSo5gfb@s)SZUrT>&gp%rVi&8UWtLS^X7U1-8{E(9W{N*Gc zr*G)z6ZW6JxKEd&8h_ z)!*7J|JQ*l+MPUOk&Wzv2ngs)q}{BH%J&@Xza$~S&6`U~F@!N+l?%kj6&-eGq4qaE z)C_0-G4mjx%EWy+y{6=Ruk2`%(Uw{0G(^tiY8{4pmMWW%j#|8h012&xctJ@4h-Gz-6NC3(hS5GxIv|bJ!~Oo@%3KW^FA73@g`-(ol@>e%^w6 zF20@iH6uC`>a1*RF1y`koS_n*@Mj*_M@C9M@`N~@BsPd7B1_?TfrrDkMH7~EqsF}h zD2_mGc2GKrm^7P0k){+<1l7Hl2dU^F?Gp{Lg)s@(i8f^6*V=9ci~q*7Dsnz^`>Ikg z3a(Qm;(lhr@^WWJ!?)UK7Qk_RIEB@)D0M)jrltsr0lm#;YvgNs+=!eQFlux^lhR3v zQcl*b4H0n5U!SkjfYO!#_eA0RzMh*^p7k|$kkto(Z0{y}P9Ku9of}Xwhr_hr;o((j zm#zb(a2XPC+1%yVf?vZ+FD1?lviKzpJQM+S;&*fTU0LfX%@t9v!s6n-I_59kKrQ9a zv_}_JiZ9uH(i{Yi;<&Os7Urzj=X8*m?e_CYKGkYKg!o1*b zS%JsmAAXVb{vTKW-;Doa1uu^q3+kypF9_R;Ue&|YAeyP~Alj;9RLw4~`NJ4kE8cKPGGEKNtDti-_ggbGhz3(^`-CIerbHS;1A%-efpvq*=UykP%;$ zi|Zo@5SC8(yTiGb5rgZQ#9YKPtybK4yu_D-C^V6}8YwcWXdoghF+U5>?m?2Hs++(6 z#o`>xL)?i1xLM2_j_qNNXpj$0tGF?K&b9COz+wQ=wm8Q9L~!mbp>rB9y@2W!i5RGg zPouR0$#S~`|HP4!R#gPg?hU>Q5IMp=Ff8sIY#y8>MYsM8gx6kPX>|!mmDl~@R`qHDdZyfr9SM6W_KqSQ4tSLeQTo82Yio*EXP5kA8dMt}#HkU)1aP)wzn zcFhIUJkQ(5j(PscbEX$dDXz5fLJWuxgJ~lu20q6Qd=v@Ef)n;0lPGh-UZV zN<1E2KTgUT@3|uTa%xha3TN@^$nq5jR%?8vsmf1gkL?l}`6& zmY&V^Nn-l!YV8avpEt-t@p0=E0m-KGN1F%ZR+Y^vX!gvB(!y&J*2ke%XFkKBkXL)c zRQ(NHx;3Y28fe^3rg++?`V%!pt1)gHMoTS;bgIk{4YNv}9OdlTMjZ`^rhh%->{5OH zT84^*ZTr<6h6W~Y^pAB%OUYg}je66&BtGI&7Nbr#{lh@%RIDnuG$@P4=_J%5FzTi! zfmgFKDl-j(ZTr#@0XEdEdqZnQtj-VB_X}DJSp}`e@cIGCbklS7&}x`y{DlY2eG-hu zn7irqtBl3=d4-`gg)Sz;pESPS=eBuk0SM74zf%hY=Ii(iAIPJbBPo?YQX*NS{H_dv zVA&LcuYTQ0g!mVW07QVpAhv3AMzCCQC$p)PP(!vrbh;{1<7>TICj?$tKQy61c>Q-z zlcHD+>^IBI^J9Nn+8%}cF)XyCncvb^qy5J39;$no3{g<6L^ zp>*FD-|dOCe24P?NCbRx0E_&)`InN!^8Av!J_cmQH9Xm<|C!AA&2>eIMlad?-y-<> z+eLsy{+2nS^okzY{cc!}Patfo`RK!4{ zOCxFVN|1*DgHq*w0KGCahG5R!Pzq2r1O7}vbb2I>Ag3#ed(*OyR1u6Fn=8`YJ6wS> zk3I?)+Kwg~>`ut=sVxn?b@7S-8SNSBO^S%e4d}%j@MH1rg0Ue0S3j;XY40f*#UY01 z==@fy`IY1$tj(2!HBC22L2tU=eF)w@uMXqgj86p%`_@5PQffEGT}G~w!o1M|`*TA> zsV=JpK09?%oUQKzKXH1@Vf!j8{e9qjS#FjibUc{-A0JNSA|7$@;R`?te!BP|H_wjW zp>vJE{-1*BydJJ?jHdarCWx%ReFv*|x6T|PVms`r0uOo}m3Uq^HC93I)E|9xBvxo~ z9B}S1U9@b$Y%br(!x?W@l>w!BxBd1bu~OmpG@toQ)-u>~EF?Q&vLtUg?tABeEA|x# z80pgb$eM{;gJ?N1AI0Yrktdav7L$jDXO5JqvzD{=x27O1e$5q@1CyjI{3x<_s(-!o zoT!XcgoQU@Bc~wyMh$N$YIO@*Xue9tbT|Hs zX=9Ds($KedS!;6H4UEg-k`KS_>e!59mJ#UD8BlhWi+hTl*I8Qw9~5-vEngePk1_MM z^Tv7S(2)R{5%&AujDsNO)8R8Zo%p)L1~~uuA{$Y&7N%`U3Ig7^-vvPh7{MadKnhl3 z$8q!^d)v7#RyLQ295YU;_7M~6YLtUdZ!Y-x+MNeiPhf(nrA^@S9|{^HAJ>)SMJh6P zmBxr~S`%0w;0|~N_l^@d?$vaWD%P`2jwuoK%<2SI{uEloE_N_wxXJuy>w z$6yHu66AdrU(7t9XSZ7+z3(rtFr4}N-SQJl?Z8A;D^IHlwFsu`^JUR?+S0b)z1vF; zo6&TJa$`!pHv_I`8H7va&W*~)agGWQT7#-HiLFs&$IO!K*$Riw7RTeH2uk@q8fj~HScB*{@PLn;(wh%B=)zA5f- z6Jq@C%S!Rgqn6o-r@47T_iyITY#fPss~cyS6QVnPNI|+jj*3%n0(WE-s6+J}(;{6I+M^x? zF&;p39e&)#v#GmdN+WHf16-BJ8$W+Ke$OPjekU|1mVvC6&sf4ncR&u>SpQnAsOOY9 zHTLN~ew{O%DCwrig^Dtj=Une)QZI2b*D zv$lJ4pwr#IPk}}6BqR0%&8d$*jEXZ6L!97x^(1^7 zrz+P6HLRYbZ4KLR=TP>gAWzt!{nKk~KH*K<@0T;mgeZ;PC_0PvI_@P!`*X8zyde1` zV7!=(;C}`kOrS<~^L%4Sa%tiOEZ@1uglQ@YQnungu_Bfm-PT{esHy!NZEZl#`n;J- z41(k-qSX}OqUnt*NamoLbb#9(Q9ki?pV&6bx{G9{m{T4r0z0)uiTgNU&#aZ?p^R6T zk<6*iBTm9K+qAi@4+CF+0m^Cr>||G;ON$>>4^%*f&mu$elJdY#W3??*EyL7~{R(vW zG--8}uhqUHn1k*Iq4R`do__fTe$MYZ2HfL;W7es(dlPJHEVj+bxVEyEG0TQ|V^kAz z%}8W-#!TiXI(P6rpwI@f-80oJ)~4cZh!8$7lXmD%q3vW5zdnO z(Sz+#sWoC+0;9q=mLng~0Q)B&NjD!!n|ggga}TpsW`3^n1iXtg@)M@o){~NgxM=@S z%*yGF&2!vEwWl~+OgW)N&W0aadYo@=Ic$!2eMlT=$z(0had5?@bH zNtK522GCLd=KZr0XHFTEMTHFsTlcCybcIbb+i`aoGC4EJ{pZYpnLu01z9c`_6J5+p z&ik<$%~x069i{_33BkOn^h!EQ9R^-muywp=^k!5iPGOTN$xb!SqhM+HJQ;?S1i#F5 z3hek5%~tyKTV&WQh$o%l#V>FBxdOHOa2A+hP@H|{ovS@TxHkOJw0!WN^kJ%;yOuAO zk<{&zrNYbKv8@y(Cvqy|MdmPN>_>&{Up&Qn;=$Z<~DWeQ3jZ?Raqz16gbcX+WGGQ0C7w(MXO6}WaIbhpIIF|T1FdSN(Z)?c{1 ze7?w-F=6TJR~4D@B)P z*vppYipgil4$K48B{;%@JMZYpTB5EsBwk?Wvl?5gNkEAgY_NgA*y3lKOm$!6E$Qpj zzxLhf`FKoh$9_d`r`SY_MTMiMNo3w73$HHLH@d+lw_?78%Q2Tfl1ja8q$Lnz$!-}$ z z!)a4*k4MrzMoL-}2u^G?e=l2+b!_}u<2E%U9&H4YFTBFvKLr{w(m|w&WGFqZCa3{zf(LZ_4 z0270*UEwZf5GOKF6DWK{pkAH;`^fi%~q=Q15-KDYGShe8-5I?}Xo zee}J4$au$s%AqS8N_~0Ya^tNWaMbaz?4Lu)KcD&&n4bCU8>9U@IiRFr$^tum{%7O( z0SQUamd%oBuH7V0J=f`1Gj6kIYhA9xD7@?o4d;? ziNo->z(=%8RHkg!;B*uZt`!d5$tH3~8KoMYYfrt6CjRlbMfB%;g%n>U-1V$UmnN}j zq2uMffi(2bM{2tvanI!Yyf=s6gU!GAYidKES>lk-Ze}hFm&X|l5l<3c4OIrD!TjDi zpnL`2U-66p+X?)fVDhT^fep#f>4u+tTOloXjSsM^{t2aW?7l2S_v831adi_~#u8JJ5t>lUSuEprIVW zS%eq^N)t7A0Bq(^a_-6ton((X-$}%^9j;1)!X8|UH>*E6=rN`|zmUf*LY1!5hYGyA z7m{Yfg+Yu}x|AmwVF2i5dE#v4uNN{ebZcFY5sA}Uc&Sle2-yal{PDLEQmQAIKy#m^ zlDdn>iZ8^odPeDh4v^fE;rA$@idCgV?zINZ+CH_K-fkjl70nuX?)vUOrY%4F6riaxvEL5ro#OO86;Wyg5fg^4*TLV8A9t5M%MfL4LGK{MI@0#y>5~0X1z)eH zslty57s(t^CmT&pd5VC@O(pA#eQJP85Hw!kDBef{6kicb2VYCiYW4;V_dSj*dkt<{l;TNY9r<+}iYAltHMJV)2*d`QW(+j8TS8))ckIn^(Nvp26x z07pW-Q@h$^AU8~o`8CnP;6lNP^BqmItJ*EoV^=EhYsyqYGOxDGDAdkHiI{>Lwqc2& zmE4`*s=fkylSKGL3jUkrKW_xHFZt{Zf`OOINM1<`k5AB5CPss3etSJ>le}bC{Rs93 z4!vd!Ao*oEFn(l?y>*-Ak@%o$5($XOC)Vzf^-GXegNZYr6CkrbLqmhf?61NxL^GEe3tCQ*xO0OUrZJY)TNQ3Krh5+?!k)( z@5um`57B*f#7@m3vnQznXQ?Le_F;ic6RhDlj{si(A1P@STdWtd>29QjPeC@LoZoIc77Fl5eu~U!nWSxaiiwho^ zUbu(;He0`aXbG4BR{neQ@zy~?@!2ac(P`a=o{oEf;am1)!x*BIj)jy(kBq`)QgTdj!&ytL%>p$_#&t9edkPZ(W!DQaaB;Jxm8u9q;M6C zZrA(;tr8ey;hkQGTUDJdMtP-S)( z1kczBUKgL{90G;b2wy^;Z+2A~GmqO$f_{!j<$JDME&oIGre1Yp;ltp~WP))ab$1q1 zU>Q!Ao#|&>KL*Xwxyi$hkYGtQl*AE}U^adZb3<<7q2hE&;X`Jz>!jn23R3Oj{9M2s zkr~5cAd=eYn&FH=Kh`{UBPy(ytE&-wy{;$|q8OpsNLOM|lAJCbxJkuoonM&oa~=*Y zJY-rLS`46I^~_&YJ^>K5Xkz7h(<+M~RCm&Uxa>t{L2IT2hd*m!lc&KropNUVwyGPk zf>>7I#~Zp}j}^d3f=$a8M;4O#u_5k?AKj>`9_EUp1{q-N=;Si&(H(tONFrZNWhQEv za*B9P?2wfTFo((Oi^DLrfr-p)g|6$lWTq%OZIj7r0g@H&ZiwMbtM08~w34I? zbW7q)wm>Dqe1yse_cPG_dEqS+UY2`ZXQvV2VNFUe)N%Ni~unpiJ*dF8S zw&ELGxfb~8 zJ*xkYKHL9Dz<-hQKbS86t0ld)P`L<40Q_g7QEwRj$tC=6;Qs-#mGS@I#Xq~*|65X)Zl}0{~NaG7^ffO2uBk|6g3EA3p#9 diff --git a/doc/fluid/new_docs/beginners_guide/basics/recommender_system/index.md b/doc/fluid/new_docs/beginners_guide/basics/recommender_system/README.cn.md similarity index 51% rename from doc/fluid/new_docs/beginners_guide/basics/recommender_system/index.md rename to doc/fluid/new_docs/beginners_guide/basics/recommender_system/README.cn.md index 15c1baa52..3174a8c6d 100644 --- a/doc/fluid/new_docs/beginners_guide/basics/recommender_system/index.md +++ b/doc/fluid/new_docs/beginners_guide/basics/recommender_system/README.cn.md @@ -1,533 +1,3 @@ -<<<<<<< HEAD:doc/fluid/new_docs/beginners_guide/basics/recommender_system/index.md -# 个性化推荐 - -本教程源代码目录在[book/recommender_system](https://github.com/PaddlePaddle/book/tree/develop/05.recommender_system), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书)。 - -## 背景介绍 - -在网络技术不断发展和电子商务规模不断扩大的背景下,商品数量和种类快速增长,用户需要花费大量时间才能找到自己想买的商品,这就是信息超载问题。为了解决这个难题,推荐系统(Recommender System)应运而生。 - -个性化推荐系统是信息过滤系统(Information Filtering System)的子集,它可以用在很多领域,如电影、音乐、电商和 Feed 流推荐等。推荐系统通过分析、挖掘用户行为,发现用户的个性化需求与兴趣特点,将用户可能感兴趣的信息或商品推荐给用户。与搜索引擎不同,推荐系统不需要用户准确地描述出自己的需求,而是根据分析历史行为建模,主动提供满足用户兴趣和需求的信息。 - -传统的推荐系统方法主要有: - -- 协同过滤推荐(Collaborative Filtering Recommendation):该方法收集分析用户历史行为、活动、偏好,计算一个用户与其他用户的相似度,利用目标用户的相似用户对商品评价的加权评价值,来预测目标用户对特定商品的喜好程度。优点是可以给用户推荐未浏览过的新产品;缺点是对于没有任何行为的新用户存在冷启动的问题,同时也存在用户与商品之间的交互数据不够多造成的稀疏问题,会导致模型难以找到相近用户。 -- 基于内容过滤推荐[[1](#参考文献)](Content-based Filtering Recommendation):该方法利用商品的内容描述,抽象出有意义的特征,通过计算用户的兴趣和商品描述之间的相似度,来给用户做推荐。优点是简单直接,不需要依据其他用户对商品的评价,而是通过商品属性进行商品相似度度量,从而推荐给用户所感兴趣商品的相似商品;缺点是对于没有任何行为的新用户同样存在冷启动的问题。 -- 组合推荐[[2](#参考文献)](Hybrid Recommendation):运用不同的输入和技术共同进行推荐,以弥补各自推荐技术的缺点。 - -其中协同过滤是应用最广泛的技术之一,它又可以分为多个子类:基于用户 (User-Based)的推荐[[3](#参考文献)] 、基于物品(Item-Based)的推荐[[4](#参考文献)]、基于社交网络关系(Social-Based)的推荐[[5](#参考文献)]、基于模型(Model-based)的推荐等。1994年明尼苏达大学推出的GroupLens系统[[3](#参考文献)]一般被认为是推荐系统成为一个相对独立的研究方向的标志。该系统首次提出了基于协同过滤来完成推荐任务的思想,此后,基于该模型的协同过滤推荐引领了推荐系统十几年的发展方向。 - -深度学习具有优秀的自动提取特征的能力,能够学习多层次的抽象特征表示,并对异质或跨域的内容信息进行学习,可以一定程度上处理推荐系统冷启动问题[[6](#参考文献)]。本教程主要介绍个性化推荐的深度学习模型,以及如何使用PaddlePaddle实现模型。 - -## 效果展示 - -我们使用包含用户信息、电影信息与电影评分的数据集作为个性化推荐的应用场景。当我们训练好模型后,只需要输入对应的用户ID和电影ID,就可以得出一个匹配的分数(范围[0,5],分数越高视为兴趣越大),然后根据所有电影的推荐得分排序,推荐给用户可能感兴趣的电影。 - -``` -Input movie_id: 1962 -Input user_id: 1 -Prediction Score is 4.25 -``` - -## 模型概览 - -本章中,我们首先介绍YouTube的视频推荐系统[[7](#参考文献)],然后介绍我们实现的融合推荐模型。 - -### YouTube的深度神经网络推荐系统 - -YouTube是世界上最大的视频上传、分享和发现网站,YouTube推荐系统为超过10亿用户从不断增长的视频库中推荐个性化的内容。整个系统由两个神经网络组成:候选生成网络和排序网络。候选生成网络从百万量级的视频库中生成上百个候选,排序网络对候选进行打分排序,输出排名最高的数十个结果。系统结构如图1所示: - -![YouTube_Overview](./image/YouTube_Overview.png) -

    -图1. YouTube 推荐系统结构 -

    - -#### 候选生成网络(Candidate Generation Network) - -候选生成网络将推荐问题建模为一个类别数极大的多类分类问题:对于一个Youtube用户,使用其观看历史(视频ID)、搜索词记录(search tokens)、人口学信息(如地理位置、用户登录设备)、二值特征(如性别,是否登录)和连续特征(如用户年龄)等,对视频库中所有视频进行多分类,得到每一类别的分类结果(即每一个视频的推荐概率),最终输出概率较高的几百个视频。 - -首先,将观看历史及搜索词记录这类历史信息,映射为向量后取平均值得到定长表示;同时,输入人口学特征以优化新用户的推荐效果,并将二值特征和连续特征归一化处理到[0, 1]范围。接下来,将所有特征表示拼接为一个向量,并输入给非线形多层感知器(MLP,详见[识别数字](https://github.com/PaddlePaddle/book/blob/develop/02.recognize_digits/README.cn.md)教程)处理。最后,训练时将MLP的输出给softmax做分类,预测时计算用户的综合特征(MLP的输出)与所有视频的相似度,取得分最高的`$k$`个作为候选生成网络的筛选结果。图2显示了候选生成网络结构。 - -![Deep_candidate_generation_model_architecture](./image/Deep_candidate_generation_model_architecture.png) -

    -图2. 候选生成网络结构 -

    - -对于一个用户`$U$`,预测此刻用户要观看的视频`$\omega$`为视频`$i$`的概率公式为: - -$$P(\omega=i|u)=\frac{e^{v_{i}u}}{\sum_{j \in V}e^{v_{j}u}}$$ - -其中`$u$`为用户`$U$`的特征表示,`$V$`为视频库集合,`$v_i$`为视频库中第`$i$`个视频的特征表示。`$u$`和`$v_i$`为长度相等的向量,两者点积可以通过全连接层实现。 - -考虑到softmax分类的类别数非常多,为了保证一定的计算效率:1)训练阶段,使用负样本类别采样将实际计算的类别数缩小至数千;2)推荐(预测)阶段,忽略softmax的归一化计算(不影响结果),将类别打分问题简化为点积(dot product)空间中的最近邻(nearest neighbor)搜索问题,取与`$u$`最近的`$k$`个视频作为生成的候选。 - -#### 排序网络(Ranking Network) -排序网络的结构类似于候选生成网络,但是它的目标是对候选进行更细致的打分排序。和传统广告排序中的特征抽取方法类似,这里也构造了大量的用于视频排序的相关特征(如视频 ID、上次观看时间等)。这些特征的处理方式和候选生成网络类似,不同之处是排序网络的顶部是一个加权逻辑回归(weighted logistic regression),它对所有候选视频进行打分,从高到底排序后将分数较高的一些视频返回给用户。 - -### 融合推荐模型 -本节会使卷积神经网络(Convolutional Neural Networks)来学习电影名称的表示。下面会依次介绍文本卷积神经网络以及融合推荐模型。 - -#### 文本卷积神经网络(CNN) - -卷积神经网络经常用来处理具有类似网格拓扑结构(grid-like topology)的数据。例如,图像可以视为二维网格的像素点,自然语言可以视为一维的词序列。卷积神经网络可以提取多种局部特征,并对其进行组合抽象得到更高级的特征表示。实验表明,卷积神经网络能高效地对图像及文本问题进行建模处理。 - -卷积神经网络主要由卷积(convolution)和池化(pooling)操作构成,其应用及组合方式灵活多变,种类繁多。本小结我们以如图3所示的网络进行讲解: - -![text_cnn](./image/text_cnn.png) -

    -图3. 卷积神经网络文本分类模型 -

    - -假设待处理句子的长度为`$n$`,其中第`$i$`个词的词向量(word embedding)为`$x_i\in\mathbb{R}^k$`,`$k$`为维度大小。 - -首先,进行词向量的拼接操作:将每`$h$`个词拼接起来形成一个大小为`$h$`的词窗口,记为`$x_{i:i+h-1}$`,它表示词序列`$x_{i},x_{i+1},\ldots,x_{i+h-1}$`的拼接,其中,`$i$`表示词窗口中第一个词在整个句子中的位置,取值范围从`$1$`到`$n-h+1$`,`$x_{i:i+h-1}\in\mathbb{R}^{hk}$`。 - -其次,进行卷积操作:把卷积核(kernel)`$w\in\mathbb{R}^{hk}$`应用于包含`$h$`个词的窗口`$x_{i:i+h-1}$`,得到特征`$c_i=f(w\cdot x_{i:i+h-1}+b)$`,其中`$b\in\mathbb{R}$`为偏置项(bias),`$f$`为非线性激活函数,如`$sigmoid$`。将卷积核应用于句子中所有的词窗口`${x_{1:h},x_{2:h+1},\ldots,x_{n-h+1:n}}$`,产生一个特征图(feature map): - -$$c=[c_1,c_2,\ldots,c_{n-h+1}], c \in \mathbb{R}^{n-h+1}$$ - -接下来,对特征图采用时间维度上的最大池化(max pooling over time)操作得到此卷积核对应的整句话的特征`$\hat c$`,它是特征图中所有元素的最大值: - -$$\hat c=max(c)$$ - -#### 模型概览 - -在融合推荐模型的电影推荐系统中: - -1. 首先,使用用户特征和电影特征作为神经网络的输入,其中: - -- 用户特征融合了四个属性信息,分别是用户ID、性别、职业和年龄。 - -- 电影特征融合了三个属性信息,分别是电影ID、电影类型ID和电影名称。 - -2. 对用户特征,将用户ID映射为维度大小为256的向量表示,输入全连接层,并对其他三个属性也做类似的处理。然后将四个属性的特征表示分别全连接并相加。 - -3. 对电影特征,将电影ID以类似用户ID的方式进行处理,电影类型ID以向量的形式直接输入全连接层,电影名称用文本卷积神经网络得到其定长向量表示。然后将三个属性的特征表示分别全连接并相加。 - -4. 得到用户和电影的向量表示后,计算二者的余弦相似度作为推荐系统的打分。最后,用该相似度打分和用户真实打分的差异的平方作为该回归模型的损失函数。 - -![rec_regression_network](./image/rec_regression_network.png) -

    -图4. 融合推荐模型 -

    - -## 数据准备 - -### 数据介绍与下载 - -我们以 [MovieLens 百万数据集(ml-1m)](http://files.grouplens.org/datasets/movielens/ml-1m.zip)为例进行介绍。ml-1m 数据集包含了 6,000 位用户对 4,000 部电影的 1,000,000 条评价(评分范围 1~5 分,均为整数),由 GroupLens Research 实验室搜集整理。 - -Paddle在API中提供了自动加载数据的模块。数据模块为 `paddle.dataset.movielens` - - -```python -import paddle -movie_info = paddle.dataset.movielens.movie_info() -print movie_info.values()[0] -``` - - -```python -# Run this block to show dataset's documentation -# help(paddle.dataset.movielens) -``` - -在原始数据中包含电影的特征数据,用户的特征数据,和用户对电影的评分。 - -例如,其中某一个电影特征为: - - -```python -movie_info = paddle.dataset.movielens.movie_info() -print movie_info.values()[0] -``` - - - - -这表示,电影的id是1,标题是《Toy Story》,该电影被分为到三个类别中。这三个类别是动画,儿童,喜剧。 - - -```python -user_info = paddle.dataset.movielens.user_info() -print user_info.values()[0] -``` - - - - -这表示,该用户ID是1,女性,年龄比18岁还年轻。职业ID是10。 - - -其中,年龄使用下列分布 -* 1: "Under 18" -* 18: "18-24" -* 25: "25-34" -* 35: "35-44" -* 45: "45-49" -* 50: "50-55" -* 56: "56+" - -职业是从下面几种选项里面选则得出: -* 0: "other" or not specified -* 1: "academic/educator" -* 2: "artist" -* 3: "clerical/admin" -* 4: "college/grad student" -* 5: "customer service" -* 6: "doctor/health care" -* 7: "executive/managerial" -* 8: "farmer" -* 9: "homemaker" -* 10: "K-12 student" -* 11: "lawyer" -* 12: "programmer" -* 13: "retired" -* 14: "sales/marketing" -* 15: "scientist" -* 16: "self-employed" -* 17: "technician/engineer" -* 18: "tradesman/craftsman" -* 19: "unemployed" -* 20: "writer" - -而对于每一条训练/测试数据,均为 <用户特征> + <电影特征> + 评分。 - -例如,我们获得第一条训练数据: - - -```python -train_set_creator = paddle.dataset.movielens.train() -train_sample = next(train_set_creator()) -uid = train_sample[0] -mov_id = train_sample[len(user_info[uid].value())] -print "User %s rates Movie %s with Score %s"%(user_info[uid], movie_info[mov_id], train_sample[-1]) -``` - -User rates Movie with Score [5.0] - - -即用户1对电影1193的评价为5分。 - -## 模型配置说明 - -下面我们开始根据输入数据的形式配置模型。首先引入所需的库函数以及定义全局变量。 - - -```python -import math -import sys -import numpy as np -import paddle -import paddle.fluid as fluid -import paddle.fluid.layers as layers -import paddle.fluid.nets as nets - -IS_SPARSE = True -USE_GPU = False -BATCH_SIZE = 256 -``` - -然后为我们的用户特征综合模型定义模型配置 - -```python -def get_usr_combined_features(): - -USR_DICT_SIZE = paddle.dataset.movielens.max_user_id() + 1 - -uid = layers.data(name='user_id', shape=[1], dtype='int64') - -usr_emb = layers.embedding( -input=uid, -dtype='float32', -size=[USR_DICT_SIZE, 32], -param_attr='user_table', -is_sparse=IS_SPARSE) - -usr_fc = layers.fc(input=usr_emb, size=32) - -USR_GENDER_DICT_SIZE = 2 - -usr_gender_id = layers.data(name='gender_id', shape=[1], dtype='int64') - -usr_gender_emb = layers.embedding( -input=usr_gender_id, -size=[USR_GENDER_DICT_SIZE, 16], -param_attr='gender_table', -is_sparse=IS_SPARSE) - -usr_gender_fc = layers.fc(input=usr_gender_emb, size=16) - -USR_AGE_DICT_SIZE = len(paddle.dataset.movielens.age_table) -usr_age_id = layers.data(name='age_id', shape=[1], dtype="int64") - -usr_age_emb = layers.embedding( -input=usr_age_id, -size=[USR_AGE_DICT_SIZE, 16], -is_sparse=IS_SPARSE, -param_attr='age_table') - -usr_age_fc = layers.fc(input=usr_age_emb, size=16) - -USR_JOB_DICT_SIZE = paddle.dataset.movielens.max_job_id() + 1 -usr_job_id = layers.data(name='job_id', shape=[1], dtype="int64") - -usr_job_emb = layers.embedding( -input=usr_job_id, -size=[USR_JOB_DICT_SIZE, 16], -param_attr='job_table', -is_sparse=IS_SPARSE) - -usr_job_fc = layers.fc(input=usr_job_emb, size=16) - -concat_embed = layers.concat( -input=[usr_fc, usr_gender_fc, usr_age_fc, usr_job_fc], axis=1) - -usr_combined_features = layers.fc(input=concat_embed, size=200, act="tanh") - -return usr_combined_features -``` - -如上述代码所示,对于每个用户,我们输入4维特征。其中包括user_id,gender_id,age_id,job_id。这几维特征均是简单的整数值。为了后续神经网络处理这些特征方便,我们借鉴NLP中的语言模型,将这几维离散的整数值,变换成embedding取出。分别形成usr_emb, usr_gender_emb, usr_age_emb, usr_job_emb。 - -然后,我们对于所有的用户特征,均输入到一个全连接层(fc)中。将所有特征融合为一个200维度的特征。 - -进而,我们对每一个电影特征做类似的变换,网络配置为: - - -```python -def get_mov_combined_features(): - -MOV_DICT_SIZE = paddle.dataset.movielens.max_movie_id() + 1 - -mov_id = layers.data(name='movie_id', shape=[1], dtype='int64') - -mov_emb = layers.embedding( -input=mov_id, -dtype='float32', -size=[MOV_DICT_SIZE, 32], -param_attr='movie_table', -is_sparse=IS_SPARSE) - -mov_fc = layers.fc(input=mov_emb, size=32) - -CATEGORY_DICT_SIZE = len(paddle.dataset.movielens.movie_categories()) - -category_id = layers.data( -name='category_id', shape=[1], dtype='int64', lod_level=1) - -mov_categories_emb = layers.embedding( -input=category_id, size=[CATEGORY_DICT_SIZE, 32], is_sparse=IS_SPARSE) - -mov_categories_hidden = layers.sequence_pool( -input=mov_categories_emb, pool_type="sum") - -MOV_TITLE_DICT_SIZE = len(paddle.dataset.movielens.get_movie_title_dict()) - -mov_title_id = layers.data( -name='movie_title', shape=[1], dtype='int64', lod_level=1) - -mov_title_emb = layers.embedding( -input=mov_title_id, size=[MOV_TITLE_DICT_SIZE, 32], is_sparse=IS_SPARSE) - -mov_title_conv = nets.sequence_conv_pool( -input=mov_title_emb, -num_filters=32, -filter_size=3, -act="tanh", -pool_type="sum") - -concat_embed = layers.concat( -input=[mov_fc, mov_categories_hidden, mov_title_conv], axis=1) - -mov_combined_features = layers.fc(input=concat_embed, size=200, act="tanh") - -return mov_combined_features -``` - -电影标题名称(title)是一个序列的整数,整数代表的是这个词在索引序列中的下标。这个序列会被送入 `sequence_conv_pool` 层,这个层会在时间维度上使用卷积和池化。因为如此,所以输出会是固定长度,尽管输入的序列长度各不相同。 - -最后,我们定义一个`inference_program`来使用余弦相似度计算用户特征与电影特征的相似性。 - -```python -def inference_program(): -usr_combined_features = get_usr_combined_features() -mov_combined_features = get_mov_combined_features() - -inference = layers.cos_sim(X=usr_combined_features, Y=mov_combined_features) -scale_infer = layers.scale(x=inference, scale=5.0) - -return scale_infer -``` - -进而,我们定义一个`train_program`来使用`inference_program`计算出的结果,在标记数据的帮助下来计算误差。我们还定义了一个`optimizer_func`来定义优化器。 - -```python -def train_program(): - -scale_infer = inference_program() - -label = layers.data(name='score', shape=[1], dtype='float32') -square_cost = layers.square_error_cost(input=scale_infer, label=label) -avg_cost = layers.mean(square_cost) - -return [avg_cost, scale_infer] - - -def optimizer_func(): -return fluid.optimizer.SGD(learning_rate=0.2) -``` - - -## 训练模型 - -### 定义训练环境 -定义您的训练环境,可以指定训练是发生在CPU还是GPU上。 - -```python -use_cuda = False -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() -``` - -### 定义数据提供器 -下一步是为训练和测试定义数据提供器。提供器读入一个大小为 `BATCH_SIZE`的数据。`paddle.dataset.movielens.train` 每次会在乱序化后提供一个大小为`BATCH_SIZE`的数据,乱序化的大小为缓存大小`buf_size`。 - -```python -train_reader = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.movielens.train(), buf_size=8192), -batch_size=BATCH_SIZE) - -test_reader = paddle.batch( -paddle.dataset.movielens.test(), batch_size=BATCH_SIZE) -``` - -### 构造训练器(trainer) -训练器需要一个训练程序和一个训练优化函数。 - -```python -trainer = fluid.Trainer( -train_func=train_program, place=place, optimizer_func=optimizer_func) -``` - -### 提供数据 - -`feed_order`用来定义每条产生的数据和`paddle.layer.data`之间的映射关系。比如,`movielens.train`产生的第一列的数据对应的是`user_id`这个特征。 - -```python -feed_order = [ -'user_id', 'gender_id', 'age_id', 'job_id', 'movie_id', 'category_id', -'movie_title', 'score' -] -``` - -### 事件处理器 -回调函数`event_handler`在一个之前定义好的事件发生后会被调用。例如,我们可以在每步训练结束后查看误差。 - -```python -# Specify the directory path to save the parameters -params_dirname = "recommender_system.inference.model" - -from paddle.v2.plot import Ploter -test_title = "Test cost" -plot_cost = Ploter(test_title) - - -def event_handler(event): -if isinstance(event, fluid.EndStepEvent): -avg_cost_set = trainer.test( -reader=test_reader, feed_order=feed_order) - -# get avg cost -avg_cost = np.array(avg_cost_set).mean() - -plot_cost.append(test_title, event.step, avg_cost_set[0]) -plot_cost.plot() - -print("avg_cost: %s" % avg_cost) -print('BatchID {0}, Test Loss {1:0.2}'.format(event.epoch + 1, -float(avg_cost))) - -if event.step == 20: # Adjust this number for accuracy -trainer.save_params(params_dirname) -trainer.stop() -``` - -### 开始训练 -最后,我们传入训练循环数(`num_epoch`)和一些别的参数,调用 `trainer.train` 来开始训练。 - -```python -trainer.train( -num_epochs=1, -event_handler=event_handler, -reader=train_reader, -feed_order=feed_order) -``` - -## 应用模型 - -### 构建预测器 -传入`inference_program`和`params_dirname`来初始化一个预测器, `params_dirname`用来存放训练过程中的各个参数。 - -```python -inferencer = fluid.Inferencer( -inference_program, param_path=params_dirname, place=place) -``` - -### 生成测试用输入数据 -使用 create_lod_tensor(data, lod, place) 的API来生成细节层次的张量。`data`是一个序列,每个元素是一个索引号的序列。`lod`是细节层次的信息,对应于`data`。比如,data = [[10, 2, 3], [2, 3]] 意味着它包含两个序列,长度分别是3和2。于是相应地 lod = [[3, 2]],它表明其包含一层细节信息,意味着 `data` 有两个序列,长度分别是3和2。 - -在这个预测例子中,我们试着预测用户ID为1的用户对于电影'Hunchback of Notre Dame'的评分 - -```python -infer_movie_id = 783 -infer_movie_name = paddle.dataset.movielens.movie_info()[infer_movie_id].title -user_id = fluid.create_lod_tensor([[1]], [[1]], place) -gender_id = fluid.create_lod_tensor([[1]], [[1]], place) -age_id = fluid.create_lod_tensor([[0]], [[1]], place) -job_id = fluid.create_lod_tensor([[10]], [[1]], place) -movie_id = fluid.create_lod_tensor([[783]], [[1]], place) # Hunchback of Notre Dame -category_id = fluid.create_lod_tensor([[10, 8, 9]], [[3]], place) # Animation, Children's, Musical -movie_title = fluid.create_lod_tensor([[1069, 4140, 2923, 710, 988]], [[5]], -place) # 'hunchback','of','notre','dame','the' -``` - -### 测试 -现在我们可以进行预测了。我们要提供的`feed_order`应该和训练过程一致。 - - -```python -results = inferencer.infer( -{ -'user_id': user_id, -'gender_id': gender_id, -'age_id': age_id, -'job_id': job_id, -'movie_id': movie_id, -'category_id': category_id, -'movie_title': movie_title -}, -return_numpy=False) -``` - -## 总结 - -本章介绍了传统的推荐系统方法和YouTube的深度神经网络推荐系统,并以电影推荐为例,使用PaddlePaddle训练了一个个性化推荐神经网络模型。推荐系统几乎涵盖了电商系统、社交网络、广告推荐、搜索引擎等领域的方方面面,而在图像处理、自然语言处理等领域已经发挥重要作用的深度学习技术,也将会在推荐系统领域大放异彩。 - -## 参考文献 - -1. [Peter Brusilovsky](https://en.wikipedia.org/wiki/Peter_Brusilovsky) (2007). *The Adaptive Web*. p. 325. -2. Robin Burke , [Hybrid Web Recommender Systems](http://www.dcs.warwick.ac.uk/~acristea/courses/CS411/2010/Book%20-%20The%20Adaptive%20Web/HybridWebRecommenderSystems.pdf), pp. 377-408, The Adaptive Web, Peter Brusilovsky, Alfred Kobsa, Wolfgang Nejdl (Ed.), Lecture Notes in Computer Science, Springer-Verlag, Berlin, Germany, Lecture Notes in Computer Science, Vol. 4321, May 2007, 978-3-540-72078-2. -3. P. Resnick, N. Iacovou, etc. “[GroupLens: An Open Architecture for Collaborative Filtering of Netnews](http://ccs.mit.edu/papers/CCSWP165.html)”, Proceedings of ACM Conference on Computer Supported Cooperative Work, CSCW 1994. pp.175-186. -4. Sarwar, Badrul, et al. "[Item-based collaborative filtering recommendation algorithms.](http://files.grouplens.org/papers/www10_sarwar.pdf)" *Proceedings of the 10th international conference on World Wide Web*. ACM, 2001. -5. Kautz, Henry, Bart Selman, and Mehul Shah. "[Referral Web: combining social networks and collaborative filtering.](http://www.cs.cornell.edu/selman/papers/pdf/97.cacm.refweb.pdf)" Communications of the ACM 40.3 (1997): 63-65. APA -6. Yuan, Jianbo, et al. ["Solving Cold-Start Problem in Large-scale Recommendation Engines: A Deep Learning Approach."](https://arxiv.org/pdf/1611.05480v1.pdf) *arXiv preprint arXiv:1611.05480* (2016). -7. Covington P, Adams J, Sargin E. [Deep neural networks for youtube recommendations](https://static.googleusercontent.com/media/research.google.com/zh-CN//pubs/archive/45530.pdf)[C]//Proceedings of the 10th ACM Conference on Recommender Systems. ACM, 2016: 191-198. - - -
    -
    知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 个性化推荐 本教程源代码目录在[book/recommender_system](https://github.com/PaddlePaddle/book/tree/develop/05.recommender_system), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书),更多内容请参考本教程的[视频课堂](http://bit.baidu.com/course/detail/id/176.html)。 @@ -1065,4 +535,3 @@ print("Actual Rating of user id 1 on movie \"" + infer_movie_name + "\" is 4.")
    知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics:doc/fluid/new_docs/beginners_guide/basics/recommender_system/README.cn.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/recommender_system/image/rec_regression_network_en.png b/doc/fluid/new_docs/beginners_guide/basics/recommender_system/image/rec_regression_network_en.png deleted file mode 100755 index 6fc8e11967000ec48c1c0a6fa3c2eaecb80cbb84..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 106669 zcmeEtXH=9;u;v(15K&2r!T>4=NRXTdi2@QNXGC%wB@HknB`FzEkSr=W=R7D#&N+kR z43hKA_KSYsy?6JX{jq;`e=Nsy9EP|1?XG&N>Z$7LcZ%{-g!mNrFc^$b`iZy_40cHs z20KrD=`8q$nu3@S{CCS(HZXF2)nqIPgPnV6 zuA*VDA@`Ku5NXX~06oLvWc?D1hQS08PA?4%EsgD|Ul^O3+X&IFS5(tdn;Qwys&mP) z$-NXaHZyb&i06%l@0vkW`4xU z&&AEp&O`n8hZele*2sikNnG;pyTETkv}X49FZo$nQ79A(ih~7dYs&hFkB<+UgPolj zJi%<|Y-4ZW#B5`C_n#TWjqMC=&0pG^BWk0 z5E-kJ!AsUhENraS*3iCApSH7CGX9Tc{I^frsW`thW>qq_LpslQ1@D~;%b0dBpE*?HM?iU8kd`296%$yuRb_U#h zT+GHsyv9b{JSJQ`MvwlP=f4~On1_v*Q;Jd)yEl5FCf z|BRKkv9mX@F*N??-R9ukf5&qCZ^!bB*%}+zBW+cXNUMKPplF7)N7|VoUs8)Hb5lQ% zGcYu_fxcjXl=NrM;>Nb-j>blkwn%I0Qz`SC|2HdOW9J1J;^AcDVQ1s!ee{Tzo&B+> zDEnhEE*=SPHcmd;zhjO5PbJ3+7Q_m{0r=%#GcvXTwqpy71i9Yk z2s;zoBQ5?|#c6nD>~gHC!w~Q9idMFmu>5p}7_;aF%bc>rcUq;}{zf073EonCF=jEI z!F!vh{+#MVNAo;c$>#D}&b@2N5BOQ$QQ!24a$7sWZP!GN!0xs@M6I2;BV3PT z?Mwvr%Btr#Vz)-^+&Ap`DbJmncH`a4G^Zb6n}Jxo(@&wuZN%vZPuH)wGpCnPdjLH9F#80$!#9+SZ)Yi%S3aglvGEE%~FiKl6PCno) zOe9`9>4idvx$DAWxjN(R9)=B1S458N&*J59L9-4P^xB7~rA@#{*c+N4TX8m7dsDyB zV>#ibKXDGfJ)-Ic{S~HLoNNpvFxY2caiNH%+b>Gwa!!^Dc0|wktT0uO!x5R^277|f zz#dqg&hX;Ef4jpbNAtJZw8x#*x)2N5?EShD$J*k1Q}_YWPF_Fw6o^A5Lp@yEVg!ws`*Y zl-C~PQs3AG#YVezR#^mR#$+1b&d}D0RTsyrrY2)8Y8Z^@Gt&tJrEmr_ln?lnP)5e;Uwd_q0|UWtSje)&9XVRVkgtkuTdYJ|tR zxkQE&@tMt9iRuVjB3rVa5LoPecrD$#5e8HAg!~tOo;|D zro!k$9xV1%E$SeTw}(|^o`a?Eo-SojnUxE3f^A-o-Vk5;mV+Alrlaz?^P}UtAgccR zm?f+Au{~vlj#mUgWEZ4>$UYOJ7Z#K0^;e6O^DcM14pbx*mD4cHg26n`PF}eM`&^(^ z`S7GUT{Cz(Z}5j#z|Zqcl03( zoyfgjZ^c{eEs1K!C!`_Y&%!?ELLS#%4d+_0XfYQ&a__=j1A)$I&=7jRVIAKp_F`u)xC1Op8UPJpVFhr0%VJri(xiXaBFo0lBbi zK(&gDOcSYEd9($iDM;Mr=H^-FN!E@8a%N<8ZSd+rO5{V$N~4XVs97o@^v*&T$6@z$ zh>-2X2ZT{XwflaF?+Qx9?|e#ndirLYPt@$DzrV2CVH2>rg%t=g4;~Ka+V!mx+q6II zaG6VTTsv?7`3HLC4l}Fn_+Y%pVOX`W;I6=3juxI1$EoX5RK#xPU0*yTkPUiXdyA>R zR4`?1{vD}ZhS?R9^?lXgH5ORJ9E;1kzP^Bcso+_d=ji-_I`D|hX_>Cm`_sXL7F!)x zgr4Wz;-De{n_D0`jk{V(MK9_K)57aO=;bHxsD>bLW!QZF+1Cc6h!!SB{COX#obr>M zwJM42fm++E7wH4N&4_9*h0(!ap?H7xK_71~V}SY1)o$J;3~gFU&I%KJxV<>=dIQWl z{AOPNPh3B!KY_zwg~9h_$yhay-8B}v3e-cWghsX$)YUN0ie5;VI3H0uTJ@+8{1G?d zNR?VhYs=QWFX=-6;)MLAONkgTqhGfm7^6l7_9R(w3@*OA&A{Z z!w~GO?{aqY_@Kx4@6(d;zk`re2WgR?^y3lhKM)hR$Xi71(Ffv%uX-0A=_8J{D^@Y4 zEpfhF*u`JDlXru8H$RTxkP~bX8RByaKxug%YS?+Q8;a$nt`zrM0 zUV`Hx5$dFS?KWA|?`bJ2ht`XG<~1xryN!Y9HH_uXtuh6K-KhJKhl903H2>CiGM)z) zx?g!a>9N3Sth2Dj;6X;tp>zSyeE}WWh=&-vseM^iVV3)R!fevi>j!%MXnEqP#!3EuR7%2)lV6#pdd+KMoJUH|5_OY)l!b>}dw~o+CYh`J z*m7|bApc0+S8W$ZWo(z4z7~w!SjNUwILJx1$VT#HZ^%xX<^Xgr=TtFPLX3Nn&@_S~KLafW?0-6qI?uNc{E2p~n*PAVm-Wn<@_rXq+ z)$k$-y5Xu66QNtHjv5-p+g^Rz7noaY+>LD91~=`reP$1EpUB6|Zn$ryjQe!H(MFa% z>N&p2D^#tI7jzuz&B>N1lsf19I5P6cu1-&9 ztT=dNvHi&~U72CgA9b)EXjUi3y7V4voNx!^COlKAU7yI6vJ%?ZzdLziQ9LqK;$<|< zJ(=T;I_@;^GsVzXrb0^F7OKYf?PPW1E+Mz`q&)6wRc)a>j)xO#3#w^;a{Rn!A$UBO zte-V*-r}_LF_I$@vWC^FJ&eI*QltsuC9XFD{-Pf^F3k?tW5L1!eeG+j(r=GLI;tKN z=;%EQ)4Z8KamL_*$s3P`pBt8Fg_Nfldadzw&%|aBResy16?26$0$DK~pDQ$cL#{P+W2L9y z%dB!WO0vL|@MB~o?vSTs2hPS;z>kA(aj$Thux#ktH_Z-Jdo;S^>7dPV2ihM*G2!v`gJ7@x~#vSRLqSY$GCm*#wQRR76kqN;0isV!uI^4%Nf zBk!1u^z{Dy43joj+MoBX^s=#+Oc*r$W?k{PNzc44;-njeq{?mkZZ>T)R&L7e>oH_# zILb#Z$%?q*)#ssYJbU}u5o2HwVFmML7)%2Np)#{%gPDriq9TpIaGRS!j5n;Wi$U(Bb%J6w~Omk`=|dcwxTV#w+}Tm%bp^jCuj z;W&DNYn=D}!8Z>R=bd>5xze3v1vm2_CP<160*d;j$2;oggtks@ST-)vr=nR9m%Dcdln)u)}YH;3i^3g7*Tm30N_LfeBpP z2zK@kvX)d=yUAgUHP~YIIHP6VH{M@Nc-fC0(+&|;AJ+4Ps7M0#l(pyq&@uicjqU}` zd8j0+pdl`y?2g9><(~LJj=mFiDAoGq(q6m92-iZckSmu~n@z$t2-tmRB4}3|ydg+1(T8%O>+8Hht&~v&2zKU_s5In+d)Ma2 zNd5f!+fv-WqSS|guP?2)QQIZF_Ej=Ob6U1#O~QCDm0M#l{BE$|Twp=H&qhJ<`sH=( zxjhBl$cg?M5o^*(p&%PA{LA@=6~scvjFmfKH>6HFHGL4yhk& zD+1C`80)t6m{V$R*s4DZZ9;?I{2f6lu<5QaskEV~Ir)f8@18ph`V ziFtj{aRxT{vPW#p z$|_|*U{bmP%Ub;oQLM}aQcaYgm8VHuAej-u$b6`qDB5iiIE+|!Ye~+!Co{X3c|uOw z8$q8ps)Y3)N#!9 zn#OWvpP-yT@X9_C!jp}ttX@N9e29$nSnZsgoOpjfV7@JGYYHdCb5uv3kMz9s_!2Jp zY0ULEJ!w)}z*YFc9Tj))ZKWje+4!-pl(un??5^}N`D@5?p+#G3wG$S5jyJ|DI1E|Q z?J<-3xMT`Y#$FYJ0=;9=z%RG{SM>o7vHf2vD_sXzSE;Z*v&%N68$R<1RUU_KU0#VS zRr{l?>lGez8P?V@*2O^)QdAz@z;X8^dt^(6#7A9KTnQI=5|7?pyj(I)!X?_yKmEZE zyJ;jPM3AAX<1`-frTB*rxxO&)mzI@wFYY3rSU5~(b!;O5$rJ9u?T-+Lm|!?T2$eqx zhQUPUryxR~nXtmphD>;AN6=y8;*71d(G53^cbC~G7xGU>tuuc?ekvQ*xjICK!MYSy zo^E2#5inG8UE71W>LbI#S?uCok%H0Tu4Q!Y%ou9irh_L5Y!F0*QO5?Mu5&-gFqqFn zB%^V%kgsJ0(UGH_qNKP%vMv5ZRDSg!vG!`mQ)T%0o7UVADtCvKS6@j%>@qv8%K=Z^ zL=Ww^$W1%BD$My#PXKOD$HZ`VrbC%-qNhf`4A~6-GP}_44|p^nZp-fj+J&&CcWbJP zPF6n0;h41a_HIdWD}k&4Z@mg>auED(T06dPx>IZyv9+ySLvWeZwCR0a!eI*&)5N8T zTkiLce`S@7mKGyNtV@Kx%ofLlR#K`MkM)I}e2MnZR_)92aBxGf4JOCf^l$P2+`xG@ zy<2T>?snDY)C`&>9EF0^^$L___Kz$OH%PVsn$b)FS1AH4Z-t--4{mE_l2}=J4A@4; z!;a{KpF*gKqIv|xWh6tInlUf$xVuhSmyEs~Q|(EXzl!VU-m9J3n+Sv!!{e=6k1 zjm=|cJU54gg_>>Ph4K@kxd67J@XlW_tmfG4*S4{8Stj&vE1xqw%USYK&!FQ^e9 z^?htI4G^Tx55k&I6z&e7)EisNSX6s#wJHCdghCPDdf`PoZ=5h-YeVp+b;R>u#_BrZ zCk3;!v&zXr_WK5S#+X$=zR9r?|x*RbOLB!{rw?t;_pXp2A$~LQjhRJmvE!GSNAz&#eJMHZzyC-EA_S-o&v_|7g84 zO>-8aNDDsIAkeSKYct`WW7r}WI}W+IfdH;qeXh)6U@UjeG%QYV7u`kp6ikWKA344c zjQTcI#(plgz0kFVEYK5NkA)lQ&$Q{a^IGk{m1R8|T2gmE+Fs-V9ECi7@9RSI&Jtn- zkQ&RJ>Q}&IIY+46wH-rfiY@%Z`cSsk9#wM2j;t%Ly}p{$Ygwy(MbyNFsYnuR%-CX+ z<6+cvI~B^^6mAIRT=_|G@u2JlN&iM5!lelWa@)hMZb%g%TQnlo2i{yOtZsAJ$dfV| zwcFEebGKdzN0VUqw|{vN@!1FMiHIMK)CE8QQA@E8tY3C1caxu@U8 zvIWfXAvFglxyzX@00;Q^e@>rcm_quUfrA!yJ1W6_b!R6|oZnQPTUp-B+81D&(9zI) z)|Cc#=zD#}szT`UIosbFhugSsj)Bm%c;nN)ZFg~0p1`-+4s8f zq+_6@uIT8u0Kt6yo6#tQq3-U?nl#Fo45DZwYv^=Psq4hv5CxT=PJg|41gp!#k+cbc z+SYmS1q~E{VY$!1_sBYbQt$(0OQ7#@lF1?8WCa;pNeI<_Vd%-z>JWGHat<>uWcZkq z;bo-#7O0NelR#A>P-r<@Z9jmHc*E1l`_VfqK&yop)UY$7; z-IRSrg3A30Oyo6WF$>02 z`2gaqaeW@vk%2k<(deDF`nr~edq$3ypR5F)}G+ir%nOMz| z4fF6!x!zvB2A;F<_tm=2==%vOD?+m6&-2<{xxtL!O2G!9+RmPJU1>vsns1u^pR#Tu zRIh!vTBdB)a?b7ZrY{CpX&TlnOH3C&I?-1?zI>sXWf z-fYKE&f&pC&cw45oPmj?aGO21t!CvC z8k+0lxs5y)v$l@=E<$sd%D)>hG0>_%c++|aC#&m7u`maehX3p@!c)|=6R?ZSTsdmo zx*IEfLa%CaS=>st4agr*BQY_DtEV-1`}u}qxA*f2Dq2b_@oZpp7&xU95!S%ax^*Gb zaYdzz<)(tyM=VpOye^XO47VmJ{O8jDVlu_GkuRoG@55Wl)lva6NFG4df5ALgiNod* z3q6mD4Mgzni@euv;R1wDZMMq9JKAm-CvANBR*P8Jrl6Sa<65k1QOcPJja z+YR)0wI(=RKm7n~oCYdNH^Lou7Dv`|j{fVxN9mJ$K;veR#t%%|p`#Ovf&`xnByX8r z=;V1be|iH$x^_BVHce$^kuQiySaoknJILJa+5_0gjvQ5~dgKp*`^1-j06d34ncGZ3 zT}wABrhC7GhhjoER_oXxy_|b&keab`@qWMytf2$&j#>OfI^DULr1M54NhBCy$Pn=t;c9x zx07b(7}NlcTHU(~S|>s$9y32V%n;JQwxzFob-W^VeQvHF>`49(J^m=)p!aFw_q-TNWy26*eRAw-sazM0SAgSK;scvhaA?(jdJYh$()SJShMD}4 zvP8}*m$h-bcwwz}XU3l^xZXL(ZM0;0i22oTy}BchwA4zK+aU3>jf4(&t=IHryCFI6 zVKg~8X;AGK@E}vE?^4PZ=3&pYU8@-HdtGHbPiqip*{LGjZ?XA`< zgNRx)6Ha8r_;(m4?kN0psR(}Be(CF@z$UVKYdN{YM9m!{gl=_ zpT|OHCL+rjSqiw-x_Up8zUrdXSCk&#v^JmNmaek%~gX|zc5xCXvWh`5qn*v%Mr|S zJ;E-#@HyG-d4wAFyFK-NMJ0*8x%CE|oRrl{gZjL6lJ>y<1^NhVM`Xp%fyq=m*%Kn$ z*7Cq6w&L1LMAL$Sj@JQ;jGbDu0tv1n`z?VrOWor2nEjoqB49pb7`qm|L-`*^&vVp_@e*>2;N zyWG%3;Y}Jhn+yb{^zo;UcM*N~*VF)r8kqz6J7I>xAUD zBeW}8`^_&#`0B)J!8>>e%c|A}TrSv2a2J6l*MF&`xxX|whoh$V3A4+{_2iC9xWn_N@rrvAzGtsPCevln=p*Z)O}Qxwz2Pf#1e%*?vD~As zka;jLl|0vAaO7}H_?w2&g9nf$!m}_X_eeKsjr_p*uZSO{qUT>ZIqS1=x~mx0clG;9WzV zuPBM6`%N4!j%&4T#e>`Xj&ub$iG~fwL0h=Jh9c?{I(Xq$SZ{*}hB%$H()9GK#t<*~s4M=8;3CHlRd*^49M#F#Sg%ZriDpG9H4&T_EMHaL{_Oc2c zNqg?>)*Sods!I6dw93k*osVO?lE%s{+(p7euhX!KIvS~oVMd*h4vmyyXJDSY5TE&e zsQKG*i9FmwIYYQnulqiBy31I5&++-?HlNB%L)UHZ6;R~U&B!-WLn9o2agu_U{O{lIpg&2SN{-HO0+DX?OD&kupiR^fNGCHI|K3ddN8)rbs&|0*7IK-Ug91rLQcI8e z)6@gAx2@d9$kCtR!LBSr{vC878oj!QB+e!(Q*)fVNyn zVao^v_Vqi!Q_QK!-v{`pZz}4*eH9+wtXmEEgO7{-3XRdB0yJJg-32z$Ix&vK(CNV$ zh*N8^n@f&`vvPAGidVx0rx)JS7Px=Ec)5(2{lUz$!uvDojqK2F)l#6fYssO%xG#N` zQ#UDD`S=ewp4a+Z!FMLfXBfVb|8OQ60{1fHzn{06wA&n?h!u5NlyuOwBl0pK+qTLK zm7<9em6y;K&Grc-z6FBqpVID+09KxH-ZBUmT6$y%Q+xB0>}Yr=zbLm)EPm8SO~NuV zc9xkqXnISC%6~2c4I|k&H#xD|=DznV8+Hm0M#@XXq|D@KQbbLBj+--m0|}hT^A#Xj zs`9?O0Q-fgEZ{vU7|F0)?q&)h5C6w!1a%%l17tFz358~K8!@PHg#Z8xE5Z3Z7>rZ1 zT+nSOtFHy2<$S;u|2By7S^4r+3EFek_ke8j_tQBFLfs;Ra;`=_U4t-2{gqD5NvPMct%QrX4| zfH}j)<_|-iXFz=bGHH@>&}7mxQ$CM-2Dd)QS^euYE)FX+mWHBejsPf_kpFKa6t zMR@=yh;i!Vr$Mbh@4kfe>({$vn=D59jX%s+C4kT9hj^LDWHevJMlhbm*FKvBIi3BuQ=icp zCVEv51f|9Xvz9obUSBIxfDH{+h)`d!0EGHBy?TmzTei-B!p4Ruov-T^%_vPmXNvrt zB=sVYbUhb3UD6i-4tIB{f59OcX+1XbgJ#A*G=zpp%*I4btXR*^RIX760=L5q2|4WZ zuZLRE*db8-a9I2(<=r&67s5E?Xes3zsx7MKJNon#9afE_q1CjYr*OGOlLaPX0D)r> znGxwxxOu}u@cL~#r^Rdml6O~TK8ME8dwk`@ELAcat=;EQ_j^bNwzIEtx}9%-;6Ws8 z<>Gw`kCKczyqRnooG!^Gr-$F@(p%>?l^fSWr@NMpWR(-os`QxwHF!c+M3n{t30mEH7A@C9 z4d*O%+7EpZ_F9n4R?x_$kb?0$7pmXaf*Lp_65i9v!({5*`O<9G-uRle2TQ!Tu^++&%5lX5HMH+$YSc>VrH>30zHpZ)ZWjbyRx$WV~1ya?i;x^o+zIA!kozNeR#TVsOaO_Zrwit@R0Kd z4_IkqT_(^}cg<&%h?KhbwV7-xkpi~r88o@b>Ewf;4CCR3bg<|vYTL};=ld#)wgK6@ z50i?gBAzH$W2W!n%bu#fM76g7Lq1T0FzAEZw^@p=u%J*A8cF^pdo0!P(PnJq3>8T^ zG~yB$O#wx^cq(a5b@&Zn#Q6R_h9IFe@9N$rB~H&s?_mmAdJn~td^Zn{_;YZAKI&fY zpXu+fS=0dv;#W=sso?7AR^}(*Nvv@Fs^hO8BiX0l4Zf?DMU5psG4gzpdO4B(r+VBL zGwz#>>wXy7C9pP8Xl>zX>CylurjCl~$>jmkSSE|m~PF$&1`Mb1EcVSy943c~7~xQfqz zT?Jf?mR*EE^y8%>S}j7ZnZt>JMw3K;WcRoY&E#YbP5J32Cm zcEo`u8j+`(sD)#-{sjd>u=v{p2Da}h1Vywefr>mp&GDmKk^Erg)TiYR`?DPJ=AU96 zlJft8LU#1;(#hG~H;XP6*a>g=tI`T~r8fnrE3>V@V2ejCyA z6Yuit=~AgQT@i}f@llrSAYa&oXsU>O%%0XX>sq#SR=Kd|pAeGM#)J-NFf87{P3A$K;u4-!siK(Z{mVOmcrrdsxS?w5ojB~OW2Xk$ekcN>7`F1Na)7vK7=X$nFi z1eV3p8=+|MrH^Oa{K`(s532^KS9G|YH(R;B-p-Kgwb(KPc(@|WyhURvs`KQwJe7W?^xU(Ubm?g-_qij^k1>h?*nP7q;Ili^ zPW_Abtq#u76U839Y&1$CRw%!)l9Pp9MBq~2oYY-evDtUUqgyYnQ)MBM&O^Msa|4u_ z*bH3c3Wq`J3#j3;R^q{#!URP-(b>y8^usrnlv3rPr|D0h{s9G%lXXj_ASU&{L1YZF zGGyYW_aSk*q6t@T(z3fcvBd{yNw=US*?%h`OUf?GNOtct+^w*Ghx_%ZI}0uFf}!f==0;yj1dm&~%XV(JF6zOJTc2xvv`8403J)hY zLzY!jwN5v4+OB&h-J%<$pqkr{mA9r-y<~mYz}9E{6~jbz{nf;(4u@8`5*?wuC(Z}5 z478=0A%f*(vX8G%s6F}e~d@1T#RfB(y>_2>&BvZwB!9hKbS8 z>iOg$_ZW9PJLD@(#N%dG4%|lRv!vOiS7B#tby8Il^?cGvtuOak)fW&#!eN0tm>Cgk zEAl2Hi>_)Z@gT-AC;=^c>Nq~zUD{z($&y19H32ta)5X-0XttIfn6vD;Bj2Ps~4=-jRgd84rYy!Yl|Mn6JsjEODC5 zjQ%Ho@NwlFe}ZC#=mjP%uG=oDR*32XIu$->5FX#gMVOgb0OG0sqr~KN7vrtFVS#bZ z_KSZ2k|}zDz~NzDdZ5oCS^DUdu{ktm;8YfG+adZQs2tkbFv_$EQ{6! zP;GSi0M8bP(@%tMae*m(nk!lO5A|Wa3@D0YvudJMq z*QbQ88GLrAWUHQ>W8hlsZSKpC`Pm_qc$&9{;zYBKN~f&z^QU}d_D2}F5*eX{jPeOI zhP3if?X*Ji$A6H=s`OXH%;70M5UnF{U{$FG`0z_)#B7?#04*$>9t+)G&XP!DqEi7S z3XTj3i9Gln<#Goko|cHgWoX0~)q+I7bf?+XzC_W}_tcp4!M;mE`9__0bo$cAwh(c4 z$NCak)M$O+ya)|`-}?4f8R86?=cz%7qQ3kLAW#+}AooF70^A3Ei3;lpswX8ziiqi? zo7`Xg;scF}RSgnG1Hcq#lB%<=_9=m-nVCWWxt;n4ARf#%7VfT=W=)+!AX18wGa97& zbuFP~l@hglqfcKzfBJ&1&YKl$*~98gx4$w2fKa^>0ior5B9(9Y%`9IF=he6(!l1K2 zAxBWK(?I@#M*(i=n)Q%f%2ZdajQBn*TJ6* z@eWv<&+tt~qY361nVE$6R035feKo^_w!3WbPX(*0g1%iS@iex;EJ+w=oasOKTHLa} zth)WDge4LKK}tg%_>lbxbVg6w#|&MbcmMbh&j@e+gI7hPM#e=~RJZHV8DbKUTO0lW zyey~_{aeGzhf-MF&;0Q*P6SL?H#K5DPJ@im6vUWr#b;u=r(?h=Bd8RiEuSqlkEDZg zMO5FHFHiw>wV+Il!PB7+wI!Y!E0FqVL`TH@b<;{95_b^g3beAorvPv-oeoK0V)7xz0q;Qe&Q zlN;odp%s8q_SjLtUCP%!HrE&WiHXn)4a)qNYerjSFWJsP100X4KVk7iY@#bZzXEq% zP!p&$*yhiF?izI}7r^j1JiTrKw+$4>;WEJYkG3Ge4F=KuKj+%x^mujd!Ro?zCr&Kq^)0cS;6ZX$}XJ_m$dOXL?x;@s_} zL*(M*MT7^pIX1>n4_&6mdb>Sxju)ggG_cQH2Pj*q@&B$r=J%sJp0RAG$J2K^`Xn;I z1)liLtoPk4XU`oNhHnn;RqK|!;gT)SLwQ=jm499fJoD%2q@KKyWT>pmBNxb5`SaW7 zP!CbP1i>%g)c2Cl<${}G$_%d|8C^92F#<$9`^pqO3)iEQkMxB9aXX0`@$c=VYb&R> zlQz<%fn>m&U|I=4^$pMsB|nK3a6^etl&0F}4p9`Q9v}91C0TXP7)0>2!7U}3*=C}r zb%uFfc;xRc&s2pjcG-VVJX=}adiTXY7%>JIp|sj%3R+YpY8@*^0+7CX^f$pZ;ZyOf zuAWM}{*PkVfnu)icJRc=lRA#lF;FW~=WhvBT!sCWTLy?^3(vcZ5`TDhFtjK>xM(DF z2N##g|L?+T@}Px*YfEXO>o(2oB>v-LF`I51?2%XgT~4sv8Ga2p>mHTY#!2y!gg&$a z6P8O)Z~dbhCg4jJo)Z$vwMa;(5Gp?SU)~Rnum5jcOeDE{24?jwa=xPi-L1=`gHkOt z2G=dzj&=ncXD$o5Y?HuYpPBz&q=8!0yHXUYcPIQnGmcSB7LQyEKVQKx=rnTkyTfLd z5~m=zNP@fu4sD<|kK5>B1ayre2L1!IRAXBL@$9k=px(2RaoevYS74iBvoQpy=*B`pNJ?6zf^k|8kSNROO0QEroGTvH(1+dXX5LP^c_~V3^ z19AIK)4!_r+8zc9V!w?Jb#N#kz+vXhFCjZ0r1=&cwMBP>l#JKo2$Yzop*+s znwxoo5o>R=xN)uEGDh^H>Bs97FcJ#TuHs3^gM-_VV=&bG^VO@tX!bqVhno4kDZ5*s z6BbbHrVn;L3pjdh`IaGvz59(vGa>8V0Wz_4$(ym8ASFF>sGs=2THICkU;* zS$M6Ud;-FP7P#30n(f$Iyc~zi;&6wfe5?{J6GE%4Pq*$i#({PVsK`?oJYIz+0Oyo8 z;2sldjF9h9L8O8^pk__SAaa2p5zH$b9*h#S8~wR1273Rjze`;LeU9J;+6ylaK{R}L zGLaBmV2RY+$AP=sIwTG_yx&oALXQ=nDfW_FLtbA$M^xFES;@qd)7o8l80ly(lx%FS z7BUX&l?lk$@iI(=u8~>8GQy0)3?Kr=J_Nx`S4_9hfR_0GOXDu~MP^Rt$ zEw0to1vXWR2Kkp7#xQXX0?QG<4V(171?E_VB{5>JeE47>hMRF6Z;Xu&sVRUK zrN&NjKhoXp`vD##CYkX^Vk5#3pI+mNNuap;MWRgt=E{$fPT9s?1Fj__!7dkHE)o4{UdZx<8&or!+ z+nWzE4CD9Pokrs7i15Qrcs=A~)zW?3E;f?79uA%9*u8Bu&q$*7t@o>{M#bKOwFBt? zfjuTDvkTMiXr8Th6+SV1HS@dcgM$7|{-?*8NRy6h6ETfJ=9>*YcLJX_1}#qc*uT=) zw5on>JzQK;73Ri1D>M>g3mUxEo*%orqepKeH>7M2Z0kpH(dWG8t~1wHa$|C@y%<4g zt3Sj^@G_1A%vs-!puPP1=Xj~^1xfPa*WMf@=)~udESeg>Waefh8jJ4c+;vxc5LGdR z^2TdAL(ss$!jf?_x$$?0BTq);{rRKWKm`xoLuCUv+k8&I)-z5}kc|Ay7c9mAgOzp# zDBF6k!VxTRT>|Ng*!tzW2dn#H^aL$AE9;V*gVO84CCz)8t{kTB22p}dhvNzRCa=wN zdC|wV{T|jF7Vp2}-!k7lxBKxrt47sTY08i|UQ5Ilxn80OfrlPTyREdlz)I4O`@)(< zS|@EQtoT+3x%?|~9#-T7yyy2hb`wP9CsYRt&nF%3^)uJ%Q(55x=UR{Qz8~W@X9F)! zOKQ&^Uv-BGHta`P7@*rSW%kjRV3$l}1k5%zb|`zR6<(ue6jC}|QQcBThU2kAQ~lTT z0$(v*{0ek1<|(&WbXQdi@(3{qqK9)(xySfZ6He~?Rit1y<6&;&~VQ zWHKvDRLz_7iKUq@Zc5c4GRC~wX;_b%dOMD`*Iw-0LYq!W^$5o-rY}z!kpzJN3aiAg z2WH`UdlVDLmFf}5`{Op}%moC(Ls*(jX_Sbrid3f{Le)4w+?rTjP-eu)Q6n`cs$lG01dfjw7hnwZe(TRyenC#2w}d;DhKX6Il#Bw^`j z<@GuAftI;@LZO}MPdSR2#Szp>31$AR64OZDT!w4TIWsf&GUD-pRkHqMKH6Pl$vpA; zc|&wi%*Hu*Vu3yoE#Vq`>_mWdWVoV4L;qw7FXNmYDLrz}qG&k1q8313K*C|Nq$%K% z7k%TR3SsKp<%}O5eACJ!5${Zo2<`hEUa|WF!T#np14JLjqfvHDZlJwj(}XryV0(4H zrWfZrSY;Zh8jr*NC zt*yX@Z?gU7J8D2|RE5-6g+;a^k4!T|40hFuTEAVD4qKLRq@JzUH{LYhMNKA`=D+*!PLcFQ-$eLLA(PC`l1P%cxG2!s z@jc_I3rg^#hyB?yf&f1+SFSA%TdCscB^klD;m01lG~?;=Q7hEhA#`C)zvg{69r`Vb z4jU)WCuRsAc+`}3Eps2=A1xj(T7RsCG?` ztj7(Li+3Bo!@GU97HbxWvCW$!!Wc}_#w}usR!kH}wcWgp(ez9cu?KRD)@I0dvz+&q z1UN@=x_#LnXs&r2|Jj`64fTu(Nz{7T@A=td$Cod&dV5lSR^NAy3+3F@OiY<4{aO?f^I zKGWCN9|~%?WSy0WSSn0|UoN7#5KrPv>s{B9`{kbO3ao3p!JdR=A6kF?eMqkm z|D6Y%(xpljHL3AXZZLbf^jg0e<;BDuc{#!Jg{A{?eBg$LC7M+$UwpPCP)i!N%4GcD z>Ig~M<+T8X6~yzmF9Svo=jmQ`vcH(gsF|b`a2a&}C9c=-;~B-h{p-V2`-DR9O}A(kI8SF~|_J4}>LYOQ8@>M03mQTyf7i3J9~mgaelKD$^z za0Gcxnz8_%tBuQxClECwqFzk0?x%O!T76fu8_`xxUOWPfG^<{_G&eGq7g^$VcSFGa zcb5uHOHulf(^1@>G}Tf2&k*4_;U4+yapv+AMbz}}vSqbO(`9@&K1B4UxdFWd6@5x8 zGW^9oABN+l@v4fNV&vl!p4&X;WF8Cm4vy~#yy|x>dj^bLe#XQC-9uAyC6VaNj#;tf z$l=185Ob}-&j5Gj5XsO>#2TcIIrKb_4F=EbIDPmgA{Z|w*e-Sr_@ZmPK~!75Ui3^? z-5V>&$;JgwR$z(5zNIZbTd~z+%78mPArZ%Stch7CbHtxgC+nw2-5m)hg_ms&)I~j@ z0ES19cmmKmD$=-+DwPqaHCyh=ul_v#=`P9A-fD-3Zk5aD&Vg=ucEOjOTS=(sDPh#^ zM5^vlaLw+)mid%^*v}oG#M)#x?wqVi@oYj&NACfPTchan zpFx7v4@IRmb2E{32&qyVXkAP+OwKZCyDPKKS;u^f%c3{8Af@!h?DJzRt$x%@xv7#e zcD#JHz#Lv;K4hkdyE*cad#uqt%|GVriUJoM)d)>|y~Tc`x(}w@!)mCLEt8G`Pl;k` z=^k(jOjBv0{<4CS-*RKL!js!pE8mn}#Pv4a+sL7-JYcCd5V$~AHcimtNoqN3m)KqT zxVC6FKbbIdN&iBECkxV_3S-lDHuw_=ylI{cVmp1J7w-k5{%G_!3Qk?FVi;(HlW zq>Zw3z;)Bh-x2ueYKt6Y8R-wkp7V98X;lyYknWT!aW|61crc!zYzGf-;D+egz5I#v$@j}jQ>QQ$FgOOg zDV4I{iwBVyXVQM0dQ2=Ay8Y4UmDgcIZ`vXcvfU~JW2Lrpp{_Z$1$(EiMTK|GW|uNU zs{LEC;7Ezo(++vSu>-y}PchznzvaR2HdjW#Ll8q=bMB*6YICh0(N9Ew*6ne*E_9xgZ>Za{b?gCWO0Q3N_g zbPYIFHn@7;&($G`O^wNhKM6;cYK43N8FL2S#gBV5SHV?R<_$YH*Z)D*TL48Fwe8~w zN()LiD&0s(NGRRijg)|Nw@65LcXxLq&63j60!vCr*8=~8@AtjmZ|47uGtSN|yU*U| zj_bPa`<%x!!`m5j5+`rtlp(z0~Z@>F=%?_@5aA(XWh#SUfa%xIKeX3n<>OPP8LAA zcRO+8jI0`Qc-L#mC^8|^i#QK z2EOJD8g4_Y=%piMxnbYtav*{Xk4R7grR>Ja$S^zZ;Fl(5xU2M93pd$+GQ@}v*b}F&EgteQd!6jZ6!$NczUC1edp(8wI;l{p7gS|c@7Nsg zusw#n$fQ+Qw`>Sys5~a_#?g>YWQ1~s)SvM9aN(>MaZKDMP;J{>YCkM7ezCbR@-Pf1 zx2SLVlJLR7n=pQ|gZbh=*7tw3K5c_kN4)<*ER8%)LMUDW71?`tSAc+MI@mj8hs6SB zaH3#Uy0>x(>K=T5-a`KPhgtWX=&%wSV zMr0f!&w`tSX>2Yo8Gfb9WSgk5p}b&h%DTZ8IT4;7(OjK|R=qXNm!pO2%5?sXi~V($ zH`hO+tnNR?^vAw=gBhbAJ%Hw6-Rew=$|wdL1s`jxJclfNk@gFhJti*8{%bO%S3C26 zB)$DI;X`{7yGNIgK1kzaVZL+Hc{;{=a1Zp*omhJ&{FQ=eNM>$bC*#;WiYC{KvIY zr@F3cxp&y~CMW^@?ssl+HwJ)z9aV)7?M`TtjF47OE|+&a5{)uGA}cByV{s(G-1&_s zJ(muU-6$`C%zHb#f%>AEy-S*Q6Cd)@&9}PVvY}L9t=C*l$8XxItb?I#9m)KDok8S5 zaz6(KF2m=-RPA^XO0B06eqmGUg9}fLMU2Cp zgtlcT}=k`R&6uD&KEhfPm6%NmL2S$t4q<>~Bi0)4e)&|B+ zN1W9)qZ!q?=Re*V4f<+QwLrz~QM>mFjLqym>Ew!4Rka^q);Cm=H=3!>6{$h#kxi6d z8D_i2VB%|VZa_JinAbw0HVCIXBdvyCNZvkDCyoBtwDhV#xAQ&UZnhHWt})kQ3xa(F z+SWL>cOAPU;6*Novj!WMS)WPcJuKs%2%Jj~exKp<# zejIXek~)AS_KDuUweC4w1S!AFVRv_=vCrHEzTFmZqAffM`9?2hIt?tf`Y(E!IK}DS zWb5p2HWds!gl{7hyWa&fl~=q9X214xl*EBT|Cg8vX@Je2a8jQDv_gf@OX56|4sA#I z*MuAFzX~%+6$~Qz$jLK#PQ6K{1;t!>B~LsC_*6@sN%tmrS5n`VVe6$O9rw+tRaODQ zEnrUh;KRjLspmbtQ=OjEq7aGq>@^a_;kj6hnD18S1wE=u#^<}jgJbA_w( zi6P5#Y9!mEm1V$cXRWTJcfRe7fCaD@eRubA*awkpCb$>C2x?EnUbpv|Ek5rrk&dTm zIxZ)GKm%)z<&TYx^?y_Eb@LuuQ0Q?-Reqsetm%5{!rw%s*!PJu{B>2t?ePG*Uf&8d zQ=D>bu2*<6zXMSGk+>(mpm7m9iCkiC6}x=p>u=R0>MeTVVg=!LYxMy#S@+F0wAquS z`@xmfyHlZxvSg{voZp9;lCO#%-O$j@9-Rf#*oap5$p&nY_%$VkdK6#4(R+KY zTMVBl$_&1EPbCt=ge3O4zUzN(zL@ohY^A*b4uSx|!U~D~1LwnI7V6m00lVeH4!3QuI%zz1ipU0P=wP6*ZnI z`BAgp4HR6B}gDDKOGg^)nt8`G>t-Wuc9z z*txordLH~D0o-kyIaeEtSJgZrvv;-p;L z@_nIsVlf3sBJ1W^A+0CP@h&u8D!_rVkKpwety>ql9JX59j(e^b+nWrFfB4ae-W;S| z8#gYcefK1hSm|rPA2ee(1wx83u|vpev`s&+{+ngi0dWW0Q7~Cog%J66+i&9%10ke_ZVk7;9FbI!&+4ZIoF(8#4drB(A<3^ z5##B!V8*`c>G8%bz{{?+JVxxK;fuAF}JKFpyTr7^6%Bs9V+6JOiiJIS%@}wC!DKngi*-&jkI@T|1I!}0b zv<%Jc@tz%?cKQg!uW8E+^Kq4oUs@AB2;MSi+Epd(5ef9jNwO9ssSo(Y6Q8atxqpF`H zHWa|7A?vgCI1~Rqu`<$3$q)Vm4BMG8c6D9N}M#2**Z9hr`tPM3~^p=yvmG; zEV^gM=S=#_y5X7T$pN0DjEs{QKs?MM>HQM)jjvoo2TPP93DBz$)D1z9Dml|+UP^Xv zd5)>+5ecU8sBDi<9IMmbo;Vh0uug*r$PvWNkCtQFU{hy1T;E^u< z_xd2}_Xslndlh~D$E*MQ8u$4E_|pGgSvenX0dW8CrNZ$~(E8ukUqcWN$p7~R_+Me- zF=&5`<|z#~MCU8Mg3}X%dEq~R)%yV2kjSRsEjsXze_>sqqA`gWo*?WC=ZbQCsY@sB z^cwCJ_|;F@!F!kkAMcT?RIl%(kehwcAO6W-to0+0^AcnT92{teKE4so_U%$8V7_H? zS)2050hUEVxn6jWObbsZXh zC{8!HQVc!K>ZVwA%yy1~J$vPYq(J@u+y&mFQI{&^#ha_VSm&ecNU_ZjRE!fVQn6y5 zKf4E5_5aNC?9n`jb8o*DpSyN_7!zSyDH~VJRe__YF3-@qDO@>g`V{4P3DJkcLHmCU z_WjXdm{;12*?I?sFTC3v#?Pjx)1&)d*nbTP^sMw*$Qo`l+Qs8<$rSo#i~i3x-@r`4 z*GXh$#iwv^8Ch=JQ|;v@zg!onE(Xqd)5)G8DA++i7d_k+$hHrnMxK3Uh(s3mk^H|K zm3lU6MpPicCrF$fd#XR3*dvKF2 zj>>l6_`kc(|K|#1(2vYqR?%Bx2~@>dR4RqYnwhlb3aU_CxXsD()};&AjV@yZ8ZC5g zZiSP1?)XlY4$yx4-}Q~ddt5qKo$@aA;X3?^n(KQFWffO`>Njb{`r23;syRxNN{Bw~ zPx#`Z^EtJc|5WV4IF;>rQ@w-hZ(0Ip45>SFM7+QRRMJPyC;z;PR`t=r|8lz{T>eqJ z8|y*DdG?`is@^3-pPKuDlzCHW;Y5G6|}gH zwoZ=$q;U986*?)Z*O}y*s#Y;t=P{~i`K>K{gi$kxNUxywwAn4D1|+H^`<0fHt-eAW zgj^GAo{~|!K+Z)+HOzOVEC<9?R#PHU97uEI*>%`MUmNx;yh6VI@4k> z5*o6$MS56jl9JkZYVDMJLk9_8DV2NpN#}e>|GbmGBs0e*4xJojZlP(h>TtC!szxpf zdc6{IF-k~e1)N;LI-45gw^Ebkjfni30j2O_{P6yq7DKV=0bPp9?9Z2q8x4MeW&7XE zj*%<28YG{fdj5$!bqnY4eG*g13vsWDzoBLDzTevx7JS*O(*cP&NYk+%SG>!}jZ>0r z{6c&1Q)ZziS|tAi7Kn|_nc~y^wwZ;rfp%543XkQwPlYU6pJq3GcA;!7>hF7tDpZzrZ# z3*x9yvK12gv-=@~tcXG)NM|OOvaC?vL5k!emk~T{;sw}+mq8X)wo>uHKE~_an$ow2 zo+h-##8va%;&7}Hx3Y281pXFvi;Cs??**GnT5g~ zE-~c92eK;$n}tDFu{o0pd52r-jOq3AC1Vx(y_H`Wej1JSyK9Lr(N8sB<+D);BL02^ z3IUE->2`;Hsi5W(gwFZajRf8xQ8_YTm#i#$BKbC2lB1V!~P<2+{5uAn*E z7ufIg&Mi^tuR-_^FN`$zS~(Yb*%<{`$4*a~_ULt3<+SsXuR||js@NfD;Q0h3|7?aM ztK4%tgmmFpgd)ORNIY}eauHd`D=FwLx~X4GKuYho++HD8jqx>&i07ky3hv1XCkn#~ zO@oiibtwXl#xHE}K|=wS1@hiMjeqGvDSAp51jq2*Ys4rx&FZOnNM&D*mE`3RB6at~ zn)l0lEBLhQq}m~rzXHgo`4KVvp3w`7#yrTSwQr<;9X7&Hi2a#t%=5fKenUZAzN4UZ zz=zu#4w^Sutoqx0H03+)hE|kK*RU7#GYl+7r2P)g`#YM^Wh7A*X0xTg2}BRTaV!$r zV>t7uY-7xt)}N$=(6 z34aUamP8Q__mMj{Mku5!L$gQT>_EPQ%Xrn2ae<;yW9gBDY;4JUp@ zHcB3pg#2MGH)lYw5@u`s>_`Kky-oc8tp0%FB6b+LXQ4o{nh5pow)9+i@a;2PJ@xe? zOO{HbJe6~LYdP4rlF19=cY|~ssK*JjWp4(U&UY#Q%!YKCfwOb?kSuey$|eu_D_CZ0 zncc;8JJb6F%ZfOcM)FgJxh9?}30?Tv{^k5whpfV!uRiHg-o#fF`TWonJ~0o zy76Kzq=`=C`JdI)mjCtZJ}=B32Y`ec`VlZlV2RAH@0rRc)Xp8a}{Y>&Fi zIJbwc_x7X1RF0N=Lm#pCo%A-9Lm;T7%^yAmOZLPaMJhO((<#%FhW}vJE4^aSi!vCw zUnf_yw{K=i_*}8vor6QQre7R1o)H;B#wEgYjf;K@+)4hsnmf=gyX~e|j{}_^_MEN@ zV-Hu<1lG-yD?>2QOgr=o--cNDGyKJxkJw(+XPnh*H!+8OR?~MsteG$vY}B@Oiri8C zfUzN_*5OQ)99E()?!I*#_tHFZ{%CH8=DD&2y*o=#e>N71a58Eo{hG|Q;O+Bm=H&Y$ zQIl{uV~}2czcf}Vu~MeHHe;oa86(7wnKv>EBPwrqhlLU2`eX_3iDGa6)ttmCv6cnU zWCAMM*3^fu9et{Qx2j+=EJh##;(8PA-^vc2Gg?oG9n6P$o_EcZO6Za21%3G}XTU4M zs#I*hVxyI9FWB9>C^+q=EMdvAT8E>hlDA)ukE6~e>!5CFv(iAh-sPJyasLs6V&=qX zbT1~Dg~1X@vO}wYKi=9Jp2vNm>P+5Zj`x6E#2Ad6D8^y% zW>1=4U8q(ZqI%4bbLPE}cl+rZsvk)0KTZwr89-6`ky0dhK_qY^puTkVQMzb_)OfY6 z6pKjE)hb0okRV%W@bn}(WroUEwT-J<(Xu&Nx_+I9idO{6=`BI2(ry45;Zi+Ff%xms zlx@9qQ9U+{>Y+fA#84elhz+FMo2}E?`Sr9Xfm=AB^P6nXiC06ZdbAArpQ%n_I=sv% ztpt7Zx}~<6luRx|X2!=9a_P_%I(I5cQ36voB1FgaK{A*^$BL+bVIM){H3fu(@aTyk{-Z)e5CANH;!@ONRd8gs;RRBRI8=8ev)zT5D_I- zhzs_oB&lQZqR3~9sLfR(dE&YoEa|P5e@P>u?VT+Fh-#k5IP<(bRbtgklFqS$Qgn_^ zXfHPhFcT7S{zXw!pM&t4>=}EHNMguG3?H$#Cxp#9Vrb%v1;u9uY^82|hp#u`iFLw@ ze}yjAGS)x%H_K80RJ^N!D>xpX$wIm;mXN!}9E2Cv?mFto7;mMfzqcJK1ycRrS3djf zY0U;05-I*tG@Ut~1)+Q}6cmc=+Cw{7UH*Bdfsm!@FOM5P9qV&v((|U8^j@Clf8O#h zKI=CUH{kDuSE8d{J|QvD}rH$JfU6H*((OV>y-q zHiP-d-@b-~nG}O0du>_Yc%;c|Hi1=QV>X|c7=JNWid;r-PDEd>sjEcsgV=#6-S^hL znfW{?|Cj=xkh_;s=J$0e1;v3*$)<)Q5J%;Q&&`pOcjsH^!Zeh%jgP~Q1$<^3g9BJaiV#CyAt%IVwnCgMh(fV3K2t8cx0HX}nObGAZ15+h-@I8f0hX8wl4SjDyZ97 zK)DtdeFSgFsx+W9FUOQeFWOheQnW9Oxl5&vE5I?JE-K!bu#2v8qpFsqu`&7l;;(sw zIRW*H$Byakx%^%E7YCPHfD9>!U5!}q1j$=|dlBx>(m)N5O&60u>HeFi^O$WUI zKCP^-D3Tunr67jNrh2ob&j@Dh-xxACZYO2iQ%P!AK~F&$A>*=kV7Px<=>c*i$~YZE z@rz;2XEtZiI1UoAUYQ>BQewIOI@y*C=7vUQ*Q%Qr>8yKak=_^I=v2X$IM^d0{m_@q zWo!BAxuDhbiU-(2Xh2|LfO)+r9Pg_dg@)Hlbi$i+TmE>!v{+nt9LGeRXVRFGTDNau;31~P*Dqw4e(b$y9y zs?21;sPOdpEpl<6C%4p0etz6Xv$C8hd+j>KPQi)EE5%B@(@b?VU5*_1D&4M=S=|a< zmDSEw-|gU)zvFD4 z(v1|g3)K|KI4zFja9|RADdR7>Vt2Oi0}?t_gKIEr_?Pk@)xLB@w4Qm_vp%};y*Z5* zH!tu^sqMP$O%@wlR8Dl=!M5xTzxa7KMZKj&K}W&KY58Ej_>{_@{z->K+3vFSM4OZ_ zYWi-l;UnRv8`aM$=GeIYJu;s+_MA&AB7UI4&Ka_n0_YeQjzA-eB$uQu2v0BFkFFwN zi%B08m%Sc4qHM6-Vd>sdOTzW1#*j0gJ~(mA7%E##-xt;jJmT#m*jDIB@AxsMRU*r4 znJ3aCuqW6h<1IS#w!3tj&7NdHvGYDZRJJM%R-~!RcHl&AL(pl{`fYO_y`d&E&zscd zVQ0FCdUrv~`ItA+X^stFZIb8WM7BZ{L5x{g4N&9!!$d(xm&0V6pW}}4h9*bdPoGKL z%d-AOFsXAdv7=Q+KvRsvEu~YfJ#tWIr;7>9LIL=d@98628Dc1p(7sRf-c{4BSeQI} z9jhpusS-wl(NdbfNJ^6Qo`LX8vz~i8fYJB^- zhWw@{3<8v^JxjHuU3kd~Glny4<)KU>au;_wRc*_FfN$$+A`95L~X z$+xzSBT8Aof0GNcW$ardKa(q2HaBe`CdXN8;Qyz4eeG3v->vEpV82*Uqj#W?`Xy3H z?ug$yBY^IY-U^O}#$5&DM*eJga@=Xb{_U1Qu%{y~YKtO&oe)rYZy%+atTX_6^cx7& z?sJtb8D+^)dG1b>L#q97?mLPinB+#gnS1)v6Z#{+4!MPse^hO+MrTkT(w={FpEq$< zR1g63;fS|d*4TR<`xTe2swB^nVRuG*X>@VRoi-vjW@`S7pe4zkksSJIl`4fX;Eo@s}(NQ>(Y|uh{839nkApIN)6y81g==oAa_zJ6#b% zM~#|BHi*be5!6MbaAJ%$`NTv0lKpjh%>>1aFmRyOcl(Ud4)~XLLSwi#8TP zF#jqj@E9<1|ALy_o?~f!^k!z!v73_5U+H6{tJ<}Nj~f*^6u0m6@=4E7CsR22ef&;w zW${n>Dr?zb8L3Put~t^uOl|v?Vh3qDw-=d&DFs9`MsJ8ErJrF(KAi)cjG##^il5 z(1+aO{)_doH>kw9kKdfu!S>D@g#ot&?||D}tSwXecwMwJfe=TLnQ)uKqI!HFV5-xm z$sl7Wf_fVJw&bUlL?n~eyEwfT2+H|wV~uR%q5VOM)Wl?etmLlTOC>>l$)RVb_H-h% zx>GA6M(qX#h+Af$Y;Tu^avJM!UApg13(c0}ZrRzZL{L{M!*^P-D(NaZ9x4=ybsYCL z6CEy@D9@>}ITip8-}vZ{U$=Q(WA5CWw_x#}Jpx*sW5gE|95_7!QlC~)oF~MjH@+)< zly?)I`Hf<1bR89`mRcY)s9tX$0);JzSya5|Ud#cH{{>;{&I5P;+%>g6R z{U_hpT~HHs>Q&%w@&B&3q)z42nlB==55(eiU%2Y5*UIL~*OBw#7MjQ5(OAQ=Z_#Dn z?J`!&W#{sx{GZIN7-{f2c9Jwjx>PM8FU>4KelFdE~c1&8f0gcBAstV z&V|Czr5O@`1=sGU&1mH|vzx3ax4G#EFs9##k7n zfRJndnS?s46fXP(Rvj^$EDUO5PTmqt0>AkR(5v`p#`a6_G9~vzK$`dIvjCY859{Nn zYWWWW2EXxF$GiufESY+~xgEYS*_jPDIi?BUk$DV)e`7h3KkVH8*!#2!d2AL)!dwCC z?ok}Fb-Z)vE_S?FRMpCsl%&sJ@sgZxL7DAwl-QJVbR`X>tbhrvGD?%mayHm7m-?4H zP5rjFqUL`2#A~;I!|)YJymPXwl##Z-wBjjX1rb+Ptsj%XS*r|gg?Py7A+q^dOts_O zRnLz+O@$=G?|3&xM4d0}%k^vy9jOhA9*9dUR!Qnn`d;9?Dt`HcM3VDFm(IzZ{+Mx* zM=3oZ^DqX#p}Khpzr+8Ey|II-+2sjo5f$;l!I7p zsZa1?l_JzaYoAGraqi==Ojawbc%?|77b?PtcSgaYZm<W{o-r*+~-RpCG6p115}0EqA^J;pp`rHPk33PW=~D6mBLTW;tC1$da9Dp zb{bQo&y}nb==pS+0_R-ITdDdi zIBB8i7`Gfm2ex$Ft@_qWRvYFr3)Lj|s|c{M+M8zT*8$RKXgo;qT!FN#gOh|DvgEub z9Zy!9$IruKvIhbeIWY{aO&t=+S)5%N7UP@}EmzT_DFMEV> ztWOC2@~T|zS)=Zy<+6s<`kT|eGaRRD>Nk==ym$Hs3*MInFSLyRT_%!MYsk0ANKlY> zj%w%9(R`1r+pYV%-|FzRF9nGw0gLRSZata#GtBlm2nH*9{QNnimFME-{c2IFO>8X4;B21Y{Po>-{FwsGlP z8;d7{Vy5$&J@po5HrkE^K;X6!4nk}0aZfx*%uYt;Fv(oGhaIyBUhmmoRm|8pUwi9+ zstDFR!B&%wi5uG+RZdmFv~O-72)~b~G^|&&hJ#xAi*jQpyX z&-0$#7pc>#*k)1ED><(bx!h(*UJcssfQ zp0jiN17GaxK(A@k7*AH6nc8&FIB$}=@N0`E*K}dZhskhV4}1N*Qq+Qn?ShnpQWyp^ zCS{byQa8HYs*$4i%tPDE&1-FlN#WkxHyPH^P`6IONdH6}z^Zzu0FDJ(+4*I@Q9-e_ z=Ih;Y_NxmOvHq;$RW$VZZIkT`peQY*2@4kl@eC94(^Vod|1dC>VT@3OEyz?l=#TnB zen9UrvGXo|+1yII4dF!>t4inR>-Q}5e(*1rT1VQ`K+vQ%0<`MYIw&Sk{s9tKqUDR_ zqc6Emcshc`%OCHWa6l5=J41#d%UL0d#8kl z{P8xU2*Vo@i1xc)t)I*rrFoYm>`3$gp@AjLwSpK?NQOtek2Ty|!n*4LNTKiFYSWMD zbB^j2@W*|DGFp+VET@bh<*H1S=Sj5d?0jUt?E7?3uMNCX@4zJYmhN+&Tz;iDX>gZF z`Y5ZsW=849^}Q&f8A@I4VP?H;|CiF#*iP$Z$CI)ZCc-0NSn9VZXeQ`COdk8eo1<{9 zxlxHJwJ6jN#eimN{kuxfa54HkJY^bW#inhsnEA`*(qxqZWV&uw0I**Fo7qTO`B5Is z39D1|ILiL~>w6s0wDA3`g30+1@-~<$>G5h7@wldD;KN!L6L4lF5*(5{Wd(V@)pN?f zw_YR8zD1jXuIFblVcAb9cm83=-;|3Wg1!pkfMs2aY!9r(A2pN-wKZR*E%Q8-q9l66 z-!p%xBMztGl?~h+DJ4H;BUw~98R<}i8zTI7LzB(Y1)9Tk19IEM7caF^uRq6?IOM5( z!!TpcpS5RCv|!N#B~C1g@g_NxV*IhG{jlQCJ`tg z?1a>Y3i|=2;Cy3il5fGk!8&q+b(G_A-1(Wo?;$6!esrXtFNKSgnG_Rqa@6@?YGM)) z5O5q>rqdkLCShw^Rawb`IvaaD7ok&z$E20T(d+2`Ux6f{05dtvy`u3`_i0GUy+oak zOzDOx(^P?e1BbU`P!woqaCkR8p*wXRO?o7|1JcW{?3{EAR3+!sCQBQ+v!4XBD?-fo z`~DOJ*&>D(!@Vj9KqZ-?rmVfi8dW_7tt2BvddjQPBMYG7`W1$GdRnt7a+b1Z*S}zN z*P)y*dF#L(FglY&0f|HV(w>6FfdpdR(wc)7p0=9Y2Ucw~5J5qvU27V?F)k}3Ln*J> z>D~Sp`Qc5Y^|DY`i-MRKqGUJZf!R~`e&HppUiB3IFU*c9SgroJCSG<{_aC;}l@r1x z;lLRI9XYe#rYv*mt;V2Hv@CM-j!1Ax{B^D%L2;SlsQr^!Sm}G)Z=w+H?$yM5+q{#_ z4pcD?(=FE$yOYZlc0yWVxZXMiL!*UXJ&1;_W*%jj>RK&zbtCk6K9fQ4$0Hg$8|td} z@gvW_Qs$?0$|ZWw_{RV~v;DgJ8m*@b^x8DndftNpFo57|E!>#laCr z>D1iZOdCF#J7Xu^uw%+Nu{6~1bjO~Df8V@sdqYLzQ#A*e$7vjPD#mBrwFK=u&{k7I zfA_bl_k7@aO5ABthYPZ-@?9%LfcTGcd&y>`*oD{Bb|@#Y3vuu1?i09ATD^6+J@wjY zFGg6=XKI<$?rE6-RX^KkwH$i3(N40Y#;+I-chjRtZwM`w8~3^^rDi9_2koo0fDj(q z>`;7`6JjvBZarJ3`5l849sxm-@wb&+LG_VOVX!P~(04B|wqn|OFjZNKZuC;h5BPM& zBvqj{k>H!|eC+RZ0JQi9mrh9Bxx`;cQQsW$(8Ew5a}R|Ub0bR6Og|Na?p_B>G<1mQ z(ZF5%+&TCS+V5giOT&sQrKG_)Ru^`dtr36F>sMsN$TQKf)lgK(MiFR+ah>9i`sw(8 z00IGy%GeXQIDf5SriHA`dKrh?ihOJJ>@4wfWf}5P)QSl71{DHLixrFI;M#<;ddZ@* zyJ*w^^k;|J!KGR~qgo}S-d}rX6a}Q*Ct3S;o=7DZk^e1r+<-n5%NH23K8O48ESntw zX2xR~84tRlJQYzy9jA0PT8Tn0~A_F)^`P z?YP^UDTPH^&XyG`7s}b%+E(hdU+G69ea9rXzQw5l2PBY-w@l~fCeG zabGcrgBkW;zkW?mPlttt4Gs88FEx5v3#)AF zA{V(adB>hw`toa4uP}hAdgC#D)JaD7b;JAPsb@98PN2l{>8C%0f5<}ql%wl*$I_et~cmh)Q5d&twN0x{sQS%4A$f+@Lij=bP5M``aU9E_*mNmiHFZMHVw9#~vprtZt!PtDaLAa3M>vBnWP3 z_vHa;$*T^(fA~VLLYrB4E%9nfT z0Q9e>maZgzej!LOuW)nFD)9CoenbgFYlx(?$IN)~-@HAF*3Y}73?*^joaY?(JQQP(8-V`rKMPvQcpSIT-Gy9_H>pUS zfA-TP91_}2NU#@(GXCJ}$`E1iS ze8u9A-mhH2;d!q|Rg08vEt6}L0d~1v0>S+VaTV~3POaAP>+l$B^^Enhk*jE;)Q4TI zopd^hp%*{-AQPI@K+<0q`c5NI!uv86Prs)odp0FdzJ5uPy`q*DdtAQj{)ku_b~;Ie z8JY1e>(ObNeoj5*Qvv=WA%%^P-{^JgY`A42piaVW8pfJ`6!el}zZ2tOsjQ6gM9Gup z{juYZ*RNlva@kN5XJ=rR#bGtGJyd0abSckty#%IzJ!SFjOYO|ES^2ko`}hksK71uR3Q9r!ngs+EkvyI=q2x@Hu;zCK}^VbMmn8#voq;Ke?l)4Q8T zzevZA_tkJl{!h}uo+_!=fk{dmOc66=CgR3_v!2pOi2A||yOZp9@3O}UrJ;E85I0d0 z>7#HOx|yW0=VR$OH6STuY4`@T-D%}!o`%5j%}y69ORCkn9)A*8#imAe1!pk@c%h~> z%_p#4*Bm_US`RyfU7x}NXNICgz|+kJAE2&-hC%FgK|#n!@&or7ln65N@-)Qa5hTra z8)Ck<#-^q*b)#JlbYZp;Fw}%ku!R^X>y-oS?s63p>9jXpy-*I0Mp-$1-ImzHG+!nd z6Jzt$lS<$HtafOOsanQFQ=?w?VH_YMqi~BDpn#XC2wB-QujS^^M5^7J`BL9@xRD;^ z`&b~r;;m9%!PAiigpoa@wYhQE8rQ0ovU3d-=$i`O=-u@jh~93|%Ks;##ARBKo-)7) zD{(2!u|lG1_8lXP{VyV~C^x{=SJIE!o|!VSPA(Z9%jEv6&xZ`@0yer)EYw9m(SQO& z^8E`TpZa69yY^95Qj)-P{QLXko+2iT-5is64TZqN8rS|M1p}ib1-)uXuZ@P&H|*{3 zi}_XMLAXMhWTjsM=H}*7^P|$J*JTKgK{dN!w2=P2*H6&6$cIImiC9uqN-K91P2zBgJ-xm64bidZ z=pOsV_oA)JIorsaN#j*6uX>gDUL<(%pm!ktS`jhwoz((I%p~l3JCo9BjRv)fRO$#h zTRZuVk(QggsY-tn3gwQ?#-#(fd-b=vS6ywS-?kEzXJOa$^8-mhPSFn_mjHXbIggk)qCD z;EF|wl_Zm3%el+d*;$Hd_R>FId`J2~ag8;qnV$*^Q3@#qVm`))c7!<8dM&1V#hn#Z z9j}|SY%#-Faez=gCmq<`JJ0{pFw5s{7m}=(_Xsb?I^hxu6`sR>s8f zm|Y(h0Rb(g@93APvyr*E#Qlw{W}E`=yBipy+s9IuHT`7RcqWBlvb~g)l&`3wq8&;7 zY0&YVn?-4VBr}r<7+LV^k7PTY^Zsu~YI;tE6JDWOJL1^ua%aHq`~P6MAKAuIAE@*D z(G_GoH8*o>Jn7gfs$;iHG1Ckb1>l0rUrxDyks)Rvf=$o~ZIudrQJ!rH+NzS3cvsV8 zm4J3G8{~Ca6bha$#1wipRWwjXFVkI1N|YV{QzAhaQmfjTH;BDn2scU z^iJb2R|?iQ0}#a659~;c932{Z6HM!NHx$nh>T-LrXjAT-%5H`+?|M)_Cslb?Ae(CH z;oqCUqzx)B0TIzqp%q4kv>||NS73sN&>Pk87^*L=l<6x2v;z63JPIQ&g-0_ zsG37NKskL@iZ;!5*Hq6FJz0gWXB7f6F|nrEY7VmOHU$&F@~vfo-|-pFh0+0|(s-qxpx5})xRNa6nTkjPMT@{(qM<%EmK zqzD4o8scbo6213U(TO3m3)}PO;NXxQ?-0D_jH@Yk!GYne&uKwNiWX}@@JGA^S+`4- z`@`L(5A0YxW-*Fyd$%xi>%Ch%dM6uYrxfMGIu*OyiLv+A=HQ@&{TBxH3d)DrwjfG% z=l{vemz$5dw+>$ffMyBgkh`@73ey7Fu=G`8`TIBgr}M>)?&q|r!ehG&Xs`&Y;R zuJhsE<3vda>BIdlG#(V4@bvdCC!KE=JzulvG({aTh(~-s>cGdw7G4o*0<*HY!*+nZvCGnDR~>C)rBswkzrX#YoZ#3> z>2mYk>*HHFQn3y&Yc|3C73-zx0u}N40E=E50VyfdeHfEQ z)eq-wTn4o$@EB!c8oufu>Kn&&Zy>g5e5UqaJh|S!wXcI7zj2``*0Q#)IM~J4WQ;hH zjB0#kV|+eKX-LthTI29KK>zn;dsQI~CFQTq6zJb8OZDh`_oX(Yl>1oIe^?c}V+aiE z1lhO~E;@|-T^~p&Wxc6QJ5|@jk$z^xX17{76Vho76+d~!y#eU&NEnG-aRiLRY)%mY zbm1TK2xhQ3B>gbm#v!0{vikd9ngy%LimL7a0!}9JQgIxmjHPB9BEjJkRicZ`?}d}m z^`Ixt&+(lQI~ynOAJaiZLTdax(VZM&Kb_mP8yy|JySqzSNZ&OX)KF7X!wl9hAz^EK zTU?KalCt;Sx?HOs6&1CH7tLOUG7{@jyw;r$(B>n%t*Z>R&hfoFMj6U8(z?JT9 zFY#TO2B&P6Tl(~iA462F4T=l65U4Ux*vwfQqQTygYfp>MIdA(W%WI}=_xjl9e;Cy1 zSl5)2AG?m;>HTL-Xo*UaJ|`t5UD!KBnokHd_exE)V#-h>(RW_^>`L-T^%FK8IS7`` zq@!Y38c~u}P^JgpRLWTFX4=elylre4HPjJjy=E=&nnis<&pTbFc zqDs1!L3HN{RI0#y;Y~QJN%iB17fF98(CV{+sFPt0Xc~oBSWra7O05~D6oSr&=zCfk^HE-sNEj=lR3!%%;A(+k`LtzlXHymrs2lV>FC z3WQTn97cHpI2Hf6>@@c7@=PqLbCya|ca)Xkhk-9k9Mu0{P^Fr6hV0T3vw!eq zv&*fozL9M`gE@n_hfDF__HpcV+w+>k9Q_0B0$|LgBPk2@uXySk(3AO^Ea1f}^@Q&y zAfTK?vi9~TNaUVT>FMppkeI3}RvfgZr?3qOun+1dLOb;Rb1S*CeCr*(^D7+J8Pzj)powQ1k!lbSxO24*DiZew=N%)PngZ{rNXqt?f)0P$~ zP(k}hxqu3q^!brSHVwCbpI#r;%HCcB+I&1icFt^i$&DnKcHt6VZn1Q)iIrjQ!KIV` z22UA(M>(K8`ur8xnd$+VZq8R3`ppZ(CeE-2xX9S}_ghWgyZ7RX2OcL65aW|t?IB?6W+>+7mmDsR@9WT zzIt}birb}q6PPqs8rx1qD;4(tvSiR4iFFPS%1?Hg)smIQWo5*wHBPtZJGlThyH?04 zC*j-(Vb>qO`1S?E7Z%s2i=8)2t>@j5R;feOU|RWw1jrcPpy3f28xu3x=H?(ETJ~Q- zf&TAx$;_S~66O{ZicY`^_g$p~$oVyMRd$JEv?W+^tkYBJn=EHynJkywUcTvfrD_^J zqV)OH9eH1-aIOov?ncK2y?g=U=y%N|dU7Se8`|rVdO_g5TFf4-n zs4xm5a<|I0w|F_Cj4kK-ai$#i#;s{J^A^4I{vDSTCuZWkSs0dy5?O9K`Rtzy8X|vj z)@IN{`6UF8o>8jb=?%{HsQeZD=B@c;9yq}80q7Cjc}kC}J_LTW#pjgMdm0Snd8Up3 z?XU;JV;`8B4kyP7boVGi4JThI(DX8ey}-TWCUcAG8HI_SzQRvuPZOP*{!LaRKTrfu zul=pP?8{VP=(G_idY6QO!&~Jf|NT30jKi0_q7ngrDK@_y9|~g+JU%Kcg+MCjWap z%OmemL(ix@HtIet!5Ez&og{X$hO}Mfw2OM*arT`ez9&PCHK)@RY{nqJmv^8>s0VHF{681`%*SPl z$gb{=Q?DuFK-`;Kbo-XXYvf2FBrZ zaqNsW)X93OX`)1x!QLPCDc;!UB;{bCp24;T-kaRs+2v^EU@{-=L1b|mgOoQeA)&w1 zX{JOKf+8j=8vSX_M>-=TDamzfgs?{T9zRjrkcQUV9TL%ojsX$gdA@X$9@u&Dr_W(k zI)C~HS;)r;Hbl;YLkFsFx&U4(SG!PDu&r z4(Sd-y1Tnex|=K#zIE(x|KRVH?2~LVX8c z`f2-W&E{PJgo(At?kzqr*rr(01={I0%S(JH60Q62*M)44W;r62z3DudvhAkD*8XUlqz&-s$Opv7Px~owu9zy*-KNea zTCXW%N3tni2ubXS$B-F_6zXKtkg4;(L|~UMCkgQl2@3j3LZ=Rf(J-^GQvKvH#L4Ji zprb3+3=X)&G}iO%+X%taYCX1qJ!-v1CRal#EG|R!+Y1houbFTYUJ6;kHpHlFcZ{Xi zgv9(3A3!%yLw)=8r?@nlJMQXQXXw7TiR<_AUj2>n31=Oq8nPSI+b) zUplxm1Iy#TFYilDrpdMZ@Pxkma7wxlGkHnPg4s)JB)}DYK-$gYMZ(sek0dcC9d23? zb4a=!jgWUh+Jb}g;Vw{z;ieQHXN^hxp?L>;8SFYht+y_J zd4h?>w7^2;`C~3n9XoNS@gknvIV>@0AfJSw^MwzV?b`|(UXyCNLUl%ijeHabi&s1Y zlT{A4iY6A(mPYJ_^Ng(6d7{=V_PA`dKN-Gweo`+U#KK3xg!ttFJyNY!h7ZZ4+vc2kdj-wjn$8hPx`lpC$r zE_;(7sQJ8O@|&QI?2TewWNa1{va))I5UZ3Xj!d5W{>H-H6J)l4H2B!iPy6K*q*1$F z{s=fBEg$CW=VaN00}x4DfIUk)sQhT!#9GdN-DRZuTT9>jsj(?^H$u{doA9Z_>y~yH z_wTgO+O*`BeeUUFt=n#5L?cUfsf{>sEaasPJW}uQO7Zk8u~u^UomDU`n#jBUSgH$F zr8JI9v%jveSc!M*di{52GP@eDZ{a@V`2#UtZgKfY1Pg5DdoIr$jMVKc~nvz5gxdwPs1$6qgdHUNxxW~@6V3!mVwH{7?M5x9(N#++nv)u z!r8V?OMZe$j4qiqr_14+`Wf5bHvw=88x2c|-aj8=WwdLkP2sp+7Q zy7AfC+RWP)MeDEV%m*~O`ZAfcdR3ovs6To{YEAQF4y#RmhEBFG1N4Y_#<);kGv3tE zXJvldY3*VStWrjl91jA0v9LIsBTgd%=h}$w=2H_^{6l{+N8*7Wa=GG;!+qiLNh)j) zHl63-HP>reS18};=;Y+PP8_|alP-dDIfGB<2lFoX*C&AF+a1dZ{d*!PD7ZO+jva%A zhNdu}Z>7`n_MKw{ZnFi!drr>lh5&3e)CA{6(L<0st#t$s_)+Car*K~Y#{TKF|9!!z zN_2eXlJlmhmhOp6AxSwaZRnHfqGM}jz9%s(-_y?GEsrgheuFEt23H^4@@9^%^FoG) zyIJ5O%r;ydGNESBIuYa04O=AtqQ-2W*z$I>z>qp6DvGnlSZ&NqamLnJnzSjy9I@iq zWZJu-zdp%_QQq88vZxSXd-RTTiu&br$yZvlX%A)B?cdDDr4e7RR63jqLoruuWaZ_= z>$^U=ak$ez?b)?wmlCq~d~J~?RYBaV=7&Ha_i$m4>Dkf=jH}7Eze%aq7U~@uoe%m3 z=ncNa)+=bMGH(c8Cc*`=(n-xLQ=y`MM z)Z$<5*%^XW+-1^RI;554c=m>u%B!)hShnC}PzY)_;?#6u1fF6f$?^@;vg2XqI?=^J zF`;)U5g&|Xo3*w7x%9)ZsSY#y#{INhoO?-YsJdZY_K~eq;_l z)-`XWqIEqx1B4mcW0?z@S7_UCI$xi5~p z!U?3V60PT|NLv8MqL=sZ`Sa&#z8~>?*-@4jJ$Wa*0?zw0RaI4*)fS`eHCD5V6Ka0` z{)_U-f2V#)acG}GUorTequhz&hi%3FUTJWqQu{ugFl+cryJu(!84*!AkCWyV(M)zS zDUaNZMWWjr%Jf7GBmQ+>Anwu|W8brOr7olxW~VQ-n_o9v?Rj=YQN|2)kZHJJJk0N$ zK6ebHN=N;^?qx>S((TkGSYHV-hn$`5Qt{n@6uqF^Fw^o5?%D1u{~B7mq0NWMJRjPJj|D#DE#A z(zVIe?De{zpI_WtwZbcqx2!a5M-cHP-9KKhN2XY@YxbRjOme~|BXBT*seQL>cRbJG zXS3i;k=0aed+)xT;?i@J$YRPZf*k#O zZ!AYDhDt{JU}Np1l`1Z&`K0ED>6Q(jnaYtB4y`vkf4VL8M$;*#y-c4Nf^^<6_dqw1 zb@ec!AiuF)dsu^BDT6`%QIOLgJrhSMw~^*wj2Ab)T^EFcrS)!orc%<`?Z524LY~8M z#&~=}EW+stMdNFV5bdJ~@rIS%Dl;nimS)0Ka#Qrey(40oR1u7R%6|qL@;=qjjC(UuW^?`|*2%0I=FgvANr92fD8R%l4>Q|Ih}Em@ zZ?Lb#;!`4;_|@AYFy)$OF&GZ4@~G_hnaq-Zf5JP+f1EZw+FxfLT}47Ii=vl;Vi%6C zseh-YR&(cwzP%**EqqneM()C0ag?k5-Q*pUVK5k(QA2Z0B@@s|H>IL z$)C?%lJhQdiN;p!pWS8YbtyO0Zi(I34<|LD8*j1D0ZssaGOz7o@a92Z<#a(W)15dTstKrlm4eGb7YJ{v8ASl1Cs2* zH?vrl1Q$ze!iPOBmA#x{sZjrZc`9!u@0w2cwHqfCd7g{iUUA3a+;Q(LRb?3e3FTHP zV?lM&`yWY03;JMoioiAZ4~#te+WI;Q5wAMvuQ@)pbL!K{Gc?0Y=FVZB*K2gP&cnI| zg_-j5^4Zy0;EZVZSVGA-IDV*mWlI<}>NGlw_*<5@laY}L2@C7AP}0%{;|i5nXWhZT zz$~Ul1IYDw?>0s-Iyzcn4!7eJ1tZ?B?a^M~#^Z9BEyk?_ZS5u`1YO;yEwCM+smmlo z=TM@(`CH3;iNHsu&Lxh-+sH?_mYqg+M?>9u;k=W|Y0S4~uv0CSF{n;qC09a5O&v|D zge0qnfIR$H8>!Z&h-Sd)&2X;YQ%Ugm{do95hJT7yv7#Lh$Ei0G8(wcQ9k!PWIo`M9wE=~D@2-{LCt4A zB|6xb;uSQAT8bf!sJ!xH+trw%Fi=ZCe&fU`keL)xia2dph#8CZ%5>wZWspT{A4bSG z%I64gojyanSXEaX{c3zUesZ2Zq;Si#ox4pc5^ry^%>k6pY+SvZbrtm=DyeV(9{nv5 zNpnSLu`PRS7}7N?_Ch$RUWGjmey?9ccQnY7!foio>xOi7|E=rLdUX>toiB^IUM;$e zf({-O3O=bD5M1=M-l6Kb76!PZwp+;(UlETAQlw#IJ(gB~g#t zV*A|?FX?y+n`JaDiw1N;(jaJeA_!#v-9vYh=Ms_5Qr52$4+1o=HIWxDkKrPu@HB2> z)K* zCn_#gz-rI>p}*a*X`{#$gCgAfdMdSxRoa`>;F2W4Lohl zZWz3~AktldqT7D4o9^LM2QFIL+I>d{^mZGcc_Yk^*MW8aN&z3prQzixs*o`h$Kzt# zC=GDNH$(9x^Ww=Y2I7hFQ!NP@SS@KfD8+Nzs2?pNDsFt)IOQ>PiG^7KSk!3g?kY@2 zbJ|(;runt+HBmTJx@41+`q-anpBAC{;{2MZT9`G1v`zQ43VXq}nHSdY2+Uo^dQfQy_R%BHnWdWBmA z1$ivS9DG>xWb6L@(PoFxoim^rEh|+ZUO8WfM*D&;X)8Qk^O^+dubFGAfPG(i!nHKr zH0A3kFkQNm+zMW*$@g^leBu1JI87RdL8o$meMqbNJqpW2Dbo0;!_DV#<3Z=Zvn(6> z!R);7o-_nH*zkbAGm4z9+Ei3;7ae#d3h|2t3lC4b())+~DdF!&DI{nI{GF&&me7*Z z5Q^Nf!ay$Uv$11tKB?NMXf(2|#xM4+{s&p_!eg5gubM+W54YtgHNQk?*YrCo{vTAP zn{)@{Q71qjJyEX(AdtA;Sytm)gYm9rRf+0-@~Qxnw)Fs>Mhg)?bPvXsd&3*cN)fMV zDgo=_2xdq+^k|4@VEoz;C+)CRT0kV1xuv$6QYp4J$tJ?E1AP+wuO#^LSImF!7n<(1 z)!q4sKZp7rOF(>EPR^F6o)ix-3cR>2cxv0;71pBTw>{Z5#$gB6*{kg0|N4a(7U0dQpVhM|`@nJSEGU zocpt7qsJf1Lr9Xp^m}sV_!_87-uoB7F zws-IAI~&ezS?*Y}Egt(K=O#Z-f7p~~3$n#yu!$@mH8$F~I&{^#6GtnUp@TF>9AVSr zpWjD~M=Nrsrb&T2pF9U^5!n_%-9fL+IgkF*&x_unQnYPlDc|#O@tC*eu8i-cs(Y@z z97lHRsm4znjJFG4)@$IzhEuhN`|flk4D;fcC|W~P|WP$Us6OTcn^%`LctQs6>?!=UiiWSnW$3Caw{>e z?nS+amO?1A5SEa*%5N9AlLg8MN<;-r1_nXNYdM>7>5;#70AKS<4ZPY-OS$aZ7KFN= z$#CDPT8f}K-X4qHIJ@LX(jBg~4!~6ZEnU50NoGEPeYo{swi_s3|6^GEq5(p= z3R9Ba0af&2y2ZI5e0X#JbgVN6{g-g&YjU#*F+3L)O&96(#lPi?xNX454+roParJ=Z z7_E-{xapwxA#W4BV*;n5-S_?IprqYibh(Q*nu=PED?XN3;@iLgxOSN5Yo~ERAL>ba z$9lkkn4iH~^1g|`ZH7=OMz?KBc#OjbWXVvXkH7N5WcF6KpoTM@622#uWNVj6?R7fd z7zB(JHu&3`^56{uN#?kcM-NY4V0<^o+iy@6JFs_#LfdN;ojc)S$Cf(Aw~U2*~k#y?vn= zy{8lYxesC`8keJ08OOKc>%V@9Aepo_`2leEK0Ya1Xgg51yM<|NqzP>RvXTLEp6>Xz zKkN1;HC{VhsT3+mQ-1A+YG2Gmemht)WhZUfWp;>0Rw26mCDqDm5HdqrK!EtZC+P)i zVFsuwADqsv7jI#E5cY&$;9tw!9n5}bz|L+(xAX8K#FxPML6c)D6b=eI%TSLfkPowl zH8fIFnjk0F8~j|y@5uca)p%|Q`?u)jpNmztH{1+^_q|4y$=)|Zk!pbingM@+`r-fT zaWSJk42wB^y`60!JBL3#IZ^a-zFNp!QEt3E$91EsW9g*{LM?rlN%?0Z+%Gt9AYfCP zfWds(wC+ulCZm9R8Iie;S1`T`TQbUwz06H1V^KIlQE7o50msZ$Z)CPP>0$5>`_pt$ z;I1Me&#pU+%U&|6p%v3Xdkt7f5(oAYuKE55G=}cdNA0hy58b?5_oyO=ar#|5@SFm^ zIG-lYKC0Gs&lJCeE~Z&{%u-bL!~I(2fh7fU6&E-r@=!T`y*k8?y(l?hQn8uj9S|5B z@VaH_jeZzBc@>6)M()%~C`Om!QRo!_ZF|1tkrfjmv-%JwX zTN|BJ^6oY*@oll^1{olAtEh8Z&H1tP;NbKU~{ zSxQL)cs4K=*7Q%1HWuFRy$5?(FiL?U(rJ6HOBl|ZK%;5nXva zLNm-$1?>0xEaxC9){iqD6JW@((x1mwdv8f};x8kG3MTzY;8jJ=stZspOPIS1YZV$!Azne-skO zN;P}mh&&&vfzHOvuK*TpO|-$mf{7Ve0CjwmDW|hNYsYTa@f~bZ+b{GPkI8QdM3+j1 z^Q)($TvbyWNZt=`*m?8brI%~5Dsn?g{cuY3Q$xYEeG)wjmBz#@#uH~(i0MpxR%kd#G?ONDbgHMQWU#Ad_CVBB;% z!J`Sg1F}x7y^Za*3hXKDz8*z(; z<_jJ^soh0Ef=|A^>yZ{4sjjqnj8b+3ue8oYg$_{j!Ai81m(P)~4$8SheB8T7iq~PV zB68?gHGrzDmhhXyTJ?@1iOlbh>~jY$c^&h-KfMPYvNU7*Bthg2(V+-IQuJ|UQ%-b9+MW0yheTm+q`HT=pQ1=$> zGOG|3!djMjPY86TJJpr(b%_%DXlz{)#?6U^sC-K=0=ah{%(Daks9oPT_&C|*nUyHA zi(dHR1Tg;mu7Oj&%)Yu(?y4ZAtwID+6xUmX@p9V1TZzHF@O1R6JeVutvYPIrXl(`g zHh9OywSpW+_0-LL7_GoK!B-0ga!gZ06zkkM*G%kWX`Wh#6F2+-tBBenV5hZ!`>7=(A!nbL;>bWY*eQP9AIdEY!kmuXW#spN&8MGpg5mF1yz(18|U zhY2}1DKXmS5n#{;DEc|iJ(mSy^O-GaT(?fqviueXR1OJgxEdKJi4AiNokB_9zO#s{ zFZW@pP%x?N)^!y8y#LMH0X+X3A-JniHcLMzh_|2_e2aTyoCR{?Y~L@1pr6M|7J+6$ z!hX$S)~p8P!^Iu{@(8B@jHMzx+r}EGB>lebyr0GnRjJ<3(!_f74@CTSyK}C&ltipX+vl*8ad(9prfC z3@G%#<>crg?w`cXJbS4`h(LS-^K4>VPF*&Qxu$fciuDZe%SBe=Pqk)bRj)A&FpNBM zZlU2O0aVG-9k2QV%K;CO*Vr3hSRSkqI@m4v5`aI+NOXe+*an}Yim_Y$jb9Tr_3Bx4 zFIs(qBT(hCd#pO?MyabcQ+MKbz|!pF56=mN_P0#Cr~R5ibp!4nTk4m8EbD%!RF(4T z*HL0h%rpZkmDwqS_Cx@{dois8056aZ>5m2G*fC<>(^%D!6TmN@p<1YpFZ>TY>d+Q% zFKCWI+KPk%$#-SnkGbreC;x^&i9saT%qk!}g39+rir-c(!%4G5$AJd%5rHX%y9N^| z4NK)gIsQprb_1JVfYT=>;03pvJ66FN838LZ9G@_KP%)z%H)QE=)+Jz4mzRuPKkWsn zR7tEE@#O9O{H^h$d72OI5Xwp(fOi==sA)8LrgPS6en)P|?u5(qnyfoF?EnBZeKeA6b_D*fvB83x*Ct;Lf&1tC zPc?MoIEm|WT+vBRRs|0&Vi(XR?q7(>Uwd}PuK|Bbjk4-N1UKw3Nbt&{q-_9cUJ78i@!j*}y|3;k+{IH;C7zlMMg3nHRWhj?+94DFmuv)UvnApj}Lf36! zrN2TKb6Q!&@n z#-E*(*)uX!;iBUOl&t1Hc^0V4RbR^JyK*r*%u$U`|AR|!!D0?qWMDcg)8fom)7XD; zS~hZW-dg2}t{gVYa6Bq_nIR24+`xn5Uc}tAG6kNI(+PRHB@l59LegL0-C*mlfpVi0 zOh0q&QT_zKA_Y4=cQ*#fHKhZ?J)OT40kD*79F`ebh z2%!@yJO+NvnXo4CNW=OWBTSo(=6A=e(Sn+nIWaAfY;1+Y0skFuWd&PT*O}*;Xb+e& zr+NQ4Ys}-gKy*qxDv!GW2f~e}){J|PsDsIzmG-(jbb0CsJ;^^rYjKYOa8gupf6*z0 zxIna#g8)UnN0V5Kx2+h`HEHndEZ-MKt^3mK^q$usUxm;j>4>C%;iujpj{)IOq)E6R zNF@=~qmX*H`0WgIva42+A$m^bL*ti$(S_bk9eXta9dD@_`8 z;$Aa8*J%x-s?wDB)X#<)#9kMBG?=4NL)CpfWjrA7#GpOxbZksa`A(*WG=;i|o&stg zanEt)8cmhpYQ81D)Q82`h%4SJh>T;ydC>s{-$L1c?NEv4_0^&zOTWCdnYNtkUs~aG zG!A^f&WyAlYC8kf~nL<$js@ z5N;=iqZ26p(cz9q1^ULTJNvEL*)o5{z+@36Yf0!Uo9~gL?M_y-`+Rgd^vbdT00+4O z{0kl__w569V?Y4PG7FRcS0jh0IoF+e^m?F$Fdn0i3D0BG0kYf5&1Qw@Y+c%U<-s>S`C>S2xZaR?NTW|Zx`_Ot8IdX0%e z*^;UaK(OLVVK7yrjQ?!kck0D`@BbE`Ju({WIMwlksf-Ms3(&w)1SgDjCI}{$?`@0x zA2dLr>J+Tq6Rewt#KPnM#`(vo2M(@FpflsTl4Q2V@Tk=0q9&8fzD^0g}js! z&T2eBaE2Gie^+1Jt&CL!yFOWKp1&di2u7o_y$@>#-aOHMc}Np89XgDJ9CW`tLskv$ z-Xkxuf6}Y6*C4T=d-ZJEpChOxh@U>q`D`Q^6QhOuO^d-g+5{t#{_d@~h>s%xwlac$ zGlas~0I4H=O*PfYcYo;p_TR^u#Cyl4kDqk7dbocll7jM#6JXc$(K@mNpsmEs zGz_g%2SW4m*_)%|AvS$Whx}IaurAS%xF1ff4pXX&p;a7^plv7!Y7hg@{@5KSSTEXm z(2W9WGJ(|nS_!J%qW=eKLyF~=%~4Rb;0iuKrOK}+7)eQ~-2N%#Y@~ok6eOQLjAsma zUUmV3G*dUFEXWu|60W<%4e!LER6M=nROX8XO4%v}gbTMy@AGvCuLyh<*Vw-a24c^B z+VHvhkfYjOZOO2tNDVTwN&fj(Ve$_+8Y5rOx){WvVKvh*Uj>tNx_XfD~a5#zd< z7?0BRx2bIX)DHYBT)G{2#lg$?EAiuLOGbeQGTIgvOC z$ke)(`{acM*IhJ*jxXZ9u9=?>tLd-%I}SZSIe2Wm>y}0t@ZdN*-8P2qb>;;oIxYeS}}V@K1QrYcRYttW%!^ zYCfuL8Ty0^AY^==p*Sqkli6x>w~$*XDhfa@__{l|7m#V({J(o=%N@gi+hZyeeNr^e^%G+g(IsDjZH}-dracU* zRw$)oS^yZdC$&%zR|80q>{*IOR6J^lwF{?b%kjLG?H6dct&v1VuJ=SbzEJpak(Gdh z2+g6IC5ldMS=;_a9j-2i^uew5>`l2cNZWD7qdI0S8TW4H=Ylt0y7A6NA-uh5s(P<$ zfkyRd3FLM0{yrLG%=^M#PxFqy+8Bpmu7aRz$-7da|Jpy-ROmCwe6_xYc~%Cr)!-&; zGgg64g2$|UYT%2pUI4{&Wdh2;|Ms-KE6V4yG z?=&n+JsIE^98h+d1Yd<@ItOi~>8K`|F->QG>q)97@ksFdwbV6VtE>3TMBIcN6!*2>MAd zB$lN^^kC$<;9joc!bEKy{@3C={!;rZq|yHX(XvgR=-4#A(>7yDI-yqZ@RV=4LFL6q zeMf~n)wy||%zQQ)^zZ;F88z9o>K2WvxqDWz9c+2bXAs)=nR7MC9W4GMOQZwL>-*<0 z=4BNc#eYM3G?8c-@8uXiCHuzQ%pHMh<^C&hgmO5^#r`5*B2ga32~6D3LnshB=&V%g z$oWg$nt3&nY5x+ zE(Z)Gib%MD{5vRE?=x?YkBXWB_IfTUuw*bHRL@W}>nHbmKJ|~dqE>4VBsO0^-!29S z*OfkOr87Haeef#ZZnlY75f6$$H-yVN4gePXx@OE;`;{)4Junfw1#+Ki&4m7T8&y-7<({8! ztwQhwgxlG=VbNvU4pGY~`Fte|TMYR(*2%%WII#}q&Nw{)L4 zi*i^Ex%32J^xW!ws*KW*UWFWA53|co9sSMMu^K$U6s}Brwv2gljh7fB?PXa;R9LLI z1CrfaMIQ@~4gWU=tAib1;_iqLr`>>p9K&O*a&5p!88WXah#w39Kl$Q(7$^gcLr-%C z<%RKHe#(>g%j5xHnya|!O)T#H$G107T88@v9XJJaU3+FIUsGX2;=U=NZ~x@oR9EyS zlu~Fd+uz-(_5@RaW-IG*QXz}4+ES!qTskBN@n4gwe1?NM7K?u0BlT1>JvDAozfHuv zlVS1=U7qs$lS|~Htkj_V;ckgP6(l53yoc>#1M{%;^D_-+O|bx!*#0^C@`8LEbdt#E zS=}Ce9dJIyFOh>=ENZ_9LOpp4+60I_fBc9kVr0VQnHb5U|49r{riu!G85)}w7x9?* zFC&~0k%RN$P@ytFC>frKLBYU#Q#+>OCS4_Ov$w?#1L~N=ThEqDMZKp%i{QX|q~b$w zKGA?}WVJDl*)BW5bbf@Z6wLsu9pTTt-ri>j=4feYEe|;d5R}Fcunnya|0f{=l9OG9 zb}zmv@sU-vpUwGA0s==C|6zkOVnA|w*Bt!4(DMj+?WW%- zp?XlCRk6a~CY&C+6kW#Y2i#Wchuz@dFuYaT+BVTu znMp-^Kyq>ZqVdvKto2O$-vS;XI1oB0M}=d5`^I{bw~vA9clKlBfJxC628rqe)G-G8 z;g3tAn(jAj#pJy1wa8x3lCt52N!2|2v}I!@JuWUHW%x8`vKJfQrLjP%4(2(MasD^g zk!^{Y^@EsWVN&I-P|PI@g9**iV1IuPpacUJ^IA$9vH4(px6?=M2(@0rMP`AE1Ef%{ zaJDO_LLY-POMdPRDNI7N*WVhYr_? zujgj-r@9~!O82cWfe@Y#M1twB)x5}kMy<4$1FUjkT!&+o$!jrbB;z5X zKd~>?&Fx1i=f>)4<2j56C=dH~XJ9FGkNqw9e^DYk%c*XJT&yfbKR9U6#>>_~uA8(b z&u`7A^@76!cfLfCymbnv1KRr%cbGM^eHT`d)pP0DRj-AaRe;)veTsouq5UbNMCB7x zd+lQq+KINSR~x_8%mhV#I8F+ePaK_^BYngEp1ytc9@jn4#?BUahGTgEux-PbU*I0J zR}Xf1)pVTe6^5mrkcGKF-UOZlq@S#>r5mHH$)FwaJv zNTSx=dFi2LB6QZ55y zPVUbQ&+&0XZu9#s=^H;@4{|KvuUnDG`xi<$caL=9F=(T|iZrJ?3P%P2 zXJ1zoS|SyjKKdaHssmRM>0Y^zw6^t1)Gz_iJ6q$g@nCgH+W}=nyS$Z%;9#KkYHgVq z2Nl0f82s`zMAF9v_zI4W)fc;WEd$#OYcdFZ0q)goa!aMQi^{&ZFhNY&_}9tG!Zu%y z!n+tjA#ETJiy5&=Jm8AB8eBC6j)^?NuZ){x4MTYd3KJ}39fpPwv?WTegvsWFUoVLWx;BfgZ8+n&|kX@&}#5&4?pV*&dVSSyGWU} zGigc9fS-1v{6A?ZDWqg8#?G-)-nRhEBby5(@Zo)ptDnq^@f7 zZfq3_oc@SY-X6$2N^k^97v`+p1)4eA%XRD%=%Oaf2>qr2lG;r`-S69RB03o7MM4bAfRGeY0zvKS>_S z`UW1u%qV!D$^`R7x_z0y1u21)4uoYXwf&=j@$KxME>N>V`d98h{`Yl5SU~$!I40xB zMY=d}dDlPIowTx&Oa?yjSy+5w4uqd%5x%Ilt~O(=&z%(6cqb;+-!0t)-1eg=K&`r#o}rrZZN z;f}C4d-63GCgCst{$t<&%Ri($l#5g_ ztocW5Z1&0fh%5mk0)wzWc-NKxzrU5b?@FcRkFbL(&y?>kL+^)bSW3=8y&d@SYzJjF z0N2nC_VL~SR@DD|ODkYvd_B~E(F>`2^}Na_X;TiC87}lgH9)*qeYRY<|H~zCeu=`Y z+aAN}X2HXU=7PfdXoeJ6mSfz5Y6xKpQ1&=UK3AOEk|Bs740m~$uE>!RDumxKy$@Z# z7yREk$7l!z84>@2fh+OFL)t`4hA0bamrC$u1~z+)$bTd`C*^jO!jbGhiN~9+XSGi% z&bEPly<~<6wkHjHYLd1?Ox{5t__TIHA8{bHGgfr8Xvdxnrf0cGZ{wdNYfZf$t8eva zX(d<$l2r%lbs8^%B5Vj|GqD;@l1L>ett?3WaA8`o48^N|fZ1Z$f4yXLZ(X3o&8-fO;F7%jRwSQ_(=pL8Bsf$PtnwFqn&Z|wSUZSy!C zxNgv2whXa*W=55%^5iJPyxgySzX<1fUQ4tGgpZQ?zRkxgv+uOk;;_AU*gSF^4qd0d zZ1Ir~j7SL$=6JWaV6*74GOHb&ucZ z{n7e!8C(@j42m+(MDya4VC?F3`{xat23g5B5urIhG*lm8eYJogr7wJTmy5{|;MzT( zq9>R|cpQ#v>F(^jZ}uk0rDz2zNY%s|A?w7%pT-q_FYSGm<$ghcnFZs;@$^@Xn)j&6 zq5G14BM^Qb2=O=fiFF>MFm@}a!31utJ2juzMPVEQ&U**d9(xCYluM{HPey$zfsOG1 zKBhuWV+M|^UmUv5NZ+&bVu}*(4#?E<5O^LF%ZGW`;;c~IR`h#78_BpG4|7qsGxH~J z&I^{jKeGoU5^x(_m8SGhXGaEB`(sFD5J&G;qIZ%v^t;VR2M3lY&}UfpFAZSR=QA~p)tMq{l&@{ z9pqi4vFt!%w>KK=o_A=UV94v&`8+nIw&Di~f^hXD8-pHCoR>VdWw^~hD9iKqq*pvA zTOk1f59lvH&m2?h;XS>XgqKT`B$+Q!8faZ+ZTSOpTP{!#C12|OErqA%q3jcp!s}pe z^@(~59|#lr;eh}nFE1I>$;K%8iSj&2OK<`fx#2!W{(B1Y2WA$vo-SbiKezg~1|Jj; z?nz9Y4yL}b$K8J)553J?SXeMk!z<8T9LqF*J2y93q&oIsm`3D%VG*yz5?R*Vnw7OA z%z(EV!+}!Imdsu}-{``@##3-JTDrWL(&+fs+oEf-gI*$=>!ATG2&f32GeBIAeh1o7 z$d=4Ezq{x9;!jTNXv?Wda>>w)fAY+;G_ouV8Wg>Hr^%Vdiz7?#qT}uqbCo$Uj+d@Y zN>1(IJ+kSTk>MmPEUcuYghDhU)y+hvR${QS(V7mkUtejOzkp0+r*`x2rICGhioqx# zc@KYDc|Yv*jyY*>TNcKfwrO!s-ZD=u;Pzb3bimnNCSQ(%J7CU)^e#9=@m}QfbZFn2 za!j^t^Bxnp6)m z$`VGr=cfFRJA5?{>vBE|^FAbtRJr|HF}aLNvvCi1myAA;^4J8-(fT0;xo|w*6$S&| zIwwQ<8mpxb$Ry643FYq@!_Q_$ue*r}g>bTf4D`G*xy4OeTQkN@y+yW-O6Qf^h6Nrz zJV{|LZ2CM7-eYH1Z#bIBqZJi+T&3EOf7}{K6&Xrl`ukTlrSbbzbbsLS0&kJpub=0a zmV4D=M#=Z`TD1wjpKGZYDw}lKH+T`279%Ez=tDqu<19sT7 zx5tgVcLOweRU&&+=;joeJw)72imn&>;94}@ozDJqE%$YfwATCM?YlMO#YlLwK?AH{ zNmfo2FD+{k7Qt8|W&xZ!^bIOC9>Wc?A zJiNfR@j2~a$}Pt{OX7679H=T#`ssZ6dvO(+R!13olsfV3o3?D8Y;Ax)M|e2j$8SY- zUniITs1$w(Kao(+M@18%wrh<1v2PJ8a@H%i?v81qc}XsRPWO8PVi zjUep)I}+W-1|9IEvJZ~RQ_XfML+RUv#G>{*Aif8-sv-7DR2W4-R%dYos9{Otp@+}VzQzWI_x*07s{sdnI*KlFL} zG!0`hReS+_w9ZvtHbwc3MlH4dO9$PF8ImnY1=SH2!$qU~qp|A7c5$U&{8aHM;3n+{ zyM)gt)Tm|c@8~_857G%>V3Fx1LyhBjwSTlK^^kwFQZt4}d&O=lc^j`@Ie`daa7hpq`tP*=2B>K+7M*(MHB}0Dyd?#+jzj$ zl3S&QI$;e94|VdxkAr>P4xxt3zP;Gqe=Q`y$=`M(^C#GMtD0fU}d% ztxo1qLe5c(DR4F$%(dh~ z4oUwXy52gj%B^`HCIk#ZL_$(Qq+3L3ML@biT1vW0a)Y3Nl(cl$rgPJvbW3cydvCfM zev5NF=XpNw_j&KX@FU#!TC--&T-VI3HA2cX)Q#hm6&WRoq6}OyteGVS3DgN=Fao1| zk;#=OD!0x=LbU45jCRd~I!1frID!-5*GYoi(X6@oMiNVI5uzbR9gfZZ%zQ7GL_gXWf)Zp?OD}Vblb3YqNK-a)A4kxE| z(}C)o`Nl|Te9Oza$ZK5!purOEiWsWosFSIm5?AjgFSY}5UyIwq(3 z>a@oc*c|+GVr`+cH-%pa>^Q;N90az!=Xbse^VOqt@r6#5HD$^+ zZkR-2?dxr^SsEU$CNz`}XkOpE8Sq4_32x)}Qfuo@W$rlDnrRh&A)+@+>}6rj>WT^% zHyUuhp)V8cgBoc>gKA4-*?xc}SONy1SrNk61v1Cp=HvVtyRrq?wJfObZe;}}|Hk%XQV>Zni-zcZ_-@K6Nn&X81 z-p_Zp1YoTX)lEh0;7WoHA+vT!X;mUwkF!YUS*^OY^TttYdyg}%K*7Pq&i*~2(Gq=M z3;k4IBm5#$y#W>ML^A}cP5O;JT=vn5p8NRWp7`*YK1ZZV%9)IYtJ!8Y2|I=SO!56+ z`fb#Q4{-Fy6=is@Y{(~b`yy7JSH1FB$&@nPXedJwq4P&gcX|`~M3hBMG5)O3{#IW! z*q)Mmh|NhD^R>sL+URh8*JWq6E<;}QNUWBoq|@=|bd#Y>Ig$3_jkSI_kZ_V!BWiw< z52%1L)P*R9UK=fJZcP-3BO2;|5LiEBTyM@zHpu< z&@dyv(DgyHQhHGs3>Z&Ed^14Sy8M!J91YUqaVTwwyKT;aJ&)%O#KyiW`|hQzquXAQ zC(KzJrk5QNQtmQ@S+Q>b021sFX}{8V?f*Nx>{;WXhNw=%gyU<FlGIIOqXoZYf}0v9p+y&8fe^Y*plo*c7g&D+h3lo+`el~yzF8Uo#w6`~}i zaP#!n4(1OUm1aElfgN0|zaxnQSRcyV^z*7^qO7xG3;x#oq#CdXnq-9Vuh4iJv0#RP z=`Wd-%Q$7qfx75#hvlIjrHe{R{bkqDb>x9H-=tgnJBTZ^azDxN^6)rsCuz6P^O6(0 z0pN33ZpZOOf@x1DveN;R-u?z{V7^e3|6QSdE(81YKt}{4{x@R? zXq08j0Ilzc!T{lrhWs0;ice#~O!K=l_oP~d)hiwDC>(1Oy6Pw4kY0Q+F)@K@rrWZ4 zX*QgJ`mh8*#96iKdNw0v#LkSe18A$E4{k;s{I{)-^)0;xTZ%YQl-45JQWso zlRjzRxi0ze1&abzOX*G6k#zDYp}oPweQ#L-;pgztS$97dszto^l9|aebH5t*^av-( ztEV1=+ed{wE+U<37binhvV9tZn9<~+Q=}P9XqlKGL&iw;@G*w(&d%+l1-iJ{h{85P zU+pRt=zHXowEX+#sX4_9fTP^P#2m?2IbUhc>YytwJ{Ivi0(ZXhc_1Sv?bY!=7sT`M z7AQFl%5-x}l2&OzmmTUxQVY_z@?28g%pIE`iKaG>H?EvE60Olqqts4pG9wa*#EQ?EB$&VcEr zn@fK5d{N-Lj_xHS{M2wY#B%ACzIw5LcyoAm@T2q3L%Z=W3bV-o)=^Z@xSw~g%4%98 z>uU)?XL}8|XR@1Kou-nuwq5$uDi+kW8xT4atS1-5*rfrny?8s3q|FDbJ%m)T%)X=K z{kW1hdKOXmffqXYn|zQi!`P~{>+z`>%#{sF@|p9s4=YN_poEN!(ImJc{>QvIZhonx_3g=UlB7z08o7%P0q|?m#eIRyX)leaa4GFjEi4_Pe z?>+PaaRNs-{Z-cKwYFp?$ZVr^=%j&v7}qCZp}`4E$Ik(G?~T)|AxCo6g1k4)Jh{46 z1>O@92KNz4Z{=L)>F_%+mUOh-UW(lNL0FTzENKV`F`zR8P;Rn-0MX~36?YUWm(!&@ z*u4Cdlou+B8WIpr*E!j3gE;yt)gfbs%FK-IXqfMTGeluabBy%3g8-VWT@$(Dit;FP z`eT?r;V`g%?|W7wh5}wJt17V3C8U*p;|;1yeb=188hat(RHJeY!U;AvjOYkQh87(% zS0JHevV12EMlhfskhpS#sOqDh1^Ep^FDp`@mL@b*+-@pc|7D&l4(i3o-)(JYC9}#*TU_#^)0UO*@ zv(M4L-E})3Q0_gwfm>P)Lwwj23oz+qj`)?qC%iI~Bl8inmpM9@m|CwHia`J;EKyWc zrSACZdCgp8j>pfRDhUe({;z)CEydrod7rwz@UiMV>B<2uq#QYJEXK={l*nxmH<|Jg zO6tjL@FG!_lItwMWuKT&^!NQTKUxb4cAK1aUK07XN@oYMtPui_2}}3y8vP$@N?nWX zH2vczU=|F|dzYa){N>KuRxsY@96wAsb>7b_6dl$ftN zJ@XT7Ww)9x9U$1k*pVLd-;7iazI&QIBzWS!@*GBMILvg}`L5P;S|eK27xNX-A!`#b zO46X$5;pk(N?`dXU{__4&s`SFVzuZJ>ZYw6W82+x7P3E1SG`T$$_L{n=%X%Cb535v5Ca zdn#F;UC^hgXXLqx#VJ%WMcb(is9D$V+9~)Y^4sr zc1{QH>RiEzMs?j7iE-gU?kAp|6e>wQhQkqg?0xc_|9aX#({ChkbjYHCe5HTIAsKE`1#m zSQ_Gws#}?fd$XgAIo+2`TzNW+rN8PE`L};H;5C?#o z1Sp@_-qIPv@8$4bZtSxuU?iCgE4SOM?;IIgI|EkbdR*-zi0d$)uJr91bRW^5F7EbT zLQ&Ivf0=QAfck5ICOpxS*eHiLIoy3>=)m$2?JS(xk8wWA747{5ZWkd)OXo-@gp)>P zNR#ha`g@c*w*QnN1J`T9j+O!pR{N9J$JdXL;7bKKV%T}% zxq6%QIs)+hR5WpsnjC~^gR%fVKL`}R^9fX}1OZ?oR-HCRrti&Kq2wH9Js@}$8IXq= zIi*O;`y9U#czOAAl#WDwg6BoD2}?(Bsjd43x$HnFWf&$6f>q7TC62_zs+(jWxRp)n zdVajAH~;M|_E_UunjPcV+rC7oZn${!=F?IF05|p9(7X9sauvfY#_N7ol;WDM{uq#} z!kKYi_zI1TInzPG%ecPu8Rx{MJAE21Lix>)($gIz4GwfcNK0AnLD;$A{(e#Nqw|Xi z?!54bhz`FSuIc(N*z2;=H}Zq{i8SP*AXh`VE^<5XuM+Sw1w}rMhj^rf8(#+p+@4 zgIhM>%d$4#sFdTY9O9zJ3J-LbzH&-MjV&R629MRWEKu;LP;nmuKP5xwRQ)+>0{OdO zmra-8@)+47v5^l@qAs~miD;veLhwRj0`!wJXe2CX!{Zf;j7lo4By{W0N5QCObYio;scU(bGJYyqVg5 zinld6Pru{5D6Os;H#t-*Rghk}1$z}Hb+dT@Pm}Zx8Dmnr5Q8H?%ou+&5qs2-P9b*e zfy&;Qjced%@vgv# z(1?N<<6blMS7C+rhq_Hg`SNN}G}|EyEPPKV9Ilgu`x?4U43&x2(`dUO;S=g z?ABDq=5)EKy;&}A!OFaH3DQbt3Zycm<9WZh@@c8*5je(@l*{^%;SV^HIW=&ZQgc7m zVsVO_Z#RvOPRMk!%MrOv*LaR!?Yn*^l=SG_eLcs-?#H@*7%IA7-|5HHp`qsnBcr0~ z+ebVKEjSZFt-{+L-6kDOQ$g?H8s{0X}f z8MZj($>!-vJWO=>N_Oak2jK9il|WTmo_zlSCjjaK^<6VJQ+BY;i3|1rv z2YGvYBklPdw%`}PXI#J!DIB*m*bh_ z=pUa3H?`XKgs!g^VVQooTiHwo9RURz;w3~xWe3oQe}%)F&~MOdLea;8Hyq|7;(}Jka_0Q5_ObfEJG01T{{Bo zAuS1oGp)3gH&lq%*JKab>8fh_5jZG^fT;C$&%W&K;4%MrgUn4ANa$+p#K3E4du9F}?nsG)n@Im#m!hK?x;h<6GSDX`a3PS+1OXRkc zUasBfGfSpt3Za^sHP|?d584J|o_3WkVG(HNd`#!b_lg*(JQoh83Un&MUkM2UsPXFEdmXL9 zrhiIFDbQ;#PQBqT2*SPKT0GEsFss=eUDNU&(m^9ZQ0yRL&|OSnY&K77dXgb z=pE&Ho9^&y<87TLD0Htalxmn2eZugY*kWGF*w|c!Vi>u6WQnUv-3QoiT*zbYOhca+ zMX-c7bV~7(tpkdwv31YCoyk!M|HOXIwe%t`Ep5@z+bA<>Q2DB{uXH)dqwn>S>q~c` z(9r&m$raY?`Stxe=de)?$Te1l5sHo4=GL9x+V!tC2DKk?f8^(2@nS?VD~c|-u(K~? zsr2r}#M|J3%Qb%&6(Lw#qdlS5FNa$O7DUa_BA|vU)7~%FC zZ9gCCYVH^a=Io-eRGRqS4bF+IQI~G*6v!seui=Y2BwG|PlWxITALR{%L|VUpn_`E5 zjly`~`)mAOU7cy*-gK9R)VNXp=8q1Ks7p;yV9b;L)!W5r%fgtulNO@gYKbXKh*A-U z2!K+yHMJB~G?J2$d!@DW6YmqVRu)loXTDF?3Lkulmi+YUF^$wQpQR9eO6$np;x3(7 zY*OE>GX!=>76HHSk%gh+mkB4jE*>K--RS3gK=De<>fvVlJ>}8hambndatOLHQf#b! zwXo6|Wvgv+*5aA98ks@kTD0WQi^lgF`h_gI9%#@O$rafy;my1)U_KfwrG_O*L>MB1C+LzRF3H9`h(b_NF zBIo{CC++)1V2p*mL*1T<`}v%BEmwF144R4>ym&j>=;<#qH%@sopI^}|9z53LCEJUk zN87V8G4b{*d2IIfWj-QrtQ+e~Ho~o>RgVbc8t(atD@0rQs<@F3DQ02^cF=##p}d*p zat8~VwFn9d$sHn;sVm+h%GQ--!#v{($^8{U)J?wMn}o>Eie?SCWbmkxSZzcBl}6=3 z6vRx$h^kTkNIcZ_eM5assxjKAwlM<@ezf(MWw*O}6&jBBVX0~&e$|^6@861n_VACd z!1=tXSWknTTxTvj5b&uYJ*1CzN16MKOWBdUzn32@u?;koC-}0^Vy0Y2&iNiTb^F|B ze@Ih7PS`>S72B}AgR`$8F3PY>9mg#cW$-rPSLGJVG4b)1)x3%dji>jB*RLvuw~Hv@ z2E#vgFZOJ_%NYV8zI$RL4NyHYd17u|pG^D!Kq zj$P;F>gvqZfSGx$-P;XsEVTR5_4V+=rQzX}$(LAS5>&5s_E9~sw~=VnTQ=6JdEC5q z2W=V0()$pKsrX5#M)tG->OCDzenji8$Yr>C;l7#r{%U49f2Pn zMcww5)s!k+kwx=tA{64Oee8IZSuz!hZ%6{NyG1;nBCvS8+NTBO-HakTPB)S#`2GS z`Ez(r_R8Jzr`9Q*N(!;=Sy^)-b_|>5g?rBsF03#*3a9?zF|_dA*mn43Al}IS>Y=o8 z6qR3*6bW%;FljqMgn{}&+ZzK9IWx(DFav4A7Zo2*>7p_-yC0ZA_hlkKijjFk&;nHsQ^pF{rw>2ka9tmN+W9ShaS3s`ni>ZkMW5xnN-Z>}kh5nqqu2dX# zj|3tjH5aUz1Pc;Ga=J9_4BIyw%So9VI@~S@BMozZNHjs?;`Zz?Ij;3yP+ilzY05d? z9!HXtyTXJiR@4i)JZ0|V3w2ZEiwP=B(TEaZX=mms)u`=Cv)Ohk+GlkIS=TQ&MU8#F zt#7BPFwF*VlthK^ADwSoygmA!c)GheQQ((fX$}+i8&7Kt zk?3!&v_LQkP1!H%DAzvsSm_p_retZC-?UM?X}!CIwjuE1P{ZAG_g+PchTD#?r~Gk< z8LxqyY^@ubbj*OKhZ}M|<WJc#HRb3g9^I#5EdLb^*|KjYjEF$wL&9lA+0~4X!FhE18fJG}L8n^&X z{jwAFCFeoHg*rOy68(q?bSjYu=S9+yFZ%h7CT>}1h#d^E0(UlcB+et<56ng}4yO5$ zoXp0-yBK0BkB>L6hu`}-pP;47Zp5*%tLk$U!iiT0i+Z>lr24v880(d5J*$^_H#|q@ zp$();7&qc>;_g=+WotfrmEW)fMIB^jy>AP%ek zd*gHFujY?TmmJJ(jcK^+Jq=2CTiBfYVj8Yr>Uxv-VOw%6L3^mm{*VAwa;-yw*cH!K&_z-%O}GH8==An0az_znaXM!> zE`)7f@soELF^RcaMfBeXqyCy~ACoY81%eYj7~{$0zd> zulmj43A$K|kUU+7sFn;i6~{`A5GC-w!^D!O@Nw9+QXbs(%pt5S+uHSPE$lO>^?fVE zJuq%iT28@mwmPCts;+gJ@RZIvb5F@f+WWgE>mgeD)LW!@`BAO1sCAcAqPUfeG|&dQ?CV`TQ(~JR^yrMIUY&A+Br~d)9d5K>^(U%Uh|oA$X=L-gv}VOmsZ6= z)X#E_(=N~Rllv74@^ud#^4d$08maMZSAU> zTG6i>14$Xyl&oy)QrT+SMD9h5>80O_1U{}6R*TykG?(WC)%zZ!+I5j5xiF@`L2!4io1gs@z~sr|O6!{Fqj&>1PfMrN72lazPwPZkp1#nHy>2@T z?hJsO`%MMr*)bUjoBe8Qm&RQ`vP);a*L7Kb!Pbqme+?anL*$KeC-bo6?1D;Rc6Ftb zb{jSPQqxJbPX9`7YEW%fCmLcml(yPY9+ykS9Y-l|HB)M^QFZ4@{hQ?nEW|T-oTZpw z@l-}6KeZeQl^4iuB8ZxoOhxw0~2rCIN^g_5NngHGJ=vhCt> z*8E8x?3%RN>p(QrP+U$o5y<@OV-!{>=)q{t3!F0V|)c*r| z7wYI9Os>JO9f#0%y{vG7_CIoKqlwa`(3x~Fs%u)au+{nCFkVyt1%_~mPx=ErR8Xc~ z)>x&lzp%=yDqxg)5~Gsq{A;7OX)sYY*7Y-^b04JG-tX#kUFbvcQwm>-}z?LoOh`nrY=w&X@97%cMpgo;d%j8 zw9{c^Fw_5VB5zEW+YD7l98^=0KR{Yk;0X@vwh9@pF5lk}p>Xv>HNF`scjJ(_9NXzS zluSd_^G(nqpG@+pU5r~TXc}E-#3ZEVsRA_}`sk`5I#<-_@67e>TlWHnn9hfc|AIwe zNErO24OYAUDkaro#DX6c;a;atKdRY!+^Bz+$+Xz9O4#Wl@JVkOlWb{SiJ+~7 zP-dxpbpDA61)tMO`QJiwadAPIF20jA+Fe<{=g@w@^kC#Axmo9YsBJGNVKa&f04^2ep@{00RmQFJZh%qguQ7~hO5B#0doHc^ z4U8Movz{W2R`6>(vMKakyegsUm&o`!^y@BrRf3nF9$&ZL%ZrKG^^WuOe_?*4<;P7$ zp;mNTNksIVs>AL#o6PoXWB>S*Zl_RU%80HfjZ~~5#3U}>VgIg-JaAF+#5*Qc(t-DF zS1Z3wGR7B9qrpQHOYY@!=glf4lZp!#edtpQ1Kpgae-n0ox-C48e=VE{TFyj3Ynw)O z<6+c#!5(ONaNbudrtlOwD;z*}^dvvH`}C~!juJ=iANTJVL?_1pJUARVx4A6EWYT6zdHxLHf@&kvOstJ7r(3;T=#!^6&=?+^`ymPx; z$EBy`&N`13*R%I!XA}n4EX$887)~o97Nb1k`4PD{K++UzW;P*%XSeHuC+D<^Q|H4H zh8Xf_c=P8!zEN1aDP50xYf9Bt(@_Mb0~M7B$nI=AJ=P_WWB z^6?%l>{Ot;fm_|x2r~0uu+dF^x}ETv9t&Vef~9Qpt6!}?SYLBzrK*cVNKP|cj}FEm zvQXDBNl;DF-8SnLmfoH#y>jFN&#Q z*mx;fIwxN0)aBj9q|mdr7Sb5tT6c0d77wR0G~Qn2IyXdLI7Vf}B%?+Nd!h$*ySlnc zVu;Cfhx%#A>sG;85w~2y9K+wUt{b$=1-x0)+Uxv2LAA za8Clxsa)Sg&x4xf_E}NqgEGOZSLd7CPYqR|?7Gfa8+p%xcjTtvvi;2P+Ni!MM|P|; zBB^v165uzLyU%5ZtUuBRBqR(1)V zVdCZ)kAf#uIxp(-ba8m~;0pU1F>!l}ege`Y(}5Ga^}1Ev?}_50u{xvnhESo2Mu@JC zRUe?&J-xlSxOeI=kJ{`S0h&v>?Dy$W-=or`Y>HkloBr`~kveTAa; zZuNfQ(o#WbN@%|}IG^yF$BFkRI^Heo>C)4a-8U6`ss-*;?m3OFnW9CN2JL;gp$9d? zS8}ebPR=WSv5#t*D?N`?9O(hw1KPn4&Ecj^xG`J<6zfNIN6R*=|K$t4YJv(U*J^?% z8LjfH@}u!dvz|R&ANDm}+W)p%XM4?3dEZ})U}9#vPv6|d+Wk~|#QIE6#TX_necmXP zaCT897HkzEGP3I#d-B-BPclW7@6#GhxLAXdql|p#h_&=ei+Ht5WMt&`dp0)R+?!LG zQfk?{p@(Mj$#$QSHi**p?bRf;Aso{84~%*8`C3mv%qeAy0`Ab3MDEvH1J@)xYwLK+ z$W?ZIU<_*I58Hg3cQa`{Hii+Q{AZJZ-XbwO8shtwyNTkh_M}5oHwo5iGXdSYVKkQv z+)mSx@J|`K9&XhK77Rw$j+f$FxY|gJwl0=7D=ny8GV9hTEW0K>sutqs=tlS$zjKo7 z@Y4C(&o!^C>3v}Wd{f3WsJ2{a+dtRLQmZ=uXM+_RAth_FryZ92gIs0VtcvoC6RY00c#@h8&x62_#Z=AqrgE9Z5 z)sTmzn?iGA1+Y&EwGM}BN448hq%L8!Ik<{rg@nK21(3=dD;Q#aW{dZNqBMi1 zPZoO2bt~2^&+bMeClsx!acg@Wt4IsmKwN5+UvoMOJFjqZ7+n(X7|-C{j1>u8e{pCs z=s;uW{ybmM6=EO08&;02k(plY5OYM=s=ot%uK}O4P}gx<^{3lY@GsBj8#`isMl@TF z)uftt{dk^Csj3WE!oT~AtH?kjv5VgItz#Hn)1)U|?KCHr&H>7^tdUCkx#Q~iE{=Uw zit=(e%oxPP^|r-hvt>P=k%hM;CFx`(;88sU_%o>9?YM)7sdo4znadSJ%zpFdHt$b;F+7uVb@`W8%YA{!6ZJ9LP_A zoMy(s5ERg0>mjvbWqa(;! zugijl`&oyKM%So5GE6Q&8VIo3o#|8iFWsK!i)mMmCDkKq1sB73El}rnR*FYNr*hlS z=0b*}2CmRUDs~F9A-17ct9Ki#awz{=osWm~Z7C$9NX6dC16+6;48imsT20z~`Ok8g zOFfF7J>$eg->Pkl_b6h^yoVq}ZaA7cQYm(2QEgFe6%UcgSotL!axL0a7zrsZ_NHDa zNp-Riz~8gBqBPp(JO=T=jhKc*=gsTaGOJY87xBX1?m~SYR+@h)R`K}8LElzUqpSpT zj<4~+km6P|sG5cUU__aVGiEX(Q8qxe5x+~YAZwF9G<_)G$w=WBs>>=UB4nClr`VHG zoNLP9sd$?KOh5@bkC_=~ckj3s5PKA@eTz(NA2Vi@t#^8FF3>}`%{OeFyYsR$FUG8T ztKKH1KqWYaoShUeGVUt|z2?YLZpM-1UMAXd=FYl{QnfNJ`3MvK9%U-*m+uKy0+RSs zSyErmW$I2D)6yMi-)?{5M&IR6z1?(@^bleLN$#l>WhJY5Pc;K5xXUD|AW~007^8`T zAqW8B+$P+^?K4xuq;RHaBQn;cvT&xH2eZ26b@hmasAMZ-#+(FrjgP)`?$^mkvo4mY zZ8LDL-ln%KiW3`Jf>K5E1%DUsB^&u6vm9=f==JIHs9JPkqYZ-7vO>NyL!QNB`xmjU zj$5WtkC!GA{^w2S|NBh}m!OAJ_&uAfaf(A(hylaJ2J*dtu7{G{g|ftI?K;onj{%Z) zTYTMV+{A*Hru_5+=U4GmTP_5xBoA*Ung2g0`Fw$@Dg@VZeVMA7y0HS;zrdv?czR&B zUW=Tb@mIr>S7;Zi-HUN%OSo9jcvolHeb&$KDdlrU`OrWRxcNNW3; zZn>vgnz3ZS+2UBT%QW&e2WIOJMI0D2JW})jYEx@^Mux9elcR@QgJIvd?a-vU3*F3i z{atI7Mjy!Ki^iPQ>8hE2t3wm{Tj$|mS|Jy!l2$*LKQG3}7-c#Jo+*jV zy2i&~{gF=XztUME{4ebTQC}m+UBB?Cc(yFh19Ww7$Jx!c;Z&IWpN7yRY?qV{&DH_TzDNbau*2G^)U8DKVz|2Ts#_MDrYUfu^n z!ema%-;A8MmJ4Eu@vhJ9?ljiX7u9OQuVq5xeRzk9)I#;Kzj0)eI+p)C?ElhS)9JSt z=*w#ESx?u0FU#FygQ&V^o~$#?YSUM{2WWX49Fo2FbPDu4-aOpeD?FB(J=5MQ+@2ou z`TL!JDc|A$M~w@V{2?e&*6j^ayXy@x0UiFDZnNUnkd&wB4-LHZv2A{#Me3la6-5(nGA*sP=HLRH3Cpc1B?EMFgtwJthpIX#5Y?$NoRNpgZepl?H=V-`kWJRW(f zdvWy(BKn9;i(Wm^JuCqginfcF!inFEMf)g)?IPgty^a|{?k2{fhtT$I1_~Ll}Yta{xe6r zU!Mo>HKisr$CTl{+SHX548OJXK)(7$GG9pq={v!@z^4<66N*y~&}?ipw5zX74;L9E zmhf|wTZFv2USm^58Uks_2cgQomwhkqiuy7#$q~`AI{GU6>FYDPm=30t2RA80R1Ww5 zi0GBxYXrvJ?=OM0dDkwf%nWLDy5C!tNaWRTzU%dWziTp7D5VS0%*y%tbn@UQ-k;wj z6#c&+KLCQyO5|Zr>C3|N{4R>3d>2Sw^nZx3K(^u2{4bmqeA->Gf=_3?B*DJOx&J?8 z1A*AmUPh4Ne#|h|j>PB`NLc`*Bz*IKza4pU)yfoO{fR;SEz#3suW#nUL@3LuTO?P_ z0%R9*_GzL25j#+=rbHPE`@H7UP#J;j?Ac)RcVeh2zR9d97yk1;;nG{)|1DD#8=1f3 z;9zCI|K3RZ8%NU}sjpsx_q-x-bJWYheY1a_t*^U6e|~HdSYBN2d>~WEX12_@f4s>H^|g65)89_CY3B^EiLWBJU?3~mGn z=hO4?Xml54`O5}$&O)Jirs#rdj6iPqBs<+I&=~auXE9 zosTxu&#@ieEhlx+4nc>rk!!9;8;G6X2QhhE`xmGCW;nP*&A@U0nc0*u=%KBwto-`5 zcM<_UK0Ya_S+ZS!k^pG9hCm?NV#80O)O2>i2u#`7*tiXAJl_}P9QyhCl8B&v`SOL) zRzV?bIor08hK6Rc+?0Tb=;IWX`p)I?ESvc4w=eWGqQb+&^(P4YIt^=?RP*KiK2C|m zZh`)i9LrnNwedXGRvHpoT2qk>O2g&k>AYh}0&a2P5}1Wr)uoZ?nxOj|=<)sL&F3z~ zdgv38uR)-3;&hE8V{FFm@$qc2o)5?BGGHdqj94D)Bn=TA9m-uiKay+mKT|VXxE`2{ms>1=c90<5BPuEiT4oYy9=zEO*r>ky?j7g2NkDK$jF3^S{Yno zBctSM)RI?EP;hXRWvA8Zc#iZBUPmZ-?Imk2js#}~SGYF^2gmZu8ijN*ZqvcHn-V}8 zJz?pekh$4GuZliXJ$dqkG1fw@Qqbi0V@Xeh3AkwZ@24W(O5l4!LOv<)ty{Mafc5}w z%sRS{{OM|FxD-w+HB2sX`db7qckX9b6ce5Fj}Ik|T~F7w>Rl_&lyWFDv!r7=jr$V7 z$*SocY6gZ*{ZS=V5K{nOPkKa5?7Y$wdvbCD8to#ULr3!!b6Nuf167owIwR=vMD~x4 zqNh(l)J3DxLS0!oV}Z50x|&Ec@3sLAwgj70r*}uz;Vx33r@LFpl6mR+5!c5c5{@?? zNj2R%pvrB~hT@<=sTpXopGKW%AW>Mg)scr%qNdFCs``leRk(-v$L~vMc?S@rGBFgdc@WCQa75E&naIzU#DK9 z_s-qBr5Dahc-(uw$QNeYGxcU!q(UOuJfxh4{<~lYxM^V9k_K)vKoH8DH@aV<*Nh40 z7Y*}CWY_z=^%M$rte<6&fV{++oZ#u(ZKy5e&6_tt6w;1}K~WiO685Ga-q1V#0#SHJ zSa}-FQ}>6QQ;(N`W|--N2B~|E?ys}@Dx~lIqTKw)%%wOf*?u8n(fF}~g@r|S&2P8l zA6HD350q?%NV7?Vn@?W*L#G+ALcf}u;m^Rw+&w&uu0Y|f3QYi5s6ZBy52TPcgIdlB zp>=h2rQ~t>bhNaY*0T-v7KWN_C0#OxtDzKp(NR&3drO^Q?K%bXLJF8GcV7hYje~B; zr55!P5zlZ}<4IjQWV=FI+uOUHtPg6}f2WEd?kIP3U3FWI6+fYE1d+u*I+h~)(h(V1 z7JATpV9*|t`};Ez&AdCBWqy9%YzGe>_w@Pm=e)c%RaIk?lYC%1tYDM9=qZ0;tcOnH zhl=fYc7UJ(`SRLruFo40_YOQ$#ofIQsEH3`%5A&;3$jl@pB;1^-=VN6pOi6jn%d3Hxll0@qOZ}GHv9aI3KL#~w zlF`iSoO-`*O?#*wt^sqKS)|0H$8g#GMc`kzAYYrS$GEq@FSCERMl1;$ox)py-jHWu z-?=l;i$Bc1NHqC-L9^1L_B_Aory6-N2(ZZCkJp3@&H#sT zANiua3kXI-uG|ect*x!OZI0_)_Ja%ph>3~wA{X0&xw5u_-EAcz4G0a5!B9yM3BKFl zeriX^`RKWcd=#aIqN3vY(I#k{DYdO3iDNyJqd>DL{i18|@U3JPYLz^*F1e%z@!RJ9gG z{rIskkCW+0eypFLUrbC4d2U>QBKy^=KXMzkN=ixs#T!5^WaZ?jIP`tv!23tjMDJZ@ zFRZUKF|78)5>QdG1su9dT=a1D|8Ol07s{57O~X8uZ}z4)yZ!z1XEX}WoFoyYO@-&< zJmbdPECfJ;H||+>aeG_Hpe+c118bn%(NXm*=l<)X75c4r$7vU@-inFI#=j`|2DHof z4xYfl?`RgyVPR$gx1){GB3y1ToFAH3;> zjcIU2p8pOZe`SXpW{7pF>__gfRL+Uhit&|STwDO-+3o9ESZH4h+Vk>E>@}NJQ1UtT z2#OrI3kfw2VyS|YNGhl#lzV(4=l{SZ8-j)xMiK~1B}BbiESVjT&lN|>#f!WzvNM|^$iolh7f!M#`#%tYt zBwrm^%0p||jk(67>g(_C@9I*tp8%*SRm5))>o)3tKwn}1K(yU2_Ck#uNkou-{?5~G=E(?>=5KZ3kKjTAj{?8wvRFVB_GEkbP@Bg!P zQBbzNo`8E`|9)(E{@p|l+RILxq_g@JtA`r5kn%R!juYUN=)ncH`kip5$Q zaQyJ*@zPl8BJAFp>YjAc<#$-H>m=Mm&(VlsRqxYgeC2$#HxLoyY;-xN&~NA5eRhdv zjk_V=NO{Rr{oD4%yuGu_HBDaxpyFObA=>Aud z!)QWUrTJqHPY%up2FiYO##wjwkJhiU5+4D?K~UvFu7XMW>0b^tQ(`9jZCg= zIMnl{C$fu5Y}z%R*ynQ<`9Fj9k~%+f?+iNGmL=3(-|tFKqAk9Z!8`ro#@b$U@T=#y0bD!Dz;i^ZNT~Nm4|xYZ}l)Cnp+EIB+37bR-4$9 z-o*%h+%_j(#)rHF{XuBXXAfq7;-SD()eS=NuiYXNd}OQ|j~ul7EIsg7i!RAHb7vUv~DEsIHTZ(^GPfb}-U%dqJ z`KqjQ^RNxC;R}8r>gbbIgQee^aop8MKQ6&y7HT~)(8Bn4Y=lNDT7v2hhZ0b6f$pl; zJUjCV*TuL8%#?pF4dgSEFQq)~R3$Y+(ucKu9%&zoAoQaPzx$WQk!c{rDH zpAt8VvDML&nkKtD|4JZcAF*rRFNZ!c>^$0>0P?1_nzOGyeRwb1=h@&eY}U3v{OKwU z^I!j~6+(HcRetqlQn2M5B!k>XZSV?kXbvvgZNP60SU>)IE#~ZGAs(Bjru%%zHL0Fd z56_4aI`L=x^>y?Q;9|?wCgWY9Q}nefGKGoRt-#7v-TGGY!$d>j-tL^>?I?Z7&qd?@Eq%ON@a}D00^BTtT+Sym& z+eI!ZD(8P3Y{2;w4zw(~qZ`as8@YJ4L>+^Mj2rl$E-1vBCg+##iF?HF1+Qlg&)`y> zJ}q#Uzwwp+l;}|#CAq5y2er01o%jC}rU8*G#=UxG&!0oRAy&Oe=QL3EG@cD|OXHCi zpd^=jMfdbbG4}o5sEW4$B?*6VvS&siD6H56b=CxQcPTu1+1=ODP6&_i)@eN) zmPiO0N>)cFAc#`m^Q~>w0QEm5dbUToWtZh+pN0F|`8O?o8q>83Qk_GxFt)1-8sa*} zBFY@QSBQ-pK3q6JX7C9&*`IN>Ds;sNWy=xEB^^X^)EJa{8rUJik|y+jb*r*wv;HT% zVV2o{WpB6BFVG3DPaBVR!2asXpI`e4zi z_f0IaHIPe}z4H5aZfsJ1i=8I+L&S+K4fFN1zaGftQ$0FsM8=*^RT0Z*CS0`(<@lXv zsS<<2sP>Tf6cOCg2~Zowm`Rfl4)5dyq+oq^%ztxqq$l+W6vRN$f&R^aWG-hL=8_ym zJ$q$>ylGnyMN!(r(m7CY`mzTON-+-1H-#Yc3!wO8S=jK4(fH)va(@897v2-SiODN; zOmXoL)#Qe&34Y@N(v+!xoo`OT3d^SZN*lcDDjU!jMwFz+~1bLYFVHiV|bV5@?TD?NHX*NIe?7JJ9+g@`kYvOR& z9lTWHeDxi{rEBFdX&Fp9y)vC2yPN)KNFVM?p6CHnDBT0~h~(r^a0p6`S+`*~hpbqN7+@--HvWCse4QkdU2$CU0x@CyyptMTr^?SG?xC&^XT{ zA_Ph54Rk^R1N}{6Fn)Qw#sNsv2fuhA3Frv(HK>}0QQf-)HP54)n_U@GKqV~3wu3HS z8H{vC8Y<(1j1@s{Zf>@0BJ!`O7)tfus70Rm;5Jg-743Y@--BIv;7LSZ;$||3^FYzCkKQy ze0_aykn>65%IYf2dRFHdfZzu`AdVCi6vVe(R|Zg|>k7cG@Ynxnb5pP)-WoXOLQgt7 z(4rT2Qz@QZpql6UdA2mO$a4geexvKjm#Z11FK8B<6QR4lf0v5aI&E&T6WMKDyy6av zj~76U-{~8vZmC9?`!M?R0NS! zDQP67#h|+zC1vRDP;8_-B&3J#29<7!p+o8JW?+5?^?L96uJx|<@~;le^NDlz*?XV! z^xdxHb*S=FJ&(izm$yKhDL)xCB_-hm`JesWi@q!{1+cOfBg1P|JO&7>*|Dh=pDa@C6T67#||>TWn{v z^2qq(L^r$fpzY?m+!aNhadNxPoM$yaB@QG>+~^xa8MZ}IQBtmk{NBB|d3G~rGtV_R zxK#@`7_-25mft*BMs(`Y5h$4V9V{j(Hr@J&(&CJXt;uB>JmuusmjE8?!&Ci_q2T!hGQoVsb zP|&bP4Gj%#@y`9m3=c95T^ElQevIynjAaVjCqO^Kx{MEr`|5+E$?z1V>y(D$uOM9X zNOK}=qr`^`(uxoL=dxl2^M=-CGJisg1?H$Yq@w|S{}vkh8YaJ_FTIl$xq`V{4f}64 zRP>8}&QvzBwqA#V4ayJLLgdNIh-siQ4S0Y}gi=hvQ%zO11n6O?q}Yt$<;nbJ`cz4# zQ;P%n>qbBmOH~Rsi33p$yr%wwGi{;t#6?EmHy33jC4(^sTMIKwONgz3rB*u^{wYIHqoG5ZK#JAuvU*+>9t%b0yK3*6!B4zt7w39ZjkrR|UN76W0oZ zDOub}e;)}?whrkJN|n;EjvWIVZYcY&EiLKt&Q*E+G2}7#-523kZfgWfwMJot!H7qN zH%_vui`J?9eNIWqQfs&e{Oo4%;_l-gmN`^;wsTeWtk3J8UUx{|V2`@Gy&#L2_}|>hE=8lE7WiQh4b6 z8s{=OBA25moNtbH;@w#DK~&IY&7sP4wcMILJ~a1i7MOPK4oj*X$D1;+qVn^bY@
    %~^BQ~s7e|#+{VCP`Fb?fO^l^d%E@Qh`Quji|1Z{HSTUYMJsjTL_U zShP7KgF&G|f!}#k_8D&BHy~4iTfQS8;NBceTfdyy)!psG$f-!K7HA5*Kp&~79_Hw9 zU|;|#^xpJgZ+DfOO9XHysR+~>(30w=*aD*-7`Kt-$DCHvtv5#)YHo{BNZ?<;4x_^6 zlgX^ZVbk)aVeY~FG%Zj!a#1W>%SovQc3y-B6oGa?nn)To0=YgFr(X{1pL7Fe5Fh`j zB#=8*7d>6>@HpBickdj}$3&BmZygZbJa!}(@u45FbDf^;TCU(~e zG*YQuWltNOrn|A`C;mNKN02|$i{KZHcmW%mWBWB#Xn(kJNNj92kw!G1Q`cqyqA4Ex zChOzZCwlJQfIC%Pom)zE2Wf>`oyEuaQot=O9o;3$>^LXA|fqv=~r5ONqH5=*WGReO4JYg9|pHIz0tS1 zuJ~s$@dWPbb`oDg)mR+)JJ!kfKgWcS%sv+VX#r28;uIU8LBW{YH9x@R)OI(JzRC@J==hTtu_&?Na>;P zd{}RG>?f3N&MW)+78>$&x)gO&&w`mk@#I?y?QnKPPvcKCggpuo-)J5?L|>K`fE*w= zk$toWGh4~`TBp8Uy?OH{Il0A$;QnIk@7S~g81zQh1o_UWi^ZHs0GQ9=O{1OP*sCGN z^|hTq#iAhODJl3ZE}HIDLq0(a0L5Q8Ls!fC^ou7f#wQ-T&kug5y&eKM4S*At$QP8M zwkp0iS1G4gU%c}DUYy&xEn~p+Vc-pwWVcw>(?op#@eGOmf-*-ZMZ5Xtp|Qe>VX_|| zKmU#Ybb0RP9)yNiFo#qIzR$@ySAOQK(mvZh6os#FKlI1!%M1*It4qoMftj4|y_|+q z(2>WZ$&#ot3w}};!NE^kO`{VHmkiV*2DX>&Gu8KwcuIwsfK3aEcJxw#bi&*s|gwv6nwp?Mw*%Y%D4ov5`z_Fk%9h1S zL)TqEGo)`BN2;WM;`O+!o2^kS?K{#fOs$xY%R$|o;3pssFAMzrqj-AFFA}hyhU}_d z@f&)TEOzY8O6M)aTkr5eC)G@4l>H>kHf3#>k&@zIOclOfjP94taXRC`duP1i-aCLG zhLPE4mrAl4$Xq0kASk-HyH}C8Kc7W?FOY=A0OB9?pQczKn6FTs{_{6wuht48-k7sI zo9}0WiRV7K&pOz@I9glhMY0rP?%usCD|gzg<_$K1MmKi%`8!iAuDh1rX4m~8)1+Dr z0`>tq7Nm-nypqKSqN0t!%tGw=@#86njt_61*$^k{ZsPdC@!;;`pVSFLOoE~9V!xb} zB;4#X_{T@S(4;RpIaxY_)u26^d)pgAsqm90pu#V<^R5gR7zbVC7S&ZKxJ5~+|2<9! z#u;fSRaDkSaL%7sEqE?xYrCmP%+WnIrqjmILPX}a*}1v7xwkRXBJb?) zhePU4(gh<^)Iwt)G9)RSs%F+G$^iTZJCjeo{s$YeaJ!Y=w?b(&_}!T2UgEU{N50(L zqsUX1zZR&t*a3h)tm#aDYD7Rl0O$lFz9a$M+as!(s=2zLr{=wjp_ogNiZT@M&C=qH zxQUN%U>cMQcxQEWReWIM0v`3To&nlVQ+s=;Af$(ZY@O=QpYLp?g@viid8b!pUc7h_ zaOI{X$LZsB)aSW-ced<+<#)t{r}^^b!5$kkbN28=((ei`jtP2(Er9`mN=}Sf*mKbDCo*F1s^w>}foelf-%?^|_TI-zT3b5?y#oFV^^nN1 z3^lgy7|C#!ulH$aXhb{|os+qF%V0}G`GY{F)CTYn5b!M54wJ-*@Q`iC`9q)EwY^lC zng7uM#fQ(zb8Bb==XEIU=;3uMJVul@2b_q=-E*=}-g)#;mR8so(;nP8mJ@D1Rj5bt zNEk=P1_u`yw1n3C5X(eyw(SnZeZGOP-JJiqw4|lRsQ&w`{n%Ens#KI>*ju1edB>&N z5j!Js0!aiuFHh-DJlI6+jk?4i^}7;x!51+CSPEPz-DaDv z9v&DfiO~D#E)c_u&4vtVhrUez{`C(+)+s|o&L4lPgE@}21+4Z*{NgFT{-U^|@G!5sFvsaJdw zmae{0XzrAI>b+LHYuD%qF)Zfvf`ZU&^!p2A-C&1;bR7f!_a2++3cmC;QYrne1{-~@0llMkjljQMNFL!q-dH(sk`kwj_HwriPUb(9~ZyA)P9 zM#Uil)p{nIk!kAtM~MOEyCMa)O$)~`g;e5q!5M7axC5lgpZ4d5x8#5M zLj=OoF)mM08vO_x!(!Z(DDG5*^XCiWr%>D+gsQCvX1h)JY;<=QHAqIs>0y09?+v~z zUAK6;`yF~#Y#<+ON2yksu0c7;J6xu&%(*E)oX!*av|7Sh+Al5!@y+?DB4&=^=vj5J zvCzPC+sWr{71j*iqpHs@9~an!q}=t_^W{uJJ=`-7!q|-7 zW>UXfpU(*%w?5C$LFI7{cQIw0AHIOdM^|t{3^{R_D$1_T?eFyJyOt;jT)eatP{AK` zFzqqnul{W@>eH$wGI~h;=JHKlgoRSGh(R!%?%D70 zfH^=WcUdl_VQ94qVw(8AEFd5Nn3{!3AtKIKbQ=MYG_M^l)*0|A@FucOy*G6OZ98ur z(jiX^w%y0PEx4>LNXn$ec^@)wA{lL|g;V$3nPFrAH}~F`7pL;r@`m7@G{uMakoq9q z=5>s@Zb&_S8fW_X4wc9hlH>=}h?5;Locpu3+5_Zy`F@hzR{(am%Ii(HB#*i6XmNi4 zUk?wT{O`>#d7E8T$$%l}^C$1AOo#+(9YzsgP;b#dBizHwK1-9_;p(I-nQ=7xOk#I8 zbu3-^I>gWlc9*hTjyDX1Tjc>bH-e>JZC=&OWx1JwNVi~#z3iam3h639Z zePet3G)zf3{*eu%8dP^wHRad6sYm!BC1s}Kj0N(|b^0-Fp1D%hkxRX6-}K3Jy1I+fq3fFKtROo#2}ksM60N~){fWE>jPltp zTWI=I=NcPDCt^ds4Gn4VA8D7{XIfRE5TDqLeCs%88-23!OG@s8-+-Tg1Y}_FQ$SxL zEiEmW3n11***ubOWVjuUZVdzwNDc+}S4_!@xl-d;r^ zcB_dpm%#-rVS$0y_HW4R4NqzHk+PDaA|-K1LXc|^ zcV}lOj~f^&n7BZUc6@L+TWEoEvF-Qdw94vOymWH@%;H?Phwr~ty`R&oQ#Z8$(Z%9YVf$# z9;{SnXPpd`UnE@$#SQoiFpkE&&OJR{N#Hk<2xXA#M*6(g zf9mX92A&=7mfS{a{qDRAm8P(6Jv<2s2|yh+yE7p1-_@*$UQ@lC$@D6Nl8I@#HG(bh zXPz~_>mY3JMR!6C#Z&^8ZAQf`iLI|8{{C@0kA2mZ>CaIeM2CbVtv}9Fw|?L&U1c(I zH>IRRwJ@r)1xey>U>7RhKC7EnEw$9bT-~E{_tyer&6hxw-3p)CK_e^k^`Qz!bo;b^ z)H;^CCPctCl5Ev!w!jxzL@`x(#%8M(Mx7{a#Q$zD=Vua~Y2VRuSc3}6j`J+!gnJn~@Q-mrcOWyM(yS?Bv6{2F; z9z6hXi^FJdeQLcr?Y*a@$df0T`Ls+-oM$;DY3*j@z|O#FA4*mKaW7lcI*duHr#4rw zp+|myR`Lbjp5mDctgNhxB%ePvjLRMy;1G>GQshl!L=)t(uIum7%wsQc+zEq5W^a_$ z*0TfR)8XLac3MvqxY+apPIog``UJW44}^^EHZohR>U#IZx0i2z{w!`CUf&wQ=fn!K z^{=11#}h*~q0XLR7&xA9Pz#8m0JB;9{u`V}Xu~|}(}`6BWo<$P>6JmmT_9gJ)K$K@ zZ?f@=Ehm}?nBOUSF_lsnMk@AX@cRz+^FE`bN>n= z)WIA6`>vBg%xy8+3TwDV`mvu#eY>9^-Bz!~$@lo~ionT6A09%O-`LnVb@HU5ht-?qZL8dVjgJTy-WDm3caz4Jb8F`xa0Wq7~yp-no_@-aoO;Q#X z99@ggQHhFox>MKTc&#hJ-BQ_ZD4;=X-Vn=(JeqCKwoNhGH(~WjHrL;el$1jJ-ZV`G zud|^NVOi2TWs9A0?iZZo@gv9P5>kLBKw&ew08RJf#i6aE-hOLX`S4Jo)5bKT#$Ktl z$@^rf?5&#=2d;h0>Y5%`R}8O*ECe3Q;oqp35(^DPfbYDgTl)@tLuXE(PF;>)Ea#)U zL`t2z655;^9FwqVIXvaf6a0F91w2aTUp!CX;5j-ug&e9zudS6jTXnRw*n|pmMbh%q zH%t4_WeYEc^Eu^N72jaC|Lzk_Y%K7Ggr8=V~ERIi{Fzzj~z}HkUsjMIUax#!O&A&l`tHLA`BN^b`n(Ry>{KmnZAy4beL;cqx(iVjRTpv+uFW=zsQK0nD1+%K zA$vVJGd27LIy>tPus8AxwxRe2G~TJKIq+67g;v9@dDQmY)+}=w7mHqs(K^Rm&RaKa z@HR^0_?-Q%@x*Z=oDT}mIq10By}q1w2ga_gnz(K4b-nQ5c9VeqOV>T4MQ-ugpKZ|E zy}+_-1)BX$-f+6t8MW@o#xmwT0LD?ZM~4UE1IwU_1|}r?2M4V2nGKeZ-5kG&oHzOY zq8m(p{M{hvtLDVH(r<2W`+9rR-@O~o?^0C9+3#4oV>Vo3wT=P6^6`ltc5ttAmG~*WM$2pC(B5GCcU^Ldt_>n&~S!!BKQ6znCe8JI4m&O7xh&y zx_13~;x`qw)-2?ihe?)whS z^Gckem~a~Wd~*#qOjb$9D?8ib@#9yLk}-TvYvXl$dwakJ;R>QHpXi>Quk+woFI9Ki zy9_KSKp%86a!=l!RMr2QntC^aRwF>hK;2*+ zeB6q`54S}akL}-kq6V+kCxvk{!HbK~g(7vnqz9Q8eZNJXW8Zs_>Oi_f5$BjAn+s%3 z?xlTipu$+xo=4|~{(XZy5v$N`ffsH zzK`HI7(7)BK@Rm8VWu?=Tt5 zU>r)HU!CGFcDQKfq>gO@Z!hj5W3?K!L51=L5Pet1)39ua4^1+eYrUpz8G&wl4 z>)_BO-|?1-U`@JXbzMfLBZOXM6zT_szeV?~bi~J|&D*M`FHR4l#wRAG7S3P3T+m;SK7anae}bsAv~ofKvBnFKe_KEC z_Lb~{3d2|=Oz8Y*U5k>M8d(_f$<+!VC4k9KdI|Z8_7jj#SR0;6Qc+V2uYY}(VpLDU zQgkbzmd&tLmeKfkm_>Y&cIewlHKNU}ly%?Tof>DO8uhs;7bgywjUOoZuctg*H+BI* za8Xxs!B`1|;wpGNSOMGBUv2kEF!)HqFJ1Qp%qr{Pxmejlq53Qh)X(5j9&(MjPOvC< z=AjCoIV4atG$Qps$E(!5J$RcQ(a|8SP)@0_GF;ULxBc&2gX~t1iM{X?dg~tMs?C|< zVNm}_Z)=ODav53%K2>vY(x-^)n#O8orLpR`m7~sCOWEY7Yl80&jBT8`W`ezb|?Rp66>to`Q zJ?1n#lqWkH@l<4|Kza%OWlDeN@9z)tS5;{l1(HQefSaKKzu;T$uH${4LM;$OI$W{Zuj>2U+P!!jG} z-g$dd?8=Eif%nMo`L(N8*T50(PxI@Z$4RHDbgWN$Y8(}y5qSR0)m3@6hp&yu$_s@K zud$x9JQK#`!r-=|zWV6nP0LGPar@*hjgwnc?IjcSersrW`$J^pp8aA!0i!#KArjhr zAV+Mno&WWl=i|1Iwp>O$Yz7-{pkkptTf1WW+wN_yF>5xbQ$0C0V``yQJBQ#3tyi0K z!?cm2=k}Uk_q^N{@x<0q(wYF0ulf1R@o)0Pbc`N;d7?DsLrz|M^r9%@<-q>+yG4aZ zE#gnis4zL|)sk!(_BB1Wrv{1wGtUf;^bBIVSr-mIG-czM+cU^}KgDcwHKg}(!8gIx zS-Okc!O5!1XQQas4+NrlVwPKnZ@xM4c5TCbZQKr+p@W%W8>6b37?<`FmcHS(Lr$?I zX{a4lj0+|$h2T?_MbDlJE5UioZIb(r`xZ_#f(PT0Eq>-IucRxM_~fbMRvG{32dA?x zwO?}D9KFQ*B)ZhkVKTovUuVy74s)>Gc#r4X$;c>82kWgSj_1nmjreqZX_}ddG7pTU zerGc*tQU*ptNsyUH`>(EZAX69CTHXw26K%Mik}Qs`;@X47)d_wBQO5&yl?*VrALHB zr&r4r3U6bMlC$Rf=iFkWN7b}7+~az!Bkbl#A_dkSmP(7IKX`Qb$E$s1mI((p!V2?R zLirOz|9WPOnu_3^cjy3tF9WO@V@`M?T9#y7gQu>g{PF%iKhZA8JgHKwb7d%htHmPb zzM@^^=@ac)(pNK=%a=}`<-^tQ@xYS0`|7Iw1L?Dk^;iRhKVF_`tXxfxxfk!@bl-HN zebC{9^zvcsAkVyzr=bHXBwmo*^5{!UeCF=pWz*vi&wjo%yM;Tc?`eA3-{%CAs^{<} zK@${kN)EGMMsFyQrqd579Aq~SdMTx(SKU8c!Lut&5heT5@lXS^(x+ETmC5Ayd@CsR zyMW4T;ev^wJcGESKgO}=0e1#pqbod2_9$r8L$}DI)%_2ABq^yh?@u~QlYduy9{cA% zVzo`yHkI{ZtmLJb4;n5wiA7>bz1sh$N8mZNg&CjSV*1J(v%T?jp8x$<932ve4CkFh z?wL#nnPy2WsTco#5+{2m7Cl{y%TvK)_1RqQNKF3h^NaA%zkePC9mLk8aDhD&nXpPf>Bv%(p-{^N)COtv1^AIbBGUNvko*rPeSeX;Tf`pUI7 zzp_3G(srqTmqWqHWFn2Z3b|n@rnZ>r;U2}Zh^{xy%E-t_OwliHm07~!Zr-agy#gx`8uuB0H{d|S>^3{_{`mE zprq5%(FKm|uD3Aj>FG^OOq5nF{%5Jjy(fH&NBQRt*DVe=hJGHlS0`pN4wQQ@40Z#kl$IC6cu)Z7%grUqjOzD9UvF`hGAmOx8K|#*O#)jGi^4cKx z)vMELqngQidDiINHC8!wb>z%3oXm3p69YFlcPQP7AfmCMpNg3HnU;N6%AQeVF+oo^ zIiSPY7`AAUGr> z%4qXwY-ZX~g#y~i`Ql&RYL!TAj3!`-G*1XN_Hp)R9IwSTyiqCfPl8W%=B>=?cij! zB(zjD)Yn5hAqVRx1FldeEoAbPWoWNWagM1pr@E@@U5VzOE$xjb#9ubbK|^5{4~;3b zN1*}{g?U5OM_buu+ajFtbZnE?0m<~Bf=&l#ir%SMt0%^mGK!}c)F=^QrEeKL(Jj67BQ^c`y_~7eI(-MLe#QXxJb{G7 zUa2}*h6}6oHXfm-IHLku5whsfG@QJaT5!ZM#*(r;^^EMV_NeBf_`o#^no!THjW~)& zZ!QO5+Oc_$8{dbDCcjLTK;+d>R;H$9Ht~J`UM?z!VeZ~1r6-Lj6&Oq23MI#p52siVwg_q;bPd4Z$P``^Yo6z3S~i5ii8$--o_u#{9A^x=WR3(*UXU2Ig8%N9yyW@?Jt zFK671r{>(h!MkO8m@z~GZrt+d{$hRyiFQw1NuqGREY}Wjp3uOz)i`s9m9=Z++}6_x zXoWY4c?CsSPX`TLBVJE1DU=%#CQ}61+-;bd%L~4eYazKLSfD0fA9-dfhjzR z?~2BYa7bye2_4k@T>|cVlPf5TO09^>YbQh?$1YFxGh=8drgol;UXJm zNm2RYDpm$>?4d544@<@TN#CBKQg)n5+S=x6L$ZZL>pDs-sdbY{Q_}lDZjfx%q%54^ zCZYs!hmEaUZtP4b(Y&UgYZi2;*U61BhZ3bcjsg`3Eh8>&&9y7y=vWfj*wN9)W`aP# zEtt`Gc5Wa(y3zu+vMaVpoDz;#4&=F_V(@4IWMG|(`0}M zgb&!FL1^=al5{c?%x~aI2@44U*C5y#nYg&PsHv$zry4svIY9s^=0%A*LCE1fg_=+ zvY1gJ{S>XE79#$DyPEUuh0aLIzbnhc&tC}#6^zK5vNFewkC8B3U_;kX<5fvX33T@E ztc;BT-dY*eQvO`8(nk?%0znBBnbM>E1v@S8KyVr#B=D?Q&&;L7W+9P*91FP3SFy?X zR5{Gd&Y&kJoua&bC>Y zyFOasWCKElVxEe!@*sI38?@7Jb0@?|(oj;uDyMqAmbh(aXP0>LhmM1hE0?l-|C8Iy zf@IP!J)@67ZQi{vXD<1>oVc%JJ6_nz>8|6Url#iPvj@nfvN+* zL9#WX3csOAPVniQhLDzT2e3vE4S=za_ETI!CR8CBrqIxge9(NYvI86vf_#iM31n!V@C^&7ij5ZnDm1F)`0iW zgUunbGxFHP>q}Tr5C!I7b55^&_%S0JbhAf|*1W|17Y&aqDJfx-+|Q|~(Cpxb0Rv%M zwedb4gGn-58cX3{)NM}V_5WdIRA zyL_2vW0uHyl#%w9%iV@?H0{6=oGdW@G|COTZnW)-qIT~BC=NNy?ZDOk{I{@B&zWio zV^+<1Aa$eH##IpB0WOzadGp@T=2`=}k-mOyT^&doU*R6Br70J}Q@vTXmy(hKqx+~0 zBR#zdMEPmm4*s2J(~-RJ#R{@aEt;3D=*?~!5CP4ZB0!Ujh?uJh)CJrJh-W`(a0u}0 zfEb$?|FQpKbc$QP>AuzYV~+0NurMRvVDo_wk*l|-LI8KR{G z9ev(O$;pQL`i<1k86hqq0X0BWaPVYmbx;-&UO2Q3M1bNP8jKI^E{&~f`GycocXJYv zXn!flp`_f_iCJ0Fj1f^$CdwZiZ5RNdSULDYVgp`~%517c-$f|doaVT z8FOeZ2+d?xFPIII5eTRas|ij}4za|ek!E0K4x3aupm-lQ|5;y<>b+}A@qZ4pu>L8QA_GzGk z8c&f*1j@GMaWU$iz;&wuuEIpFhOWw(7MlXVeRgAlFleYP;FQXx#uLd&NohqlI5;?v zS3eGjKIuJfM;Xbhb(v>x;^r7CZxl#LPHx6&aYvG_u2-aAfA{{q8rTBN2`JuETfEw7}Mgrno5Fn;KyB6gdm&N?yh8}gZtxTF-$S5_v` zUudJHrJLBgr#K}7GHY060XK}P{BtqBctNcJmOXp|0sw1?kqMmrzOhOPT&l`5a5saW=K;m97!0(3k^z%4avC6f?+dS2NuYajz3_$mH` zudfK-t2ZA~9=uAURC5{vEx_8HF{L3mHdUwE z6=PLK$-N~2TFT+IpQ|7yuGRV1+POqvd^Q z#$-SKC4IgwE@W48>L5e01%LrjIAvivSRiKik{t@iG36x04aJrV3Xp%nI9*~j(c`ll zKq1nM0RX5@ke-$%*Tx*}BEKGHl2s~vWHD5fS&nDNB?$9#gc`=>L3GU8wjA}3zCRF( zknhga;0jBTp?SSCNr8OvL|VEXTJu_y@fZ5CcYanJfBz$oy{WMFw@;}9Dj@)WlC^FG zl12uUv*u>&eoo(9k-w+(G>x4FKQnVj^xTl@)emL3F+o8IJVGD*{C3Rvk?{|loJy0- zAB{AJVL;gF^lp-nSo#L>rKdBEcSTBw!`X7QCNeS-xQgxB&PRTamf>`=x$WET34#!8 zGi)K^mMLRuYHDk1tELuF0ZnizJW-+DJHYm^Z+=Inr=uQ6ahkR6g@lAGBZw9|Ty%9m zqhn$8Pm;N?_IBzFAJeDCFQf?s=o^AF zse|`NK!#dx_O`59Sw@EBwbf7!bGeCE3uF-$d<0g27JwDpYo<* z>q1dMjK~w5`fW)3*Nc8g+JIvHDLPtxXBdzr5M2vWW(4qlZ+Msrk$@TPZejDU@SK6X z1g7k49HDDMN^w72sAMr~wPs zU}AiO-fxDH$97g0a6W^`Z3{5zrS@_I(+3qbQ_w?#A;=DkA2*0xMfYH!9RP5K#+1v}67_lr{6BgGc6uA0ei8eX7U{Ye8?T0hV487Lj+)0!keta~OqtuON2 zv|C3`@O13Bi%Fbx?jEk4$bI$tHAJq~5sgvG*9^VY+WASYUhU;O3#RiG^MAQ`tfw;A zUzbuXPRqiuyBjxVmZ=5que|X3HzIxlno-fO`3fFhzT=v1*Q*V(-M^JKR{u?wrw^c+ z5(*~LEiXqdL(#LAqfyv@s{<@vDF0v{5;f`l6-Ehq>DzzdIqToMhvoScPhLeugzgKM zQp0@FQs$wG!O~Y`w}|hjqv^*ZX$pxKHBCkat$v=l9k8UXMb3c!$l!E%N6%-6^C|4!v0euGSqQg?1@oxVxLE z?q(|#emsS4hu_l8K_ou+%}M>ddyVz_dIgImFJEF^`Ei4x^u~3)6IVQ95@@{laoI(U zot9cGKHYbG6|1(}FcpxwOl&9Q7cOhf+SsJ8=kN1^farh!IKdYAYHx80iT4F?|_naWra z?d}d-$ohoD-rM1_Q)-Y7^KdP*)iK+9p)R5Qe$Vgwm{iH?`0AB^{z_B*^Q%^8&VYb( zdiRXP@|ikStlC)Ee(l3vX`R)TM@mMKs&5LcYq#%POnUYPER`aEdQ&va_nPu36>Mna zH*|rfWJs;mV=IV1sef8Xnwr?l^zvy@O(7xAO9Us}zXrMp-6OzSqao?>_>zD()_XXY zWU=jTJ1ykZD4`)$wuDY?xjB5!N6Be*Q{tC4*J|;knEoM#W$GKKakpu_q9r-c4iKL2 zKVJLyURc#nn=0c7FM00biO&KvA$q3Y(P^rfe32(f=cqtp;jO!q&|8U;k3Y|a6=2Wx zRTiSvU5}<5@N-$$P<^-ibnwLgITKfMjvxEh7iLv!=DYPLZymjQczA9xIJA#R&F&%a zbm_}n(VSKR67aC)^#@rj&_>Hk^87g!(Z@1Do{&*QSU zpB_f0+c3BeID(FJWZVA7(1sLCh^#Vn1r*FV+kYtqd(ek|5;SZ|NR?3Os;2<9*(zC4X(+rUx*ZI z*fwI-K;?E%>iY*Z)!!mM^#Xhl|BVzfs;e9q`>MFD4By3gGbLt=vE#AjyV>OVMqjpO z9U#=#yJb0k@#4t`o;o>`+Oi+dJV0N#1ZzH+reKt;@z%QZb3}MVTkESy{pgn8!RX4Z z|2=qT{tbw?`epy3JFJ)giIo4J{~%=&h=ujN^&-3=!FAW)-DyT^$DjIlR9$7B7sSG9 zW3;GSr}EbBVNUzQ`go50D{ToqbSV2?Xi~gjG3(H~GqYuoJwK;inN_(Txg1TwP7J?* zSHw>_lYaMY!^-mwmtm^CIP}Vus{`?mPN!XjKLaa=756?-fUi*3qf~Md-A7!N`Ru2} zhJ?eiY&XC2b|jwxLT{U9Pi1F*Zn3%&Zd@eZ7P+TcZp!>SuCdN(Rx+t@TMt)sqkHZt z+LOng*X!W8TZJx0q+$s9XOZmD_Lb1({wh0@wfqf3k0Yhb@{r)=;rQ~*&@pBQ@1;>C zc*R9gu}Y??gYkh=M?1~hRZmDqkx^*()L8!pBfb#F6}Ri|#|v^1WX|0ubG}Q6J7p5B z_$rShEGnxOQD;%ZLs8q`6)omPJ@eD?#jv6oWm+8I&%W+0h^=E)EMgVSk<8zw&y_opA6mj~ zdakUZ)2($RJnFi@UrlHtaB}NWxIj*t3Q#jD zhGL;&ym=P-PldDW`#i#6dag?4;$Yzrhu~6YoE;gzx?Nn}!_0Uo$0#N(J)+o3_@97roA@K)zWIWV9^Qk;Xvc1)Gf1H1rx$b8ec?M;@GXCk;2yc*|!7!5mS4yJXxN)^4>dj!r&o1vrTejO{+Hx|~ z@SQ_8np;9?@Iv4W*mOJ;)G-Bt#dC8e!*mH9)$ zW4B%0yT3a+@KTeL_g9Cxm!>(s)%27nkP?g3=O(p%aH5)+XK^NQO8*W6Uv$s$vADI1 z>-(d6?SwrAg{#yOrb|WJepyGF##Da&R1fob^tT`6o^aK_4BQUT?0xy9Z+q668sWM! zf;&29eTaQ18hr~!AOr=ncWS9UxwAE?GeU3Ggy(T2!>n@miFbnshSz~!F_Gc6$F*e) z_XhK*;3j1qvgd6|89kq9>2r;yb843ehB8(oO7pb{Vij@1s?VbCiFU!7$t*WN`H<*^ z#wKA`WxC58YZh?2;;`sy`&(KO5&PF3cC%N6%0JsIUBV=s!k@Ou_+a4|7wK19bitxK zL1jf);HyzltIck<6&YNa`$k?K-V&y@T>B6sb(7dQOu3IE-S=N8=2RsPh32CYu7>+ppWNL!+D^O zKJDmaHgFpdKBsxWE{A)XEb4^X%eyN(OG`@hnBBKy+}Yc6r5#ZNVyxTV10Hq)r%|IV z)S@OIp0|zsAfG-_#%n3@h~2@ghk@}+Yxb?miUzDgC;3yd5S7}KYh6~@JSbv6ak=cb zrig|L#o?EfV zJ?%v7JU^ zT*b<~6Z?8$E3MRQlT^@~nAKVGW!pK_^!mnFXJ?MS=g&0?t@@0>7c+-b<--eEIgBq# zA_;8{?r&tw?a_H7pBeT|S10(&*`xHTufWw$Tj&f7vZ$VrZn=k~Qkqk53&5&;-Ywh` zvry-}xj2>AIP%>lcQt7*iPs^#!F&$;5zYn|F8?>u0z>MVCshM{Ov%l!LQm#%?UcGZ z(%e0YH#UZ2@U_J)hS`cYo2TuSDK}!;(tXNu_2x5?`Y97SZb?M=1E(#Jm3?1j1d1%&C&!*=CgC0l zEq+LTaCpv=Q;g7IXqLD2iseogt8QN0?EwENwIBEv(@_RkO<3#lN8=MB)JN7C4fs{z zhbnA1IT=y`S41v$aADufihUb+nOZ3R&`hT=c0MNZCXTpyaAiJUQV7Nm)oxV}6Haa= z=JO#F&Z5zE%rvP=rLMj;*Xkm3lUoQD0-YU3?PL}`g?NU8G2Gb|rsSGPV(ie7pj(a* z+G8jNy7q2UM}!K7{NTi$E2*eScc$^*TmCE)cIF!DW@PlGnQNj_c7+04%kzSpCr_On zowas{Xl5Ng%|XTcbd32`3t4(wB^;uN(vH@?zD^ir#ZY&yE`8dLMibDs@9>03Gmq)6yu8=>~ zJFQMfC^wA;I>z6Gf1NsVo4W4uvYxoKr8R88!=+A(`|-FPt$V*iwDsom5GU_8Lo>Qz zE?y-^=j|XeVlL4O!}3RR`t8w9%;BYq{O;xoCj*p9KR%pyDc5E=H=cX+$X-=OCfv4K zN|NG9)$uY31(H~gSMCgO=>l1uA#1-#;-oz)|2E#dnfw6WV&*==AE#ehvq0ii_ECUw zE!{>38+$(KD-4$2$>Nc8!&P5NX<_x7`YB#&&xEm>0eBWNN6K527TULNK3}82&&h&# zV-rszcob5`6|aC|7+HIzXG74{D)C7Att*9?Sbt#BF`}T{I^p)x&`2O&xTMjuQk>vHZ9`oD}4UUzUi%of$xVr-E)@%KPgIxn{(j` zePayE%!|CE-YuaXgCA5Yhxa6kQ{6eOs~ZHi_32@|ckg;)SzXcsAC6bzrOehTIyJl0 zWdDb>R#+CGT5MIyIx|~v$WkJaa%}6 z;_-T?NXT|eiXi962>0yy(t#OzxoTUesGMt780t+EyB)p_TVZoKLIIzr9}%OX|Yx)S+j()rV^7B*$r)kY}p23l&dT)c9UJ!5VG$S zS;xL+CkzIIne2?`Jze*GUBCPOJ?Hl<=RAKr=luN9>2!|1+xzogU$58OMuq(|cU+g` zVA9)?Cp#%jijA?~e~MI6@28@~%^W4hr)MeDW*oyB+M(zVa? z5Dcu@1y7QeP8!LUS~wk!Ur{4vOuqlREcq*#T}m6y}U1Lz|)9U zke=t6(o-I!dIU(M%OlHuVuUe9E3_H?=Be^ST{r6UiVI%%OdlMJ=usEV@rZWw?nTnO-Q5uV$!le0NrUmFyBy8qQj}{jENJ}43sd-VywU@v z)E|XO0qADkwmy9PYT3xesflhn4^)K6j0Z-xa^z=|t3~qdKW4;YMLQLfb6Es>q}w_o z`;23w6Vx*WOk)_=M`Oiy;_dr6cNVW~_cWFnMr#>uSK55|mN#L!3Wxn`yfE zl}@)CO?IB3lq!Lhw;e6bkY7*Paq!5wwW2LwH_=S?S929=!ij9!Wa*Z;24G9%YRmR| z@jfgL6(+y!&2d#oC^oDPLR={+xuDBOH}UZU(2%#pjy6vNXIXBc z>=Bb%lFZ^4lVlw29l6M`r6TDRsA$BlJ;lEo$vMT$R2r`WS^S=`-|7Ay6~<2lpY;xs zTPzZvaI~fAQW|!rC|7bb?s@ESU>FtX<=9m2T1n5b5ws>oN)El%=a|ZF^Sb%`)=_L} zp(8S|IVdaz)siY&O#cfdXM67AMuIu!UMF763%{So2dyWkg0U=NmbRnJ()nsGZym#6 zP{(~y`$ksJ?cgE6gYP!cTzXH>erDVGi_ijNeN>1sM#nJQLGt24-+C-Yt2D!5L`?~W zR&ZMk_V4~fvK0<}u}JZAdT}|AL<-kPwVIl$Nstw(_n6A1u%@}mqxM1=q9D3?;$;qB zPK5M#_S~S>Aqg{4ouUv??%zj%ZstN`Bx0bFv0`gar24UYbHY$L^yYadvsmj+jigw# zC7$Y|HE-^Jr|~{O;q_*N|e8rYmPZOyEDJn$i}x}=(=YZ{y0q8Enb_c^)i>R zxr+oa!h5|)*^dzSB@isgNt5dp`;LF|_z_PYJ;zx|Em|`a<;RE}67tIfxu=IiFmsZH ztKLZxHt+9^#5g&Z%n$IEH5Z4UZoW-3csLHw`|guUuHpdsf|o(%P}K z?#jbgRj;Ut?@20^iz{`I?Od#Pd8>yzdgIU9(0QR8t+Tc5=q|u<2nm*W%WM2~iGWZ< zosTJ3$_+}{Nrg{fWRV+UxU(;aq%S?-)i?Jxsa9Mp^d}cRci*guklZV`@u>qJeg$wQ z7$q9ZO64_7%hnrd+lYjU+M8OZuA_aa*&>V`7TVJ#<)7@rMc%l%u~l-o>WYI;fV_>q z^vwyImCo5>amJ}jOou>@z_?%L$JDbrhzs_B#u`2AbUm1gfQa}G;zZj;mvA&D!*AUN zEVqUSl1;u`A@>#5UU{-WKPyx-&$%~<)@X0Ds|#6$XW@~mSluN|gn=KA5zEys-B**7 zI~RtEtJ#o-q4C=qj*KKE^v@2-68m7EE>#bjbajv`M*)TbU zvf}+uQf~*t&cg%X4m}Qk+2$C-3G4K{tSKD4?COL+8pf&TlDd$j$}CA4-V~@#IeTQS zkTD3SL3q*VXEh)v!f8qhYEG{9&}~~RzL3oqFA@1oem7e-f5a)M8ud(F?tD^iHA+;m zl|uKQ)b)Epd&|g)FSAsQc0;HhJ@>;@+q!m~LrV8aECXW_9tW&T+#Ag)kiQ61Hvk-O*o*-|T~ai^3wO8O(=?WwS9* zWLE&ghHkdEqL{SMk{#9L^04+1X%!+AW(jwI!~3pc?vl+}?rsNz-7#LVZf>Irlcld_ zx7L1jFkJdoy)f_T*P~CQ)_-Oe)C?C1*abzx}RvCI=^LDn>@RAF36Q8E{Cyu$LjX zDo*Kp_)-&8Z)hC~_E^t7oz3l;L<>oOlVUaoO;bXnKQzvMidJfE&PZq7h&i+;4(6dF zPquncn*J}m_N~rK#@UQewjb_ynm+PCGmv-0k(*aR5#0SZ%o|#Yd#4Oz#VIT@sk=Qv zYxW@J!SKyc_Va^ZTE<-z4?UEteatw-V`@9twu{E*ExX7x+sw(-NqWjIaS3Yqo|>Fo zYuEYx5q89kkGod1?y&CCYA=L$i`*?D%H)!o1B~&SdZNL#SJW^nT<6M_$<3Ic@rM=9 z@_9uCt;?<;2gMwS-J2miWxJ*D*rns;DY@CD@oVxU zC{Eg`-MiM##y}s%t?Zto=?3>W3Cq|+n`+7DE@=n)qv{cE zm1LE^FG9xZ45!4`N`uncZ4*B`q}cD$T1b5Nc`Ei8AB6^y0T*Eg1SJvI^IE(u#<@j zlNZmpIStQ2jCNh~e6yD+Iv2y-)8UokfLmd>fhRe3lKbUm+2KFlM>%#0+4bB*g;>U?6EJq5n zG_orVS32!H@miP6?Q&wWuB-)-zSy?}ZihrmiX~p5JC!szW&gsH)c6zoEAR2Rw`S*@ zvQ~ZrcZpWO&+LXk>%xhkNk+Te$)mqZUwQs5)-mIOg!HD6!ifO;Frggd?(A0i&Q7m! zvn@vMVZCxyb!1PY{+AyWH>_Ygt!F=`Qu(PMdXeFwjyMhVSJLcG;9ptQ?aoDRnEVv3W3jf~Tnn=N z8DsobVv3tbzRf||721`*WS^e)9=9HOTp{V-kzx|X_eCZ322(R$Lscch%t#f~%5`sd z!l~_@ntnpFd9$hlV$(Wiwpq!cwHVB*v4e0`?mTc`BKdbbw6Hkt&a}$etZiS)C>Wzi z<@dxrqL9>HCL^WYey&~VPI+u!QYp}|(&@43HFa{C9pl*06h-+ktim@*Q2KIO$8Ro$ zEpB733X8`*ajXsA7H9ZkQ>p7X(|{+IjqlV~kr=o6@?$p?qL!!oa7~{qbYy$JuDb~x zxzm(v`N*2{N#!E=!%O+-G_8PjL5t2Rr6H!AzA!!i^Qv-#geBd_s}ubpx7JqDLQB!1 zci$YQMw7~s^@~-Koh}XW$LBR`Ek8GS8Yqr`eIXXuL9Hfq5lyaR;s5v&uD`#;Zy&1g zQUvKgMsMA}FBPoJmf91N*60s>*_L$NyU}+m(b*t6n;8fn&=8P42qf$7+ zB3!c%SH1Rr(uo(WS8qip<%8Z9?GX^(^c0#w}_X$wBW0mKsQWg==rmSn^JiKkt1b zX#DV*Bwe$yPU0gyX-$IWMrL+dKJ-|_dYVamxj{;Pb*|@l&JCcGG7fF!?CXv-#pSL83`SH?)8=GARC7s#tu@kTTw~a;U7_BFUYh>B%e3gnX_OR2QS> zw)4d7-DqrFw_>wss7@`3s;K`jy@pWPesqs^wfo%CVw@6es?Ql3bRG-#*!*|%pk=XLudCT;v=7;*6Q)9Jq4!e$l|d_+ELcU6$i zxlTbhYB;~R^Hcj_KQ$b?kfcm54e@*Yy9|wdS$W27y*Zy*wu>RW?_sTg z=XA(N6RSI}&%0G4ZSMNoJ5-kLs_}2vf3$DsQ)=px&Vl~9r$m9|eWP!wlQO?cRt_;P zTWdN5jwoE|F(&VA7>{tHj$mJc3>zV{bioCtXZh<3AMO@0qh8nf=M|&pZk_Rzcq&O* zZ>VdIe-Hbp$pUG%-7?B)Ft8$L%NslD`PH80X z{#@g)!cM2p*Bp!dhzmzM9{2m6W~u%$mXmh`a>}jpRi5GJ#$w8jcAgsX z1_9e;WG${z?lGhnu}SqvLd?%rmq`=kO#834JaN7U`|h)15Z}})TpYH&PfgUiajpKC ziVd%s0~ZFB&fV5PVeu)^F&NrrINLW$rv`sqaP6&o16)S*$iJ5P0-ffUt;*ruU`Q!zb%wS(=09jDF z5L8lbl*C}3?33cBHRf{kbI;7=8l;(S)yFb_N_)@NE=&GJaI}I7rc~{N+)i50rh5gH z17)8}0@#C@`k_-qYJcGe4P9vhr-(1Hqh^pt@9Sm{4bunJybBnZzO!dsj_=_sahhl0 z;2%_ilQ*0ag`_d`i+PcAlAqL5h`b zWshAjveDxoGnv&IN4=fopX~l8ltw@BJf7PAm1DXW>?msd8)lql?#7L^u*WXq^9&ll ze*9y`YoM`j=12Bf9lb9a&3lQlqQjO_vpG(8;w3`Eo5MEXe>bY>wZw%$kw|` zdrAR)}?e%Wes0W%_G0KjsY(qTw*hp1N zj~L^%SsAhkR2$q}h&-R1)t^aOoPUngW#2)cMh%;JQHWoVS3SJHt-{(c?2(B*9@!Va zt$OcOW7(6bg<&nHH4J;lX5Z;EqKj9MyUx>kj&joO_E>l^>c=1NK*KfU_em$~DeAQ( zQ*Pg!Cw8+Zu2!AyvQcb8{ysX&$7$~H$4pKGFn)M#1d#6XFHnfB+yt=a= zr4VIZ^;e2vL}}{_C_l3cq=B*t?1=0auB5n-L|=P+`6wx61BT4a-rClz?#f>MQM&>4 zYPBP@$KQurqOGZGJiU2EJd;^lP+ro=BcSflF6s@6D)u1iy&v6`;Dl_ew{5Z8KUz68 z+5APoDNiv#mBbyOIey@pLu9k04h2QwhzRQ`w86M%5g^E*pvDy3u7QqxbQjI3M%-x& z&#%;|v!DK6TI}KV`7bX0naRocnLc#_76!@ZS#~47$$Q#sD%Jf!v?xNQrf_t_9&h~K zof6(BT!w2=QR5$On!3$`hNIT^!=z{<1%@ssQw^ce7g28G4@ThlD3g}O(i45}IS|9NX@us2V54&q@pajB=@&eY=e{=Sv_R3xX= zp_U>mO&8RFDW`yuWI4(;Jsr=T#{R+xa8bfC}kyd~bREFKnRHe}ZVG?8@BczHm<+ zJD<*@*e27|v=Yp(^uNHeEmvF+pV%DCURAK_zUUftEjZYcH(X5(xe|Qq=6`XiWlmec z98|rQjvG3(QF#7JY}IrYw%qLWA@bSOnmf+Hb-KoiugyG{pvQu z>lwH?<-e}@pYUgJ(2I@@i2Wih>?fpNnRn(}nCO*AJQ(p^@*Mk{;ma-?n?AQiV;;-@ z1$R^cjkbS*JKh4=pF7@cvdE@u@5ba4<0y}3HNKkp;zKWERgzto7S7RQobWDTDhWbn z-G6_T(SQH&ntwt%i;lXOrzaR+zQEui>Cif5+`}$)4?VB-F(b9=k65>D8|9wabCl)n z#XAq{A^W!*cljH}q!-{OGla}>_WR8~!~2n6 z?f3O(h)q4c;BJ9`!u(zZ+RrN)B< zOmBJNc-NHi<;&Oe4p#cio~)3v`%HZ2m|}#J*CQ`nmesWDS~zFS?D635|C*}~{_CRq zjDG`)uO3JR`slIIcEI@NvS4y|#``%ZIK0o|8{0sb1%(;B5RXcKBXroDUDfI3(-aFO z%C;H`9%)lfx;(e6U`ru`C(GftfK1h!YNh&rKudX96RuNnn*VYsI5Ez%6EJ1@ttca? z0%)e5g)-j+A*n2hzaAdx_pjf1O8PzEots)n{n!ziXP*e-@N3h|?SzT}q3M%R)5-$Z5pLJxnie9QH3 z7CR;V>MsmC;)vznk~04{pv(VrnC5@~284+JO-SqiXYcAa0+$*H5kLW7C&Ny+%w(XT z$vP75b?iaJ{S)5n8D;_EB!^f8?sNhhmYWu#kg&u5``6%)BbE@>|M~On^?$U~tH3Y0 z`A;r1;>fMPDUFDizc1~H*8vzI@bip}Jhs-JNu&Th4tOO)rRY@`D;^#m*V{ljiBCv? zUcK9JIjGqIr?0``A8ZzK+Mic#IYzckSThF;GjsiG;FF>%B4c9YsJnNnUl(r{%{2gxW*OPd zpZr<#eG-)q?(gdhy6Y`KPH&*9XbHaj9>Bpc?zXY61cb z9jDwNYSKG^u3+XMK1@D_|`ugg({nvnB*|6-vpW&gV&t@wKOK(k~dc;QT9_n ze3h|AUYa1DWg-&RMXhp~`Z%RaBCShQep->g)&Y<4J*wc${_8!vJ>wLqoVey|jrzb6 z!$*N?PU3t{K9n2V2Ubz@BKav$kdAG;|+RWkw=lc}1CT#%h9#26`OC>C@BRaVaz*Q}Cw z;l-q2;owivj=-V zHKtcyE3L7p43T@EDR0Y)nAW51^1Lv9yORe7f z`H3PE!Oq+E>S$@^fbzI7GBoFTTJPspxy@U0U?D`M1Jvy~%`*+>V!MX2OJJi%JDi$b zH2ZX4s$h}yCq)x6I~1W2t=6AEvJ_#>J19Uv37CvE~>8`}$sivQ?A?K1TO|?B}T|fs0+N9FJ^W)g;(r86A%FPXxN|sW$ z#DVfnRAdS~09RbuuMQ;0bolxD2GTBqUMEOPfGCQnmHA15T`>oFO(;Niie)$QnoV1PwuqeGtguxuWt0S-`Br-6~{kSgBD|0VbAy7?QTBX|l)qM6kN+U@JT|t{Q!J`A=i|413(F>Oq4Bx#yEU@%5`$ z4Gys5M~@Yj2JwGOYzkb5&wQat6IrpnG7!dt>QSMd{*EIqAe@wwMjVL*PV(IAldt@! zgg^9WP^%F&?nl2caqRNX96)ddP)iF1 zd#dPGGZx+(F)W1o2sydAN%!!Eg%83GCoNur?OmJm5ez*lsYN+C9i|WX#0FMn;N^RI zE>|5AmO@9vzJW=@2V5VM$uvTwK47^=+Jo5P1HI&;q91b?E`X?u$+^2ZX}?@exh%~4 z20?Tsx5l?QZWg4dOy41u>XL%}BWXN9a;i^e@a(1~F;s71H^R)9>W|~3zt`4A2)lbk zSb}u2t1FPeTdo_vfmM6CK1Coi5%~(_b*sXGS77GLJ(25>m4-qOIpUF#lmy^2KB|y$ zm<}-6m7A-r*9sIxvs@%*Yn-!rA5V(}TW7LbXXho<{c!h^4G~iD4%ghV>1sVE*hji*6_T=NS4EPSxu&M@nuIb<2U3p2jg^y~zp zAQGE)Y5tr{58chRv=mvnH{;I&7<>bou|lO^L96VdB%!)~if+58@2(Y)ZrwM{5elA9 zsd9#GhZEPZv9UHM`8E6}7>^&9w4100rK1%>HxBQ63F*5u?k`_3bN(yOCdt6rS?UQ8 zKjL^SfIy7B7*nT8k8W&iY{D{?x^C6Ou81Zq5V0>lLUpT!WyS{7_Y@2FfW(IE{6PH_ z9)}YuZHg=!ax1nOk=s{I15Sn->LPrZqhR+hRVTn6VW0FRCIUpEBSlRbft?T?n-a{F zu-@S!`))+(Huw#Nfb5elnTm42i6kdUIv)59^9l?)>jiN3On29d}0`{lYNN?{>XxsWD+$(dnP-apr*s_A$dVpEjZ6Z(We z=mBsk=vwRsMI~8}@8jbVKyH@gXXU`Llg{RJ--v#jur0X0DW15<7340^jK@aBI23+T>@I{dM z0vUQ{_I(B=UmHPOs1q2*l>Re_(ZSylv#gdl>^h+GfmE=28)Hz!u5P62w=O5*S zcws$pDiHyG?j$Sg(=Z~4>Lgewvn_jFjM%0D^2hHFgAivxs(DIQ`{};sL`&a%4)R$V z8bQPp+UOS$7D6K<(@j+m4_0C@oGZnkNP@?KtVJN>0%A0(!w)oqzOn+Hx6q{!4(?oe zqe)*DXsW_iCuwQDM!QQ${WNibSGB-UC(OXYp}I)f*82Jn@|X%seQlG<8PF4DFTK>g z{S09}7OfGL=$OH?_w-)I{n>A>585wzE+#g#wzenuwkr)uusrN3J45-J* z%-G{!7>l-wpLz#x5h8_MF)+y;mC~ZH9m8?n0cnouqLx zQHE$HergGM6%81 zncF*CXNAf@UXJz8J7eH^W+>x5B*%F3{72lRT>-05RBY_(KW|A~TDrKbjE(a^^~db& z>{qW|sV0fa%DRK5NlTMINbg1iWn5kJ!6>uv@ixm#Q+WK zNRc4wJ2UHKXrJTdZHbkSm5{i6`BcAu_TpZ)C#|k$^u6eiw3R9>g(#_{AB=~1cpIwqh zLuPZ@;Kxcg4nTR{8l1ZG0z06Zr17b>I?!l{zB2F}z3r!P2+rFRcE!!j&F|j5qrn!! zCbta$ka1NP-`1R+oqaHUOnpzE@L~39U4HQa`Ro&%oD3PSI>WHo@nWvc$o_$Wqd>b` z+|dwVQ99PI#UUBl3>ZhEI^)&TLlOxk*xVSqu zVshJK0m$hpk`>swE_ZMHTKK zngPjg^bojNxMR9rW(2~!3PceK%CocEXOp6CBwPe@tq=Dq?8`1MFR!SmkSCuo&oXd? zv_vEIm%(0p*s86a-bW;nNKkYMXQkb{(B~Ei(qnB&6!+o5!M9KDq8*=u9E69*aE=bb zcPlFdoGEPig-^Z=nTKiaI^00u${Q(AI8drQ_sid0{FHHp+f3Pj!$f_cn;hnR3Efwl zz~8@wK%_2h|0!L|B>`@Q`t#p^`R|wT|I89FheQy0jc4yHNooJy@}zS8_O;Bb_h0@G D#IeAr diff --git a/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/index.md b/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/README.cn.md similarity index 50% rename from doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/index.md rename to doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/README.cn.md index 952bd592e..cd638c16b 100644 --- a/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/index.md +++ b/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/README.cn.md @@ -1,359 +1,3 @@ -<<<<<<< HEAD:doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/index.md -# 情感分析 - -本教程源代码目录在[book/understand_sentiment](https://github.com/PaddlePaddle/book/tree/develop/06.understand_sentiment), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书)。 - -## 背景介绍 - -在自然语言处理中,情感分析一般是指判断一段文本所表达的情绪状态。其中,一段文本可以是一个句子,一个段落或一个文档。情绪状态可以是两类,如(正面,负面),(高兴,悲伤);也可以是三类,如(积极,消极,中性)等等。情感分析的应用场景十分广泛,如把用户在购物网站(亚马逊、天猫、淘宝等)、旅游网站、电影评论网站上发表的评论分成正面评论和负面评论;或为了分析用户对于某一产品的整体使用感受,抓取产品的用户评论并进行情感分析等等。表格1展示了对电影评论进行情感分析的例子: - -| 电影评论 | 类别 | -| -------- | ----- | -| 在冯小刚这几年的电影里,算最好的一部的了| 正面 | -| 很不好看,好像一个地方台的电视剧 | 负面 | -| 圆方镜头全程炫技,色调背景美则美矣,但剧情拖沓,口音不伦不类,一直努力却始终无法入戏| 负面| -|剧情四星。但是圆镜视角加上婺源的风景整个非常有中国写意山水画的感觉,看得实在太舒服了。。|正面| - -

    表格 1 电影评论情感分析

    - -在自然语言处理中,情感分析属于典型的**文本分类**问题,即把需要进行情感分析的文本划分为其所属类别。文本分类涉及文本表示和分类方法两个问题。在深度学习的方法出现之前,主流的文本表示方法为词袋模型BOW(bag of words),话题模型等等;分类方法有SVM(support vector machine), LR(logistic regression)等等。 - -对于一段文本,BOW表示会忽略其词顺序、语法和句法,将这段文本仅仅看做是一个词集合,因此BOW方法并不能充分表示文本的语义信息。例如,句子“这部电影糟糕透了”和“一个乏味,空洞,没有内涵的作品”在情感分析中具有很高的语义相似度,但是它们的BOW表示的相似度为0。又如,句子“一个空洞,没有内涵的作品”和“一个不空洞而且有内涵的作品”的BOW相似度很高,但实际上它们的意思很不一样。 - -本章我们所要介绍的深度学习模型克服了BOW表示的上述缺陷,它在考虑词顺序的基础上把文本映射到低维度的语义空间,并且以端对端(end to end)的方式进行文本表示及分类,其性能相对于传统方法有显著的提升\[[1](#参考文献)\]。 - -## 模型概览 -本章所使用的文本表示模型为卷积神经网络(Convolutional Neural Networks)和循环神经网络(Recurrent Neural Networks)及其扩展。下面依次介绍这几个模型。 - -### 文本卷积神经网络简介(CNN) - -我们在[推荐系统](https://github.com/PaddlePaddle/book/tree/develop/05.recommender_system)一节介绍过应用于文本数据的卷积神经网络模型的计算过程,这里进行一个简单的回顾。 - -对卷积神经网络来说,首先使用卷积处理输入的词向量序列,产生一个特征图(feature map),对特征图采用时间维度上的最大池化(max pooling over time)操作得到此卷积核对应的整句话的特征,最后,将所有卷积核得到的特征拼接起来即为文本的定长向量表示,对于文本分类问题,将其连接至softmax即构建出完整的模型。在实际应用中,我们会使用多个卷积核来处理句子,窗口大小相同的卷积核堆叠起来形成一个矩阵,这样可以更高效的完成运算。另外,我们也可使用窗口大小不同的卷积核来处理句子,[推荐系统](https://github.com/PaddlePaddle/book/tree/develop/05.recommender_system)一节的图3作为示意画了四个卷积核,不同颜色表示不同大小的卷积核操作。 - -对于一般的短文本分类问题,上文所述的简单的文本卷积网络即可达到很高的正确率\[[1](#参考文献)\]。若想得到更抽象更高级的文本特征表示,可以构建深层文本卷积神经网络\[[2](#参考文献),[3](#参考文献)\]。 - -### 循环神经网络(RNN) - -循环神经网络是一种能对序列数据进行精确建模的有力工具。实际上,循环神经网络的理论计算能力是图灵完备的\[[4](#参考文献)\]。自然语言是一种典型的序列数据(词序列),近年来,循环神经网络及其变体(如long short term memory\[[5](#参考文献)\]等)在自然语言处理的多个领域,如语言模型、句法解析、语义角色标注(或一般的序列标注)、语义表示、图文生成、对话、机器翻译等任务上均表现优异甚至成为目前效果最好的方法。 - -![rnn](./image/rnn.png) -

    -图1. 循环神经网络按时间展开的示意图 -

    - -循环神经网络按时间展开后如图1所示:在第`$t$`时刻,网络读入第`$t$`个输入`$x_t$`(向量表示)及前一时刻隐层的状态值`$h_{t-1}$`(向量表示,`$h_0$`一般初始化为`$0$`向量),计算得出本时刻隐层的状态值`$h_t$`,重复这一步骤直至读完所有输入。如果将循环神经网络所表示的函数记为`$f$`,则其公式可表示为: - -$$h_t=f(x_t,h_{t-1})=\sigma(W_{xh}x_t+W_{hh}h_{t-1}+b_h)$$ - -其中`$W_{xh}$`是输入到隐层的矩阵参数,`$W_{hh}$`是隐层到隐层的矩阵参数,`$b_h$`为隐层的偏置向量(bias)参数,`$\sigma$`为`$sigmoid$`函数。 - -在处理自然语言时,一般会先将词(one-hot表示)映射为其词向量(word embedding)表示,然后再作为循环神经网络每一时刻的输入`$x_t$`。此外,可以根据实际需要的不同在循环神经网络的隐层上连接其它层。如,可以把一个循环神经网络的隐层输出连接至下一个循环神经网络的输入构建深层(deep or stacked)循环神经网络,或者提取最后一个时刻的隐层状态作为句子表示进而使用分类模型等等。 - -### 长短期记忆网络(LSTM) - -对于较长的序列数据,循环神经网络的训练过程中容易出现梯度消失或爆炸现象\[[6](#参考文献)\]。为了解决这一问题,Hochreiter S, Schmidhuber J. (1997)提出了LSTM(long short term memory\[[5](#参考文献)\])。 - -相比于简单的循环神经网络,LSTM增加了记忆单元`$c$`、输入门`$i$`、遗忘门`$f$`及输出门`$o$`。这些门及记忆单元组合起来大大提升了循环神经网络处理长序列数据的能力。若将基于LSTM的循环神经网络表示的函数记为`$F$`,则其公式为: - -$$ h_t=F(x_t,h_{t-1})$$ - -`$F$`由下列公式组合而成\[[7](#参考文献)\]: -$$ i_t = \sigma{(W_{xi}x_t+W_{hi}h_{t-1}+W_{ci}c_{t-1}+b_i)} $$ -$$ f_t = \sigma(W_{xf}x_t+W_{hf}h_{t-1}+W_{cf}c_{t-1}+b_f) $$ -$$ c_t = f_t\odot c_{t-1}+i_t\odot tanh(W_{xc}x_t+W_{hc}h_{t-1}+b_c) $$ -$$ o_t = \sigma(W_{xo}x_t+W_{ho}h_{t-1}+W_{co}c_{t}+b_o) $$ -$$ h_t = o_t\odot tanh(c_t) $$ -其中,`$i_t, f_t, c_t, o_t$`分别表示输入门,遗忘门,记忆单元及输出门的向量值,带角标的`$W$`及`$b$`为模型参数,`$tanh$`为双曲正切函数,`$\odot$`表示逐元素(elementwise)的乘法操作。输入门控制着新输入进入记忆单元`$c$`的强度,遗忘门控制着记忆单元维持上一时刻值的强度,输出门控制着输出记忆单元的强度。三种门的计算方式类似,但有着完全不同的参数,它们各自以不同的方式控制着记忆单元`$c$`,如图2所示: - -![lstm](./image/lstm.png) -

    -图2. 时刻`$t$`的LSTM [7] -

    - -LSTM通过给简单的循环神经网络增加记忆及控制门的方式,增强了其处理远距离依赖问题的能力。类似原理的改进还有Gated Recurrent Unit (GRU)\[[8](#参考文献)\],其设计更为简洁一些。**这些改进虽然各有不同,但是它们的宏观描述却与简单的循环神经网络一样(如图2所示),即隐状态依据当前输入及前一时刻的隐状态来改变,不断地循环这一过程直至输入处理完毕:** - -$$ h_t=Recrurent(x_t,h_{t-1})$$ - -其中,`$Recrurent$`可以表示简单的循环神经网络、GRU或LSTM。 - -### 栈式双向LSTM(Stacked Bidirectional LSTM) - -对于正常顺序的循环神经网络,`$h_t$`包含了`$t$`时刻之前的输入信息,也就是上文信息。同样,为了得到下文信息,我们可以使用反方向(将输入逆序处理)的循环神经网络。结合构建深层循环神经网络的方法(深层神经网络往往能得到更抽象和高级的特征表示),我们可以通过构建更加强有力的基于LSTM的栈式双向循环神经网络\[[9](#参考文献)\],来对时序数据进行建模。 - -如图3所示(以三层为例),奇数层LSTM正向,偶数层LSTM反向,高一层的LSTM使用低一层LSTM及之前所有层的信息作为输入,对最高层LSTM序列使用时间维度上的最大池化即可得到文本的定长向量表示(这一表示充分融合了文本的上下文信息,并且对文本进行了深层次抽象),最后我们将文本表示连接至softmax构建分类模型。 - -![stacked_lstm](./image/stacked_lstm.jpg) -

    -图3. 栈式双向LSTM用于文本分类 -

    - - -## 数据集介绍 - -我们以[IMDB情感分析数据集](http://ai.stanford.edu/%7Eamaas/data/sentiment/)为例进行介绍。IMDB数据集的训练集和测试集分别包含25000个已标注过的电影评论。其中,负面评论的得分小于等于4,正面评论的得分大于等于7,满分10分。 -```text -aclImdb -|- test -|-- neg -|-- pos -|- train -|-- neg -|-- pos -``` -Paddle在`dataset/imdb.py`中提实现了imdb数据集的自动下载和读取,并提供了读取字典、训练数据、测试数据等API。 - -## 配置模型 - -在该示例中,我们实现了两种文本分类算法,分别基于[推荐系统](https://github.com/PaddlePaddle/book/tree/develop/05.recommender_system)一节介绍过的文本卷积神经网络,以及[栈式双向LSTM](#栈式双向LSTM(Stacked Bidirectional LSTM))。我们首先引入要用到的库和定义全局变量: - -```python -import paddle -import paddle.fluid as fluid -from functools import partial -import numpy as np - -CLASS_DIM = 2 -EMB_DIM = 128 -HID_DIM = 512 -BATCH_SIZE = 128 -USE_GPU = False -``` - - -### 文本卷积神经网络 -我们构建神经网络`convolution_net`,示例代码如下。 -需要注意的是:`fluid.nets.sequence_conv_pool` 包含卷积和池化层两个操作。 - -```python -def convolution_net(data, input_dim, class_dim, emb_dim, hid_dim): -emb = fluid.layers.embedding( -input=data, size=[input_dim, emb_dim], is_sparse=True) -conv_3 = fluid.nets.sequence_conv_pool( -input=emb, -num_filters=hid_dim, -filter_size=3, -act="tanh", -pool_type="sqrt") -conv_4 = fluid.nets.sequence_conv_pool( -input=emb, -num_filters=hid_dim, -filter_size=4, -act="tanh", -pool_type="sqrt") -prediction = fluid.layers.fc( -input=[conv_3, conv_4], size=class_dim, act="softmax") -return prediction -``` - -网络的输入`input_dim`表示的是词典的大小,`class_dim`表示类别数。这里,我们使用[`sequence_conv_pool`](https://github.com/PaddlePaddle/Paddle/blob/develop/python/paddle/trainer_config_helpers/networks.py) API实现了卷积和池化操作。 - -### 栈式双向LSTM - -栈式双向神经网络`stacked_lstm_net`的代码片段如下: - -```python -def stacked_lstm_net(data, input_dim, class_dim, emb_dim, hid_dim, stacked_num): - -emb = fluid.layers.embedding( -input=data, size=[input_dim, emb_dim], is_sparse=True) - -fc1 = fluid.layers.fc(input=emb, size=hid_dim) -lstm1, cell1 = fluid.layers.dynamic_lstm(input=fc1, size=hid_dim) - -inputs = [fc1, lstm1] - -for i in range(2, stacked_num + 1): -fc = fluid.layers.fc(input=inputs, size=hid_dim) -lstm, cell = fluid.layers.dynamic_lstm( -input=fc, size=hid_dim, is_reverse=(i % 2) == 0) -inputs = [fc, lstm] - -fc_last = fluid.layers.sequence_pool(input=inputs[0], pool_type='max') -lstm_last = fluid.layers.sequence_pool(input=inputs[1], pool_type='max') - -prediction = fluid.layers.fc(input=[fc_last, lstm_last], -size=class_dim, -act='softmax') -return prediction -``` -以上的栈式双向LSTM抽象出了高级特征并把其映射到和分类类别数同样大小的向量上。`paddle.activation.Softmax`函数用来计算分类属于某个类别的概率。 - -重申一下,此处我们可以调用`convolution_net`或`stacked_lstm_net`的任何一个。我们以`convolution_net`为例。 - -接下来我们定义预测程序(`inference_program`)。预测程序使用`convolution_net`来对`fluid.layer.data`的输入进行预测。 - -```python -def inference_program(word_dict): -data = fluid.layers.data( -name="words", shape=[1], dtype="int64", lod_level=1) - -dict_dim = len(word_dict) -net = convolution_net(data, dict_dim, CLASS_DIM, EMB_DIM, HID_DIM) -return net -``` - -我们这里定义了`training_program`。它使用了从`inference_program`返回的结果来计算误差。我们同时定义了优化函数`optimizer_func`。 - -因为是有监督的学习,训练集的标签也在`paddle.layer.data`中定义了。在训练过程中,交叉熵用来在`paddle.layer.classification_cost`中作为损失函数。 - -在测试过程中,分类器会计算各个输出的概率。第一个返回的数值规定为 损耗(cost)。 - -```python -def train_program(word_dict): -prediction = inference_program(word_dict) -label = fluid.layers.data(name="label", shape=[1], dtype="int64") -cost = fluid.layers.cross_entropy(input=prediction, label=label) -avg_cost = fluid.layers.mean(cost) -accuracy = fluid.layers.accuracy(input=prediction, label=label) -return [avg_cost, accuracy] - - -def optimizer_func(): -return fluid.optimizer.Adagrad(learning_rate=0.002) -``` - -## 训练模型 - -### 定义训练环境 - -定义您的训练是在CPU上还是在GPU上: - - -```python -use_cuda = False -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() -``` - -### 定义数据提供器 - -下一步是为训练和测试定义数据提供器。提供器读入一个大小为 BATCH_SIZE的数据。paddle.dataset.imdb.train 每次会在乱序化后提供一个大小为BATCH_SIZE的数据,乱序化的大小为缓存大小buf_size。 - -注意:读取IMDB的数据可能会花费几分钟的时间,请耐心等待。 - -```python -print("Loading IMDB word dict....") -word_dict = paddle.dataset.imdb.word_dict() - -print ("Reading training data....") -train_reader = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.imdb.train(word_dict), buf_size=25000), -batch_size=BATCH_SIZE) -``` - -### 构造训练器(trainer) -训练器需要一个训练程序和一个训练优化函数。 - -```python -trainer = fluid.Trainer( -train_func=partial(train_program, word_dict), -place=place, -optimizer_func=optimizer_func) -``` - -### 提供数据 - -`feed_order`用来定义每条产生的数据和`paddle.layer.data`之间的映射关系。比如,`imdb.train`产生的第一列的数据对应的是`words`这个特征。 - -```python -feed_order = ['words', 'label'] -``` - -### 事件处理器 - -回调函数event_handler在一个之前定义好的事件发生后会被调用。例如,我们可以在每步训练结束后查看误差。 - -```python -# Specify the directory path to save the parameters -params_dirname = "understand_sentiment_conv.inference.model" - -def event_handler(event): -if isinstance(event, fluid.EndStepEvent): -print("Step {0}, Epoch {1} Metrics {2}".format( -event.step, event.epoch, map(np.array, event.metrics))) - -if event.step == 10: -trainer.save_params(params_dirname) -trainer.stop() -``` - -### 开始训练 - -最后,我们传入训练循环数(num_epoch)和一些别的参数,调用 trainer.train 来开始训练。 - -```python -trainer.train( -num_epochs=1, -event_handler=event_handler, -reader=train_reader, -feed_order=feed_order) -``` - -## 应用模型 - -### 构建预测器 - -传入`inference_program`和`params_dirname`来初始化一个预测器, `params_dirname`用来存放训练过程中的各个参数。 - -```python -inferencer = fluid.Inferencer( -inference_program, param_path=params_dirname, place=place) -``` - -### 生成测试用输入数据 - -为了进行预测,我们任意选取3个评论。请随意选取您看好的3个。我们把评论中的每个词对应到`word_dict`中的id。如果词典中没有这个词,则设为`unknown`。 -然后我们用`create_lod_tensor`来创建细节层次的张量。 - -```python -reviews_str = [ -'read the book forget the movie', 'this is a great movie', 'this is very bad' -] -reviews = [c.split() for c in reviews_str] - -UNK = word_dict[''] -lod = [] -for c in reviews: -lod.append([word_dict.get(words, UNK) for words in c]) - -base_shape = [[len(c) for c in lod]] - -tensor_words = fluid.create_lod_tensor(lod, base_shape, place) -``` - -## 应用模型 - -现在我们可以对每一条评论进行正面或者负面的预测啦。 - -```python -results = inferencer.infer({'words': tensor_words}) - -for i, r in enumerate(results[0]): -print("Predict probability of ", r[0], " to be positive and ", r[1], " to be negative for review \'", reviews_str[i], "\'") - -``` - - -## 总结 - -本章我们以情感分析为例,介绍了使用深度学习的方法进行端对端的短文本分类,并且使用PaddlePaddle完成了全部相关实验。同时,我们简要介绍了两种文本处理模型:卷积神经网络和循环神经网络。在后续的章节中我们会看到这两种基本的深度学习模型在其它任务上的应用。 - - -## 参考文献 -1. Kim Y. [Convolutional neural networks for sentence classification](http://arxiv.org/pdf/1408.5882)[J]. arXiv preprint arXiv:1408.5882, 2014. -2. Kalchbrenner N, Grefenstette E, Blunsom P. [A convolutional neural network for modelling sentences](http://arxiv.org/pdf/1404.2188.pdf?utm_medium=App.net&utm_source=PourOver)[J]. arXiv preprint arXiv:1404.2188, 2014. -3. Yann N. Dauphin, et al. [Language Modeling with Gated Convolutional Networks](https://arxiv.org/pdf/1612.08083v1.pdf)[J] arXiv preprint arXiv:1612.08083, 2016. -4. Siegelmann H T, Sontag E D. [On the computational power of neural nets](http://research.cs.queensu.ca/home/akl/cisc879/papers/SELECTED_PAPERS_FROM_VARIOUS_SOURCES/05070215382317071.pdf)[C]//Proceedings of the fifth annual workshop on Computational learning theory. ACM, 1992: 440-449. -5. Hochreiter S, Schmidhuber J. [Long short-term memory](http://web.eecs.utk.edu/~itamar/courses/ECE-692/Bobby_paper1.pdf)[J]. Neural computation, 1997, 9(8): 1735-1780. -6. Bengio Y, Simard P, Frasconi P. [Learning long-term dependencies with gradient descent is difficult](http://www-dsi.ing.unifi.it/~paolo/ps/tnn-94-gradient.pdf)[J]. IEEE transactions on neural networks, 1994, 5(2): 157-166. -7. Graves A. [Generating sequences with recurrent neural networks](http://arxiv.org/pdf/1308.0850)[J]. arXiv preprint arXiv:1308.0850, 2013. -8. Cho K, Van Merriënboer B, Gulcehre C, et al. [Learning phrase representations using RNN encoder-decoder for statistical machine translation](http://arxiv.org/pdf/1406.1078)[J]. arXiv preprint arXiv:1406.1078, 2014. -9. Zhou J, Xu W. [End-to-end learning of semantic role labeling using recurrent neural networks](http://www.aclweb.org/anthology/P/P15/P15-1109.pdf)[C]//Proceedings of the Annual Meeting of the Association for Computational Linguistics. 2015. - -
    -知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 情感分析 本教程源代码目录在[book/understand_sentiment](https://github.com/PaddlePaddle/book/tree/develop/06.understand_sentiment), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书),更多内容请参考本教程的[视频课堂](http://bit.baidu.com/course/detail/id/177.html)。 @@ -710,4 +354,3 @@ for i, r in enumerate(results[0]):
    知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics:doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/README.cn.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/image/lstm_en.png b/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/image/lstm_en.png deleted file mode 100755 index d73a00bf2c1fca2f9b8c26bccf5ea844fa1db50b..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 91142 zcmeFZWmJ`G+cr8y3~U8aK>>sA?vU=70@5kcAs}6LpaRmZQqnEb7D|c|q9|ez(gM=8 zkLh~W^S(d6@%`IB_85DOHO6uw^Pcy-uJbyNIFEbY($-Yky@O^4fk4=;qAX7&5Vp7w z2%Cqtli?>THW9D!pCg_M2A*eJ&wF}Xy4w&=pL4acVNh|lw6!7HSf2B}&}1WlS6sH& zHSjdhP#3dyb>^}p{SKFpvm0JbAV^62xLH~|+ITWp+1T2Igu0O$Ge@^nmSwRgR z4L3O(J9}k6cbhYQn!470j@F{*PDo2JNcf210?sy`mJB}5PA(o|K9VQ?URMl%CjFTE z1jFB7@pP0t@y|^eXlOIYxw_jh2y*drTJ!MoG6)HA@d^kE3Gs3;@bU2Sar59`Ax>Ta zF+m|QK4FIc{Br{D=6>$H7*SsFKktSAlRRPP>FFlM&F$^&&E?I{B)*`&;1+9ezIYoFyg*gQT z1%x@RgsiPO1$l*SEYAz_*zj4O|Mxoor`IbA%gTx<3dt!7%PaEoDhQp%PAJOD^76_G z2+Q#*$p8CV6&DXrOBZXKf8X04@BN?G%Kl$pD<Q>(g~MyG%RYn$$u2zdcrhR!eAaw<*7-gQw4cx%fqn$o{rkgOlswToY5 z^RAkd;Kir5BDQZudycjTraDfpNPYP9>68B7lTNr^e4PC6pPsp;ANc!+kp0Sx|NPy_ zaMgeQpvVyY&mZo{ux`2WBfQ8RFI za!N=@@bDBFmY)A0nw}IM{vepsP=@+UOe(MSR!egA%h>35KQ-z{HOGXmaUK1Tbwu<+D{jw7luBb7RNK*=9 z@+1%*U%hc7*FkT$xA#I+RFqMXlu|Y)MUSZZ6T~%TwOx$|jBy8?domglanj1|@&&OHthE9yQl zH`Wu&ZSLagTA1Tpe#p4eJtH;M+{nmCMn=ZY?(qz9w&&{AtJU69xJ%0adFeppD6v|9 zE!dmy!-rmOr8|d z>v8d7vVi@8=bKvZno$t6m1SjRSJ&3c`!9HU2K>0i9JIbPY;p$gCbPHi`IQr_tRolb zIvG+w<>;}G+Ax^^Q6+@PcH|lIcZ=J$r>srCp{LKPJ;9k$RwiJzlfZIqv@1K!kC}z# zF~OHSTO~s(nb-PySJyFdFLf1_<492o=PRQx7&X!%z z3EK!PUDRRoYDOSE5_^=ClqO<%d3m=ihKqYo+BF{&^JK^gIZkSMq*CL!@8xIeYZ$_M zb$TOrrlzDVUyygNDBU~Sz9aq zNBX;W+7p_=sJ!Xf+0Oc^uAG(_&d$K#Z_h3XI&{6O8UK(^`*7=wRdRB&1{LAi7tRzR z=U#)s)>4)&6V&ZD_n)NZHp>g1`}om7BXoG6DKbI#a!$kSYg$(kl%F#}=GO4fpOiE- zeyfYqF`UNtj*9Y$h#0ICD)xON-@4VIWR;bb)pKF2uOP`nit;H1-FJI=y#6BYV^TuoE+Nr!Jj$(N-Y*RQKGKK2|tbAPVa%Gz45 z@}h5+UamfI=a`Gt#`>D-CCe)zI&tiq2Me&XZV-{dH!h;0n%kQ;sXQ0_*~ zSBhP`j*7T_d#sZdX7NJJ!#bP#2IXCkVrtLGDS zbaZ;xW@v<6IP~&IFSPXL=9yIT72Z1h^T&@ry6*`8y`fu^ai{kmJC>gyc6t}B5C>YK zw`I1Quyb$vu!>6k>P)ED7LC?TFL|GBBHVt^5IM%I96G!>{nL-mQUMjG?Uy9(ty!Ue z(Zi$Dl*p!^EvM&t?=Y`be_h~m>eIZ{tq(ZVpKbcLJX^dLCQUUyb$8F<3Y8yn9_i;B zp{x_C^r&Ole5QXiEDtklDl5N>8X4PmICRqx$M+G2Wq zVq$KghyC{ptM(Mh1oytGi?@UWj-pN7 zPe{mF6UZ1C7(hG8b_fgzSe_eW4rY`O3HrAOW~iyE-kxt^(n!$FGkD+ESL?qpIXykS zJnTqrq3|zM^ePMH_}RX?xgX~k08mmJ>t%@6t&c8A-gnzI&{%T9{uJ#OT3e5@S+hJoNj{ojZAXc_lV2 zy}i8$_JIyi?fEY~ve~|gK(#GPGnq*D>Rt93W?EXN61-SuS^+1Cg?j5=x*C^0G1f2D z-eK`n_zUf%>6eFaiI4*gO-)U`y;b&|nODhpDF1uG|5x}H&t0W3x{2QMP>~1QO>2Cn z|BQ6L+9X5awlY8Q^2T1uZB!3|>g%)Z(yuo89*-tGBj@Ae3kVDZdesH3`8~RHBI5r2 zACr@lKYq--p%31-n?OB*&Fb?A*O1W>^%{>$OiTn!MYEs1xz!yT6G9;`FYg4DW@m3{ zZ=V`Y4Q66sIVbG$<=6YPH`!;h3e0Mk-z(AY-$$T!etvmN{l@xAvbeW|q+}Sqw5E)9 z(_uc_l|Yv=$+&s za8zG%u`YEVY{mr)o6i=QM66WRuP=udJ=n)G{Q26>L+Rr~Lr;R%micU&_feyUEX>eM zgH|Rg^4)_N=VxZD8pT>CzQ4R7B_&1b22r$v4phgEnPzDodqMVqyr{JFbCIPSz$!gp zebu+JS`Apr!IK-jzLbScBtgkcD0kgqIy$og6VVrBD4ZQHA1Q=h-*v=luD*Co)tNj_ zPG3K!zJ3FZKHUTt`t|GA*4;Gws0oaUOEZJ`FyrIn9D^VnYWZvz*)1={f2s7y0>I-V zM!J7~;*7T%zI~AW0O{tn4SJ|(69-#j7e+djn$H%Rp)Z|TZrqd^ot(Tj|Jk+BxI(kJ zJNInZ?c462o~Jkns&T5(Yzm5sPh9$pnz1YHS>9+-FUTU*w6uEeXga@t)Nt>Zc#eL) zssR>X<{{ge%vMq@efg5U+G8GESzSGQ_;}oxrx$+4aGA1g*|zP5^XDfJ{`)BjjKp$> z?njRvB?!B64SxLiQ7UlxOMP%^(X*>jqNUywy^Mo6>)-@EIeMW*AZsBfv$kBwyVvqkcEIvTR)4_kT`D%+$3$Pv~--0PcHuOy~lQC{7Gvq}|@l|tc_<1UF(I0~_`J*egFJL&qz zKb4{{uw6srxPI+g<5@60)?%Vcq) z9z!^1_R;)CZk?GLSXrjOSN`Zbnw^DGaQKkNI{5D0J1ku%Go@n0?3iT_cEwGERpgOTHR4`FAm;Im*yw?J{OwTZ`(_!EDAigUn9ua4-F2M`^`BR8ym9*|9-yh z`Sa(m$hR5+G{vWCtV#F#sl&bQ^}kJfyaA^j#)G5_n$vC7sq0vHj|MJwWn&S6J+GL?lhPA z8X6j6$#?JF%gpr78jZiOZaIg~ru(dUprHGJvK6V3a9qD}<4te5V@njPb#$kpB#2%d z!`WN6ZlU#q>6R`pgt-z3cX_Q}tEWnt?ud_%udAy=slFnwT%M@tUtX9>jfglts3o-| z?_0u0>aC0;J%#-^08UQpQ_Hh&#i#NNiZ92>40dFw;hNA-PnH+LEeIja&|74iH)s6* z_Iz`;<-%m2n)(Cx#oymaJ@yFa;$-y{&Tw=bNr8n93=dbheV1iDXKP!(G?Zv*Y59tr z2F#F-jt&$+eH&4fR3(!oJ8G9jaE zJHXN2zI^!;&45TJVE1mJKe*lQG^y85OD%r8q7uoZa{T1UpV4Q{mar~2Ram{JzDl~f zPMuV`N0Qq1XtI0u?76yyFvGZT13LH^k3~pSp=tHd;f>wS|7- zB-*R8@=d-PDje2lKLXL6ag+iM4pJ)^h=Y(ybgg5( z_PN4UZ8OX9jPWhenIrRLnG*bPDy;MpWh1@ z0+MK|6CON6J3~_&8W=b=h%IU~9R$o3p_9xVSiAyt1JS>$crAQStFA2C7AQc^tvP8$cPB{U z991T5;HFKR+$(U=bl_A)e~>@wMt@^6l8kgoBi&qmjnVq7)F7kg;^N}Kf97qn__jSq(Glcc5bx*V9zpo^H~fR%JUD&jCIul*1&CVV z{5iAr`$nI4KMbanxG0{~pyd%@iS=Cluy>hje+sF8gb;I1U)c)N0A&z4gAH0+UHuhl zXa&X!FlIM@ED-qB=jU!KGQ#<}7dyEd%PX)E#C4F(EcJL^9xWn}H^fse~p!#=@iO0kdWRAmC8UtCG7#~kx z1rE2x^WTVzA^=0^1Abr9du#U`731&gyPt#}gj^6gm(Ne~!8wWR-*3==^`DZovU)#1 z)!$#?YCd@B9DUH@cVIAxFBJ{C4A8tuGAn9hrGF!6V{PHpt4B>0qJDqua+BU)?og-U zu^{{fyTxEYZoN$lwZFeVYdgxgBVFayE7@a`e!51*Xu**)kmBdxCaK_rgfA^F2H;xm z!>ohomj#BU*W(NxYa|NoJ|?D%28}LPhc)`!QNN+dj2xh*)_>w;n482kZ5}vxkhfR_ zF5Ecie_Nt(#`x4!JvunnSmDQA;jh}6zap!(D>v@kyve{s&CJH;02pYtdycXXJHmhc zZ`U8d!S`rO5L8WV4U<|16;gQh>hdXOX7seI%uLlKv|2;>Ei+dR6CNnvfdz%#Acp(v z(9@@4{jID{{{!LDHf7&X{1UKp{vuv@*819tqs!?xcaBgVI3TOe@dBL+T$IbS>eL`0 z7?q~4LII8V4(ltu{OcrZ<1u?kJx zH*cx%E@nD`9_9c;L9e^5nJGo}Q>@}HBkeJAcz=5)Ypo3Lxm z^!4ryzxT|iPVI}dI>FE1+0%3Oi2uw$q?RI@DC9^HL8e#_xKUJ8guOIat3D)od-Fsw zGk48zSsZnM%0HLeWN2(0jKYQ(BSPy|mHDI7C>h)~!OqdT))d=!GO?m516Hd*c7fQp zMg9F(&{NS*zK-^LtUR={Z@&q{G`F!)dE2&ae*x&X0SS2XjTrUvqM&VE0dm0e12K;T zaS8`TlW{=%;E8r>No#=fozN{X@dYCwU37VYa+{8BS!(B}Jj2q*j~_#_6bbYROqr`&QOl03aFQ1O#T_1Wf+;LPdGiQ!iRH`d03*Odkv6H_`}cr_s)=Hl z0ZK6GM4@I$!)x^lKg-Ytrej?ok^bq8rT>HET!V0q;cN`!NMFrx<1nrI1NyX4Pt)+1 z41f^w@opl7GRWHi!ZZqY=CvN0oq`LhI|L1Nqui#Tz|_T93f&=G_!>;N^d* zQ|t_s@!HaGDkWuU2f1OqUT=5zKV+EdfRfT1tOsa~!QiUJ`UhiIP!mdOk9U*H$2C$H zzWRp&ZYVnQjVoXqtTHoF)8n>;W;9>qu^qIcUi`ULGre=k5uG%z;iHm&kRGkHbcV17gv6cYV$4Ty!q z+}YVV+?F`}?HkX<(XJEyxvj10lAE~%g8deMTPi9lnuSKA<{S6QukaoL?OGkpEfg7q zuZ+41H<`t1rz9s!TD`gnLjmpXY2$)wj+*4Ly@J6VXEK@tt2@3wva^?FvR+?ZA`V4e zQFw5cEaZMR*tGQ8pGfzglFq$ln1c;g<0G9#C81$jWSTAm$Xf=TK`xuEa17fVkCbZu zl(_KY6W?UPzdye&%noU=t}HEanmi4U+)Yre0g0FeD=uzU30PTKQIeM*s8$8> zGz>P4HSIW)3r3z=qHbmND8;5VVW00rdCwj?iMS~%G&l$(uxH}>Obd6v@9;5AA%i7Nw zCB2%Sp3a;aK>QRBhQV47?@{#@8Y!z@$d?;nmt%(RV64rhrv|-x)x}FMj(vDjvv&t< z?an$(xW2Fr+uwszm7CIld5ARzSL5my77WaXId($&GJb)P5k>2>o6_07A)f zu`)6;a>;8bBi76>Nil3ZE8a_;KQcz%{%egdehWvL?^ancTm-U0aCMulV_+!MnX=g0`EiSQ7YS60-%gDArU5b>Q!AJPJ@kM-Br&jiq4 z>#6}C=kH9}b%ZZn`9qtqRPQX8WWb`f!*BZFRh?N))FEVixnobd1jeV})lx%?N)PP9 zH8yFhswau)R8BTI|3gv*ci!~VJ|WnrSsl1T6lJ=eI=D*n6YWz^@Gv<+d&j4bA3<=~(TT;pC%<3? zPMkOaY9k4CHU1^#EsJ-HpyP+}uI$JrZ@I~Kp!XE2_(=650Rq~k&Ampzitem3Q#9b- z{t{+q=%D&$RaI3kUuz8gS;#F6^Gaufj`Yw(A?iF)+{f2f zWx~SNmRY#TFUINJgVPY=mu@VMT!3!@rF5kF!`E8>wus*F^NOL=oSLap`L;*wEzX@g zSM&SD&iC)%1KpAoicDG|^QoZ1%}UPQDlILg`ZKUU&pk-iu*l+)==^DvLH%lpPOdU# zn|j!gl=q~GkB?6sX9Eb1%cqiS5@ZCK#M;{0t~~(vu2iLc!E1A8&FZ_QGohcQW?T6c z^G|fgi_UDvs>%k_owm2=Dm0hoc zh+(bYMUU|&l3r70!D=qy_5t!uj{lykJYN7t9*RMb13?;ty!JOba zhZlMfa87GOi-v$c#-fOZG!G3k^+GMZnOk&0EeS}x;j;1*kpX_>GJZDwJiD1=uo@O&#@{s^!^~tHcD}niA2T|hk^91D z2n&!xRPgaL6jXP<_bs$`F+Q}2JPixDucak)`U;7mHIV!oGBPs6KXi+_+XSAJf;OTZ zbG}e)2QlCAp`L-4w;0$86*tfY5&a9w8O`bD?b~e6s&IoI!*2!On1KrQemv}HZk=g# z5dZKr1v%$F9c_O$+&eXqc#e)E_ZZI4)g!I2Xef5KZ>qqa>3h z90gFO9?zF#LD0?_|5*GJ2Vd0lm-Z#;hcG>d+f%vE79`nwj{^>7n*7|q5ECJ=RbqH2 zyyzwUPL)?4)xmFqy1_OJTpElOt+p^k^ya};)NdbpAZ&uEp&|Wm`Y&pHXIqP1mxEJp8QyNF8%&+hT}inQLN2#q$pF@c zsh@pKl5=;ed^5`y+Cm-h0GKJM;@&Q;alBBJgLh#1aK;{C@UZ4?`%nZR=C{BGG0hP--}Y34AuU*Qfoe zPMkccAyw!GA&#-o)YsbFm8_Y;7PZ|5mF_m3E*CKI2J_{0IJlMK(JK=9B))+;3Avvr zZ{E(m7P9T_~Tna(W z5JI_f~ch#0+kgbrsR@6aH^eZ$PZOJ+KF1Bq67qOMzUwv?qiW9re3>TcS-IMZN=bc%v>=+q~l%0&^?lO@lu71z@uI1J_x{O z7i>hZiF8D!W=J0v5b4QY2)3SRZT8Z&Zi$JVU2TI8Bt2Q|q63lGfrJCQ?&D`Fq)COg zJ4-S@Y`BA%fI;++8uD>*xj-8;^>6A+RZa1qB)N=W8Gc zD9od-(vb7v4^~?k{FYXd>YXv~JQa*tP@EMHo|8MyxOX3}e^NiyPyE{Q}#FXDRdIn6`)KALBAR9VE&M zf~~?CR4G!BS8?bN34h&&nN5cH(PzEAMlO{aUu~YXv^YW}B+#zxJj6wsOlJ07g=+$e zcX6*RlvyfB8|GRq3wsDWH@dpIj_{u+-?F8zKG=LN3o|~L$>zR;G&>Y0T_7V*(dX8{ z^_qu`1AVLU^cG<6(<_j5-KkhK6Vx8*c1OP4=m_KLh$N9RK@4OdBb ztm(HB8_nD2&mW>Y>WiKc0^N_Bf5~m~^nvdkn^-PWu(ERNH+yixLtga2Oa&KD5xF4i zQXl>2d8NlN5?tqc^UEB2CXq;rkcIb-GafFc+jNrU3VBA2`=IK~cG6L6RKRtj-^PQB z->+Un4;kIF7@%HQJD;HUHk|^ZTzG;R{;f1WejH9v`?#>#Q@2YZ4@8u;v{{r2{W=pdoy5o7gW->&;?{?xFwJ0&dHp(?H>?{4 z7K=(GyFy9M9jUbviaar9{90=*s zBKGp*$B+4m&xh#ggMl$X#KRw3UL&Rhy{)OK35_<129E~!YcB;P(B#)zT3T9UL@rs2 z-oJkzrrEj1+d@J@8VLeA4tln>!&n6|5fQ4P6k&(1UubOsB(_DhDSLBs45!*ri~Vm? zB&*Rmz~B0j5Wy$kvUn8}7B$f)uKfiy;M473{lKi2?(TB+BV0cbm-_*3LmH`KO+g&a zSxm}cbT(#k@Aq%F485h**>*T=XB@f@nfW~2w+FNPgsJ_cOi?At?t#R|3Go zs9@5?FtbM0O?)gq$-9jZrAwsXGJfKO@et@w=b9ttg~&mEN>`!G)*I`}K3VPnb)BJ) zfusN8?}uGEDApJwy`1ye#K`;i*H>q?vdskJugQr@ZLE42_Vx5EU_RgjY`Z0jZ71yL zCI$0czt#Yk)MgcCGiTD2V8@yHjWFW0+y6SeQamy;g47AxVPyLT&T6{eDOa;rhq$MO)p|D5|usl`lEbbHLZ}ros%K5!@fh$-Gnw2KvU04=A zSO)Ou51zE@nwlx`X&}NIOYOlJc)L0}wp0)XuH88O!iqFpgr*@L<~!Gj7jNHwI}x=H z@^?(aN4q*7ktSZaei+bzQ71Uak%TQiKIDj;oE*s}Zd)m#uwSl$m_fT88be670Hy{S zaeEx^Pw@T(;bTXSBE!b-_Du$sGHkJU2V;ACdknLP87{qLDotJNkR>x15$&NBYJL0m z?bRFl^+ACdlV3B$qR5rv*5LhltcTk zmf4$_nu2)-zj0(@0fn?YWxFOFr_q=NZ4bUg+{wQwMXZtLka5IU06gd@3* zeO|l_N;1%ueFozQh%Egfc@_kV91Cly4;`w&rwtAc_SpLarTqmXezx*qSS81!t2>Sy z7Zo)W;yf5AD@$g+k5poGXZ7{B%Hoh!@rwGAWqWX z3w#6)&N)|C?x`dR-;TC6=f?2ky(bw61eO%cgV3}-Vr?*b%1ttU`L6+xBt$!@{PEyz3;tAFPfB5bZ{vi_eFM&&q*bJ;D zH!m-)7qvM$X|L}b;m2TSshPcyWeNj>Opxg2*#go%{P_9vbGhRJR_6SC9|Hj%KO(?}n72+hd@Ld}*J)C?$Ik zOd{|fTZr4+O_L<|nuB8;S4G)n*VJ72sfhjl8oUvBUJLO^ISex03xk&b*t22^a`F3% zYe>$FqjB%tzEWIswh*3^eVN zVpcP6mJc63VALKPIELwaO>1ML&qAL!ysKac+&X#EyAH_Fh;_KcNd;ET?CQf42N?N3 z0NgZq-9T_}t@*?@T=}8nk0D~IUvdv^ zNFpLIg&Av<%26VbSmia5(`vVcfSe_~7y!>bI!T9UJP!x5i?Q#+^74z*{j*pQSI7~- zPK3Lx?B$~k5E4tWf8Qq*AHaL0Lm^=gu>c?miwLZp({2N)!!n!;Or~>_zNRBV39dfu zxP?G<3;t-$pAI!BRwAa(6A$HX3|#+mdA=T99@`l3{o0}Q0Bk8*<(t>9XUa*>lzcOf zqKiYcHkOnRM#X%_0|cSsw}DddVM&iB=!;&FAbFq}TC4=ZHC8F9I*d_>6{?0i@SH*p zrbP|M6reJKmj(~P5@SU|q7P9`R7^l6=`1V;!=md$jY8V1R6^;&GPM8lv^c|T(%Ffc z%S6PcnTi!bx-I17@(K#m2R9RTXut-Ijg93q{*Fu)lpG1w9=;*Ml}1lS5KVarhYlYb zOZtO-D~zL%ZuAX!LEb>e+$6dhoCbOM`;P#BG?)XI0{WF zPYj+l^R)rq0oO`@oh&IW-AO@lM8cem@`jeEvm^NrL{4$>&;9+uz(ryZ(rX;c zv6Rsy#hUE>wRpL|kVQ3hCxOs9j2(h8CE-7x7iDT2T_ zdy0q|s)*rv;BGTWF$o;9>5MBVp(rsZg5Ps#dYt8Xn{NXQ~?RbL5vfIv-;EN8Gbx2eHZmA#@{>F2l!4xAps|n{@k4AK?G)dkBdkuaI^fkLZ6y#Q zMId?5F^^vZ;R79OeVsYb@BPoHPB(s+6=)k;)pvove(6$rLu67C#}**up+ko}oL*pP zJf{hsbbJ0W@+lZlMa=}S&!(bZdN2_Pbo~J4=!d%_nYCQtL9>dEA|j-oDAdMg8+V0I zg`9+;swE)Ktr!~bK+n|MF~rcuIuVORrniR&`;7GzvM&H;rfV2xL5jNZ;i8==F9ef0 zt|5ptU%T*?UGI$)7y`gTevc5X2-KlweZ z>Tx^|;zfiWC<+mhFL4Gv_V{UJsWL`?L)9MQG)ixESZ!iXCB;$C zkdfB-oT{?20ivK(AZJ1dM3%a=0Msws`|*zcbQ)l|c{LPdc#Slp#N$Og)0zz2}AUx>8bus@yO6doQ9Oi?|PhHN4z zl0rE%B#&9?`MXr-gz=DqiNi*ih=|DQu=GZ8^GMupjI}SkM+nUQ`QBZ-oN%*HpkN+x z$QW*weO&1cwS=QM9BTDUB?L=y~r6{zH){0 zLVLzBL-hk|`tx2N%l9Gs;+5y-zzCSl5>`7B0!T#5~hZzzykh{9e zHi$M#v9aCm+)S{Dg5G4?>tcsAE|z4cb2T2jP|doJ4q~_wR)g5AqLY)8jsk}5BwQhW z1o21tG>nj}cWrlhB_;Oq>Mye5co^uSF;8TFEGAFMVzo0gN*#N+eBXR&zr|97vs?_BNc@PArjZei?RLVmk4EM2 zj7cUyWkvMgC!c;!P8RGs5yxZsqWS1a#XH)Ztb&D@Dny)`25g&PKru1Dm2`?Y%+8-5 z(vn^~bqyxu33pcrc>JBcMoYtqdB}_*_5|G%YR7AsY2Yy`Cn=2Jk>+julbr zaXgrobc#hK&TD^$0(gpptaY|il&rdXD+VO_zV)!>h+Eil5tLX(g%EWrtE%c2e}tl5 zn^OhSH6hBXC*L%$K-`7ixf8WF7&bQ42gV5}Q!Oygwk;G${17uXX|J!Vrv`@be#5@< zer>ch9wdx)ZsIJ^Z9*jAh=`j7>`z@|5`)4V=;GPfE0UO#-lY{5=#)}9$YmVce&NCe zo%}}Sl8a>>?1#!yX(K)3*(Y|Q zaP(t%jLaoRM$?iCgbj!*Y7+?Xb5V@L&V*&=Dk>xA5HL}wxJ2G&W4Lq~DTp%K16y2n zvFJ#8{tBP@sFpEW2){eUsd3fpZ+!UBD(rbdip6zf5yZQeI9*%Epu+3gUj|+K$@9la?yR=A8e|ZwhHw~ z!mH+Wu)9UB@6UcfxNrS-&PO^Cw`U(qe?T7S>&Ko?ZE838lxm{2`C5`i!&1F5%qtsa zKwx5YbVI{77L|dHbm?f;?j+sI%Z?}ds$>>=3pmm?I`WqV`fkf`tyfOwo0w)?Z>|s% zDq_?QF=9RI+r6%;JDWc}XffONwRyNjBfD6y$mQrCT`k|_&DVeRRaeYVz-|=iq~K_y z=w^M`_e}e}b4$~uL+im+n2HbHQbwuHl%R~8-{zUur?4O3pxJzsP!4L1HN}wQWKaFp zty^<~gx;@>DCXQYsV)Ql>$G#h+Q{G_R|%w~dcEsW;?%zf-1{x01)gOcu z7U=~Ig6ghHyOsu}Sz~WA(qc3`%(<`jST_Nme^tfd@uLLg_K&^hw?;u&{^X^A3T(?= z$}rVZ2Nynsr;NUhs^nN_Kb_lK!v0Y-JUW`>9k7asib}$09@<_qeqX?-OzRd-|JaD! zL*wpdtj6IR08uzNv&4_p-i3V3jM{vlUR|;tzYHy!qgee$&)Tc}awTs~m9CFFnl11` zck`l0twK+yQ-^6FytI?PiCoSvtP1%dOf;XGmExRcm zsE?l8zp;stX@=23iGqdV@Xt*{s_)ts9QVq%UL?;vZ;>^bI^bd=_(GdTJ;z4iq{L2% zvzK*#p7mf9&+cWNa6{PB z1;#oG2KQQiGuVmUg0cGI=x~vXBU`^v*rd0E&BwAsOtDExc}{CEI?ff4^PDBqwo=(C zBd)>?M>RY6@(E|sG%4rJb5hx~B*D9A+64==pB#MBHiNA+>f`H0O2H$4cIv`Lc74nPDAGFodROjxk>+m#ODladG<2%C+ zKa4td%d?K`6nk!Oo18kG8F$RPa{5;V7o-)efCf3qo_Hv*uZ;a?*X^X7o;B>h=gZvT z=bNCP@5@Cl>&8SZ>sIf-9}`1OODj$?`p;xa3~2&OboCm>xK36-Oiqsd$ro^{0j`*3 zH2<15Cc~}!&vmcw)M($ChG&0u+RYhzhvHb$@wfnv(|dUemLo9v2Z&)q%bDx@6MN&g zcZ<6(h+_^kp}7eES0N}4#9Xg7(veN!Au@sg! zD%}so($@g-lkPVR^GQL3Ms2}2vUzvWe4u~bEETn;kKUABW@6KVn>%B4vThn4&C;e* za=xD&m7r7Y5OZ5=<7fvB9>m$Y=Y+OYJ=h&)z)X8fbT3!QDbGlXdN|+xRlwN)?Vs;X zV4W+^!@T(1z0Nu)W_PNNd6w3kqp(H{4s^@i3FRDAT%P`{Mast=Phj%=`Fi(6tgocL zoWjN#X5Aw<5af$XdmnjrtgSh&IQd%V)20RWn2GzU1daq3;WGHhBV3vO_RG-8p>7pz ze|~x$zgl4t9$h3R^j*vc_tyDdFVMj%J=ON>5F9CEm@m}-nc$u)hcMt-F*2A52BT(bpeL$ zFPUaDHa3O(^70f;qdgf8&W~NSpZHX&G^be*s5#a&xRs*6Km{F zcue#PuA6VB*4XIWcAK+uD~%M(gY6^hSBn6geUd%3`Q43kqREs@>c2h~gVCkU=xp&{ zPP;y7&F49s^j5D<>k6@(YDnahr_wKjBlDpo_g!ylKkMr+CEHdPa zX|120aP))ai+ztxu3YMyyPL7X-i-K@ZZ^5i)AI$nxpV=H&c_T*D+be7_%G||UYePk zJ0|E5rLxDo^H(-l{F3HY`?bf{!LzGq)+Y{WVzm<*P3nV^H+n)8Fdd39$tdUUt^7JR zswt2*%zKwD%r`AD7pBfwUH0f`v}5pG&10qyybm!bcQBvm$u~Z3_`Cry-Xb2cRxTpzfm+hF{H8l?B#hCo4WWo!HDD0 zAqTE7iy$*Do}{&KW6d_jm#OEXjY{{phC9D&mjL|&O=b1{oLNw~eSK&g_XYp$1 z>T~M#GIDUJdnt)6LC|XX#Vo*r)rhVF&vLLR~BlCiFX&^h?KV^6LWuNz3|3Fb0n?8(~Y5WEh#;%<5#1l0Fp zukM7IwzjreBECxKtuTiloriNYztibCa@V#?u24SZMFL`Hhr-)i$EI%|;F_@RF_pPz zBl{0*r?Hpx-^T@hhX{4W>(P7X&-hP$b6~<C3X0e%&O0tEs@-LWr=@$9@>jjzg*T}CP(?&UG$RX@{fG*=jrNNa z)OU3e+l&*54nLcwI@<%kE`VKmVo*=7+F{|(0N;R@K!1_4Y2sO-)1SI)_DB?-x|uVb z*B?YziGuo7CXYm&^g*+}Ad# z5-MHBDzo+9*S`IgnxVB2sh3SI8J+y)>TrT;V?~TkH>)4ps~WG4-`2X_eb@V^9lZ4B z&QA221gptVX4JUc+3mWkQD=ZwPm+^bQXu&d(C6$?BE^B<0b2Igyx5h+1JAo--lG2m z-yonz{D(Zm8Q^I>v$?Vw?qI#Ps^Q_`*q;27lA3i}YGfMt3cJghr5ZyKe#qm}*tc}n zV=8A=u^3O-N>Y+H-^SBCA7-0~!Xz0W_~}wk#lw{Koe2ZAC2?hhnPg)%DYn9(9aRFg z3xa`s8eCFRW^nEX_jwXaev;kQ4H17?l@Od^{!>b&z;`A@Ym2#X3oBgt_q^*UuOwPsZ#9b=y!VdGwRx~_9 z_u)~>PZ(R>xt!&$t-*P`-^olb>%9I+k1$37bN|gOY!c5mWhlVCpII({hyhq{F!Ap8 zwu?t3+ZBnUBY3ikq)-(5S+!K6uFDpbM|HWmx8NJd+MI~Za_QGNQl}=HMq#I?&ksdi zPcF0HwM(<*=+>`S9hF}yCnQ3lz)Q$JPsnjvz~dA2n3!~|hp$*pB$H$on|=o|BJBg+ zy~jtZLqkJH=~loG?%ui;@#I0*a?bIzl3R$5VtjU3>PUH}>7!mo%8p|RI+%597}9vT z-~Y9AZ%6*$)(-cnbqhHQ??B1Vk&#O5U!}0Vq;pS8OD+abzW)zXZyr|jyM_Pn5Q$Q0 z5J^SZNRc!clOknkkYtJ!B2zL%2!#feN|GU|ROXZ+DKcfqhYE$tP{>%B%GCGubgtj` z`#aY;*LD8T-uwN2o@YJxy4St#Rk8fGtk4hpjqawceNwZ@c#%Sn5i>pquRPk|>Kb$B zz4NFAZkqOLdp>+^I__t%F?OHR$vz=z}OoCn@szmBdL!&Bv9zScXZ z?TOn}Ty?&nZdxB>zl++jMKO1oa7%a+7bISnwBqg z?bdC>9ouoEZgq^=Eu%Ou=~>Ey-EA#uo(FgEelJsTQO&>I&aNiSn{6)uQv7UiP8m>Q z;GZz!&SYg3*U)nfPjY`vPfbo<@VM{(cxC^^WU1ww5)*Y!j+DqBol<;x-ZTuo2KRgz zyyp0W z`&D9B$%0zb!8cH_6xBD8le-L`V-s-YR`R&$tY`gI-crC^_`Ztt?fsX-ni?8M|LUtx zJYj#TO-z?$m7wBdORMsp_V1RymZP3B<>d79Cv%7SRd0X)a#n!CgO+ZzAshZQ&;643 zI%&w$pf6jTRaN_~+R=4-o9nY2uWXi88)Y-2CNCNiu#=S`}e=A^Y3TY>|gZX=X*1T&Nncf{$bwynKvyp zT%N`C&8%wTZrgvmri*O(g{FO_h1;#_=g0(&_sacq_0FAzv^t3z@2^PBxR8lMb$7NB za@>9Urg?h4(m0m?e1*UNw;w+yt`2z37Bkv6Flo7-_u_(r0_RiXqsGkGu;S!4N~o!O z&W;#pW3=cIjD16taJ>jg$j<(bDOAb7HJ|%^&HgHM$g%0{BW#N{{!# z!_@!7ydp0^Vc{sVC3yxby{`X!DkG5^UO%7n?ow*^cfH>~_OETsqPc1B_uK2`$L_M8 z0M)uM>HPjl>1~ux3S+nfLk3s8P*i@K)p@$zxL`E8^Ov98RyzM~pvsP6$6cvd6uy;} z-y&lc)S#kvHX&iU`jZfqPX{-yz<>xkz$ zEBpO-Xoi2ji`%o^yX9c(+-JBP(dlOH5xsY>)O%{jjvX86zMGQw1EBG*Xr($8PU){} z@|rT~Q`FYK$;zI35S2o-T%zfhm3_|yu(-!(JdAt{;p%)>Xuh7jz&2{qw2sbm-t2ER z`N9>M!W7=7_l)a@mnnb$j3$ISmOly|ghXxHv`PLacq8NouBWfcX|Ah9W{2)**};+d z3rfn$%jwGRbID<$n%C<$izvvXjG07HvT1K?X_wmfE>73fPyUU2?2b4j*T2?z&6*4E zobuQGG|IlIT=h2n?vTF8rN8w4=PTLt*RTA<^g;H|UPR3cy)!Z?C8}!*h4Y3v?RZVi zi_EL@OrqP7Pf+pdo2h>*w)!%?xlbNG4BfdikDl)lmu>FP)07t8EP9fB^Lk<7_Fa}i zn-6#Sp1z=qKOA`bs=U%))}=a{N8@8g!&rC>`^o-o_%k_qN{IEVR_!EretmaKwu9ug z)$P@*7Y(nDrc2~~dpOUpLZQ?DsJ!Gw0&DA@Vz1^z5j6MDmrvaL#S@4AMLmof$Eg`{ z-;+Cc?EjcA^_Unoj;c^fz&;^(alC*ECN!Vw5Vd~i`!|a;^bHISQiHWM8|00E(h^~d z`zcr2}IrNu3pCsX?!v? zHT7pZTPD1ehG#E~(zB(7>wb%LI#CB=xA#Aqf3efBF6Yx?*sT+cW}fl1r8D@xlEg|q z7KR3?Mba`3O_s)o+egt>9_8$D*w7p`nb*Ai`u4vRON|K=CgeYvd`Fy+!gZ8aov)Uc zyNe&Vf_i(cUO2@xI!a;&wUI<_nYNNjq0MLtY?snXO2)KxB>YOG*#;&_%U)d%g;rNm zBA%xY@GTpVBqJ%@gYia8UswD0*1Zi3`UaTpj*d?0(KjnA%TC{_9yU4g*Tz{znj6^UN7KH&wgQ$ebg*pSOnHCjPQ|0` zR6Fw1?}$P+N&)2%UR>axMyL4EXArUZXuZLe#$upEVmSa#&FA(ts@Z)4q*G4L=%c39 zy}RYW#5E*mj;kp72qQ0P?#AX>@$C$Tt^eiEVkbGCm^K)9potwNR*HDUBqEScTE?M6 zUn5(VSTFf`^X7H@w#8Zxl}lgTW@4tynL&Gjzkilr+c}(VxU8fBi=UeM3^tZX z{6yK43c4EppLXKQ9Q%Ecx6D_V$I5Hra=CPnPnfmg}(+X$TXTeoiQbMh)`$oohg$u;@T z2@@wy**f=-`O;a0BPrU-3^=m=9fcf7ehDcZ9WQEVp^c>f1&x1Lm;l!xO-oM)K}3~E zB$4Yl$dt=d>|<4GkO-bbg-PtR4U=wo@|wtrKp;-~?)`fs_srly!gJNCK0PBNEHBGc zX9c?vdk441(G$mw(=_q2v#|*d^OdnfHZ`%e#A+v6nb4ga`|Nji$U%%yCuA(Lk26~A z<&|8wt+}?OH+CAeo3E0G+c`{V-SW{KY!o3rN#wNK;45z2xY6fF{mE(BLgSd^NZUot z{-r9CNC!kZ%l!P_SLJWycYpi-9sc{v%a>70HUvXv3S|0n^uT%dghkJGYvkn@W{V~e ztBZeV{UV8WiQ3_`pRTl4J!+AeVcgM2e&4=*RHXFnV_sCWlX%?_5)4Asnz|P#F=1;~ zlYCO+UH|>P>&mS`3>VF%%18WbdAtVz_Q zD)ZL&>nb{}DXS*F>OPO9I&feniJkNm^b(sf_q!x$Jm;^0dz%BGwz0>Ez`e2CRQou4 zkr8on5Ys2!q;G0>+AJ3R#G0$^<>kAgbtw%~+BV~`wd}+$9CmyuIZPTFaco_(P;52F zo5~4koL##vYHHp~mi+rx>*Dko;T#g*fD##rrmc;Q@HevWVK@5cS#R{^oU^`}*}4Sx zt{NIo`1Md9w2zL9O8UmKK<44=y;S<^k#hjrSzx$h zRE+_@{MVnR6(Q}PK&4&suhpCRT-S53ILW%w_G36OaYcIvj?U`z_~gvr6xMj?#-^q| zS58Su84%RcQ=TNGfFfKNy6^tkRT49U$~5@<{v8@S#w}8+9>WG&^`-Ja&aWdG8SlCC zXhori=+N+WkCC7{wTQe=-}*#i`R2_Vw8y8UtKU7iir1^AdTyIu`#(tPTxq;e?!MG% z&F>#4LPN))^*TIaKQ|~gO`SS*N{^zOWt`EQHj=bLgTd%#Dmd=86XJdk+id#55wKWN znRfEz2DlVx^w0*RYCCr9;M=F9ZBf_OUb1lET3YO#mJ}z4QmRZ%HF&E+oRIwc+3yZ? z)V-pj6klryDB9m#?RM##m=xn2FzweF1P>_oQ1-m(-&SIW9E@{!p!cL~de@BaYb2gH z(LX~MEs0a!inlwXq8{?C9egfe>S+9<8AhOQrfe+w^}|PwTyqz+bWro?nKNmDynFxt z#F&xmf0Y7`K~QQrN7nrMmVV|;J*Q~0SF}C7*xkBzZFtj4;_RC4?2SzE;>Lr-ZZ8uL zD>|8QWJ|WyqM_O7eJbHdHD@Y*)I_)+fZL?!sB&@B^&dSz+~h&c-kn*MPw(EP=_Q0b zyn1z1%$JKX)(1OI9EQnB$!zf_Yg!p*c?sguN70SRm?BUoeMBtyLOF!sRwmT?xK_inuNf^P@xYN4Jx%)l;Zr6|SPZ?+Jy4Z<6g-EuA+nIk zUY5U5$UM4p=RIA3e%kv9`UEwcjm(UUCi-%uwTG^XC=YM>eg!HyLr{lY3rcBYY2J_ZoGRL~f)pZ{O>ItsvSL!V*0Gsz}7c$nwC} zty{~!H8cqEGHTyyGZS2?k}3(8`C+~nUZHiPF4gnXFd=fOQ&3k|=lVlFyd%uF<`Xi# zm580&9b5eN7`-z8#Sgl5<;n|c1)eUn;8s+uCvUuGs32)fC0(@tsxaSyH-B`}p@S7; zgBl$jbmHWSBE|XWmKXA15o~y9f#FM=gm!LlE1U{|3s^kPtBT{ zr3)c%aH9Kq9uJ-WLqVEG5BpdNliStI_k!1L6(6&0fTVAqD-!Nn$VlAdD(-686uo=( zYWLZbD|vm$B9Mrs6tOiQo$}boT3z&rHu(u25`wuO^SQZ;l}7gKcMPCwUou9B*(Bvh zI8*)eDv%4Qm9IP~nt!+;$O!(@#_=WFjR->Ah1uEtCWf8-jrCj!4I&y*msV}yawRFQ zx!hV37@cOEnU{4qC+8PX&ToaxOnl97Qd$SR^I2m}x(PzUWa}tDF7*DN)uC2!msm38 z<^3ZNr;O7=!}n4b3RLsHk`PE%&p^$MUq}|NQ$9a}QPS{Eh26;13(F3ho>_6#&fb2= zn!3cOC?|;bzkmOxbfZ4KhNXZeRPW<_olYEFjoA+Lzi*;@{o5sZCZy>1>Ls)UoD4+J zcV9`j@c+g=`CH>mnTPa&`@Z+govSHaK{}ugrQzwY&aJ3s0uaI6Zq5g-x5zqT8Tp$OzG|lyv+1 zwN4|+lV{MGoAdDcb;Ms)H*V;!-0=Zb1ucAGxW8QIp1IN8X8I2L@FMS%<)K}whxFjr zZ!hAIu3zD6jhmFgq=Wn2hUzRV2HddWxsE+@!US>vIv#UQxr6Z3kL)mT_#Y1R(Y(j7 z)|0(Hn1BED%)D1GFAf@Cw_mpfk~>hb^g!dc;Ik<8PE+kWVgy!om!aNZL)82428mWb zGVV(eGAaE$?(B%-9)Sul*D{`!8~M+B-n>=V(Rg@NMRZ=!smlPJY%L|F2hb|qH2Cq? zRmw;v7k3;Zr>Hn3swR=$_z`DD-tTyASN1L0es$A*-qC!Pj|-wJ2!T)%_Hp+%V0IRb zhdeXeVJK-@%*VpZSW_+Eix-xX@lzU=DIo|rZM#Z;E^TYJA^jG9C48*dD$z_gDOL-) z!S=E}VIa?K2)(JN6FG_dm#cUqR!&5vlFE~Z5Azt|#Nn_#jx;ve%(eSMjSpo$6)bw%vO>U`i(M`u}w$^9px^PB;K>x7Qm@U z`e3wpUwk}l*?0DAq#4aDtGLx8cBy>dm$uvH(VkPke-Kg#a*Of6$#4GW;Px}yr({fN zMpCo!!bd!^_XkVc6SNZ#b~-jIcg;Z5CZ9I;bIs_Lq`U6`D6w!?PnAc@1>R+H!Ou_6 z;z~NP6P?>%X&#+5k>Iw13)R?Yp(`r8hta2~&n?J|LDUjC2U5lC9{{d|bfZ&UV{J$oq055B1q*+yKP+s)xlQT^8$W=wWE zGX=XNAfKlTrGzBacG%w;YpWHEN5^8QdP!}{y$&S5u_EZy}QU_FFjIeg{&n8~6yf+Ewo;_@br zcPHM3f})~&_Itj{=EN@``n^kLNs1@9{0aKDu?rV0K>vAn^GJE;_KsZ^29pPEO-)UW z8vnk3l7a@!dWg@})CQvoCOHr9Mj!pmiK#3@z)+7Y$jt>qH+;%ZnpuW8Sv<(h9McbX zLur(Vi`b&P|GX%3SX7A4T-f)$-K$C^DDt!Qlu|oz9;<%kOw5 z&f)`!)j;6!V9dN(jAB~_aFU{eLeZb3t^RNcX8m+1jqn@UMMjdhUHqFUpi0;(uXEadG=uOCI%%3z16JE8N#w&R5`b+uj(w?G+nRN` z%4C-LTa+a_J$bUk8JQb)jGp#?@4rC~a;<~@M7Ql}I4jrU)9he6my|Rm0U_c`;%FpU zv}n=W7n|4@Y%lYH1KW4#&@)1!bEsHh%!7vy=L~2S^haQ&m~hTuN{aW+9@_sezTdc^ zJYEvnueNPZLIGD)@KrfULu=R)#~~QWTnxCd;BZEIy3c|IO5-GvojtT7mXQ#&?I|hj zEp}$i1fGm;eGy=_hE171eH}1`N_?=gq*_>QZNp8wYuCPuSJf7KvpytNy-g$yosRJ0 zYsuovpFVx_ViUJ4YCDwx*rU$yAZ%k&5fxN;4a(7<$7!zZq{wJ`Ddzck6bN zs+qK#q1rA{7*qG-$2?wAtI^^ml_HPL^g9m<_(U#C7C;uPzd%w~!6`n0(HOd1Z~pO@ zmK9DnOjUtz7)+;TfvlwJfN2*|Kuh1Ej4k?|*=;0Mvf@oT(<|UZ=rCCQptMwVBMgIv z;Z&;&k{7?p5T|iBy0q)*Pmh|Rp)a-yHf^u07N9!D%^=#Ckq`w{Rr&1yq+Ep9q-5fI zY-h|68HaG9Q&%@IbBOJm4IxaPh(qg+7m~(VWLZHCnc3N{E-ntMj{xh~pa=Hv7bLG=kUm{>O-*Ci1bIWnM$GkJxsn@Y_vbxioe|o@r#<~x zmEX*9uzmUZ)-I9-5{I4(B#r};ugVb($90c*@$ut5p4?CLi%GMyo>+)Je3lC!>hqblbFP)2pGDD+g@8crjqXf_E@{?Zx+(8ust+5F^zU z2!JeryVK5Nl4_q!h!P}O+Z%8PfGHXEK%&!p{l<-={g!8W|Aeq9Q3_+qKm{acnh_GK zlP%;zDw}`q+^_U=e0-Yiu+MAY5gPTdUyU_%caFhsQ~BcZOxt}*x}AY8yc`G`(WYIH zmLUD^OdLJBXTQ~Fv$EhT@}zkFmy=nscY_rr4c9ps1kX(POP>MO;3)B%?=uTQ;`IoS z#8e8Kmn3mCE=;hq(=mXM<7dSTG9l59cPSU8ase#8?Ak6Nz^U@4~ym!odO z)(nV}aopbWuct$4acLUJbJnR=1k}HhKbYsFwa9?kGX7oWZRzjjazq(cmQ~zUQH6HtSJdm7Vkk36bCj- z?VIU+kG>mQE6Iy+m>p=9r{@+==WXK{f=3QbH3jV25RI0bdr|E2? zr!O`=AgUug8JaV?NM3Tib=H!EbQfQF5@Y8-)W?$|_wFqNjDVkT$-ICvpL9T2j4F(I z$0os8Zp)U|Q8I~LT3*K@wC03-jgalz5dgaHd-oyW3kyq(>n&x^(Rdi9D@q#B3iQO?7p%*;gd&jH_bV zs%5y4;UQd4OmmHaH_b;p;n~V6T@0_F2ZGZr$W(FavKPf2Jvtv^N={L7Lxj{wbDI@S z^mq#FIt+Ct?cU;N>fyro;6WXyJ*I8XsqXF-dF!85Rvs**WuJ2<2@qY*9Pj6EQSG{sl*xs7g})msPznk5rvl&@b;5rioU|BvLi; zoq=u54M~S|m`6E5Jp3PUh z8Lw9UWeqVKpuhl$Ilc0(b1gg}6QK9OTQ<6ZEb);k47>0t}iEX{^;hGO`$YdC_7?n>h1$1pOIGi|nRNSNW+a zSLHx3ME7%N&ghy*60LbQM@d)H1*akC3B*p?gBMPoJzHm>jL!KH8~#{O>cuNXq#{M~ zYJIh+lCtsyC1i&>q#zQh938lSu)49)#nX{1g|uAHKvMmH#FuPA@Gc5tFyv)Y#JTM3 z!BH|nRHcC9g}{d2-)eixlO`yIG&Zi`AZ#EZm;=ua*xb-i9a=^}dIiNqGUtK{VsmRr ztvE%hO0KSt_$OVvblKiO;(v2j4<|PArOD`PO1GX=@)A;o}ckCec$>ZK~ zo{bKLlhr40CnOELfi2$^E?#6_r{2Af!rFuv@HfoJ8)YR?4Z`J?=Ew5q&*A9bdY%RC z!?$zYQL5~CRVL`T*kX+%IPq^@zI39N>9lIais{)4vGR>PwX?^_lShx9=XCh2z^;?` z$O03dBWH?7tC|4P#D^~J@L^psI0P=(l)vgxnZI!)XNgV8$RulDm~3oLkBD569c}n75+meuEST(ZTZS_3UZ>`-D!J7 zL{?_zug3bG{8eu-yE)|<#7&}-+&44IkzHDKZgDq}0mQYu8{|=N_)jLPqRz0rG?KXk zdnJV_P&s%gGU~)Gfz#KyY5=^xOD3~XNiO1CEKAuG+#4#&BZv*gkC#*jaUNMe?vE_dO~42i z5VndYKu0`YLlS^kY$Pew8Y<%e=574S9K1vrE<;Se9N6US`#8<%HGA&WbOs-6dm*u^ z6nH4IC+UT7sg?4vSBr}qs8JARYyqxL5p!cL$XU{Iq7rj1*hCFmB|(#v?5y zYv>{r)0C3AC*$e$SE^E@5XcEuNf`O3?iyzTjfium*Er5zlStXD@>J1L5CM3r>fSVI z^V`|l9%84^y&7h$;55b6^)FT$P)8WDZ0{(k?$`2aT*w%3O;ypi-`+s|BV}SMN%Hp} zpD6lH=Y+r=gp(#LLPRhREH92>`GUHlB=(487?J|Jdj}U%e}DD_We+n@^yNu$ln-o!)$wd46>fQheaq@NnBx8dOVHC_``|DTBB&Jvh(ssf z#*KQ=Cx$wx)PNftKG?K!v<85D#*`oLYg4OQu;MTtgDZq$XnRG8s<<&F7pL%Qc_|?1 z@XU8+s4{l!mE57teK@#y7+r^9hS!Kt*b0iuv0iIQm2e*p%0-X&nJQekYLmx-!9aH? z_RgKH#!)&Hn4aLr<>VYIc;NxcvfGi(MLW4I417LtEWp!=68VIs{XXy^=8dz$j&W)b(8c#OaYXqgPPc2DkG!1o3W&@1i*b)uPw?OFciYlm4C*8 zi0skwM_ajGK|kEwwgFJv)Sop5%BbGvjLe@i2V0;-9x}9ucZt9BDMVc)c5T{8s^!J~ zH>Uw|ne@s7xkXIx3H$tkRy^QV?h9bNnAae747ieu$<)L|&qSiLt>r$77dylK>=;#* z&Yk(v-_^G}d$v+t$n8WNyG6Su5zg2QyTN7nc|hr?_L~y%0wf{Mp)`<-^(TF#;RRGg zPaHpv+wAuCj&?AcGbc^@f}AF41{y06bOr9b#3Z6kwWj#FhqJJQNk7|SqJ2V=xC~*_ zMgG(HhXE>~MVu&@&*i)b4uqs>thlPBJ_{FOtda)Tn3Rh~^Wk3|11nv`vd4wZ#itWM zf&sJ*B_<}4AMj44sx6Oq44~Izh`$~CC`R}bzPjGtvsGa}H`7W+b8;(Tdh6-JkL7H_ zy+x0>%Q#cvC!MIY2nv_yv&H_Wyt48i0pog`$oW_yaRGuuRJ;cd&L*)Ud4n#3GO&8t zf+;SDc4!Vu=MX^c^l8&JG}dj}EAbPe2NnaA5o6lrDs?5kP{>3dJkYU_IKFGSbJtQ& z^{L9cEF~7+x_VW&C2lv24(!FE`Ocob45D4Fe0DJ04|Y|8Phk1w`v_oXJ?We1$ZKX3 zY;RzT;mZUzu&i&ap9_kC%X8?t6$;Xyq5vjhJIM4L)5NimZsupKTf26lk56a=1Qw&i zY{mzD>8GzR#=O9ihunlm{Uh(? zTI0VzK%>RC1`Qanj42a*0>4#NK((M(prRHj#`el^l4>unUIS(1r(*rY&c<;@>|F7b zARL-xA3b;w$#yFc*QleE13cK=+%4*_bm9E@%%9}9w)#rlgFVdj1r*7SPlUD$|)?1=$AxRAC zZ)DAv4xq&QqoJX%duFnf8{%nE5y7hIJ=*~Q4{Z_=8mgRt8w2J>zrc2nN=tb|En*vq zEUqvk+15ff(!l&xn^Rl)Q}$B;F(0Z4Qo@ssxq``Q#EHjGo&YYpH+_ANi^}kK9{=csgqy@au}(pHu=c@3GEvb*kW+-&o34S? zPJMm-{oXo21w&KaG|o`ZvC3;%^>SLqchsENUwS;x>qvu&J z3bdPSe^0Ti2EFGgGaDhKU=I!C0nSW&?j<8*61R7+DA(4fEBDYmlb(|D9s4W71*CZ# zU$?tudDMCEuXT0QKQ>D*<>a)?$&q+ql3EPyP6yQWTerd|bnYC@_0Ybv!2lTHmSiPy za)#Tf4RtR@Q5<(V2!X}2Z*L!omHR8~=|rgkZT6Y;6DKZ1SaMv&*bYRly#&>oIGH2S z`Skx(XFnZ5NGA(=2)AuXMw=gQRUq8J>W#$LYLio1rL$_aAe`b|> z_eSHqur-PAUd?kp5#BqH>^1Q7Gq%z7lGJsRbADrJ9Cj(?(nBohDh7oYMGO@Lw&CZ6 z2WR=FelZN2tP4u?}%JKgyx5f}91K(*69K5>bIT<&n#}k4aStx4S1#T$vMBSa$2*)99lg zF5LMqFZAeyxCwTvw^1yf7Z_7^C?YP&>*M~Tmv&i1M#P6loc#%oyhyly|1$p57+tBH{dw-RRM;aqoa@?(FR}6@*qfLW~Dh)Uv3{ZXSUf zGK&~JRE~^l+$FqN2N7i=My~EqyFo=`5|c3Ba!IL{oLT?# zAXNyl^JIs$Mx`S$G`=}d&c}S4LN{2|*rtE@S9%BDI2Cf^-o1}3QPa27z_GkMpgMf1 zkmg;Vhod&rk$Y`+zi{#{;c-w&wa4zd{z z$h#gdM|&6lRqAgsbm-ANv~N0(oi{EyT-NNaP=5^@{WR~`nue@S|2%mU2tq{tp8n7o07^os6=bEg<;guimbC|@BY!ZnT*xW?$2ZD zlgM^F|FiWN@>*Ye^wy5I^UZ56T_EkF(hV1aGD>PzbnhM+!u91`2@Pt7CX2S0F4_5icl`roYXPj_&Ls_o7uhqh*o{S4KVD-WG-2QfhwHCwLVTkp$SknmTP7 zu&m~GNm!*{j(%G_k`I0!LB8Z;PSwF=RjkXUQ$9;qFI!gF7zS%x`|C0!ZQr2v4(3Cw zK90`WRPVWhzB-?!^;l%BPO*Br`(s0l+aK885du;#=K|GBN5-9Y8cpL;)soHRM`9#& zU&Ne8D`x=-!5&`b8PH6cyQV#F$PQKe`eQ<$0o)&i0T0ePt~X_dt{KAniF^0vPcD(k zn_Dpxw`1HuGqVwpY?KTI)gDWs8b0m(f`_lFHZ~8ZrV6q+Ytet>rYHkryVx7?t_&!Gtim;bz0n?d2KX=ZYmv7(xe08G(_aD(>uupL? zz53*Ci* z6m`*hS9G)J%%F_nd_hUpBnA0C~k@B0XlSdaBI$up+pcFqh-?ZVH(Dtncz7sCrL|9 z?GcC-imJ0ZObau26SAgldiVFohbNQvRsFj}C3X5!!SQaaUy`(Q*@_h%qWhfYtj;B@ z{U(1au9y$_s$FusD0yVbYzJ&K4QTLtn{oU=YZ~yx8HQ>Thp=#Z2|0z2B zfNK5tOCL9f`CctNeri^fQ;w^e^ZYrJZ$AwV_jvY|WfnU0#oIiBO<$|*O5e5nt-0;T zn`HN7$Ny`+koN+#;TN0U;VFXczN2adzeD~@*5eY@zZNBf$HNhfor`p%-^J#rFeXf5 zN_)c0uD<$XcFt4h(|C;5nW)R2QXR1`p zTfF#_|Hv%>vfe)(I&Ju*nQ8LU^Xc#&5Y9QnHM;*pZXY&WW23EIN&ga&!Dn!SU%*0ofP%|MbC0z7vT>tycPB>BNsof^jk0z{kP;`FpDg15XmrTB) z5o(lkVSdiB-qr6X;C#9tq92i>evLA2ZJaT&_Zr$CQIR))nAwNn5-g4Fr8#KqfrQ9L z^;q2ADBwv@Cg7CJhW-y-Dl-CsL5o&X(Di%zutD?5ABWZ3B9Q-;RE&DQ`|}8hN6$$# zd98;?VBA~Q$b;dP$KMS{@#X#TlzLentipGm&$Fs{r-styckCD>r7y$B1uq@(=?N|+ z13%3>XE0-YoT5@}Erm3|m6Dd${w2vXq&4P#A;Dl9LPPgAlC+o1vOi6cfW@qS6zxzl=FLCr zh*mFvc~GpSHD^*w>R6;mr9K$=$mbvTCnKv)hxP+tY zzsRWiWr{+BFqvfFEDg&6NW;sHPflmp@hx)YyRrRlG15XOHfa9?H2h;wcMvv)?;?h#V z&&C`hxO^c|A2nV+B2B;yGcp=-(zL?I3se)3)cP%3=D79RNbDffgn_xyVrnNAhKBbF z3O09cEvdVlrravz8y;;4=TW2og+qkOzIpQ|CEj$WBWS!5pf^Z|&s5{Q@Y6`u$0gv`D5s!M$`M&&|)nw{OP*?Mua_pX9kW zQZ23$XPM=geB{XJWe6ieCU16*oY$R;F<-iof(qM$SSel>N!t^OhyOnX5uav3m5BNg zBLsThp*%rbn*$CV{A%!#m12~=qx%2km;7F(8juTWX~O#6jL2J7hS%>j+j9+~BuTC}`G4h?$VsHcwM9nG*KgmhrNLjVhIvFR+|iSc z3X(!ilysy7p#_{I_-8Qw*zuA5L8k2ASEs^!2NZDlNw|{7?WAl}RjIG*XvRs#&o@un zOJ85CBX{U^Bu8^0tBPaRu#~)4wW^cX+qk1eUBtdwexKZOjIU_40fqAyuv=}eg1js- zPgnrC$p<<|?I>L7?>{5ct37&@{cb6?Vf@>pg#V;K=qR43bLYTli}}d;NsC7bev?GE zDre;}k_cFFM~kN;gRLz8GX4aDIjO1N9rkK_ZH&@oa5?So22Jf%FrSAr1p7*zZ}Af6Zrbr;J% zMp}dbusG@C%a^1g%AGrp<`A?4Sz?TBbJQt@!ZmkaXy|SryDfofYe!AJ{;E%DQV9wQ z5)yY3bMf1Zo!d7aB7sAmFi~iC&?P;h*vH7tf>shs$0VEfuu>-8ceXcBi$e~#J+zpj zZUPk@7Si@2o#c?pmzKZYnzn*-ka)UhY*6zNg71b68w8_L!?!_-+YfSREy?^qS&X*r zQ}2d^HE_}x24giorU?BJT}_Z8>S}5!dI_<@S(Ni?Jmq*7cAJ#2+}Mn%{uRdOW(Bo$ z${?JY9N4u=iiS^XL=Gdl}R~ z2t~HN%dcEXJ52KE{3Yw3jG&% zNiMLkd$(VwuW}x}4puSx9B9i6);QH~)_RhgJ7+sOQdEIxz+)hJ*yc4y#IO$93dF=4 zR=^nn5o|~;j-^sgIQ?+<)AP?uB$@Zi%GLPaVE#)=1?{*i{|RXCM;~d%Zt@NSjA5d4qpR*BwzDI`#gL03;Kq%E zIs-ZA=a&nyl9boQbb%xE5~d9&*Svnp(gSG`Q1xWsbb5}^=d^0wn(Wi^nGD|>)O^A- z8@a_pxjp-~!e9Xy^ubCq>5^Ic?A!?{R|^wUZNAyAC~-njk?`(TSZ~#kT>J6W+h8k( z3?14{Q!{jgu+P7Ku-}#GO)svtc5x|zrMHV(`uI4^_LDdF4;)LqsmeG`(UFmYj*@LD zZYV!^dep&?;r0Zm={!G(Xew4iP9ty@1{SQS>qUPGB|(Nl+$1&N){=ktk}F~n(h#9a zpi4;p%XoR3mPMJ6k!bn(`QHwPUAsv6d($SF`4$4h*2xkwG(Ned>kh`~@ZlaLNs;~k zr^J^sK1?cxYfX=f2>tvMiV5ACzV_a#L4DpF0_GLP4?2pNH_19meS)D4OETZr_YX5_ zH_!v+dkz6H{@c)oq9jY9#$*tJHXhi%!}`#3rRWEQYBT)ZMkavT+O9ftnGQHGVt!L3 z?-bNV3|xdHo=eLmNN4*I`jbyuByqTC+`rSTh!W%f)uu#A>?_Kae5Av8r5-hHd9KC6 zW$XTZ1l4LavK`cE^F-5Pb*>}12ol1+nVZ^jAMpa?pEq$|P;?HpvRrkp^X#U`UY1fj{<^XEt61b=hsLn@_!&CifL0sr13KZLekG9g~b(xUrt zfx}mU?pl0UJok^sRx0=&@%iV}H(;57gwjR|MU+)Q_SkB9(8zpoZ35Gx@DZ>?pXYO~ z5R$t;5^SEe7e`1W6T%hs+__c2Ni?b4Nc_qduU-}0NRmX_CKvc3GS;nb$cbR^Zk=k|CKYEBE3!Z4BiSoIb6oN({k7&)LWw$ zs4rT$P()TS?qh90K&W5Qq=meamsDqxjRMJ2)cfbo!Ya z7O`fU&sTUdXuSqF-0$CG-}Jl}PjI&&=UTh=GYywqR8{pS#xeSbq=GS7=4ctWS94?x z#_zq-IF#e))JN~FP0vTSZb8F@p z@-VrN!0mOH`;gYK6F@cRV#bpGseidkbDW?i$Y@(+s@%{*R^bhsK&uiBZ6m&JgQiI& z9#c2aTPx8SQd#_S4#UjeWh>He^3}b|pk`|Z!aL9dhCYeFCRXqoXjM=jj8C86LUU7MDzzPt>!C?W;1Addo!nodrdl}c%fe^}Bu^ckw&h6_8 zBDe&#qSQHyu^!(p6>+AR|HF=ms$T-B#XxC?#TxhH2W@*GBj#4yj5KT4$&kqQ?gJv) z!lEJ}i||{sfQzsSF>%>7&{_E9qR-dp6tn#~>w0gG)h09&f!aAuO5fwce0^^~8i~1; zq_a`cokid-^ng3B`}!4E8n>waR~dILhW(~qzDCLk*z_ZYluox9{RxO4tQchS3}peW zD-fs&C&s29JGP6#e}P44-GngMZ$kvJkLRlZ&6#M|MdhsQB+j4v?3?=vu?-n^c_OF zjX-Sevo`;@n9xQO1UPNQ#nibnq7{^f)Bo|jpg?bWC(JacjCxQstNc6(zpb<_0$m1Lyn%)JBb4Z~;!@>Vs2bl&sxiQU(fv zfy)0;#mPmhVdLZ zxB~FXdh_Gzoq*6g!otYF^8LORgDqaIbUQv(_wq?Lv?$ng>T%zvz3LF2>OZe@Pl;3x zJ(|YvdGhG-LBFSO;_qhyF}^ZMmi5FF6o(#B`a8~0opcdukm**Fw_dUcUWcL)E&HEd1y&!g^x#E3p z>IL5PJ0~ZnS_y>7i=Q5dDuP&-_oHggwXNuZ@Xg8FKJhzgG>{3IdtSg>j%es(uPD8S z4Ht{Zz_5j4>#gJjun!?czEMd?dKg`QkVkp&=+Ozxm!YHto|--T0pO1vwcJx``EVb4 z(K}ptaj)lNXQ~qsQUR{b{C?>dQUAu@8|TBU$6SLy2|R`4`prj=28VZYrsNy_SxWGz6F2&y(kZkF8aJbdd0kXZ||jLFzPDL+9T%Bp-zhw z)Y=?IIKi!rp#4?Q@xIvSbnelklLHEuj~se#Vl?4$#}>w?k50@dND`7LFd_aJGsTtL zQFZR%c8{;yZ|(CkBTVO=z14+69EBr1XqHpc#lDZ75C* za9Webjnn=8O%7Fm#~PViR6RHUrp_ic++;B=LroAz<*}01ZI1+ccO9^|JnqCm6B8!1 z26BC5gf0_v^LSWrQ!^;h_bKVKXh}ic?6stA^nk)ZN?a)^DRr5!1IvbC_OG?W`34vuSN=C-1Q>Ts{>(I~ec!s^b{pn78~#JoLO*Z2t|xc2X^YOQ)THG{gIU`_heW@3 zate_k_~bBS<4#6LVEZ=5JppDuaA#bex~69Q!Grf3f)jsXquhP`*bDOuQ;J)J?W>dTc4i;z(OJGgFU&m#o2OE?=F6N4a(SpW~| z5Zu`O55OFF)OE^~tv{*BI5;>sH9i8kw~5-3$gZ7od$7yOK(xW3!?zcjvcIp7=UQLT zdC1hKva+(SHTI3%IAEiHN^k=e9Z37QM-HkjJzSn>c1ud@^UiaOhed`QF4w?Jit zCVP`+tly)n-?UX!HW$RCc3OZ07c%#o_j-al-Q&)ewnB(?vGiY@Od)`QdOOi4VMDphwSqtU>RU*kjW~C#Q$-c2n)YAV~*^n+_hF zayNSYtZvB-ASw^p0^ zl`r3d4Fh+zva#~;7}>k`*rb!e)K<{GIV$>Icmb@L=k4u!Q8LKH1XrZ=?s^y!pb#Ei zVr|s)@9)sx9Ro!#ywifrLe}`vqetcb%fY9;G=BHL6f}P7G`YGhNt=~tcONA?b02j2 z7VWi1($g`6GBEmB643nbazaA4^%^g!Z=A`m-Yr@c?Vd3LsZ)-MQk$9W<=)zj8z*yj z1_#k=X#sTt{kQhCj^G8>^ZQJ84AJ%FzOkvioKm$RmX>qwEWa3h@`cHf)3<(FgBPm) zdtTk?oy)ITPV=Czj+s3i%n!OK6P~W;c@tU)Cb;wthxD`DS0M7#Y>O-pfx zbkQgWOtTjZr=AY7>8VZr0aeX96nu{EJzJiHXyo0SfW)@?N+DZyV%yDZzuo3Raq&J@ zncX+q+WOspW#x6~Ov!^o|LzuJB4J~WA2+n1O-#6LLN?jjB^&QJ>CTtd`%_Lebo2y2FCA++>{Zt~c~! zpfXR7n;n1X&`2iHtHvca@d@A*2=bIG4j6CKJ4MEj*IX(vsBPM| z^;~*K0U`*0PmQPJ@wDWWOO3>n=nX1+_UzEm)jaxVnzrUd2OIY8J)fxQ*|gA6uIT=PI@aW8vXoyL{YE02r{E_9cf+8UsWc2Mu)R&JBzr2q1>oz3k+~y)-X0 zSSuIRzVLOw!$nj(4EKc1mD|j{5!IIxJs8A(!i1UG3uEa7Tk#rldUKxh?WGXKamS8* zpzTa;&4za@W2SNco89s0T>r8_HZzt1-(?8Li%KR2{}#%%cd4GwD|A*|$s&2uI$Q+p zW45$1;#G!{&Ka0pxy5D>C%L)9RO5PKe9SSUcp%M*ST9A0^)FjX4%9@^_ zQb9N^Ig*rw(mE+Mbt^xbo+5c%NxDwK&ur{FS=G3*+xPAT-*`vHE1%oHH`kQ;ph3|O z*U>J0hYs8qadNkanH~(r`*BL^0n@5htXQ!XL7pj>x6LSBIbu$E+s9vU+PHr6=H@vw z4xY(k>6xDO@P0G+1{6?m`{f0KM`Hc56V9V;DbrtE_wyuxvz2l7-j1>{dL0LhwAQ3s zBs0^*e%w}C%4T<7bQ%h??byBrR@Ce4{D%yB(1A@lc6n%2Zf-7lCIt=ko$wmMOu>DU z2K?CuDn=?FxcVE|z;li7{>^w_Q*)yz@R^*rK9ob?k6_HOfJNgvu)0ZNJ8INbGDVxA zpFsbjo$yMB%|TyRjJ&PaO(@W**&#o&P?VFK%3QylJ=~GZn+d{xg1)syAy@SZKfmCv z*C-fC`$f5*p1sNONgbf$%=;Z(`WP8$GccU@`SJq%21Osk4iA>?=Xi_0{g3{2_4SrC zB>u<_yriT>XXdDW*S37T4#o#u7Tge}%k7Tof_|1ebj)$D4K)Tj!y^wrnD;>AK~JgC z8LUM=LOA!Udvy&0*V-f1`v7;fsM~Fd3t0}2&xyPKd5;g&COGVl%iwW47PlGoAU3E_ z_kWOZqJu+gwaAaF`WYFWe5ZI5+9&G8Mj8c9XNexl`Obc;R>A8?LmzY-xnWrOxv)Z` znj6z!UF#e_7l=u9@!n!=S?0{2zb!MP7Z>BE9*QdxSk^CPXIgu^2EZ8txXmomT#nwS z)<^YKI^X==r%#vB=*!L;=tKkY;Z3%3xB4voe%)2A<#&xFGiNFp{Ky}G)+mpTii&vV zDct?<->>f-zDXYFyj(-FE^N^plu3Tj0(MiRrSs*5)2EfT?f6)XxY}f~!{oJI;m@DX zIK1o596y3{_dE86413E17T#N&I5yG4aZ0Rc1A$_zZX{*z*e%m*A4rn!gKml>V>ECD z|1~NR9+uut?zEsGfcBmK18@yWuwY~Pj~qL;j+ENj zbUyWQYlj@Y8Do|y+;CM>?#0+tHW{fG*K*ryGP0b}L1QkLFya(4Et9WmNM_!_|8#6LqmROpg9WM|n1>(-sQ*_kiB zBU5D)0t@z1-#W85K|5x4_X~MiUJjRNx9Plx4|+(8wq9}2Kbx1^T?RpsHI6-_1MFJI z#YWsB(-4Z;g$swwz7j-&B0I~rf6Okq**E-bCf5D@*}J{m<=kAHmb~lLVLDOqf%nYOMBGsJ9c1x@SE!H@?M2fQfDl!hgq&#zC7yt=1-3l zlC}@vh9A>3M0sE<=Zf5bK`YKVyz5SHPmHT=JW&ty^kOz**2HCZpMQ_rv!`IK{IT~0 zY+lf~DUUcw*A~#|(2d-@qBI#ww1cAJL_0e%z!o@1(U&jPdvKAEvh8FqWBBqDM~-aq zOg~4#ujhaPk%!;MW6J`_cXT9c%;*Ddg&K1EKTN%MJeU37KK{06wq#_J6_SKx?__T( z%1R|9yF$n)*-{jukc22CnVFSDC}m`)k|Yg$kMsK6zsKWu{d0frt1jN}^L)LY<9Hs& z@f?p~Ar_>FmvaYPM~ou;uu%R1dO&ll9AJ;B@h3J=LLvPjiW780)DCb)i_K|6f{)6K>iUhhM;uZ$THKO~<(7TQ z{BErFMv`{q<)wo;=;(LZnF%Pk(Ha{m`d*|EW+u!9^YTbcnAkYXyb1eiZfzX^x1$PP z$aR3AG-6(iTn~!Nb(K#CLPOCo5B2=Zg1sfCq8!0w*@Zcr!ilgoLKZZP`;xt^+O_gfzgEZLU1@{0_gIh zw#bW;9ilV*IgMHdovIukF$PD0HnDhiD;F1bQ8LJEA~pb#wGLd!hS#SXHI1WfTX(SgOBL#=J;kuoJzRiY3{_f5V;NkNkvM%TV2RW0qL;J;O)J>kV3B1S<-3kx-rcpB&vJMmx5$RRf>E!0=dE`mpmAV&jz%e&xbBF75?-rPx z7zZ*7X-EF#u(hE&Y&3)Ejqj=|&{Eh9VFuDw<#}ST6#Kr1fX$+?fpsWGIlE5YJl&Vq z3@Q7>IIe*9?tHc{X>)N_b}V)F_Cj3! z1?LYQHRKobA-%g6p7Pfj>e1d?N*^MGoa|V-$kLuYe!N$wm}})V4rQgturKN!%cM5A zKmx7gYiI%biGB&>z#=s{Qdwyp+ch+=yu7WY^q=YV` z3bTXwMCUPs!VMD72-6z;4>TQEDt`xILSEEdeUPtt?gKtizCG#zYpX|CF7N0_PlL;8 zX>C0<&WYq5gmN?dG!Hj-ASM)z4i`-vXeqh| z25(MT^nEJ9WRVwqbqHFk0iW&hc46V>LJVL#a}iO`rA5Ptf{j|`mdcsf{DZ;4%Jpo+ zn%Q&K^^~S$kM^6yM|H`88>1AsIE+w^SwrG^ z0t?E6;W0}ZU|>4@1Jl~I^M1Z1C}Ulg64##;b4=rX$jQn+Cu?;8#P=S*mA)<+$TL2d z)__Q~)jv2%_nsqMmcNd*V=zHMPCjSm0V?eCp#|uV-|s(Q zb##dH`~%3X@OnFl61{uLpDFWI_a-0JbUEiIPrZQevGTDD#1edyDG*I@O;watI>CaDPgGJe{`8@3NOlQD3Pc}lW2f!m zAznF%7tvF5fa-4rramhr-nb3@zrBI%vgMOLizRV?^-^0o)PbA={%LU^cYl9B>LZ;J zbr7p@WOSQtRr(}*AALsWQx`G~%!YhD-nkG12VA|RWz-t%0kWOOLA3Xe?1uh^ubL60 zWmYZlgRY+#%1lmf;%esS;1G@Z_M*F6_@*;n0H4q(*`JukI=~D&L`4g=J(bVQFz(m2 z#tilPjk>-Ja~oo9;pszAC}~z&Q}=#~>68MxE#9>N%~x&UDVM$CJ9b#f5!3_h;hqoQ zlcEn7QRvf|*phV56OL}gSuoSUa0MP>JqgrLQH_n`(Gpmsf`aAvm(LHu9StZKu@qNT zydfwhrOl-1CsJQ^*rMz&jC{5zovw(3N zg5|wFBlOYfDJf*P8+yvx(14!rpYSH{oiXvRXK1>@W4i6Di8lMr@jK28AOJx(BmghLI`V7QZ#ngQq;LIoSTM@>)QS> zrT88jJ3E?#;D--#-d{1An3|$oD1%^(T<(iD?w;mfEjl|+^l2D*GHyZSdho~T`W5wXM?C=+;dR_TNIuxu=@fL1T@bqF45O`%S&n9$FALAj6YoC`e;Bt@Q zYnNn!1OkZ5@^7GVN0Utk11e(_DQeQv3`szu;dujUh|KZ`qDYgzV1_!9FyQ|=erer} z+MsXzWBc#}k9u9e2Gnl;9JLUIvU~}h^Hb_y3mRUe;hD>Q69Ff1B@d5M$B$5&oa zQ8ZTdu51;IYS1bVj7OHtVm{N~5HUG<)N-(;zn`tcB!gg)E3h>=UZgUSnWa2?DfABx zw%s;=iCL)$RGPg#_i}T$-<92F?bb+@qLP=Tn0bHTEwqBYxyu;Q^3}V8>}1OS3MAMY zR$MSoAXqo0Gad%p#T_dmNhtOJ;#2GuSnwFy1SJcICMKGdnP ztA&+}dSVqRzwt}mgBVe*5Q}M$hu9q3y69il*qjAx0uzUotniXJ(JPgeyNtATuU^)q zl$4U9r>F1k?M)xGi%2lNudmzJw@Z1lW*(ZK8DC5^o`UY5K^~jUNxH z2`mzZasZDQU?Z+}wexx%1~tcdlDcG#63wa^vXYNv{mv%T3O zfwyS)+6|(AM-`qHI)ZNx%PYf8g*X$yS5av@DO_y8GyM(Y2p)NtCgjn!#%zgw`@$fr zZkvD|u*r8HpD%Ck^XBAG&XhSlX1dizi$sY*d=02VK>cqkJo4vj9($1YKn)^}fr0cX zHf?*M4puJfDhcyg;LD=H-@;vYVmEx>O?t}qVNRu{-UC^uP|Il^F*7kq@1wqi%%675 z{BEsCG+4i{V=9morRpxD%1>snuMdz+GNGP3tPO`VqIo{Y^zN#?>G|nyPX8ICe<-8h zY@P*>ie3s+GjKX+_ruKlHNg1^HAK-0`u@!tP{Wrw`T6;WZ)i_2?1c+7`!$ISqmlhs z*`EK1JILqO=@S$>);nr=C-IIflSCh=Mg4X84Rka8!!DEcDLR;#MrZ8BUSF9VL4kp> zXa47?5V7yE$^E~S*X-^E`q5BO%=Ry@t^eKo6jq$o7_EmPhWLGHxgAbZ!9%~nB~G*! z-|s(S1b=HBs73f`lp4toeEs~Iw=ngZ|J_UHavqI|hLTcd&kzw#8#yC!X+t(>J|D~W zxE)pYWi5@#|HKZ=J(HDLB@WVB>o+&h4P1-xa654M)-8b|XVv8<3*ji~$O4pBn28YX zkim!OL?t;S_FKwQ^^%H@pnuHsX#h4lsbDNk|1)Cy$zy!kGKc6^>{Ahi4D|Jp1#D-g ztW_@}n*Lb7hx{@y1gdoW$W?g=J4$zzy$L70sY}RDQ@|>gFVHK-nU2!keHvvmB@NBR zY3JAMmQH~^pKx*c>VoX&*UGops#ZRz6Yex$q&?X55pZsupBT&dEcjPLh}NE-o^~@+ zu#%x~(0({tHwGBjGAoaSh>F8omj3 zxGJ|4m2ekTWvyIj@90QtqFi$@s#YreSH~vd!UWK3_71OOpO)r2 z!&^DFm>@jis!X~++exxAXXcEPKl(=QY95+yd!|W4O+QAOw0br!qHHXM4-l~3oSX=} z+1Zj??Z~rZREk#m?kPzuDfL)Sw8K)2rJQWhgfE-(tXN;J7M>WkOqN`pw!I^ls>@CL zQ+(++D@SnG_HL&hteuYBE`=9_ByG zR`F{)qZ?Fab8oB8v!-`Kp5>JEV0M6Hh$VHbYKztiruy z%mcuh2l)(MSEF?vjXSzs{=8nNtw?@tw+oY)LH?4h<&+8v-L(^&0@twe;B*&t*?^#m z9eGSbf-%Zug83J9?5e*Q0Lja>S0=3a>ef?J*+ShNE41$^>8G1yM5OLN_n~LzsDenFP?G<5R-TD@=^wdg~Eklzfg&Q zEq{*x6y2Tttq0P@_YZ5$CDE0rLpY93b-wU$ zbL;C#2Ql03%g^NOM;M4IXC*8e3r1{soIY*FrdXw+5`Ucxyh_ovvA#a@#>*D&q3kZM zMStkR>KYOU3Pf$9{;e7bFBm0d*R_^=!rK{%D%;l+d#EfAc{@ zWD^D`_40&cT+JfB%9l%`UjM#-y41HDK67m91tld8AH}&mPLm(dARqe{b>(MbIpwN3 z9Z!!MFC)dw)qTp!zEjV&_NSU(FU0Ay*fEtPck`W7TXLH<)^l;lx9@bQ5`_q3F1v(} zz{NjxzG!)H^}HM-RYQ>u@T_qKD3*O??-xo(Zk&u4^@?Uzxb+)@l(q)XxYbEs`6%Kg zwV;_gG}BUARHV1{T-R~)!Hx_~<{RYg)OUFDKkO8u-1{fRA%^lTo&F%5PeNARlooCj zZPa%u`3RTV@vmHxPuS*OnKf;#hfKL|b~e3h0LZXE=}33V`@44=urm{-w9nvSW}CQZ ztK*XH?=m#a`e+wApKWe99UkvOVHekrwq79iwA`y3=0Y0eBs=Zv*xJVb*ZOifWoY^g z=#+U*^PcREv?OXe1D_n9rNq6)X^l5+>xv9^fu}Q5F8OM|=mp#%*y;iF+P%0gUYV_l z-k$5LqK3w;Q2G}s_M~Mz&cMr?Y+1OWFyPCq16MXPE6)#|%)rUskL$X>#FxIDa9I)| ziSlNVKhR{WXKR}_&YS&&ReJ$3kJybnNzsxiZlhd`Z`c`K$4#fU4<*kYO?KCI_beh^ zSt0_Ha(x2Z_U*Z_1Q^uR{e+PVI%2eBg~?NJfrvRzX`1Z{Omy&+F z82B<;z)?W_u*+KHPbTB|{QL>9ij8dbn*02y9Bp1IAZ0U^xdxnW!DtEEb3zUQII(Y? zmMD4};}!B7#Xv3&GhjoLbTC_?y|a_{Bt~tfEN8hDt!K=zvLj1mXcI$aEt+!smnL#q zO}X7!+G29m-=?mDT?!Oq%X44g)Fr!2E_G*U-rsI>0LYxz?|}m|Eg$C`4v3ljcs##^{T%kuJeg{0Z;zQ!gKptY7(2gOFkzz%M6#ej*xp|9@xJdOXdfOo z#Bi$X<&uRNEH*LzAM?8Dvf|kV>k_)`2aQ+J^8ts(QWGL4Hm4>>(c9=95U~?@U-7Pv z4eW=GU#6OxnjjQQh4OC`kT-@D4}7QB(9{39eko4h(eWKn{iZ767*THiKh33@+{c`2 zmx1D2c7U^i3e4ub5j4F6^jCBaXoHJE5x@$;!8J`Vor{O-z?AXV?3T9fyde+qDgAHO z&K&*v8-EV#vNctoLAwQ#7Ym^|iP^f{&2(eOK~PJ6e*_?%X#bLri_3rsaLdo1KUMsn zX^WYu+`h*P7!mV1H^!^nyQ#%*_4ivgW<)vet9@7+72;qac9_ll4|REI>L9w}j{MDt%ZN^Io5tcgttNP#UClT`l~$rO*Gy3>!Ek2xo;`;!94r*L zg!=sAM*qkNw_-WqWMX4;#dkdYwU4fW$80>`o7dHEab|6xc27-Dr@S4_2OrMFaK~#e zf!qqwM7gscY&yLEQ1@-bO!y$6p4g+HP_S1*Qc{Qps!p5pp9mZ!WLfm5KOmRhkPk%{ zuV3d;fkX2U$Zvk_QfZhX#ZRl{eJ%U+y3|J6KCRf(HvCg&^9|C0^zr)k=T|k?08&;} zRbl^|(_t|;U9E5nUR2u#!SZ`QwJhq=($ljIm1vrg??MGfkRAZ2pjDYVr<}(;09=Ju zyeySRTkIJ)DAfQ%KHG;f}c-u7T$3oz007s5%o#_ zB(>+`Jn25-nfdCV46@Xq3BPPs8b#fuBRX&+uSxp7(c$GmANBNCjGk0)3UmeOAskxL8@VVBS# z@7bMvddk$-;VfZ(iYkEp)3>ZC-SOLM6z1~RBiy5eeC`NmDs~V0Ml5HvPbLPtejB)( zWN|f%52{=&;8UO<0`NP4S8T%W7fYif2DYr!ss!T`7r+m=>Um_=O7>{BrSq?&E~ZXCTNq$$v~uIO}%2 z)F=t2*`dh|4<5)F)L%?xEMCJPxTU?s1Q8F?vo`-yU{|YiuaCh9pn@{0H(omOMdmw< z4lyw4f9z-3dwmbXM%8!mXMwwM6;DJ*VEKcXODFJAX{xg!DL{ zSj!B#A1Uxqh|qQLXQv{p;@O4`vB&UDc)OKb45)?}br?H)o`C5$L{E^8dbqgAW3}j{ zaq+U>6A0b9y=ZiNz`J+mwZmdzuhH6FFN@u!_`wHa9U1{D>p~x8GuYlvHRDuJf48W} z0Ra5^Nec^BnX&*4^5mO0nR-?*>%;^tTf=nWr^HfKGX2bTRtA8an@~h>1atD$Ce!Ou z0CX5!JKuz19$W7t!}0eVx0{5GE(M>`2@vx=H)r)TO;XcI z>a<$MrP}_3gVTsd;L&ew^|iK*-9vFF6+NIr@6U8;tqS|Z^pVDM`_2-AWageSM~SX& zyu5Z+71GtUFy()^phEKWRc4xULXm%ePx zCzj)b$sLUznlkyNASJhk;EH1#S7)>|*;YxZ@Q4bmngZ!B^Ra&<&r{%Rn9eqrzFScm zP-*|WXh>g9dF@_%BdeWioSu{5v2AyF>IV(hRZEqogMECyf{R>|<>FXT$y?M=ig|%m znws_w4UHo*pR4ZOlV*GkLt}I1-%U&6<&^S+(M)uc2FkF37=MN_`*1KjdUhQqgoqt6 zP0{S#}^{5^Ohgg<}$g zdupGBF#G%+w;(C9FvdGNgAM_xA0+RQX*bIl$b(!C^(_av?p>#k~_~VBItlw+YY)g*SccY;C0o&5?R4 zsYu2jB*hd62bNbEc}+bgkI;8F`ofX5F;d9De+!mOW79`{L-12zaOMQ~`^nmqE+hQs z=q97LDt9ZGpYBP%{+c#1Wo$V0hRidQrg;M8rIvX>x8>Dc9XJLk0M>PiQeWu6rY01E zGG&-|3D<3N2xTw6@{03ZcU;9?pm3sa|F6-Z)9`o@rJ@uCT-L>X2o%a=?b!>Uh zV8c(kO(UL;lJd=C6+&y>>nIrDQkKrmw-1oxpZb=6ENm0EF;5e9xECK!_t(tAiN7r) z@`$1)>)j-vWboVy{z{vf%4m=f-LnN;6?tdZdN1VTkW*0XKx0C++KUQ9YQZ3)=F&jG z9B?%Ju90ANI08#1vhFi%hww32Cq7k8PYByzUm@GQl4HoDG;I7Z=Sv zp%Qn3e2I>at!j2|t`=tW9^0=U_Kofie90PZd{|wWY(y>#No2c+(p62LoAA}?59$hm zsaLl^kf;AvEhAl)(3c!t0Z zsgkdfhldAc8~KadwYAq?WJBs_pbjieVr{IYMZ2+oXVmc`B#qw~E=y!iGZ!mLV`^Ml`s8+&4K?T`Dq`VB=UPf5&m0f=hk@Nw zelLVeU>)EzXYSbX()n6W&y7r1*Xf7L#*Jld)2_tF*oiVDs#BqlsGIZ zH=#LK92JEBqCM|P+TFdi!4*Mb+jw{|yiRc5aoJxCK4mGiHZZj>tsjF__05*63Ok=m zVVj|2cyRHZJY! zDj8MG(+2?d^7*2H;F3+8%$pmURC3tgM}LSeBR~u*%!4pHhxywQLutzaPR3x#2SqO2 zhKtW4-dT@<0I757?30i=zz#T%PUaDJvl%n0Otwc^RWT!7_PR zR9C0+;fkno#hif9F)EHSg&OJ5E6EBS>;NN9J%=F*#_yb2>IZ`e45y6#VjOg_n$O+< zd^uApS3G;5c*S}kgXHlX#favKvVUE(FK!sTtOHH1@d66diwlC(8syUl1-l~0Y1+9M zuEU;#KOKaeBZ0>r-RsN9gOKK7Hz4llRqgEB`g#S8j}y7zfx%hENT zP1^^KWoDffmYoQhl~Y#zT0qjvxG-nHw_?NDqd#_qac@RSO0#5_Rmdrq)#r89+U3L+ z2{iMG?wh%gxYxYS{dNSKLS5(cHh*k(h!guzHy(gDm+}jEuZV?1SCMo+BtMoN>tb&!wLbbm1SQJNYDp{win9Ue&*ety$$w*iZuIk;@y z_ZN@FPuBgDF==}kx={p$qiUNN02}pUS*|5!gzHBzhlU0ydJ}eKxmQjEV?3DG2_S&$ zt?j}K@G{Ncfj ze(~m=w|nbZv)&xE5t5gCKQa<&BvL0&Rxcfypv4wGC4HRO1|%SlO4a!@Lutg;p%$@P zePCbUO<b%C>5ghU`;X(-$wWwW1HtJmL90vPg|PzjTzo!zVp^$2*b ztjtVz`5*h^Og?zPy!(EqWM#DWpyO5(eQ>56^FK!FWy>9bjj^PP3ZJ2)?ec^%lKKaX zo;1$?>l{fWXx!scO)huSXN_5|A1GFRAG;jb8ui4vo8eh>is-g$q+^D~V!hJ=RyJ`Q zm$~bug&-U;GNMazjm(-k^$}>Ix(lT2t<8;sPd=lJIP|(&e{hS@x5|%WlwnAZu6=08`{Xs^Dv_2}>cs6w}-eu4buue<7YF|ytpE9=27JsDi@En~s~ zM1e8pmQgett4o=G+B&80s<5bN8~ocBa|w6sVuuWkojKh-Jq+neY|%y+@-7)Zd=g{4 z0W^1chrYU96kdwG1JnSZ5D^dN2e}kgbhq=J3vz6^RqzVzx+zmCU&sM2Hx>a4?H_yM zGV)03lI3p7hnd3Rbsl2(&!RIR`qGnUBF+oF7S15ZZFmDBk1KHKzn`zUkmMk- zG(K#6N=G3hFH#;B#z5(K3IHEI-_=S5NJYy%n)>Nog~}(GVWOHTeEUs7`k-(>_(+#R zVlp-!oiVcVP&%1(a?3i_xSR_{$ex( z_=LBl29CmM7DI{U60ksyySwYvX%}uy6``@9t2)YNtC-KYi%}ZH3m@LM$r`h9_4T2k zT7vp0y84{7zcE+sq;6>fc>ZY=QZ-e&1i2*RU6z{K#19$YXk@LWE}9ZYU?7;?6B<@! zXj8=-Kp3v3oh6&*{}ZsfID!Uz$sbzzaJ~C1^B4p2t{#XDC-sPR$+`RZGvd74?fd9h*7`y1`3M3R-M#nazHU2jXr9UP3*QO}s`?idTM?(5y)&}6?Vw$vX z!5wZvhYx>5-8}l?1JROf>aiNJ+f!&R`zB{(oW-Jpu5%VBOMtt=^Q0sQ%5M;zy_mWw z-xi|$P#%}w9citCW*ztbI~0v^U;Y2Cp29Q~o^!~0gctgIkppR*Zl_M1;U$beblK~*Moy%^F`pkq6^tkCrAF1&ekUM zrUR}N0$cAPE16CV}|(?aJ12;rikIwd4*a6umP*DtBaHsy_Q{ESU82D!FFte zMDp|UbK_#>UWK_PpGkjY-l;eXx@Bs*C^k_+LCwoGxvZHMbebk6j3FI^gEs!(X~X|) z89qB&mdg;ZIGnOJ4>DMy45)iOVo&nVsp)ymjlyW1mA* zhYNg+Xf%X{cY`VdYo_MA2bb=kS_EE!0|ji8^P*;cLBZtb&rV`Pmo4bLc#m3ZpN;0f zY#=y)2MR#xdQKWv226=XpZ@^<0fue+`3=laF}m15y}q)`cXiRBz{&Rt;*P$7L8}%> zKX@I!!MNN`+?Kl;_$!UFaN(ItV_xTWgUDu|_L?{T~3m&!GD6?|wBryoRJW znll2~9HIst4bgf%WWPkS7jD5jhfktY7#te9`;W?H0^KLbt)5tnjLGio?B?&WgmZoR z7=1ye^>zfGser^%sb$3p*~LhUJVvE#MW4YdBV|==cl+A8)P_2 zenZe?&naltUdH}jYy?1M4<0hO32*M%$z8M2ym)CB_1h9$v-|hIz!w1b<1eZej2^UZ zS)QkfwxWG;8q(V+%T#jh>C4$(BYCBze<1H}ZN_r~iBt6XZcN4d099>$o0G%0a1gGD zm_TDq+|{0Y-arV7^9-YJ0KLX%XUZG^jS)_!L<92H3QWHCO{yeRh;INzqG66)y_u3y z35u5ySG0bgQW=wk_TUA!V++jI?-_{O63 zy%ZY@!<^-HMXXCZN6=q>*GlH#Gs3a3y0&&0T%b(LW=(ZUEzxFxvjjtK6!+yB@G*sspc}O}5{1dzx6m1MUvom<0H%Xo+Qt~Xbl&>*42SG$TwI>}s! zo~NWt;c>~u0*GY(M$t})Roi)$VrY%8)kT7k^M}=*plZVw54t3@jXw%4TM1(gdkaRL)FarLFfS6F3>{d9IB#wxZR-oh`Yct5CN2GB3P4!QgX;yn^n-C zG~DlYdl5qzs$Yuqg9`ItqCyWD2op5q0W3`Yw0wuU1;GTvI1&xsH#8wl%@Kl@gj^Wx z@!nIu7cWj>OE|+B3RFe;zhzj|!5Tk!bU(bw0Qj6}+&sUzk-J{v{kCi#h!k)+6jJCm zuKuNp&6GX#2l7wlYmkyA@lk5AP|HKf$&7nPMM(*T1>yIJ8}se;ZJMX5Js4p&f0W(L z90jYB$Ve?TAUF^p`MyJ_0A&2O#LB?dM-9@zlb@_@ZBeQ0^)S**mYM*xy!zwEF)soc zLlF(Pk?rnche5pm184aBrx&A2C6JHtCozM#rC!)-1*vMmW)NVurI!e+R2sC258y|E zLt0jfm_=jNfN-f`%>i3~55!AdakW9N}36u+s=_rdl_t3oLpo^+`Cw@jKdzoBO||YX~irze`{buypg$qzB zAdY#yvHzb>r)Vdv#lGVeWF6~*b`#(hbW%ak)_8e)PkL!3OGW?V&xW>&kJ{=mg;KHGHhs&LNIzyZ&}76Hf}p!Fk) zBE$iQ^A*4>MT44f^!BT%A=XV>s^`6mv^7{Qfr~d=Ve~O-tm%qXGeR|72= zg1jak*6rJ0j8e}$N1uMXOsW;J1HBss4Z_V0dDp0hk27!;G<;1@by(pT{#gvgd55x6 z0j%J!xN$J+#P5r{UJG3*-r=gJJvK>N%-z}_HZwh~S1Q`g9upG-j5^`!)k~jH%E<2s z(_zu|X3@A~-dfh{cGfV4#QpN-ekYmzQS!Hoi-Q5EA!4-nd3j0PFl5OFXnz}D427I8 zK5#F9L)T{_|I;Ch5oR>rNAR=nnBBUWlVkD`4vV{f=0%7B!GPhI8}lrl;M1p1r;Ut} zRtP69%vbsLdJoK@>)93^FUUtGlZ={p*JF^aSg%X6uy$i`Woc!V{k|GKG%!|)d)<)Q zfeCKBED4X$v_mihMgS%vF&i64u&d14kNnu?nfwI0t1!Sk3j8UV_WX) z--j=xud54#cgZDxcG<%X_C9WVFrPA?ABX9}CKd@?GiB7Oy@;|4!r5pg3MWGHAR(I) z0zNT{LVaU&$~3t|IBknC{wS}QX$2GMzft{ea1iXfrQ zjsA?lu|rL*0p&WOZN*gAWqS<~bTA{YPD8Lzm65r;c$pOA4=ty^U^$*vTIdk^6hT#l zL_R&*7D+;&1%knhQsH>czb{WynFRMH^LLsT&nF7eO}e9z2T4>s@inlMI4h?+U9Vn2 z4Au!|;lyxTo2amG0cyVC*SIRsz123JM_+mu9ZBB8uJmQc#_*6UJO#`az)DC8e8+ z$1Oqe)9C@n5>9e<%byW9ut5uDIC%#+&7)oNQ z!{6mSJ!g@Vx{^oXc}U`UgmfX}EH>7oj1h75>!};N1du2>m!l9kVqpEa* z_X0#pzA0!xRuK##`2gI}^Xir74=5FRp^)`E6aks0n_D4ZO1`ltLD(g5-F{{i_3v(+ zK%n-Le1up4c#OTscCFf8{GgMkP8lf$=R;hwML^v-aPMIw_T*Gl2R5UZBH@14bTXbT zO#;(xwX+KxCG*gP^n(M18p?mOY7;dRJkIbStE&}*F(3^CS!|DY^!9}Roqs2EsCZq~ zI7TjAN9qIUGJRKXi9OlXPAj1by(R3(Y{zYqi8Y;Y_U*gtWMinM6?ygQD~ucsjS>+K zVLXJThI}2IQNEdQb&AMXhO%FoSP<6Nl1%EovTS`+-yenv^1{N}UJnrrUt-eQE=EPo z#21Xjl6pi?NQexWp*c&I+#2W!(A(YE?aAcu2N4q!vPyckC_zHz?~{^|f&NYv7J$%@ zVC-5@AV70y6fNSSox6v}>e7S`yd0=L-lnTywExnw|UkC4T**hS9dsy|n9UBvHEFf_cX#WkjOmIuoe8(ebe_mvL zT~SjLBgU`)gk0_hl*4K8B>`4e7noZy*~)_Y#{r~=1_(i+v;^*pU4%`h|BHGpoM7dL zpF0Q6$lUDg4u4~ErI-=Di&h?}zoDpY4)pS)#FR7#H^{)~W`>9x!a8 zB?iIew*O^8XKIslj0b0?rX-eb24WL7{uqhsp^5Qc*A`046eiXw+-#fyw>Jcb9KDTx zyb(LVnr;73{fH$FAn3xw4>s>n4Gn5Z&V)-O?B~#58K#OeFfc6SljAvCI&28WDU;p= zbtVgmGF!Q0SQ!>_WLL- z0XXudz@#lYQ?5^he;n3kzeXc1%twu7%2QEhS5 zrX3_Fyb`msm$0-De{}DW0WufrzSl|sQvEV4#{1_?yshMPbBPhRkZuQtn9_HEk?2g_oP_=LQGUhP#? z^(hpB@b`?4qH4k{Ac_oai61y?>Dvqp&CD*Hz4G-fd|mBPZ(aM9y0L&Wi%t?`guV|U zXkzh5BzEp>FV~WnBGYPP!gcgZO-T{*&mc3efiswpyB+xio+;}2yZbmIP%hj*{8Uw4 z{qUkCB-VqlcRA*=cauZl$` z!Vw8+T~~>;vl&*Tly*^1p6vUP4O67Ne}Z|b^j{?--osnO7}l342=vrL0NnwC0Akje zNv{f@Uu3*j-Q8FxB3RV|wTuJ>U71M!7o>WGrdR$7)>c;gP?gkV?3{axc2mZE4|;*{ z@m>c*aqR9n)p+G)~vqvG+LuRZDC-k0Eh^IwS(?OIbQ{XLDcQanr4^k}|71B|t?ad4=E z?S<_ih;q2Fm?<@-{+Vc{>Dvke2-gzMQ30YxgY2NSNwZSK`8h1h!1om?r^KX#gI4$n zp(UinlnVU*sMRwe@akFy7~FfR5R`n<9x<4PsHyz}%!GX~ld3!CjLOT)(ZhZjdLZC+ zK-ro__t7wzUwAMa!A>h^g!X|KyLt<$<^=lm=B-CHcC{4R9W-&5S0+42&-=iHCTwXO za}%;8BM0JSgYQY$0wAom+3&1E0>bqVfLhGYFWVQeLE6vB<@_>N(0g=k;EZ*y9kZas3@0UE-!FlS91zy;Ua89W51bh@&Hom=@zlXM|ODO2cLk zYP$Lho97XNpa2HhEGFPJLOCwKTY~5kP1-IIZvdIHzW#GySNO^k2W!U=-CNf2FCqC|`1~1lP1-q@ zCGjL0%9OK^(jnV%23w5a#&9)X1&{J)C=xxvqg5TQh6%+fjM323BkS#a5VaqfmR4!U zj!W)gNLI;0e^}kP&?1HLPl=V~1Enwo^n}azk~nI%gDC4c`7zw@o3AKUnshySG>Sju zf3>QA5Bv)7#t%GFNEIb#lxl}Dzxx3i?{11PZmm*gm#?8=VVh>LLVE33gA2Q$xNs?H z>3alZ023c+>BNI!6_pd85h|I-q_4S}-uaDSji`XGt7k(5tp7SJXTBW+f4+WAFxer^LNAsbMzlPyu1%L4e<`q z)#c{qVvM!(jW9+eP;$M;XL9(uoQJh}JN~fZTmARz`1~PKgcC$6U-QsV5E5G3#qs%h zBL(qgGUE_rJaZp>u{5O8)*O9>XKR1|0*cnTyyJ0oH4gdBj0~F?byVyJ{SmE z2||{+rFfi;uA61z6ZYZ#|GpS23k$LP6Yo~}Fm`~W!vGttWYZML5w6F|Dj*@G1)Vw} z+LnVi)z2-=%mAln?jZE!Sk5y1tiZK37Dw~JoVeUI4=k<#$hSBY)rn!<2vL4mAymqk( z7$>ev|M?CuIp)$OlsghjIs2+6Rq>Sng9ze$!SzL9c(>_Z$|FKT2)42Fg0x&sN0SZRGxUxe z8AAyA_sYf67Ry}6;h%O*gP@NAaKZ2iX^ulMO3+yZV;7(faQX9HTv(ugTQ-$243BoDc+4a=VZkW@0MILp(d{xw&~gf}v61&Qqx#lWH^SRS zuXd30Ty|Db$?ch&eL3c~|F zx~f>%h5T>_5E-W2#BPPl0u%5u!G)DbzA-qtVri8A|6x=74d0co+u1R8%2-w zlDFzj>?y$elhI({5$ej1!C%@Ayc&A+VKi_AM0W*44t$24bq~UDF$@i9e<}zIw|w}p z{mvWMcOWGb3(;Zy$@+WBECe&%G0d;gLu1tN_U$8>U#y(0&ET@b#$Rje0kkm$#);5j zvypRQ{pS#9u%WAqUB4QEJ!WS+z_*un3yl;$>VFn*HUJe7XkAiG&@%9H_@Lh8V2Bb_ zxPsCcBLqHZN+MlPySNCxegLVU12CAM%eVyt#Byz1eTE@`Y&VVXXsiJ&5#slC#*7Ri zdc;puNYE`RqL$RUNR3kJ*{|gmy8wjf}9+dgW%1^K{#-dhh9fx#h0{$>tTtXr){dlp>y|*Z=n));6 zhT7ZOl8a>%a9$$MG3l#^l-$0Jk{1TYonQ%EoR`g%!#!x|`m~u&a(9QL`yqap)_XWM z|6hGn3}OvAG3?@+Pk#FEAO_RA5-;p60Dntu^I>6S)v9Bo1+)&g zLkwQWV0{Y#gVbsd@P>`v+ohsMkifwoL^)>aI=J@s}l{W)|RIe zv3vKsNQ8J0w%x3V2+|6FhRnM5$rHHzcA!{BC6czX7qZJ0RB=(?U~WR&NT;-lXAOri zc>BRDNOJGdOJNSxUaX@-u&5b6S=IOYwGa)ol5JXv{}%?`V)3PEXlPQI8*tfCPuy=g z3Ohr=qZ4?0sHViiHc%Z&9@JGSoeg? zeHfm1VY9S@Y(!Q5f6vg+&~Oe70Zu3%9A2;lWgj|RIA75UzajhvAsg={FzffQ{`>;R|vPo;BjnBLrjcn170s(IZdt;_76R_IB$X<2J(+n{wqtS^yP+~ z|NT1DHxpZtYfv;2QR?K06U5B}h)o>+s+Ry<;^%!_U5T|r^8-|bQE%%7BX>TJCRzwu z&cjFxt@x9Gd13YfxYdL86O66AxG~tFrK?O~^Cil?i;jp*#L2Z5L(zp9zA<{KW8k5p zfVbqeMecUXLcs@-y;bC6x=qw11tX6+r_oi*Cn_jP>^`KOJ@D_s;)f9DE5A3_HWRdW z1wOamEp$TBgmz2S1D!|dWfwgdpEq2YId$a5uG7c3-Nv#y*@Uc9jrA3b-m+M72o+Z6 zjD0>=KK3{K<*(}Ef%%-!(apJ4wV}F4KN@6J9(WFY{@FkD_~FARSR8=j6-z8jvY92( zBK*iYa=s1%JfJ%F@84IRRr@BTqT)ag!}8iNtdUPAU4c_1UV>c-mmek)?T=3ZW$q`} zd><1XZGv6T2I}suXpZ5NSA6pmmMrY}%ZVuxv60UC%R|)1*e2_QK!xji{@-_lgLCI> zak~JQ0U^ed#8gA&NdG+vv2-b$1m10=2<;BHcDTG}~8xKyqe3fByS=5Tv&seXDN=2fqkDhJ`#LY_9q_$Hg7s61*mt z^8#WDbZ!xE61}|5o$6k!t7u3j|EUJuAW1?@P!7wOTs%FqQd0{=1O~$qd_qIjTFEs( z0}Tfyj`$CS`Qh~XY;*l|&GtXHuZl_-(`jt1eY(q695ecC<0r9y9-$8YrJ(kFN5-hb zhNPoyk!CwKtk$rp0AUDy3HFzTojLP^{7WcdF(uje{JS{ulp~J1;?!dQOmd?iRwKZ{ ze?xEwDIpeJ^6#~^xy~ImAJAE$nF&n_!@vP~BByNr^Jkzi*4Qp#rcvzm{&7YcVGr^# zIq}~u5T^0B-~>kzg^vJ|O{o#0uhyfD8-A6jJ|AOWTbnf53denE{W(6HL z?oV51CLUP>mb$g$psDEw5IAGw1gKdtz#}~TQGWuzuHkg90;f;td}h`sQ|kYIX%FrJ z=hg9Ym|NmYO;KvTW?^SPcKWp3{?pU&$?*0reWU|RSi+uG?|-UP5^NaQSDNjg3OmoMcJ&@=%x3}vV zsNWbu>yHA*)RDx&jc)otrVMK&5(rW@9?|VbIz4Vxc;C~mI?xZw=0qu4-XV-mtFYff zJTKjR6f_TJZUr}Vt*Xm@otSB0Hh83;Jg*ax)SNK|Vid=-OeunVYQgeogPD0PjmIZpqv)=%d;T@@m}8y@$TW-Ge(Az&nEDP#v(ad?PblH18NS?g~+xTP@9l|KER;EKWDPg;Uc*;kVu?^{QSMCxNnXGGd(lZGNSV86rm`d9Y8^x!VMaBzip=dSXey8rvyyBM()^Nft=qy&AVIT7u zb7P4+M;^e971IdeNx5hL`e9R#08~h&$-3KbvTbcGm=)dh3$Wu~7(ByR6I~qK+%RQy z#QHgmQ;q3Dh!wSlW`P*Kcfct+ns|xZr1OVE00FESpWECx#|qBI3Va7}j|6v;60V`w z!~u;X7RjNiw%Vj4obMp%O~^u`L4b+-dux1r904~$4B71gJVn85XxIJ@MW#(1=XQ2> ztKJKG()C5yX6bK-Zy`w*^9iLp@?P5W2i_m*Ywq6l#FXBMAwqZt6DLeDIf)GkUX@wc z64hr`q8raPI8~U1Vs-u1g$CVJ!Y-tUELYak|aXfi@Mm#fMhO; zd63b51|ShI>?^38J&x5!RQ&=U^CyuQrESYtfU-2BBr(LUIi46x?aJ}#=|P+xpdE>5 zKAJ&D#}acPJaqzBGd#o#yJGy0vaV;J;pZx}UUUu>DxSLYK2A_*!dB)|Xn`yodK!9` z4H3SGvN+?(lQ8_1B2QfdY-j>X=HjA>t7rs{)0L#8tNl6JEp6c?;R&*P8pGZa&NGU1?U=Sya zZL|sSFPynmu~s8Pg)KN!%aTs;(OWUZN)#QuV#>&F7LTwe84C)Idsm`sL=}G| zy?yX&mBb_E=dw^h zbBw?iKMtSMa;V4Yutb@{!dT)us?A#VZSAOm+l_8rsW{m~ z1v@I>ZX&(E>B3AeH{_7A(-^VgwunXnBf_XBk+@CS5@H;C6tYj^_T%=k`Ngw|VGwj@ zE|GzxN1($Pnd^K$J>S;5KHx1gW?|$c@m`_ahS07(Jsqc-MNf$=UTr$PD}_O z{M4C}Z1i5Xmmd`u;N;_OS%zl<1lZcuLr6zKcC&YK0{u+>4JWZn*7Y2+C$SCN=Oj^W zC zlhB`G|6+#X_shB<2H+)lHneC?{qU)U1GBN!IUF83l1XuKnE5>EZso$j7A*j$7OoC~ ziC+2Nvyu6Jsuv#uZHDj$7K-D?0lqwlheLxe^7F@!Hz{T$6&RA<-;kN)s#To4C=av> z{|KMS#+gKQc&|YeyX$b;@CGstBfy_S|E;?0z>5R%{QrJQ8NU1J#@{nI8N#rG_=+O3 z`ox?+X^kVHju~56ohj8{Vw#Q#qC^x-qcGbP-hHE$puM%W+H6hOtb-Ib8DIq;pBg4b zo99Jdzj+Ufi3};5+RFc)68Q=)Js?PI2RPVjz2r+Uon$*qGGTgI$B+KVIw|9VU^?jWx*< z@F<5X3EOwwli0b8+26Uplo6Af;%P>$Yx5i#25h4EMA!~shU=h9tWPAe^Lq_q@n<_W zH$5dPzT#pDRy>V=f5$dwp8r=p(f1*v5RTU`?hfLaA&Q~*x`HxA9n9e(&nmDHJY8Ka z($yVdlX!k}J&3gsm8^g|WNd%m{dGX1Kts6pdQi%)92%QIB*6bWn|UZ<;3#T*-H34d z!RySRUZ;+jY#kYKpsxxIK74O|<&7Dhig4W3tKTpW?slVbbOWpboMvOr8%a;X_-ZD; zI-j|5p8`e(NKTwbWY13R_Q*vrgC{61W+makd%Si8V=s6NaCN<^MM6HVdJ~7psFmIO zgMp!miF19xaVERK%ugTx`@YL#=o)}+{GNHi%Sx;>KuktaFOHYRt9OI&Uef!yJ5$o? zIp7t{;@j};u)!Lo)KK}=B}6SF=Dz9Vw6r&PE_F}INPYC_Y}K(hZoCIU67bUlkz4-% zue>)6$Z?I@{%>~X9hD44B1#hxQicX3GBk)pM4}9#GDRvwq(q|zsYDq<%9tTUG#DC$ zh)9EZ2q{Yc- z^Ow=yrwDf$&+UUkR0J2czI^i$)8g@J0|qqm+B2TN!>W`sjANvMFh{{goG3B$2TbU{ z0ksk=Z&C5)fY(5bjz8`Js_sWxzgq-iH9l_I}Z@orw8AKgrYX={fo_93}W?;K;1am~1R79O6nOo`3sSqa*&knnet*MLg9K#1qRs(@Bu5XM zfSDXleBY&4%>Mo8W@^~t#4aZ+54IjT1{b^Ay0yf3H2qIZI(pZ?+F233g?-1{tUdF< z5JUA|=#7_dTyXE}o5KFti}U(1!<}ECObgy3`_ZF)xw}BB>=%h-jz~>my}Ak)DteEu z`1a-A$a4Q#>scOCZMh=)>2g%>8C*s0QPpVI0TzVy1R3yN=Gxi0h5aK*Fcsm!+3VcH zV%_NWWbJ0&ogv~cqB=Hbpgwa-fLzS=>pERqMa7Y1h5-YygB0;nLcm58*=xAV^^ejL z-$x7Ewv+gFe*#BRZ$}_V+8{It=&Q@zRrE&q`rUi>VEBu<7P-c#3s_)AOv!YnMI)}4Q^frh@DVBkBfm{n5sBeP>peUIgMuRB>MdW@)LbCW z5uJxqW{JV6a70H50cUOM)TK)~G0m*c0cSXFkMa9FQ`R|_tbM{ZU~4gRN$opg)Q$Dz z&7q#=e1`j%m0lY?RW0Ths-mfrCe^>$fgQp+otkx0v>1#ZyJ_E2B@>e?TK7KBPBM=G z*Nvq^NpT5~X8+s9@QMM~et)`5ikqWo$@3-TygVi)@lF2r<%^8bkMG}6OHR`ZrzP!R zMut&90j|JdAu){d^UFq`z&y8oC2H`mO>9LJMDkMzt@krT>(so_X(!Xt-26Ir!!y&C z(332}_3PJR>1dod|HQtyxKCA8GhtBKABe!TK7Ruu5FXAlu*A)XeF}kTd(7HTtBpV- z63N3Fq7C9k6&cs(d^9Y0Hz465{*Me0nwXdrO_0kX!il&*3=Ol;G(b;h z=5cvj_L<7A&YdNapgO?llx+=PH+bnyct3CWkEG6h5m;cb=p7dOefXA2-W{$f@?CqT z5F({TkuKUECa;z1hRKq*H94VkKJ>ODlXi#e>CxK1TN+b|8CHKb`N=at4KxClZ}vNY ztR*%eVKw~$CT&SdQZ3Dy$YSp4Gxiq)4a2n?%FQ|>%llPg>oECb6X+USjWBB0>?@af z$SI@nVt+V9QYyCcAvGh#9W&;5UZE-Nof7;$i=6LzuG1 zlnn45xrq_`TPaHZdwFKRE^kCt8P!&ICr!Uii^PNdJkqt~DO+i1<3V8;SpzU5T07%ry(OfcSWa_+S5+snX~xtt?Mih;ZlOxKHfZ}nFo z*-%oQO5nSC_34MjfW>8E)JSiMucMzZgC5Tb$uT=220Y|lhGron?gjcnZD)8X z1=T-7$eAZ*r*U^hr#p3obnfxH#|^>>n8(S?Z4Pd7-Vh82o5e9Zfde(x&irpPc`_J4jdAw1zE zB;wl2Lj$<@xT-;E1<0=gfOHgD#m^jJa=brC*GOTcO}&VPB+AmHKRYhm!4BWqL+^Ki%N7cUSdH5wcF|`J+)J`mA zjFzgZY2(Akj|Xy&P5{aw|nxp+T`JOrn&JB_DD~%Q-gHB-Cw3&Ix+e zAM4$N%eb~&<~_S0vbA}KjG{!-P8two_r34!UMq#(W2&?NU6BBir|9SkGXO>LU zK&;)bG{=CHn+6>*#_6RjKGC1bWp~_y0$P zb2HCj8#vD}%Q+q+$^sa)c~MQi}Yu z&1mR1f8&saU>0zum3EI#@VWiA!f4aSNHb;BR`(Gm8}-ESQ{??tSGx7??M1V>r8~i% z1A6~GPcBl(WHjgvh6oT7UFQMEPgvGV|- z;G0e17&wSi_}1Y00ZklZ(RuNfV>5x7O37b0XFMZZ%Xa#^*D^hOs-K$|lJX(r^5yq$ zn|@yV4cRUxxEL5Tbp1&g^(Lwamo}QFIityNled>y5JXvFVPwPwADJBncGLjRQ*yN&<*8?;$ygMD=B z--X0{O+|&u*!`k!Iq6*h`_K!ciA+dR3>i7H$EJc1qrIoe50V%Oo6kw_Cr|nDSaXpovnA zW%Q^U(EYzxrvelQ)WRkwdb7rIp(Bx;1nk+fvgCNg!%}L3-B9BL%Up{N=ThTNTL95h zs}?655UWLwfUS25o?%%6n zidvXPWS8)K@e7(QAYwaxd*s1^AzU zf+**>&Oe(m8pg>jcfXs(f{aV5KN9a9n(I_qIRmqnck^cd;tNnlj1w>p;1)ZIZU2$c z6%G`V%SyFrqhYbof6QtRk15lq-~WD+qCsALhzjm=t1#(W#JT1c_}{=La)LmF{{1}n zZPsb~OP}A`-E!T~=;%^-@Ch_0d?0HhkBt`O~*DfItl;<%L* z{P_aMoGZ|T7IoXE9X@h|p{9`&SeC`YV?902{uO*_dnha7ozaDFR0n26g#GFC-R*y0 z))USq5~cxL`QUHzAOrekxD(Xk5WLo$LnOg52pP;{h?A3$Ey(wkWpv?QDhqM>o18`E zfExEd7h8$<_TN>-WN!pCk3t^U>tlit6}X3Xg`pR95U=vs0ZGjQ+$2r|J~Dd&Cbb3E}%oe+wUTQY&RTH99{VCIEPV51lW8F?7StH(1Kq&Tw=5>>#2qmEP26xCcf3Z=k;126OspSKE z*vCkpp5QBQVfd*g(l^LOkyMA&!1GA~D(1NU?6aNhhy?$o*e=%3v~O50gE~BMKJJN* zq}o|2&nH7jAfoq@B89<5^G#erD9%zn4q5-1h{nguYm9+aoko-Vo7XJ+-@7{uQiide zCna!SS{mhA{RW1@Kmf809_(+|rVWMVk;7X{EbodvByYkPcII!oLIe4eOdpB7!Cj@4 zCmi@`OS`VzY&uX<+A z5v1RTWr;cVh)2v>#FEG5|Mu@rDm)E)WvFJ$=uHI)ztB;}@M{Aao<}`^USb7vk zAwZXY1tN|3?p?r!qQjH%CjAETgz^3@OV*2N1la2dG!f8qyw#p*9qug97mb$1&%`P5 z>Qhw^o-pOO8P}7;88wb;dE8F0D3m{KZO>aRCOakU5>M%S}qnK|ThB@*|ha{=<)_g;iOT=W`fL1hoJ z%Cd}aEajw5T>q3XX7V~PjF`pH;~k35blAP0uLf(0Gn&1J^cU`dSVO0RB_?U3O1cyS zDXEmf)*8DxEm-ifx>_x0f8U@iQ4rB`Sz%NXqKY0rHljX-@;(3ZtD7E!WJy2-<3xS; zCW<@HG!IvYZ|Mw|Ci>WlG%|$kVeClXO)VFX!Pa4^QIOfnq8XSLtM5iqspSK`#0LuO z(w%als5thfWAF$FG?J5&Lc|qX%=gP{s5|ZeH57aH^rxIB2>ryS-*tnQawKxZJCihD z14YJDi7B}A?k1Gf0?Q|}F1`Vwhj~apI6NYK`ZN9J;E{oQ0B5_IV~1Kor7`67>(}x5 zS2^^wL2#Vx=vaZffCRD4aIYd0in?J}FATf7h)}LKA7Tfs^9v_|BuUh6Jd#j)TwE>nF(x^G0~>j47>(6kLu zoOkDrU@0@6Hv&K(S5446tm@$1u$Ubsa!{_W^9b)&_T-7MHxec84}-;z>dd=jqZW3L zV@i$@I|}r_UgIXOIBEhoC;J`n9_N@8K%`RllUf#zGz44ib zV|HpaXCZP8!8TKy^&AquL#qV6#HPlN7s@A^n(n#?XP>z11y8*@1-j=FMmsOUA2rC& zx5Z`$jws5@pIuR^>tvUbFlNAjO6t5=kbgUMnxXx; zxL7&1 zp*_2R5C#!Mc1Iz}f`rMNMXsjjP{#@A_qW8&9XBou({1|f4-Z=u%EreaXlZJi$3`4G zwscFMt4JIKgwTHk_?dIorQe|MU%n6saOb}O$`?KHq#Qoup-HK!*I?WVC$L53br|_f zEm8^!OIh5N54=b8%Bs(wjW~{5N2g#g@S`rk44hp>l713z#o_A4lKc0kAJ}GyE!nL& zf^7PCY%X0?JT%ku+X_X!Izw(B% zF>rVz#4=PCvJ8x63;Xs%0D+Gm57gWwCOghS=Z}is@Zn|bMD_^PJ;TRL!9YF70fKMx z!!`QP2NYd|D2C&${)4z+lW@s>_hy1Pg)TfbJ}z#hvopVbW=wCbQKK%Qcj1O*+;}(y z-hA<-X@+RsVQhSzuxoGyc?yy$lMk6`q%eG5 zO=S34lWzoSD)77KT!JvB7E`{>qFMlUhN2j;%N@K1Zxp~XNEq+n<>V+D!fUuyg3!i> z*b|}`8ryB&HSc+5hT9MB-D|-KIX6m7FM>LW9d1*}f(gnoJp7gtNOqk-CdQux_Xq}W z3Li@zxAf`L+u7Nh*PL5;a|dlS{KaHz0v&A(y6mKv&heYo3v({Foai+kYbNY@Fx8 zscKz6z9S_pOJ->PEmQqycz8uho%eXfOr>_=!zM3$tavJyu?SEK<>)^Do1#L>a)d!9 zlS@{v#;Xh8?!L)#<+xSPFa3aqRdIQ7r2&}O>E}N?nk{Z9IdUjr;!8q)zLn`vncO0) z1lF12_%Q?LI0zgO6j!1nFlH{YS|cZJ=T6be`*1xF1b!~Cy*WA*+!Hg;<@1~;lLEiy zy_uE`F-@Y(y5pPKh}|l}_NiNqyG42vlcD;PecEE|*HO;l>g2$Qz~2av zGJO8C=V`MbFEJnZ|1!F2j~ca+b%u(Crb(+EMJ|NQ;kVk_rxZ7y&7~}$#OF90k76y} z#mvDflb|~~eJ`LMDZF|I%+4ap4DgyQH+|h_*P~i)@KLG*lhs5MECjaK3k$6jHC}?I zXhIX*c3M5#9;=#C?Gd{Tm4U0r)0BnhQ3>(zC!d=rjR-j@d)M3SY1YxA!ubvpHQz2Jk;Ok-&Y(g>k*>h zbgXk?{RcvgSEu;?B608%zTjXcb){j<99m)99oR_{W!;)J;T7b(dMPSuzL5Kh;KMZd zo-Y&55GigPaw9)q3%)}D+j}j>E$ae6QllP~K#6CW5NaA2Xv`NwP#61w8Y%2Z02wSB zt!mm<-T>f@v<$oG_km;_z9szWN3gT)GdIesn`Pe{Z_D1D$rtm!giFbE1-t{sPEJGO%u_#Z`OBw^3qQ< z1097Vea6^!L4kqKPA}Y+H}2fD;xAU@IYK5nfBEr)LbWRN(#FLtnZY6GNwDu&(bkDi zJ8y*1ieLhn8fc<8_Uxoms!D_!bR-A+zm=F=Xd@aJ@Y#mi#Sy9k%pX0go^Dl;v>gQZ z<;&_%<1s5DO(yZ1s1}Cu+8_NxTh`C^fr)8;X>sw4#S01E!uLPQQq9Q9+pW^i+Ph=o z)|VeXXzy`!a^l{HJ#UVtMMgjGWq+}|@7{}Ka7aSz@lv_H)o`CnKYZVx{i`x%2ML#u za%DMk=W|I($>-p_pK%1bJGvi^y_KDf-g}_WPwl#;NQNpaa z@}%XLLSTD2YIl%PbWhoDdG?vyd?6%-^|jqo4A#cm?NF z%P7Om8{IBK^D&n}xaMX>yE>NNFr0$4Al%B*5In%JWi^mxqMgw$$e$aGh$c zaS7*?h7(=99@2somLyNg6VhZ-ydB@j#OQUxDbCr_vS(fsxfZFru>og1GZ|+1VwIy~ z;{C2U-QM1U>7}F7UFm-$zSRp(h=fl1*8Dco+wD+VH^Uo}~#~UpzEj>0hyzhBtbD&6*c|Y6EZr56prr8bZ_w7vz z`;RxJ70I>OHF1su$s$0DQvQaXKvOI5TL$CzvyJ!-d2Yvd3F3Mt40;j z9xXZ5+OVa1x-0wi?AcRZp26r-vU>&>xgD?t^cvWJE!M_It{=3Q3^Vkag<&U(pf3dxC-l->!7<~WLA%_>Y z`smKLTkP2EXq30#|4iQaak{h*xpbngui=KwnwO-A3d1tB$yefNNni8X1&w=we2O;C_{_CJXA!;*ENpj^UKs zDe*dX?rYZEeK+sx(3x=?b1r&LS6d?=zY>btGqbAWNK+Klg*Sw)3}K908!{5s4`hca zc?^ABTx};SO;J646z;p0rkj4K0iL!Qo3mAASb+Vpdqmm?Vq@LYlU+Ur#^VR>CYL3o zPuRG|p>W^*4OTWW7fY}760FDcg^L!=Kned=!8>BdW=l&;L&IFPecXsAjXXoq(Oj<<*QIO9_}HyZ@?^t@|| z%fBfLPfrx8@}id9z4CuqN?KC{rw{?Hg3K7;K3@g zI(Z*`3VU}uS+TdXR^Jg0*@Zs8-VQX?8u>atFLKb_M?icy)`0PiIK$FNIU7yc3K`hm z8M|fs8s-oqhj;l3I>dp$%ZZ;DB1d7xlB)6kbHxxu%?`QAFB8)zRC+-EsLUh&V>*C+ zo!<^5TgNKR8Y+|KY^(Sxy%5x4tzk0i8;pBIlh)4&8QaFLGuXMEH;=hKyMx41eZu8Q zzs{{A=KRrn=%ORv?WM!}-k*_?k+P$!A+n7%7dezYEah~SI`>^v)6B{rU2~Wm}WQT{Qc*_FAL8?S%iL z#f?##0~5R+IF*TM(d%=kh39{-oT+Eqr&Yh#^*t0uK8TcWwL3yGWEQR~CW}y{zrEU>Q^TQ1x=eZt!%2sj*1KE>DHeL=C78IwyHFj z*8P)q73r#iZGO}iGIdke&nD}3Vo#E8wZlp#j$1b*flE)FdOc9?-XDu{K~REVXWm|( zW9GMCrNwVbIvx*CC^~T2*QvKh8g^XSwVGycySgvhutDJeZb4&ZY2BeYOBCMrxn1(0 zgXxlocIK7?X=iV7OwGyY^1@lQDTQ$6~gFf!yL;9PP}N$I08BFz*Kpo#{QL(tbtU&<6yg@$R8w$gtZ*kf2@i( zhJkc0=qpco=dkIsqpp&bGT-vFttdQZNSCMxP^`hDVCqo-&8 z97T(CO#AJlllxt~r=;m0SSS=vfvTyKXn%81Su9|;)6m4iWo%*E+z&qB@^gm)rZE2tFBy1M<>v3 zn9YI4E90qsVd8r_z-KI}6-XoI)R!~V;?~tw$+Q))iUg=Okn4$1lZJ@MV z$k(B*+&Sl>316lz3bBRZ7#XPqYyLVc~p3a$yp&q6*$GU1F{*%JZbHktc>AR-o zn&rzVd}F33wO-Xwknkl9zkXHQa`Vx_t>!qgI7QQ7)u!l4H4Lyv~((|enex~+)`b_!Wkx4eQzODD~qWWpyiS&MY zjV=vS?OR7!)KpbPOgkQ-QGPT&N~N!I2~9pP6_d(0)=MaP^O6|y;8JYk@P9L@JKoY~ z(&D?>W$UaFpIF_}eEp#OJ<@=GU(L687|neRF)(B@#5+IzEhr|-r+83T<< zAeJY+sL-&-z3SMz=^Bq{AYuJhJ!I+4`ChTRM~C;hk+Y_2)s`;llf!L3%NTX5>AMvU zyG`4+OFS<4OVj8qz1g0E151SuFVTc(zIU3r*Rs#4+7_qiFQlRJG3atAe|bw749fun zWz~32v;5fZjHqXCdv)t_v}WDu+hYO)0zxM$%il8^d$qAKf9It1+9Nrchj!BVhMdcU zu-Rv)%&eA&0z5KlQL?F2nnl(4%F6VBbw4B-ALc$TmG6%zGka!TZS5smzvWr_RX7p* zGNa)>DekN&%~VHaNFXhFpPW*LflXhVjeV-1#(nBF7^ z8Ua_M)UbLz^&*4($I}o=^QUGH>63W&YA=t%!?t63oTgdbkGn~Nn)#ghd-?%0ZF&B- zyYvRpz+GZRuSHsA9Gx1RMrRokbXA%=hIjOx=(YD@NyO6zLa7ySvJjv)w`WllF+S0w(kfS+xeHC=so-5nN-`+B%)u5~yf~Zc0@t%|BCBi5ohPt31-)p$P%8`rgwB5Y3Gn>?DQq>({QG`C@|WFqg{hgxa+?6$z)& zwdVOeF=F^wp4vO*30)%gHiys*r)xxAKmD_Ch-EwYC@2 zn3m;CCde5+N~jkJ1p>a5kU7jSxAmda4XC_211|_&cXUiZ{Ih)91a#dAjkLl@#1`_W zsKGh*Ug7QA6RV=34F%yB+ykzutI-T=>j}jvee0AJ6_5LiQ#yKLLalzMqDD`-rP|xJ z_N@($i8-D#RTitFPv7&?E1|_-#_*BU3ZCDNqteF%n_~W^Ar_^9rQq%u{ zUhZC7|JPa9ZgFvoKw~_3C&qiQf0LHcR{GG@+q?Ga(c?(ZE*55nAI1^gUAXWQW=<3! zy%^-*bzdz7g7M!LHlK~G-)+$QuJ!Pz5zbW)rSJ&6@jq{3_sF@`D$Z<&-hc?zIB+Jp zMT#?3DDKGrDf`1FPKjB}mZ$XSjWpAHDG3W8nXBt_sON%$f~^~7KY#Y@H@d7*wL5D9 zb8mhjCMEdI%QP{hytTD?{lN6orx_BrqOL^dYawFVfG=O7C6@mV{h&esvkG#LS*Uy+7ZI-^^RcAt{@NqDjhPRV44DNcarrN!ElZb>3hAABfE6yU_c6% zno7}1z457srDd=@2&%F!MCw??Ma~9$KCJ;zN2GUTjQzOG%kEVH$idsQ?Tab-saV%* zcFxkbxwa?g%vAJC(_b@%;vHPOBxnf1-q#s_)1k`iQ+i%lg(uF~JitU3q~JD-ZPd+q zcEVaIldq*jKo^PX3ud<@v)hx@5V{|lwr_YbacXdK7n}Ji^UaldL#`w@_+A!o;IiL1val@pjefdM4Wq(!)tL601)=B^hr~n^AZ}7!h*<3va|@b7A#tH26J*{ zt*hk`(P02uP^Bk56~xmia5GLVH`5mY8XD6?9VNYttnQD5>rRv>wmcW%v2NX?eWS)X zIaMNGT3gw5B1yB*XOL~uW{_xHj>C1{ZZI~p_H77bl-vdfij3%wRDh-LofAQ95`UG##<=9DWxAE2lAh-x#b3K7uVnu0#|Wc_K{ ztWnQ$tUW3I8bGn(=#l(LOzHp)j!kh?Ow1+v=09Uf^bt}#qC*Yj;@u@pFj>{Ee{!;Z z(4gn50>w4{v~4Y*!|>p-f}=SigbWj4U0K|2H_(2ta9{CcDs`KNp#CUGYDIG6LBPh!2Zn9y+1_0RMEgb@P5cOkZ%Sh4Qf_%R(fVMJkk}#gm&i525j}Ur8xYdtu#%+foI{+@(Q; zkuha}vZ6ZYu52ypb{PCTS@!YqnNz$j@vI&PIRJxO_J9linIaYB>WTiOCtjSKJMyE_ z$bN=~FR0DrWvZM)kORL=6m(Cut;G0!%M%r|S|6b5@g9DAt{fT9c8D9}nYcDyg~@EJ z4J4tw=p;0I`;IAB30!jn&RoxFV7bm78R zpFcYsnXWWg9no6LfthoNkOIbzeVR9I&9qM+Wazd_Hxkp_MX=5Uhl^r?(Px#!3Z4}+ zu-6&LzR4NgnLYBS#;CdQtfxwLgSJEF6-*aDQ;`%BQb@iC6kwe^Rbeoe@u`p~NuCOl zl42Oel`pYySSt^X7d1Z#{f^Ys)QFM}Qt|;F#UWk3_r3q<#f!L3Y>>hh73s-`7%$|X z+RWDbHCn{yI3Z8=gWc|wurFLe3* z>_X}Wjj&uysne1rYKq?|iC<B`9q}dMEpPR* zLa$zMj7R~l(j-dg{7o0VC@P|W;1SXdO1;zz4zYcoW@lHWq-MS=ICzsFiZe1>R9n9d zhtj#z1})K>mTaR{!8M;|C?$Z7|B@?bMN3)8y5sY&{zB`CFMGirseJwF){9$d!ui#q z(W_+6?NU$75#~xT#ADSt3jv3PxW_lqgjQd(KG9c!iet(aY-k5*ZCzw#@O34%NkVlv z_OvC?zwA>pMNg9J+_wL^y~uO_7vL$gj{04co}k1Lszyi+v5BGHU+74goR zN+spNxq}=s?XRFhvqnq;f_aaS1T_VB??ZP3q2fiygxrA!J;)u10%3S55pO^fi_VdL zDb8bN@dWVf)h}NL?|jOp5~2pl@Jam2pFx7ZLw1dd6zObbrPJHz8^#E2jGZ{l%QFv#DZl7NNim8a|JFrf~F zgzShuI#1A|^QlPCN2&~t;#Ch_Nu@n9*U6xugw-4JLfT0z_oH4c-#6N=LaLPeyZcgd z(u(~Y%DoK3os>?G31QgUQcQqD-?6hOknrge_B(2zoF^Z+CP0N@JF8t4sOfK zLO2D^qBEk<=WA*POz9%=JumjGZ}LU>U|RN3WP}VX^leALi&4|}8JWtqRYSK^d3Iv@ z%Nb53pDVB!;o}r!gpkAcf3A&JyHmHwmQ|q9Z_|SKX2UZCPQzx14SoV-khD!b+S; z?f=H9r(0hKx<;lv1U7g~to;2?Yit9jH{bgJPPW{q`T3J48*ma0FLHTDmCtI`SIh&x1V0qgcEo4zP%pSx9ofVZNEn9{QV3Q!;7arAv={f4q!VLhN3q zR-)z}TKCb^e^XHm#Bke--%@W$v{|AlrN#~fQmZjqgDMMDXq_s)yBGN!?E6dqP34^v z`+&#I%A0=nu{YiPvsKh0Ne7vTA?@dw%#pj&_s#CAqB(y1Byxv+)h3zs@0%oZrDRek ztGTWbF;5d`X(w!bC^uNey;H}mUFJb5Yo%gaCl8zS#%8s7f^Vq0V(9v+@6(EXqq?>a zt@Qk}I@9^grX@{xqdWZ0Ep2LmO80VY&T%9C^YEy1oaYkg6AEQZMvqZdt;+9ir{4!X zhbtwewuXOBqwmAKb@CfGuu*DoMrA13BHPbT*l+B#6KeZzOG%E8JJ3Zk;ytBx^jevJ zPC16)qdrDIg&1n)VuhAQIzJxG9pToxWd5^s{wH$9NBt$&A5V&qNJgv#Ln0<%^G!b6 z&im)(@{btjX|Y9Vk5?Xj5oeY0YDX_2-1=yR@}~~({`8Pp7iCRJz2Y%B$xA2EfR9R1 z(J|6Ysd-qNJEfXs-8KB{;`|gZ-8o1a4_SU{UK|>lO(;c) z#J!aJN%XrN<^B)P!32SNuGOY~W!~_`hU)#xE2PBaAv!OZt15VBPK%uicR%8>y~l2)!B@UyB_<|P)s2)$+b;cP<0;XT?xPSPtrhJ|%hx?~9kE8S;WgUxYsXiQZv^@3dc_5p3J*?QCGJ}gt41bo1<<(nR76tnk^baC5dW!#v z(N9V_bxD*bnXR;#JQ-wz#_zA?H%zr;FPz;vd^SV{Qjm2JHe5}ShGg{Yb=@gmASRPzNZ%+d@ z;M`SLNAzUa7qbaZLs+rPELA1O2Pj!Tjs}f^Ug}Y2($iT7+pk9uG3s3XZVlRM*vE#Y z$5)ct{li@TqG4*?s}bw>(kISbP#6v`HoiakV9Ym6;?(TTePAe9ajBcUbmo6wpfkMk zpq9%hg-1q?B!+rm_**;bb4E>E&KWsPvbXbic3@p)6(#J;KRNwrc;GYZ_m{G=GNF+j z;pT{V>B{RpqgB2=Utc~JX{e>T&C>V<`A9f{Ut2xFl|YWt^RD~5^pvpW5~h3B99Rz@ zWod8U`!0xglhel?hbUnwWF;U`N}(k6wz|`@c)zL7o z;N@TGn;jh;=``>RG`-*jwRRXmG-a-!HLTziukxa>`M+~&Gc2xsq73-Qnu6&0&Czn^<&_866Z{a!s;KC;hV)Uozn zU$Y%Do(+umD&lH{c*B`PQR(ofHWD>J!cp&&bIhL3&QE<=D*%MG%MbXoVTu&=iT_o&bi@XtLu|r({)1shGG57 zZ7;`-Eb2di`GZV+diYs(StKofpe#ktlpC+A25k$5?7h`mGB8M(k;5P>3fNppxJCh$ ze`Iyip=0bM?Sb}QUX8>bIP-0yg^^L?t1bemq)D#l9yFKuc3napPK)%vyt&U^{Pu&~ zTz2BF*~=z@8E?K??bI#TcE0Cgj3htr*vdD|SXi9f^tnSu+5GA9=e8ceI%L6uxk!6> z6g33qjNu?s9&m#QvgnsTTau70tff>v-EG=QD}H}8cU2n?fF1!v33a|{u~KBKOr9d< zzCq8eM%oADNJ*B(@L+o$BSwvjiTTCCN_`_Ct=xGh0<%H;!jgetM25Qq13OitB!$is z-w7ArnS$b(*4X`>#Ga2O- z-&i^D!PuYn+nOC_&^_Kn+aZt`W?yRLSKib{WbnGJd=(Q}w0HSAIZ*~4ONPMDTy3n) zkFO|Pa(UT&Ykpw?u@XT(TH8);0J}x$UAxA#jpM4jcPqH2dA$6 z`L$YKyQ@Th3zl0(5LIP(rW-QIsySHiPhFm_b|e8%O9@KboBzkiv9QzSd5j4Q87zc! zkTDg~)fzLB%hnW6(=}K;_IttjkfI}uexol6@o;blNvw=m)Z>_9x(S^?Encx$^GG^h z`ImWLJt=Q4Czkv9Vv_}@w2^zUR9$uD>upg!*=Nj?gsjLKgKWQX2U(hlE5~s<*Avj< zJlXAcCiAQgu3$+r;q>=iY56L|`(ej!%0Z|W?sFlO=l*RZdv>x9GR1HS$dn5h^aXto z#X21{Sr!t|X&stG!sR0jYt@!mx^k!b``93DY~zT&J6H2g*iYNX^-Fs=3W*~T(P!!h zhFs%ztDeh9ET#EEy*0@i8oWHk?hGMZ^x;s_B**bs5(b3!0iL<4ky77?b!i3l_n4L> zuyGD)X=|eo*Hl+;U(MFa{F2oPU@tf2WOrp{Q5uWHZcgS-zz2-!i|*6kp0)yP6{-#2=9-idHd(e62$d6d{~vutd_V`Bv^vw-^&y-!|O zRNS(57TLGnqOr%QD0Cir@Tf&a)@c&s5^*?vsQO$@goMwNt|mO--QBr!CopNxTN-SE z{|V@1@3O|zkc4)S*c@Pi|D+r~?1W{Y@>lxL&sC2fj-^oC4xJ0YbXx=aU(v|>%2Y{0 z0B`tAb@JB_YbXTiSbMUPmE}LH<~cL zZF6&MGh(vnhoUXMro;Z%e|~@V0ah$-Epces5f|CKao)e)E+kc{KkxQ0y8@B=5dIvyd z(e2$Y-&v{sC>#5;?Ay2a<}p1x_Zg#4Cn}`tc~X)+hs`AkaUu;mZRB&CIdc^6`qbZ4 z7Ht~4w!YT%aaD0~@wS8LY77iSwixqZE^f$-cZ5D?kcLKwYACGd04d#rWy;O7;6h+KR?PHHl zl5k9xvlnq#Pc5vHo?UcQO!^6M7+Nm7SMxr9_s((X6 z!;S1${OwkQL4!W-8Wh@K%1 zn?9Z+*zf2!&hb@GI!67f2-KPH-B5Mo3ZR!VfX(a>NIdcWvcQl;LI}=f@7`$h3K|IX za4XAp)a%{D#8(1!GWDa%fhIKkVFq(x8{dsUYvbn^2t+Wf2s{TxrCzDcBYGG?ZLYSB z6`66|BL{D*fsW29q-3Jk;B3j!2jV8(VE8{jPA$g(ZEZl1Mm?4%fp_*eoBIYev8(mH zUU=5D`NpZjM67#L&@WA5xk@a1KIktsqdEqnvz-UrvADHi_w~nX+l+^?A;0mQ?<^3d zWbl>wd3m>58#jslaR1kbGY@wBs}LF)+2bxivHhuk(7I@JKmHLQU=M(_b3V}RE(}Cw z)xNn-|9xqtCW)3mzus@_bZvnl@ILF+7jCY9_dUgnBj?o-rSPh?qmHz|aVfH0UBn%3 zW2Pacv>7yLSYY`3!x`3qJIl`M@b$oFFJ~Omk$CToLny+!DHMnuBtL*BzN1`-U=c~) zSPjg9?t8bj)8OC^11*7U6mB%I2yMSz{rO@v`ChJ*%F#c%Ty1L95Rl^nQ3`;Ne=uM- zdUcj`Z~ZTHi21hk$mXvW#|U*65%}n~O85g(wmd@9?6+*M&O2!Hqdo7^Su~Nl2X{2S zF*6DXpT*!|$TDw|r;A$~j|KcBeA+-^tNUFG!-h(@EvKx>9<+O7+x#MLemhC7>A4%3h9OeV-UuZ~Yb`LQd zLJ8?S&#H(bNy5rbrkR~ON*;Ouuh`93D+098sZ#RYds{Dxx+T8qtoQ$ge+)+^CBv)? z1D>T#5Bt6yv9#k@bZdTGay&;G5rf27p40LF_YceWj4`7Ub2x-4rgP2gA(;P$CuVI% zOIhQWhM8APdet`KQa6(>SjMJSQOGZpdhx<8nmk`PcT!d?@F9<)Dn-w6L{gW~Cjd zW-esWDc(Fh;I-e+Kda0$#%vKxCH+?7Rv}}KEO^4_sq-V`9z~`ZnYGXt>o>;wy}U-8 z8Z(C2!Wum2Is(%L*E)tH$AKJF-t%n_%};tnHoaC|NxOJaj4Ks`X|8BDzl9oMQx*W5 zJh>6fgYTRZ#14*ozr>e+I%t_4iHC_sEbf%sR%?Vra_7Mr@%W?D&0JPr9DTH2*T~3+ z!Wx{%{tZzD65rRAb9t1<3@E31d1hH?aPXI)RbH=?BIl1<_Cq3(=~m7aE~&wF7474B z|Gc&E85P%OAwQ9wot@rBq9~%iPfPjlq(LaoPTqFk%U=*(V86_#PW@1L=ngc8Qzwa( zVt_>QE^67?wq`TY$Y%DOKq6t+#<`M&^WRPaC$|w$YG!(I%u>Fpi69`J;vdzSlD^}3 zHES*D1)Cj-n=9E6MvM20Ues8o*tGI(kNJOS((Rh1jHg}DPBq$gM?3(gglI}+L;!S2 zjp2IKV@K$L3Mc$F#3O}>>I#EYWG=y0xp6 z8Tp>isWLVg$@M;-X*zA*YnxUxEG)XZbFB1@{3$wD&lYuNsYko#M~>a&MgSOcW1F0$ z1ru2Q=6-|VEQgT;T(7JByPE21JvMAMWnugd&&%EJ`|MG9L2m2jyeT;)M2D~rD7VV`~l zcw1g`tzN$;2E982cbcAP>8^lO@G`93f^tTh{OGxSXxxB+0H%^-^XnqkE3f(dq6sqO zWW{}1q9OHoLIw5Jk_0)i5e>Q3v2{uvOI{cRM@HHjqFkEzRAQ{Ul61=-Gp8Fl{sBr8 zvU|~{>ep0ub)%@&&i>J#XlXurANsk*#EfEBy*#4QT2l6s4-gYv*34|I9(hecfdVvv z128Q%6C}Q?&=fS6AXhY>D`@V4BodYXjB*~gA{Lj)+M;MrfAs>Jy({oN|8Soi p>o)8v{#fBy|DXLwy-};Sk|c$(xeueOJsi_<+P zJI6q;E+<7Anv+++MrJ-{db;us5D!s1>OGwcsTjk@dkLfdqU*{ zl=zP4l?OgkFN^W<9^c~Qro{K1C^Nk~ylN0{Cthh$84(8w$s4?~a-tH_ayPC^UE{qj zE+Hc(E+-}-B_b{%FD@r9F2VcfA0M!qx1+QCJ$21L*8;vN@jdYIc_=R?=I`$>>Mtn@ z@pciDkdu=W6TdEY{kjNnhX^##)5k7A#1qQ@uNl;xpbp;PhdyA4CogqIJ9~()j}jk1 z>Gv&oJpA{xp3pzp1Tai2!0w@#gs3=mOaHo2Pw#)f)x+c8cSC*dIsHZN|2Q$!DDa_^ z*gYpG#Mj#a5S%kVb*YE)YTizEJ`iss2*mwgT)guD;sb#`fIQ??Q=@WCmiLODodejD zdhzP?kiSaYI~PRZ~q}Qsah%goccqoa_xXsp}fj zH#F35NJ~rnYpgoN!Pmpd)8}7f9se4u{$IyZ6~f~ou(G<7H`vd~QPUgZ!F#-MdGLRy zMfJbV_vcv0|4z%z|2kF-AV!QT-oJ_aUzY$KqJI3h@&aG}t^Q7)fX;gZ%58q*O$!Z; z_62QqRil83wQ0HxE2nzUH^EbK4u zmV05}cnBw{UmOQPu*u`gan>A9saN9c{%_wyB=@*RMWRy_glDIh_%Z!Q3jTg=O{RRx z0SbGY`ZEq)EfKj<{K^@o`)Mq+nmc{#g~~^KCKgAwJZ|b|tU&eyaS_JPHH&40_5wGs zHn7sTKyTVO5Dm>rrqEzfX{l)Kl6`gB(b*;B#m$K@CMfrd0I0X;PfE$@yxWb7lodQs6>X#JInDlaJQhgsFskg0R+U z{^#?`BNQ{ciWAMvxb zR>J4$4Llvs{L73J^NciaFn94gIYN+g&2pD#Q?VMljWYIMrfNbwws40&6XMr+9Ev1fLip$@J7x69PIl$(KoK-c)5u4^_7RcEgV5 zPm1o~^Zj8rS!C$Z8UnUW680+^^)IBVeQgs2wB+H63}YPW8pZNL_6yPqd%j28B@ugB zu>nL}%g+W&pAf%}a)fngzC5yMiwHT**84M+H|!zqT?7JdnxX== zbv-Bti;qmm+arHvT3u2$nZ8k5ZYqoV+A!4y`+YW%$Y;|V(zN+tCj8CiFqvz*`Ff0E z#lgsVVc8t3f2IaXM;95i$xpKMoxnbfjR@r_D8@U? zfKDxaK|oiQ6kn&i=%m5j<)!?J68JPJ;r7g% zJ2?`4A@F{iCf#}EGTLq1sFYCanTy1oK->VHItTP$dvTlwr_kuh-vzQbpbswr^cwOetbn+aWq{;Um zQpiNKa6I+Z;m_JPZsP|ZX2899~rNy2@P0OyeP5T5+Tbi42N4hc9}%; zwO>pie#D8m|C1E8U!>^`{SRUsPAgPp49iAefZMmh6h;V)=%PI>U1iX0rpsq+cIYF& z#vAsDc2DU3A*J_1IjZ}lVWzzh1wgIx_IA6GRh!s|3xRk1Fn9I2_Si~aq4dr(A83CRSj=+`pW~00G z@SGoP+F~eWADX0}EmZRCmqi?u$si#mn@rhtO&^~AlbIf9HHH>hgyz&?eZ((ivPj52 zhG{aByS#;$Ilr87NmFqrEP}mO3Ry<6V9F+`wS6roF#kihEO%7G9*)@Z32?KN2dHim zl!X@r2K@PDCi-*0T|1oK%qv7D9px*SER)vp?ZJq*6lb2t8LuRH;eVQFm5Hn@eKt|8 z&Du6L-|}8l$X8mXM$$F=-7f;S-I})D+orJ*DSO_V1e*{(<a|x%37;SG&4)sUlG<-P^*o=;G@3Tex*S)y%C`;pWQb2f)CvD2 zA33@7QnK%c++NpbYlRn~3F+#BvYG0w%Ers$W#R*E4~m+FHO^oK?KgCo@W_GXm?`Bf zX$jePZs$X9{Vs_r{)bL*DK8(=+R2l4Hki}(-&MWdKI@{nv*C8H$`r56q_+3cY~QnO z(ts5!OC&_7s_~6XwS>MSbp72@gM7Wh9xi$?`2z~;2;L-!#KeppTGkuDQqOQDO@^<+ zuhmAeNh@8Gw!Y!hE5TG0Q}neA49S$A?5*B53ulF3=LaH6^re=qFRxF2q12pH@-UDdv-U_gJVk8iVk9h`4llYX z5+~_RJ0D9G8r3cPr1e40+`3yg- zg|264St^SOAbg(nI4K)3w(w+%0{+Ee%6hPwJQnyY1Z&2TE~R;=_fMGs3U=%+h^VzH zmoy*-HbdATtBv;-0&mCs)^w%KF-Z&3m!YDKUcKAhxgGB`}V?C zt0%B7VDcLhum;%(g7Zg>YtN`6sUOtrt7HDqA~k-u91M< zrxA=xVv{ltk0Owi^X0R=C(VDo=YNnC#{+) zClHBlrk#m@#uS@r+9V=^Y}!;cuC~Pnudc7@lP0!BR436OySOw^dpm3Wt}axnl_g!JixlL#GC5)<`YV#k=~k^ zPWFErz_w8k5=|&e^D;z>LglrP;kjzslxtb*X&yD)$ZVw2hOa`Z-Z*$NJL%?r*UYs(Jog23|BFZZ zfPy>m%Np%Xj!Nkc%_iyUFJolg8C|FR|7n5})&2JQDa!ultVcSJITO)|R43u}sVtd` zFTJ5h#5aWz1II68;S28JEza4obxS!;wdgS*v$FqI_lVo@qZ~hE{tS?B0Fe#I5dvMy zFhY(!&zcF^cV@Aa8^~aN5=dIeR%QQ(FS#lMFZ#D!b>cxyiZcJK#?dJCe0%BI zB%ud?zHg`aR3CdFzYCCXe2;LwhEcovtELh*O}w+uKr9f>z&jdc4<#Rb{lgj0S-q+G z9bML#Z}xeAQWys6&6F)0C)P~aOU}gQ zNVs351;2E`IHLw63&nrbgHeSN$T|JS(tW>%3-mS zAMZ#dQA~n^2Rt`$fRUBWV<~b zA{~U)YznA}zcZGzfgRMtH^l{L_cG zoN0==Ba`)xeAAxU1IYhio5+wtH{@JjNWr%+V}}Z+q|m^X)TPg!*pSg*1@z=r4X#LT zRIal%XeIv0uxBtAAgIVOvS9VYMM@jIKH-z;c*sHH>&$**eK}VJqrs?Q3+|w0A>*|F z+-b8%)~zt~C!QcgKeZo2aO zHA2`PHmE*xCbiNgva%ofrYol)xnTrs@6n7CsAl8Hbx3bl?tN^7JlUZ89~?`BAr@$7 zh?RV-VplLVEBTRFo_@u>o8#-2u{@Krqt*vRx7ly+WBWZHzK-$WAWG3GU$@F1^!*Qy zS2Cm^QhN>?)Vxo)U8Ggql1?m_P8Dpyw0hAY$K2b~5g7bqS2z?T z<-hqEP)2F?op3VQZ0!Ia-d4rt(q3+>c+C@au(CgCT|3V+nc))?q$kWZHz=o4gY?mA zqpV-_8Xe_lZNkX)n}2r~#u;+Q-b?6rI8B4Fe_vg$hZy2+uON# z$``ztgwH&nY#ZD4b#lt7vAD!g16KI$PM${_pEHF@{f88%E%8;sKhMzN&tq)@qa(45 z{U~wd8sS$3_t9^G^7A_%#6qP(UIG{+MXw|mz%y5K-O61mOzu08zc)jQ(CUlXKazQ7 zYmZAd4>J1SS1C~)gH!_x7-k0)eo{4H7Uc3y%XwkAVYR)OgwjtaaZYOX+*OBJ-auFQ z><7u8A*WfN4*%r8!)C%VPxTB&UjLNJELAGV-9B%Qrx4R=byv@?;f!3ron|FTHv3Mb zis)xZ)u%zfk%>d0G`p773*wI#n~scTS{gi%b)Mf{<$sw`zk8I|ilo~0-n4KzWMJwK zM3g=OkMhpgn&w$FtVq{hOWd4bza2j`iAtqd%^4%{5%UnNm}Ps`G4cZhsHDYNhsG)0-ON z3l*WqQQqh#na0O-!w3vS02~=GPkwq(hUpf_{O!BFkCOe!JAOnh6ZZ2&IH7Y4a2uP6 z?@)sQ9TQO_%o%E%U7oPulC#PAl=Q{gk$He|#OK6t|g0Exmk z0_A|P!`>0P`C*|{fBO$CH<-{|(heC1mu-)jd2@)bkJqE;{O23vY?y0*lXCY z$d-Um{PHkpE?TQC!cI+ikE?u8!p81VHba9Lblw0ls&F+dPcNGZy2MIYc%ypKVP3OU z7;3C?pq4w&sN%n%&oZKrXt8Y+?Kh$zB1^BsXkcCO!5&3nuXL^rpfENQGZ&OQu-u_l z^3AyY0h1=BnT)yKDuszwiU5ASVqWRBeQ>db2=lXEE*kh1l(B`t3F( zIyUR-ZYDEoq>vvx_={*dkzb)C4$Tc7&IDOOLo&9IJS4jyP8X61Rd@N91M@nDhP6k!Q()8Zf^{5)f+zB)z2ML zG1g2G_>793POMt7ovT5&5;S${QiM z@iFed805H>qUzTORoC_0$X7z$x8`~=qiN4=(wf*Phwxc+I2Vf>!z3T-ojw%)M_KKL ze4@fD&DtQcv~70t6e{7N!0PPVH}+h5jE7k4!X=Z5m$ zVcUY-%#pns3IB+R?=On1<9_>{sZ|Q__`~;f-PR4fAt526(#=)3<6Ym{+T1w-G3w+I zy8J!76=Mosry&ZfE06u(ioYA~-y z+S*=#^aNkG6+5P1=2^ z<#C4r&`YKz-+ZyLQ3pI0(( z=LZ(rD6D2C#qwG?-Rh#`To)YVkJZ20c=YvX&vW>huw_~>E={hR2uFb03@Cjs%3EuA zL>dO1(q89&KKf!~&RpR5(v)53^;I$W-Kjagb}nprl$WV?pV3WBjt=`&2o}4AU=i!L z3ED`4yE{Oa`Vx*wDkXJMqT`FaLIXd>Ztv>rd`2ck762tyV*K}bVR9_zT|mx2q_zVm zdu^;mk}#0;8wG2GBLb$#*cMLA2?Aoo`mqwm6UwYr8lL7uurS?}wkYz5pHY$|8At4{SH&MHd5tuqC) zLIqGIxf{OqPW6IoAFLPj-$~W*G)-?^CtFo7%%S|uW?iMx=d zO?tU7z_YG@&aSy)?JI8mWZ~;cvNf3(E;KOhkL7Y`fBE9HXdSO}PYP2Mt4O4&ZHRPf z!%E?pbGpYY8){#pG0Pv*6u9}qAeb*k`Ea?8LMCq4qO}ecJ#_YRC)Z!u7{WYo(s`o| z4`*6PZU$JjLz}_9pS=&6c)Am^wm)NSnf<4HA;ZH8-EyA-9&9ij z@w1AV)vP0z_)Tmo?F9^U!eeR{ucRl5hNfCQ+|1qFwDyba4&5U@U;WjF65eg!80$H_ z_>-Ku|MV$Q@xd|H-Wakz^6ePL)SnDBQSCEQ!&C{tHO~}1%65@cGXN4m+!m=G*AMsD zSCpnJBdzya`pU-~jbkAtRH>dq;7iBl>-J)~7#%` zVUY~9ke5YDf6k|Sb6Ua=`r6@22{VY_am%;$^Y|J zM4K9;($LCM$Xa=a#qfUP;Y!ime1bttNsa3fClewI=1RR47j(E83%|%_8(gmXT&T!j zs9;f>0oB^PKg^mQt?kN3{<^k3yS6Rr>Wy_PL)sYc_HFS<*UkSF1JNzb@7hl9rqr$x zN;+aahDQy6lFK+&r-+$?O-!yS=oG1S)z=V1Sj*RhNj}`v7gBq+q$@qIhZCzDv~}!& zFI)k-DTwYZL8K*ovy3807+Z=XtylIbO6QS1?l}!BZP7(e!B$I3U{kG(po@^^1Lvab zy_!kS)%cFQ(SZrgg=`AR<>VP^w7A`y;F`AXKi%jK{jm8ZOwt8;Uh5(>czp5xAaLm6 z_XcAg8ul>LLnmI&7rH8BKb!OML23Hr#OWQzi(^|FAoN{X$t>87v&5;79x#sueY~4T zN2ANok()cGc~JTz&$}Px3>g9qg}6kqW^QaU$43$936l2c*MqH5R3c@}x9p^SiJfJe zmtaOb$W@$W3d~eXxaQ0Ue?x2{Ot_VVu4TwU8|KS#98Z*vIF64nl4EE|K;ic(kj>^d z)D22;ur=CjE=wO)5=18cejuxDxNdkjmP734T{lCbBWdlr-f^79MhD=ZMW!h3DGiVm zZZZ40PuuhMGK`5b*TkZxeRW7%PqM34r}0%24+>uK3+>Ba0PCX1WNJ1DPhNW-J~OVT z?gDKFgT5nMaP0Pn9Qy0O2AT%)((qDJt2BeTBy6aYw0)@{A4FQ7+h%Arx}O}>YD89f z)`pc|-Pv~-wS*wK;S9iO^Y)Mq;#67rq3h-!Iq7r4TJYb2qV49Fqg^eD5m`Dk=R5yt zKkMdkv%|3=@il_vRe3Y~j`apVEyLAoFQx)g=S?@F%zTYv4YHDLLqxD2r#+H?m2jPl zw$H2{b=|&u9sI|=+P$92zFxL!+^uvaKcZQ<*d=qIp89;_34*;0V;dawmG)VA_{N=M z!Jx;UvDsSe=-}X@^>4gmW&!zRr*&mZ>Jv@KRT=Gr3d&rLKG}mIUdiHQNQIw5M@jHb@ML~jl zcvlhSl`P83fWr#lbZ@30$YwFT_!r#k^meVyO9htGS;I7qpW68O7o`rJ8pqlAl>JH{ z=MXzn&*~sZ>y&YRPEUl|lJLr*E!F6^?|mT^oMaTS_*llbb&IUREa}`6QSQ*uK2;A* zr#O_Gmem~*CMTOBH$T$xT!bH@vn_&q9@BBxO?AA!U339o-ogEf$XRos-1$aT!gs}} z=t39_(F$X@rd)CmoocX%J)`Fmp0#^~wg`5&U=IW`j1>&qR5@&EdPKyj!mdl~Y1LtG z%U(|s>ubNX1g6&KCW}$l`?0eu(OVA9jjB08U8!fawKhmg1uimE`dVv7M$kLJsoC}4 zxyr3JDrn(#i?D-}ECSL4r2wPNe20y@G1yuNwr=@d)Wp<9-O%lHY+DD2yy=WL*gGQB zqCB>@^G4&TL1!Tce>ub;E$j^jmp|B@lf%zRJ=-N=t#hmO>vam(>Oy2~SL>KpGDoE8 zWydbRGe9}jCX2=d;QS=>*m2X_-fSc8!TGKl+77AhRW=-}Qi}tb^Sa?V{uTE&a?p|J zFQ1h{<+Fj4YR8czOZO4SNe^bhE}nc9+=HeL9=Ku*h`b+c=<$rjq|+9KA5dfL&HfxT z<<(KW8VK5Y729S@IUL>JErW9bx?_0ef;jJ=i2+Vxy)e+b>?*Qmhhx;*f12c`U#1ko zhzrujG9PbcI1YU`3|F;~oelR((7Bou``I zCwnHngO=}C=Dh^!G}-Yalg|Za;A@ z1i6J%vx9~)3yelF46;+=qIF-NkhENGYaMX;4&6P7?UM;5?bodo7M3M(+U=@l(cqb-KK?X)FJ<>rh*edu-f2hVKi6{2S{ z;uD_$4H@1+$$8!M+|{#LKBka%E^zK~a5oGjndO1K`eb4Cs=K+P#a z@5V=Zp8d=|Z=iQ8sw}awS>G*pm2iAaZWQLNhw|CEUtf8NJ9r++1sZQ#+(2$;CUV6BAU!HI2v9_$K=P{35Z`SJ|s&+TC zmFnp9R}-lm1BYvIXWsKs;Cfv?tyL>T9HW+L%Y-qBbW;x`x`uYf0%*-&lS@9tVN;c& zb1s*47j&|`)aek7_TX?>*7nZRphiJk@?q_E@5gSquiZjvj403mkbX}dyb9#PK&S>$ z-su2owV^j`KKcx`L6hmX-@8Du^dahKU9=#0;fh~?#rm#I$UOL3VOWQL%!Tt=a4qmZ ztT_+{&fvU=U%EX}($x>`x_xV;qr7c0r&j+C3b^__SW0zWf5)gtn~E|?xk#3;&}?+cq{e9xK1pzwpWBsmSOM0NHSf`K)LF<(2213zqpmd*{8N9&uhId@7S6 zRooV4t2M4I%ezcv(p!K@xapmpMRll_=qS&ORT-J1U>e57eaxn_b@<2OX&a?>YTe2; zQ@+V!NK)aA?P93IR8qRX2lT_~l}wBWC9;`muGyq%J-Umj43mBE;x&n_J63DxjP}L>;W;fKEp+!DZOGw= z_n%o?uOe1rALKoB~ z|B1asD$eHfGk_!JH6B}mOsk$eUy2Nz1^SXvJ^AILsxm`c{Oihz z!Xnmb{oOD9{U8NuKMSx{px?NL7PBv6=HHM5kJtETiCimb+C)f71_}VB5E;8U*FH~C znyZ3T@9zh0FLj(2YZ`mlSl?>YIJDz-+F^KXM3ANZywHn`u5{FWRjbX_)101+K!ZZl zQ>w|>cJc;v1$vvRb45dIIy^Xrr~(7UMBAzya>G+?`Sk#_o=jia#OPd6VK=q&R<#Ey zJ2*XCENKu8v=7-E|5zq9d8Qul_S{j(F%GD8}Q0kF1k zD1%Kd0Q~XPZMM9S4g>cLj;Tr?V+_7GkykQBi~Qv=yceY|*{2&u)#e&MApcKQG)!5oQhG|Y19`NFj74zy<4MVQ1e_s<1caD?G5&&9P1 zMY9_*|Fv-dz7r2aKslZw57pQFyxJlGcMaM(%F_`;hYU6wI1HF^yq|`fUy#ffIEFE( zen;z|F9QtF56UxsuA#f{wOR9tM}6ujI#0NGV3)Poa%>NLhC|0e>OuaIn(yD5;wzc@ z6zuNCkPD~pt+wUX$l6?J4qonedt5keZDUSINWZpTzkz{6LOXq7YQ{0R=6mxGhA`aS z*m0RU=wJ%#V1Wc3;h7jorsqp)Zn6~!udNPV?n0-mksKPsC;miOeQ#P~a8j8-5CYV? zOqlPm%(y9}y_YFA!zrWDVxj|VD?0*TZ%N51e{AvNC}iWjIbCsb(2S|(j&*$ivC>pS z(J$-chEM|BVyq)NSK?N}mFQoGemiF4pN;lieZ(@fo!uoPgXq5?nyOm_A(Z8&aB@94 zT%4!E6Gx^ofB3Ilk_XLp=>U>s@lf_MZ#(3vgy&D&TKtI+`3?nQ;_2^XaV7%O_&?BT z>$|GoO)I;2WPws72xs=PUC~G?4yXjWuZ=e6zu@@=G%c@@wA!pY*cu2L(0qS8jSf&cpPsAx%O7xVK#Xq1?x4uK8>W^;V7vi;t1ZU>}tkd1_F)hdB zzwf6?0{~YgnAd9PD$3h$KABw)F^wGCXk_9iNZz&Bnq^>O3<1?rl&_4#kN62B-?jnd z8vmbAofF5nppliww02vILlKrB&hoF(d3y|41=+Xyv1WF0+UT+HZExmfIwna^Pna#G znos$F81Zp#P4FKx)GWWHwY!c_j6ek|%NFEGAt7H6nH1*zCgdkmRk||5`M4F4ANp_S zc5OpY!fTTMK#n5p1NHSE9TA8x6dc;$Z?H42^`S zM*{B|g{|r;3_u|Ff6C)aD?1iXnk_cuq?lf{D%+mI;=w?BG z4iHSIu^uo=WEh`72D8M9WDEWL-!Yl|0NO952_$JhXv(*!XhkOf4K8>Iwo9J+8PHEE zToBb)!_;VfvHY|6iJ$+WoOfAe1tQim(3rmfcL|EIzS?dK=x82yc|2o0B~l{7&`wBF>@&#ptVCLZ$t!q-I?kREDmz=hS_$lS{fcvT%kwJzd2%`a(HmBmDj^ zZ>eD9zmSL4g&$PM%s4){ltl#0qyc!X+I2Tm3nlx+w@fET#C!rwE#8aQ59U~Usi>DV z*T=$r5vwcSJW+s064Q;50xJhJ4s2#+69eET8w3RpBBd;j2zL*D2>AEY%onLP1Oz53 zz!QB`*raMECX$)icOpA9#BMjmXUz5T?eOHh;Xs)Q)I7p-wy?V(qm)q>Y2o_ z#%5QSa<#ibWyqpjQNr^^7L(%f`=b#obO#^l09n!iSs769oR=Qsy(aB%(&omf(L~;h zkmZRASgOD2(jdHJEe9YmnZjx#&4}-TxX1}8HfZY3>iii1B?owjVd0YuE%$tNPA?^) zlGE?t`}_2&#-Dlm$nPmqUQKcVi0ZR0)}($X=1W|f6E2@xFnong=C1#~tX zhV@P@HSevghqG1a{|o1>bbXBXXDZ-*1-a^RpZcLwoZ;qwd2eA=B)7zq=pIoq-;d7x zPy6)(6~{SS#8C4<%?Gy{|P9;-&7DH;l&IFl;T$c}nS^HATq zr0BcN>heWPv+D9^2t1UAD<}pPDpe}9Co1wr9-K?^LL+(F8}VZ4H}JhB-H?-Ul8;Cy z;#40M7f5qFy*!vxU*D6X&3tv5?ypI8r08|5LWuA7-}KlaaCe44GV+Qnf6dDJ;G9gn zs8!(T`(7Sz*q+0)(^fxqva673I(bz_hE6fGXqGnk+J&;OE#?qQ4@Z9+r#aS(>-2Hb z)hc1%Y`Nif+Pb|V*9>4ib0q;6|6+sm0PoA2bO)bheB#Qi^tCwtTGHadxy31^dXJ?y zh>pDNkrT(VbUerFR%pG*`SifpojgG>b|3sKdz#IhoAa+NdZt3oVSMo6o0zE@gNPkz zoZH`qn&)vo<;py>p81sOu>h_(#!-cl+vyYb;eB{Q&7Qak)wKf~yMBwx&3leDs$=GC zIqs{^#Hn5YkWMEr`_G+ex8uiYXN)tea(pe52WhEJc%G3rj7px6_P=sgXIB>DTETXt zCuK(Kl01qK;WKN-qjAx^YilPEMM`lw3rj42?~~zTw!T=3L-r=b&susY;h=ckwKO!KLt*+#{oX zG(X&5X#@btH^EVJsIm-Og5u6D?Ou%6`@{AD-@`VcldjwQ_{%!{m~2}%F;w}bJVn$E zn~+M}?{&Cf0!7hX#a(VtOcbD#3cWu;eF3w}YdA^K+XlITGYH**n;%g`p^mW z1xOvuq%^@B>^Cw?dYcr@RTYHl@lVmoJu1g`9I|-m5JlDjAXFy@^`R%~3!oHuSjXdB zp0PEDC8QTqUXZ)cJ>fmqd|(W>nD~#mO{jB+`gO^zq^GEhTvc*8dN!`JcK%06|91UDvpFe`?V8!Se#Ik4-E=}Q znb7&_z5Qye=j2KmdluEhOIR(61b&a{e5tWZl*nHP0}DS zQ@!it9+tU-E6B0=^z_sv`TJP7aGH9n)=PK8aE>^M>$GudkJer(J!&eDN(BR^zLhN) zTJotQr^^Q&Ju0K{!nx^2$pd1C-*_*OzntL>ry1uDq6st{zK-VAWxk~MdOm_b_C?5^ zLjKxZX&p&cPvHKF%BaD+o$7+t40lwkzVkU=2O7DbJGsYCcBU65y>L61r@v_$Bgfb5 z)zY;&JZJFWMlEThQQ*@F;)eOonAA81w%Yr=Bg5~r_JIcg?eX1$Yf#8X+k3Gb<@#j4 z6q>(L?3{Yz$;0+2u|>g_y*|?2FV6)1$9-!nxRwxE!F&{aHl+D?QPi60=Cow!Ys!Sw zi};<3jEXw}?hWItKaxdjmnIJ8d%fL--1DgL=*uwOp2oGFRT2liXbzn1(&Ltdp?f(6 zSmQkYzI;e!^U3xYF0A8ZN$pe$<(BobLvwJG`A?k}RL-8D3UR2o2WXL;;lemt9>tFu zW@VJ7pZV*bRTy*Z3GlnMI&?>xJ8BDF7X7>0^VHuTy*x30?$O$bc|E;V4>omoMOU8$ z4}KXAaL4i9X)5UAWTg$l#9fG7ey$bkpK$243o7k2-t;O2nytJ=@VUh^95?d2YDO2E zTz?$0(NwQjqjblh|uE=)L9IJvOBQM02n(2b%mMEV9i~$EClYDeR-p4F~=+dTc^X9ujS`=`rQB=E2$I5um=L^`v=NRAsm^=Pp& zuG-1#+;x;Jz{XO{X|Lx^vu`h@LpqnV4?oGyeF6jei1ktMpx^?RF3`uRS=+4U$X-4> z=HD+cx}{x<_A~#v0wGN4Ygm&-eWrLMTEV9&>@;z*)=9GFCTND1U$&Q)PLDPU=v|xY z(~HDf!MvK|ru|W2vpQNKxijTz;S7+iU0m$9bkC-m8NWldqemeWk@lDDoNlG{CauuC z7pbR~7)ID%!#56XZ4@?kBqYx`>NZLWC}Hiwxi0_~{Su$G`Mz%7GLsWKOA09v z*Jl>j`z&@b^j0%xW=E+0K#$gWN%`~L0Osq*N@pR zye!>^9uhwbi@F7jo{3Y-OjYZu9wkXo7TaVEu6dsFtnBqWpg@pxJazr4%)CMJB0(Gq zGdVZOIg4KQp}*8kF{iSy1VMEEeXnRQQy~iN7+pvXwLW~0^qDM9mAoymL4T|_ z*9DNA1f(Q1KpXwq2s0O0QBOzgvZ3TUe@V2iOfWa=%e+IL{4R_ zLqGBiedk-x{WqZ~CMiVy7ZqB$!Tqu*yXwJZ#I|5>!XhVioiSu1s!_sXMmXn5{iZJ+ zquWj?hl;6=Faq)E)u2WTIIh+JPbg+**hAPDlw^q%s*b(jK(#uZI00(U=3EYt}1k%>z=PWRP$&1$W59xu#OrCTItkD9!lC3|ayP znez2^jXH%inI&YY`JprJ8Pd3_*~X0~vxklIhA=(!!mwn z2QDx61Xj;%-+iySR3?`~9w{8%_x7H2ue9#n2*>2zTnaea9gXs2=$*%&A;X%+p90L$Q|Aw0`b$?%P+ zn(5Gvv}s0;r<@xdg|+Dv0`!Sr3M6Ncn=9!q3aU87Lj7w=Ut_OWL&<1Ids#7J3x{JbB1RW=uK@nn^$d@lYm5f82t zv3*n;Zz5c}M@>_<_RQv18PD=ayvy5rX8clNj%}=%U8A-mh6{qA;UW~-+N4mP?IdiA zMp7fnr;d&04pcqi>OjHZIFsee@rt#Og8Sr8{qTv0L=;r+mjQFM&d_VJM7BfLK(T(2@C?{Q9qLP?B~9iGVkwgu z3z{1uErAzilg{u+Tvy&6Z(WmmgC5G}+Kh?{

    I$P0)+MXhZG~@k~RfqnXn)VonY) zMYAb207=KE)BPY$&R7mEAc+W3pj(y#!q?2ZN>!cJ%mPC}wrR{#0#Coo7sh`1T7kWA zT04atw~Zm&gr#H0&) z!GI9>S|=hCNez{x%SMa6>71iSxD^t?2QKe@2ax1#T=c+P^I`A)kTP+cT?Nswm!-g| zY>Tn4H1FhNXgPcP)7B?c!&D57ydKc4!tIJ#*xS*(smzs?fi&;-krY-9^AtI#TGlH4 zD?0rRN0^G~?P|S4hY%pfM8dIqDx-F^4Z15!Io)l$JmPQ0uiZ|z8i!EA+{k~3F|_!x z_UbR4Y={g#A@pg4XIh4GVjy!6914UOdxf8t?{zoE+#jjv6l$lIEr0#~2~b|GO(OOQ z@wv1)mvvSxF#lr(cJYIE*}F+fii<$?JhEQLa_WD)%gQBs)&y59r$a@GZDjk7eyd>x z>chXE3UHy{Gqgm@Uc)dMX4$$Q7i#W`ZDJxn)^mA4JvS$d128GWvdQg|l6raG+}SlZ zP;d@T*}^g|YSm2b9#CIEX{Hyx^C0Zu&OmcHVdaz9j6nix`#Z+fo(#=Fa^1|vGmXi? zP#q%Uk88XG)2&-1jvD2~v&P#b&>C?_|rBaTM8eW9v9)UR(a zN=H8_%Y=TqP#(G|H=2-bc@fpU-oz*wYUFxIMu%Qe(hAv!g=`TSeq6J#AL!0{d2e77 zgI0dY@dV4~Y-M%vw9jfr)i-S|4yL3{K6Wd?D2!ND`!5Q7sgz{vC@UknD9RQEJWEeB zS!2N-kRF*iy{WDGv84XM2pb+AMgl)|P@NTexgZ^eq4bHR>F$njPARmgnUy_kr>F-ee?RYG zHns^9FDQzt3)*@|`fY%E%v8yIMI;c36+N;~-W0abIQ_$+M(LeYhL(2bm3s52x$-5} zj_pdeCBb15d?ZmR8#$4?JwR7HB@7DGWWaG+dJM|SuuqJN3I8B~hI>x3^wb{^dL+7A zdRl~P3o6gS=YINM-*b&$qGty=o>A|PQ_?YX_@+iY{t=?duqZ1~ULAPU4& bPK(ocLV2BkA~+mU2WV^PtC!xq|K$Gw^gvEj diff --git a/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/image/stacked_lstm_en.png b/doc/fluid/new_docs/beginners_guide/basics/understand_sentiment/image/stacked_lstm_en.png deleted file mode 100755 index 8b5dbd726178b5555c513294e7b10a81acc96ff5..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 67484 zcmd43bySpX+b%wcib|-UARr|o(%lRo-AFfxbaxGD0Ac_lp>)R(BP}(ks7U9~-3+C` zfDE;-0iXB#-rsuHxAz~vz1E)l@d59-p&K9=TTGkd;{_d^T;t&YFkG+n8 zmw}q9sHLkjrv>gBPCsWia5n@ZF6rlHVd-e?MgQ2^*4_nrXS2TP4!yk<^p3uO8n>F8 zjJ2J;BFw{D8>X&f33Id*vAQEEK`-tn3LfBW?PWpl=j`O-De4EkbNXCS@H_4_*B$!P zOS~MRcg_Z7p!Sen#?`}`UVxL2!;+hahh9*SlZRhGP>_e6o|l`4mx~+xC&23|S@?0dcryO;1X*iOOAmWDFMC%PdfXE&9=m#bLGOT(o=w5oO-=1z4|ehVyHH@s zxcn^KxOh0ZxtyJG^E$oS(@V?xzlQN2ulCgOceCcwvi5ZK_OJx|VZ->(&0y{R=NI8F z1fvnv@URD)V&Np~YU%B4?c${*3%$cFBg-u-#4pSzBr7DsCnzM%&nL_)!2N() zEbU!zCs}Ztb2e95YY%%LYb$vVS7-Xu)fKh>52Fwe;Nue#<`d+W53R!{fpU%YPG|e@+33#Qpj&RRDkamoizq01fg0s&ahubsz)} zzd=d%fsWtk+Qel)9n{gu?++d487!__QQ%)5iQ%}sr9E$<`AyF;vQnq`oXbs3#|!LP zdY?<~XyJ|Bv0GR=XOua3s}jq0oe67Orbv2Dk-R*nocZZFO8O5AC#fb4BI6%AR1+>M z`8B19i&u<)sNL&u>k3>lkEkNV1eZSx$HV4SGzvWwt3@LQ_5cGX1B~uw>iG!8-Gtu)Ncq z=Z{?rY_GvBqLl*1`#x7P64doSAth&6MdruTHh*^2P{ZCE zYL6;jm0`ofEx^+asSn#%RWwpXwI_^8qN)zJlJrd9hg`~d5=ZM9{7X(w&&>Om^F-U> zq3hVrnyMr|ZnrPp%kSs6tyPnZ68h$(Op8Kei=^!-A;c~d32g&ASC*p9J8`q{F*3MR zMgc)b1mA!JDs>m@u<5_`!#f}C#nsokte?BB)LoEccsj)|vmPI`gmgmYR9{!bf=k5q zl=ZXC)zlDH>a@5eq&M)P5Zl@QZN!mh{>EM|8FEQ*#bIaEukV7Af^0J6bRu`yYOwV- zk5j5F1NfZJ(GTYofo*`Tzc|%0J4Jsc)RX|(V-ep=q4HU2#fty>f}kC)Vt`qBuzaCM zaezeOU*{L{;eYf66#sL5i3V1>U}A4eQX_Fbg?bnB%z72 zKYw9uQtkk9`kD+%=E?NeG{+tN(E*c~L25*yzO&$1wJY-8Mf|f1M*hrsdcM4}=hwK3 zo?)!=?@B*p!*sFK?4Wyn*4|r;)!6pgK_L9@xBCepp~;;#+P+IsDrvuZHfbq6zQ=nU zY`FS9kElVpXs8@`IinBwfq}tka?-olMmaP}lEY}U){~<48aesB-o#xzNXCc9Fg^%G z{;g)O(JWX7+_gqYv`|>zB?xZgAa)-FoeyK>fzh*`es2bm(zd7=QQjq|k?>gV`SQ#| zKveXecteREUv0Ir@=NE1h0%pNs7y>;eEbFn=XeEklWDz=re?1|iE-#F)Xs2uA7fZp zfO?8>=ENP2kzB``7cV3Nf1JIx>)Fl@#v3o{Y)uT41B4CJcJ6+Ie4%Mt6any0H>fs<*^fV#gY72c&E1jL}iY4_1@7T@G6T5W+ zwyEI8yorIWyYHB%=0;+-K3{Jp+wl~Did*hBIlw5>l*yEONIxzN|fF-u_ z_uLPx@YNnZ4N2Oun&k7Ablr@Gnz6~^(YCWUx8~ouP;(Lfe7t1M$8_H;2qo3+92Y9; z)4?6ouh)Q7ErsRjDdoiSC9)em?B7m|yU{+_$}4ftrv06w%CXg&n+)Ugu&~B$mzTkq zh3|xcm9Y&mNq&iqSiwk&Gog_W@q3)dkT>Z*q_e&W#0E9S)H4_tP*q&8S+w&OJMetO zZvJND#(h1ZlH%f>cOki5u=xjcuavAXR0>QlqBM|`ANOH=ZBw7-FFP=*Hu{z~q||*p zKNQBrfkL#M6HM-06=gTuc^Yh(Hn`Vi3#92>Mf*b5O~~gW<85%=ZNttI)IBYJF98*z4iMn_P1Kn*}=LA{?lJ5nCV>d1&6M{ z?R9~0n}(Giy$)p1gK_EZ$no%2l-UyZl*j`46rm#fP_m-g@{~QbNSXGp@e}FV;Qhv> zu|E3KC6;#Gu9(GGW07i?Bj`fPzj#t!4lWC-U(wfZO!k=Tj>Qy(&uKD|Ak+Af4}$k6rxGgvcbyr?Gh`8QMqc9 z!~6NemZimIwZ>n$xp#q$0G=n*=x29(;Yw*_je3%VXZ0c5gZ67^J>*ec@ct75+duD} z+5ENM1X3ga6!!``cX&(wh6T*VuniQIADdC|eQRGI<0F3KxkF%U_GP9LlNt>*#3o|5SXr*DTy{)lRP(9~c*m&li= z(I5ShSXN1?%&6FJ4I}i&EO;w!YB>>wZ~aU;)<;dV!FXr`jVdTu7HxXj@O+8uoM>`q zLK@O6Ngw+1)5q{SbM1U+&WUJ-t_LR@Tk7^a`#QO^uPB`*jDVSnw_++{z+A1ry7BxFrz!O> zZ%?01(ZKnhw8Mr}v6=wroBl{L<^~CFcJ{US1=o8-uSJueY^I8P3{+viEy}4RXf|9q z6*+o(BP4pb@Lf_Hu)tbVAw>j_8aK+6p(&WC`aEnaiEC$-_xoSs17n$Aa=^dv425;FjkF;BwWGaO?Kq?!vX;1# zeh_pFmL*}xE><1&P0V-lP)U2Elx2Zd{G(*dk_qq-jXguaA&?xUTa4=ZXEMDaS4|g5 z?q-E#P+9=fo)P)-#WLfH{+-fbQW|a4^Cjo0z!Fovb{ZAh-DLYca*DL=!zJ3;vD>Zp zimVH?2lJHfV9Lye*c_9mmf{v0PmnBFlzu{!$ZD?$47vnXwSh;&{cH|B4e@a|RNA&u zv+w>a%pabpU^cJ629ypqzEWyBf;3+(;u2a;Y+=%{!;AO>Pi9w}uWyUHYt^J%Jiq=P zwrO>Q20MD^4pvd-XeAfjf8!0EkRJJ5HsNWSG5zZNggT8h=|%ZBG<>QaIunbu8fk&i z!TvK(ZG+hDD@OE6O)|}i8*;R@^9B*S0WLYfM$QM|*=N;iNWkgZ0$NP9T@MY*j}N{| zGwn%muXn-7Z{nZEM|LyVJ-Qo@?y|A43|?KmIT5ha!=;hrQ4?&KV2G0yjjae~8?-wo zFDrIwE?DzK?b5GnBh#A6cO;IfwqXcF{U_Y@aoM-}bDpK!T*xrs3%OB55yYgpb ziG0xC#dGron(>K#sfl|qGZwDK@WAW)YP)#i$ZqFQ-@QKGJh;+?05smHLAe1qQd=_U z_V_DopohJN|0Oz0h*ZA<#s>1)e>;LX{fPI-Gl-!0Jm3DiyW)>NPggsSEzGa6va)mE z4rjeS^svBww&WcN?Jy!tl;d@4x>d#7>{0<;U2nk@m@P2G*y0IM#oHcXz*&k|Jc=Wq zSO}v!@lx))Q7(e5?uN~OiMy(I6-eCg-$%J>y9qZ6lhexu*Fh`=3rG|9mnQz<@SD|s z{!j1`)LgxK1I$gm&bh%ymzI=h#8VIEf;*V7%-x)f?Iz;`opr{tu>{6eSRd z*#!2R($Q9V%UAoDM-?MZOaZUj+BG&t-qF#}kkL-+xvY)n7DbbFWBt<5CKF=3w``eN z+1NPPpjjrc#lljm-t#NBo6cI0o6K=FC3wM6kXQ%d#Fh|R>3C^RKqQvm4?NXXAC zG)W|EB&Mu0uaop2r0e(GgFIb7!rX*0u&q4JVa!rHeZ>O{!Q@zlFtk2+&}y|#A3Nl! zf+(f85W?$$4cg!=Bem7hvKz=nnOZx*F4R&;{USwp@nUsX0&@tn3?Uh59h?*q1$d!c z1j?xz?9kk_d?B7L(O@sT#Hd4;OBog*ZOwBk=;$b!Y#FPI-`^(yX{+?#v=vz_-jc4D zR?db=E+N;}Y7k%;B<-E>a2Klx+suVHw9fDcg?!cZ_{jiOm5-X}X+8}0pkA@CW5St5 zskwzorp+|Hy}ff%+?6iYX~D*hq+F*fT}E@?``Ej41{$Amp+r#K-RHXf+9ynMG!03R0!B}wgcviLZ)mo2S(D`Pn%7qqVa zzz>x&;K=(WXwzC()+iJH&3Nv>;6?qJ>KL|l`JQm{-Ve{_2X4|yFA3zH86Ki)MG{a( z3bSQu@~@fT6hG$=AU;popcUowG1|xT=SqM~;li$jIn^*nHKQ;ee@xv=z7z~Vv~hR} z#}5T_U0ShV!R6qPuT1*(WM_g`c|O)dQbK4!c{!dMr1+=8$RFS+Q6wC+5xB^AvlJ!S z<#X{&R+EZiWx9yR8dPo6yWNJWvVzWFtDe`5+bfj$HBM|oNNw+njDJ&E+%%lJeFwY{ zP~5dY)J&;C|EwI-G4AOkPGQbfK-b(kn@n6+eXrYz)}_z;ww%kU{C z*Y>0K+*6T$%*d|vJK>K6Io}ev9*9xO-luwoY+i4fTq{!}d@20con&!QFE6e8y%adn zaSOgJvKY9(nNPTT-52k?%9I(y)ss5!p{U!T7jfp!&SZ*Ql>FpqC(;9}3i*QK92eiN z9z43k!GGaY)81MwiJ1i+#KERZQIDx^Skm0KTp4Tc%PbjbtI>v3dDVTz99`CLWmwt` zRPaFp4em(llZV|hx_oNFya?J-LJVN&fe+|O54Yll#Gy*`*FzZyan8>B?Ppx9BOCe)#yH zhP5~_Yp$4PEEy>3mwTpaS`8>ih4ZH)mT6-vJTCokt-V$T!cU5^l5_ay3sD0-)30!i ztI}Km1M?C7*LhY+T~n#NAmc?re7n025!pVnXUO8+dfvjGwkR{m8@YA2wGNky|34wk zcAUk)bn!caIIP615e-0z9pjBpjt-kIey;G@4$X|%sHW$cBZ1q-rE(Mi8KU5VWx_su zh?bMx$y}IWfd(A`NT&w@GLMElru~Pfjx98l_s1W1OJX4;=7%G2^@uUDHcL!t_Kn8&T^5uoZOCt+>-1%WJ7? z-8?UZlkFaY7v!pzEt9___087jI#C7b(d9v+aS>1?Koxdu;E^8+9y(nr9#P&T8OCM+%52;=fH zS^=PX)x~MZk4||oL_?NEKmXQqv>@EKb&JKZzX3T5@>{AwH9doKT57BJH14oX*UFWD zEgzMb^g8O?3T$$~KDP@ID5;GmPcUwfkR=!7&x`gQY+35x`~fF+^rP+8NMbkaC#b3( zD-GtJFSoEqjYGvm^b!2s=b z2y=K=Rk#_gfkfuy7&N+rjON~i;ABg-nOVa$$eBl-1QC1c0IwU$YT0@o66g{&6cPC0 zcpqp{BXYJ_fwlt#$`iV5Y{l!EJIZOYf`)?QAB}bO4D`knjMb7w{adpxc-ze+4L0PF zC&a%!okH+INfYWMyXx0>+aTBC!H)ocM(KFpug5ZeZHs3kQppSaXruJLikdyq^@U*GH;$Vf;iKNZ5Y@Jhl6&JV8eE-Qt#ume;Qb zjqkgS8(@5#yWApnDO5i8R=hNck@~cFq)}=3C6=3sq%b-*h0kgDQqY~!G+X)C4U1`0 zWo(51YA z5CChV)`p*T1UB`ZE&RLcH);_8K=Kd~6Lb7RsNq<|dctY8^L3V~z3Th%@rH4DMuD10 zSKH`4wmHUb0>#M(Rd@@nbl3^TnHgs>-<7(WPrtZAf|aJ`MKrqlBs?l?x_gCW2c5@+ z%vbr|SyQ8Q`$7r}$Eu6OYrJ*@ELX@+y@=hd(H*1K4`}4Qrv5bQ@i?&!R1;R^##{Q# zO?hqKPb&eR&xt#)1?@rao*;iWA>cw?0N6oSMpWLuPce}Cq@08CKBr6)F3Ye}Yg&VEzUHy3!= z$9_-Ksssby<}rz0K5@7dM}S_+i$%SAQGiUC zmx?q4yIYx(S6aJtJ-=x3*jxb9xW7wv1Q$O6_7BU~zHQee`@UegbPq|OHT(8foj~y#^fJ&s^=_yi|im~3& zEg7q({z-=1t%*P4q_aE2k>?&cK|b$)#|a|M1gJQnb)k#OxUaB=c@Ai#2(HEJ98R>%gK!Uy8xR< za-Z0HTNwM-+V&TYZ5|+};f<`}cNSu&FC1RoFh9+3da_gjq(lqD zP3ySz7U4n4%i3&70w{iLfEC;LRx0`-ZsKjQ0v;L?MOmx?yOUnpfD(( z+5Oa)>`zP@MV*FU{BXKoH5@DZ2>`+uwhCTxZ4{VQjW~s;HiE$FCizCMPu<01vS*oL zKruafGM;}uKU{GTA-Kk~8eI(ydK4WcsiWSQQ8*rv# zDu*$E@m>PC&h*nq@3Hk|llcj~INbC|wvbe@+GQeZN_XkqCt2B@NS(YcVAe<7j7%f> z`}5Rk#cYOA`oyn688eSs!LdvsC~ir_QqsIhy^-}pEzi``)_0q|T&_pmHipK{={dd} zkL~rVm?B6Tm4jl5&2uQzc2W8#yr78FN3u0kDDz_Gc2gbx!5*cN0kpAXe6?1>X!u=K zZ2Rc%qVN|*sVw@|1?wgR4tb`PRwEo_uKLWmA%~hTqgy7uyMwR`s3QH9nUP;}DihT- zr>P@9htbo%&XnLLGa3hAL#fqmj5QnzdYJRToYDI!$%4WAI1uu{-dcu8HxLtMD=DZE zGyp2IJC*F0)u7GqzFAgPdon&;nxY!)+?lI1yIgu1Kl^SyiPCFS_0X^8FDcBnE1KH0 zNE?ipgEIeGpH9&3Nd9R13YRDdMKA&BK-*-V#{Xh>%sR@WU-evyGp-z?OXD#%w*duL ztlrNi4}b0EqxX-u-XmQ62%xRit4**1vK$PlUR|BD*qL=#&fFW%c7Anb&o1EHf-7+K z#0N&C9e1D(RE3lXlHi~*8nmZ!Wk2bQ!`ASE?-4(kG5SwsW2nGr@qscC}k9M@95q?1*zKJ(e`eL@Rw`{CeIoMCo-Z^L) z)7-*6^#n}ssKVg*FA`YpF*;M|X=bQlYRx};vNy5!P|X*FF>u!ANG&yD&9BO7d`#Y^ zIZfEl<)8Vw8w(`RpxgoX|4{@iJ(P=C52emke9z$WHmM15OQEu0LI=XU(Ry|r1pa#m z^Wod1$qlJmie{R9uAr_nR2^FnVxC8Xj900yP^q8?(+wx}=-B2k=f77uW{r3bRK?>4 zcOWMsj;;1;{v9YYLCG=#qxarMtlF$$mgb8@6F+K! zlw{w*GC{UDDGM>qM0ks&Hm=BV@B}lKLXCq ztb3^#(fZ=;(6SKKm3(`S;tlmZo~e45F%pPfR0n6`D?JDV;Sw~P6YM`?saE>b(a^9E zCSgn$pa-f*ZCzclgcEhXn^PeVm%2=y1dUrK?*!pBLdt{35wL8F8Bh{RBUsJLN9Z$$ zZHW1mXLj8$a+S82NqfiKjbscukl(8h%$Q2N&%(mV$|@YV9J3oU8I&b%TSt}D`_cOe zzYc(A8T{H;;mpr4*ukHxpoY(We>mG!GqH5ya8Q+39PT_;jen73_vpSMrBba?{|X&s z%9-gRv2u^lAe;S%iK&gALD@7PkT>+XJPElM6jCt2EY#p0P5?uGQxl3Byvkwrr>{>c zc>0pt7^()ft>)^s*Yxn{I&9Nlz2yQfz5et|+Vx%5y*HqS9I)Yip6ba=OJc**W(kh~ zG5}PDhM(5syfZh@CXKLoqw1P8rsB}iixV!U^~vzAb^%WqCfF3gRD6aeor_IPUBDdj z5Skkqb(88zmE3yC;dm!I>*Uvb1wRSovn&G}L~6oob#h|+hkGm8KzXwi<1eE~hu&E0 zwZ&7!0)n~JX!<787XbSR_K*sTReikR@85n<^SX^8laUX(pawq1eW>oW(-Fd=3)$2&Aas^S>i3^?WQ&K)2_!nc%=& z3tzv@f0!^c&K=kVI(1SQ9)Ikd@_%LfIkc%oVy#CCDYzTT_F|g<1t`3%EruD*>;@7L zpUZH!TF~_sF1z00dWr^|S9lzV@$Gzl`=D&D!|mcVuNL)BInBL@d*80Z@Nh%?(u;`B zJz%muP^xdm4bYxu^N`Z`!wly2pz9XX_cxuX3$g9Bu` z{fX8RnTkf?(u&&aiYPjo(OkwR>T`Cta$8bZs9E_ui}rq3yI2Pwe-VV%_jI2I3{Sb( zx_{@#=dURr*%W<`yWy(#qDt1Q#$>$9X(oUr)W}0vZ7SU@{JU@UI=7~Gd5~*&H50=RcM}FX98MQ5 zg|5%qu$` z@VnWPIA?qaKNk)y?zy2DXH=8x(L%eYzO9#;$4Mh2>dS5JQFbuZMKhsfaLj2>_c-&D zMvw6Ayv-;vrt!LyD3SJHx1hbogQ-5tu9xr%?W@aY`p07K(jFLvk76b7) zi2n5KeO>5?6M9&^50UVs`<}(Rw1J}!2?6}DGRIJ~@^ynB!s}7lIt_DSB>h&|$)G++Ms7U3oxLzXTm~PfWM7&`4mv{gx zlqs)c-p@id-s*B-s7sWiD$%>@enQI=SKE08hGY5*pNX&_$paWdMA^M|u6;EqQOZ8D zGT<0hn~YNt{m6CZwlXHqArfv(weYU|cx6{s_aSgjt}m4MI1eoGfE%vF^X`%FdmjoB zUe9$(ktmrdkt5DcPBY9SgM;d|;Nto@X47a6;(`KQfTYIGazwfh2EQd|vwd?~zkyup z*<&`L6xl5n2Tu(hssHw(W@lt{Ke*#COOmS7z57;ECmwrWX})O)qJP#MzMVwu?z zAe--7n@%S`ea=>FeYC9Q?c2GZ9TjwvD~>z0_Xlp!+LYRlu4_buP40V=EI2E=26`<{ zC9^e7q6(kYjxUO8udL3jk0p^=mHicXdXTmL8wU-q;YhUL*&q96=nSq)xTg%u@xK6?~Z70`P^@>`>Rr)oa zkNdJis^f2qE|uLtT%kqCmE5U|X!ujljY&A6^>J`@oHUDQwyiDONPK?xn_=v1aiW6e z!5M#|@{*A*yhFT&Bt*AxG$NUx<&!U(9 z=1D-MN#`c$LXn9^1^+ypbIg7(3fW<@ciU!449j^%fcSOUy&rW~F>3>vJ`Zf=&>t!h z69RGf%}{oehszx&x;Lw+0<4#ztyPZO*^-~e-=$B~W7mTn%)^owwqtJDQr?hR2W1gZ zGU~Cqec#(*A<^^Y;qAVWDoe%34FU423vUx1I?|Yz&c|%`N{)fYzTe5x<2vSK&kCSn zey2aGHbq{`ENQza9Cdr!^Pz8GjvU*u>fa~2(JF?Hn9g%HvEwcN(v-xz*Jau;WQttw zDo8~aO?0<-pyTRA|7u`cD0Qn49k8DjGp?}K& zLM8C~Qc_VgzV_ZQ-?iW7@vNB+yIa%4;prflyg?8mhDDp`6jSso9g#39%H!dTvA~u&KTTZK3ZcqA|-);=g3C{(P+8bB+9KV0k zt9s|Vzh02&viQO8cM=)|B?HLEv(VGmQ#?0{Cw#d^8GFr^hSc><9shHW2X;^C7QY^i zIt2#w;wcxOqUmmUMW{%Ni{A}MA5RdhnvF-fg)YtUKuPO~VDsLyT)i(!)!fZ;Rj4kfVVv<#e*>QpbW1O1#EI_=^ zlp<2Oe#N+C+Bpi)pv}#(Oyg~d#|*#q_9v&Z`OLAseYe>?Z5Hd;Di_Gb?h+mJoQa=L z^TGh~wBnRuFN%G}#y6DqVQKiStEBddW9zH24`h!g9{4_do!cp=x+&Z4i|!a1)d%{s zsqv>c=%xeJElaiHq?7SN{FAeMN*Iw-({B5m8l0VLJ!Rf!$nhs8`Oqxz>Sc)k_Ms2fn=al1AEAFdpK z!}ZOkj4tcvtM$!s+G`R-5*efVjU17>OjEFbUWfJ6&t>)69EeBEVZQ(VJ2RoC0cv8f6HgtbOfhrhK0pP`o!3sS%(Jc&D9DGwDznjB)^P22d zYQb`-_OZT8`{j&X-Dt2lBjmk}>ryfNrF5M$tm5H$>Eq+sYrh--1z;XMt-K)TK z_19I^t}1;OsK$Q3+ZfdcPp1jEUEPm7uBj#zV*d6ix`^(EXaPZc9FTrg0@oMvIX;IoVMdk8 z_4fLi0r@UArRi{;Og&#+c#g26^ljb3(0l7WzFlB{s%j_XNcJT+WD=toHe^EPN{(=b z8&{Q70tJK7ggFVC<*sv*x`m?ELd-vE*=C7e=ds@G=}0McTOS6#(t8t6!e`uky$HFH zUK##P`%E@^#8-3+=T|q)fE&T?mfzJ~KUtZ02G@}SoUQEnkj8^=O|?-^gGi>P;PW9t zcd8JlO4|9om99w3x!W`4<9?yCfbfslhgIe^LBdKDb{{|t#Opc1G*Yv4P!x32hW2(q z^{%e5gZU|YA}J2|H5)18(in41 z+r(AnvF?6dJI;xKi3*#uuIHs*AmLcOs1>hVUK;pneKZpB@pIV5Pfc4JT`cj(-T0g- zyr6&9<;K*}bYC0S=9YduT${l2@!AMnhe9*{N@xThY`sYQpqCEFJ9=seelrC5{7l+I z!$E<6>tyx#F{^vcd`!B3WN+j6(!A=6T-KYRQubAda(LH7qiuS6_Fdqq@9K8mj;wwC z_g0v&e_Iu_8~Q|qZHOT;h@Eoshxq*;jRZDsM7o8Lf%e}XL%VR8-^hNHM>GHA`L&@J3jK3sEML2=yW84N0YJ3OhAd#>m6ZFTL*NjP8n!pI)YE?>)C z!C9yEq8A%p@}~-V^=5pYX;>8enfJQ&)Bze_rX=rJlibeLFJX;8Z@Ryi(=^I$Tcq{fXf&)W;JlQ!?^mDdkoK;uPUo-5&m_VJ-!uER}OH5k`+HrTWTP(9Zci?YHWI`Lv5785E}b$joT1Gi~s2 z1!I0wNxj_i5aVTGvK}Gv_61Gcl7GE$EcQruovlO^3Pc{qSF-PcYgsSWHFfYLUWEh} zp{~=B29eDH$;4%mOUTJPIArA%(T-I&Y?UcV0PMov4ZG-El?7p16qCv zS_}XSh~URVjSCQ}_?>RCEnH>@0!`+&Bj8hR%uODN2@m#hzD81k-TEBnu=&6iW$#TB zunX)5DnBA%^MO_aQyoRXRmimXJ6dC`^Gaid$NF~yaCdC5F>Ldju;V7J*A(vUoDf@9 zH8H|*+n>V;mXc@$D=Ksu4%cxXR0lg3dQSQGC zXY1y+{VdyL-2qV;%Os5#S9BKZO$a}AUkwm|p9M)xb2YoVC--0J9ew~>4PKVS6VV@6 zGXy>1;OjL2x zl~oej%HmYJXXgf;m(7KT@ok`lv*Et$d-T4Y-3B=f0C_2-QQLCNhq<(qhP{mb79q99 zU0vyvs;g(xnqm%YYQQ)~WnSeq$T@IeJ(gW+1=6^uwNC(PAgJ~Ks^A)lM@ zbJa_JS*X8F2Z2LfUG&?x4B=;MP4yXPBE|RAC)UIj_U(Zyt7P;h_-^nOcu+_I*_ge) z50a5@=!m*#b5tL|M7*Aj96@Z`)*hm=VEz>k>B$P#-_+!*BnUn$>AEO+wGj9_VW{Ue*l4Y{_qi?8t@NiXrO z)z^Wu{Z4YZ8J?e49l6GKWy4B z>5Dk{n6RbI**s1Q`PJ^=p1zxXz{Idc!^1L3Iu*e>{^-+rNVtkLSJLM{jc2r}Xi^fO z{k$p6(IhmfH`)wH!c`!TKHc4!Jrwrn*x#Dcpjfj!ym$?C_=Sldt`3@tY1I)CB|<*C zDJ{#*VXJ$}{%q!J#BE>1yHx5kv-qK=YJ;NH-Tj~UP^kbY;d_lnp~4+Qj=TpvgI{=J9r=IW>yk~UaWCZ0W{CB?H2b8S450$epncH)Uz2<$SqFeYm-Iyn4uL~ z9N)iOBl-U_ss66Y9Rm|iZFD&LL^{%4FWe3Ch4yD|Q7-}zvv~0?{j)3|*EoHanQv7Z zsWwsdzZAr~=G2E;{vMn|7#sCM5U-gD!fiqdyN=^jo%oaDI8~k`PLK!8|8T0fP0m4@ znKCJeSr9o`NeyZC?>%^cR<%Y5=u`jtZsn1ow_210^wxLqT~)KD*qzYRSzK>aCoIr)h0@m)2&!D>KaY1cKBV6gc4;%#<>iMzEL zmqWz}pb%7huO^h7jNsaMJlbh|)o8dM{Tg0%eeq(M?59Hjhp_!{!h>g|pob)p>14A% zTJm5`+ds1?BD!ItjvCkEHKhNRc%OTL4#!L~F5wWdZ=3L_w>=oBEd=bQ5FCL)#ZIV= zkQfl|0ij72ZT2bY#J!_ljCeiAKr*7gqp# z%Edxz${(djhm2rv&{x9?hi>o8g?|Ty2W_n($~q_iwM{zzhtzh^)?dFmJh@=ITYzNa z-Sw_w=SiE?k8nUv(2RJeP6NN1Z+<+g?5t{3fu)i8qU5ZoS0hI*;XeBZFne|a<3TwK zg}Bbk4>~l|optyO{`6^KC@U%8g*=U=@E;$)rp+g}(WRT`IR616G(aXefAh9p)9s(5 zyXaoMCQ;B11GsvQi7Lu3tz{fw3iE1#>#l4lVxh|S{Otn)%tfwhZKM3^G0UhUuDI32 zGv<4^%0=z7BfLG~iL{>GzS;Ye$|ZV^oK4#Fz{c0tupDE^eWSWRN#W-in$yH(=0GmF;@$`+Ls6KC*=f9 zKkHkab0N8tm~@0tp?;0aM6ub?3bD}2vr7I?(Y~@tL7-&1va;%E^k{N?1Z~VXCklEY zZ>ds(12h5~-EjU?H&dnH)cSAz2cl^pd=P~$q89~{l}>)ys_)lmnqM+0BD01Y6I zLu~5`Nqf^4E86$Qy5pPIQGlveIEAYjqseSs4&>|GX z3@tf+$&x(^x@FAk#X&a_+O^Tc0+hZTD?;@UX1T~12@Yj5yB{4bKbXxClKDhS5+s3F zQY4-zn|v5Y7hOkn!tOPXP zY^No0HCG^ib}#rBaZ9(!mX`yu{p)KZY`4BE%lZ5cKV~u$~V}pzH>4WB-A|O z4;;yJt;n@APgKIDdw>laNcYC{>L1na zfJRl!1EZhQ*nBw^)Y2ikomjUyUX3PZK5SslVqT5{FmWW>xHk)2#wUs-|8s(T{-AW z)oNmRgIrvzxsMqOCz=dD$576I=IXS!PluVJfJ&!2d~7ZH^VhBUi?!uI3W-HAFM*UyV6wAIFBqc)<_kj&6{KP{7vG;fo9 zxIkQ)yhlj+sQT^J7c}S;q)z)a+?##I#6j}=A(z#JCOSg!Adk4M!Eqsz!mc&zkjBrF zjf;zo4a0NW;ql`+)MdG?%^Ajs!03?hDQ&1il6+68>A@rMl1`h0gL>D-a<8(XEJn01 z6)K0tcXh5(f<@)WBTzv`htG_KiyKeaybX)c*1P`CB0R8!@lBJH>m~A;RXUSce%_c6 zd&Z+E2|B_Iqs8qC7W_b`7-)cv)pzr2quGN6WxQ^4(2d2>Xu=(WAbLeEIB$j1$tM@T zq?uI)j*J+FPfl@r$?ZfH+dI6&(FdD~i3P*yB%tO$eUWNvYWPZVcpm)RE$n5| zoK#?%vZiwNCwf#*TkKXt1XUcVk41e~Sbf97A{_Pi3-JG{fzSfMrN_U% zse04CmAG{)_~7uUg8-9hbTMtrRV?3Nc6ha$eChqsu=tTYMQK7d z5qv(mTV!<_G?`00_WKH~`bLU}%Gb~L5dqdy-LcNKef{446 zqk0Elf4?hhMgVu@q?u2`AVX?NY!14k&K4>ZRIfitslxr|dkCHZLN$)aLMJ$whcxf! zDn{E=yI}YIs=A)PegSj7jNeR2@e~fs1hA`x!74FjhIDD0pB&*5%y1W&f-E}G7P>VJ zT9YG)sjn+`D&d-D;T0v~3f73t7yN60JqnmpdS;G5C5V!z{i#6L$(ez8^jL$7^E^88 zJTW=4QYW>Q57;;d>q`i$Cx!jAeTZ<-{0{o6gI>OkrhqT)-*i|7{{{d8CdAa2J)BqE z3OJBDQ=3rj4Lw9#49nDID=E}PdrFgqqSwI)+uv844e`_j^e4C*7=axE1+!!{)suT3jIsw*i36IF7|SDw|MX*VDMqh#snkd0epeU zK}$=^L`Ns1NqJL3(=7jTE0tcfziFLA`%gB|QC~=VTm+nsL*g38mdWs{Hcn94K7fAc z!3TQAVq=+^S&M*|4On3BGlK&8^EUOnySlbUWzqOh6<8Zp6rH}Qz2(%GcfkZk7@FRs z8kHfJG}o7z-^ITUxlMTA|2<5quifr{MHuEaSd~P^gdcl|sx}HI zqJBcOWY!|LeiN!c=F1|7*u(ivC>1MM^t$yTy+-#g(Y>hR_3fg)!OGB00#1`(#la&L zX!)SY>rEUN|H}?aZRe@KAmz)SI$851%!c242znBfq2Wt2loixVHO8142Sb7?*$7({ z=o!M9BV1HW1&DBMfby~P^n+YjfCFo-|IoyqKo_gEt!?22Ztw6dW(b5E4F4SQD``Ec z_MNsZp&*^nft+GBLaSqgXMjUrzx1X&{Km`wMcZ3PMfvV;qnL<_D2Q|@B^}bOf=Ej@ zNJ%r&&4{9)fJhAuDll|+OUKYdcXu;G!<-xax_^7WXP>jqS?hi04_VI4^E`K6_b0CF zGgtq7?P(LhH*v$68A}WAa`%V4&oqZ)A-U3u1{lM3vD-_u{()Z-gpU${0NJ*~VaGyE zT=k;Fh2X}+o5p{4!Ch5Vh^_Wxsn64ljEp4_k%=vr11%-xyGJAVw;oI3e3E@vcmH-I zE53)j&n?L$`I?N+Ltg+H;CCyZHgWzjmTd>qK*f60lyYYT^7B7B#e{4 zDNd6wROKQ8Jfq+4Q|~uW{05B>i!-^8{V%oQUkB{@YH#^5#R#-f`U93Zxd)y=mGi${ zXvCJ8z>qI8_4MLHEw=#*1?#H>C4XI{-~1A2!f$?w+{opB3Pwl+=C# zJo;v>mf$-ZeIZngSloetB@vDr5nVnYrd|3!Y?FVr;~ya+R~$x=aWdwv)#qi~^0N4m zdMGzm@%-DEKlOUPQPR`203Y02tUL(CQG^eg2lfQ;ReN2p9EG|lW{SPO@-Hdkr?-E7 z(Vz{`rd%rpqD_~+`&jR3SNpzAP4>lDX#WiYbm6%{c}-Nk4<#37k^&e0oq2K`_V-IM zzcdq6)$2hRDo3WP zMrLxxC058T)u`?&PC+0sHDi>QG$rmk0r`=E}D+`ArG zf`4fdorllQePwg{=)p2Ix(pU2t54tvRie-v#9cPNKCZv-c2350Gbtnr39SKTBRbdt zWSy{R=r6*1x`4D}JG^LWsqX%%QU-hD%HI$EktBv_18g>@x@hRdu3lskngT0P30ZBg z;oNy}8S9sSn?KG)m{Ct5)gq$S0Io5xoym)Z6&Mv5brHq;txP1Qy-+5GabDboxmE0Yow~hrB9mx(f$j$i@x3Zestrs>V3hml)(;?2kYIvuzLg`2yISpDa3>= zI(Y>=P`dIG=;)G`&62@2(LzxB>xJAXF8B_A;;Om@%{NlYi(Yg69*w0DAt%AqXVhk( zhS2X@nM(u3q7(}j>mOIL_P|qz6u99ppN)HIY2$?5i#!ekTU8ew?e}>JxarW^=JH#0s#!5W3_IDypD+@)+k0_4_&CBo! z*0Z%oE1ext7=>}dsm}opfZ+%3MQ@GxT5t{HOd&Ay<8crF{mQB-^2k`Ti6zqw9U)tc zetiTHU-|8q2XDZQe=Y6|Po9>p9bIdp)#p|(u<6!*#WGf&`q^gg_ptohAG99|iET?mN(3{aU1IN$ zULmemvcDM*Bm;e__0+$oTRw)?X9%PA(_0>5nCNV#9QhUHFJb&G>UHh5aO(IcgL`6g z=qKez`g1!&kucrK%=AF3Cb8d7ED9P!C@e-W_#E<&6;-~hGWV@;d@Jm!p?o?LmcX!A zO;!@g6XLXl0itCr`B4}!XXO5tx-~oL>F2WJ!Y`r0?_lb*>Z%tz5<7 ze&L)Oc~thCPO^CI`$-|D0^`x@HSfEGB7sE5DqnhM*(hMcD80X*O(7yE#J;w&KGM`y zem_PQ=)-s-OGUKPHfzyxOh1SSHx5=6Wr=dxBAR3SKnCsGqGw0mpsnR=U`i$Q2_%l6(4# z-lWR4$#t59?t`+@4aO&G8F&-Xv=K}x5)L?6+>!YfY%7z2H>c)Zy+xKfqC>yzu8cLf z?QQ!yEC*s^%?Ku}9W5~p4NefUx*5Gci%w*4vVJ}w11|NKbdWxH6Tata?eO41CjGc! zX%GdBV+Ae|^A;-&H(iopGW;=5#@u=yc@tZ1KhTLZ^??YlIp}zPI9e;++psU{2hNZI zgIK9;zH^m0&0Jobd;`#S#A4Zk7!SM*qS?UXAsc7l=zBPt@few1Iu>H$Z&vEdq& zxg=SZ{fjKbFjWqVdN$d)I?F81bmG?EhkbE2)3BC4bLRm1VTl0IllS@u@BcpIC&YoN zd49RiN1Yt&r(~`%x`K#166{9VXOR2xqAGT7t^uloR+q$!mYuTx{W7j>ggCiW&LwI~ zlwe8VruIJ<{YM$ee^BwiT7(i>wO82*b>bA&T?aiA-E_7E#&IB8=$l{`5LoS&hN*fWmHCk>wJy1`pWh zjm&q}r^L)7?E&OOhJpry&M1F0S?R&LQ@%T`0Np}PC4(xOv7A9sMpLc!E2V?1d!{;% zb{FXFt9;KrIGWEBD)%^7yYfx(f)F?wf3j_imebG}*Gv|@B(V2h$_YzVxHUHcmrF?A zoZ{d2Yv$n?8NoJ)LhCj;z(vPF={*@rpMnDQn$l$(wAD96;&2+)_lNCm0^Xo!XsN~8 z^44$$_S#vdBe$vU)UKmF7B9?vB;I5x>cf|pj04`^-aK=Lpn6WWX^`k&YJ$c|u?7r0LAvu8=@lv65-xjTLeAg3D(M@bD70e-Wc$~>DCVDoqJ^8AZ%M7T6 zo8x~XQ_(F93RQ`r5OG?4O8&fDy|I0s3B4N)y);rNdAiog+hl~VBFqego_L!SDr}U^ z;-GsM<=4;#2A(TH8TBTyyi0PJYzRbRVG>M7tG8@Wb9hFOEm#-)=Kh{(8`gMBme}Fv z^K}yw*L-s`OTWZl*@I|3cr_Y71R8 zyNS@rQn%slwZjTv3$9Lfv6rqz#=K18I#_VC_jui2L>z~Fex@m9MdFmE?p$RQ~tTr8TeElLM+> z8n-2ICSsMYob0QS>KfL?2DDaS^_agL2N^wP2bGnwHG)ri4VtN*7pr=yoD9ioql;sb_*tVqSCum zIT3z+RaaZPqJsV2PDE`rar=2&&yS&I(H&A-iUVUOF;_gZW8Nzl=lUzNf?(GKuZ_U* zJ5=abq-oFL+=o3M4n%gwq@E>SSE^n0)3%Zj zwL-vf!Qk`fK@)qQTcDzJj?tB#K=Rj|d_%3;5}nb(s>5qLQdLJ>z617@uD$fsy`f-k z`Jh6pr8{2V7?Qr5%q$Q@vUnf-I*_vVu+O=2br3 zu71<#AJX>|`^X;mc+hB+IIy6-L$}22fK5$($z_u?**6GRd=gn^tqC)znYwHC;YNrj zJ4U|*^=kjpS-Z(xCI&1^ONTSCblt@;nb^0vylU(C(4^UwHPU1T6~eo#%~^UHXCSGw)+w0(z8K^LiIaGSXgUKr<|vrG<6EroXX6Jqow3( zuo$_GudYyw#I20ozU!{EB^SdX+WKLQ&-UQs|?n)~6jBf3jOe`cdEFw(2zJ z`lL&LcoM2SyguQXH0ciJQD*X;daemD{%$j)Ia?bdaArgCiU*PPngsi}H&U2T@jtK1SjAhSaDp^?|C zP2SX0tG?i-af@zlZR6udZuS!PxeM*9RH%7^;I#Mh($WJO>LuLB+XDep9#V;>O1!Ef zjf3VBQ#z=U<4n&L{CCXfE2jpJe-LrL4zw#a^ccbW)Ck2??tI3PFlZdzN{BYSMa-;J z%++i-b$*tcBX-FZY;)Dv0ym^P0{*3@6P#IjZ|8=oR&f*32}cS{Kb+5R!(SD|eH^~; zQv#W)FyFDS*790_uwPG<(buj4TEsKcO)FT7-IXULGEw-SSQ!%Z!q7@;bF_%i+oaqQ z6t8Xs2KXd$&5m9QfSIf!iDhnt$5~&Uqi%Uxb99`?xFwn7>*e<(L-QKu9?H0QswhLI z3jThh=SPyYy>f{q>5JG}hnV!c56+%E7Zd)Gdd5-0X4<`}2WLMsJCL{V#4G}f?xmiF z7-uu#>bIhVKGLtmoLt+71sm&z26Hw2-9vhOyKtT60h{B26DIZ!&DSLEzgNnoTcPc! zJVQ%K(UW;&C+PG@KOZ=zUroBT_xq(dp%xn2qZ|2M#|tE5isX(3)Np)nO&$GunOEt& z$w8;zCU6n)j*o;1KXGk+ixkjAe`>~dTJ6``4fU2$pPX^&?zkD)-ds;y{T+|0i}xBx z%?_sZFb8D7bVV1^Q_Y zT;0a=a@EGEJFi(L+=dhfa%$5FdxN7gp1gjjKqh22d$zkbP+OZU_PBGvSNec#lCw1`k=LJzabFN2N5Ej+i_LGAZq+)epRj?gxz4}pO`j*B< zvSaa*!gFr0@0HDgxwAM=j#O-wwG%mQbu6}`OQHQpBTFaA(Dburq}WP5vnLa;pRrph zfON7Vme{M;!zBnnct<8A%P+Crmgm{vKLu5tz zuG;4zb5pA00b`d5k*7c5zB#~3BePQ=)jLxQ4MPVQ)0Mt-$b|Z)<2kz#C+tUgV;z1K z+RSlQGTlK5Gp0-1t4<@;bG3g^-Qb{j1B>W8X?gR8?a8L~c%A}uR7J77U!`e zVahJ|n(gd-Bl@kwLcibbIO6zKXmbA~Fqfm5`Cc~k4@^Z!hfsXTPm%(&o)tzH-lT$f zvK3SteO_TCDQWz4>J9aEeq_M)!PfNiXS~^ddxES)Z3L>eA+H~_kCh0dW;eb$3(4mT zdSWUt_x=&`Rv{im540K>9&(ChhqI!`xgH1WcRH9}Pz`;FKMz+u8vj^7r6Q3eb z>e>Bg7uLRJKQN}VTV*jFugu;>jE6B?F)$@f6577;KHQDCK}z~lKc3v_3MOGFa^$ZSO99crKi1z&ck|SL5ZekQCIL@j=+FBd9dZb|b^Du9GDgB>u_Q`6<#N2OO(fT18N~&o~KtF*w4~3q4 zH;1`LSXFp4z?y?=TZWCbYHfphm0t4PTy@QjndW{8xsEeH&q23O5&#yh#lr)*R;=py6%(*g%F`$R~5>eZVwk)ebFpo)~=iJU87E@?wI|oqa7SJ^f+UyX)Byyd?)Q z#ROM}C;05EGGKc#P(grWQ#1a|%^PTd&$my>&+eVohiP)XIN{q|lUf=$1I|jCrL#L$ zNK>>vx3J5&UFoWXrDa=vLSqxLz9!@2Ry@zH`oL=wl?JZ^*R0|iGfS8YuG*gsUAl6; zrQkcN4n|uaMCKy(I9EnimT$u*N@0H!ICq%y>SpPo9z4z{8P`q3-Z5&0=y)%a$q)g_ zc%dJKjuZWbF7it?0QMvyg9Y<}ChtaPAf-cq-KhHH(=U>GWtn(}gy~M$Mp-ICEr%hu zdjkdGc$<&aaxD1Ms4WT;STMt}%_J=gYItVVkiEm5gKfeq`E}9y5&`LJTNT=htVz1w zO=_z>=|vxPN~~3(H$Cu)Ec{THI4%y^zORfc@-ZCVjm1|0cveasI0HBG4R_{o=A`Rc zF1+;2e8K)qqpc(V^d@T15wVC{Py~-ncA+sMsU_`RpTbz4$%Et}clCxW``OCZu@)JD z)@(IdDK%qX&pouE3Qi`Z^U!K~m)KAdCbLO4BpU6kD|$F&giMWUcE0l=!NRQ5duPy2 zY)~kL-3zMpZD`V~Tf#{UApgy7_y_ixY@t^g?NXV?*OJtJY{pNOXI4OTk^OlvXd{~N zxe{@8%(cYe*J}$2M*^B(9&Z5Gsn~NajsA`XvUdmh9FWRz2xO>L%OYU^PSzCfgn5n+%A4KuyDVfh0_H<gGF}1}3H%EhjurZ3Wdiy6`wA#n#M+Nh_NT}5&iKyEu_Yu>FDw%VpZcY*J zhJzN(>;3E{P+O+Vj5`FxO{OtcGNP>ouBL5PVz-)rFRb0Qlm#={{x-8(_v@i}$~X$S z^7Pol5A^4@@NQUg*Tx8y`2CHMY6P*jKx6FrC?dB^2BH-R;u&V0hrqi#<`HV9?p8eA zzo#-4O=RFslXoD`5`A2k{w92e?44$TN4368-F%7EE#}pBKav;4&lI}syhO*S&D32s z#`A5))XR}MUMHY#3k^?A(TfqkJE}#O%&^4=gNHJ(^lTRQ9G(gMx;I;~W?(fP zIcYwAqT2*N8GIsl<%PrN7tg3%%i#)(ZgRmd+i~YYA4ns7TFgEao#3YqC=2Ut&y5e$5hMV!A6GvvsZVu*oDBtExO<&Ea-OeK+s!w}*4)$>)^xy1Y@TaITzg=y39#`2|UoQ?8M`z^NNduiX#;`^CL8R$8 zuR;9wZE|kfx8BoQg$A@cm&H5!?c1+o$=^)k`8ne|S+dx30ya5@>!A1;3B{3b{3zlc z!}WHt9oLDAju6CdGcHbdVi6C$Dvv289#zP8h_}zOo8i8$*G;xAkm3ZI9G})3UTON& z88<-Y7Yp~=#Q$qm;%42r!ddTpgscyiczAeu_L_drKVfyH@K6(tgT0#;O_!*(cZ&tp zb3LAdIQ{o>TGR_AKVHJ7T{I`&waZva_RIcb1)JAElHuKAXb+hrQG!OV#q^$t?aixL zKTXy)zX+B{nF(6={&QbWJB#iwtSd-8)AA$7k<0H|5v;j4sDmz?|03z5a9}7N#x-~x~rWrp|krd?%(?R&<1z~HN5 zs7!?NPmoWDK@4;Md#d}mr}c3(K-8ASh98sIx?Ypq+66rLTp0Km01-OZC`6h1f~1M~nAC7Gv8^ z|6`Dy>E-A=m)cH(CrlH!?6ySb zolj0U_Sa{@&cGr~6EP^~^HN$wkLv3w?`|uGKE4a=eh}e5&f-4tZz+3ny8BYWz&5Tw z;ybh5fl0zqfj{MvgAAxC@rqS*k&EqctYWO%O=={9sL&4t+%EOY(y?vT%SGCW8JAnV z-YR>8Q(XN(;!#oZc=x%Eo$^qhngoBBQ6fw$Z z@tKQ+H98=9JjF^@p5(BCc@7yfG_8rw`LJ24QE~3kqnGqUy<4OuB&PA69hP`Q;qhEw zZg8{^msj2-52~O{VPm=RDmVV=lPf`u^@KS_8YzVZbZn3p@XQww`x&<`b=GyBcwJv) z6?pth()LmfZSHW}(v1i@I=QtA7DPYIh?H=q7$dHy@EUU0F8kTM@42(p)5s> z!mDF5#-L`?It3_^9GZe*6j6IU;kqF_tzTIj_~Yh)`;X2q~UYE0cBNVbFV%JVKX5i9|(&2Z$$dJ8;~tRF)v6E9{Ck;X!+lsI_y9^CruQfLGt7& z>K6KvVmE;dyrP1P`{KZ?F+=vjolWwHw@*`dYmiNBkS@lpHsP%{&*1U42->(MfsiGS zc}Ke_x5HTSZa#qrP#OPH5~ACsf@B}OA_)-ji~A4KFPL#Xd6YjtQ~zXU-cTcbqZOw+gx~@6OK@R2 zv94$+jGauVFLum|+lmwGyOMTZhg#B#KNqYrr-t?`O@=vnji7eE(2(PPz>RA0=ce<+ zq;&IZIe~b&&S4tziQiCuZcRe_8WoQY-tWbA^?bd@E1Q=%rf&NH%EVYqvN9Csw^w~F zwV|yc#k6kst@|wlO3@a+C|K^CBN>zuCZ!D@-B|C&5;rad00G4tuogW=Hch%AWHwI> zAEo%cm=+t=1wRhJ6QOcJ5BSmE>KM^);?J1Gj%ti;Apgjf9(^{GNPFgHxC3WrT5S*L z3KrKJVVNAv4@xp73lJ-pv0>Ol2)!iZJZxm#`s_Ise_GG6x1ArBV9a1sdD-fDYHqD# zX8RM?l+tgi>(qEx#FKWKL|wLS#kGB|`J!jrc206N*|>xlvjxkhAlk@!cW1`XZ`O@0el^Ra8)4G*1d&@wK#zV$Z2s6j7 zG8_A1oep&wx34fa0f&nZa@UK^QPkZBks7S;cTSg~_`0T(czof? z_sz$1Y6bO6_UVh;<5sSbMnuK0*eKK1EE2|vux8@;xl#-(moWX97}(e zyAUp09_lv{a>~-yz^ZaaV?pxV@<=M$Hf*snY;ydbVhaV9|2MAEE&M4~1K0*;)PZY? zV5FVgpEDKe{l#`k@EFRlxjJblzlSCGgNPdSh$-0~oQ8?7+n^(F6%yJTYLwuJN7c6? z2FD})kU_-jWNL`s<8_oQ0358I@OVE zqp})}^pi!@AMxW1*ObT9lq?4i)$@yu*Y^r$_kA`he@+Ql1mHLopWl0{?NB*h5x=Y zFtY&v>8>5C@`n9dU!5U|ff{sWyj_JY!Z*V2R=4W{%&QSxM;p;yG+*mFyjlBYn6JHP zTv{$~51fG)1UBmWnAG6~=NgcPShq}`l5rb$Y0;UzX~xokG^?^dSxu9qR8T;*yvAIW ztqCbQbsHvDW=MrO_657g7JW`$Q3tJnS*yiHi{tB0M zn?xEe7`ip&2Df!S!s81lEtYmk<~vBF+Xr1(G4i`Qr~0o4vvJl*ay=Ww&=B^@3h=7FA2_uk^lmgFC*SVYTr3anSo$u^zK`tMaAeFVpqTLTS) zu#|%4(u_JQdGlRl_9?@cZs|STbh>{q@i!SUg#KxfmzC7X;NXs0U+(-2ImTjU+;htg za~Fvps7UA=?H8PYA{Vi!CSK{Juv|1eldwamR>n*G^OIKoOEbVY-_X`NP4Cc4@atUi z+pBW>s1NBR0H>yLd4h4ddQb`y=IvZRgL<&fdtQUAQ5~-j8H@wF{bC)y^XGf5pflzu zHRcG8oQab0%aE^_c0(xBelXVtmF=EgkSCDwFni9hq)c9{t&=hT0Ef)X%R^vg~F-~yBOWd$Ba11OSlojaf^rs zg^MY@U?4mKH>(cM-py-)Ep<1XGx{@c5-<5p0FVpr#MlQ2uYVJcTa~R{8SQAuKCRQV z=ek(O7u2MXu7*3YTXNR7z;`%z^Pv7KVMh^g>aGak^_(5EHnL*{o+X{CKHGzMDqi`g z*7GxtZ4CA*hlpgJt34RN>3l#R5tpMM; z7iYK)Xl)m$^bz2kyC((kIeZLD-C@iW@Js&;@f+BH^l1xzmO@06xXYR0HD&vtgs* zfGho0RQ7Vo_#ICGS~@Q&c|S#ol6}yL$883P1({M#e z1x6fZyd@&{1?O#@0O4`rri96HuxTvX>2R7mTO0nlj34Kx{o45CBRrx6#>BV7#72TG zLt3L^?I=b_K7y>-O!^m0Xa8P+a9oUPf;aPmVR@JW7$jhuV~O8?c{gIrZG&ZZd&LNn z12M5MP_&@Ae!})}{{Ya`@D(Uw?^yZ3k_a`QH#DH#Uor%ryGd-)(hna2iNeJKxoe0o zu`rk(KhD!_Mf*d8N_x!~>TmJ61wWLI$!|w%m#N&#Np&+uDq6u(-2zUBF_HZ`c)k)j zujncNPxCpXW8+8L0k#lT0z|3-8=XaO(rVNt=MWYBb~o?pI&crvB`HOPX5NxvAPJq%gj~vQGR!(Y|x5Pu+Lm zbS|{Ssq_~(|GV`Tod6}e?LeWgS;ZV>9fbt;Gj+KVldE%{kn@$dyKg@uPSC)OV1Ho+ zy{#U3x0HAHt;5t?gMT$X?`m6v4LQY_=4pCShx4P?w5-O~*;VybQ^_6qt^-5&D3&U@V?>CF^-js^n=qOxh6s~jH zwo$V1;E;_NOfpUbB_>?925b@P4q;DJ^3t;O7+Yo&2R*s1S4pg+73MM0MqBX0z@|0& z!y}h~AuX)J-ax_@i&`6i5mM;JKO|OARN;`(v$oTJSlB*Z@*C|2141UNj7(N`+hC`K zY$-epfBQ4*Hf*?;7z#F5s4Lw8DFI6~TsJgsJ;#mGxza`;b$-DXtU}mocLOW4eEB@0 zA>G;U1N-k9Uszc8=#-FRYq^q?`|e&#egomM0B2yr>vtINPNrIHNDw;eT@4E=Y{ia6 z*0wI8e!r`qV%^npu9Ocob0>7;&)v4B6jkHQfQb=$wAX|7$2J16vPEbnz*cMR%XW_p z%V~mz;(=iS4wh-E5BIU|)(OWAjwcL`3)&?xZO7jQlSeMLP#da}WETf20E^wX1$wseV> z{rsiew$s}3Xm2k@$WFtPA;&_0{q=!+we?N$B)hSskInJ(5+_qsia*4$zOOuH+HaaB zH=wcz7Q20NqHy9D3m|IdOr&joCBlr-){B>z&uZGu^XV$eQB0{Vh6OH@h&Q z9q@~57Z%0~g=e|<$fyG_8 zq!d;O%d*R_`))@jLOWBkMnEoaA^P?=6_wjwx^o?1m;7c-B`>V3YJpR8jfd3*K+i`r zV5|MczW!M`3z?rH6MV=}2rVlO9vF`JN3d8H!}v)2&qVUR`SDZd)mML$c}Z*E;Osk$ zwRg@cf`|fv8zsiKVS)3|7tC$dZ$~#Zz>5KfM-@@I`AZYTVZ@Tv5xc}Jz<@Lo6ySW| z=87aTb)OA#7|p3<@_sc{wl^xUdW2(1U1k)yMcofAfn|^DX0W}A%&zueXiK2X+gpJTe>x5VeR(B*@|3%gY^d zl=YDD-Oc+)AP~_V^IIQqr{og%v~8LlZ#^0HbJ20mawU5nz;r+#G>wl*5Kk2AM(w3RJSj-!^=j0f|pdri8|T=GD_XcSh<#3`}(DpvB;ie8YcnrX-u(MrXwRIxy~R zRGzRN!729f*y5RM7d;dReZ%}N5ZqpPYW}y0+3q1j#_77`^Tna{%5k1YV6$AwTSE5( z3R|YIS9=CP!T7FXlFn(gOWGwa%yx&NbbjXY6wb`9aMq_NU;-1mi|`~WYV2r1 zaZ*_Bl_1T?JA^u}t{UVQhdI`}m-d1-Hht?heJllOW5x((eh=-k-Edjp3nsi3W&7F@ z@PZW>Nv84(670XH0+$<4$hxL3PDguQHMqq&qbF0bJb5=yc+*+MRh;12?@ez!_YGK; z10xnf-KPw>LqnM=^5x-SOIj5r;rLg;ZX%8PX~g~!paXT~1Rnv!J>bh;1Bj>C8H+oE z$^K&!fj_?&_#cY_{O>n*{qc9O-sO#KgkS2p!D)IAd=gUx2Gvd>*6vErAqczE@7<2L zKLFyW-REoPTMrLF_kj~-Y75FDWjquL`9H0!Ff+#iDFAV~SOh(>`^Z>YbL7cH?Ky%3 zC>H!#F5>bNZtrY!f0OhP%d>J2jHM{$xofo^K^VYm|w53_m6|6M% ze1u2FuUN0fy(7wl5)o6l4El#qSh8|TILLOqTjb*Hqyq%x84%LTU5XP>QC1T5^5BP1 zCcM294+>1{wm67jbQeY|Du2=`%H@ge?InM;Nz?u<4>7;cWY~kKdsn^DfUnScNqz%9 z{Y3anf;(8n4~v%@WARg7IK@%Gl7<%|jt8ITYW@{5zzRf}2iWCEpK#9{XU;J`0I9Nc zr4)U&S{bicv;||+vwspo&Hh7HI#m@$9u=sc{1@GKea=>#dF*7T&Zsf=uOv*t-gg~& z4&tSvv+dEV?N_lLDOhUo)P(d`C?6=({}n*6Sf4?fV2&%2b}Ovw7kQt!{+vj3U}4t( zWS@FB*T1l)8{omUu-=*Xni=%`Tha<;qtFyZt|!>@<;wp}K7ll2V#9-k$e6KW`9G-s zI`D6osluH|{O4MEuq1-?TVTC<0slxf004rW^B?NB->2RG`sROM!T&64Ty1j6ciZc~ zB?ISF22npK%hxt>03}(_ZMBGF(x!c0di6ZW7|QRsTx`!EbTWObFd@^mtKUz^W%F4Z z%`2dHICxNvk@_3GbVN$V;FN=5gmyg%RXvx;d+N?Qr@E@|j0zMfbR==6rz!H!Wq+yR0 zLm=ejx!v~mU#SGkYPTJKSST&*1go=Y)b6h!*{^4tunwfHWG(Qi0ZqsrVne6Y`?!fH zkt{elCFNk%scqoO^=tGtBNP$1aCoM1c=<{IM=~5fxqZgz!#+~%&{ATfBag@Hzj4=B zzyIeZGgAzpy&yo;d;W1dHlT4R1GheMX#lfGZaxcW?Hz|9or1-4Ul{rg!sr7v4z?;h zo_XCN1B{KP+77oFz#xYO#5kNr)vyKSMr3vJ(fPPFJ17!M61|-4bPPSJmV~TXfKoKk zu{Adqwo5+(mOmUDQ*FHh#3A@)!oK>?*hvfH4Qz+jk^proYJb~tYEGz@dh(b0QI*KM zC*S7d+s)wqKp%H)$7>LXKOJNhmBW%vcDVFipr;U zomHbhbv*TpUK=eEV33h5a9T@+_r!)dc%D`8cuM)|b34(3N~YvMbyccS#>E%$wNlh@ z*mTD^lzlY_a3eEM+87yeT_gn)r_>B0ftqIlK?tcj*EkzGg0LwM4FU?+T)A1IX2BuF z+z=o@cR}a2n)A|C;G*QNK0CiMJu*)K#eNqEOXL;vSRCBoJNE+4qwTse>J|PFAbjzB zdf|-pq{T69*Pv|M3Y=2J&h-mxMB?t>SpD$A!B<2;AiD4xJzOO{R1DploLqJeGS?ep zr5OrydyCaZzLS>NAqtQIrpCU_(dL^Gf1CpG!`!yI`oAj>l;FYUBrQvK#$SzyvNZ&L5g1i-m(TgnZX$liYUjf0q$4d$r1KfCK6AT+}?_{ z*rJ^j1Wj(uZm8$yE7-W@dpU`psza_kHKE!OJ{cv!sSdIa%=`tH@xGYSf+wuS^TVZ5 zQahv44^v9IE`mB9FL*7_nqKuGMo~%q?dhQhy@-#z#U(k_u$`UIBe2B9%Jg80@ z2EDV={izgw!LQZP9Egz_t8zLy|E19hbx``I(Z=S_lHgvD1wYp~l0asppW%B^pvBtu zh*;Z-P8*}UyE$27S@Ki|)u^Vc#2-+<4KndD&Hv!JvWmEQT9YyQEKo;HmNMCQ;T|Hg zHB9~^$$TtsftPw^fqPxdB*RxY zMAV6boo!7jCr>0CI`d1=;9RlcByj*^xS-}km0cTArJnnqMduRYxa39V>x{3L*Pw`F z-avX9lnybvJpHK9TKY=t!|F|3{X1~pii~E#!_4=k)XjXF17BYe3*q}f)CL4&YSy zYW~`m`~+yFkRKlavSkkx7jiQN$bV>ZDDIjpHvx(;3HW_Wumz4kTwt(}Efv|k8r0LU zxtsnhIW4VqH_jSMS#Sgy>o*(_uU5wUfHq z2V^DM5r=rL$U3u@C<%wWj zkQ+_XZCMFce9|fNy=$)@1yzS6&#SqsS;s~9PsunTIabG}pHE@uLNc|lX?drYy|2oy zl7Wc1>Nu)MOi>{4=zFntv0v&_+^DjLAm}TU^kJ#FWC5lan*9Tw3kV>8ZrOP01Db z;K$6*3%amH6PIQPBtJm1pcH~j# z@)P*z6^kbiYW943Au^UGDzY>J7uvpzIhbV^HXeyBDfQFpA3IOu1)X43$y+w9LZ_S2 zT0UNFfgd^DpHhj&+1#{V8_ZS`ftx4|gd$QeSW~v=SK6e4DWV1D7|~iP3{#cP6YA)v z_?P8_e(q?!(6B^LgF~}#?q|X-D{X2rv6MJkjrVwwB$ zL1IL5)sOP0giWmN@#H<^vi(`c03a$?lgmdkq{mNh|CM%_%VDN3R5Yv_VmzCiIdT}S zRZV4LOdwLoEgHeZ1o(A7^e) z{wzhe1nu|)-YE*rRmFwBxPCLYElo*?tonEyHL8?kt188Y3h|-4jYv%XRH~K$RTI^_ zDMj)5aM~b1eh!DM`s3cN;>yNH%;?WeB=jV!7d3Y3myEtl&V?eK^9CiEKJYy+o(g%D z8~Smm^zl(x%xANelK|BF&^}_m%{xgxqHkX(dS+YB7@VERHoG_d0s@jX4=qbfi>6Cb zp}QIxG`Y1DazBRU(>gAxS3Nqj$lWWI&*st(BKh~d783Sw@9DzPbK!d~OL}5z=wemH zW7jLkID7;1e*89BAepYZbNnG#5vs0tkJbeh=2LLH&z?Bj_(iklnVKcOz)@z=&hbMV zi$1x?l?*tlm~WC-U4rzGoMKUpYf~ zw4aYmKRxUBj$OY_@>wCnqgpAFD5E^xWGC5XP)yeT`+9}+-s|ikz{Oj}c_iel)lT~SL?_p`?I&MBL2M@snqSj4)i%#Vcx;pi}jb#?~>m8p>XLk+=l zLoGqvqtB2z8>2j#YRdyc)XS-X^*SyDZVf=1rWiB%^CuFV7MW)ePU6d?JH#5wV`Pz{ z-n%<+htZN-C(yyN!&e{akT3JBhO+v^dJi!X>T-A*aEq5gCmH$?i|`C`qw<^Zq;D^9 z*%O&vlCMe2%kx~eS=y@{g#TUz1IN0`XAv5>ataC|rYcR3we)gV(GUssjJfjoe*MnC zrG!^DFm4;4mRo^9Q|7s9GYHU?-Pykv_GkQ$tdJ9@@R}=KJW@%i&Xs;2@Z` zzUipWSSciT=Tm64sfs|j*J~gRJIf{i4pAuBk@Ik^a3281Niz$oeYLfDzcQ67Gh-IB@wezE#~?8++K*!?K|&r^0S69a4+ zEC~q=De;9>5@zTO!ebvS6_tm~DF?xw9W067UUQ$Ej*$uO?(l?)g&J;50bKdM@}0g{ zA1CpbvFSH4O&{R3F@yD*w~?P!j&7pv(a(Et-VB$V#%Qo6fS0YRmtk?!uU4WfjAba&?_BsRz<_FdcW`<;8v zxo3iNh*)-OzvOWcwul* z3*sI#`mxIk%6U`u=Tq;eak+cv$7}clRpIVJe~@c!BnE?q4kN=az#NKpV@y6}A~}tf z;}8aNJ4IN<5q3UXiTDJkKI?9V)23F1r;?{YJ?FbD`jMX>KZmc+_^16> zEB&5tAtiIw454eUo$`_$}W>RlrGK0Zg7@pUuMs5NR3EKf5keXRDooV0Ga zFQ&JXV?{tJtyt$@S$lo8Sj zgPPg#eVqf5n-rs+1y*Xy)1;J$fJY{Ci_LH~c!8YvdEPy6wyMg#Ck?68ez#{E2#1nJ zQNp3u1ZpPptzKcuhHgOVNO?4|DdMS9goZsG`jHV@^d+tGH*4Z&^+fVD(xQ3~{6SNX zg<|rVY93RjxvZwLxoQ?vdGEKPj zh8J^TzBX>p69jRAKmyZnLC`U?uctsHrOElnD2`^2Kin)D1la6A5}Q&GVuqu10^J=j>N6mkB% zE1UJ!cxdJ4@n&@P$%fFAGo+Qfe`vnv$5tL>jjE5dUy15L0t?BhdX7?_NwEVaHt}(2 z=2-7+?W=;<^b`f`KUR8H z^XNuyh}tIJ;MzTkGJShn+~bJxY7zBc?zFl5DIlHV=i_5JYXazyazC=SC&d`qp6?Km zk0u-cjdf{+GNWYBtwLL+%Awa(A_8LJ{n#L%To6V*Ww8lz7^--AvXmn&5g&v;$pI-D9PLDQ@MLt}-<e8F7agLuhO;`Fgc%&A+sv5!msQ^*WCwPL+kBpGg&G1PYi&fDvStyIOB~uG7mn z+a!N#I78NeV7=gQ3`T&N%=%~|gTZI6yJd$r-dQ0?@x$xmpj!PH)2HUlF9Ktkw}6mD z5m|OvYnW$&5F`&pc?S%5)2E$W@0FeJ-{MuJ@O+uJE3Om>99azzhHv^=FVQ7wri;X^ zHPoIT&On(ujXw=UiUXMT#yJC`UOgTRzp!Kxaw4B7tCY#2edbjj0*66L_*%cbOm0rz^nirSg~L+)jO=hd|La))8WRaULR zxQkhPmi{gDWHKKfMxGH`CH# z$SLqZ86H}2o_%7EhRRPZk+mk-OLWAS1p#i~h8;rhOo5qbX+_162Cj?YpOKbyUya-e z1LwmJU*G7QqRXq!qLPSnO|~Y-@?+TRAR8&M)81y(-Y*~ZLPupy^xRxr;1r=ppkW16 zXj&P=+|{&6J7iV2NcLV_ZJ)K=aBSUyr&}AJijI;NuY^fmzbO?y3t~@6-6)Z-!S4L4 zIfL$*c5Dv#nEf2KxmD2GV1=hHeJu zvOE5De)Vx0D>+v#G9F#PZMW5ZfN@Mi(mL{s)7ruCiRl+y?5H+r5Ig$=hvfrrrj0{O zof!PgKnN753_wNrh!dz}4+D5_Fe6-Ri(iZ%2WToxm*6PnVeZs)&|CnGezAb&qNaWK zc3&uth1{D-8>)W(h+^uYaXpzL36Kt>>~|P<$VV*kWsrhI56wvV5W2!wM5R@O_~$Ax zI(9cSHQv7xR#khL;6$@_H{{D2WQ`dYKwS(lR)8my8k71P<9V60<{bf%+>5MXuMg5T3$mYw3BJ0=f z#7{H`x1nrgh@zMnsGQL?2+MVvjiAEkOwv(YSRdaEQtnosl&O7D$kHM0~?^ z_;Zu=HJ%M@e@F>S2=~W%!t?2$Y2sVArzYV4=<-%9DD`c0dAM7Qgr`JuW>!bIwOlB?(vdF~@qInFkH2DC9o zDJx0+{xa&gQJ(u(pz^}!-S69Jk8R~O#kcPSj_ZSr)osoBYNbcCIH4Au@c3hmX)*1u zx;=HUdf5_XjnjCMUOagzqW@P`H}hV*-RV*Y>EmFq-vE8#Q_e-Nu`mBKkuD(ZM$cvF zcduGOuNKj|#<7-{;__n326jX;vr4>%Mp=uBem?(;^&sXjt%R51L_rFs6yKfGW$I`_ zE>#OB8AFj%R@;Fl==2=hVc~t@?%WUlwVU-%yu5NYit`cc$kL*)(z4IOlo(c&>wfY+ zbKYgt{ghdS`SgvnpZn)9KB;yK!Uoi)QA4Jip{3CqkkrKL+0Ux|$e+aH zSrROTjW?!y-?m^uQMZ?-vzuwy0bxn7F^zjyT73g`n6G3tN7{7A=^@!Zx?7m|Y2!U( zvgX<|tVmRSF=D~&d-N7VnY+K2zkH~MVExx_d75DO&H~uN2srBU%gtkBWE{14qlHch zBbY7(vb=gyGIl1Ljp-45tqk&;`WMw2S?rQk$s0f)j|HM@k2;FC;SpY^KOe8rZF%fG zZA>&_lpLG=psEZK?D?Oyg|#xYM~_RQhlE@m+lgUDPY+Y;_lwJh6)I#E6ri~tOUoeE zkB+l>k~RwoOpM-o^>fN6!0_)ZBnc_v#Nf=x z!0Ypu`3NfyD0>fth>nLY_$2#!Lod(>2h5m*N885R+KLCNiOLF8M(S(;MHnpFVN80u zSlHX*)14cfm1oR#UBQou-c*@4N7d7VXKdrzf1lVFz4jZ1EB=x4qxUqc@a*Qs|x;HWw z_nuSBzA%=d2wd^#_Cm_Yx6?hhBLG(uje#SC{CIb}uxhq;)f`7!$p3EIiHGFs2eR&> z2eP8dkxBinpZNc`4^2ZisN>W=y^$vhp_J{LpLApUkN)hrtW0&urPqhrRmdZj3th63 zDQM=uHR5s##Zo>SUm%h~Z=t<=&hOf3r}N(`z+nxQY;*m-Am>FX=&Id3B*^A+ILYe& zbKj)KT8plP)1C6_dEaJRG|}~qr=EF{8trE-A2n0|Q%3HSp+V}tUSgvB*SWJnDOS{u z>OopOD>p~z|JqUoY8`g5wTX(114g~JsyJh`cXwmFHAL)L>dMpJ^Z(Z~iM(}u8(f&~ zTR0_zg^)t1r-S97#s2XKO>2YCAO7>uw@rMuBJJGl>{(Z$pL=ZdYG>ic*)eNP;fnVl zE3vxjyQ)PhLKbYuxMa;;J)>O z$#ZG8?hs|N25`mzwf)T!zgy7KCm+Ad)vCinm6D1ZDgmXVn7<-n>j zLEdf1Q?jNoWsFOZX8z>N2-s{ZS~s8>Vz!uJRCODB{QD~W_?`4W#+b+18IuZ!^lU|cF<;l4M~+u z;ko*r29KGo*F5Ur>7s>^slS1g!F{dr_UBuczKv%Xmg?YO{*@V>^T}}CBgnfi(7Ji} zffTFvCaTC6++flo59qg?V+G^D(f6$BlXxF+kSEWqUMn$98PzmQ^jc%}nDv({(K%;A zi)@nMZOFSv%s~Do*);Q4{zi1?7D{NPc38nOFu;b>TyVejn91xGMAVTYK&Kw|rt6JO z1sluTZYz|wPBvHe7-zBto5D<->F>RIg;#a1KXtv`DOK`Y(^V0MKyEWSc`X@QIk^IhgjVNv z%2_a=uDsD!?jn^q&b(sa>8BLLT-x-k7G}A;jES)dU_=aQV%$Q5jN8Z|)i&Hj1#udu zM!%p%NPtR)T(00ig~-xc`EJEAz1M3X!y5Usoo#&B_9J~^<^XEsb!OUvH57L!z(-o& zHgX{j&MQ+_48MFD(hEjA@!UC|c9!Aqo3eVnY}4fb;f0#s+iuh5&AE28QD?9Q0vRwqpzGC z2I!Za+;W98GgIIVT%IQUOn;?7uveWv&H{OdfKgC1&r@;P|Ce&i)LRa%km(8&{h{_Y z=TYC-qLJR34kp|7I_Y>r_feezQ;*kvp&kSRA3v}?Phb-x%e6*MrQ@f3tp_5GTZLHM z165h{rVA`n&%(*lm2(pHXJbKyt#=5U4i2q|e40M(gFZIX8)`6Jl$#tJ26W}bwH;aK zA9#p(so#!!*f@{{9?p`!y684&Ed@%d?xlbFhSHW)T>6#&V84?B2=(My<8 zoL>PHoUZGce+Kt$d~0EmB*{%e^=2?JL}!-{Yg1Rxj6fY6?jl?P&2jPB^0Ff<)8$C# zgk(ngRShj%-m-AcUa)WIWtkD7QJJLAGqVW#4T`U&y6e^4_DOADQdP}fSP97QF0%Mjc6Y>Yn&NZF*Z65@lM7$=gJwntiGzyIkJY+sUhzste1X$m8BoFZQQ2)s5#g2;!Ii;YI!eaR&J4E#GoLTwAH7Bz zmx+`GYB32ZU)EgL-T2>~EVe5voG=Q|EYrp5%#pqG7emOX0=k9yVeEv(H@0FZo4P&p& zUO+O_B7|71uX&b=>@Kv@eNNK9yizk4&rA(Me6HBFVH*@ED+zuDq?zW90(F8FktOA2 z`Ym*#2V}EL+%Q$6nyO=2vFr+YXU_rnjh^mfT8tLAebM)|Wj-sKVjL(4jUq-~$X|R|%chSEj~P?2eLznf zTvcpMv-PFTTW$ZC4Tfnu*7~E)HO<}(`^R#&F`1t-Z7d@RVYZ-u}5_085q9C~vg zMJkEQSRT89ML^Ncone4haxF+?m(Y##hu!Fu`LU7G6e|8SU2lp4`L*56@o{VOfHw{p z?)~i&bR7ZlOwT9HW-G_e$2UefVuW_igPWtX>F~$c2_cWhBM5rbr-(%WQ7nu+f@U*dmvI-LT}yvWT4RzK+v zx7%O5My%vC&nZMxhBxW!9v%!*U8kBTg%Jlxs!#3RkwhKmEgOVRbmJiluP#deL{ebC znyL#5h5NO2RJ{}mJ_&P!er+EVBu$U(K!*-wDgAbTFevTbyiEwyHQBz`jB;iZ>xDXQH$rY zk$?h5xD1sU{l<0pFm^O;0oU>|IL7%1gAht28Z7tOBb8^GE;d=sv(u$#*$;DpKlJ5W zK3=1Whm%Gn*?rS#YY8#~J2L}W#etalEr>h;lN<)yzmI~r)~}~WuBVre6#Ox+)SJS7 z>fQ5Ec)jG2u&XxC?A^_u?4Tic1HW_K=00KS&P==P#?Euq?PF7 zb1nyaJPq!2L5!61`#dBPa-DVuve`Mc{zYyk;sq`1OTt2bUw3$o7)*DlZ;*tR`khZ5+;zHVXa>)?>DdR_zfFBuu$&>uLCF9b z2%Oj>v#t#|iuiH8U9cz2mR~A;sJy+_t)*&^v%gT$pSwxhEvTOO=47(tlT+uL|4hMw zOypRsenG}|SVzdp4q@t=9rpG0E5CrYwsuhuOcu|pGP=NQIx3NALKSL5ex-0$)9d}QUrZ8dRJ`J|%0x>!3$5M-dpQWjM}?)fJ9 zJilXSuy#=qGalR_v)|Blq=4Wf?deX$3w(_bHuR~8Cw`@+Gno6+mP2Gg1I2G@R9uJb zgTb2)YbcLlL9&>HC!IziD6EqydfWT$VBR-}QM+fEu|2Y50T&GO*vq<(%{L>*l5wDX z$Vcgar>$HPd*!0bO`~Hm;N-qr!{Q!1_w;yyzPI%LLCR{lvkIs!0;m9}HT*~oHtBo< z*FRKRo_ z=-~}U`o94MZa9P8-z5xjtu|aBgEqHFrmlx|G#|hSZFxQ?V1|AU^mrhwYi-Nq=5RSk z5JZNp)U*74adVj7QxL;~R?xr|Wx{C@!YGSUVw)9LD61D~_Yb$cXei8`p$~hWILVvm z@5ua>7GJIYKLhbaP17nVN6d#Y7}|i%T4H&&LnA!N{>>*g_r293$+JAc7P?_-umWq@ zl0l*BK)G<22PEq;G6Vej#(VweljuG_Drr}eXDOMA3OU@j8qHK)yxm<2i%zOgKFspHP9l%wvK=SZInzbr*sPqkqXfdY7t!FS@zmBJN^7TNBTr7vA zM~)qgUjjGsS2~u)!m#Kx`vzroE02L)o|Cz5dHUQrba>sf47`R#y&mwf9ymSk)E$H> zc^}B(MsBWyAxBNMV&eQ*^!yk%;)&4%ci3zewUSUJJ$ee5uu{zZ4=#MYSX{3@NjR3kV+P7k9h#yg4!KFwfbh=}GpR{rqVX z;Uj?2GA=y=Z5{)2@vb}&V1VfMXE+$T($;d5-&9L)M({OW89TZ~)O)nE#wN!;Is6^* z*g%Ua^^p`X3Q7)@F)Z;X*4`s`@Sj|Uba9jf;yl@|J20=HZ7SFTeq_`DeeC7iMx*;E zjQRK|brcPyKVi+q$hHMra5ja+@!pxH4?Y%)!j#~WP(jKSaPcjaE> z*McU)V*h}bVP?(G9j^Aqa>nUP2g9s`$rLY5cTWKfoKv1q;f^_WKAM@GY?FT^tigtq z3x6zE#1f+arc+}fR5W@%aV*;j?Un=V?Si;SW z2$T~BFcw@?G;y{y74?_}`81yEvXhJ~4=z_mLL;z1hdkSP6=n$*&MO6=GR=}Z-py=N z1aDI<`-7BhR*h;8>gK3Z8QBq&T7$Cb&=K$UiGQ2}uadxmmtTV-~jUs1$=l2tK zE?)|@YflBaJxEyhZR~`4MX_NB0z&Js^{)AnHtoxb{QidPD2lO$Y@=2q_{iT{25U_w zzuUy@xm8_{M$9v=O|t850I_2Qf3G;G{fGexMnf6ZN5>eg&{LPb+|4*m!d-w39~`~% z9&_;@{^RSr1bt1!r!?-;cRmK|mnt+FUP5u!(l-JIz5vi!T|<%hSy0 z-2-mY)tap!sP7F#v?n{C;Nx>($d>f~ji6ERPwvTmoF42i25Xc-I03+;rQE+u1d>*mInB$Qpo8z5DO%yi z>qEx?O)VzZzS&QC-2+~u1jQX7vmxsmU%MZi2)VV?wZ1-t2IA~CrRR?{qbON@KL>~1 z^p4N2^MwFL#+L&WS9AOedjr6d{$kdnKE{%VN{E3Hu+noWSnST+q*Dt_DqY_E6Cwzr zF!Esz@G=nBN4+Itmo28MF0`kcq{aQ;ywdN#z1RIJ*2TOWxC*J)hu@l6J8(njaQjJA zX8#ckZJWkuDJeOp`De3Xkc4PDcBZ_?@lF<#!&o%RZ24;bSfR+A#8aR*1<11{&*EvYvBw;ln&2cZ~JiwADKro!A0SpFM! z1(mM?4@>;pi9MI%Xy1A2%1DOtE!+eYBOCs)M>}r7?Z``TmX( ztw36OG%`DfOeLCo)sK+Np}cs6vE)I#^Tvs#_bO1)Sav=n=t{zom5o4Oe4Bmp`6bbx z%b`o7YBxrViag*$l>u%6mHa+yeSnQ}GEOKaX_y)k1(Ve=;xE&(YUE$&XE zS45&omE7vll$wTb)wOI!Ms)S%rz!ehpJVj8Rs8bQzb5CbH$XjoddY1F?o^Mlfg5BNn?vMId{&-cKeXDfqmIxEI)OvIxCTa9}4l`YI|LGnF-=QrFv7)J%W8m-ZmP%)0m+$Dd&_I7#)?~43Nx2d%pHp}Utk^D)^w+`ywmsCh~%{L90p7K;lN{$xql$9GD&F+CVIT9YXXWbTrHLC96#6iP*V|#k_aMySthFa*jd$GxE}gn*Em?`M?UOF zOA}){B@Q_|=p%-^{;DiwFv-67js|)6^AXub(aUHMVU%!TdzJ)3@xQ0fJu5o1e^^vJ z(l#{K-Z1}*nqe{PAa;BRFNEyzi&@5Zio9N~r|G2EFtRqu!Nam*eq`ykqpcOLZr1r6 z^LYpL(&LwXc?N>qAr*kYe|!U6U@S&604wZ7LNAG8mD+;H2A=7kMS1w$<%bI#UzIjK z*D4KxNEv+KDOjiH4={#(wUi=eYFj2>-j`90ZRPQm{!{nkVcGEIKqO*>JS1a#cOs2~ z0n}WW0u!3!fs@!=It~&;)3N^0i0lY`ho0r`9;$eer{wJSqZ%7b5yq9YhP_ZC^PV>j zA1ZT=S!*D-CrVOGz&NlqTpG`Yq}2s4PWH`fEh$_4VwjHyt*u<$6derXt$w{&O5G)9 zsgQ2q`i#BEK3!&W39Y&SAI=XV;RlCgG3q(n_V;q%K+wVkX7XMirjrVhdQjB{=2_1% zW8{w9#{}Mu^_i|9)q+=Gor&XzxA{h&>K0q*h~hg0FtjvDbTCbe+fQSLVI-8Zwoev% z9?xkAVoWvH4ft5|9=abc9I`TS2lB9CzW#b8buckNH6vRM`xu+8>xfm0$DxmQLY&p` zAu@i7B6Fi=Mesf#PwK|4YwLI@W+6crg7SS2C>ZZAvTL*ca0k4CBO{qC=rZpQu|$8+ z_@Y6!$?yDy0}tUc*5{KKhEyEt8YGxurlakMdY(M3f$)=TDc%~1GB;mO8$+7Y`Y&}s zvii&@v1=x%py~)>bpew?HjsH_K~@%!Yjae34drIjM4V%l9}>2rScp_pZLM&EAVvY- zh5>cau&bC}bv0rMX8q@eQWgIRY>2JA*|JsGPd2=!7wK0P|3gyS+%Uqw21Ndk2RFt+ zzRj)PB5gNCO~Y;---|>75Dm<-Zy=#nog{DM2TQ>tfNjI}3Fj-yO&pDV347k)vNhj5 z@ey8YWp&LVMX3oz6Y)sa2;->K{Cv#rL3f2^7WKf$PoRdL$mhIYeF?WwDki6mae9n> znh1}K{7&^-i!$yb$);KtDXAzS7Fkt4W?mslzLH`d>?g!V_7w)uB1t!wFAkUYb_Ush zG|LkH?X32V^UFl#E7q^S3SvCMA_>hgK#quld32#epgAFqm@e;ttk|SdOzvQ3@32X$ zvcSi2>4^m(Fr23X7;?CtHePky%}ag;q(Q~h9G%^K80YZ}=BpnI3zkaNgP`qAt<5`Y zx-8z5?4?*8Z-Z4^_EvK+mgF+IH<_PvQv4T?LTd44T4Q`pesxr}Mq~%MKRBb;nkMRn zpUcDq__!Tjd5^O-Ox^5XGuC}L@h4o$=nRvNOQ~S@`(MsL8qkXOR3~UKV9-FnQ2Sg};skyBKMGC$U>Z_G(kd6a}kGn?dr#7*yovw%3)8m{$^_Sp7 zTzO;)=+8XTrrZ5N2CBlO^6UGP&!@X@$b#tT4||UaBtPEF}G8voWX zfo%H%MkExYUw~cj`apP<=xIMlFE*&S`aAsw1M=UzlC>2Sb{IR(I}ttq0~It|61%C% zA0e)2Upu74n>Q|@p;`%+ZT-eJr5oE;^L4Ra&^64ekVEYz{ILXqP4gBVhhNPYFFlX0 z+`0R`L22`KM#}FX&Ig&D%4UBzFUib0?ALn0tDkqi0g0lQhtG93P%Cc2a%pRaLnZy6 z_q}U%ZZ2t>AlBin4Ky~=v#fdD z`1@lyNgUoks^ae%V=F{IW%JqHT&%6RYp80kE_)HgpYMVlI`9qAGy<|DNe6K<l|DPsdu;8@3FC2 zUste#h}K9i^Xrjw z$3x|`y%C^MHmmJ&dD^(1p4!WAa0|j`P|rp$G2FPofAE1#!|^`myL!4F4gThX8L1kr ze{QoMmb};vQm7&)nt65fG5vXIJku^YC$EUg4?bZhhP}S^j<)Xnx5ITn%;OD;ov)8MMu$gw$k1`f@pHb<}(87*y(mI5w}l&aghO`{pWkId`cM zKM_)qL^_+dCBEdV!(8A9v3$t?xvxq+vT(3D$4aA)sz+}j)0Xd_&&0C!M%Qboo1A6e zS-m%+)-A5a3>kj*i)L5KXgo=2!?VR*Zoe}+H3oJ0>m%2u?f2rZ9dhIIv#cm8%2bq; zL`J$8NFlRV;%$dt+V%yFew5|GtOtpRBsSi7uDITVq_Y0FHIRb-^OsWz$%AJ7S)9R$ zEO|)gK<|h~gafUV0soomvs7@NAr{u! z=aPL(2YbKs+!ZlGBJk8O_yLyBxl7o;Qxd$09c`qKRM^dse2gaQQ$=oag5&aZ3%td$ ztIYQPqm6jD$$JmE%&Mo5+QfqdlT!FJ)_-imUERitoTQD$TzA#t(ABywTf)nh%N z3FNlWy5R_jW+EqB2>6oQVe1V# zhRX5p26OmloFyMMA-i?P_iXr(V1}k$&)rW;8>SXKwePNESmjIweCF4s$o&wY$C<}u ze%tZ6MGCn$UGF8mAwbw*@$MvUmt?z5n+joM80J=k?T5(>+n&f2Q{m@qY&C<(5xaBc z5EKOD-8~*a)PJpH%C-*a&uWyAPHK%)duN+eN6@J1B zX!4)vQj_9pXs&zcceOGX8g@Tx|1 zIP6@SMdRu^gC024Fg{Ct?6$FJ}9L4^L9l$ zVl`VXpLavUsPuwsnHYq$BVU2O)Le+V9}Q995>Vzv@)FM>lg!8ghmx5vu(;fO_lyGYx~O}p@UE;mB>YFWskRgHq- z5{GbHT8*+PyeeezGTG@ZIbdtzS;!)<;iVD$&zYb<0v2i+c>9s} z<6G5d2UWt?Fl3w9<5O-;ko?TK`h51 zl@c#gyidD+yY;{>KH20?ui@n^i>MT4hhpxg4=4E%M#Z0lXFP`FWOoPYv1>5}erMK6 zw?ZDtfRH*7sR0)WD4A}XQn1P#^Q&Jqfq_9w8ToU3zJSaC=B%NlRiQf>t>@Eq3M2Up zL(`e#QA+luqTqc!2_pXq@$LQHynCQ1-gHKV$n}uy*W>$cvglN+G5r;vqLeIsiFDp< zMj+n`3j;&MUi=RFDQF5AUJaJKN^GdNBX`;K6gJLG1DTY8%0G5PE0-nkl53043|j`{ zElPbW*@5vH*Lv3zsYU6tHv(6uDg(vO%L|_){}_c$jCFR>B6$>TG%J3J#1*6uHg4u8 z?3cDqg*Z%>8P+ii3Xbiq(`?OhN~U@ZcAgBhi9Lkwp2TN>eop>Brfdc<6nPh2dy0NY zrHa5+=gOSi4`h10qyn+2_aH;0p*k6a1LvNnK?it3{ODpsz@mUo=*$Jg+ zg?A+@nb8dBJu&p%(RgT=)#MK&e@M*bI=YUvAwKuhO#Gm2Pf5$S*5opQ+eY(eNNBG7+1@~{R1yxBZ@) zG~ir1_^_3sd$nj?7d4rfB&ICPD2pjTuF8Nwf>X7AiDJ&Ct zy*9>n*~7vxBqDUNRDbkh!@!h-S3~$!e4{Nz`K(`^+9VrjCtlR#ub*|^^+y-D zu>>uak*gEQ`rEK{-*kB*;fP3gJj)-T!0O2QJl`^V&oy(gQABW=h zzED;)ZD`%adtC34a>BLyX(duahLd>1{cJ4NY0Fo=c@p$z&}1jLg0*OAcaLMf9ccA- z=T^&AAFQ-@*j-@e_kaNGJ4?$4)o(42=BS4o=6Kr?2vr-7=rPAN8dlllzQIA?)hHyv z?*e^fc$wmF+z|9go+k5w&mrA12`ogs{?!5-mpu|lkFQQ$x936N;sd*2{tn!p1m`qwDaLk8Pb|N&eQHrO2VX88>)q1E$+aa@POuB3g(Lf_|`p} zS%;1WxeHd8f_<^}{m2Z-(SYClSbcnbAD(qLzP5;xZfXSP)b)4p|q|d&WNZzyr1@ zrl>e6Fp+V+K8f^!i*a@wEY>X~c+zc!lkxUyvaxt=rheMOy!te2%fsw2-mnDem78SL z(fRSC{W>T>orkyE_6~~{r2bpI{{kbvx0%{RLVpViCovwLJvdfTcHCA14S5$~z+VU( z)~i6HgGKdLxtIEFWy{QOZbm{wu*sff1U4hH+!8m`_?)(1oK!Jqdd*$y%4tvX!$ND+ zR7bfS_RrOnt_J7TFV4S;u&G-i%L3X=Sajz$Zh-V=}MwpbDxdRf3V z`u%G?suLv@qfNU7?NFCPyS3f4)!?2q@4RbE^JznxVyQ@SF>&RyMV>RM1}{}u2^&Sj zZ#MGO0GQo*asjp1o3aOSc7FgG4kYAFme(gYlvRHXSg(l5E7ORJiLhI6)!@@VoeD@6 zq%P79Y<8LG1F7W!=s^^SlGl;uHt8g`@)5eaO1xD(!`A3eGw5)m( za2j^JwBP`nyKw}?K5D(2GUByuiR+@D40mrrCt1!9oe<3%oH64K+ZPC86&>X7F{vW% ze(zsK)U|6&iXZA!1uPe=@UHD|##Al4q&{O4Jk@4e&uctD&N!%V$E(JCk1mVJjx|=v z*dwqJ*2tO?FfJ&-a$U%;w_URPRli;EKoFYU3dl&AK7H2O4u;t~Z1`^na zjBqI+PZmI%))ib(#u;qpN`Zy4t;r2iM*xhr z0A-_6QF}c#im&&JPfJC`-Y50CletcTl!}^`JCLFzhdu=z}dO`NZw&~nT zveq%A8|_JO`-crnM{0A21J!B`db2&nf?~e#4PuyayZ0YY*=qe`q=}QoOGts@J(U+{YH*S`qAZZy#5D$#YAsPB6v+1)KE9 z-+Hj`8yjXf5*7<=u!lUvy7`|j4-O}$68i|`7Y&5_uv;!nLuEd?)b2ka8KA0RflE8j z`|9ldXy{TK2#chZddV-`@73eYM%_g^v^qFfF6?pji4)MeuLT5sSuHNS)3cgQS?sA+ za}Qi;t-T*7(2IQ1YY#Z3auZ+=5Ho1EkLUI(o~Q08WheohH-6eS%?0>-JDtIohqH!_ zZ1nvI*Y(1x`a6n3@CUFl=+gf25TiNC6haOeyml~K2RtV-*>J*EduO61%KK`zWGE#C z!6v7+j+1buHUVJ*25@C$Mv^m!B)H9R5>{)DLqSJCJxTE_UGKEfEk$7xySbVOcMl8e zqzo&S7mhn8*BzNM-if%%WMu3Eos$ykJfd3b_;uZAu#Eh>>WXz*tXG(AD(%CY{UrL& z7H-0ZHl~7g#oFrOp&6=93-^*o;{|xSojRrq!@4Cnzu*gmrFyKJ)~=+uZT^O%C0;mR zGk#saztWv@@aLj+$xXA}2=+nt+ta~XJ4x*f2E&XD@ol@B(REEI*n8l;3B3>9bv3p_ zvmyIlykjyq`&~m-^*q0|ICEK<=1AkDKB`U_9+kG=M_l`>El3<6hl>0Cqh-J)7e)G3~nEw#zNkOejAoaRc+~k6&U( zI%U+%s&7PzeoHBRMLCEIECM&puq2mf=@sM^S9?qKa*t64AHF$oR}Po9lts7wW*5r_ zOPf1bqeog^eiiSYN7H4sg+708g6BpU*X4m%Me9*-Pd|@hD&e2%Uc|}g8O;HKSf=%E-Kn7U=}ZjmmPq|`n|7ZgOq+nCWnaCut<=3=fMb{GK(p2A zm3frxh5!Y9a|x4`VPq z0K_H06>h(a5Lv!u`U&QtE3YiKcd(4XYk1rVt7?30{nLI;b1D6rSwR}B?mh-g$7EPL!6kFbB+tQpc-8{c0|9Jje+5AT2B^f(q z&?-nR1vr|~W~&fT1`6>9gb4b~o1RqNj)@?dED@>u^NiK`b@h$nRYy#K>}(YswCViX zu^S%`!076)$2(x9ErknBYTfzs>bxdEFGJS+U^%wjyLAOtS6x>xGulE_^{ZerCZ{L7 zrhFZ+&}q%f05)O2Ejuka{-0cp86{a6qbJACc66n}+$R+`b0#4|GmKughSby42knWh zRnRay+pVXS=Ci;S1{yb?+2pu3eYRe&tMTWXL!^9co^HPWLt&&_e<<2xQp*_3AQR<$ z>JNwKO$L>DnFK1%klUzb0z&%acU2ue7YH@KhkVV93*8)0$q}=g{gbzEUSDQfHlp!R zP46P7h`Z1i1aLI%7hj7D;>oHaR!ex6L1bj-H^Hd{yywLd1zXkPip*-2o9!01@Xl<# zLW#{JQwMzhh+ft`jpOJExK@PpYKW#ij*Ok6zn^YaM=iTd_N4J!`>M&w{&>owHA!>u)Rda z=@v9U%xnkoqvV3uVNAby>&>nyK9qK-up`3Owt;OoDYl$e62IH@$D-$c0KH3bA~hie4)NlAgT-4RF?U>Y>-w{_}f>fP@ZOy0VDXGRwgBYFu7J*dhP zmRYbKIIiNUW=C^So^Pd2zN~b!G4uI#%#K%K`w7lcUBhubR%)mCjj9x7us$Thop2_} zlGoC^B933YZ5K72u@()vzstJNh{#lC@ANK5qDBFmgdron=XpMJY~Ip(9!wpG93&C$0=Ec(0a zvxo$_YH&r6t&iV58|d;$6IO1&BA-U>8$RWJOev?k#yJ%z%%- zF*#L?{SD0mn~-l>z$hKjJ_7PDb;5Q>k2G(HB&ieRH$i7Zv%Jl#4lzXmv+13Oa3Y@2 z;V%pxM)kJZH(4)F=+H5-&m4BFnIz{HXU>G)yt;@w@R@?15MStYv^Hev-(O!hHQQgv zIg{30{Fx+ktitMjlToil_v~33kFP0BMND>!GeTab$$X@UO?1tSE+j)(_F>q*QbPNB zHPI%NXka3e-=(!wmWOTIgJV0fuikkM(_8Rub2(o?RB_~T zzGLkotsR~9kyd1V)pJo3L19IbTop9Xh7 z0j8}#siV0V7U*pKNosuUjPQIZfFSwxV9zV1-UtGdn)`i-HifG{$(Jx^EW?So*Omz5 z$ryGAg^}t*(>0^wcT5g_SY=b}x|zVvbi_&BA+9<&!mTLK9v@4wZ~Rk%yi{DnG@YZw zvWO5Wz-w4S9MqUkBDvUh(r{3^miI+fncRo_Z%buz;>EPl2B@br7#OUQ&)f8I21*-^zCt4K-fA|Nk`i<>64iZT}NV zh4huEgi5xA%9dS(A|zX8ER}s3vS%kz6tYfsEp|h;8QW0FZY;@Q#+uz&GGobL=DpPS zdEe*x{hs4Fe(!(3`=2?Ex$o<~mixTU>s&tPc|J?|Udc>LL6`+adksCzrayQ#(vkW_ z-H=SDl9n*C1MF1?G3cikv^z*tHBs-Vt9CJHY#B?_5r9!S+v{YG znbJKg*OeT~8T=7t;BuP*V*XhjafkL~SR=ALdOUXp$WE_qtZ$nt-9(K@e^G{~g~rTX zVdnEh%|<-e8kkaN^~9gc@!&`-Xk}VCuN9u&q|Oi?zCAmop+RB5r&T?dMG|34p?RHZ zlWnZJh{NN2ABE4KkGpb27lBpulW{Y`A?lTsg_pEql`w~ub$AOo?M)7vLnaP0dooN? zi#*wZ(Ft5H4A%k599(}}aQ}Ea04|2bT)%|UYBX>N1W7J`T|O4D#E_>Af#hkcy2@+4 z@W^j%?GR>#*o$j+Mu)UoJgz+mZ1oq{QSZN7Y&6H4uRF(K>%|_ts-4NN`2t9a|1T(kh==z-KKYQc^dbJfAmUa z$(0Y11K%Ul+*%?x@|HzYs`zu(4d_Bpf|@3>Eroe`tmm(Vp9T#-Er1G$B@xFwbG}Or zyVq5*8k-mhKze7V=LXUyO$rndyS{EFHP4Rt8bwik~Vx zYd&BgyC`?+P1xT~7`UOs2HitDu0>k`IcCl8Y4bKO)1~H&~;XjsyG5Mw1 zP9N(dE2{wI5AzY5eVkII0ft6~s?Yf$_OgHbDEvnI3}Y(M)N{D@Roox5KY>yCq@)lg zmfUL6thD0|G|RB3@bMZSYm--}&PWBkD6#}VjQFPJSWp$>6>Kmj`OFT}`m+Bh?3&Z4 zOXuyjoc1{57<3{V7{`QXJ6Hh1k!feeoz&{a2AGl2@=mmRLjaf0K*!BVh>A#a%k^n? zrF4Cvzx_ahL86C)E(A{`SBEaJvqLKRWlK8xk_@i@o>b?ihK}pwg}~_|j>df_l;wB! zvwgzHA@KXF_UktO-bi)|}R!=4Z~Q&X$pb;Z&UxJ^QH zDYkZS>cc?NoB6NT-47jinD?i@$v)aUMy;eQpB#`wGl2j|hp5=oj7(nW5;!f!_6V>B zsMrIqkN59z00iTH;HFL)A4s%doNie>ck&w_Hz4uDMn+P2|Dr-{D@i4j4ieJBefb+J zFOs!(+_uJPR1!f4{L8A}$~UC=a~jB%3a|4(GGs{f6=t~IrkhTxNZ~6*S;I|$?hGvs zIecDtD?vO~yC$o+G*j|Yp(Y!>JJ?M_4QhT4;TQ`UVhC{DR>0^4?|!oDqmO)Mp><+D zU^Upn+$eCwp{}q+!ULC62DlW2>NtvDNr&*6EJUD0`xS$3vKMf^V3u?}bm23VE^s*+ z+-bkFePRY+h8i(Dqe%myb*miQ16y+*bo;sURa@j)M&94D?Z^`1g+QEvgATJ3ScY51 zdHO!tP4U!BuFFmS3kgKmkmKj&9pxEr8>j7QY zq0lV%BF9%5!(f&GDVm`pQ;7~6m}wYQQ3TLka|4I)wY|?2%V%3FgIh};tCTSbQ_fD= zd8K}!%B;hGc6BTyQP zq1Uv~v2x2;s-UyP&e?7S&jbm{J;^)3${|%XN{ah7wfOA7GrpC6re|d~L?^9O+){@J z=lI5e$(^XTyG; zqFeVNh^M)4IEY@_bQ}{x%w=K(%m>q3Wx|UKq`a+bG&Am)|8?O;(u}k@3A=jX*ErL& zqFK~^X@cs$$5EXTGG890^=dk^+kTb*qncPahBcn;tY*x1yh`axcSHLzgu%PgraKJB zR(qNwCjBALs_4Tv-lF{x1x)AH=^hr?SQ#J*P_x3gtVSz z-@j5e=ZHlz12XJqz1&TXU;xPU;lfyo+kv_Mt304A>=}v6i=#b-FEOI&PNR6svEuq2 zd^Od<@Ywlx(>&j3B;%aLhB1JPY}hup9#y8#qhAYX(lM7@j@7efi z?Ul0BJfGJAh`^9z?gPG8=Q2*~$e#P5bNYnn_-3wnqfcXM;qw%bB zyC*sNAaGeSnsdlkru08rdGlAAs+HPJp=}r1uficNu_!m`yaw;iOp2Mb^WFO~fhVEZ zv{vSqlnD<@iFjA!HHekT;-qg;d|25sFYE-OeWIQgj+@eEA%mZaVrPkJ;}0+mYNKa3&S zP1fAKjbr+jSox{?`77KQ+37Q^dORl-KUnS=4}2%tfT$}-NQ`uK=|1}q%UdnGSaoGI z?llueH_sa&B;BrNjvp_%E;Cym`RXlzje&@o2S3{K>q=h|GpDO}DA(pyqVI0{4D0{u&@JvqgZ)xP5%vP^_*T~ok)bT9Hkr z*Di=q$|& zX>oCGpBXqSw>y}Q9!(ZA$FFb5_-uQ>leSu)?`wL_I;Tzd>~}N>r1wo4W-Ne=6%bqf znX2gTZNSmp)8mSxq}2t;>!+2uO=&co|JRNo@F*pKSqDh;h=+F%LsS{}5$u4DUH}Cb z{DO>9@%+4j>-ylzQVR6jSd?MF` z)_E_N+jK^~e2K+!$+}NZwg96;sCVC>TaoJV^B|~V(R#Ouj5SNZfh*Bt9ixkP2ft`<7sPP zXJ@bf_2Z@ORozs{g~g&$lqmB}C3=;EDcciQrSw5Sk@Q0g$uZx#3>zC8w#nU6LH?_U z%*N!%DR!A_!EcM*RF6EiIIoQjbw`lqcT))@PJ|5;$W7D6j z6Hl!5A`0kPKA8+p5;5rr8?LZ(9jmX2qcqKQBF4Q2%`Z8EvESw?w!lzo<}#fUX3(zV zNT+HwA*=to4Nc>>q_sCzpyPO)@; zGf5_0*ktUJ-L+OD{7ALi6jo+DJtajJj+d;U8sh>8aJ1sDiLh%P%lIl($Jo-6vxkKB zI3vp$>+Zz8Yd)5?7Cxh13kwURCj*5>dJ1dLif?*bx>pA?Y`he25DHE@tmr&+McByK zpwM?eFy(hZ(A|C~<4P#;$V^$`>q_Hj%HY?+=CQynb7Ja@k>d=~atxYOcq|-$@IpiFivAawzrvgE9#?j<90*&3{?t)OG@-z3)JBJs$#rP zmGN1$-8r0}s&4>oZ!0Yp%kzQ7s3~C(+LP=%q(bSq^8iq zux7Pk$8eK8jY(#i|Yg z?(2_LsOAj;zP7fuYTCzml>#~vh1uKyDKgydob8HLqO=)Ln3|d{^3PWHOV`xYpxzlA zV&&;F*;mv-f}m=pKuYCO_@zWtKdA#y)5tHncpjLC_`BS%qYO+OLmGs5`@n@9L~dSQ zni_mqVfSZ~2nOXk?&6X*jM@%mo-# zqvOu9?Ts6sD;@f~{6;kao7pAz@LsciakM1ffxf}<%d;bD&yOXUU})4GHb0|aTbl7m zDtcuQ=ZzQO;|p8m`hy^Pe(#3oR7*7VBr+!_2We&z4)~2A+DYAIYRr!)DzVnEvr4}?nTuk`1|Ix?_iFPv%vIA_T6EibHj zxpgGXQh9H^-&jo9w(Ar*H09KuIoK!_c0CrA_WHiQzB|jgj!*@#%V>?%W!GS*`Ec8D z^CMlv!BWJ$NbJDjZ@bP1-a1H z#TZ)<`3=N`93j8c|CUS3Lcs~PR3laMsZMbis*A=^9pC@`474U7C@4q`eJ*|*P$Y8r zy?~hQ?7cK$gWO^mT9@i*Y}wg(z{DPNLto960(Q@#`sj~cm2l*xqYapl$N98P$c0ZV ztOKzL`#961z<%I2+tw5r8Cl3sde6eb1vRUqqf-@axYSsGx!!vjKU(KAH$BY^w#2s& zx64DIYDC0fy_yinRL0pF!wtjuZGgGdc@b?JI#6$X(S%p8UNMPPe+p*NMu-j6o4@2b z%^@-o<22UNLc-mnQ}kP(A8%~*;xD(oJ)7$D;1aENBtchBSVF?!%VI^365&^CSSDxM z{#b83Ut`l`V5>kpT(Ph6sqqP11z9){MyIOw%VRx#;qDN*76Vj;1jgDHW)BvwY4__wC-F(#B{HUlCcg6hvse^h^2hz;Tay)6TB#Nfm#aaHtwuV#6zSq% zrWPF!ksxc{Or1t?MnA5oq(e#EDfIRzg{m;>a;+iR8&ph*ZF`3!W@XpoQScmJ#fkK<`w^+fs=pp~o@qHlY%{tDGDN7k-%Oe+ z^t;qb0BLcAIQExd`CPGplmnPYcjYTcJ|?f{Z|i{^928wF2FQ4;e(iUMHUsg#wijXBM6^5+l` z*Hz}>nspwF;`JICUD4npVD7sbTPtqiHFPo)39Cc%FteHEdocZZMP zGcGZsuKWODZh~2U(qCnMHFI*n2`E{1>1rDQiJ$J$|u)X#m=-M5r;cHmsxP znuON19x=zUxR~~tqG`#n)w^Wcc1zKs8`O`ID9rhDX6Zq|z9t0r=d#Tvw@gthTf}X% z-+w*)qfGomtAR{L%wi#QzaD||71z&Sjia071MR@%UYu>x<<>p_b6?2;K8i~X+kSgK z<2HqPCc6(bfc)=Q>j7XiFzJFk1MzAhSy^>O(aV?bm+g)(F1+~beX$8))^f09FJPeK zq^Z9ID6%2v+wt9@Urf<|L>8Cyt5kDLofmqdn|c5agh2mnYV~8F#}3kfn}9a)-n994r6Q2Y_YW)T@@`-(z~U%&M!Zn3_mM*wCh zh>P7wm~lb|?`^p9R8cpQf-j?}Mwy2K;4T&mtF)g8jRu7tC0eLzZa*SnBAu6=Wbloui%=X2y& z0fX6nc$jm@GQX&Z9AQu`u4k}zk97TkaKSbzBPlxW%IU{e&S~5qUt?M9cbm#}QQXeE z{SMPsRVDp2m?NLO{T{n>^FXikkkU#rrVy_DGy=@cT5UY^SX%LOGhG#MsA8|aHhOkS z-uvms!d#J3g_1dHiI3P{+5jEwHK^e*8PM^;Qv1Y%ynXmw<#uAyviu%BR14n2md@EM zV=GIBi*EqPbk^0q3&gC%t>pTREd&+6j!8CZ*MPd}5=NpE(L1BAyv)`7J<2Atzi_6mu`V-3(NETp6^;+rzY=5p=rL?di8O!Mv6)08Q!0tX(-X1mltxq$iGSx z6t0a>I_B%+bfl7Mgxoz0c37a=_yN=MHQEiZ=_X@(xz4k(u@xJ^aET&oUEZd)6t<0|mR8e0jJUQ284$g(~_U}`j@sed|| zD*DOBXPO^{S2*(I(xpy%r^9i9mVmNmTa>HC&8A{qm11Gtgz_z+{BA=Pll z`!0LoUmE!fkr!bGo~V1}E2Y6)6SLB;$)vKCV&pnqa@q#}wPBKDMXC&pi=IHW7M1js zht(8_SJZ1st9WanMsTx@Z&zc3kKBjh2}&*-8P3B+_(i^td%TEmAE`d5Ko#ICfIuW& zHRk2W#cnul3!{?-P;po(av(&7fO0`uu%yxJ1d=!WoT7i6&=V~`#wcae!GQa?4v2vc zwUN}hmerkMS8^AH4R}!Goh;%^%$FrquN|vp8K~+g*^X_ObiyGQ*Lbs-N4{*&rnwqe zIq_e-*k(YqwChgK;UQ=oq9_T9OdMUstlBw_@cEw8i+u^J^QH{S;FJ66n>L}!#a>Q> zmDTe=Z+sLew;DR0zjqQaEA$!MoCP=fl7Vgux z+|>B9d3J(FaAh-4S|La9K^$%B2f7hvzqfi>eyrn?4>$^sx6Wh#QookA*dg?=sXoR8 zi2z_L{VyTI!LG~ro|&le29#@6NFF zS2`f@9B-~njtFdCsdU-KA=6f93rj7C@fxc-THB|5u zS>i=kE`?#5Q-8S+8mSreg(4}ch*>jg7rfB^c&jAC(RwQPl!A5sav+>{D~6kZU)(2q zEp2V2gr4FuGeJvN&iB3(v<6s@LEMI0cSb;_-(}M+8QMm^lx2nwHJmN9%j_aeY5RKx ze$6PmUyL-9Pru{Ar6=G}(3*4jNITHGBO`C$ka==Tr0_J-L2I+DxgEKHzjP`Qkz|@B zt!Pu#Fkd`S&)uU;@L`6L(3HXF+L_y(2?vyivm4#+fC(*F_8B)6vTTo60+|xzu=;qu z-N3v+`|wDO)sBTW`&oH!)$Xm0X!pi#Ka3Q@LUs?D^rF^lRrldLtSJ}s^QR$U3ghlX z?z}7|cf2|x8IhDBL4DP>!|v{0F299l1?&z40@<_-NEmH=PZmwXmF$_>;GaEv_Au`l zFIX8<;aZ3OLrzw=Dyk~P*AF>fbja`!qE#1GfJ%Z@&Q3N=a3>}2CHoVWgbF+Hjr;GY zQ_*Ah?lUVqeB2s*_JFHb!s|Eofs`e(xQs;zY6fg&DzDAjWYaQ~j_url75Vuo;vq@N zbsxspqGbXW?X?xQqmJ;859*o|l?TkeqzZE3x4`VBbQRXBH4YGQC1nv7+fnYF7r^%z zKGk;VTfRU?Dq1|hHr*&?6ENa8tU!YCYIbXA5g=Ch8LcD&1Zv;35Tr= zLtT5Nd^%nUfwLBtZs8H&Kl%+TESA5JQ51q_@InE=YE)o1X`7V%B83U{rwEJIOs;%is#Gg&J&1 z4VfdSeKV>v4-rs$*l;jln-b=m*D%4}YcH$K3 zQN-J3Q^WErwL1?On@{`W1-}L5#k7CiDWZJg%tQW~$f=LZ=IF{g(f(0rP0XCyw8-9A zv8jptCVle}tzEJ4me0+D6ZYPc4MIU9hq z&j$q4o~f99+v?|J2-4lXMO>rZr!{dbHf;M8`WMD-{0wqc_xI-@~uA+t1zjCS97vmpStyyHKzkDbC6}Tq?BvS`X zmtJjr%{}S$1)*Pi`GL_gjX~Xn$S*+)YzC z>e<)9wz(FD^K3m46PNsK62*=Vxv`W@{aEXkbMAx{Y93?K|0%SC*+RB^f5vk!wFQe;fGDnWu$as27N|JC4(HRnX$U;B4@ov ze#XDdTgb5|)CFyMex^i3To!d6r@G6nx}a_;youJ8eDZUmzcs`6lUZ4?+)S`@XI?_| zQ6G#!hlqLoL^G#l+n7z)n}mvE)0KPM8rTJX(xq+ws^N6F+_4ZfM6!PrcR7Hl=HFJ0^W>{`cx<{)A+uia|X<`KsXC|IuZQ=xx zr)Zm&Z@Xa8Z5B9Sv%SsWOD=TSWIYO7C&Cy9_l;Sq;%9}Wo$t%+{rJ*O9V=04En1mI>6 z6-$t|Kl^EFsz9C(Ld-N^{c3AEnRII{fwy)^bYvwQcJ+BwvN&&?TNTbaL zc^2P#ul$OZ@nL7VlG*JG(&4SsomB}8+>1&o;^-3ZicTEU6@@jZ)?Av7DDBZ>ytUJp zfzD|PnR7|6>*a5NsEk{IPRngALK2tX_$4qmNt5E0J2|N2aTCd+QS9zM3g-b;P16*f<}( z2wYoK(p;=EwJzZ4yuylw1erq8c*F>~zI(c@@F2bE4RxC^W*@tu$Coa0E!R)o>c)Hl zJ|7kJg$0H}(ejdNLfs;f7@Iie1qo4`26+MhBq#$y3b5$>F?YO0FH#0ix-_B(=W&pv zZ{MI4V5>Q|ZhW^X8^62RxCIO{N#*jgExE0r^;`5)4QAoQnJO6q`@w8gi{U;f>CfZ6 z!o1??R$IH{u#@11G+gwo6_=)L<7v=U(W5UzUpPynVNma7?+6K%9>RvV|5+JrinNVNkk3?d za%(0b?=nPDD5l6k#`Ub1Q?wNWpd=#+n;#*4t(;Nh-Uy7lxC*Pl*!7ZGpQ$HYn&vhK zAeY{vFry4bIhcluJJyf -1) 由于很多词没有出现,导致矩阵极其稀疏,因此需要对词频做额外处理来达到好的矩阵分解效果;
    -2) 矩阵非常大,维度太高(通常达到`$10^6*10^6$`的数量级);
    -3) 需要手动去掉停用词(如although, a,...),不然这些频繁出现的词也会影响矩阵分解的效果。 - - -基于神经网络的模型不需要计算存储一个在全语料上统计的大表,而是通过学习语义信息得到词向量,因此能很好地解决以上问题。在本章里,我们将展示基于神经网络训练词向量的细节,以及如何用PaddlePaddle训练一个词向量模型。 - - -## 效果展示 - -本章中,当词向量训练好后,我们可以用数据可视化算法t-SNE\[[4](#参考文献)\]画出词语特征在二维上的投影(如下图所示)。从图中可以看出,语义相关的词语(如a, the, these; big, huge)在投影上距离很近,语意无关的词(如say, business; decision, japan)在投影上的距离很远。 - -![2d_similarity](./image/2d_similarity.png) -

    -图1. 词向量的二维投影 -

    - -另一方面,我们知道两个向量的余弦值在`$[-1,1]$`的区间内:两个完全相同的向量余弦值为1, 两个相互垂直的向量之间余弦值为0,两个方向完全相反的向量余弦值为-1,即相关性和余弦值大小成正比。因此我们还可以计算两个词向量的余弦相似度: - -``` -similarity: 0.899180685161 -please input two words: big huge - -please input two words: from company -similarity: -0.0997506977351 -``` - -以上结果可以通过运行`calculate_dis.py`, 加载字典里的单词和对应训练特征结果得到,我们将在[应用模型](#应用模型)中详细描述用法。 - - -## 模型概览 - -在这里我们介绍三个训练词向量的模型:N-gram模型,CBOW模型和Skip-gram模型,它们的中心思想都是通过上下文得到一个词出现的概率。对于N-gram模型,我们会先介绍语言模型的概念,并在之后的[训练模型](#训练模型)中,带大家用PaddlePaddle实现它。而后两个模型,是近年来最有名的神经元词向量模型,由 Tomas Mikolov 在Google 研发\[[3](#参考文献)\],虽然它们很浅很简单,但训练效果很好。 - -### 语言模型 - -在介绍词向量模型之前,我们先来引入一个概念:语言模型。 -语言模型旨在为语句的联合概率函数`$P(w_1, ..., w_T)$`建模, 其中`$w_i$`表示句子中的第i个词。语言模型的目标是,希望模型对有意义的句子赋予大概率,对没意义的句子赋予小概率。 -这样的模型可以应用于很多领域,如机器翻译、语音识别、信息检索、词性标注、手写识别等,它们都希望能得到一个连续序列的概率。 以信息检索为例,当你在搜索“how long is a football bame”时(bame是一个医学名词),搜索引擎会提示你是否希望搜索"how long is a football game", 这是因为根据语言模型计算出“how long is a football bame”的概率很低,而与bame近似的,可能引起错误的词中,game会使该句生成的概率最大。 - -对语言模型的目标概率`$P(w_1, ..., w_T)$`,如果假设文本中每个词都是相互独立的,则整句话的联合概率可以表示为其中所有词语条件概率的乘积,即: - -$$P(w_1, ..., w_T) = \prod_{t=1}^TP(w_t)$$ - -然而我们知道语句中的每个词出现的概率都与其前面的词紧密相关, 所以实际上通常用条件概率表示语言模型: - -$$P(w_1, ..., w_T) = \prod_{t=1}^TP(w_t | w_1, ... , w_{t-1})$$ - - - -### N-gram neural model - -在计算语言学中,n-gram是一种重要的文本表示方法,表示一个文本中连续的n个项。基于具体的应用场景,每一项可以是一个字母、单词或者音节。 n-gram模型也是统计语言模型中的一种重要方法,用n-gram训练语言模型时,一般用每个n-gram的历史n-1个词语组成的内容来预测第n个词。 - -Yoshua Bengio等科学家就于2003年在著名论文 Neural Probabilistic Language Models \[[1](#参考文献)\] 中介绍如何学习一个神经元网络表示的词向量模型。文中的神经概率语言模型(Neural Network Language Model,NNLM)通过一个线性映射和一个非线性隐层连接,同时学习了语言模型和词向量,即通过学习大量语料得到词语的向量表达,通过这些向量得到整个句子的概率。用这种方法学习语言模型可以克服维度灾难(curse of dimensionality),即训练和测试数据不同导致的模型不准。注意:由于“神经概率语言模型”说法较为泛泛,我们在这里不用其NNLM的本名,考虑到其具体做法,本文中称该模型为N-gram neural model。 - -我们在上文中已经讲到用条件概率建模语言模型,即一句话中第`$t$`个词的概率和该句话的前`$t-1$`个词相关。可实际上越远的词语其实对该词的影响越小,那么如果考虑一个n-gram, 每个词都只受其前面`n-1`个词的影响,则有: - -$$P(w_1, ..., w_T) = \prod_{t=n}^TP(w_t|w_{t-1}, w_{t-2}, ..., w_{t-n+1})$$ - -给定一些真实语料,这些语料中都是有意义的句子,N-gram模型的优化目标则是最大化目标函数: - -$$\frac{1}{T}\sum_t f(w_t, w_{t-1}, ..., w_{t-n+1};\theta) + R(\theta)$$ - -其中`$f(w_t, w_{t-1}, ..., w_{t-n+1})$`表示根据历史n-1个词得到当前词`$w_t$`的条件概率,`$R(\theta)$`表示参数正则项。 - -![nnlm](./image/nnlm.png) -

    -图2. N-gram神经网络模型 -

    - -图2展示了N-gram神经网络模型,从下往上看,该模型分为以下几个部分: -- 对于每个样本,模型输入`$w_{t-n+1},...w_{t-1}$`, 输出句子第t个词为字典中`|V|`个词的概率。 - -每个输入词`$w_{t-n+1},...w_{t-1}$`首先通过映射矩阵映射到词向量`$C(w_{t-n+1}),...C(w_{t-1})$`。 - -- 然后所有词语的词向量连接成一个大向量,并经过一个非线性映射得到历史词语的隐层表示: - -$$g=Utanh(\theta^Tx + b_1) + Wx + b_2$$ - -其中,`$x$`为所有词语的词向量连接成的大向量,表示文本历史特征;`$\theta$`、`$U$`、`$b_1$`、`$b_2$`和`$W$`分别为词向量层到隐层连接的参数。`$g$`表示未经归一化的所有输出单词概率,`$g_i$`表示未经归一化的字典中第`$i$`个单词的输出概率。 - -- 根据softmax的定义,通过归一化`$g_i$`, 生成目标词`$w_t$`的概率为: - -$$P(w_t | w_1, ..., w_{t-n+1}) = \frac{e^{g_{w_t}}}{\sum_i^{|V|} e^{g_i}}$$ - -- 整个网络的损失值(cost)为多类分类交叉熵,用公式表示为 - -$$J(\theta) = -\sum_{i=1}^N\sum_{c=1}^{|V|}y_k^{i}log(softmax(g_k^i))$$ - -其中`$y_k^i$`表示第`$i$`个样本第`$k$`类的真实标签(0或1),`$softmax(g_k^i)$`表示第i个样本第k类softmax输出的概率。 - - - -### Continuous Bag-of-Words model(CBOW) - -CBOW模型通过一个词的上下文(各N个词)预测当前词。当N=2时,模型如下图所示: - -![cbow](./image/cbow.png) -

    -图3. CBOW模型 -

    - -具体来说,不考虑上下文的词语输入顺序,CBOW是用上下文词语的词向量的均值来预测当前词。即: - -$$context = \frac{x_{t-1} + x_{t-2} + x_{t+1} + x_{t+2}}{4}$$ - -其中`$x_t$`为第`$t$`个词的词向量,分类分数(score)向量 `$z=U*context$`,最终的分类`$y$`采用softmax,损失函数采用多类分类交叉熵。 - -### Skip-gram model - -CBOW的好处是对上下文词语的分布在词向量上进行了平滑,去掉了噪声,因此在小数据集上很有效。而Skip-gram的方法中,用一个词预测其上下文,得到了当前词上下文的很多样本,因此可用于更大的数据集。 - -![skipgram](./image/skipgram.png) -

    -图4. Skip-gram模型 -

    - -如上图所示,Skip-gram模型的具体做法是,将一个词的词向量映射到`$2n$`个词的词向量(`$2n$`表示当前输入词的前后各`$n$`个词),然后分别通过softmax得到这`$2n$`个词的分类损失值之和。 - - -## 数据准备 - -### 数据介绍 - -本教程使用Penn Treebank (PTB)(经Tomas Mikolov预处理过的版本)数据集。PTB数据集较小,训练速度快,应用于Mikolov的公开语言模型训练工具\[[2](#参考文献)\]中。其统计情况如下: - -

    - - - - - - - - - - - - - - - - -
    训练数据验证数据测试数据
    ptb.train.txtptb.valid.txtptb.test.txt
    42068句3370句3761句
    -

    - - -### 数据预处理 - -本章训练的是5-gram模型,表示在PaddlePaddle训练时,每条数据的前4个词用来预测第5个词。PaddlePaddle提供了对应PTB数据集的python包`paddle.dataset.imikolov`,自动做数据的下载与预处理,方便大家使用。 - -预处理会把数据集中的每一句话前后加上开始符号``以及结束符号``。然后依据窗口大小(本教程中为5),从头到尾每次向右滑动窗口并生成一条数据。 - -如"I have a dream that one day" 一句提供了5条数据: - -```text - I have a dream -I have a dream that -have a dream that one -a dream that one day -dream that one day -``` - -最后,每个输入会按其单词次在字典里的位置,转化成整数的索引序列,作为PaddlePaddle的输入。 - -## 编程实现 - -本配置的模型结构如下图所示: - -![ngram](./image/ngram.png) -

    -图5. 模型配置中的N-gram神经网络模型 -

    - -首先,加载所需要的包: - -```python -import paddle -import paddle.fluid as fluid -import numpy -from functools import partial -import math -import os -import sys -``` - -然后,定义参数: -```python -EMBED_SIZE = 32 # word vector dimension -HIDDEN_SIZE = 256 # hidden layer dimension -N = 5 # train 5-gram -BATCH_SIZE = 32 # batch size - -# can use CPU or GPU -use_cuda = os.getenv('WITH_GPU', '0') != '0' - -word_dict = paddle.dataset.imikolov.build_dict() -dict_size = len(word_dict) -``` - -不同于之前的PaddlePaddle v2版本,在新的Fluid版本里,我们不必再手动计算词向量。PaddlePaddle提供了一个内置的方法`fluid.layers.embedding`,我们就可以直接用它来构造 N-gram 神经网络。 - -- 我们来定义我们的 N-gram 神经网络结构。这个结构在训练和预测中都会使用到。因为词向量比较稀疏,我们传入参数 `is_sparse == True`, 可以加速稀疏矩阵的更新。 - -```python -def inference_program(is_sparse): -first_word = fluid.layers.data(name='firstw', shape=[1], dtype='int64') -second_word = fluid.layers.data(name='secondw', shape=[1], dtype='int64') -third_word = fluid.layers.data(name='thirdw', shape=[1], dtype='int64') -fourth_word = fluid.layers.data(name='fourthw', shape=[1], dtype='int64') - -embed_first = fluid.layers.embedding( -input=first_word, -size=[dict_size, EMBED_SIZE], -dtype='float32', -is_sparse=is_sparse, -param_attr='shared_w') -embed_second = fluid.layers.embedding( -input=second_word, -size=[dict_size, EMBED_SIZE], -dtype='float32', -is_sparse=is_sparse, -param_attr='shared_w') -embed_third = fluid.layers.embedding( -input=third_word, -size=[dict_size, EMBED_SIZE], -dtype='float32', -is_sparse=is_sparse, -param_attr='shared_w') -embed_fourth = fluid.layers.embedding( -input=fourth_word, -size=[dict_size, EMBED_SIZE], -dtype='float32', -is_sparse=is_sparse, -param_attr='shared_w') - -concat_embed = fluid.layers.concat( -input=[embed_first, embed_second, embed_third, embed_fourth], axis=1) -hidden1 = fluid.layers.fc(input=concat_embed, -size=HIDDEN_SIZE, -act='sigmoid') -predict_word = fluid.layers.fc(input=hidden1, size=dict_size, act='softmax') -return predict_word -``` - -- 基于以上的神经网络结构,我们可以如下定义我们的`训练`方法 - -```python -def train_program(is_sparse): -# The declaration of 'next_word' must be after the invoking of inference_program, -# or the data input order of train program would be [next_word, firstw, secondw, -# thirdw, fourthw], which is not correct. -predict_word = inference_program(is_sparse) -next_word = fluid.layers.data(name='nextw', shape=[1], dtype='int64') -cost = fluid.layers.cross_entropy(input=predict_word, label=next_word) -avg_cost = fluid.layers.mean(cost) -return avg_cost -``` - -- 现在我们可以开始训练啦。如今的版本较之以前就简单了许多。我们有现成的训练和测试集:`paddle.dataset.imikolov.train()`和`paddle.dataset.imikolov.test()`。两者都会返回一个读取器。在PaddlePaddle中,读取器是一个Python的函数,每次调用,会读取下一条数据。它是一个Python的generator。 - -`paddle.batch` 会读入一个读取器,然后输出一个批次化了的读取器。`event_handler`亦可以一并传入`trainer.train`来时不时的输出每个步骤,批次的训练情况。 - -```python -def optimizer_func(): -# Note here we need to choose more sophisticated optimizers -# such as AdaGrad with a decay rate. The normal SGD converges -# very slowly. -# optimizer=fluid.optimizer.SGD(learning_rate=0.001), -return fluid.optimizer.AdagradOptimizer( -learning_rate=3e-3, -regularization=fluid.regularizer.L2DecayRegularizer(8e-4)) - - -def train(use_cuda, train_program, params_dirname): -train_reader = paddle.batch( -paddle.dataset.imikolov.train(word_dict, N), BATCH_SIZE) -test_reader = paddle.batch( -paddle.dataset.imikolov.test(word_dict, N), BATCH_SIZE) - -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() - -def event_handler(event): -if isinstance(event, fluid.EndStepEvent): -# We output cost every 10 steps. -if event.step % 10 == 0: -outs = trainer.test( -reader=test_reader, -feed_order=['firstw', 'secondw', 'thirdw', 'fourthw', 'nextw']) -avg_cost = outs[0] - -print "Step %d: Average Cost %f" % (event.step, avg_cost) - -# If average cost is lower than 5.8, we consider the model good enough to stop. -# Note 5.8 is a relatively high value. In order to get a better model, one should -# aim for avg_cost lower than 3.5. But the training could take longer time. -if avg_cost < 5.8: -trainer.save_params(params_dirname) -trainer.stop() - -if math.isnan(avg_cost): -sys.exit("got NaN loss, training failed.") - -trainer = fluid.Trainer( -train_func=train_program, -optimizer_func=optimizer_func, -place=place) - -trainer.train( -reader=train_reader, -num_epochs=1, -event_handler=event_handler, -feed_order=['firstw', 'secondw', 'thirdw', 'fourthw', 'nextw']) -``` - -- `trainer.train`将会开始训练。从`event_handler`返回的监控情况如下: - -```python -Step 0: Average Cost 7.337213 -Step 10: Average Cost 6.136128 -Step 20: Average Cost 5.766995 -... -``` - -## 模型应用 -在模型训练后,我们可以用它做一些预测。 - -### 预测下一个词 -我们可以用我们训练过的模型,在得知之前的 N-gram 后,预测下一个词。 - -```python -def infer(use_cuda, inference_program, params_dirname=None): -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() -inferencer = fluid.Inferencer( -infer_func=inference_program, param_path=params_dirname, place=place) - -# Setup inputs by creating 4 LoDTensors representing 4 words. Here each word -# is simply an index to look up for the corresponding word vector and hence -# the shape of word (base_shape) should be [1]. The length-based level of -# detail (lod) info of each LoDtensor should be [[1]] meaning there is only -# one lod_level and there is only one sequence of one word on this level. -# Note that lod info should be a list of lists. - -data1 = [[211]] # 'among' -data2 = [[6]] # 'a' -data3 = [[96]] # 'group' -data4 = [[4]] # 'of' -lod = [[1]] - -first_word = fluid.create_lod_tensor(data1, lod, place) -second_word = fluid.create_lod_tensor(data2, lod, place) -third_word = fluid.create_lod_tensor(data3, lod, place) -fourth_word = fluid.create_lod_tensor(data4, lod, place) - -result = inferencer.infer( -{ -'firstw': first_word, -'secondw': second_word, -'thirdw': third_word, -'fourthw': fourth_word -}, -return_numpy=False) - -print(numpy.array(result[0])) -most_possible_word_index = numpy.argmax(result[0]) -print(most_possible_word_index) -print([ -key for key, value in word_dict.iteritems() -if value == most_possible_word_index -][0]) -``` - -在经历3分钟的短暂训练后,我们得到如下的预测。我们的模型预测 `among a group of` 的下一个词是`a`。这比较符合文法规律。如果我们训练时间更长,比如几个小时,那么我们会得到的下一个预测是 `workers`。 - - -```python -[[0.00106646 0.0007907 0.00072041 ... 0.00049024 0.00041355 0.00084464]] -6 -a -``` - -整个程序的入口很简单: - -```python -def main(use_cuda, is_sparse): -if use_cuda and not fluid.core.is_compiled_with_cuda(): -return - -params_dirname = "word2vec.inference.model" - -train( -use_cuda=use_cuda, -train_program=partial(train_program, is_sparse), -params_dirname=params_dirname) - -infer( -use_cuda=use_cuda, -inference_program=partial(inference_program, is_sparse), -params_dirname=params_dirname) - - -main(use_cuda=use_cuda, is_sparse=True) -``` - - -## 总结 -本章中,我们介绍了词向量、语言模型和词向量的关系、以及如何通过训练神经网络模型获得词向量。在信息检索中,我们可以根据向量间的余弦夹角,来判断query和文档关键词这二者间的相关性。在句法分析和语义分析中,训练好的词向量可以用来初始化模型,以得到更好的效果。在文档分类中,有了词向量之后,可以用聚类的方法将文档中同义词进行分组,也可以用 N-gram 来预测下一个词。希望大家在本章后能够自行运用词向量进行相关领域的研究。 - - -## 参考文献 -1. Bengio Y, Ducharme R, Vincent P, et al. [A neural probabilistic language model](http://www.jmlr.org/papers/volume3/bengio03a/bengio03a.pdf)[J]. journal of machine learning research, 2003, 3(Feb): 1137-1155. -2. Mikolov T, Kombrink S, Deoras A, et al. [Rnnlm-recurrent neural network language modeling toolkit](http://www.fit.vutbr.cz/~imikolov/rnnlm/rnnlm-demo.pdf)[C]//Proc. of the 2011 ASRU Workshop. 2011: 196-201. -3. Mikolov T, Chen K, Corrado G, et al. [Efficient estimation of word representations in vector space](https://arxiv.org/pdf/1301.3781.pdf)[J]. arXiv preprint arXiv:1301.3781, 2013. -4. Maaten L, Hinton G. [Visualizing data using t-SNE](https://lvdmaaten.github.io/publications/papers/JMLR_2008.pdf)[J]. Journal of Machine Learning Research, 2008, 9(Nov): 2579-2605. -5. https://en.wikipedia.org/wiki/Singular_value_decomposition - -
    -知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 词向量 @@ -884,4 +442,3 @@ main(use_cuda=use_cuda, is_sparse=True)
    知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics:doc/fluid/new_docs/beginners_guide/basics/word2vec/README.cn.md diff --git a/doc/fluid/new_docs/beginners_guide/basics/word2vec/image/cbow_en.png b/doc/fluid/new_docs/beginners_guide/basics/word2vec/image/cbow_en.png deleted file mode 100755 index d985c393e618e9b79df05e4ff0ae57ccc93744d0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 57756 zcmeFZbySpH+c!KQm>?hqf`p);l0!iH`0xCNeO~<3=IR) zIUqT}FwDD8y{`MY?{D4fUEja&T93;G%sJ<-V;}iDj=cjPt13{Qr9TUU!6+3U%07j` z$S7bi^2eu7f+syAKUBf5t4?y-PU?2%POiodNZ5TdI};>}qOGw7@+s2T%-y~XDFK6> z@Uha+cG6Z+7BjW8Hl0b0Xg64Gujj7_bPPAn!!3oDc)>qbpID~pwxB&(K? z3ZKdg8KkAvLk|a}x`(QUsfV?xs2QuY6pMtL80f$j>152}W^03T6myeg{oSt^_#1l6 z%gXZm6(?&+)<2WdR(Z@KW9NWm5#kZxHsyoES%igo;DSQJ!f-AYem*!qFCX|X%ncV5 z6A~8V7h(DPA1fHm!OUFjsjU3pV}VbStd>qrFT{9xU0q#yTm^XS94vU@qN1WuAN>5> z;0`*LFkH#i;&Q6l7V5WbTVEaNv+{%H(o_kSM< zdJ)VKgstevT|EfVFVC@aYdzTq*mG7}Sqn+XW>3*Y5NiVBKy3kr$~bDIbu z&AEjI@0yFig-y)Nk)r?f^WWOb%gM;f3W>v6G#HhMk?wKV0zG($2}w(bDb(i;TK3%PkdS zQ!5no;5M{Lf7UFEbg*(kn#nuZ*|PkmvY6F>oq>ov94;crC&JGsd>0PC%g=vbRz_4v zKva(Zu80s=`Jc9C|3hUcY3{$EodtbwC zYz=d+R1cBBvYzmQegV6m{>z31SRPb>EV9n#SX;docyB?Virka zh>G=E=M6$#8Bf(ffmlVi)Z$tRZey)A{PX9}nP})06$^3sQI8@|NB(~ zM27!g)G%uBCgP{m)H9TC6G#r(T!X*wDwLJ8N}!D+)i>tDCKmu>Al<4y>4nhtZ~Bpq!oV9+Buh}1DGd|4^K(`dRe+!P?LeH!`05tNYNm7)YT+~P<3|o zf~$Q!k~qD?-Tz)thBywIS z?FwIf#i-|VgeVDS;QFkO)AvhSg7l+EosOEUj_;zPc9UOUTK$mR|M_}ZLHh7X>ZAu) zi_KJM))lomybjsL)F8`3Vk;qS*st;X6+=A_-w(-s6?MD$Ym0Sw%ti)V$lVk{EY6pR zLx-tJ#Sm=B&N(=Tjfgb%DKhaHz2Gc7#pv|ds)6O~%pH5<#iJhLfi%OD<_XG$QHvyQ zZ^^T_`{dYTYxl--i%FwCv}j?Rno>ihVvm=@&Te0ONu=GSFU(Zm^tKlP`}ZOO6?sZJe;E2;4{1ST0C&I10 z-&TigeuoDZeJy2k@2^m=v{j?~p5A=)E1SLV181p-zo<&A5KY%N0Kc_k7gqMCla7~@ z9vOxvUN}w1*RVI`ODtd@biqv#IVta|CeI<%OpL$gypPoqIus|L&q*Ym^MJ{PvclNw z+?HtdTg4^e1)Q(WzdA{)fUs+dX1MOEDpweGCsg{_O_+O(3h7YGNX=(-P0-vyKSiAU zTn@d!laVttg^0nu1W@D4+^)=9lt-8;f_|&*!r8Yu-&*!> zvgiEn-goXVh3B>+!?t`lvg8~Enq4{AE%ubv`PMf9;RpMz(utB5$+~@ECFpo9!^8e4 zdgtN=_sg`)Eoqer)d9qVB%=HLM?_0#sLxJndf_6|A!3&aMX-_BvD9+zj@DId@U#E< zn)%3Rd9}*^A)>EIH8@63gkv@;`iDc`wq8@6>SG?)ZJwGZB4^r3l)V;{e0_wu6YnS_ z{{#Z;*)-<_Uv^Tqp}XHT-w|aY&0Krg!`s5eJA|!WyNb&`3_f0%X zwRn*CiJGRb7{#}#k@u`Gxc!$%-DYr08bepROT0}{-j6_z#Atnkw5l75G4Iv_-uZn0 zH zo~-fgepG_t=5cf~Pj|x5JZc8tEF02#%`wP-?1t7QN#3|8ce}U6X7sEh4OObjCLARL z$Lf{1F!bZWTN&;=A{~vDs%-mxR^@98^ix<9?~Mf^CyeuOdYSbwino=`QXA3TvdcX0 zGpAxbYUpfxzPcKhuH7OWBDYH0lymg{h-gS$^|j?~I*ieJ;v@g;ila?wWMgflvwin> z$%My2_50s>i^FcV^auIw zS@`bxZ{KR)$vLzU!Mz{i=c~YIKA9}D%RD$RSS32IE7cAWSLd`=T^w5l*3sDU3ko4u)ov7X(m&RvJ4a+Jf;=Kz<94OJv!+lK)^TJ404KhetMX)`Zbv@3=F zI@QvC`GgjcnV$Y|)Xw*0w;jLu;lL%InO(6B-LmI{y}5;TVx?XOTm3sjNmCPf3>&sM zptzCJv_9&7=LriiEfiivr0ugsqI*WJchE+n`fdVi{_~mypV*{Aw!PaG3434lDp2~u zQ{s$MIfOv$LUU2z*TR~OO_7|v`W0m{pu41md(x}%KbGE^_G8No*$ZZK9J2|NgG!^ii(fa=&rcj4s1Ca&Y_aw` z?hY8N5S_PjhYx)*4#nfMk=C5y^ZMaftb=W(DmD$ZPP;jov)BA$g&m7DKk`l3xIC-BcY11??W^1Oft1yQo=XKXrujAOa#X|4vLG^+;ba=cd5liCwc(I9PtKeg_e zW`7n7JNvx~ANQ&~HB^!7ikzL{?dd)R=6vs9A-0WthmOmL-5c*$)7QgZ4;6ojx>{0L zcet|lIOtZujH1J8-S??wK~Bf*Y9eH&)S|c3*S)jddp>ZmZEhG6cMV-9TqK0_icI9N z8(Ui)yspmIVy7}!+H~R_e-qiBve{Xq4Eq;P)NFiV36sYW;YZ0ta|YY>x^eqf#$o%Z zxG8QCuk3Y*)IGk(+h_Mlo(kFQ1POF!)h4*5_#7^0TA;W z4CB9epSDLuZ}}eZ64OgVdJR+;rIJ?Xsc~7T4M1yyC|I!K14mrt5@K+SGxM29_BJLZ z=xAb5Dl?$ba)&Q#J1v>Ok+SBTH0Oj@zbwkoBT12Stm-KhSQRTKPa zm~h+kZ0z{3>R;c6Y`-7xIT)-M^SRHnj&I6VcH>zO^<6@Ss^mKgzAwUq!>!ZH-74?4GxpKUF_r|ql z2hriCf~X`P9N!YMz9Zy`bUT?OMT;teH@6a1jd1R+u(Olc<6GL}C@9%0w)l$U`!QHH zUZK8MXHJkDTzdJ5GqrtS`AOpQ9hO|rI_Epmx~tEssz)q`RKQx_tvOrYNLrAWwMvn@ z%I2Y&;hp}bIP)XiKp^pJlx?a|N_1Rb?OL1loE>USPb4QXC7f|Me&KF*Mh9>G*Nu)# z@S^#YCG6~Bdv}u?DYcrX$;68qx=hS6eeiaLcjt4xEB4+LT6&qz9Zjlz`@rEjphVsS zt2ez~rzLT)w3iu|$%KjIt(`*zRb9K?hyGlPQ;K)oB$HSap&V(c756bYiPP(;7#XIs z7(=CX%sci-x;_{To1rU{CeMrI3T@OXyMREwTD^nV-k^AXAkjbk?AfS5;`eKC=k;Nv zq*m-Mt~jtm*Yn0=qz3OQhT8V6m}I+npzYikBPKElxLUn?Q>JyVP#%&Lv5G~H9(0b4 z>5;OtpL%~*uKsNCT`N=3n1wC=P0s=vM$G~}(L4BSB_r}tE&FZG4DY=x>oN}nJonb> z1kG0j_u~W_T%UK^On$A}*+!O>Y9e%WqDbE({Y*%c^u8BA3tZEjbH3=;g-vwq7PWgA zdd7DpUdg$RIZOsM6Sr4<=Sp}7X2f)>YADVjrZ})Qr{Kd~+;~S*jv}q6m6`0pSp1uO zcTDL?p_z<$+F^A)Eqm|51D{!hVDjqZc5F%!<3?~#vqkP!y5z_J7PovcI`mBQ3ZNvT zsVDHzjZH5U?+1Dsc9tfLFD{*&@~I0otGd=0n)Aq{!d>9$OzeBHdydkkCVkbEovLB; zWs{z!%$V_(DBwgFt@b#@R+g-vh?%y`A75y8pERIaUoaTxBBaGldlGVpi|vj3iC8>i z7`qFbD`my`>mjpxn!E&z_TAF2{WNp@7$Ig!0Ic)wdL%^NJ6>S5h$9T({K+ zFBRLkJw%L-bV*i5T|b$Rf9%{{Mirdpi77o#%dqTFwG!X0azksdwthE55 z0|MhWUO1{s`}wBKg_F;hbXWMQoOtyY$2$fEAIMzr7hn5~?k&_K)aT^c)}9I;`1qze zYxMYJ=JO)Z!fbC+iB2-IZ@)KLG`oOi)(Q)cTqo-RW)) zIzsN$VKUDIYuytx5_C7*dpygN6p(5sVkKWXB>CcMru6Y`TO85{Z8l?9fKy_lgGpye z&D6$k$rc%6Y0u8f+9eg=Y@DgqEjDX=BdX${VlI{FZ!MbkXS$R&FG;v#+*IP0K zxqjx6^+t@|)rsSsjJU7w(re^%^$I*pu6A@p1SU$R9yr}jd>Gk=5ozM}J?MBK`gCuA zt0GN%&iI7V9-LvUo_WpR@g2BNqMkmotC$W+n)^;Ikru5Oq2ZCyVJyc%;&jXpd)aX z-leJ_wyH(GMmwo4EXT+$uWUl;D&OQK-6T#QgRs8#l z(nNRD!8bWcLk;&v%N0`fLN;Q?aXI+@R;j(BC*l?kt@SJTviF009-{%%iH19Bh=j@& z`sKlfeE3v)j+oCN;l?nGsnFqNmw9dN+I<6S{TuDk#ntyqCU_aT9}8DJMLpE8saavV zi1b2P%9Z#Gw0(8o7OS%$9PW;m4!NHPF~Va;PBgm%$=!aM!<;xPgz??Jvq2y-<@9{{ zb)MVqc5qg?G(4Cz&HGtl)|y;zrj0>hF-Jkw0f!jkQEcsv_OtO~v!i>M((C4x)Z58S>Xql(SAsR=AtjpKv^TjufGc()r zBf?P~bJdio)9>4rc(;XRMa7snXA;_5ax!DPeySC)(#^i~WTd^8WWC1)Bv#bb$2BKu zhadIzO2S@A$V9Dc>E6rfarec9nt~dQ>{vk*Yp3B8p{Zd@jM~Zj1r&BtZ*Flij4_Nn z(X#S2EJ3N4r+FkC%A?~&9mVQ6%C&}6vsa2nbbQX^+_VO59UApWPPC-!k#P+<_c+%- z_jL%f?hJR1pseC3Xv!XmL?}C|1ypD6JC|_(zzC*%8uXF;-X-XN9IkJHRU7CiK;K=Q z-9`q->h*j!z?P4r(hG-|Q=U~k5xAiC?Qq%EXVJBV5LV_x|Hf$PVN^$$F(SUWIB@eO zJ$KdYNJq{sMB_M$-s|;qesc1hIsc2zO>gyjmufe>HyDoV*GP;6vUD|hd2<~XU$wrT z{E*E|GTz5OxGcr*P!ggx(4rjkt~CjwWi zA6Frw>?q@FB7ac4$~Ek0`LT94-_AKDh^^|<3-+f~5?3`({1Ae9y7PC9v~@kZfQzZ_ z=oCWa@4;V`)T2u#B+NIdQ}P&mM)}J0dawIOMBH8-{K&9%cM16z!xZ`Y9@T5(ljIIh zT5ItN5R}$71gSoFPuW1-jJV=i% zy0U08>h7`KB@$&2T6NYK-tyILAEDLKW#3J%Z;~}&csy@tzN(lIi86DN)7sp_ z%cv{QX$kM-D|3}RE0aBFJjE=rzI})ER@J0QlRkg(${2I-{H>ZxwKU@!8&4MGcxQ`o zk>rf+D;rf}GSB?3du&8xuPi^sNeO*oP0AVjggLoFMsZT3b0#M4;_@+mqsON}Riv}{ zTz+>s9&yW=v!efg%!C;nc`3JeQ>p5a2`b1b^O4dZc@+TF_P9eG)THA$AI#lpsTyRC z)^m8-Qv67drx!7F_fAdAgJ;Mks^gzj#fvWxR9qDiTNqU2}V-PR)?|t%yQ1>0zB8b9ZR9^z7x9)eBX}*X5-dQW7G)R|lxu z^y8gdc@dXnHyKgY%Nc8~_4_j)O02K|(P7lEde2~A!1uwC!~wI{UQjgAmA$rGY|V8g zJhz%Dry#ZR*ny(^P&Bf(zol`IP+9dz!UX=a_8 zt<(^@bCn?>lFW{&V?urX^jT*6W}1lYXW`tYQJf`?wNp9mA*ez9p$dI2*Qnf7EfpKQ zXFbky+_$G|m6mc!j|sHeDG6&8(kB*0BK$w^zsE{%dL-cTb;|D4U_nfuw9cp7-`4vHM*qvV)0 zybC9aay^yX>l|aKyndb-?U6HR^(kMlSf5xPb|31(t?ua^E_OtCjAYyETQKW#YGG&0`wPF?P$loM8TBq}J8culDAys_^}e7 z>O6_|+1_YXshUE%NS`>_M6mLS+PutXng3?c-O&1bcDFZw2vU%11~1Q+p)SWcDIPoT zkZ_b;L%2^#*9>1_4+Y9bOF9&}T9%Ys^WEDhZB;IzpmAYOx2Lum_o;fSkPsVqM7QjT z$oy)Haq+Ag-|#d5KRZtRm4mlWm_>;2j<4P$WW_n1H3^l+nB65gA#>p{t^3mhxJ#~g z{3EB&`2zOn7m-{mf^89uGE^HZ*R{*$jF@<&Q|aJp5wJ1`7*tA!F5m8_)z=sgCi33TUsJ8o1a)EUm*4;RR1 zl@=S+3aHs|#)3X((N*qm^cS= zWS_fV+SQ6Kw6ytbelT3iF)C1RC>2Rr^%++i&nM%=$ccC2#&DHkEhIJz0mmT zFUuc-cGUK>YYT3!j*0LhL_TTn!0lVZw!BRyE7pdpL%yBF-zYKJHw!?62auwp}ry zcO4<7n2j-Px$gV|+ zWyrxh<9Q9FhGxq@UzMbsxhwZwa!Zolb<^(1cfypdcIB|Ai>`a=`5ya+?V@p*rk=u+ zQy(Jkt%UDx8s(}|ixnif877?4K;oZflI*$q;#?W0wjmHWf7j^F7I&Q;kI@BpTFI1^ zaB+LWPBFi-*RWWt-CbHm&D}>fOcknBtYYLBS9VNJKMB~_lj@T&bR=2zF;J(umrMKW z{l1=({VSn4 zWK`Rc94$??fnUTmKMg3l_{b}Yus2><#BLcs5y0eOng7UVwNBRflE7IJ3wZFO;iH3X z226R%i)=h*Tuvl6>*tj7u>LX>OQfzM^qPwZw>nv?uTXAHYs@*8NV$qJIafR>^A-Ke zuy1f>vz2)&u~2;DtK%%)cc0cze0`3e(Jr2%Jz`dpt~&Kvt5xdGU-3nGbhAq95?q`N zo}==-i;g8W2h&u(BX^@r^=B)M6-F;`Hp*V57dY=qzd$?Obhx|fIa!!fELGi9;ZtZH zGdzJRm{?Bl%x<5Ww)BZIXn&(OxwjQljr%!-`|hc;A=!1-VdAw%+w7iW!GVYm&egZV z-Yaf=ecp=+MC7|t%=IGMSwg%k3*MO7vDLDO8XlePvMQ{3gY;Hz_a+2Inx0mCCRf${ zg+pGegy+(*J{N9itRcwsGSYkC`szStPQmIeju|`IXMK6<3LDi~Cq#M%4cbeFy!Yek z58_$~EPL1K(Os+JiQytOsl(aCR-tR-&m%8&iFr;KO6@mNxeS&``jaW}PVF7~dKE5R z@9RVxY#^}67i4Oz(s8Z%qb+oS00;JT8x&p{xbA=pGplV393C!zy}W7m;zkYm z>qBX$D|~!6NML@68k9FX^R;|CxGT&!8uMz{#bK#3AkXZVC_6klG4kv5S+6-ZW-GGO zGl8~FHOHM6QtF}#GMK9OFgixG8K@7aJv>^JPGXFtzW-WG>A8ROL(~lpS@L904?0i* zP!es4s#Ln)vM9Y7sP;qIkA%$#lns1oE{=ANJjaRFo7C7K^=tg|P}Y?A?HsR7o`r$P zi(b9V;}!Y5nh4|4WVkH+e%jjGV7}p(iOR z(Q{q&DqL01eLlhpB$~r$K!J@IBy#^>-Znaag3dJQa3HfE1dY6GC!1p|5@QTJu|ii# zK>ZGf5zN%40^_3Oxn7kSL`SWjx#9*&cY>>nxS+1a&it1i|DP44dn&~JP-67)O5yP% zc^HiEHqZqcBgIIi!^7eF#AEQ?U2Hw^cv+f|NepN5Sh{}o1gznWh{|QyMY-gk=}`uc zwikQUc?qfFx3FJ)ax=u{@ckvu-#tZwp5D@`-n|~@0(_-RP^hB= zy?-6NuW@&8#1tJjxs%af8r@_x-yXq#2IhB05lrcusyH@WRbsQ*=5SEU5Th*wG$cDc z$qB#nkv#gbDxS;fQT?$(*1tyx0VACHotGv#b?u{yVVzf%GBiyZK3JCVXfblM6u?HF z%K+a9R|HIW3ka4_v&6{~^RD&`T@xBW1bHx`zxM5Eu%NDtsTWO@!3Utm%P57KFPa77 z#2A)PI%80xqo|%4c_j`)5c)4^>0J+l!J_#uyV)c`!{uK|@% zXNn9r!(BFKzFW12-yZipFTVDr#kyj`K}n7B7}TiLz;El5Q6A6m9)CL{+Y=(O^`k{7 z%5+Nxs>h{6%kKg(w4Z>Rn%XA@QggjyxkpBp(t+zwS3(1(I`rQe8Fs@~&W0#K-V$3@ zFP1uJDVT<`cBC7)TZ^(O6%QO&23o3OX@^b8GJrvA@PnVZEXZ)fdbj|q^u>s)W_b!^ zx|Wk)pT9$PCP()1=W%z2$)g34%pUJ`$Ka_eJbEKPl$O3*WhM-13w>7ZG^Qru{!OZZ z<~QE?jjwvV76g_-`khhpBTMzZf-BMOx%A~Q_7>N>Gw;|uJXjf;;MJ7$Ui(d;Pz%o? zwRwhCu0JeBz#>CkRrF?@4?w{(00g8jPXc2xYWVRXa~f`JSYphmzv_AQ1M_&``aVbe ziwA5Esr8RiYlxo%n8w^lrN>hGrdD2^<9P_Gsgyz`_q1m%26GU>8=AWZaj5F-y(!P} z@yVgnrEf+yP*UgeQ=*i*GgRXGR|a#Df40i&OLCdT{mP}34<65dwq6M8W2~?J?9;Ev z5!_biJ@WiOw|+tt4D@$TtM1oZ-isb5 zxD4yQE@CA&n`zSv>lY1Og}v!BG+mqeyC_rMx}FK>c3HGR?&gpM`&SIMw|44PE_I z!E*vmEO>|i6tmZ_tc|JNVZ*6?oEmXQt>#b<^YZ~mJ-()1_cWb0{G~y&P*u};@$d}W z(c+u>E~7}GVPGUD4mnzODtLwH)P@7lMn1;}i%N!|VvC^QO*}7s^s6Q9Mbk1j{2EsB zQgy;9l3151Z=BOkpMnLtey^-BJzuw?9TdX0Bv{cpx6W8?3iL>zquufbYo-Y6f~GA& zEgK~kJt(K|#A952eQn=`70a_z9{eSF&F*Ig)W{e@S*y_7yzs^XoNp8qm_Sl#V3L=&fSE z`()ggxpj8@70;RC`#h7Mcl+%ro{tL=TgfWGWnLY5*YX1Ib^5xdUgdiAYH<<~L}q$b z9*veC+^O0De!-+~o5}U?!hw337u#HOai;zG1@@_+HY#$UFsb?IsQbQbXgaBfqPD79 zyb8V4TA!8A3-JGK+Yzl@6U$3sH;;B?%^fN_4hN^;GV~aeei@bC( z^1BmNjts$3s*SHyb0Xo_&Q(nLcrLH@aV8t)N`%i#4$#yF#x^C4$^Eqb+b-E7AMEkH z<5=s{4sG#5NxiB7S)pLxR8D*Cvge5Tu=%ASLw5Q_tcis8j>g@&k23uWU2$l+EBYFi zUl$Y2T6QA1<8>Lc%5>UlCvTB{Dl+mZf@|Q$SRyG9ZDHpU<(LYj)3A zQfv}mjciObzkWT$U4NDA`IVP3KHWvX5;nXthti@Rn?n}VuMyI1!}Z6zPD9Tu+92+K zdq(8Ob#{6iRRb*!ZE7jvL67SMs`FGYkH5e`j226sLc(?O&D!?rW`!o7O8xZ?QW~fl zueHm*7Wf#Cwr^IyY)XCyn*mliUL~}RiUe2dN(#w)Sl?%mbls5%2--}~J}LOl^j>06;3l*GHe?pp7ujVD0GvTuh? zVp>p%-HWf-owqovEpcO&p$+%&6XbBX8EXA)wF!Sazko%z#vMK`bf%h`MZCTI;mnnK z?N}d>7s~uwWgyHUgT{9{WqNcnp8x@0yQ9VaUYLV(u_oI0(4ek$aL|=`J#Pi6r0fG? z=n({;dHFvqc z+-CF>5AY{j((-^m`XfWtKY`2IP5yPgYLkFJyz~_PgNopxA=_(Cz4!IK%d5!DcpY*D z)__$is{l4e3kS}*6lQ*YOs+Zq6^XOTghC}z>Oz8naY*8 zQzlN>L0fy5iw2t1{gateLU?;=N@h6^GHUOy9#yN$+(~ zd*Rdc>o1>^=N^pS_&5zwHsb7#+~@>@3Rvda-n`)-z6$U9!hHVjPd}ZcQ2*yKsD(@W z3nKMZ1RPXRo?1;rZeMv*eg7S>>$k@%*VBe4$sx}PvTE{N+SK1E>raqk3Ul1(Sc%=NG(y8d3T2UFRe$GTI8Lv`z(>xv$j>C=5*LRvgL zUrX-QI%l^QD_%D(dx>H=gb&M>oRTLy2lROXjr$A{Dqc=6gi!#gXK<`>smfNuzsB-xngjPJYxh9A`b+oLTLPUqP2(%~?FFGNj~lPajk{un(%pT3zC3k@W+@jcz=2P% zv`26%p$h>i<#{uv3*L~zU~I+@s1)7Ss}?;zmPsxRsb&$6lReywJv;4zQHnT0klHNR# ztU;6HefpJJMZs#`E9${hg`k{%EV!?DlB(|qR&Mn1%a7JU3QgWzugLpsJq2HpPw$P} z@p{*;=Una0KTXEuGGhFX$Hf;SYvtS8cFzp}Gj@Wg8u3 zFE`*{v;qBevb(gc65aQ)Ztj!PBXo+$y)yt56GZuVYjrb*Azb&4Qmxv#v_GjQaJ*?;0#jqvbp9C^qI^#O^KHjF^ewcXuBz~jbSC~6;gVXwP3mMXN z%G(urLb9b{F|k?U3siA!O?D1oT`0L!QK|72kk_yp9(P~K&MXdISW=;;+}f9zqmqn?wju9R%8pmQx_;|0%sL6ht#}?+CD{L#VmcmK$@+S%1@M9q5Gd% zBt)pxA1uUqR(C^ko2&pFsqPFpnIh*-9|>eAayO-DQY_mTmE8o@PX_zDsvj{~7f^9% z_YO!UN>#78a^h|XBz^&M+Z}w;ea((cS~Fi~&{8>6zT&9Z=)Sa*&ILHB1lCs|2PXLbpSe&`5(&sh-R?QH61Ub#YnFAn<;TGJX5?e}MTTGp1 zOp=~{LrY(;@V4HD0rTG9b5+=+h7Epw8VVffJo-YBG_CyF)MDI$bR>y;-i0L&t zReu0UQSRX78N4iYs&|s9uj!8_%fhqNVSJJEzFw`xfpp?l*g8qq^@%lnik6I{dq;+4 zc<|11ipT5=6oD-IsPp04CLm-`3x^ceo7>=EiZmX(A;59iEq_zee1Hm0F)g{_uBN3H zW19FXn(nu#nxbCQ_49qA?6F*HnX>F&WA5N|!D~pc3kPvT_06(WW7WztSKyhl%Ce&u zX?6C*E7AENp3Vfu1cfL1?&cb*Fz+{<3YR}I^HJu!Vw{NGIsMC1d#TQ zJjoo#-km_IME@6ahnZ>;2-#P@Vftba6F=P zqYiJ5{tZ&lor7M@%ZX|PO6B8Fp&>88Ug(^mhih|TY5*)MRTuXD+fjc4Fhjl;^UmnM zK%5hRE0Cl49OIM1@xUHTMo&iW`y_}O<@Co2TL3h9sNWOq_f;3>f zkZ7$u?Z5o}{mm}IV5tBfGP)f(D3bl8Oiy$ddH2fZ6y(a_dH_ z=z?v)g+sKnIRqhel7Y_w@+vv3 z;T-_Z=pKK#!mA3wUFd(u1=)U6q6?gqVgy1px}(HXb;A~{1MnUnD>N(Z!MOl6$z6@= z*%0yH<39l7`*kHrOLrwoipSNNd_M~TlJCHINxHcQ9xDT-kPSS$*ga{$ zCPB1CPaot(e{^i36cJny0Qn{#XwnLiT+cpbsB-gGL;5G3v!L<;*pl8W&|p8HbA})# zS+WdftUO+B8wTmZI56wG>Ou$8YCcmERRFvrB^%5;HVA z-9}00=YN<71d7U_#5@h+T(@1-XE46wcn}FfRH2}x6k6a1lbVJm6=2>SAEPQdA8vCP zp=A(b;7f3ZDA@z`mz~o_C1N`ku32cn4J|eXnob$<7@t|?xM==|YhM7IImi@IO93P+ z2|Cu-4yNeA3OFhx!EGkc>NlwKH|zX)tdb-pnE*VD(H%RlS%&4eR}3IE;PiV{x`6Y? zi~|@Sp?^mYHEaA}%kK?Clc@r=Es~7hJAI=&h2B_eD}b%>pN07qfbo@K;4DyAhV96g z>ll}DTS&tGJl0r7R~an5c;>{S?a!R4v~l(>>KS5P;XIe1@!eJL*n5u1mBfG z6Jh~kZ6^i}Mwa~99v;9ZXEJ~eVhfe{^iNDF1_VCZ=rWh~M;CC^%BI=?Wb_6g71pQ> zkqA^8j_$FLqTSB=GaO6u_n9#4p z3(0Z>Agmc+Nae?fFlG?cfGV)DGKf4}(EBUDnyA!30f^Qg@@N3rjZV%`j`?(%*C1X6 zBn$B9*-&X7pi6Gu1haa{ty6jn9F$EJw6(Onm9Jd{aqnYDNsvN^RM4RMq+}VG43)93 z?j?ZllJ9}9UIEvd?-e;XP@50zMzT>XmtT?dYJNoqh;uvMkrW|2BF|K)d2ZCYimiQV z>IV>>RxDE(Gmn1tK;tRcPf9Whqaf(K7ynC|3P{`=SlFe4N>ASbmM-l28CY1uEAn&w z0J(})5jnUHgJGead})QwNC(G(#p8ZQyij2mw9D8G!1pYL**A!B9;|h=1T&!P4@8LUQ1DHBgeGqB68RH+j}Oj^!C=x?0ENs{fv$A|k{zD$ z{o`8*Q@1+YSq1|bIarfXP$5n?q18_6He;g>?m86`;?R zp35_+6|)^HRRoNo>;O11tQSOnXb=HDLJQkX#slZ|Cg_J<6l}DjC5V?E1u*-#344Ek zf63~P!B;kcT4_K^7la59ga(FaxWNu~S`n&Ku>#!Gkr8)94HgDTK^lN@BD(?m*&Kq< zHCEVWgavR0`)z1|HErn0Q`RhB1@tjASa*uk;HLo z00}IjmV(Lc=gU$bf(P`t4T#-GRjGryQnac#Fu?_Sx1m0Pa{=oIBA4Hs&KnFZt30GHD1i(;d z2CreA9*|vSBftUS|J{=F-3LuRmbq=t2s%GM$e#g5UQJ8iIRXfAbTS~q4=95q25iuO zHBtSv)< z>NS+#gV?#$Bbf`990oclD|-GQ=3nVOqgOyfC8s_sF;AyelYqzhfUsFaQw0VyngPU4 zjs(`q5FD2;HSePTy=cG@k2|2e-Xwt2|2SEEMbJZC1n=vA&+E}b8(5a`;@cUJymQdZ z(}vP>?56=2JpT}J!Q}g!cm`DEXLu3`KKW`FFXVQ$R{xZJTS6KoN)SJt`>0N{Op0! z_Dh7)!T*yK0suMa&u4FZ%A)-|o%_^&i%35R4DYbD1g3_F-KhmQXcWyQ=w^k|7t`Nt z4k2gyyu`12z!LKL9O*T{S{i`+f(E%d4$y=ypdN^C+q<*6N>~!71Aj!kkI;LL8?d<@`kN+cJ5XFty1m^ zs9bIsdB47H2U2Ke&3+IT7gLVH++nMRJn2lJKE*H&9o*^5hWN4JeyDO%&^C7bJgmX( z^TJ8fHISwK9ruBz|KRLMSt=+mOi5?+xBIXRvXzkcHTwn_n4RxXdJ{nIfBlmjrc;1+ z=mQ7>1c4p^RXdW);Mh0h!puT!s9oK`LaF_%JhWF0VD@x07D?VNvBI`G zR%5{J@1Kt{lB&11!{%v9@HuezpEr)bI}Q(lcT1SL8H;K;*vw zit^3uO?qxPjTi?Y(UeLc=K!Z_c=r-f$W?g3D}f|EK$hOs^7mtOcAsNzUDG;sUm>To_GLc=LxOMg=0)T z-W4cmo*FKYAd~}&ivnZ^Ve*3@^<84cAc9f`*w614kh*{345F%x-I7u`T%n`+|ve#lQ0%s9Pn^;xDfK1QXc|}zI*|aTHxH@*zLGFhk2-0h3`E?(bEFv zoex1hMSDi!|F}p&7eMzX-6a*64UkYr(Gf+BW1Xb(ty)f^JjetB#n?oRli9Uo?Lx|yNATha@17K;WGRJx- z?=P@yw%^MZ1UT9bxJL$%NShSa@B_F~Mn-=$2soCo(i1`7CdR7NgK{1;@HDu9;+6M zEU2)g2b}~++W;aZCpq&y<2%Mc+7#5ogwtFy@Y?*|(rhJtycvo-8KhpM^B^x4;DvnJ zRSxM;_iO+f;~^zixMnX4C0qJ&^+fNhpEf~}LYfk9tzZI(@0QDk4Z^PTod@0$Clrg0 z?f`>UUG$t3N*aaf2zr3B4e9CinhjMDf8f$aiA(U_U;uXuCjdEJ1{Iph5CBGd`ga`s zZ=MCnn^nCg2P`%wMRENVIWxGthg~I^WzTal!BrJp&S9jLMEG{4u6N&cxj$Xs_c9&D zscSFpd4Ma60N?_m6hFVlG^)$ZVO!v;pDW7m0nRVkOL0-q6XCQ9ZWPjGtN+$2eQYm7 zYZRXYDy2Z_hT1)97yx~@0_7d8zx+&PCRiTMaY&Cw`R{{JS@;Fz(!Lb@v#GKsT}O7= zsk4*Edljy=U7_AJSE?m^4lbz}QD|4A6aM2FdN|)_=;(2*$Q;=z}RbHYCyAE6_i!4SK#%Fk8b#)1;6%LNSZ>$Z_}df(@lsSbw>()c5|UC zh<<>;oaA*NFZ-%BSQtf1%&ikprJ+iwfyUolOnQ=b7?dR8{QaGN7v3;Q{Q?&?MAaQn z;_6&AaI1eQFj?)eT4Lv^Qx+SlomZh)H41n@4Qq>22i>lFM-`@9O$%S%yZ|8$(RU5= zf2jKIcq;$*|6^w6ScTBB2^kTx4#`f)Dm#=^$lmi9i5z6KjH0Zp5}Ai&Rz|$ZF1$&} z-s^YWr_bm6{r>)WKfKS~{kmWGYh17EdS1`xbyItp4vZZha>eFoZ*?dMUw9;jIg>|6 zN<*%ecL{yr0yZ~HU05kK4mV^arpO~PK`J6-Wqkkz zWi-BnazjH~=WQb*AT69(WFM^79BC|7i_Qf zfRlPl%1rOT{Poqm`jtDf9V}*Jdrr^AM|gG?-SJ6DIh|?ZMIbA96>M|)m4Ud&6R{6+ zPe>?v6N8r~)hcgvb63I~^C~iKB|9)(pPT;o-(y{~m(-71FDwJ5%Du7uTBU8pkBKJg zjT2wkPzuwFvv-Es6am_Yr3#ufIPG(TkV0+a7CQ@fnSS96N33t4mpC z^c*t6@49oK2R*OXVsQ|*tw0a5+fIgBC2+{m+B!N$=cDP20IPXCb9eiZ*!Mft zmKAVT@h4Y{>EQqMM(V^7$_T&hCE*kfOEG+}?smbvc~Z}eNnS(*FX~_>KrUU*;Cn)? z2=hE}^H0e>=b!QVk(CYS1-xC2#|(`sD=INLYqz809|b=fo6N_`foGA$gl`WIUt_?F zZdZ^+JP@;#{XqICUhxs`s`zZWs=>2DqZgVvn|a+~jbulTT8zt$I=!vI@McKISiEu3 z78$N`JDIe4eD)6m>iG-sWac4R{SS92oP+(qGhqX+PnZThoy%a!>xwsTDpPLX)RPHCJ79WQ}|V<#ak%d|o*nEq{5!&8R+LJyt3Dwg5HeU`SR~ z$$S3ce+}ED;V2lDyxp3a-A9iexr|odrC98mCl#_}{WH-xvEoy7Kyj{buZO>u!J>Dd zJ4R6_ZGm-PMe*HbzE-?&Tr@Qh}9ixkdu0x!k}g#d?n2fg3rf%d8TL?5?>OcGOANCa4e;!r#Vh+;*zee z$6hInRn!4R?XyQEO^#&_u3A;J=W}(rQ7jDG?9+#D#s`7bHSqmI3_FYqiZt?2-|w~0 zQT#L7r)7n&7+!{kZ)+9m_*{&gff^JCP5N~JVX?1FDK0R6*Bi7m{=zC!W6f6lE`xkh zys!VPtn9#wMMy|P`7<$SjEas9a%-Y*^K#e}eTrW=tz2im5DF&5dvD7)#VzxE$#2Vb zi8AIdrt6VM7_N?U>nnVO)PZ`)9(Kg^YOnSF{b}y`8Wn2eLK4CV5G-E7%73BU;M~ib znv(JX3$O=&fE`AWd}~8ovhwEF*53Up*D)9W+Wz))l_C2(5mhlqxj4QKy1``1)AKkw z;RcS<8sI8wuyfoJ#xqpSE`#^ARVl-MI1KJB0m;<`PINjz%CXOnP}VGLKP^FLDEgMn zEHtgLTD-gc=moWxWYMvw6)r<;`iBvasga#-^BLxAPA^%0k#AmVqtU9d$<~zi2<0xZ z?e8*}f~$a497af<+NXG&;vH(xNjg1WW2zA09w2a4m*bP@zu{@KS}#Jz=XC=Benh6S z1{;wGc5y@{T5Q1=Y1y^z0uXfhqy=lDW6FPvlVElnQ^QMyI>X71^aFe>G>~)t2qi+9 zV0Es?_m=^0Bx6I%eWqt+&u)iCKBqQ$JX?)SYcqXTl)jntk%H&-mdsV) z62EPWSlG{g6R_^mH8N6ptL+jw<^h~_T|;RAhrLN_bGml%mS;Z z8J(Z)>ika2J?8tIo;6<9g1`SA*p!D!PavNV|`QlC5%Y%1)x<+2V8zY|#Uhz~?_!b~# zZDV6&QA>ap(QN$LQMAVk0bppQqA#(oJ+`9Y7!|Qs&hg3dt>^5Q3$C^9-_^Cdo91{Q;bQR}F-RxJV4zyUBj)kuK&Ny@=MmbZL+~9lruNJRPJ@ zQQ=L8NgiZekLVm79rHU3-{IBPoC72QBFCPn`CUvKAc^2|_$rIbwq-$Giw9>O{t$uhcD{Fnfz zO{EJf(HuI5hr1?=FyFixJ9o)7WdPMzMfel<(CYo5HGO&+MqK=J##YxUGLbV>(Kwa^ zWhV84@_~yD3@25rgiY|K6mWDH?`|wyzH;RX$%!+XDc00FE-o%Zv$l}fN*ZyzRjDm| zSz|ATqVKM4X99P~mc2R|!+Y?FO(9sUY|BG(7$_z&$$TiUwviF~y3Q&%?G6g^mjBMh zy&32vd4!Kw&t^0iJoe5mN55f)rgm>xOq8b3q~KcdDSVjvV|u{DYAjT3YsP4K zo9MKHI%aPY!btX5!d{P#jz*LbG@K{Jb#!!G;1n93TJcB~PSq;(ZVogA2QKV8{Se>m{`5&^9IR|3<5?W@F{*-Bo8lMCM02R3_U_)^ zki$pESBPJe@0Me7^o}v@rbsdMzaY6s#(nd-u%bE3=CA15u{!^+R7=I`it1!;{tyCG zil#d5T3oqX^o990*zcBe8(?-v z9wZ!E#DPU*wcL)fdcCorw+s}7^5b>)y?zfF%}h_TxpmEo80z4027vXPQ9ob(WGyWz zY%mT-z4HEn#x^rpE6(aDfXqf zO=LHp?&(pU1#Ib<|L2u}w#1XRw^N*izU!5dMu|u#t={nwrvJjr`WwyG;%kR7&lEK+ zbR^fuQI6kW<=)xZUkr5{!7w5g4P&4~zZ*?|f+p=)mtzg2C)EZP^p-HpF_0q8hm=qe zIAr-C{lBnqs$S{F&odZDib(6r*s*=s4Y!Ib@U0=w&Uv5OP@!0{$`!Q2Rix&S^9UI{ z74~{kjOk51rri42R^AN>v zVK-^oz&!rLN^|kT!Hlpg6)oIyobA&Sx$f#yW3MiqRF9M|17K?%Xgtn|Zs0$6pG2Vu zjbxEb@sYJ1XA`fJY5Y_`-Eb6W2G0BCr3Rchv@vXN{@?A8Y{wvLCE0 z;%=Zw$=vYV)YlCq?VHJ8$dRn&j$3hv>bCRJGg8xHol&+x?JTaDNwXA79IL*|_aos7 zJcEi3ZQ57t-uwJQYsrz3Dz_V0nNOOD(m5kg?o>O0l|(&qOHhD1QE4T1qgtlsQ&*P* zvR%SS&QEgnbz@61j?borxe66Y@e5m2yXTajA%_Qvva_=fJHX;9?<^EAg zlA6YAM2r+iiH1Z`R{3t!7f1lH^CMvu0YZFdD*C!RTT9=E9kPNq9-Z@B!XOrji6fi@ zg$wT?)aHKr1*wCt+&5C8*Vlqj?yY$e@`7fmmz?!VpGN*2)T2aF$aFz{tmbSMld zw0Lu_C+C!iNXLqWfx&}vMSA4m<&{K*QSrzuWy10*GkB+Lt!p{8*G zf`tZJkw(_lDIupWKMS0WvC{CSWw%274)*-lf%z?o^r!sbffE%9L#cZEkc)$=_TDRY zj$+FygE7!!&{@%q0jyI9*&>&ThTya|@cBzJff!Ql_xiYmjmeRtoQ5zxrV#y$dKClq zJ`dbYxr5L_YhQ(PgK((PjF%ec#T8n;uh?+#^z`I&q{tojO^R(t_Nc z$=_8+FslbAM}D?NHwTq8boX|`DU~2~|6fmF*1%g+(W9}Nn$hn_erzm^42;(YngS_7 zd3VS0emkt$b2j340asz)=Yq0hd9L;AW?hNwsv&itPfMGcMKr&Ndg z3l&0a&Ed8Qn#D*Y5{NumE^UQ(IFrtAtKIWO1U<9B2*}zAI`=z#A)s z#OGCRFyAHsl|7iXN!M@4oBr|jk}Cat$jb7HTQiQ@1t_m+=FJc|yaun{tuA)HtnL*LaDng#bu!yEL=w zuF&-I-bs+;J#IaPer8%^c2j7}qjs?zJktUI#)}U2cW-qI&2X&TO?vAw(;3#3@YNKQ zpBg7FGLU4mohReqsp&4W|6pQloV>9r6?zcVU3cs~uUj;Q$GUaeP?v^@;P!zsiKFzh z%uLsy*N}7X*z&uaU3%HJprGJg8$^0sE5Af6-xY6USS2y|$YQfslI?WGpW?ZXR$S#n zQ+vTW{rlcz>F*&WVLDi1UDZEyWq$DXR}C^2`ZFFdQfpjuJ=d>R9#LS}+JW z=_jrC_neY{)%G6%bnH=gCR|5lTue?fkQAp#&EU%$w6k_|p&aM|6u}LAS`Wyf&WQuM zp!?pp$fiHL*6OU*k$^OV=?Loy>&ebopX>dQpFWsmO6e*{e>52IeevQ|iZ^F)w+Hf> zUCGqGT{CBkiBRXTlmA3}K>$BP( zb^4_-@iL%SjI8Wh6;5?jTx6#5CwXmzdPDlBmoHX=XGh*Nne*?kY5T`+D`Kx zU0QUQZcP#4y)@YrQI+@Y#n`5`d@xbFY`Kxj7?vdh@L>#jF6h+C;`(CgqnT&bU_Z|H6VFv`P*$IO3mm+?a zW-3E>DA)~7l1*sF03$+fhk1ws4U2N-2?KGmFf#6n0M(_Rwl;<#^Bh>MEL^U#Y&{t( zw#snbJKXBxpwtQB=uTJP@DaC0<+;`E4GH|9^YL@I;Wk25Zw^l4UyI@TG&?=f|5;X% z*D&VKEZ;ikDF1m^fg2sQ>bmE{Uq$)W^LsPJLb;(C$<{f~f8#eYN)E%uHWR)z62xxc z?*-)UvSlP3ov8!lMWT8v=yqs$!vsh|V5Oots$&lykTq0PRP_HDtF=DlK-hg#zxaoF z>uCssu$?N~z)G|BzYp3y{?=_`ycefD)bp{b7b$~I`%d@m$WNZ3Nr-2_YGY(DGQygW z_Ap{SWzxf)UgK3IeEDVk%!0>-KyXTpY;U4FOi>43d8{5bp3;9Fh8~h$zIyfXhDy_# z)Y2U-TN<)B}S6VV?(AsKl?tXMK^0L&l|F z8?pYHA|D}6=R4R+vZ9zgtbA=*kJfb~pBQIuNLdrS_}F=oS)VvV5FEJVIQ)hq=iX{xZo3Q7Xt@47~`-W%!77Z6;QHZbVL zk+|FHdjBKLU=aepvUXoi8@lvVUTS(b@r2wLVQc*1k*~s1$wjEW3l(zB5S`s7i-e7T zb8#1N{co9pz<$ zHs5%f=zRE{%W9sx4Ynavo?(ZIT{S?M6RMnkzvf`8I8RDE^03b6#70TIhlUW-ym=Pe zsY_OcpMCu78CTh>aIW_pr$@-neUIW|g4HwE;QM=rt=(_V%sL~Oc3RVUUmLPOoMs9LN|Ex1N9=u3gZ9Yofuuq$NBl3au$w)vqj=jG~ zO8-XWIk{L3I+6=e2Jn)?GGZwEerEPyc94zD9lCdSVHp$*Y_)>b3Ho+U9^&7_^{?hl z5DHC;IA5#aMOO?0*!}Ed$R`dcd^Rh8Ih28;z&l}iKIW+Gc$)Qbz{+3Oms)>q>F+mb zX!`qv_83aYA#vxZ#nVA382B6DLKjfKm4wn8*Ji=NK~4oqWyyDkwBCKLA$R=kV{m|* za~uw?OGr|DZL@>7qUc@*xjOxJrD5`aSEJuktKfrg-61cP|G;z@Xn$_FeJCVAn^Qr{ z(mZxb(zu>6_j|U2J%dT>6fC=9HvAYr4tLr^Rk4PP$tw}uPU6ZVIQ%wa--85?5q#`m zZS+=hDk{fy;fC)_9r)7r%B9-tnoG)w)`z4iDJqoz{&P?IdwS2u2QpUu1@IM%2@~Qz zM&+m};g?fGD9?R&y=h@}&iBu4|G?~-6*$Yja^D)S^S9{kxGgv*F*HsEkuQat;?H1o zeqy+coQyf0{1sE)yp!h^Myh6?(EP^+#vZA-+$<5YOuMiQ+|U#Ibk{DVwF(IcD2$UD zy#iGFf~#l6ydC&vMuFDnnl>~gg*L-?j%UDP(awsaW)@^~)0@&3+CQ@KXRJus3|QI? z1;lwksYm)r-5!!OMfPwn2tBeW=r^u4mGEP%!qbMe?g!m@tatF5{Obvxi~|b6pIX_w z7T*+_l_mgs;C!|S&iJqc06|kH{->YErR`Jie(eCy2^0eH9iHW))Kt-jtikU&CIE20 zMomje$CiDENjTzX!elLJvkr`6iN=TN+}@mMqdu&4 z^F_X1I>UyNV4+`4R-fHQtIIcrww9;3}`B+w5~KxG@a`Kp?gjbR;6 z(Kj3&*;4-4b>RNl^wwTD0KlDdqS3n6XV_t7M}WNSmYwj3VdvDVygc@kjW@pvzVMA0 z3w~;_=L=ExoHxaJQj((G_B%~7)=D9J)f*WpTqpi#t>b^EVQK{}I=Z_PcTSNV77a@O zu;<(r?Iz%>_axwI2)?&3GvA7)=1~Wn)X98!CU%+0h~57Yh3yiL>r*Uxnpl zZ^d3kOaJK}CP&Q~b<{?P)6biza_`5p0PYMpuzwqD;Y zuXz3fEVF$=&ch0*f%K^ajxcgc?MVWhwiS*Qr@MZ8zjK>##nJQ%GJ|-^&BkeS@h;}# z#-D~=*MVFe<`L0fNq*dYk(2F7d@gW|QB)x%zzWqODO*?ZRo>IO`w#|_8vOft(DJ1| z`&7_M0K|c&K(Ber6T2`ZpD6(syoG~!7G*2Q?ai>|zRDRma1Jv=ZXh46Zk0y*RWR`{MGe#{&E@w|UZ zth+D(5?n&u8WweDbmrT)GV3W>dm4cd0Q^MI_odc}C^{0uI>$zL>(6Jdb&t9v^h_SA zli61VMzC{~1vZEB3kVd%$J4D(9PUq~wSoOBK6+B6cz&?7+YXxcJ+%JtE)IKp+pUPo zR}XiGb)jtLnsbRwePIX$A;*WGe;tfv-gJR;xmX&ey(l6V?s{{E)AE z-ilH*G$j~y;zW}jkD&myxEZ9#?{7OW!wZC2TuTSme9Onx zKhzL37=oF2KM%*yr;|^T;V!hEj50Y&DGN}wm)NF9$Mu~A zv+VTK z+wM^s)b#WJye>ilRM6A>*ite62QH$KPNN33ANFK}2RZ+NLDhs=P+zi>mGmZHG`5_7 zpN$`45|F`XPgXVVzup1lI3Cq>6xkq1zfh_2IpNxuE}4U){C4bY(#sh5N}oKktE@zl z)M4Xt?h>GP1C&I*E)P7Ila%p~U=HJI{#_;Al|#`1c%g zqWCf8!0=EkXgb5+Xf9;%y7_=wi;7i(*TGt0h<}SAe~F0UCRy{yM=>>Q8@tcqFR*Ik*-Z5U0@<5 zcE=s*0(B(P9fAVVq&l%l_hx0)cq1qnh_M2AuW?|U z-+zGYKASt_C8j}}5L?uCPY`)G(yg6er3qz-PblTDw1Yg43n;y2NMaZK3AhuKSHpgs z{z?+Wc3XjjkClMH2yxx_u==RuV89&UnFut zT4Fg=BxdQyKOIOT@YST^N9DL>Fh40Z?%yK<4)-@rVW}kKMfXC@fs;~OU=0|L$pB!E z5yOX&g3O9~JBSJGc>Ov@UL5>t1irJcS0i{19EsuxWPIADP8((st5j&16A=LH?t}+z z#1u`Hn_LMeXtAsW1OzUul_Op#_?eyAWGJ+{1xA$i0hgkg`v{nU0Z^uK^!qz{NQjd0 z^XHourFFKqOLo#~fHTAS>^!$8u+UmZR)U(T#gS25q7u1;FQNpoe%$bz8;J-^3aqGi z0nmL@0B=61975u20BmkE79PbvAx+McN0qZCj!%uM=)+<{JD>aHnb4nKAx=0HS%QcS=`D2`G6)#p~Gl9aHDc! zXg4q6Q zaT7Vgsx(7Rvw@QbOGmu7SDY$A((z)s7tSB2K-HfP?vN;;M7!s}-eZ&P1-6_aBw$Sa z{r%}^4C8a%!Uv90^#ux>KrsEL&ib(krJj%FioiY|8CNV%-`*Th!Oor&&w>mYm%KZ+ ze!2BTtIB6c_g+xRG^Gry)$#0uqLN0kH~Tb@T|z<<*8!nITrm~CFC6>5?irXc*7p~6 zY1I{OfU8bhFOkP=GbBYE-)sGln3WA!bAHj3BX-9IC_@3DATmKp>`j3&s8iET41hFN zUteE81PE+sOthnaW2i_3ezC*7T~{>}smP~2n{1u70D3sU_a#z>A z6l*4*#qm482`GYM?volB`9Pp5Bv_m5m7XGX6%ZW;7cS2rQ|XGk<@U-9?fjwB5zPCV zkUyge4!7*Dlr(}3c+qmY=P0>!&P1(m>D`Y|Sra5>_Pa`-rli07R@8=@GOPKQkg;>+(a^4H zG@FdGVNa=6GZVEe$hoZ@Ur|ix8~_PQJW(f$v`B@fxiDUh`+R_e_IqB$Zlmy64-b!i z5K3Ivf9zNpUVIKOiFQ9RVM@`2Z_TO+IC!Czc-3I~bxBWGt|}kj2an{_B+XD+#dE>n zNX@-qND6V*Q(oD}@Ps|psuGPzX=Bd$or&3xS0DSxb8PD#!YR;55}V+bc8oPDw5x1k z7j`xKyuYWj&>+Jo10v%OJ{^s&BLo<0)&Sd*GV=oCk3PHyfLq^8y!c4^e7?Ka^NY0{560rc&i=}?fOq1|zuzX%1;pdp&H z4vNyen|;VcR&*~2AVG0eo3!aCiQ;a0_rjQKidOsdFq}05jNsw-j|=rzkXo~;+d&`2nN(7C?-PQ{9v(C8f+KoG2^-vJNP!_!lFd%fvh z9CT002gt}%hX(1hym#AAMZ#-xSW0%9#X|^n!_ZI+S*yZgl4OxsM_#vqCBwl+Lfqki zA5gw3xN=gpi^zJ~jY^sS#C9PU>Pp12uv;=)%!obrto6sT{H{h^>V1%>bwq zJ5Zpj2!6^1xnSYgJbmoj-WOWO-(P%3=G}bz`CKV@Bo9u8c4sP6xG``m$>+~d-ljW)A`Pj{@q*z1f<#7Tr7p^{1lXAMndbmW&#vo^Sr$d!3&I5PO=5D zThqu`jW_N5c1++$l~E6xXW(91j@#7w+##+$R89flKp>?{daUFx9T}dFl##kWis+UV zYML87XAQb`4uO}btT9-O;0fidrSfDOw>{b5SIo`hU>U*`{^0lU0E35{5?G`yd zdEiYa)gh}r4_|9GK}yw{K(NA&)_At)IA#u~5Z9Qk`2+N)c~X%^sc*7Z;x%m}A^BuE zetJYFdJ3?Hv?{G@f8P-MROCuU?sDjR_3I5>rH+ZdH-8+N)qN=3bedZD7)(S}-I$Bz z`A`qmu~2i0l&{hx-|U;jZkAbE+a-&xnUQEAv?eG2UE~ByUG!`F55= zHLCUk%cxe(#C?d@3n1|?h2i#u8t)nlqtYbFePj)%4LQ9O$>rZSyBe&$7F;%nEQLMJ zAwaU?2Ptp5t>r#*p5*W*gz7zgR-}z8-PHC7`z!G2YY%QkfFK`LjkCIE4Rt>dh~}>B z>eeLUG z^g~)z3zC#e(k);!moMS6@@HBcM`~k{DMMrkC?rntrBkB1E(I z7b7;nzld7f9g4G7h*}Gx>ep*3ER8JAo*O7Sj;uLh{Sv$OlMFytkc}YScKBcbR)I|h zb2KkEHy=33MH5g{7YS$SsI0_=gtP*0!>Q{6#XC+ZDvtCPqG~lYX-xU7}HCe=KrvJVH<*JXbTYgEhepBFL8G|2h9XN4No+zh+{GnHnq z25!y3P`SeZ5JPTvD}oumV}Z%@&55Q^&x{Q1;n_z=S(kwN*CBzxg^*vZIpiR%^LTT)4J^G&GfwO ze>H5HDg9MP%dqYH2q|vv?3HiF#l}uiT`BL$H{#j}ssjD+FR;YY8PHJvbS%l~V&=;8tU{-b2X}N7PaY1PUiooeh^U8HZw~rf6m*pnri3-th6ZC6!GMGlQ^s$_>B05{SC`Xub;+K z#~ZAqZV#3`>s@n(SO|`7)#r%_c8wdpPI$r3HaAjL+DrZi3Gu;J(a|WW2{u>c<#0X9 zD7{+QnIUhP^yjd`1=BNa*`P|ADowsxmzR{S^O)v{p5WR!rrUe)4G#CZz{q0kl65&| zN(wkmZU;(JBM>Uq2k&mMcQGh>&DmM8L!qTaM5U;`p47C|>7$2=Gr;ApK^ZEFLa;b= zR7zTcAEh5{N{HjLu^}g2CmP1y`Pd3BO53L;t_v~W_&LR+NUITWvte&sChN^ZQtgRw zJ8jgD-N&B?1A&;qH{@PJquwbVRF(E{ReN$W)tYgy{53BMbqoML*S+s$uu-r12VFTv z15W6@9I^7Wyy39H4o4fob*2YhxGSA#(t+Q*F_h9I>EcXz3fXvRoU_5>nNg^?RO9mX zWy10SV73u70@Ldqx6VdJ8=?=91`i<@(**w}eC2 zGD4S7?s6hr$qS55Pc)iITTVQh>ugcTC?gzhJ{q+>`1pgSw)laho*wQT{iM36~i$wCo6Ca0t%yu1$HgY?F= zOFBCChN$Cs>l2^)A}luO@z#u=jLAJ`kCetB*$fo9A)Ir3GWf$bT{wBz{RkgHbN3SX z@(#bdPmko2x-(qqz$k0r9#T_`bYWP4r9H~3_E;$T%|(7>vvKo@(&d&InQ^v|?$e@t zEo*&VyYys}kdahBwEC9*Z`?JYS+<^y>E(4|SP8WBxquhE2c7q`%!N`R|rp6VE|0f7{V86?la?v$(b}n(h6YG z;fuGA%V$j99uSh0M**_;`$QSLydwWGyb+idRO(2m(vuA-Gb066=pHJ}l4!8_MNZ&d z+d<14zxDp4-y{hoG+9mb7`tZ)pBAVixfAm+26mbYZm*=b_i9hy%{U zVIPjSK7PuqxE%%U4k8T^cwX77fm|a}MUL3d5#n2heJz^=`m`w=wW z-A@n!6e>Y63mEQsa8j?$ih_*RQ2h{$Xx5&0dAbw$1E3>EZ>h>pdo!=)ZOSQ7J4H1=y| zWOU5`Tr#$>)78~AMg&4Fv5XfUq=JyI(z!Q6?Z{u)j3531+zZa{JR}jkb4F$ka&CWs zrmibTx(cPO{A96M{trlb>Ps2iOjtmgrM^e}n;X_G<~#Zr z{7$Y3-Ov`sAz{)NWXPE)?O}k!JYk~3a99iY8BGLZNBP9yZz|%gC5*_exM%`gtfGQd z^&bFMkJ!w2A^^+PjC5-WSqDF8kS4K?Nb^64&10vDf0O?Gorn`BB0a;bAid1gBtG^p zPRxruHkKRaF-(Z~SPjIG_;>AOIoT7NRJ zr-|erPRYp)Rxg0K`^SCwH!SxZqv6FY4EF#ea;f_VQc}lj_TexOf{6;d)`U1;_G(gK zvyX&x)6~#D9LX=DScu!(UX2ckAQ5Gq8Gy>vI}JYc zjBxdN6q2a1S7X@+A*~^DdISH+rhRtn-zRSUn-ig>x~Zo=9tUtYmK`zlRJ6~hLC$Xm zEF1<=cwx4r*R0SAOj=kO=4f*Sz=QpB=4GH_jeVL}fq;?3Y)W$k)f1KA8e}g65#w6R zmkwm~(6`pWHlUAb#ICWkoxPp$ST!`HrJHNsfEtm$0G)UGez(8@)H0Exau*M=sqTWQ zWG6=!7ZvRf9x-{q*@zgMnVFf%my<3!&EN?pgrW%Dw5X=%@ak9#^h*ec+4gCkvmT@R zo7+T|BNc74#49VCs)hv)IpoEBO$tr!sbN0}%*@V)?k-k! zo#Di;AwKIosM6_hS|D_|1Pao4q+tyo)w!|Ss&emZNac@@DYcr=jqdlnhdF=yPX6=i z7_jX!Vkmg~pCM^0bz~D@#HiGP=#d~8gXHZ@0K0YA8Or(d5U!(X;NvzQ^#wr<5hPmk z5s*2PkPsCzH48hvd2Ou(4yQdR-PYZYB(I^;N7|u zOf*;%J-lBD{K$a+T^WQA@Zpvs5XzT+d8*)WyVe49f3Z(D;e#o)h+Nv%3pNx1*=v(d zP%Z2UfUSlQ^dt-^5I04+x*hV`vCok-HpKHDI`7m*BXS!AXpHR=?omTvd+GYP*2ysUMhmhLYL-2I%NXENF4%L zmtW(NlS`M-B~A*w_7ZRH00mGiFN0I*9aMrO4*}xK2QMQZb_lW=!ZNh4!;yodNb+8v zH(iG;z^%m1#R=QImoF)U$BpxJ*|Qjs;j)V&?$YM*;7x0oT?cVSvwn1!*!M(~KmD*f*O zJN?fEQn*lu2&AB(-KD^wNkVw5A3Vqp$!DRDp^xG00qvOwgOk<<5=j$HO-e*#ql5qq zplPC2_kx2Z_0gjO}Xg3XF1C8H}U`z~Lqk?t%!%8@jn94KE(+fTQSj z8vMNk*2M&HF*~F)H^5+FpYn>umVhTwNF2y6vp50WrCV@H`yCJM0OL(!uSS*Y8@?u4 zW(*byQBx470MYxP;d7>H$<~YjVZBm508v#w*mEhQD_@CSL8&D#*L(d;-l!&~k^Q*f zo)+rnh@tXZKFC*}23}q~L2L|J0WBnO;TvR-cUH3wi4QpZ0JKeQE0#CCnF^0H2?V z=cY7sG$;SY1@nO+y5aUDx7$mofC}-II~2T6Q!u;4j{E-Y_}TH$!{Bw`q_`vkoslRc zIt{ZGrpI`!I@0>h2k_sEK=u2I_&$2@K9lM=ia!A5<$hzjLV&UOq;6Aq3Q*sfbuASS4^Ya(4(hCE6kXlIZGh~YtOmp#eB0(=|lGBAY( zxNnGF05?|~o`unb5$P`ZW)IX|MCgQQ+whXe1xmQExZ1614lcr1?vpA(#GzuM30LEk zhx{Vc3_U~Elo3&evWJiN)DYzxNG23%0D7~C*SQ0b3=&rDfS!pBPX(FM10%_oOq|fs z%}6keFr8GQgoozkAhEG*%}Z^ z&v_71nS%b_0i$Mtp3N%q9rxD?tOJ~j2o$iukV%HgfgYUvKG?+gGAuJoyS&a=`Q9O< zn~v^q0yHmqAmLCCfGs5}j^gfo=;3DQ06;Tx|1pxJWYw8s37hn^Kzg}VOObK8?}*x$ z6AXHbPS;eu<_!6SCEIlRfg&*HsdF!eT>80fV~8dd3Hn&e$=d5ND{o#vo*h}r(2H6m z0~{sTge0^95k2aEO`Jy!D8=zAR30{u2!2U2f}cR+YoiAUXFqJMxFCI)uJh-ra181@ z8UR3MN~lA-k06jMfJ_8&|Kx)vf~eBVb&MvQaP(NTjFDJhhpR_-l%&hkRKxcD3yRgu z)H#*>dbap%b?I}vu^1*n+;ccnDctnXQtp!kd@C1nI{e{RWnNuf6;Ff{un>rQh~^NM z_8$RJ>LBxDRKP-t+uz*;yxII;KDEvhdqVn5nh3$k{+YQM<87e)ZQZDhm;`dynY5#p zT+E=lq5pZ;$wR1ng6Gcb*3d&3dA=M(`B+U&^@wO z>aH^pVW`LG1ts!0l2)H82mX`scK4v`^Jn_qI!Jt-ZEaFT<5Q2pC`k)0`#2r>PJYa| z!ajL`jwue7=VAHJS=dirt5~ynys(|D83TR})%H_J{CqD##cs$4 zEj1kh7_8_(`fOiD4}TFuaYh2|c~gk-)uF1z(Z|{0WrW?|kGXt+KrQP!nxO_ZfSl4@ z=uw958)aJviD}*|*W%5B=Wi$H%j@0nkB;F!A$C)Gb zbjS%;r`M492C8wiy$+~{O~TIsFFg+o2;u(e9yv*>0q`cp+}s8VQ-8HN0E0mDW@NEg zPpZS*Qt$Rr=nn7moMmAfQM%9W7&sfXq2Ib<=-V{M@941I%@DeIGrY$F{TT} z{l8+q))GQ1BMLyuS90*QJvB%~waoGg56OK4Fc2R?jzX;iv9$)ALQ}}=urkyiOuZS@ zMdw>s{*O?UI5TzC;yQThX-Fqo=U%rhVR@3GdUMSjYD7m2`@VVf>^Fb*lc%~^SV<({ zJeNd>@8|x^EO}|2R-$(!cw7D_>k^PUj#zb`?*1_E;tyu!JU7EPC*%~m;F>C&P%P?EVMdN$cXIj`OrWwy?S*k(K3p{%zVy?wHdhhVu5I?D|ay?sH;i4SNEkvD|ZbZbLkpl zYK6&ZG@mZ@&68bWy(aM3oCe~&&zI21>m^o4FPEJ|{je z0Z#8=<&c|zE~%qdDN{+SsH58Txr8Y5Q#>n) zvB&qr8mA*9MW&Pu0vrb?7dOV3gC5QBA3T3=?Z~grUOfTSDR42hi2eb`+1t+KdGPGm zDFRmTxB9zJ6~FKjDFL2L`{3;l+cc#!9TA1prLe~nnK|Idnm27bNxgv zzmF?-b0;F0rPVSOJYUY7>^KMyzb(h+%rs3=QK&xH(_8oulkC;R@Z&s`OW^=T!7vEF z?bSH(lTZjmuiY%pN8l+-K*2DezwMn z_W2&A^O)r-bya!h=~(xx|4#bU44ixp`mLaJKF5j=nt&8QWrkfUTBSeWG;7KiLk%Vz z<$v48KY4O%&uFN`TCr=&m>bh&a1oBYqw+t~oo3DS#)03+xw86}2K|6r*=4&N0R?X9 zdznu@OH-&GgPw}JrAxNo%x2aWz9_?ZL=^*Cu12U`Jpd=Z9>ir(n1(1I4JQ6AuXAE91FOD4c@ zPfcBsnjXok@P+Y-Egie*wFMOyT@v4<@`8&IafA{K`)Omd$+tfzh>5{>b|5%nzInM= zh{KF|9x~uwiV_xAkTM>GNx0Fc{{s(84gSJt$nFB8KV7Xg8?WgKY7s{%y$sdEWXXQ; zKt!_$^^Xy#2=TTF>i0DKlBDmgyX^=uhX{>)e{_*$A1ZM5El=q&kgsx9tjP|6bulmZ zu2t*@Vd`m>s=kjlLZhkdg4PVNc4jv*A?jd|+>(q-VH4a+R0T}nl!C$|#4FTpAz(|6 zUdoWnXtE_JF+-WR?ERgOoj)I+*jE+mZYl#*_PI5 ziHm&UeuARKuAtrU7XyYBJ-ajxIcK!{3D^xosCFakHa^0Sh8mzY~A zI5aKX9~z&2WRWP63G=J`Z?yk6hU9m*!_<=%3kDjLs=(KRM}{2?N_!-L47nAWJwUgaLidCJqs>uCGM3&`DRX7yq(XGxsKp zP0wbT>ZIKpK(+-nH`^S?fdWqvt)oE1@7h15kN|z~MJi;^Z|cxPc39_z_qWO>m-R>) zSGteDj2ClbxG_i}*DK4%0=xTuyMx7g8I{v3T2#4HRZTV|XA9jX8jy1q%X@?}Ct1AO z(K~#v$scO^gGe()?~J@VQuynF>(@KKj<^3OyPeSU+6y0YBqy5rBcjh8c1RMg?SW?h zU8Tls06Ze8{NX11ZJ{sk{!H8T>(>iGX5wH@UD}gsrQs5T1H_Ew{l!kB;#PE6 zU>%6xhqIo*k#~xZFA`Z`?ihtk+ovTDtOfh}Y_YniJ)tkK3C*Bh=Vfq{dNR$;jsjEq zqcj!1EE|sX))DFLqdr9%)FO_}zZAcz0t2i^Z_>Mn37}=Gx!^0NlHd(H_&4JCVGr0R zykFC@fI7oDBTyQLDYd&ah`U(h8Y1dsZa@UhAug!XX<1ordtzUc2olM)`7mE-Ha`$jTlWsmsXx9v|KJGk(wW-|zK( z{`%g3-1q(Ba$e{8IX~n5KHkUsI23c|u_fPNU3_#3aKw?$pcnfhLiv2xvD4=+-g?L7 zd14z@$wn!WLW7T|IOtof8TQl;nefgSXfIVOjzO>Fnmlz?7H|aLXfnO(MktA*zApOu z7v2D`*reRwB}1oABhq|`MNZthih5<={y!eLOluUL+Oza17xUG36PP?VA{OuGHcCwh zSiK)IcKf+YD#s>w+D(Y2NIDNc#Im?|D%a=G5$%Hy{01-ZrPZ27=`UW8C0lakVad6x zyC}|*M8_@r+@tYH40 zR=c)E?XTE;nSqH^0cEy!?zq@>us%%y69X-Pd@Tl3>kY>wZ<<*l)&DYm=vTl9q zB;h=4+!?v_kDa$drz-?}td7Uti_Prubp@88Ah9{LJ`{KWk_rpom8`Nbn_eAkl4f-9 zxzh7X(csO)o#PyhXaZ~`e+gtt=v4XMBMx>7BvDi2o zu!vt)7f`c^4EyEzW3%5D@@wn{7EyS>hXACvzm|lMk&@WA?@(huyKJ-SlQpj&+TMS8 zASbtIiBB;mgQ~sJLP-dm{G5lhweTYi8_f#U9c<3Mqi{7Hc_O=Qz?pF&vn_vo<$8AG zX{cF$dI=6Q$|Z&7+wYQ(z895YI5|O4^1prxA}2N9v}f zV&LWoKJKjR(MOcl9A8~&zIOGE=qR&h<>Hyvg++`yL9O6bIB8Fd< z-w4 ztqG>CVVAdWM1)67hb|Jfam)8@#T1ITz#lq$ZuOmJrY`Fa_Ia|~F24�%jVI4=L+b z5UrgqLn9-j$Cv3TKCRj(s+Bqf9{8o~rJJjV$P1%NWY6BA7qw2}H|Qu)PQcj0b!Z!| z&TVqlgCYhE0FFN=;Oza`&V7jAx>E0sDRvAN~u;M7gl{3#2mk=YcEkihSK+`Xk6S-sf~OT`B?@gij@nd+()i! z6_*plPz)?2xAFqoFq=q*ncG?Ok{6W{ik9h|Kb^dy5wQ5j0Sepg1ol4+#y+}m0Yf{1 zV)Z>Oq0+>fIUbwC1ITH60rZbLLEN|cff9Y-svl&gM9l-1vN8lSyn;)bNS?#<^b~m) zfP#JeUqFwC1|{mQU{S;LR~RkYCXB#}#AfXv;+R8vFAuZA?TI|%1)LT)i9=>HkqdbO z^RhCfzyF}ufBm_GB;A{pO9hok1tRsNuCT764W1Olz^Zu^iYRecR!Y4kf3u5xNjEA1 zn&+VfH0+|H5`fYF{U@rqmI2rWtfVlv@ZGP7VnekU44cM?tWEQ1f{2xk%`R<7)RWm% z5;$-D;6e_*>_A_&I{e)TwsOo1$*@4W?X(JF27{p-L}ZX z5R`k*WpJEAspceilK@Sk-eAbsZbhlA5+4;OwYDWapvxR0e0=-z-pW7k`LE(RhsC@O z@R!dbdnl&H6XmilLw9%gJaj3kWA0tS`xoOy`@~)1Um?wH#4_II?Tyt{%}c%~5Jgvx ztj%3DWUgmmu5&U!dh{sQ!t_^#0g>cCkGZ}M9Y{W26BUAKPqsz4Y;?|#iP@BynMsz+ zGBO|9e!osoD2OUM*-cj*z}zYVT5Au9qNBquDCwZ>tJ)CXNK0O@255X1+hu607&wH` zMw}qbvvC+;+vg=#4xEU%DOUT2;wa1NiQxhv&8@ECotrM2Z`xd^EiUB&2CIEJS1diH zI%nxJvA39D%6H`73)Bx@KzE5ICgv`34;6QpQl`oP20a3C@0PR|w(=+APPq~k`53Yu zMag(zT#j6{11WYnwUVHC3`6-awvd14gM%KR0F#+R`3Cb^8oH7*5`BUgL{1 zy2N0>zWg-&0HE)90x$pfuX1tX*Mh~U8jLp+8yvinZ2p_cm6Qz(3TBSNg;}A+0e=xylCj$_Z2wjwSjPj=*#2?4h^ar4qLOLHg1h$|2ahNA4{jG;=NaJY z8bd=vWCX5ay7WCKUWZtKVH?)Vdbq$GAp%>76)AX4og{`B*xBB4Map`*kuFZ01iydP zMfCKcnB+B_V+lS^WnxNl^0$&Ixz<_-idHhf#W-ZI_cpAT^YUTv&x9$<5XJi)=!)sPo#Z*fRlUB7u-yN|aByaH$)>>Z}7Fis8={Grhpdv$zs>rtY z`}55Xwd(x<)G~U}xt4d&Kr)#3cUXlorKPer)TbBpf<@`ZPI@UJgD}gFR9( z8LmaRQWAUo#?pRzSCj|yU%&~CEH8F)B3Tnx-7o1U6n~FZiXv`>N{lC^$3dQu`Rkm1 zL65K1cO_0)kea(ET?k24G6(i!4(P=iJHCc^39+~$56Xx-mXn~;IIo#B#@A(UvPWBU&31t z1}UQqlj>DnmJWxdxF-4g+Z}qo#4+1>2GNHm;*6bm6T;+uA42iuG-=iUYvvNFyDG7Z z8E)87zTr-=)Brzu_F_EyNn(LkfOhWO&c9}iFgj=C4`6*wz~KWPJWS-H9r)`7edwJA+p=1Sd6O5gY-(h>7Y+H)H_&L|y+(gmu`J(wqN`eax z0$3Vm^jKf%C6KI)1i2!mdGz;!6jQ>AX?TnkrnpK*9Ht~^Fj>t4$y)p#AUDI80##n; zeMyX8zI-_h3lwHlx1*w-Ki`FoCTs(8#+Fa01>$AAV#c=1>xrUeKS&YpxFVq;yl(Hs zCs0Rl^adQ@?%*LLW#rf%y8=(Cr3_4FK7;_% z58p)z7IkwRz`|UdrBxmOc8pIeAfmZ!dx*kW>^1&8G8T28yBloIpBKf=Qkc{iFY)2C z2Jqbv{Jn}RWFQC|P&IZ>Che@vuXv@qLv=rqxO(F{r46F@oy!WSGXn-is@^c-`5m}& zej&#I@lJ8THv1rOnH^Y8D<8ay!bn4lEe@pf##Ku(Y?f+^Uoq1lff5JYW8c3XWPDiQ zVoQaOKHI!7*z0$gD-m@?EKW``H55N!Z~cTfa93IuRY2&v9K>=FE5$zJe;-GT40Z;U z+)lz)U?v|wOroJ}ni}8+lCub}-TyW@7VzLA&c=ij04--9zLUt^axG9BKJ?e2wT65$ z5VL#R?2mgzAGji6HnR@>oOrWQh-bulT7?X%1O|Izk*D2rM*GKluK_&9A4o*%z!JgfMriU;X`FK*ZZMY2kKhODp%tVSb z*6xd(h1U;m{Kn%h?IZ{AVY;+Po^cwUO||H0y;#0UD6kqypBqls7wNG06$bBV;gqjN zaN&b?aUXUnm8zfBctTw2x<9skt)N$wC}riC5)yj-omu!8lMm`6^+A9eiM9nx%-6SD z#3)t@q-pvX7zo3YTkaX({?gQhql}V^@fNnibDzQUZz)Ge6ww1^Tl^8fni-|q96HD0 z=kiD2G>>A~q=_*AW|r1nd~=zQY2m&CoTtBEoEFF*^4GS5p@EG>vz*KMA;u(XBYDQ7 zIG!O28h^1|df}*`=#v4t`R^&Do-)2}BRDjnkeB$_JPO)UEL3Xl^HV5ESg%$r*{yCi zFy~f#mywmVyNQKDNw|u;pmT6^j78?wJc?<$_Xd~rXL5fM<>l3NpNa?D!AgK)gx@MgqRVdSUHqo~nIW@cw2aHd$3Z@oy&3o$Z+dv|+Gen)%k zK1>+-N(`F1?SDI;qbxD}Tb&Sz$Acdz=WI->lWt@rODiO#H{d`Hm$Zu}BV$0WVGS7W z3`$uGK{L4@6C9%AiT^$_v~WBp0}M)cv>m#M?loNEBK0cLNHNu9wbJP;3bi~ zg7yGEzDlT({cwhQ%VnBwrm$}JhcqW-a39+Q7KI=D&(kDq^16yO8zBdy~6KN7fVbj8_0muqZhU;kr7wYTY6+ zP4j5qab}r?pHKd2d2JHMf+g#R?ZTE=Res#dVoMW=y3lSip6f3uFbY|FPnPh+;bf>@ zoE>aG1@ECWv3N1V|8`u{Gw~Os-%vg)bj}oMAPq)r4??9H$WcZ-R8c81%956$#Utj~ z<%xEa--F647WIUP*n4)aZ{ruTUWEgOB(JnGQ7^lLl?qF@5;OVbm)Nog5sVz^J`!)rKXhI0Y<%_ip8KtkWiA=S4lYJbagsBph29 zSJV`1F)@<-fS3{w-@g)JKH^-1yvNkg!xNe@DO00hh>g&&2<3=D6p}IF6sWFixl)!8 z)(G(>UYJ#v$cku76tnt~PN)URYKGsjeeEgx7Ls&1fjdyy!^E(<77P4A;do{mTM~=4 z9qg9YBr$bNE0rx`3SG$dU@mHM24Ep>63O0t5r5hUH@mUdukQY*&p!_69%MEchZ1A9-U=|5FdmyjrXEdF>e04De z^3n4_6_*)Ba?Df=nGFilayo)cWIlr86hVyH=ovaxJ&iAgJexfrnkyP%qP3=KuYeF} zP6m_D!8mq6)^*SGdV)s67S5|0H02Ds;zMg_+3>vNgBg1!O?2=#a$)wW??mvz$1x7H=%-^3X)6+Kr25+d(J&YcBw$sTQl*3b7d{vjEdNW8<1aI6pca zn|ZT1OVo%(mAGDi`yol<%*Uqk6LRQ4NPBN#3P{G!TNE0+gWp1wy(TU^j*kSYAmQ0I zd_q-EQe3U*kMOF0hHR3VO9+W#jneZ1NvVvN7t2%he;{BC%l8DYXNAlvyB8_^u-X-_Ytic_zjn1tA4W~GET%T7y^Jgz|8qw!TV?VHw z;!dwK&y9z>`IGi(4y86fEj2^d)70L?*a5yQJ%{)TpE(i{KDIq|SdZhyLavQ_Q9N$E zNYrtQO!)ZN5!!zKZuD@T?aK`;b6vWP#kP+1ZYf)%TcB8MuSMBs#sso6)KRHn)4L?W zwETSwq0o;0e7LsI@Wlb$qSh%Qm-SUaVWMJFP(2#8EFwVxJjphzr zxkDytLi?gj_S!muEGMP11Gy7iNsc&?pJ4rU2TQBs?7XDFRc7)PC=_+Zv1ZfPhxQ-0 z=f-;j*zcE{|0!1s054xx)CUf*8C}IY_Fuzhbs;{^Z*)>yMl1ESeAU(f<6CERp|-SHmRAX6>XdPTsL&XYj%rRlnBnj zhw!KdI&5yLWTvGqu{`wW ze?;i?Oat4KC`l_Af(jNRi7sqT?sq*tswO-W!}{3RQPH8Xijm2DdVf_bU8c~*O$q$Y zQu4yl@64VD4Fv13vGFDC8{lgd>`T75%^TaLtmCvR4$n&pQ*DBScGP|B-L3{cF}F+> z_QrW=CLC=nn9=@hs+w5#i$!IFc7opheXbWt43pOrZnM*1s&l|OafHL@kA)?d>^20z zgjgfIZ=S>4%461}5rmXWhAYpVKzo>CO)un@RPFnD_+1l3bqDg!X7IBO$_sZCJvW`{ z;K=O+*GCOi#XXp1c+f2Zbj552#x z&2wIXH5FlV9NlO6IQN`0)=!f$IiJWItrvOOr6o2?*LOICrK;eI#nPC=MS6y}>NTU{ z-NGhC5$W3->D@uSDn3=t#`X0oy-gZT4e+JzH~ly?gp-~uen%Z4=HP zDF}6_6|~Z`glAsblydqXiH;occK&-K6E8V7M8~F9)7f=7U!E_Vg`J}(L$fGcuoT~y zIVjv}5hCL>wJ&QW4W6oBZkw)GXPw?C8kpepr{eQmpvpV5m3{OoZ{2lmMG2=!I025s z0|w|@nbQ4@8Zc$uO%@AOK4EftzGFu~OB(H-bV?L|T9cP)IOE;CPX)kRZ%@d4^;t3{ zzKzI(tF@X8?GCVHy+QBJ?aldGLt?~!FH4@hOqh+6Bv?;LffFqpFVvgAyssrqtM`$tmi4^1Bn;c9XnE+d`1Rqe-C+yU?7iaQ^uEMakAX2d zK*`h-+_o*}MR!;E9?J*supftS71u~#-@&tI&mxufQJ~7|nOKR>esk@11um!Wc{b6{ zBXgE9D9`kGcQ*<*uyzs*ox8?G-} zK+}2GWYefo(`T;G<|(*ersVQ>be?5)4WVI}w%#{fIkOhY+QWrX2x?Y~SXVHr>C+RN zQGL%@2otNeny8sx8g>u+W@l?AtU4x2pQ5AM_OtGqTL2w!G!uSTchhi_oetzRy8h_8 zYkL4A{3?pCEMiKB_`fEx$HXSBE{55y?%3sVKwUx}#{Kl=$CB8S#$L9~ir5>O)RtM+ z&DLE@Xiac7WQOH&#_jBEov>v~HhCR+Kej|02)6vDGrzc(m6f?^Qf(PQ40jzi%rxk; zP*WTon8=2W?X!s%%;tfqFPon7Q=g{kv*)q&tTAnau5n9m%xaqlC4Ht*?R=TXz@iy$ zfIGk^XrBPKqO6FC6=X7(-anE0OPOkXBE+u)-MvSjz4R95nvb#f4lJ{ced9eQdx#Kk zL|muk<~rrFlnk}@-FRG7eEDX5i8*2+FL$jw|24gqHxpw<>qLu*_gOs-rH1b$;@fp( zh=D=y$W#7MUKQpG@RZcc_b$+6bpg<>*6Q_^FF<^3dYyXbvW-IYt};S6I2?*(65hcC zJrV=>{I&&fQsGQ}da}WmToZIFU{PT?;HZ%MqurXj6QemCOm{AGdO%Hh-H+h0dD7tfQF&2Uk&^bVlIg*&D{yM3Zl#J|s-@TTVNiPziX zAL>j>rp`>9He`mZ>d_zL)*)TK(FukE9A=1}?}O*EPGefjqbB2~2@G^ z!1kR4L7p=?0$d?12GQVpXw}+FBbMHkt^8fMi-k3wB-Fhi7pZJU@nk2JuI?!yF6Ti((_gB@dz8HC#aAwgd(BKXX8_6A zZQosFILvL3_FlL;MpVK0s;Fb6`L4p&yYE#FvX~k*$MDPnDyf^1B-@rfN2|7aI$%wX zbyLc^Z(L+D*fz=ze>0y%)XP89pO(&BN^K}Kxpf?^FO8#S)|Yj!O}7(Vc5Hew~l+RYg@skxT%GShZpGVHM#h9h2MQX>f^JTqVa@bh!l_Sok= zHzVsur!1q^3ii3tPm8WFIhD-fzM2@uOA7g|hHJ|8eBh)YzS~zPL_66q$JzV3OY@x7K~Bcr1~=`IAfE#(8H)k>Rs^d!Dpbv_ z8ZA7sd~H-bQ4wT*+kLf=kCbJ6UYS8@t*K39gN>o8@mWz3CeZaCeU$q4^!Bxhi}71Z z>s4HsE0@N6D5$fby@6dsUTrU0{V%GU${~n*)|nA_b!WdDPq(3HhSf+&I&Y}8(9t!o zKNQV26%9EU`D%>0nXWxXYGf~90(sj4+d6^Cs;iF`_MgyOtCT$rbL^+-=_A|OudoP& z3QCCX77-e|H=U!(vuz{Iwz%G)EGl|ZhR1tmG+e_duy-}zfvWlqX?wEviMw?c=0vyY zE|n{I&}*f0bWnvkL_1Z7H?Pro7SKjK18ojvFaZjPrV;t)%%L&hAQZkG0`uaVoaWefi@n2y&s{y)%2yJ(u@QT@^aoh$kJKdGGCXYu;dUGOUKCP=RG>t`_--snj4v)Eg}~2KbMII z!s=y2kL^OO`kq+tsd(?CUv?Y2r2C)TxmZ4e0(`TD#v+Q@&9m3NnG!A7VrB|Ow@ljU zd-1B(T0CA?$r%Ep?c!d$v6r8{mW-u(Sn0ETRAN)r)?=T6xi3q4wGHqfRLJJepi7x# zxBk07tP#&@@Yk|!cIgf?7+3qLs6!f9^DL$hd~klaj!!5m8!^HVJm-U&N9mvZg`zE9 zGPTuBNU8s#t$LuJ@E9B8OUaebIobP;%9|?hs{3bs2NrzDbmh(D+seX*iL;NNzh_4J z4HKq16`BkGU4Muxfb$)Rj8LKl;LL9d1Adq{0JI4%awZJOx(4^c82ae&Yht{`iOB?yD_40?er*X=O( zMK&CD1{lZy=}@mcd+-aYKA;z?DujEn$8jmA6 zwKGv*K7(YR#6WQizajup0bJmIgCx}-fDRRqk%2BdQF23JfTB)-I!5#*AA&UaM-oO6 zh)JBFiK0NAIQL#W84mt48RtY`*VZq}EC01fCN6`oS@F*z87a8SC!@MiM}YW$DUnsP;@0)u2$6-5 zJEXY_82wlLv|*$8eExbqi=vNmr4UVwAFl9Dhk&;4z$3gMSTh?CCP^;7D&&v%#=qEz z5-{*RuCLdQmYqWot@`Vw96`Hb0wE+2MZH=ahvdeE0nci^MsHChKAihEA%Sv?ypYSl zD{HdNeq%2_ck$=^7C_|tkzjq~D(Z{A_6b!XYn-=MP#^W#3A{*KlJ9YsXf^6%e~pXq zAzc2z!{D2}*LQt9Xgc-j-olsSr#CwRRjLw~f!{@Ic|m}8UGUXY9Bx1f?RMPZ2j*nn z9mS2%|%E2K`=-U!kCm1|dZ={F`zTs|WXn*Mk4t#4^J_ zJMmhv(EVTG-;}p_G5BZgV!$Z>|NiL3pNlz-5!EY@#zb3GfeZ}pVM_RH7V}Y<7@40N z*@}CxlFUNP^8fw57ynYD2U_%F_ZvAp@PB;lfA=i^@0%3O$oT&cr_cX-$gex;V%u{e zyBpbmXeerO$ag7=JS!IvKcE!hr}rotiT8PJa-RRf1x%6l6_H0oNxIm*jyYC zX^<*wu4c$j$X>7UIycwW=4U;XNA$w_Lv=N_du(`paEE*%>6-jA7$ME0)}Pk-*ux3$ z=JImNRP6z5B3vlulIMNpyKu($W2?s(E9CnE=R&vPJVQOJc9Pd9SvmvLdw_%B$u37y! zylk%P-JM<8=TSvv)`2W@bW*PyKzI&;l>=L{oJtoL8kZgLsKWbxp0qrGKeGr`uJ?te zEc=8Ys#ir_R@PgDL}=o@dy{VBfWO751@?wfkLVTDpT z>y^PdHyYyIoP2xQ+C+^OnV@3DtWGa@R{N?TjYWrcL~p6bkd3L}-fCiIK5x zva%Gt^_-GNSbY4~7!1L1(PXDkV3Zkx!Tzh;BKU>ElaGFQZPe)R1>btxM0nt16M(aE0{a);>$JIzj6x+giia{0BiEhg>}{39W~ zH3my+n%Y6Qe9z?$Der+FG8;qtwkI({afWFbX4{HwscxF#;)y4>$O}b~V^3C?xzomi zZv%Ddn4!yo+Lx-T-8oMmIMo68 z`&)hFJHxm4n#@_kSjWEe%#ZRsXnN?6)QUopHND>*_LgJ9&cHsla9sxTHEX|U{-YzJ z8E2!}Yeb`N7jEb^5D^O8o7)j2I57TYlkav8pHlah`jI{6rGZ|vxr2>^&*I%AIy?q5 z%6E>G$?Iv7%li0(SCgTVuV<(=qHJ3OT9>njanet3i9F}Ls^{2DsQGV))Apu1l)0fj z(~vBd`n2v_cUL(}d08j4QKLw<-Cm zhEY82KI|wDZIKZp%H9Dd$-IqvOt8Fu5GFT- zD%(02$gKE^qM4wy34ofGuz|a6y25NM8Q&|VBcAbJelR!q##B8_*);W&!OuDUU1=@) zXk^-WJ+Y_sdj3TG>HGFzOHFq#4CiA(_6yzP0juh6U2OT2=W~*A1B;t|_sj4fzYrl) z9ovo6W6BB>;#8lAUV05KidKEEk(#4I4R)mFo*5*yfgq8sydGu534eZPEKCfmi2LDITDgSQm#-yW@Bph8)bE7Ex27{u+NIQro zNnZIX+^#3%t2+BiFUG6+60!~B5Ce5bh1ff*2V!-$sOTM`Wj*zVzH5q0 zq;*L2_1+8E!G~%2ou{AZbiRRnOioWPSG=Ob{0MJr+gxAyg3L+y0h$Q^=_of2S{bq_ z-BH=hh?`pd`~_CQ25OqV){C#8cX!2G4@bE-JFCzZ<384ajK#erq8DwV&R^JdJTwI) z&RzHOPPwt3c#k}iErNLE>_udTlvmYku`^-gb38yYSIkQ#HQJlLXJ7ym^;9xrv{2#Q zq-!~D#}j$>+p2H|%CfX0Yv{`^Pc^75$sf3^rJk-+nYgy4$e@awd(>;;b@F{9f?Z|P z;w5WoWBd5{*n`38-BNB|lLyC$a5buhrstMzj~qVvR2sxua7{O%7%kYkEiI2%DP8A` zk#g+Z>K2f(F2+~IG`7q8?OB+5eEMI$ab0_6DS4$ZZQJHjww}Ija@d609_GAM0s_n@ z+*LzzoG*1SQ4R%2qn=&?_U3NAqzn88$F;ySyZ$VMg>55s{6r4UJ?AMxtXOwdmldSo zjPjSC_P<;U1bzGY5HVi2l{6YOBRP8b&QB`{=@tEaH1Y(cr_B1-hr~6XidVI(A-%Zy zt1(%xT`M&&Dk0pb`@!jmL{9dxnUN?x$wdpxF4TJ5Wlu4ScbK02{{2F-AdKpdS-fHU z0r%$mZim46skHedm&gP&&IHy;>pvHv#WSzIEhb!cnQKy_2t74_4-{)W%F5chh|KV`97Q+oS)&fl9;F0-zb5S4O zyqTSIy@1wT(HWyxV3^8nkmpT{;h`EkrlV95G|~T_?bk7VsT4k@QiesYuaze(WChQz zl0-eABEpg-P2w_0A2(72T6#NS@Ir|E*zonFjz;O5sDw@%a1AxGT;ww z$8?Z5UqG}mDbiHp^4h)wZI4l5Vq zN4LE|0hgUDjDBnuyLx#sR41lro=Io!H$0zEN}_-7|(q^g3Vj3Cpp3P{T9kIH(s1Z(N_zbzSV zIs|{a2riy_o#V{rk4^ja0wPAJzh@&UoXwUmC8w*kwt9%qYrTG7Uqg@a@d`WPYo9G$ zMFk}SuL}+>aeVp}3)^{L+OW!|&pLRj&qq&(afQUJCOmGg$Tk2}(zDma740=q>!Zl8 z5D@l3TYz+5)eg6f;+G|NKf8@i4W`L&g($E&d2G<JaA|g3-6j0 zZ`hd@S}dvs!mbCPlTm!|XIk9U<8Z%|-qXOP_x1hU5WmS|#Jx?>JrXRB`pi5O*;XbD z$PAhs*HVA}PG{r8gcp8Ka=2pL<*rPIW1Uk)myp}3w!fwSE{IKV-S{s9ygt-H+-4_R zIG)AoH66|fx8OpFy*bT36RtQxY2A1M8>%Nnd$LbEDwt{rB-EAjCTVYsngmdl)0vf! zKp1#f0kjLCDH`N!wyqt&5f#3gm8>=s87GIDk#CDLabPxVGu7~p$YG|^fjfi4nzSuD zno5T7$Q344NAV{yPW{-Rv9~)kXaZ3rkDjZoJ%(BFG3 zL4;olXG(Hj}JOaAKV^6X7FWU=% zo+JqZO1U1fezw{|aTbgUgY&_kW>pJTnC~0rFj{G@>AsY%g`-RRXgW^Rq^tuD2I?gx zpgZc#x{U7Yln66=s+0m`-${Ser0zCyVZtM2b{twC(vltR< zvs@cpC{oNu$(0sMqzb64b;~rkd+l1g);{eMQKi&@9Dz0-gD0Ji%DTlDUjv;tSGrRe zQLY5B;--G*qUqy}6N38#8lKB(>C;g~T033!?NwFId-=boQ;qcaaTVI3WSbUcEXYr$ z7O*h3_UUS=X=$yQ9{s60IISjhGG=j9@8SZv(z`cQ3szgRy*})_^a|S=z15sF)OECJ zY5Zf)n@suWD74dN)#tb=R+}>ngUe=-8S3)44_E5X(lY>Lysd!-RFg*nS}$;ddU+RQ zq|GM81gom>csjJJ&dHlx3jQ%Uxth8fA|`2sKhvE2J&Kc+>5a`>Fct6L&Mq%5kh^l- zMNVz@!<(v&6!G;qv&HibtKaB18NO24?h)$6F@zmkIu#sqIoTV~qtZ&V?Uk92h;}Go zd0%Vsa=-B<(THU%Rh~E<)Fs;Z!o}`NEq-3qTOjEzvqGtio>F&97}PhA^ZCRsJl%-@ z`@f4T{;z?d{{>e1Z_iXi(4m@Mo_U^Hg3>CsmXC(eGtKq>T<`xU5f$b9k@ZGyqgdZg zbevM;q5Eqq>SZg1|2KOpxQ1QH?0b9fp20I33qNS$oDY2UwMe$;#FM?am=E81-IPksY+Aa7J@YC9i^xU1Pr|w=_T|MNWg|l-4=QkgwR9p1P~z# z0z&950@9m6LLh?_z+KSpXE~91v{p=LEX*80O$~`GJ?ci_;?~ z`^TZaU!9bJ9#7qj%mU2xbQK+8USjt2Hew-OK0t2}NLek!$KKJyDd4h$lZ%_TiqLj* zo6u#q$0|amGI|nvJ{nH0ZujASPEfeMkt5v0QQ@(Wn(Afc5Jg}BFQ)+e%OPH#-u{Xq zDnh@1xty+ z{9ME(6%-WcW8A(i3bYXQ5A_bP4-xhDzxwYHG@bk%{oH&4++g09=_A@ZzybqQgaAta zS%R03p5A{A?Ct-rjRLkzJjC8dTvALz+{=r;uHUWw10Fg3HyQt9Yk#9qA1CogPX4e! zKS$s^oUi`7Gq896`-$ic0csQ>er~{_*n4Wi90R?ayaOI+st5sZ#2&jnR+N=`EF<~Y zUQSd_NQN2N`LZ#}5A<=YQ(2Ev+Rft01eTEe{-qq?YU* z;3Tv)?@CJEm6p?x)YANS-v{3Q0ruXGPXC_U4Ve31eKr5LeHAtQoa_T&env2u=fAnY zz!eq%^LK^$T-MN_pSs-Tn|k(+Zr=2V!t{gsXWg1ker`cdkG1_^UYCFGw4&SpK!wy@ z4S8(|N$uP6wMiJvvHCU7r&X_B z@dS(;21MDrxo&v#R2Z_kZYCu$z|#^WzD0a@yR@9pGoBlbpC2~!LpGYx=2ze5UU8>K~UEci9MhzQQKPNWNX$s4RaBba|N|m{9fhN zhsmZxZL_1TQafF{zG|SzIUPEM_o&BNPOD|X&D_$hwH0q?SV49Tzt{Oh4sV`_L_h`# zR=SSosUT428#A94HJ(}n19?5hi4jtIzdGA;;zj~z0($}zNFsxNjp2o@D)}C;%_(;~WJq`^&T&+oTc95*8+AA1Y!xKpS3r6qVFND2kC7gkRUj~ z2$C4CH3lcj;hU8Q0h=bk%kbTCj!jw{IFpq3BGX%KTVw$@nl3}SIM+a&Vvz?)7>T}$ z(7wn7irjLOm9U8LJf3=?5Aa3GC=(!r{vXMx6}i3T0myQOzrMSNM=vH`W#8=C3H3z7 zC}4oobzL#ss7C+gf>bG&plMnAPtR*Q&ntaQKoas8gIdvTRC2)2H}_0t>c(usLhmpX z3IR+K$*{JA6@-jg`RkGUgE2Ut#_9o8CH{z`9mea0(Gr_a&x#c`&N2yv18U)WcqyiV}cYsM zR|4A3eB5d!&6etHB)1(o6&rzrPX2oaO(R{c5yO*EL(#yw7u=)PvUjtf5EU7(+7T0T zTa*c8Rpc~u@T^BRV!w!tJZaRmhPINvpP&xre!>UpjHxCvfZ9Q9(8JxF>tb?OpXO97 zXNA>yw&v{$vle`k#PUJ?8@=jh>Tq6NcHr=Wi*4c@(Y0Mx7FDKYQQCH3lGJxzr zH}`Ft=A%Wbs&_^dtF3LDXjBSLgH`3dKB8;S`X%9jK@f`VcP{`$NN(-Nc~KZ<)mv~+$CAVgraAXb(L{p8b{g0Ml0F3=3cKz9>!6Y+MD*@*eiuUG%pIRAi2Fx;mzFy1Y(GF&j)S0$R*{T&?_Zc;bPeLs%M~L!J+lY)tv4S}*bwBFi zvMKR3IOgwFLF$~K;tL<47SO!CFDOcTfMV@x<|X{{a=bzDy;#u>Of^7nekbMdy{; z_t-0N|4bx#)p&q1?wAnB9JafuJolWv*c)Bzc~ZF&$;QmpMV3{vt{R1NF2=1pQr1 z=i7%vz}-oUSKj@yf$2L5y@D=?CN^wT^;ThTs%^J@1A2IW;8_5@2t!rj^`c zie}26y_{OtpeHSMI62jw27fBkkW@}+pHQLjESJ5R;UOi|mFo#aK-M~VCNT4EOM{JP zt^kA8b9cjYoOcY&E8W51M4?+HE<+z5oWn|IT^$wqlvn5-T?sJ84qs)TuL>r5jX2UX zFwBG2D?`jpdZ0HO_!ihYoa7hZLlwI}8td&az#smW6zzb>!vCTex^Y~&ZzQT^#%V0e z_F4Ms(*y_3!O-PQ)9P&FlSYfbmI0P7q%;gD@96>zZ7_UacT)sx%J9MryNW}(*h6Cn z08$h6RS$m_J4LG`<)+;{(QszMVM37l>!ooomqs?vyOj}+E9NKd7u9b*Ez?#3{L{%` zJfeE+TAk9}Vt6knf5?v~nMtqL%FIY-D9D`{+sC%1wur!y+mbJCYf6L;J-FeN2&+6= zOt#HBmB99hfyLxs;$X7C$_aP>xd_{5&HE#TZ^7WQXk3@jbGHE5RzHnRZQOPie66T> zy%vmI``Vc_4ct3h|3=aJ>Dx2#^|HV)VJ$||-=^$Zc2L;Fv-66DjvGQLVAZYb>7I{j zJ@cfPy8X56l1Llm{rWa*sV~uE`O4Nlz`b3sv3hP*Dc044%1cmfa!)M`iNVIKzF`At zYguB#jXbpOpOP@6TPb#tuZp||OA1E=YT!byue3zduIu8BUanJ4um-uGQPVw$r;JwF&k|)$I&}lqT4hV#amoHmVVdleC6Fd z_fm_X38!TJb>pm{KO{Kl#)w^HOwM0w3)UIu&?a^q3?}Bf3?jv*=ZuWXFN5Xo4>S_enet_dd~8pXNV4X)6&|DC@I{zj}@;@A8d3q8RktF_|0MJ6&vt*Vazc}cvR zX3@i`_3pZ!`x19YT%p*@Yz*@!Sr0QbzEVUxUB;W z;RkasOX{kdb9Kr`7a0FJKGzSf=P~Q$&HHPT?s`RG8m8Etg*0Uv%;?j?u#Ho+-;! z2(RoZo{+k@Bvhk(Ou#AWZKlh3Bne)!`$9KW)z6MFziE0@o~5uq?iki8z!vo$H8rv} zz|n)FHQ`{zRtmL!vQyH5Z7GjT_q)WAm8)I~gzp+2V!SR|x7<0B5<4sXu36|x#kv=r z6>G?GPBabv?5LSg;rheIXe;5=Kdh1S!X|vD%Nvg}Q(^Bgu+8WY?Kd+mCA=;!f{z$1 zu0~|jj+WDrS$?iYS?77?jCEr~L?A^T0ZSdb6C{V&HDfca93vxT4V&k{UgB1x6J32r z+x`0$ZdfA^7tL$U6$s#Xr?Ocatz_#Ub6Nett0jDqi4@1gG4_8nhWgpXJ6fhsw8Wmi zDlGoPFwTFci+jwf+$5q1Pu;H%6qJkjb^$uICd0}Ku#V)5vWslL-lx}yTQyWHgt2jS zabPX%O%GWjUh)T-%`6K;Af?<{BWpxX$4icU_E1k#0iBUG+Iw_ZX>f+juc3$Hn`fAN z8O*7d?j>4EUQqfG$yod;KP8?A%81fSPdeqkSd=m-D1sIeDMv*z^L*33cp_3}{)bo# z?RXnaKB?GWx7QvVS~pS2}>aQdjFl!*J1J-)$Tedk-bvoYB843nt4hpN+=2$_QTpRn5teUE}6{`!s);bkhB#AkrVLff*9 zg9wg0d}I(R`S{wP_~xf9R|5ZBZ<3{V>I@gBB3%MD?e>UN<9BxI!A}dyk!b8dh|wH} z7Ko#-VL+jbAU55FLpYf&;Pt0gn|=AM9g zpk>(w5n5Qtmn$!gW=yt&9dtWIn9PZz`J*0*F$R_L-o!eo?loTgfi`ww)S`SeWYlsX zL=@e$25xJ9(&2fB8bj_QVL%qn#5>k}GC`CQ@x_Eja%9`ue#5Nbz?i9tUL49hsDI63wEj`X58 zR?4mtRL5mm{>ZkbN9+AE}h}^sxdSv8XalUOnhXcH{&|vc~_ev%qnu`{C3FPSkdB|HJK77p4jJ5U?og=@?wDK>}L+FaKU!h6Q4#o zZC$}vHe8a|E`OHp3faRIzB~h$jcN;&x^6BltT1*?dtNMEvp>r!*qD1M5iEGfL z-4}|gjFOmST)A2j%vq&Lic969Tx7?m2{Pz(QHv1xXP<}1Dg7O{5WeAMrhVV+25}HU zvr;ltdgpZH>?4I!EEkFWb*3C6+H&}C{~(2e(}bG8R10t_fVkFE(U@w$l8)LzwC}Dx8auVG3py(KVJ$n_L3p!m=K_!S+u1P`EN{hb)AH0Y zVDkhumCdg6Cxk7;$vHz+c8M{SuZ5Fe3cy`E$0XG(jeVOSEn|PILtO7m;i^|c>i4eWM-<&& z_4^nfQE)Te8=#ykit2*Vkmv>Wh30LHl1D7O;}rLB>8og+w^kWh&1en^f-m6v9X&kS zW)U~v6@z3iQ1U$&kdZUx!G7ZLn^tuK|9~HC9BfAxFCm$ z&pt@?_d5q7$My)@PMuqdjrcRtCwms`ss#+msUSN|i?@Lh8i6+GEyaTvQ zQ-r6>VZhp=dj${LdH;=bRt6Q6K_i%!bux0+NdFI1Bm=j;%%1Uj+(y%R zR5b2w4=lVF*3$drZg5@gC@&3OPtvT$l|(z5&d!!U%{Rzkek4Gd=aFN+9rjQiQS5VcG;B}t{Ad7M6Vn2;o-0|F$>LNokeG|=83lw9#pGk zFRlhUg%+A4``}6ieH;FWJMvw2i8SxH?Ail`1oY8z`7FT^wDRQEJHI;BNP%c!wL_!U zlpqdVdUQ0DOn1Un5nCxiqox7~!eG3xTU^2IuJ?tm?wK%HYrz_^AXK`!pV)t71k-US zjVLdHRxINaHv4SR2W=svo$vv6oa|M{*TQi#3VNZs7r&t%c1x#dL%X7JbGy!SUB}=p zTl5E{?nBQP@@1jY9B7&AlKhedU%F~Aa151*4z}utnEWlGzZxSP4ruGXEq{rO#Wu?Y z7tw<5Zd0pxcI(drDj>o&6<}+Z*GkY^@{UvL+%As2U8#%FDqg$Qby|YyyHAeN?!L{6 z0o`OZny1ZXhzhHnwHS9ww!S3BdtA0_U^kenm5H(4s2_&T%p}c|@6qz-Cw6)D0wD^&#VKRaW=69@Mq$HMG-jWbBt7w|!jYMw0=@L5jc^d*>>P)>xF+XAX?%P^|De$! zUB7ev`I(of{P}Q6u5Ds@z_N5JRV6GanNy>&@YCyxyjj$&wXvMmGs5(@R4JzE^!FkB zX`CNSVl^ZyZhG5Byjq$GW!x^;#O;TxFjW;gGyyn@dpzQ#4%&!CFr~5C*eq&XyH4HQt_Oq z8$@hC37~tM7k2gJX5P1k!ny%~A^C+fQI%m^pK}yI803H0#PGay9*Y=IA$_BYpMFFH zdysXWOZT0Ay&XZLFm1?la}MmLWJ|&*oAqcVm8zt#?{2tI9&bd1o^p6@6uM}f=T@n5 z5t`%CcGw520(TYO;`njmJ04K16^}ALjhOD*=!S~NpFugmAH9O4QxJxG)liDrwsid}_NQX7>y zN^jU?^OPK@38F*x5@8W1MJqFjb!wm9vFpoUp?j+CiUF~UyT}KUNTPrmJ~(gpCU{5a z;Om$;HwjH5YmUq|nPm8l7dE-A4HsFfny6~CWpvlwyU*#a7qhvUasnh#aRwE6-;QKpq zNP&Q^1x;E`)fvrPaf5Q6*jkHHT7I%knsvN^#8Z@ogQrl=E5zle3BC*6Bhy)Da(WmH zLMbr|rY0hP#Y&V6E-aH`e%!J_?aFe9ycKKs@wAC#Jr<4oxkl`c_DxVni-gkZdZHTzA_@5_}5qH>`~wxsCOBKd0b#v-qi)@&=l8Y0;dr2zXj zc#w5j*(T_V5EWqSfA)i&*t~BW1XyO z8K(>?Y47XR?tXC%x2?engauf|GuO5-J<8~l%(_vKzZkc-hfQ$vq{H&ni}R&shP6pd zw<|q;!Iq^DPrC0MpE1wX0oRFtCU+rXTzoc)03@!qXmMA{eG5a`;;+w)pdL;%ZPeqD z6GYdPY+xiv%XP^px}`OP?W5E$s%gX(bnOS}GJts0fzWdLHiDt%+nQW+;z1&Zt#2br ztd%enj}?xX37Yas1n4W>+WT3b?bjo0T#qFlg~i>ns3~-8EHh9ow8m^WkQX&_m71xcKkn|=f_mu*0`L=B%0I{xl)95b2FDjPLU$;*(Lk?!s zx05aFWijIC+d8<;fiJ12VfVVpW0vT7>ez_X9M&PVx1XWyr=N=O=+go%!dM(oAb&-pq8(Z#VzMP(!BN$?& z)8*)0GpOwbxabdnFbT}0<4u3m^yF)x^VZE~@X0)fT7lu`75fkI_;B-Ai8JNnpd(=js&9I%>+8yjon7aZbSY z4LFz~;~dvam2F+6z5A3QE!~FZ90|$WjD`%Hak%uNjMu~#AS_S~&S_x?kG*3G7>eRs z>=ejGFfpy*-gaKfX>K%b3f7hxr{xKiZrUzRHb&x)YK6;9F|5J0Xf94H#(Z&1T(BCz z=Yu^VrKSYN-g?yFfQ{j_cyVSfSsXl_HZmjWwZGg{|38EU+Kw0^=e+M60g?QbtCBO| zY(-hvY)e7sWxKdDJ%B%Tm@3Ys1VD)D8s_r(bi4BvI953&I-0eEBLHG#ve-A9Cud=# z%m9*5c71jJy9S$fS3pk7mB1}PH^|C=f8HzBd@DWZ67pz4FjzV>p_&*d)5->l`~bvj zziZU$>j^^NL?0JNl7Gifq&%1AOW}tT=K*#U0AjZ)9CwVQ-^TY8xweM`&OOP)(TT^M zuGn4lW;CSz6Od4i4+8+aIYX!Z3M}_Su+TUD@+Vub*t~*(B!;8$FBgDp2TMmR4Acra+Rw1Ues(_F zu$#d(|M09y{*9$N6w1aGGJqM*nl=9`$E`ms@k$y@E_t z`P+!cLtknpH0?RR`-4%DfnvpZ0wE4sKdPfb7*B|sYBb&W%ui6+QNx<^p>BcoXH3p zcYZwSOT6=~&N5Cn9m4m9e;5Rkkm!0DyT?_kGtfGnl|^+7OWSh@<9eLvrTjsZziA+a zusU-OHF&89R128KRQ328RDM70@v!cW|mlTBZGwb;i_s4x7lYhO`Rxks2>L(Tv z5rTAr|6JWC{PY)rh81~qK0h}()Df1T&$J=a?JH;i1nIB^T#w zv(2$O3uC4Nr+`rPEvrWlq@2-iiw3HLdW2l^yJy`637da?IH3qAL=17XIWb_StaqqX zL8QbxyMe6!GpDutV*(S^`)2LegQ$FTpu_jb z@qOU6C-!t`zIeIA5Xm{?0>3d;%eTM0P_d7r_{{yFmZuE!*v0n z*YujhLeq$ZN!5JbIM_oJ^()!j;1r7pzzQx|$PX&ks)24nc5J!X!^-Jt;7JoX@ufp9)obBvh?VV>Y^yuD5bR*}9D3(Vc@se&gQ2VDqIf9!FR)O1hRJ$QWS*uHJS`24W2#?jLwbC^gX(m+xS^VP7D{p93?TwVF1-#wyg5( zV`%^Uhu7+t<8B^c7e`a&sna2!(oV0&B%4I|FtdmPTlg+D!YtLf&)iZGLAc|HgF8;K zuz*18x_lATuWJk6ryU1Mzr{nJd;nO<=ymnp@ml#J{}^c;m>%hYC;))~w_83SfmA?x zA+K+JCHv_Wdc(%OjzvHKk7Z=SHd5*cFCgjtOd$33&pWPs$x-t9t^VD9&rWCnscb71 z00YkKQ)*q7l?d=_E;E910_Q`d;~)A15=cnN`&88VIgamh*pk_kcJ$+}G+77Ih`wbQ|gV;?9#RK!U|%lR6Y(D%FGbMX+WpMS2K!2FMtRlowN3 zVfUEQ)0EFAaj@{u!cU|!WtqL1wP`4DcL${Qs-vKQlL3(QA)#7_D~wNK_njvH@En0k z7y&}#+qQr?We|sHP5?xN#`m-0%E`_H$d)yao%t>VRe7g@7s6vm44kP|+f4Q%r^CX_ zaQ+Mu(p@{NC=!qL-T^1iG+zh9YT}q_exrDO@X;XcpdY|I(20!iG0cWddkx&SgiPtf zcg@BK721)Nc)!Ff>(yyS9^H9)8QKMzcw5_0$3$Rt>hh;PUWAk%54$Bl$QwE!W_|#2 zrJme~hc1NFF31PftqJomKZmN12oh(4dEC^2)l@`dOS)LipL76nq;vY{RLM}wDUY5H z*jVp}g4Dn18HFrXzAcxqW%je_B~=UNc0PMz98rzf<+@<2S?_f=w;DXN#N*ATDS_3G z;y_HT4zTtw@_@@^zai`>oVupyj(ddWc@)7iWTHHllGRvi8Lh;P-Em1TH~+=&0F@_vr<-QSWe}+O5ZQQ-Cmp>tsyy8`S#A5!0#Uh(Zzd;W z|1iMQ4@Mx9c;BMIXKoVD4}kgm)So|VI!^NvCiZUGw8*RMe9l`Kd=8Pb8-q*HRjes2hdN(hr18O3(D$dug3|hsczO$ z1dgjR8Jz^vC>v6%Bc`_2d%>>6pqJzO5-D{N*4uJj$JYc)5URDX$pBp6k)MNE^unm< ztelVvttV|^B6+D6(DW;tqAVszxIIr;D0NaQ-LvVIy_z|k$#7iDD6ytYy#y3lavJ=qdgohop3^q_>VVNp_ z-7P-j>wTcsw&o`YZtHi+M0iiqBAFm{--~X+fH&)& zNj~Z5;S=ELp1t{A4d$*RXmHg?e&@Mb-_xY>yD#8v&!aQ5DGa;IN z3l?_2cDy;FD#!2^mJ0cJ4g=%@a!vR~{yOToYL%i)*~lQ&qO;y}iCT=8Ek}c{&;AO& z*Ro0@w%Ou0H=`?lRx?F3c{fzd1Svh{6xoRoW&2apZit<&Fi`IC!IEuu+6$p)hOxvq zFC*%_Zzd)LQjH&OL{tg}!8MvzomXM~@+CMb>BlpYTq~0G2nk0`D8)=*0YV11F_0&vHdb4F|y)xv0ewnYd zMS9u8SKgqiii~z>8I9l zJMhd;&^@Sh4_!ZNofxNe3o5W}!TA`A*g4RzKc<|+rP;Irpnn<8E5dKXm(jiLHKOH6 z%8;eQfuCG*;}Xkh-Z+nvP^+^ns$PjY*VKyBUFGdU4x1lx=hx#Y8p!T!w5{=_bA&QK zwbTn8ny{|-AF4v$**>gRK?zAr+7EGMZbf{4gZMw&sqii_MTanhaaQ(oR(=Hi_ z)OGXaQT|Sg0roqZ&jpSv1(y(UWQ#KQ25kx?lokWdpI_%CW%?1@f-Gc<-}EeS+8de< zusODla4jg6*_JJvnNsx1@N8Y#*`2gKL*pqlS5pZkJQ`OZqvXh93rRn!TDDP@;X>@H0i^ zMZ;!2PC*C%ZnBZ!obNlR;r0FszbzwjB4O8GO9H2Rb#=Th;%Jr?msc%N&a9hz35;KI z)|41=Jv<8SvDa31(G}s8DnQR+K+a;Lkk#O{iw0sF{beND%8mWnf6E}b4GC$FQ9N90PpV=k1NRByql zYwIr3L}kN7Xr1d|?wwjz#4(yC8-@`2JH}3mn&9OzYGMfk?(TAS_S97*c z{X}UY+^t(fN?;>k%J81x6ro8V{EJJv&Awb)xp$TTw4urJHDO`^fx&q}ln1AWzn!_5 zcFrY;{Hs6HJDvEY^O?I^wEDFIU+ov)Vctz8mWg-SroUw!o8fx11N-Ys%I{q>&a2iQ zReWfB@_y~7F_Ue%TDTp9M;xCag??wBLw~R~sjaBLJltCjY})*;p@uKR9 zg6&nC*0=Q3AkS6UxTN!xiR)?`!FKi70+X9N-!c^RW=IQRh}_lX32zF2)FMVMY=6PL z^Vfhb)eHyK&>%Q~n-`aO*Tn>J)Sh_dwG@U%JWD}Q#&_nfg|RoY6Q6PlmN{4)2VLC1 zR>@rZE@EObbbka|p+Dj=J;NWDc9W!8#++%9s2u0n?B(B@10=mTx*G=%N=6u@~djaB#Mldgb8vQ4t=mGC-JN6AMx4p94ZkT zXNeY7It2^5fcf|~^C`Dop<56$Cqm?I5nYRsM=zq}YQv5Cwc4sWF~72_)@S}e0mB+y z;uNW%9!I%lek!7DH`lMhjig7E)-#V!pT=lC6fwruw*R;WSTdfSJ6@}cV`Emx;7X|s zkOuBxXW`r@MXrwFB2+O}JN+A)(l9K&)a~e>i|I^W&h+fSe(_T ztDAdHMrFc?xc&pzwkJS0oOfBL z&(6`FzsHtoUo_I#l-8RFkg_6fj4aD@CJ*zbR}d!4B;1 zKIYui&~sl8ot$K`l8>Qhf&BbT{NFE2P)Ghy65>|}B|R&vegL(<88CIYoQWf((^9HN zN-Ypik-v^(nq|Ze_q5d6`syHuJ%6nBE5WKe36(VB%-Nypf&C-h&>I;C$;M;<&`>~| zfZ6%PER4z{&jCJmFWsE}?H=q~qL1IZZS`)RK3RAerF=K9yjUgo?$44N+209!pQX|7 zFoY5PdfKKOWT4pP(jnaz+e-c6{u-PL=p2I!3AotteKX94I7GGUJaqR1tKM3GrPLG0 zmZcr|@TKLgSI1!TgGC3m!#P&Wn6C<$(UF`DT$uWK-}NBNlC-BC`WgW|OF>6Jz7T#v zMXGxtt>3d$Yu8<$o#?b`xso79T9g~P$A@$c3Tvs1M=E#ynA@N7et>WNbyPZ^KfTiO zMhX)cgu)oIT~}6IpCh!=XjL_&8#i2_wSI=FfqiX99~V?-Ld$7~nK3xnHYTqaeB*BY zOTnx+UeHzC9HPxN=mxzC8Bo@=#HFeLgl)5*hle*#o_pMLHs&9kOkXb zX`?|HkI1cBou&mjV?CfAv~~S=gq0h{EfKzguY20(Rh`RBeBiy9Mj zEhyNdiDZ*}P7&y(O*uxEFdDJcA2;oiy=s)n0jt}Sn>I9jgv1FL3)2m7uE#Q0XFt-d zwalah>^E2p$i2ExcDqK5+xn=JFrJqn&9AR@S#mSVa)@qCx@Ru_y6zb4&(3KuXE}>H4mr;j2*v&5O1BeRoF=|Y_dp|v5N+AOdq#zPrLpE^3 zidyX!;tjVTlxlqYkLoG}ar=3)$%t~+sna)LckEN9!slOYh%9Z2+ZsNg19g*uVQrV} z8e-&rCR_U&W7B^Dd6W<~-LCWltr)Jr^+us@g@9;rKgF_hU9C8<$&$!!KQ3BN6FW|z zA-(&gj%ED!+X}+_B7m6uQ^i%YKfD1tQ*t0Ut-uS_%$-ePI*MM9iOdn%oIn(frms2cJK>A5 zW!K0n0JpxW0UXv@HB0YCCltn@l{2m~J7j*)^OEV{PlVbGtQGFSmyK}NAE{fMl5=a` zY$mo0YPeC4LXGRS-u-gM-mIe?E-#zRaN#b6J=(#2qYhavbjNwfs}gMnHiO5ncr|YZ zA*!rvHF3Ku=MrNsY{<#Y$k>s1a};8djD~^>Zs~7s_pMPVZPS-qBcL+e60d;z9RNsJ z%JoPJ$RPf#0Dwwln0xH`_8%Ni#!W0^(M^3diaeK)O8#0+ZsgsK-H&D31u*_L%$+A4 zqGwT>-_)0IVWpz4F~OtJ@sK=_T}9&@?Wh>%#U!|E&dB)8iZ8p{*S&1P)Xs-ppCPqX z?Y5$qvVETsCYZ~3s1s5qeG|l@C|S1K%$;Q$Xh}e01zXz zeeWE@-;{3xdAL4YGAfwcbm%F7Hc+u99}&T%*Bl_m0Z}=8ir8@nX$VOXd~a=A@uP1e z7U=}sISpf|#K|M-4(G&s%RWV>>??7SKf9lF8Nq&@4{3dVXyu zCIBJ-TQ{Y`-sFmL`CG8!{1?ZeY+Bdr(`QdN9{eDTQpWbv6hnwRYp&am?e9yLu@?IM zuyGus$Xc;$i(1<}Xgiz%P_p(M_KsmEQ>#STaXZFm48U>{x_#Zofr}XM;|2ih@i_eK zQ%^kLSX*Jl76{t5NjIymuO_at3tmjD!%u!hf=Ut6T6P0eql^&l8l{gQ7RME*NS|DDM99@geDLbNR!R_o`gA=sAU2f>La#GIsXl4cCChE`4wfo zlx;ZGSd4*PE{AN~2J6jwZMwl>0PGAWCv5(1E9FAmapntNnhy!sPH;_T(Ma`ScD<>Z zPj2V(KpNMebym}OlMB=^bv^9>#=AT(zqdAmP2b$+_wM#x$rf->6r|U@<$RD2!;i(= zsHHD)o0RIV+9Io^Td7Hr%%DgNI~^2moNt{72T)e*2S;sQUY<4JdL+-c|9GD_3US0M zS>kiAB?c_g%+qE=EY(ke)VI6n=raHi^GG#`B8XpV1^+&wkq%JS!&J}rMqk0bH6Btv zYh(6+MkvW&t(7}v^uL1EN0Wo=`K+z@DPtb7qZ&p%3J@VF5EraO%8rP)G&j60Pid0w z3pIQf00K2_r;cFX_$pt-CSHk`TA;(mPv-Le`xITfq2e{DUQ`DCh z@~@Hv-;MI-$$>zi+AgMywx-{agP!;)*-LE&hoLoZK~bClR;vWVup>}Ok5NZ`TDTrZ zR)O^EUW@GFAW(51qEY2|ci+jaquE34$5A`i)gjXa3$<35hM>% zlH1=>T5lg8B{{i$t*U*=yD;kUkSW41V3Kk*uNnhvGmH2jWbMfflaEsoZ9<|JP5bha zs_n4`YwXSU^X*aqd4yOm3l>?Ov`o&ww_IAsubbqZceRlV)@c+xXhoq2_Ajzi+t=ZjREw6QFkP=qmjVY6oqZES8=>-ylDsBP-d zTc^a*VLnhKl}(gmRB$S(J5~qK-(KbyYQJhUl-;M^ z%J?&w5%~1~Rhc=VTIX7R_H2zbMGzF}4wU&sB7^(Udw!lo6jG)^Pe@|tn|v@8EX4(8a`%ffdT^2_lDdx;BE7Ea{VX7H!NHb1ftKC z9k!90=(Z$yDLY9VBiPFT+-*9+szya03ApsMb>YCiwMCQE872^m|L+$8q;HF>ho)2M z7W*$odXIya{GOc#v3UG`R|Uk8j@P|rl-O-=36dB=JmvJ#a>P&kwt3Plyguv>&ho6t z#4!jIB|@KDFk~;&cy)|K@Qk*Z7T;n8N$~xyT5k`m7kk)iLhywD=VLhCD_YIE2Ok?( z-V#gz3Zkd!i-P}FEjr?1Y1rchUtnln`q1LazdlDxQyLQyyJkD`J0U>r_iOqVzMPzb zHtmmM%7Vy;q7SRFr$9VnbQ)Cx*0+=MO>MTPsyAB6-NgaD$7y+tpw5@{PE1^)MIVcT ziI7)>l97aFp9fu+fmcs|zp4Vc`O;3_XVcYden{j1@;m4>H32t?60v5jj8tX?wHy2{ zgD=RQX^}45ST0!HIoJVytwzK8zs*#T`WTnY1nU~T1V2>GVtjRf4|7}9tJT~;n=Rh5 ztuK-hq%rdJz~w!#zLhLz#ylc+w9R_uB&Z_F?f?8B#s43Fgv0LdP@s@v2*{63Ixqht zG62ZdZ`vO_@hZDxmaEXE-f2LXNo0vlhP?%?`oG^aVi z#x~yfc{~tEpfqjPO(`O1Kc2D5{%FrZ`2k5rr~h8L7625j=F_wDOI|51#7Yf0r+b;y z>Yn8Kzm?%n4=-ScE2>CswByqlR^k{BtZ^|Z)0+aMm^rpTxdT}QBI_&{3?&1XQeB)o zjEwGChs?dmd|EVpn%DDheHG%cwAWDol7$u1j^_0$OQ?&F!YMC-sKZKu>d*^ zlqvfHB?1AuOfkKEud*~gO#Cf$w{#_f1NSXA4K)${e-ZVaVNEq%v=Iap6f6`45iCfP z-jt3CD7_W=V>&%PMCW@QfJiJ#f*vhA1GEO79g+c}>^>L}MJP^CoDoss zds?{nK?dOE>ozRCCy*lReHyWf0rNj^|BG+@6ATxtE_JbQqYWtGzx>Di2~(vhVtvM* zwYK3eeS1RpY|$r{Kj}+8yEF&3J}JGGLDvrG@;%>v1+ciYq;wXEExJ7-`WCew1!Mwx z5g{j4Mx<7NSsWUCkfCz4*`c!M7Pm*I@6!#g!jI15RhHme3jw|^q(bEIXh{Qak)P^s z7hvG^e)3vwX=Pnqsmm;GPgGs;o5>Sf;2b*xS`^DTCDOj%TzoFdz~jA1j{_+d^J^2enLw49)IJT<{wEKB|9r6XG<_*llh^d6w`I|* zYce&>>gSCNvlS&&uuc)$pKYo?Zl{_XZQW-)bNRnL2%7Krc01p8g$|O<{0E3>Ox^z5 z3Lrg^Tvm(UO{yzO)edGGiO1J(_Qs~2x+jS~+D`N;Die(J%4d^mt6Nn+U-9=3rW!ss zbN+v%_aE>U$1gyC(YK9h83{#|0@v9`#iHEZ_5>!%nmiT%&6!3ulg zVPbSV_KJDlp#`^<_O}Z!jnvL>KgbUT5ZF^rXSfQSl*YTfE# zg3?^ZvA`dU+>mO@Yr}dvN8ehR{5PdCEn!%Q2lMni(H=aaJ>8&j^oOG|O@bM6-e3`< zeg4(w`>0c}RYP>VpvaGg7az`@m{w}vO33P)s4xgy{`&UN=fe&~w>#Au+8H!q*KU6e zHfE$k{(9og8Q{nVtl+#}s(3Q*`)DDCoKxjqmS)-?xw!72|8+`vF<;#)dEM#4Rf^I6 zXI=}Xw*b~^@N}l3rE#b7_=SXD_bsfo7flQpIvg zkw)ev2IZ_c=L$!ZAiyis?bvI-v|ztmFJ@&IxuWk>(P}?egz^OZ_yK*z0g@E3jn8xG zg_BSa#P1k3t%qRdj{OnhMI9SiR7#-^xmWodUh9BQsiq%x*u5V=3! zH+A6pY}+Yarm7~H^;I|6@~Qz>dL%#_2BvSTQYcsaM^S<2mpMK){)Kav{+(WBW%Ct~ ziH^4G)n!PJb0;r#|Ie3Q7{fVxVF4amx&omF11(=a+8H8&?OLywsY+BiKEE(zH(us3 z3eX%XYr0Z9!mitk#chiHDDa0;usQcK={Q;Y#Nk`KdB6Y+7RBGlnl4(hZvl!Z_B-Tw zE_3q2zT)qdl}m5wv;)h@zOk$E1s>MP?#tgy=yF%lCqx*sJ^T5!EafjHHNr62`#hg@ znoFV5~q3%tr7pXK_aXQBVv76qe=j0D^*;rg`;KULq0 zc?`I+TEx}9iR=<<_7}XbwaCip3SRf-a%2*_Bw1`0sScf85-iUX?ny;|2eK4E+r|E* zq^T*_7?m)PZN1YUb^Zy)-0yEBzyaS2%enrfhcEtZ*>(lb88zS#w48J~blPn`d<*^e zHmi@P^2_zx@#W#o_p0b3G^=4K(Rb%(KQrb6zPI?#e&?NZx_V2b>@NU{>|crn(BAN@ zKI&g#jTLZ72R~$Xgo8=C2nYbF0^tw_VeQZ*=uzfHg64yhoC$FZae*(+GbOOZP5vr- zPt3Z^jTBDZ$k;LJbyQ`Q!gAD0w)z6M>?$gyz zmcx&2?hdI_e120bXgy|i28F+0Z?X7sj*oVSXk}_seQvv55)BgTUP#i&-3))s^8k7+ zXp1G{=qR}MrVYVD*>}D68dus@ag}KB+gTtExR8qn44Ql$BqBoBXaq%v6d@i_qYcEg zUN^?-#9wr~LvDQYgVnze;L>HBYsmzV>hX)_>8c4AM0yF^Jj@3>EN|s$GA_SPwof{B z>ERYq6$m`3XSpVr0eJYcEqip-@h4cl-9fLUZi8RgN>e>rAAjxbl?yFSB6bG2%ec_W z4bJ?N(f59M(!*X&6m%R9B5SjJK1;499P%f z4tCe4$NK(`1XVzTSIbM^Fu$^=KKZb!_L`}YFqo6QNdaOQ{(tJwZ{lT@E>qz`HqwT( z{dKN=$$oq+7-sq=vQsTR&&QRD4W4wkn9IRBenL}M7f1krbQ4J8svd^(LhFf*gUaH& zD6t}9oSA{$<$Gd3Yy8}7+c`9jhS?@WM2ct3SWjvX%x&?orqh}5o2Xvy?W77GD_5LG z#S@c#(~?wCLdcpq%xo&K2>VL_dK3`9bc8$4m2a+6rubRop^gj~^!lCO|K8l}x3Gg> zNn!)|liS$8ST#QxU#8ekrjzo)JLa&Y7zIGCXiMjuL8)CPdd{MO7(g94X!3h{*~m{O zB!KNpsco$V9ZLQR@83=)6lGeiGzC;VDUuyC(l`d!t`*HpJ6ZSTKoB^s6M|0Xzc37o zuDmkVP(HDncW!1fI9#Kz>>PTk%F z7?zt>Msc1JiJta!nQnTPa)6dCNz|aesO9IpG_HEoTqW->u>eHP1g3gW{<-054$W+H z(DHW{0fTS^0RLC>?#usE*$IW)^tl;-i+xiySgJVwzLGeO5dOL9{`I0KSEiw*K4a#X zb~5WeY)Reu;175o0|>Nqt<{u82RtS)M8n)@#4=5|PMv_o@pT9gHuCskr{Dw%?b9iDfv0jJs%m_ZOEI5ht!IlTtSpjubFz#sDcE z3C2P&6_zj8$`4kq+$u}s27w>eKVEOFjRNHx%ICePocEs5n08&7j&M%jY>OJ|TyoRj zdE~XeT$p4uZ8gAiyPn7K#mgKCmTfnIp1;UHl9UFwzNrk~-?7bS>w}<&q45H098(Kn z!!k#Jf>GQ+o(7&$v#Q$#Rx6!c$Jb_MWqqI#jK18Ff%)MOMPsXbb!fRP_1>kSOu5p| zCfg-JTYMRmvPWK#oXqsdot{7T(!~xQ;;9K3nkg-@1p6z?e+us>aX&S5Efgej&e0&Q zUlg>V2RRm5znp+L=_xOqP9)5jewuY|J{$=jYek*~d4~5sv3Tn5HaT_X27d?6&rK5J zZFVbQ+y#jqhLz+2!C|k#RZ~K8Tplv>L7MCr3xQR-5?I!2GQg~7stGy=O>eg-WGz8D z0%}ydRES(_YBM3k#zN7yV!e3+w)OGa{kEYk4|UphI@)JMk(zucPqOnzDU6d-4^Jl|A`# z9;t8ryg28As~?bOa)dnIs2eIL6q<%8`pqt@O$=kFyB}{S@fKaLEGLE~0l-a13&rVW zzwBx8-^@ocL;{yj;A3M%~jbHJy=9)}?3{84*W@k>8oa6+Y|1Y*HA z-PpHKGQChY$q2#kONgNjMyYcm;nVyuWFoAbl}rQ@CdVyjCKDX2j$%_m@<}Dx-SS<< zFEt&p&dhA&N^P(<2}cU-@{b0nF5h~0Rs3P#xT$U@TOhJ~oC(yV_aSB(G?QUBD>oLC zd#fnFRln1)L%plW^c*h7xM3)Wt*fH!8LXw#)v{k9=Q{GK#cjo^jH*Yb78AZ~sH+xF zCaC||kj%~XtVeGQYbSq9NK7xyz*xOwMaC%cXR|rAmvIaWrZY-5BVo5bI{R& zcH9q)VLnf>jvG%)M`%59B1k40Zeub_F?iArZ%*4TwY|k!P&iz?!{1DTpsn|Hp|yZ0 zj-WE=Z?vqEMYILvy`_Nj_TQeDkT=0yQ*?!(hJCVFs&@jfg4j0rX{K?=r9iuLR%;>q z(;nHt{uko3gyR@2^KN{|NkZIO2l#SxL4FPwaF49t=s(u!1xV$nDrvZMyR457KRb#r zf?EwOTh5_r!s#b$f=X zuU$%mEF@=({X|N%obo+U= ziS1`Nx`J2;SyH59z(EnCWy<}!Ib_4uKieC(tA6%n&9TWwsp3S#ngW+8dvC58;SCNl z?nhLg1!ik{qcX&@Bpp_omQW=Mc3(;1k5a%PMbP;Hc&9F1(4km?9&N!6h!yZlo5mMU6%)jXSHExhe zp{k7!DV+=GLZUnRU-~o@uI8CDd*(89KQ;Rq*ThxgzMdj#VoakSuEA%p!R03KetX)F zkTzguV)t4iZ|2%Ga308&78sD&lZmjLY@18_sNe%b2o?r2OxXyUnQQIMx*o*J|2o{@ zk#OPkakyVM5Oz0R4~qNE869%gNSk~b@zHnfcPe)AJM_;QdUKzJbJS)spN&?xBzL}f z?F}}Bx@XAs_ySzK0KI`zG~)I=HKSwec(Fdd@T@c$`53|T^eK+IzCW%yde*4*Wwomo zhtjzP$+y^c>Ngt`3e4@f-b-O$V`%n+>K1VvNdBfAG5M8x1lqgivDda(LvN^n6ny!U-RL@`aEfBd| z&gKN0kzZA30lV+NkXnt(_7OaLpi=ACkcJ?eo#6+46!kJX;c4CIJ`k5Ql}3{1%`Q$} z1gs}yToF^h#bJ!vC;<~VK@BIkj`LQ^Vx4uhQnX^3g(7QL?WXfJ4Gj(BCvjo=nR*b1 z*+uJPAxM*|hSHs{widAC*}XnR%;P{IJ9P=P+gj7qBBx!f_(Sy%6L8m_3;rinn;X$Y zgN6;?HF&vVCItt-K_g40+F?tgjt}=1zOnuD4b&&tZqA*2wvA@?E6g1{%yj z27&(3kAZh!-N(Ye5tUWQPHTtY&pbDWUnA7Y=~co;YO7z!(Dq`Vx%-(`9uC%!R}S_? zy?$md!E1YyPX3lAw|ScQ3(QRPH-0nU28PMRMS?N4nVXJ;Ait0eYz)M{Tp8bI6%qYi z3V^(b{K`pdwdgrEqv98{6W0Pkn=E#|81sh^O%wOOgGZ^Ysfpq5eq-~;{lrQWA9#>8SCf+)DwD? zz5~l~Ac`b~{A`QdpB8Qkcl~(&hRzF0(Y{9Z%QC^w18sT}5{fB`Oy?4)x#jVQ_61gM ztYDytRZ$|EH`yHT!O#wh_7MaQyClZ>5;ewo>Y??9xW!4>L%4ofwnPb%)`R$Jkf)Ag zb6?Tb>Jq_DY{*VDdJHwC*CG(gUynOVteMU2!U6K^0wq<_pc(Da;Nzu>Nu^6^ww-w} zpsyu%dX*bH0}MK+fjii~sY?eMsqLn1X3Yxv$j14AW%#S8$;DsQPg4wGzjsna%`eER z4+6#7FA=$RA8=7o4bIK1?Djze3R`$w{xlF1&7Yuq*VoJ!#w|xe@pWgeMUpVKnCRBd>gW!MQ;C5B?qVY=s zWJFpC2Ufjz#@pL3y~B0d5O_1AyHZ#k)-PT-U(>~Wzxrxlb5Q1(OwaK(X(muNSByDG z`KH|mJ05t@(%{*)hY7aXw;XzH&EC8%Tl<2V8gv7B^k>MN=GpE2dz!Uh^f4g>WhSUo zxZTQgs5o3qE{pn@$8f!Z&9(Jq{eH>fz z>K+6;Bqj2&?1@za8N0%HXDnp9Ha0t1K6Lx<@H1={)=;uaF>S`-1j@qaSkV;4o4t5x zLIT$83uJiFM>=qI5dWw)j{_%%x@i1;9t7-3CF1^y0+S5*S~gp{ec*eZEA?9W_AG3i zsQ|I1jDj8Gqr$tZLE{nw+=K8PYb97Lhx$}F9#9%2xK+0n+P6APH{E6}TM1^eNfj#I zyC{)Y60G~YfBg6N*c+&!#In2K<>7xpfa>0M+G1H@;&znv_Xuo>t$^>v=08BJ#jETD z^q->MehQBF_00yL3W7tO&hhbN*HMYqUDYaM*R(U4lykFv*Wgf)*uwq5Av9IAI5dPbhdaY7-~Hjr-O;`$ zrjvODHb+t<^?D7gyAl!JirbP$6WE}nfQH3UiqBW~Y@1QX4S<0y5Y`t2)YHSJjYEzL zO^$Pg^wTnu)DOG8bqDU_;Hg3v6*=5o-p}z^WjO3K7hXDq*CV1h^pY3G@Psxt*A1*z}6E7{l(3$San zL;m*NdqA&!2#QMG>9jcyDtcsdNm07^0|$e-W>~6?TRf^#F-tZVnBw73({ucw>n75A zxR*X!UfzIuq&)k%@ARnAuT&ODh+d3@CQPJPgaddC5G&tzQP4X*fJAaYp{>&(@ABT){kCLDs19 zd)0D46)<`iNb90cwY+1t)%|YIfB?SW)IBW#szd)Y@d5Al-^Wwwzd{!9_pl#u{`~iE z`8eR#|NhcMUZYnOflqYE{r}26z@Hl>BHZzj`kb%F%&ff z3FbxYyY*Mu;5{cIMqSm9Ro&H(8+yil5;G<263Vf>a&~J8)Al@tUx8Z!iwg9UMWy6Q z^lg$?W;!z};;xScy>%XI3{PGeYn)o2vrFm;0)12i2HI4)$CuTgUCBFu6_C$@SSw{o zd7lDg1wc*0xKp$CrMkpW8O{KFQiSY)|kplVH#|kmnLo`S-T7 z_Xx#Gy!|uA*`5IPKbqYyJ-3sv#*&)#hmxL|6CzTe1$wZE`9e?i4CUo{cUJAry8jss zYupw{xW)ZR5Yyb&y}M!QbGUBd6Eaudy}NAXgRthw?5)9$^~JZ!0JHK@&d~7JIL2SR z)C4Ky-af@C$ET>6X{?@ph_a%tNd(AujI23a$Bqob$uXyRK+6bK8623=ioM z>};jKG{Ikgb>N5xu9!F8r25|UTRDv=)67 zW1dz=g(Fo*bt7!9A`JOmb+6Z| z@jIkrI~t|m4>4X}4W=*-uK>~AM>WL#5L!y`+;B%)T!sK`Pu72&I|lgO98gYDj0JCT z=y(0S68FCSou6@%+JxDQh!>alK*|chsBMiEm{TQ+$9?q=zJUt@=HCUHV?L`m)9=h- zFgI?m!?bO?#|G?_S#1AVA8{ztW&%6X&2C$yLB^e!fto&ASlFpSv%ND?f?Cy`_;2qd#guf8x zE(kLdPP(mh<89i=9pKJ)f5}37g!(0TSa5lferR%Qgn_l(6AszUmqxDu6WT>>`4zSX z4Z7D(q>AXTB85X_j?up!0ql3sXybN=P7r<}cq==%LM?b@g=_9z6iAs#>W=o{&FJnq zYW_%n22xELQ{B*g^!r22Nq}Mv`j|{broUK9QLg38@mP&8U&;X~a{zOC-3C?Dv(^jW ztJES}@MsEOK<@sP2HZz<|4M|}(r0BfXO91B+ZaEXMf2%G#RW}0Uc*Hg4d=7kt_QEF z5Rr93V=%kxgV*Q-t1jKq%W+y&H3!dyQq~7f7apDvvA4Hjc&Jy7A-;dP3W}hm*0?Y6 z-;Dq+77PbRmG2nj_{R-u(834Z$22)K@_z>epB5}=@=i zY@wmWbHHZM>;N%+0H#$_udtogvjHi8!!DvgUkYjZ)9>a$R*%dr?C0mYR?9S)IO)5M zpmV@YDAroffM?qF)G3*47!)Ej=?AnC7?;ikCJt%s=bjK_wFK*B}FSI&W=LG91;L6-LIxe}9krV;4>D$!o z3yFZM1$8qjOYsLU?+0FFH8Krn6}e&`#<1CT}OrWw;gK`KVNzts9!fvKGV{h zcLBP~F_-k8JNYY+Q#zAfrVKq^9=ip+F8$ZFGOY14QIpS10GI3V{S>{U(5<0tj3Ij+ zsfOI0HrKocBtC+Fk`9NdLh=A21+<+O-o85L$}}7RxF6+K`XPh>s4`#s`r`WA!$*th z(@NG~s#Ny>9Gs^R3Xp`96=Tdbg%5sJ{Q9?mf`}`+{rqpdUEubLor(M%8xa4+^sk!2 z@cGycXg>>4D_y-Q=`zGfsV_}3k)|H?<3S^US{RX5rv+l%PNQi{wf-Ig59c${x1~9T zqNJ&m%Pxbmx&lG=Kf=?bpf~;;XvMNW(e>W{&O*w}%Hkz$<%aLeeg6Deo>jS%I;f5h zSZ>>^K7i$PwI4?n-X;8&F{7GA_({RII4pDA8JJa=c`xjz(+MDD_ z3|xMEkFGJ5HZ*gzOw>4JOAnpDfgYJxyV0(Gvyc>U?dq6g#Gg<(Qcsudx`*ucyTbnE z5#j6f;auwsL6=0?iDuvVox z$}??^fkFwNUNy*YTvZ%CqxQt#A0HxDXmSZWH`Ck)LzpY)VL~OM6XV5A^Do*pMo}C} z9KyJ>3$D-HZW%5C58zY)5^R#8#mnab|G z#2?>J5%3K^8WA>he+Zp9xm-p!o2gQx!<|9!iaz#4>|5X){pVZ=t5B5Uio9R+O4Hbo ze9)3ACzQG#)SeEuJ^1mQgrb;p+=#L8W#u%()s&5YmJ*TPdrJ{uKU25%xbWU~1>-&{ zXz-nJDXo^)gU-xsq`u`p%|9cQ?r3xaY@$MXeC35BTmHfyFV5wk>g0%U0_R?d?44`d zm>e?*o5QZq0&_-tzs;5l-aDeB9R7yX`xZ#voL=Vr zOkC2%xliXhDIT0qIT-<)k-o^Pho(_0tZMCGaHlDcf8GY=luFsc0uw%CYNr&6VQiv$ zpsU{EWpyGd{B?TBC6nk{yv3*{hM`o~S~7Rm3C2ds#2oy=v>?tuWzVy`NgB!jm^$9m}lVM&kB* z#ig?FN0YU-w_|0cYEVSxpjG(bvI!3_Z*jj_!UZhX17C&U-oMqcvcea^)CHGG_ z*yAH7`L{@kYj61c^}NZmzG76rC@SeY;P&F+rH*5P|0V|}eB(x|$D^!0Xe34nSRPdU zDaA<{@GfL-tQJ;~pY_2rWq!t{BvCetwdAUSpa6s3eb~chwOP{mW^K~DE2+@mNe9ft zN}_Bcd4KvPJ`$3Hk5btped`Y=8Z3(uVY((*K+gE++u|^69AD5lbXV#b$Ow;oreu72 zmZf9Dd`F!|aY0Fb^&N5K{c8MrcyZbzSMP;yFWOjEEo^;!-aiYfO!MwZ{JfJJQKe02 zR5OaAR5hjy7D~)C%9T}!{I_-|{%<*9xaVjM>KErA6I^((^L^&m)DmCzzehVB16^~z zh<`(`d5#5lQ3E^*TL(DR4J%S>Yf`^{_zWRstf+4+A|SWUpeKsH-i)`fW}(UhD=7y>o&jwjT(dFbT8{l2v*;f|;#YR`-Zb&TysbE|J*Syz^; z26Zv9fxlxv-GX9Klk{kMmiv(0am=CXIGC(^1v8(q`lasifu6^;tR@?6d z6zv1V-MWnm-`pM<>0TKTyNyMS#G90WB$<_?vt}x~YF1u3Glgm@V?#5>d<#nr%7B?) z3zZR-EsZwv@kXWGwbTiBy$6xR{U9J>c`csUKx}X-hq_lwc{0bu-;DfERMJ@{IS$&|8Lvr~PBPN^$>Nc)e9obDA zb_u9l-(-)(<3g19l%l4uFKAPK{E|YS!9fD+IYcN6P3F2R?q+AMv^ceGY&;C?ebA@a ztUXT3oN(IUNo_9dKLyQ3Vn=Z44P><~DYzPUvA7-&++HB1p;=-bBD(&M8>qV8=a|CY zj(GO$iQQ4xc#lMbqfeR*+)w3aI(}fdfwB?A#^WX=u4D6reyqeFI@4sSGX%G*>uOen z&*5iAUHI>p-~)_{+)hz)SvDX&iCW}gN7DxmPWo$2t2oF^o0>{W!)U>`9a|9pxlD7- zB{!1%%3Gv=ChcG2`xs)2*!>@`T-8_D+ae7~`oR#(%o|#Lf6zOXrF#@~Jl)aIB zyYc32mBCl89G;Zc9Sb`aiTlItg$IZ5`@_^H2Le!Tonh6WdJfOyBNC?JAHEddA*k=ITF^cq~*I3McRmnosq3dknQ=xIwRStsz^A@NUiq$b2Sea*{5NAe6y^5#<3GYGUA1f{%PF3U=TdaweaWJMj}rD%sN{FOf%(qd!>jwngKP$cOvNlOch zL4TO`liDzbsR6~u$X;J5NNAy}5z_`VY|ueijlDO-+^)$oJmibr2b)wH3K5u%4Lv#*%ftXzk89Os4E8L8XKs%>DhaMFkPSwcHUA3mWXcMlDq5|;-$ zG`6i_K(c?QPyo7hD2VW`4K{!CmX_F(+c+&n%pqo%;#S@KT1b;F7>)qlsPVSK+p#l7 zzGb|cL{-d$Ewiswy4Uuh zsMV4*B|R@U`R=K0PNt7}&{osz>>~V+3Vp>G`>Q=%;Vvd9LA8UwF=)5N@CM>S^Jz2^ zD}$Yx&qz)1y+$LIPQs>~VhQE=W_DtGvD+qzL?vayd>ahpBCT;7lx5n0;Xg@l+hdWP zzGD1__hA6qX{KxTgDgK=Orqufr6S+_JyC@; zsjk?LJl~cB_2Y{(;yFIz8}a7;S>y96l?$y{Vp!EuTHBW24_UETF^r6w-Ny8E%Tle7 z{WJqVuhUatxumeUtPXfhF>uK~9{TVHNeX>*FaDrRKXp;y+0a?PR#M|^3|v{}tk|Wh zALTXgHQKMOyoVb_;C{b1igSv3_Ow^?U5tpUdVL7;eZA^Ce15B)95!4JTp%X6#+< zkbUWknRU1Qvv?OXMcC^YORDD6hGWY$X)+Hjc{3`3eVKW*=4c7Jr=vOUAuht{_Nuus z@#^PIHD3v(-zn=;8;2vG7cRy=;3#!ukA$T7P6`|%Cj4fa$~(iizoN`cw}O=Jy9ADdvYR|S7IM*urDl-wReHi>MI6tp!0Ls&_D9^WSM%oLW%Ps!R z`79pP&e4LuhEnpe=y!ej-e*|VJmIA08u=%qM7!ofTWC^oGr!x zYUx_880bjFwY#n)p3HG{yd4TH)5N|()!ys#}{ig?cwl! zK3##a`Nre#APId=YCJ__fb2w?7wrH3_DWV@E>-d!m90Y>!A6vt$v!J)_2s?V!8*^g z%*Jw{saAd9o%cTQ`wA(fLh}=D-_PVx*uk{Ws0T&EdO8v|3m|U{lj>F(+`nHx zgr`!8(LF5=e||8pcn-*H?wsY@u0a(%kBu}KU{ZyZXh-ANm4`qdLOUu_Rs3QnY zHzM-k#H2V6<=eYtyhw(Nt|W4TOm38%6|_-o#>j~Be2R3E{VG|jTq4faqw&dOD$E0U ztiVtZr5v;GS!;0=+&g;tZqVk(r>D^r1EW_}Mt09(Vo%dpK0R$$E9cm~cV}`XtT8hP}OmFPq{2Wi*e6h**+zWtLNG%om^X4DoeOAKMNZ(7Fu3oi&sc$NUxk%|kvo_Lhv!zT*LGP2UN z+hCj?bng*vUA5)eKekf3caYHp?wS99D3i#bxvKK%Hs`g6uC9o#MK^cJh<=_RlC&%? zt^je4uxjZ7(o3T}KF3c7faI#Up{fAT*^vBwQi}0}Te1E#U9VbuvA-@h;Wp@N-2WwZ zK$`*V92xG5?r7RKmo2r`cS!Jg-aD~6{5tP*h2TEih!)cJu5Q($T)G15``t;U+shDM zZqM`C^59eAcyrB-9-Uur(S7fAEc*8Mdpp&KN8&+P%_b3(qV-e@tqhBfVclZWYq;Oz z)o4`b(U{WM(7ga%)$@Bi&z0mzIAX?u)(Gpq7!7!aw{ix7u?0DC+Gsmx4v^ z7FVRm0V(2E7jJPdRE9V0bG}ONQ=Wu!N!D4vi$rN+CLr+l6Jg;`Q?s>tsEZc#HkkGByOBW}u>E&xv57)`GDlGb(=$6e>0Pu?vp@BjW5;Zv^j%dO>t)^>Nt>)5SXzNnd`C6H)q}ocWAE*&ghy zvSH$iu=Le`IcLTrx2E_}4Z}-KF>*7UHmLCB(du~{BOnWY{Nr@B%BoF6ygY3akML~b z(d#L*OYF}{^I++aD+epOLA>M8Y` z0PW*gq$Z^$JfJLEufp~b;>CEkBe{D(_EWj}En(D@WjKBxYuB(n?WK>|2ymdKcwe8) z9Sx+eVKfY080`ch?H9*nM7f}8$#y$ZHhjxd01k>~jMzf_^QMLw69d$ysdKa(y_oau852 za7%{JD-l3%2pmXRhaF3fRVXCLKNN4(DzeLoe-ym%$P#|P7R$z(GmNkiC~v5dys9Gk z=OB-^ewh0Gb-9wE-iyIJ)8v)cwc!jk(Xo6jrvkfn@pTKXB9L>~{x`(tO=f|TTLSW}{D^Ur4n%s;i$k~P%6z_pBnr}tQ}k^+#YPXsl2TJRdA zs;ZhkGLQW_f6A;cz1H)J`wk?D&(?@00?l%2znWrZs#5{A6ZxIh9|_Hvo^Q!}rdE{y z#OV^$%2{^Os13-Vb;yaLv4hOBHK1B%+ zhY>^9=8(w>OknUyASv_vb`?v@Kp&s@UOvGa`J?AF&)uzfI4LPX@pyS-40~w)sp3t% zWC-qChNL9;KxMU)I56fnFr(f5nRZlr8eQobX!87?@IFF?mu#@)Q-916*422m_gMZ2V%1U+mBO1{pf7}{eWI8xPs^_eX!(=dZG+k|l9iL;I7&LHAKFb@axTyzl`BqWp61vv+Y{ zp3k0_khLPH%SvrdB^!4YSpdRIKcA#B)Xcz-`YIv~Uy3K(O0R=DMY(x`R-giBhJKo< z2;805^rz_bRIK2H1LpkTTlxEtrOPlQB7_jWl$+e-5O^(pqu6=1=JgP*+7h3sLj3Z1 zGxBawzv#>6-{Ze#CXbbvn+!iXh=19cco}{HsN^WK7BJ?_QjcLY87L$;rQBb-T!$KIZVxH*wje- ztXsEmZ>s&jQL`POhWGGP@5x|mGrLulRgSo(H;JPE6(Nwwt^^TqeeSx-C#kL?k*?c- z66}66C5?Y&(18QW*V480$4MaBWYdv?2comkOlZhW{mAt3#qoAsto2Jy2zAwcWeB!6 zxou|W)q1#rN+L&eFxT=GVg1HPEy7Rp0?|^6eAYHetNTks{pR6+op-g-_ONt~&0?3~ zA4@c^koA#{s;~oosdu@9$`xg8GksUhoA6>U))U`cYRdCGjtcIpW}e0jd-khT0tcwa z3817ld}5Dix_(@Sr%oJZkSUb2?wjgYcx{8eujG2#QI%DDjK+_TI#W74o1`2*EZ^%q zd;KO*xMurkZ-3J9xOOtjPi6h%^ZHW7EqJ`-z2<(6+&j5B!i>FB|K|IKP#ZZuDr?Rb zFJoLO)eIJsw7>ZIoe>x-tBwsq(0t$cF$4q5_uQ$pr2ZYm_&-K5YP?ppvA3+yOiT># zkc7Q!Zj@JUI+F{dH!Sk=qtH=Ne80_kH(!;=c0@$+#h+shqLsHWuYq5>N-+bJ_M$7CK{@MN*A&iT!;xtu9SCb`z5>y7gxr}6@zxDpy?b~ zP9MYaR0{*s6ZW~g4RcIESSB*YNRC0Ji&y!IY0Q;_Y)4!E4@o}jKax_JQo@)W?`0f>p;Ms zGQkun36#U;xM$$APoA29x?r(0;yyNe4x{SI-UQrB{0)gDL^L)MZ?tfgqR{I$tp1gh zDjS#jdfD%W#H1(`Y!EsT;}ALxL;xI7?orzhmWB8 zExCkWgD$ILm`lJ^y(g?9XMld)i^NM-yaJyNfQI(~Iz80J0u;S&HhBf^o=~04m6o{! zh2~JY-IO!Ib?wUA_T=4su>8N;b{?XubIeZ_l|UI zjJe0v$<8a`KwmT;^g^MuW&Pwi$lp5IvFbp({Z#5Ex}^$en*t9Zr085gE)3c@DxoZP zb2VmZ(l13pITQN+<6VsA%1)S2@#r5~1fUCS+}?uek94m*Xz>PG|A$Dft!OTgpwjI1 z6(AFp%k!W5efA>08q1!{TEeJ#4f~i+4n7N?_L)XV+zCD$S#;lhx+s6fNHz*w?IzF4S<%|sCB zyyX`+n7RDAf>gWITtt5GI|q{>4=BQbX1)yGPp_I%HyMKHKmep8ryw19amN#HCif!G z_x_F;)N9{7cuU?3xHey6`N(|f>;CQC--MuXt?=`i46NsYKJUvxwXgBz%iER#y9qLK zKx5ScxLDI}m|Qw|Uwf$-ubyajQS&Phgb5BO;^O-63f~MNg-4w(JOIWlcmSST30X2f zJI-Huxrjx?0x+Og%3zc7%QCJMX;hLL8dLR;Wv>)?;zt$n>>;J#xo0a8;D6L&U_$6k z(T94F^7aW2?AL<&o{Vq-tTS~h;Nn@JA0Ayb7D}ih>HBt(`dYH4YGRVTI47}c_ z(dEeWgz`-U`B7x73>pfKC;ts%pbxtHDjm?!NUfZUP^OKCdWK&1W&H0Jv(fk8TjazH z(zkt2RAddv1Wo3_GK|rJnso5i#8_zYpj2?K=%Sl8fu+C1opij$#$_e?bx7_2IXZhgx-$%B2&O5Pk zV*N%c&toqxzXHC}Q|;^?rAv6NpRI3oVQ8gke)w2_;L(jS7xkrKf&J5xWZ z37?ht4EjT89chbQlCDA zLG8UF$Ee1++b_xi7{qi`ZW&(&s~*4dyE4w<9y&P5ADEee9bVSugv{j~=5mu}3f+3_-K zr9;_nyh+Qvzb~$U;rj9ccmijZVYUka1Ly5$(_g#DJa`_Hs=SaPN%(!-oyKquU}b6& z%eXO4jyNywHhX`?iCeiDBH>;D)b)cx(4_9m_A_jGlCr$z2NlolC z&snQ8JO1%}ZP#9PfF-14Bg46})m6B%b0D{60mMu;5u;tw;GGOHE1W#-2$;;@#28~c z*sr$i56yPYjt6aL`Lg?k^SS`*SIAUY%Wj+O*j=-81`dkVvvL0)NVi{4NV(+?*1(jE zo(8NPz-8bbs{*bls5{?m4C0~l?ZmmufWO)BKYnv-hftxjb8x_i`cNU|?JN(xm1gdk zrc&?68OYFuMkxBiSf%b7gPAxDK*l}BJb80gL?N7LcCSQrIFyd^g3ABEuLdU&3XQY+ zOPzjZL9^PTEe8l0(=$){35bkzFZynqHF;9@AKX!)q@tjk?ZMu<*4NgMdX3x ze$>z^X64tdokAzS-NBuZDoNScgOT5N-P|A2%t$*YIBx^K2KYoDJ;zmN_fxztdZ&n) zz##Ywa$wE!yU(9wPJ6&Fm>bk;<$nZ*M8EX!Ta7`$gYEh_j2>86bB0b^9A2I|Y8+#K zP!Y|Z`1?Q5rl3Y!YsL4YBVtxl3E4L9Laou~sC`^x>d1+gi2&q?{un_Gc}3o!6+@>i ziQr7GOB=S1uIy7DcKKe9X`@y=&sc_U0h@<@;s2rPE#snGyLe#`k-b5{Ae2_5rAt6c zRFsCHk&teXZUh9BRO#-ayBn15?j9IQX6S}_ufgY>cb^aY=ZDSQ_jRvpb^OtDXUo34v)SmFI{d<4~%q+~g;J}6%56>PMcZ23eMEqN1+jM0o8=Y~d_2ru6 z^2mF{mAv&H6{_?MC4m#=>THBbGyBh%4DM;yPW{npwNj1pCZ_xYRyIE4xyQtCa-8VV zE-|VV9x}0KDW21Y(FK;fT$zWUIdcD1)bBgCF5(~ESNsLby?$3cTt7}a7jJfF7Hb-ta~|W!?DfHi%a8SBZHzM)-o37X;%UbskXT+ z+leL*9>wqN8e9HPNZb zOAR`lJ6p$ThrW&TqFQyE%(ZqHu`@-kp9^_j5Kh&PMRL5O#vR)_k~MDa)xy#pJ;)&3 z)_2-gk&(bO<-N7MQ9u+s)2#dcK)_t0<6w#;HjiiV#dkp~F-b9y3pP})x%@_2<%XHN zhU9grd|qb7cm!2wLAdLeo8A2e+j4F6>UUM)A^NQP1klIY6jc`D2e}RX92UsZMWIom z=W_-ofEzl&rt$R6@qD$`f?0B#hL1YlS4R!H)nIHNlnDUnjK#s`K~%s%Vcry9q%{O$ zEdp!tq0m%_jcy#((?PlKKQwAAI>BEEL}GsKyZ?`*$z=R_7S;(PujE}i4s3^1S}=y%T99AT;Tl! zs-DIOuvyoNl)E=N4vXLg%^J@&-#f{&;~qY2E6~AsSus(l?Sx3*seGhgsy+clGH$2z z=#pCTI=^fX*v4eWzj8lNnSW82zO=!y3!CMOJDG%1QRszhOZ7GD>g>$dVt;mEYPmw5 zjAeQ(hO?uY$oF_~l&=Hl_Pfd5tKPowfjmP8X&RK(kf^{_9-?wmN2kSTttV;$IjQU2 zm|IYA*8_OSxyZlY0*;-StA6kk;n~Y;1A;URmd}Tb_pSpwt6#ez8~c&8_rhL56))h;6}%Z{y1-^$+Np*< zM$Jo&R^nm(gK@^T{%I9Jq;Mw-S2}De*-w28#BM@@&M&D`Pq5S`tu@ylkFX4aLnJP<%4%#FS|j(T@@JR&{u&SuE}Bz}^vl5W49|cw z!>aYdb<7KP-+@ z0nLE`Zp4Jj{ZHu^M@k_l%X$-g>`>?l7|#GGUhuZr-^~S@DF9U^VLjQM4a~|2GCbr# zfdK|yqf*=Y!m+Rvuk+kZ@c%E%L8&gsjJVCgFJbe!J#;iMR5b_mM1U!4m>+>)mzJ}$ zXz6y0x#+($)jX*!V1N>_(_Bl&%1QoMnQWhwkq6yb?s!xh0v&gVzuvb|8~Tp%)7*;2 zV=QgW&_9(X*RU-iUo$My0t<3X;ncbH)c$IU`GC6Iyl(QFIgvW#L(PxBO~?T6%RK^Bf@%+Ha!)Rmoc zwf6l0i6-KXMa7jbym+1GRYuS(&iksuKUJ~37OHxrf>wl~UqNC(Xg>3OM8lFCS7F@3 zViVts3NWI4dZ3BO%VXwtJKP{i0h7@w%Zr2&J6h%@mFtLlB-QEJwC!q%-9ewlkq-lg zVuf*+E)8{|=BR11Rzs!A!O$T?DC7F;M`B91fBER)%FUw;SM0A_B2}g)>;kKILVc#eP^Hpo@cdq+wykM*-^ptT)h$fhwDlJP=E!Np- z%(hug-HYvi3_l+hfxF<6}!R zH+dczOEn+V9}qgLbn*KZL^Y=DDfjgpv;D;%&4X&XBUYWo52V}>Z(WO`b2)zj7tyk7 zACF=BRwkn-8rQGZtK7lnS}T(7-R0knsH=I5d9i3w(=2NvFmNRH?ba>p-A!LSHjZYn z?y~WOk;4|?b>TR1R$vkvi2^{LPkX68Sz_V%RE#-$K+DnJ?miSa|2IF5cs%4W_k+4A zx{SWek{|e$4cB**GQtFV?oz#+axcL6Hly>{4B>W{;spm)i{i1ex~&cZ;*&;Gm?VO`BO$)+1b~|o zz}Rm42@o1|O@9wRGx|8_x*N>cIs|D&4Nn zx5PwD%SB!=Bsu&%Y4&B~W6TVBHha~(W1Q9U6JK?@j~Pjb*k9Z0w4M}m7OAr(WcgJX z?8*OV`OZsFl%?$O3ai1S@W%LsUuE=aJ8elWl6ssE_n|6}&OC8piM2joO=JjHW_m-F zetXa<42^1Y{h~mu5yh)TF^8{ee)g-*IKW7x(&;?sXTOjoszO}ID%{Y2b;p^BTnQWM zgwU}BsU3?R#Y+cgDT%9F{`w2jjvCa%COg@(@NQB8%sWdTC?5WU^YrnYN3sCh@8{Vz z;alcS-ctUg1-OEw*H;-@eSUaVLtSD*7UlWxXI13E-ZX9GFVD@9tiAO)OQy%X=8?{& zMSaW(aR*>>x|97mpW0Ww)%ad=3jyvf&+vd?#dyyjTbOlx zwHwGG0n^8l>%tZC03iq7 z+CiEAVKctcX}OH$z4via%uiXXs6fHv%lqh0E0j}-dZFZ}K@VbW{q)|23-zRD?L6jT z*1ktRWXD~?H9WIv@5GsyX<^Kk`7rjU4MmQiKvWtgbCxES|F7g!_%CQbCwI2%^?K4= zRKOiUfm_RBvx0W&ak*QXM%UXun#J(Q#fF%w_;^-M`{`IINKefzu>^~97AY-fsn&nU zb4upx2ShIZkRYAw9cmw|F8J@3d`wG$In7GZO?&u$F;ad~UZr|cNp4;9r10$SBaT#+ zUi6XL3-OL8v~1`+Z3Hh|zB^z+RLd}kTbYQ0!bN*MCx!aGL6QLV=uY)nLPF2oB zO4jOOMdAb$jMUMHEIw5}z=4Rizy;#0mHhRY|*@k{|(5 z{Vty*kILs#e`xUtf7SY(2dsq|Yjc9)+C(z0etjBoo#9TS)6UE(449mD>RGoB@v3na zir#H0XCxgvzMJMdhqZ=yN%fA?zNa|E?Bmm$vh) z)~E)Tq{**KBQpL412jp#c#70an0xZ`N;<_Saa~tLtsYyw@ihs;t@*|Np_N! zcq~DMb;7u}YPEm);)b%AW{O2G$HtxTtvQ_BzPXu8!7iN~nAaRddPY`Z;$= zxe_)f8daVz_|qj;o~y z_3eLWsi3PK2g`NQ!z+XneDUx57n`YdA6-#A7K6_m<|&C&Xn$t0=y1Z3R-OBRiHDta zsB>}sgI4lRlUgewxx>&UDXXSoM;IkJ^|Z`m20ksx17(G$4{?7@IhKe=0EefuzL1IA z;%IAp53FATScNBE>6%rR8a?{EwH%*TUfW;pb-K5TkjntbP(oNMbsPYN`o)tc>I5Jc z-AB#p^R%EQqJdJeymQ>ycAIdF4G|z?vKB2 zBUcvizpLY>Gjc>(isUk~nw?-z>KAscC#@2wBfI^H5EYM5IA{9+_45Ya>P?d zimlYxV_v7fsoi{{Q?2N5J3cs$tNc4{#`o18L}?w|`Ez=q{bIQJcoRU6yvNjVG#KB{ z?ajQn%*{^T!lnVC`9jx0uZmvJ3<)|njv+`NYJLU_&g(;Gr@%O!X2bPaN9@_OHZOc} zpqLA*>FsCSuBi0?1@{&0IC;I1T3=^K>IgE<6|26U71bliG*h~=*gldi%fA`pZS-Ye z_9_xnS635ZRg;wsJ$Ye%=chL5#bYcSg2OsC=I<*5@^Rwgj-fvbE$ZZ6?zOqJ$X3RK zIr5mp@{H%Y>It{|bq8;v8bJpzWsmoOxtCSy-cVIWSu|0s;+<%&;dGheI^CIpc%4x* z9ue}p_L7x&v(Pvh>WQW*{MWoyzeGmo2M|udQa&%qFJ+=RW42p}hT^VZu($R*Hd;=V zapxK4h=N;7>R1k9d81C-5|!|Fqa&YUXD0T2^BVje`C?3(UcQYKK0-One~kTn$kvAL z2wV}lsC*xH5(sJcmAns1H@2<+d^W)Ud}vydQcpc?ne0Y)N>NvFX5ri(7X{yKJ*2`Y z>%x=!WQ4o=uTdyIa31s9v&gh?U)LU96nkH7yXY~S@`%2F96R%)1)W7)Qk(N|dwHxy z4A+vxCiQ?gjoVNc@E+(cNEu*iyp?4`;ywCDbpy1m?~rd#q= zP-O*0C+q^{%SGM%pqnFnr(Aql7Mxr3oQoT7eSAyFi?DA|pU*lh4w*DHj%SK#N(tIn zsT4m;%^!7yQ`s0K}75NgiVn-hbT%rbXr{+aPw`oLNOd70gg&qU4Wa8K|>Cj)%f^7 zC>c4;3!GA1%!5?tNQf*vf<4~!IgRXx+FO)&L9G$gDdxIl4cL|yFlht^w^w{MfyiG&1XA*Z930S}2DNRhkJn(LXH+(PI2#TLjxvE=|2Ke*`p zhlCO&R}Z;Ypi$oEx}MaTJl*}5D{%+W!Rh-LRd?|mfJ>lZYThnN)<1~Il&s0*LQVzftZI)LgKWH^YSD+d-8ld{(H$+(N^?UWq9PqoAI6VSO#oJ` z5641_B>o%?tZpBUK z=15c^m0MSVZnMayJF;$@4e31|yERcru7!t9tE9K3|MwD}Y$~Z5c6e9!06c}~yN<+? z&6~+&+%Gw;<;DE&`h2_CJzW0f-s@tL=wx?*n$mFARr2w7A3&CTtj>^MIm+@b zyXreS@ztAIW*IPzwnMtd*mxwdX9w%%q*2G&PvY1Wduoh;^nq?4B>KX%GxYqj!D z`f)4(RN7dlt^a#tj6lJoquQ;Wr`#8tbtJ|7JY@F3ctM?{{ROVK*LWV`>X^BEY}{a= zswca`AG4R60^T>@qpFrpA%BMpyQ4>BJ8bd?NX6b{lusr`n24JHv<=A4x13$V`J2Dt zSVgKl1At4RIA4g`9&_k@7Wh;0+m6eV3uIJ`76H_4<2un2L}4 zn%o5%*G9Yotd!f6HO0CiEJn=$#rQZVswHTITOAjXUQQA^iWmp|1x={eXgWPDoFlWF<^M7dU0Vz7`MkX85hC$&Jmrtxzor)?S1Db zR}#@&+4LKbqb@w_)xCaD^BhE-A@KavnLL&J2fnTVIEFJj(JqKIb>y7&Lk-9Ev^i;E zzUhqX0le~`+vprD95{*V3EvHV1gAJN{MBFdAkTNgm4k@YwjfK;Y`R|ZW!3q-bs16b z_E=5qiFpjmM{NJd`*di~{NS5&ZqCpxeL&V9pNk}PKf~R>t!T@V!xnW* zrYGP5wlC3Xcl%*C;|83NEtl2mhwCQ`do-~0UMK&Yt%P1cJXg)Hvaauxe+l-?9`w8v zE4aC8*dA`~`8&dorxURJ!0Sz`^FJosH>y9b9oZSl7F5N3$%Ms{qx18YI6%MV2k=Z% z0>wA*!o2)7MtG?v?&pTSzB=gzIW$`PfrQip{7)qR^3m6oR8Q&tHl$j7 zPf;soUNhT_`SroICS*{|i%~3V=cpC8f-xt($kcjL1UqkJb7b8_asVPs*Uyr3&xOl6 zDUSpv*pDDcbfM;xfgF@DBc#Bg@n}M8uTxwDq8R-+j`oJ8G?W)RD&}5ppQ7T+JCM|#ppmRWrKCKAFo6zqx-EYv z^VMRNTm)B%GL97Ouu*VA)EL#MWGMj5J>GSCbz>aG=#OVA+vaTFS8ft>DU9r&kfF^e zCord`&xt~u8o5+Ctv}TtPm8IHv3aJqLJstzVw=%#v)hN~XSA#GWNPmC= z+^mVBQOV_^gY%E&|ZKGkU}K|GzDN_c5Ci*bIYwS=7ArEnU<`1U7!m9OqMD#BP#xO8o-}p&SQ!O+)A}pSMwJGn=TX0Ev(%l&Dh^^T>Y9nOSz6HlZIB#cNy?s!@4^#fY`&zJlYz{U4MN}46C%7 zv!D8Zs+na}-u!S~Ep}wpDFzToq9}C>bl(z%y{!O#06~_lF9f%%3vC2X&(Rp``@(s{ zhKr;1&d4v5mKbj{j?EmJK!It19KRT3c@|LClt5#ux@MfxW%zDwS?8QFZoj{SPiFWw zjKa+AXe-Ljb2O<*x7ll9!&iJeI#2r#&#~vn$^xPe7$;> zpr+n>n0oTY)5aoO&6d@2Ua3;L>{zSWs}aoaCQbU60<6Te-q8vF89dAzCkSKbjSmB{ zbPA_)IqCO(-TXPw9038D#3p+WHTG2O)q17)R9hwq%iX2c1p~*JM1C8cV2p84Mw)F< zaF_fa&$~k=8}o|Zz^e%-+_cXx;UZcld=njg?b)g>+P8c>-rDAUX1eD%D$DQMJ~i$r zKaZn=(FkJmg>5v9@GGCgs^?=1iuZ5gm+$NWNL_g7>Ph~Ed1Ly97jv>sIi0bWi*c5k zGG&+A?QGmc+*Tw&$A#ZyF4TryM2%#aIL4#>XM~>KxKJ4T{h01C@hKmajX)&Rk29s%$ihy;9jH7u_F} za_xPLz?K=v8+eE+Mpk1ilhM#Wn|t=b_n!yB1GrR{=JPysCTM2H>jtlk!D(C>D-MQsY{OKQ8?v>!l%Jv!jMp`QG)lJ0dTyw>m zu|~hCl7gaJ-ue0YgjG{x{%=fLCg|toWZm(HDW};J_fNbxi%r@RHQ;?%Wp}zd;*T2l z{I_TH*Wwp^!<&tZ<4;!u6AUJk66+PXbmT-I|KPaO4&r77w&Pfhqy%wZ@5Nu($J9Do z-+HfWSycAT}f9Yx8;;&L;IMukoyeK!fR=H%q#2*6OT+1=hS!il9Rup&Ki$vb{6Dtg8N?d z1}LBjJUUx1Z~oODRlt;&kC#Gt)ho}}(eLc=Lc#D?93QbfC&&XR`-*x=cz)Pjfaer4 zU7q$=+XUInmvK6W-ELpCObCLaS(dqbPjalio!azUzu$s-E}> zQhIZEI>G(anbWaAt@Ny1Tk*=nw4%9Jn@QSG1x1R1y4-g+B>PFplT9x&>OH`1pZyDa z+)v)AleBr9YA1n6Sw`4oL74(gF)?tdyq~7exb4=({9l$f2wh*#R80-#rRtjtTtL$q z(cnK-Qx=n3r+?14^$`pHYVUQM${5(1p}gR#97|%k23m3-q2KrUhw(s8kbKJQ102xj zuh3Xi#m|Ov(`wlL=^K>0{5&zJq)^`+IZuqH{hCy8hWGw&*1bAE3p|k~MASmfC3)fA zA+;r}bJd=Hpn^YHf2%nq|Arn~651*rmj%)44JAcOu)-bBy;_^9_KZOXA$1vM6PS#} z&D;0#3%}JYHTHk%Nk8`ux7qp=%+fSY((F~x+p0hEg4Se434KSF&3SoW37Z?47Cepf z5-%KOte7>e%yEBUD2@+(jTjKvQQ#Pwttt9L{qgcDu9Yf<*NIW@jc>ip!(`h!rT-AaU?E9mylAQ? zW!xOza`WYOIe02g0~ERhV{aHEkMV9~RV`9fD76}xVUoUipk=>lQBRUHrI(mhYo{6z z-R7&e7SDCfq8vKleMx0EPh!LmJyQA9jia?P^?M6fq$#bE9nE7d`mWV}?Kz2!5Y-z} zWMx&+ulzdU?Mw(SVn21cfHs}3RL{U#8HkmM;CGYD($J@3lpVjy{dJwVk;V0R_vBj~|k+Tsrfu8AFH#n=d9<$zkwWegTEMc6{>hZ-^Y35)oDu9z0+f zR`-kitQ|;oTl1x%0V0twaTro|bN;n${J@EJ?<+lN9zJDakIO1|A(*#Uv9OyPMZVN} zLGsTV&SLZqMCvBY)|kJwU-sQ93anr0A)igp=q1XNg7+o={7ZTff>`Z`DZ(}#IppfX zr-sfRdv(XAibTwXb`X>`^6jjUcxwZBh|e`Ifj0;kr4| z=p+?)zCCvi9H|A_-80es18#ePEPwJuP@T9#LxfHot&upccF@|lT8pE2m(MGI;;6$2 zHAga7Tqfm4_X#Qwzj;zrMs6B2n{Yi{m`ElNLH6dEg!(pQ?mDq@)URogxEsk*POh8z zin_dppJq&=Rj;Fgt_MPQX5~kAJ!JvzQb@ z9?G+x72#RY+Zqo~Jc{_XM*`t?&a*24w+YS7yM{CoHWhLXyr?Z*g3SxxN1e_e*IYHp z;aHGCZVt%f%!Ri&vH@n~}Mlh@vj|SQWrB4CjLMEfH1mkJg%N#xtM>**V9%2zune`|XY;h)| z_pR4xfL##NUxjvazj`g=_GpPUdwleAuc@ei{`->DI0brJzv3#?RUb_wg5w> zFz5y4y zZJBvZ^1@ft(N*XkvU$rkwMVQ_qQy|aSX}#qgR#BG8uWN$q2W%FK5lFnyf5z?`L#7E z&MgcYgKVnBd#tkKdxNNYVYPSoQPIg~$IUiD6QQ29PlHEP#wRDMtq*pzDGBI*Uxhob z;pS=7t8{wb=mCy)DwlMYqVs`{jXzr~r>D7{lbwNb7IvvpgT0#!YebNhv_K**xVr-8vr<1! zSI$+EQ>k+hM)dGDmg+m&GypR?VZ9ORSbX?qw!??oY(7Ue$&*0&+q<+G1vO&XP?cc? zQCs)wquzHF3kOvE+>W`L>Qnpg0$mh_ z1YL=^msCfGhoOv6L%D86IThcre$jF2=o8@u%4XLxp=#+?bz>g2_7G^EsdWLFWdswx z@YUwbFmY+F!9j77=kQEZDAELVvhP@27-~R}8;Z3)@dZiGg#%9dLx2m%Fbw=d_ga8A zDGPfE;g-YVb(VloFK=>ggN={hFFz>=JG+=@YjRia)TvilhjKujV)uV6B)x|O=xR=q zvrHUzlo1Q>{n}cXI~-p=o~sm;ds)UO_o9p~p6oT#&0ECbpZmn&hH?VDl#MeJq}B7Y zkDJ|U+}n8j>-%zoejgWyV(CIgsT0SC6_D?FC>;;I7h?)HLbI=j9)=5#3fJ7z(=kAu zc<%k0IgNO8RB9j0iGCgppbz@LI7KezE{O<$7Magk8W%p>;Q5^?p z39Wov6ZSi)+Rdk6#&N%igsj1%s+vw`PWapRqp%>dkiZmZTyj~Ch`AwyP-?cQkhhbK z$>n})QJ4JNq-uFtkHf>a^>SSlfTRA;y+DKP@)8R)XUWyPZ6FBEjm+9oW?)F3=+vj2 zM|B^pmJ9FAr#Qd9fNy7w@{W);RC5~dAiPa)2=MnXh69=4JA&8Mjsn-6`8)D=u>9Oo zg!5p2*}NTnk2Tfk7tbe}PLEj=^w;3IIYPW@?bs$f?TH$%l>eWv$+cTk?gt6r<8S@W zJOcDtChc1br#;P9AyuJR%dWd~@h{eQLWf75y^JF>TW-oADC*Z{Xmpa$b#Qt!hkETy z0o<%VhGcm_sQ-SP7+fY<7U&)2f8EcUtZkgljLseyERVY5`SrvHI zvg^3j@>i>`(#kt`Di#-(8+`lkGf38ynJjh)`@KQVuwb@??j`Cn@=ox9BG34hfa?^d z)++~yNn3{eNgF4gc}A1m*B*-h!y|?R1iev^|;~Kkzpl@ zp_}IQ;-u&?K^%X{3q!I9GfStF7kog<|L^s_@9ccSC@gyVM)J89C&#Okg+{>zZ>bE` zl)lW;n2x1|1m~!C1_wCOf)tP9u>P<7#t|h))4|c2_UA>NUG-=*l=^(MBd6H@Lzk+y z)oO=6Sw#2Gi+Vc);{W_;TCpehL79_;&E45j=_AzRkNKf?L2$Tvp>xO7aR{XB0Y7@|)O!{^y>-rOjn zzlwuiMnL5jpW|^mp*LsAKbnpx=hZ|0*@?&z6>iIr>s`{MTF#LFUf7pxvwu%F=e75w zW?L{`UVp8dG9g?fkIy=-J%`U0j&h=Tj%yJ?f z$M+)xc~nPZWup(nm(^w)@)`g08ME>NQKeeQosfb4_KgG`UD8l|r|+pR!56P=-?{!R zZ}1}2=)aV5XUgWPD9vE^I}9Lx2qlx}eJi>$5H{I4G7C83K#uEdVjj6ZblF)YP#*mh?_T=6@JbrTt@AeVr zvwy47H=o@ho>s6kDH<@UE;llT;9b}L?+>`;%-8Nd*ByRXNRIP%Y8hv&Ls?$1@eH28 zaJVifxS2TxYBtqppHfhl>#(i-;;{UpI_8CgKJruayH=>&S zE;{YJp7eCaxDTu5#?gj<7l@RCcRc|Hn#pMYpSW_~HRU^ACzoQMCyv95&o1PyXrz~; zY-*Y>*VsGD2Sv1YVW2a*x#n~w*x>s5AS0`m4(w~J?{B^cAh&+h;Mt3+r6Vl^i*{x& z?LiM%m#0p5Mz{zWnCI}E0~0S=o-*d=;p#50pT98l5r^D?ABC?~7}=;fw;@xi)lKP4 z!d||DcO@!yQwV$k7nCJK^~AnPL5^6%8CB!vwAQi|58P+cbO;l+LQ}ujm11%D#Kgqu zShk4Du7T+JaClg~qP!A0s-4~IQ~m`40Gqx5ZTi(`CXmq-n~TwPeo&_>d}ZSfO;&pP zaYQs)w_Hv3xz=z5In1nJ(hX9&!X*h_XegI!7)Eh(4thWzt#TT-ALy*dq!+<$(>+2I zC_nRW88Eq2bq?`~Ai=7`#34XjmmCL5-Zc{hoHMDzg>1Wv!u9VL5P%1Uz5FT3mCeJL z9c0-Q{+R2UW@N%SL2+Rb1YP<4BkcT@^IxJ+x=m-{JUrTAYRi{7L;Wm^Z zq}*1vhIeJ;Ml~HXq5bvUxyGxGmt;OhynBU2Ym;$+Gn~|{6zK??7Ak5d>SwhGL?iiKLkuEgvz#}=h0SWp8012v- z$^|Z|PlE}G8ob+sh+$qovmd4pXZjkuXKtqiCdYkqaLBlO%1Re_JhR!w<9?lIRo!Z;>rRukSVR>i?bO3XdB-<`Mb7QZ=?ae8ek9;o{N$l#Oi$ z1$-j4V1tz8yji-!*Ua!icNqENiz3k&V`hA3u%4OZ=mj(aAfO0jFBxQCZJH4abvPra zXF;aT&wvuhK0Uwleu}{iD+8-kyza#l;b=LsKrejPlX+)d0M2a_C7|p9?@H_LP2~xG znp7~5z|RhL$c4LrzCTzGOEE?1n#Z}P;KyXPdiQP$@HnY;$KhQgl@6sMwMu0rc&vbm z;Z6dMioJvrrr=CuM^^LPaTaxM=m7r^sJXZ1Q1dUea|Bjxm|6MmeX!6rb#rm^QSOVA zVk%(2TFt68P|W!nFKXk}9<~SVH>mFq=0l%Y+v_B$0;(-IOkT%mR+pq>OH%ht&wY_8 zNUl6NS-}j-o&p*uYD~#9U=C!nPYV~p6;?Q=W5E!`pG2;7$WOlqJe*} z{h%<=pc1pEU|qOXU&;HARfX;BkngKjgSXt-!RfzVkUUpch%|_qO@sfG2A<%1{dg)( zQ}aK`?tjcmfB+3=O0n~d((y>Jud!qnHd?iL22y*~Fko>>66|~*XD=K`%7iyh3@fh$ zZ~#TDJoi%Y$SS+zH=$^v)_~qACyRr%YPVWt^19UfW>Py7(r zH?>l9&a1Q7)YiHZSsQooQlv*~W@b5ptV!X`pK(@&LJ(8up-r9yU~VZ~BR#1auX85D z&yDBH*07D`qV`l+qap=>3IeT4rp{FFP{whOB}&b(c{thI)gg*Y=g+rq-4^)vHW$9j^>t7U&zBp4=DL|vuTi#BX) zBgu|nN>6w^NCWoXEx(K_k5Sr1uaK&p1p>p56E2=+mJ!te(JlLQFlBAFAC?XT1@c4E zU~O#idVZ1MTBPtd$4q)VSD@4Yg#b@wz~F*RhtR<*xB?T<0#N#J+#QlwON;ln;~-?_ ze(C1c6pxgPt4zp&4;&|e2yaAaP2%5qpXPW+iIMoHFBf*(?(Tbt0O+pTn%fzJhZD=?w($Q2Y1ZQ&{tPeshnkYYd1L1b9>gcxEi1Xv>~| zF*3@#d$4WEL4vhU_1NeEG37$C7|=6u9vurt6lqj}4pWR|?HWkDV9hyfHLIyt{C#(+8KcZF_tQ5}kMd}mH;HUp|-qNbH?u|{Z zOmIOtCZ$smch~R3crbP?|s;PA^oh%eNgciyzwv~Z2dgcf<_!E_qwa%k)VAe zACr?@#FQ$z8Pd4m&d$De&RJc4`ngo}?y!9%JY2bnxd(8pN~{cUfvN z*Jf>t6|*je)C%opXj0*;ZP+#Ps9cw)Tv=LAj49+cNOf8Y>Z~x_IEZY40aDz82i*M; z$}*mR45%Xjo4P8Gy=1OfZ3RVoBe^)Vmu-GBS~;|NKD@4KG>PEn=eOb3+qd#?^C>Ni zh(C0xE67x!nFG4Jc8I+09lVNUie(ijOv+D->fVy)C;LKwLM7ureP6T_E*$@fDo3rY zppno%}1 zY--B;zESpnD3wFi^?2X~-@G%1kj7vAHXJp|+(#8L#w5bhUC(S?kSw`Jx3 zT=J#D%wPv$AOc$6Jrk{7HGX`x(J4yiVkfKT)A+&V+HO;|S@h4)@3&V|uY&Eu=o%Bg zFUsnJrUO6Z+dnzaN$FXu)~*Z$8ZDwIcsf~bTq58V^`7Hz-w2DW8$njD-TwB3%)0)K zol!n_tuPNNi!+uZeEX)cP zQCf9JHYRcvFXh|wl9&muM@`sUrcV;)K%Z`H_@b&sO6K4;7WHXMY%8B)h84CDF&x%WB3e4{YJh_hBB{PMcxDnSwAFb<=)1yQ8qj`sUwAe@VqNyWFRAR z=v)Ovh1Gpbv>=}Co2{ld=23aG-O=Q7xQTF?{r5;Qs&%~-OpB0s=@Z7qH#Rc7Vlu?- z7bJ6&-8*J0iMdPIUd-h`;nXF<~QAplTV;MTL zyV<3Q4Tzh{dEofKtRqz%YDgp5dFDQ@Jq3ZP`F?k08Ja_{~f{<2{l87Pk>JIR)Uidnyj zAc2zwEhgZf5u%9F+ju16<};v$es5pKCBcir!opcEwguZgkWck2`9W-6Yjdu^ImZB>&rz>s33qV%%Y%ObC;g&k64c7|DIj zFw()0Yb7tPVC%Min{-MVSKB@*1{#e<8K|9Q?Pq->AmZQD^rn+7udB2HFq~f!k z*ZsBSku~1mCY+b245C!_^W^C3lzdp}akhW|Bx+mEGb#}{Tp^h`FZa4;P8X#GGs;=O zx~w{wY;iHm);fnb>I@qxZ*>yZ(3|X((~F$r8hcGLMee50ryTz?p5(L<7A9oJ?lrRR zab^@lT1d&x<5{V6wY7|xdn6~Pu1;=T2OKS)TGtB8v$9rF@6AQ(o%t~kDH!KRv>v|V z?zd!|bjJTH9uX1}!MV?_G&gQL^Du??l*ax)fao~;iLIX@d+<6-g(kg7d68}#A9^p_{_>{OET4@dxB%%uC3JL#}L zSy<=<)`CSyafGdj+YVqh2)zERvP}Sk`TVljQcr|!|kE=&01GAZ8MnmkJ z;lO<>pFrFgs-&=vd zoO|(>sAG-BInQN{ow!}iw51E9o3YTiKmLDI`u6~rh^lYQB@>BWY1(^BYvd%)#yw0= z74bloTUk$3w8~W8@NlQX`(YK3&hy@H%sZ*B>yxH`lN>jZj$>zdc>Cay`J&JBpW2gX zo16_6=zGg^0t2pRkK|V-M|V!;uKO-5=0^VcRebm%OM)M(snp)-+%Lj<%^!A#0n7Ql z3;dv-cQK|P|0JLoL8MUhr6@&W_#u75pIEk~!iarURAp=C#Lb=hJn64p*0$&aL8fso zso{rlpz*ATt;_DzN#e~z347A{RQRLSAPt9iz>RxV#n>-iNdfFyr@YId1z2fhDH7Jh zcZP0_4~_fczwe%@0DZ*|Z@dFilw7mrMPFcY)@LSFJ)(3wi zUtq6SWIt-3|M=Oy9$20Jm2p|1x4}|d+5Uo|v$&AGyJtqbbTK4!WJs5G(D=`>wY3zK&#ydM_vcGHy113|VH-CF6diu>lUg8*& z10XBx1j-s{%%ShId^9o({5NvyGoy|$$0u{_ihv{9CDu3@^KZ)?vVD=4bMX5lqPI0Q z)^&O9N(ohw`Cvtw=oWt(q8O+=iu*LcMQ~xQ%D?G{i;Gj#7d4{{q;JZjodC}wm{VRm zCzpq|trmnKiiT9rpG~%F`KEZOm97bTFse2eg<_hk8H!!O7K4BQ$4@sPGLE6=TR~{w zdtv7V{QnehsrYcZ05#*?7zV-FUHf{hk%DUB=nnsGSS2Dz`icr`3ZtjX5Kn;TYmHLT z^x_TYVYj(P!gg`jF0jTgW|C<@0pH3w%nz_0&cOvkDv@lp1EH+T;_EF+$c1w$W8MZz zx}f@yWYN$@B{WPI8Cji+dx|A1|H(^{nK^leHB5h&_!g7?rN7kfQB8sxM!hUXau;jh z%HdXEUjlw2Kw9ett?%kdnn9N%3fRau(``~w8&?zu?kglzZC>E!m+&h!-h>&f@`T!n z2I-TsP!-e{nWncGL#WRM<|R3G*9alP@{r){jlUe=EA(BKldumaz&Rv}@X=@tV#s zZp{4BQ1T#EEzCThloI=~1>%1`#Ln9VQQsJp1HlZZms(P5OMHuG=!*-i(7&DaNUkvzM%{15Q^6M)|{ z#p>2HmuX<4YD;bY9C(Gc@O{Ks*ZNa{?_YW&xA48-i7BRI6W=4`IBDwsYA6T;+Ae#4 z2qVqpy|*wjqrWd31RWzAF(JE+?DaL9D{zpfpSG^x6c>U1OH2r80_HeUEQrLZ3zTE(z3zN2543@FN~r_X3d!KJB$T<+b*Ljlq`45Y}wA8}|%F-Ca3RM4SC=gAI1; zIB@T}UV`Z3aSZy;CG_o!0|Qkoy%>8PxZ{A6_ljkn4M*`fmcd)Nens3Ki;t$QwSKMh z(>(J>HE@jFVG^doZc0gwS+WhmrPmtUMA4B*B zl*c2AVUv%}cV5oGz4P1QZ`t@iDh5_7gcfwd<$0X;i%U)IgY*KpNOitCjbx`f$w)b7 z@KN_Qd3B((YJTQego_0{VBDu&E_w>Twpr)98A$(29WLsF;A{uVkMM~1sQ^!oNBGtM E0<6sqrP7OZS#Wd37dYlnXf1x&`^VqnX_ zNdJbx$_jB`f39|LRD}NLGXC4E9h6;dp$v*p2OF5ZA=nRN(tp1UZ1+D;gt!o_hEvYo z3~Y*lrLc`5%nEAlC?U*40)9hpWM;%^@CItc27O~dXK2U@rDI_;Hl}-L1bs*MhMkS& zjj@4&u`!eJzvKLO-{)W#5nvM(77}F_7Gz`;VG{s5A&Ph_$ignfC?fptcO|SH91W}u zq5sZp2Il_fyMq7YcR7XZp$3jN_R2Okmj8Nzys3?&jf1I;?Mopc#ICcxd@W;OXl9N0 zkP5L;fA3ouYH#KQH4?SAv3mK((wt`h%_>9%*hLu`*;(GOGreJZ%gFeaiAg|Mh=Y}x zLxkxqJ1YmtKi@U_FV_3(rQj2A7q9=Eh`-(2a6#c7}J2xfSHYr&XCQR z&B%a*5t!7FgaIs%0pU3R#gYE~2zV#r?SC8#@Sp!USWs(ln(V=`A#XjQgCL0nO9%@n zyG(7*qPZxKR-fN?`3Gt%x84)*yZ6kG;t9P7z5S;ruNR(TGJdl1_1R}e3PeSg8hY{G zJ_KbHb42yw_wsi`s(#c8x7rE!P()smybL3FEsU8X-|LgZzY@`N3ymqXJe8)v6xT03 zy5@F0+>W0dXLT>CALrUyQqs^cyZh(dL-bJ^$dLYdi`xqS`wp`8at`_LTXp0E-oNjf zI6s~JbLE&o9md}eiytp}{(a{Id$RY>m<7Hr#D723C;Y!5|Ie0?|8pWp6X%u09SFL( zo!!CMcdb!JQ`6r*NOubdB$=3)R=l;f2~ebd-f0T%gGotA1%CN5)BEJbi#4yno#{$q z7E}4a7j)+&K9^pc&zx#Km)nEwXGKIrbb7cU@?6o7Ur&;_oaq@E2cvvNL`5azvm4YR zQc|oJA4U4z_X&vJT3cTq-#nOGec^BP(}R%znupNr;NYON>Z-Bb6_Tc!Gmo5R5XWLR zl)!3XM8d&QZP*cF(w`(DBh%N{N62Asq^hbaFE7vYos5#wWU2Kt87&GLL^opV#fuki z4b?+Kio-9U@3zLi_rx;9N>{^xZ zWo5_YxahHujffysoKd9^7D#w_IGY$V>M&d?mR==PEQO^gXH*irlv_|$2ujV>zks`c z5WAJ9@AuITDSDWKk}`2ljR(@+-o86g;=6Z0=V*(Ck5BKr7~lR|y|R?vyAZYD16L%M z+NGtXnHlZ)xHkqLHqsdl+jCH66YY}=$jHgb-@LKCI9xs4j!sVI@xJkR7UOpxV$%r| z5fFI)QLDG7M=99*BRanE~QCuBjYFl0S*7LI5 z?rH6;uD15JeSgbGjC_<2ZcVUSSt)SGCLX{BI+fPRJ^eS_@yL+Eryyw0?VcYjn}1Wu zSM5*DTf@lPS5l*qke2Qp7?6{aLVNh|rGbPxWIsh)ZEK>$P*haZ)YMd8U*FcYI5bpF zQ89w*(O2EP2fhGJEq8>T*@a~)Dk^R}ap|GTuaBGc#Lz`XMuMrcOetk>HIpeyX4E&G!TWmzcGa@2uZQn1F zj(c-Dym*Z7{P1i>)^HZtsi@5M7n)sNT|F51XLYj$1Oz^R{=Dlw^=JDE5w~tDO4A3YSXf@vGMVFAFcJ7nVB8xWvTR~KP457quyOzSpgfEnVlUQ z6_xY2uB@yKYCNf`t*vclMm7Ji$rl~6_3BT~W5L;YOruuFG8PxJ5ft=@wcc)7bomP0 z2NO7@Nrlo_&!0!f#ANYycXyLWAVG?WKmx2w-fgMM$Y{M#8lATD@VJ7hqx^fEMUs3S zQuW;AAFnqHbp+#^xKUD5OO7IIH+u2tq5nH=(==>*Vo*v|@MlCZWT6i?3mBgin;!X| zev+dPGCt&mXdQ-6<<@X^Xu?F9N$3VC&y&TlS3-p?lH%&mUO=oZ3$?)7;^T7@cN5|Q zp8g(8|CnGqDKVd`lzpxUA+m(1KSwwOJuR(t1xLiQkd1UYtsgGu3o4ZV*si2{H_@g6 z7Za1&Zb^7Jjet$;wLCiMlc!I=&JAKtSK6@mX=`fc1#FQAK5!{U(w9K&0OV+WAof;~ ziE&Ij?3=8)d7iYesOTnz6kA785$|IZ6cn}kXMYX|Loci&gfO3CghbQKY@=*|H$ST* z2sfR=$STjjsGu2(*kd(XZKO3vA^lv}htr$$jt_o_3$f1w{h2Del9Cc8#&@lspgl3G ztE*6BW8g&UDn>3RqiRLd|J=QPA^wXOKO8p{p*5{H95VGvC`pSKsVzTH|{T3SIt zL02SYPf`|L!}(I+pFjw~V1v+hWtWylC_{e9V_{?4%+{#Ld<+OU-JTqF?QI?!8v6E) zB;ItgG_xlrBc-6V)4CG)=mbFp^`FhHdo>;{ceXe0eZFsi;V}E*!yTR*A4&}tA5K?J z#Vro!-K0cZ?j&T0x&MEHuH*Ut6?*fjoOZ6#z7YpsT0r@O=X})ibBeEBTiSwP*ib+- z(-3D4Vv3bRaF0d1+Pyo3fPv5Ln>K|wx(_}*WaJZ=ny8WAO_Mm<*C$}>XIppWjhBK< z(Ix!8t3(21#ullG2aM}-b!WrOQ~B{7yuz~|G08V;wFRg7Hq@)+W_N5`?nBN1zFas! z%gAn1;CN_S)xc@!?%gA@%(Z7#{o3ZvLI4`X8bHjZWo&V|z;yd3zijKHVFy?KG=~#t z*wkuJ9Wp4yx(c%J0Ju80*ZbpgCTe6P^zp`qoQb+=5mN@|Gm(o=$4FI+clcrd&J_J; zCi=7RO><>3S0!E&Ps9-Ng#Rv9uWKbK(Bs}=%F$*pNe zxBVU8_Wd7&ic=2_|Gi|-iVnVsANtKDR!sc1gIw_u!WtBRhG|>I-Y{eRv(BP^ZKC6u zqlN9>J-%2*p3wt0A9{_Kq)XA?R$q>vvV{!l$`uke%@!PS>(i+R?M9M5oG5&l`o4WJN2 zjU&ryS1mFUoI_<_Yd5R=Laht*)-F+F^Zd zZ4G4OLf!g=BAgl9>cu-%yq%`Ncqg;V*uh`L<{K^lGYE-WGDg0VL#WNcBQorhyeEX_M$;JPoF+DNHVy-Jjqx6j{5Ln zS~vp)a)Q_x2*ju6>jzJe57IOBW@kNdHs zx;oD12M~VGzice+v5|>M{^!ATF*WvqcxICkVGj>(D)4)re=-*;NSG255?{Z5{S$vd z>dwr}9PP8IoQ|c_V)MFkVZHS{n+0i?#D;T#iY7cd|Eo*%osYe}(ib+`i&-*>BaQ&* zy?<|KRjO91Fex|u!-#FtdlK_vr2MY=(~H-nq%AV2onGCK>|btvGJ49vuc11}Xq8`8 zrEVof9(9y`nB_qh=%9-PsSA^XLdkO>X^i^Z8bgtLfqQ7C<*~MQc6O4I-5@C`tGUI; z$8)kd@6K?r76&MRv_Ml-7ZDXz?zl1ZRp?{NTRRduIvKiW&z?m@M`w1-hq3a(x69ha zQ^Df~Yeb-v&|{JsEK;sFu7@kY zZBCeYd3BveS5;9_QByn)y99h6baC?CULB$1v;EE_AthzEnX^pdc=gHvz`K5TQ|2Iv zcMi&CL0`TsVciD@el7qYL$FCSJzZTA;^LozgGb*NS5;Nj)p1{VuO~ZmBEucIrI5>h z{`~m>9q+h{G8KzcI)z(9tmDIn56UlTnVFd>DB9Pko!E>z!+1R}dqM6PNa4YxlvTC? z@O%sR&fUACcrmmZ_S+MT*A1wr0Alo~@W4lMl`cIe{SJPuygnA=d}0<69{ws(x7O)9 z5jPpgX)G+t{yP-Xar#Lbr$%7q09GMm5GgY@vs#Q{VPSRNbnxBgNG`B8Q*vUW zMdh>%sXf74TYi~Gcr2aevV^|VrO?2Hu;|1GTb-Sq=T}Dqz*aV!nw)!xxGUq*ARz{=FC&Oat zqQOkxZO``?54}Mq2JkYgSo8Mg`snbmw5%*SaaUAWIBrg(+%){lv;G9up7WcVYxs#H z*t8Qz5F!AF%g*EJzD2>L$Z<*C_AoZik_P-Jp99+QwiyDM`}`+P=xemKwV9K=di9Ew z)Ue41>5_CkWc`QDd|_?5Lt)l>%B~{=8Cgb+t7E8(=jAb@XNIq*R;9HHrYHPVCEfqG zeyVPrT9GaQvr;lLDhy}alj#(|S7pMRfmcOEVX^YK?CUR!S&SE|U;?0&CEC{>TeF#J z$wNsg_K_9|vTuyY+7L*O`EXWn!fRSuu!Z{K;^NB6%EH3J^9`QCC43@ku?~;l$Cq19 z4xJB8&`&4_7ONh8@yWwG6T-@Er`w$4jUxBE&psMOE;Y2CNH?NxEn)CDXkr8FWCTcpm zQP{DvmL{goQU4kXZGc_!=+5Ut|7^}R2Z>Vwl{b%2P+Sk%u+<8+bNQw!ZBkQqM{*r@5A{B3cT>Q*@eTFeLiw1)e<7@uTT)oy_ zQ;$Emn3+#f zyl*bnlVl-25B{bleHkZYRzh&_2?>+q;;MkJ$BtglOamU7@DK&Xj;LEGG($nB!vi>F zO|G`4chAIsi681b_)VnDxR2BQ)Dk8Y@8sT}#Noz2 z2QINyM1tVm`wJ3TtsLLfPXhX9Hk_5aaj@LsUX_QSOb1JW3<-II8?St39p}zAvQszB z45j5il3J-by);GL#7z%wHxLc7<2OX-Weo>moTA2guaE-pOW7iZ0u7cU5e}Z6k2_S39C&w{#T0uuWlFI6I92}D@`~H1TdhnTzrD5*h+~> z7@+a0s>cKI?U!#JFAX+$x=+e!te@^ok8;(BE;jojL(_qpQR}p$NDBMyx?8pUSYs1G zF!HIXsqw(R^wQdd5OCN7b4Ca^H#fV{m_x#nk_a?fp;LDt3+Onh*uXQ3vyzgMK#l+e zVjzh_NzI!E=mat{GSbpX>^3QOYaru)WS~^HNBRjjJt&PJ* zq~nl;gd}eobGA7ZK^Xc5+fPT;^jODE;0wMOBf=o`mY{w`9nCdUAslcWW)my=(7&Z@ z@8AGUFP(~}QR_}PdEI30Z$AQn3-z(H}$MY2{|#_!z^%y^f9!o9Q1i;|?Q8!h{6M3@|j)69rY(m=X;} z5M%=`5!$oQ{rmUsMMXtfPXE{ePLmf{4~Q6WMhuXuur`L3wQYc4=9UroN+^I&-JH?e7pgKe4ntFim!XK?N%GMhXGQiRXhU!1sL zKCyEO5I}232eS(Z#=8G7Lpd;VW=2NN1_+>jetsEQSrN1lh|BZ#b#M`6As2)9{3Q@x zS_06KkdRV64kdu_2TQ-c1M$K4|6^$gcZEUAgNxKZh@h;r6ekM^{tUu@;H!_=wiCR> zumh-EL&L)W4Tu#3RJ$kat_#M75TQJL_}1h6%?8-6*uQQCKK=h(9Y`}Uo$LK53?@bh zZ{P<@n29sd955W^z#~KvBp5l`7Z@S{t?BR|dSGH$bKtO!3@kto$v?_1C?I?8BiiFt za~RpOdP_^sXI=D~L&xq$5UPQji>St?HJrosZkpc~2itsv%-8x}xqZC6U%q%|m=*%U z6<+!m)aj7xReWb{ZpZSv(htYrD-c`5^Yf`1*dab^@kUdM*GS;K&FyZmKo+(O|5a~~ zy`KlqmOKy_)`@)NpYP~kL&G>ArSh>5tHUrArjMS~_1+Wg7mF1~)Q2IuuQyXDB0JbD zmgFQM<9;s0ztlY(3J=+72C#4PufEVW8KZ4%W6zB;WTe~hvs+As-zBx1u%md%v00vm=Q<8*7PduclE_ z{Tm*-Ot0@!hRI{AvfAMkentrTsBH|jyRVt$O#dDc1}Uk~!% zMhr*eS4LaSdrLUe>Yf+bQ`ON1HGU2wwjKTb2(!2WEtXo(Wx0-V0^22VZ-Ch1X5y|) z;iFRo3U7ivpJ+E(@@5NPl9<-Yzk{Xd5>66?Wh73#unDMafz7IW>|^5Z=IwA_`WuN* zc8txYRm3WqXv7c5?Cg(z$*TCm#Gi_yGG#ong}vUt`yy6Py}@i<x$7#|vxU5{R4k*6w?f?zHIQueq0!N?$Sb1^({r2fR-ryxZW4q;`2yM!O+0(poT_7(dQr?P^q zHjg|DmRuy-Lavn$?wSW9X25q=u2>-)DMRu6bJP3wik9I&1A7F~As7nh$g~JA{B_pi zcs^m7jtq~aK#W$Gilyt(kQyT>(`8mecE|i97)K+OfV$|aAwTd}zZa5~hd3tU!Z|rq z21P%GVa1$D_fHh{{5!yGv|FiSdDdSHbgsppAg)38FL`K4I|bRlcfi|JdMr-(ttVM~ z8}S>wAo_s*j?m~gq73p}egI!`UZ{-9l+0TF`)enw{4Z}#hg;!3Q(terno9fiayCa! zv(|Xo@I7blKz_ZXgNvX&L*h4Fe*M!!ue@4Z<3SE#-W4Q9MOBq`XRibO8JLCN*MRmX zP9PhEyXJ#9I9#-$fZIcWUh&K2Ul|Co7(@kfTn;2O1qB6LTid`FtXL6&fq_bjiX)Cd zIf#DNY+YHTULyEdz7Z2pdVGBRCr_Gi5r-8Fw)5$1vcojcb@;rIX%6Vt zBINt`StIU+3ytN16#~RIt&}Z$vNc}Rjv6|Cp%wV~a|s8D+vt5GBnZEd^FIIkt45xe z`=`@pMqtbWKu))S7B2~)0yr)pe-jfk+@5e%S62fh0#txtG8xCrw&UaD(R{V+%*?La z)>h%7sV;z+Y)|j(dsWVEXW!0go|rtlw=ciDCW8@#OM%_LfKVf16>J^H^fa3r?n3&Z(YWJJ$i9xmrNcNrG-KElW zjaOG5tWOCDEIk_2(l)=A$))mUWj@2i1T`iqOrYY=c{m>O(I@nO>AA_ zMdh~vdUk?~!$kWA84&-8c3ijSW~v=d$`il11Fr&7j=39fg!WCF7=&Wc4~~#6kLUT~ zi{+kjzB;?#Wte(iN;eWW*|^@WT!#&dy0z<+JLC)u8U-H^03{{OOOLPzy!!f7hP%4D zcJsdnc;!%kA_`S@FgxPD&wwPg1HZEL}X;L*z~Vv;Zfq$1Hxs|QNQiHgo#?`q6DkXuvbJx zrBe>B-Wx-i{a-7=nV&2(;j+=(@s9Ad6X+6^VaDc+3t64Ny{Sx)*{h}sM*twDC#prN zL*{dJu339+<${I-p^}9{fa;^70Z?Qy{{7YQ7&4?vRFQugRAr?70sQ4MNHye^)aX@2{&5J`?pwR1*8XHJl^k*VdrCXZwX=o3p5|9iy7quf z3Xqh+02n4m?tX4n2C zjsOM(8LNP|31pq)dfrxFxbb{FfqoRh)$^*-d{i>T5zzWgQjKDp`3Cx<>-@0TSW1Zu zJ)qa-aR#}uukagffht)6eO-R2a@!5U?e3;Cz0%{UxPm}(FzK`^D4s%^4l{bWKtW06 zr@h9m7LZc%3SYHJ#~$$V2q`Fp#}XHCDo#fq@KQByo#{l_TL9+bM$IdOIpicPvwU(3955}X2Hs}vxrb~RmB5kmir{r$xj9Z_*;>MBiGhSz3pwxb)K1+?LG$^xMd?tgucb$2=TTo|KVvH4g|23kzWSX#{hu$4yMfpz&PDn@s9q`(XMTq^QiL zrFT3#r8=9em)m6nWa(72v{ASH=w|+pT_y<{`F@8DU!H7@`f0ak(Mp$o#|BdYB1FjL z^ave&bPpQ~>-UpIP~(-scLU2>(cfCekujPd@gpeBHBKVnpj4jYq-_j}%uB;-JhUSZ-_5Abn z91__24$Fpx|I%mdYjue>eNq4FvLj6l><=XQoDv^19Dt>xxwE*=;U|zmz*O z->S|&k{d|iS{zJ$cFyIJrazkK?d96Fv}x?}=5mor2{RABPVogXcUr91#VY&irozef z*_=kwmBp}6gzp|9=W>_HuJ_BD@a$^IRCZl&tLf;w0p`s*f)u=`E;ELq?l)0-Ite}F z>_;0M*Iq6I71|6Smd~{$+c|J{Ro+glm|+BYe$orIo2{$Z96-6E?r`O+-E5roS1*xbdb!Q-hZCjrf>hpEZ>-`p_F$O2sPK5ukjU1RGS7P5rgl&%*yw#F3OSFJugGFGD5sxeV`+)Nu5h2Su9dq{o!FC9p`4;fh)VSOA9=q**;>52 zMT&8o%`KgHM^2E)VA+dFmTf9-SbJ!l@4;F4acicPH-S(dRL%G&HvIsombJ zjaX7L^I2Hb%ng(lwbmP$ppPOYr7#PdUb_>;kbGn>U#k6AkP-R`HePHU{}@Ac`^Ip# zOnP@-UT4-t%g>)cl~)Oq;vFUR%6U&qhU|!I#`GgbXIJ0h>hcxtJD}VbwaD|0{2KkR$xsyK@$m+O+(wz2vHQEJ*5FC4Sv3$<*YMXJ<~aJa<~_=KiuPh9 zZlTmUzpptwey5czyb?)pp6j#M7#_ZcnP`U+L?xa;=JeYvdQy_F%kWGhBV7^ODQjFk zXVNNXher*q>*IOcV|J^a(P@v<5|qfXymATzDA)_xMMfnYsrUt3u@!>t6IJdo$>OXfcB zlIszDGoqTslMWAVxVhXKr~Hhlx7jWVj%GJTrEQt>OU>8B@MyxqxRQx1sY}2!P2XurEVviKnX1` zXCb8Rfyoa?@bsndOmk_)N%FEf?`qfQYXWVJAZx`Grj9$@^2=arY##l-3y*i9S&~=k zsg~idMgNg`k&e~`$(M~uXIpCCwZh|q5sKY~ayOF`�Y`C=83`B<;#>EDCe2V$HiU z6YD!2b~=fJ?dET!QZ!Z#SgNEtXEN5oGG^<=CP1wDaCM#aO9F2Bu){0CXlCO`!PNfF61oo@8dOsi%7RE|=bhC1!DzGx?y*WMyh&grlnbIBCT=E5Lm; zxi`X__pB!szh^(9ubrDk_r!==t@R_Z^&oappThH;J}ax>V26`_?^82_8M*e2vy-Pf zUYhwguA=wh%GTVrzv`*C=1va8a5ub}b{l7qbaY1$-ZK|Nr`!>z^9gw6;Z)F_6nUL< ziQGP%{%Hh;{ykZiZDgG%`l)1{e3q*bt6WCJo^>g+Pa#y86-l+t{DJ{mUr<21K1B_f z9ph+<`|+SyqkB~Xj~4cRX4TXWD=if*=;2D&cy98I4iH$pUvUFwM`2R4JGm)L+?r~b0 zGgB%Sv;hj8HkOtuhLF?K7g~E`)-H!|nX`KD&DB>cZVq%sIvM(qE;HE3C9};|*SxPg z+MdztYKeEFl2ZsSel>&^h`q6qZPFKQBDT(-qD>nreV$t)C^j}fUaR+=yNnm-x;Tmm zDsZArlS}A2zn|Ho7kd_5M#!T%Gclz71-aei(s^#y1yI_4j))AcC5E-FSU?%K8?HmB zhol6S;wK$o8iEZnu4dHVXyxF^W|J7`aOU&5uce>Nyp8;evKyf@V{0<>UwCSiN!sTIi?-*?gav2eIoCWj`|s2`uV=Bgr!Bo~CsEGmP;6{MI< zD{-I-wazoO+;){fzK3X%ygH?nO92d7ku&BeEWtM_Rt3s)@q5xF6*l(~u$c-ks>tqM zMItpuQ0=^<(iCf-AElmIMQssz%j5~P_8L6hQc-|$l`(5jm}z}n^az>P?%On6WWnRf z%hXHW`LEN&atp4~f;LeQfXw$NfiSSVJPx`K%(X*TXiL**=`TJNh*grwNJ{1v>hVqb zS-z&Hm$fJE8bLt6Z(gN*^yz-EZ=e?IHYKC1a5{OMYb`<7@p=-(`C;ToIQo`mT9p{- z0Ouar@{I}uoQCk4@Ffz$HhhmgdG=+&P7R)el8zH8p4V2Sc84p^d4jk(9AXmV4T{?*QKPMK1E^9~^nu)l@k>qzy?;mzhM_MN{~#Qa##Z z(UD9oXt|BdFP=&3)gPd-vaPZ`56&nj<)XbUW3$58dv1`>jKh_Zc$}2D>_%dc)gYMZ z=djO@RQ;mvOH_Su^pvjlVP4Pt!`1HY^PcI;)gKs@abM;SGfLiGjH`@`Z|-Tctwu&m z1(?-M1gi~KL|!{jHk|@L3|{mF=y0b7s_GLPX)&putlEDoMsYPVg)3s1#-+;X_&dx? z$$!X^{opS0;}IKbbtfqKLqqYl;db|h3DN9Vy~0UD1qy*?~_dM02Xs&d{-i~T<9kCmd3 zkODg0x(TQX@3PMiic(7Y#PDvnAkv-P$+C_rw$aL*BSiquB8YR%*4x`)nV>lCrg>ZQ zj)cR^#l_`McWY?33iKl^uRoD}V0Bilbc1td01!o;^^%%vmO1V`eD`~>Z}S*?lP6t3 z@3S-3nrrY6G{?dEcGAbrKIIqjYyrN-cMilNi5x`so?njG9BvhIh)l^ZME#D11}o@L zPO&7*=zVGC1(YF;#2=x7$@0t2D~sltj~22R>VC&f&{!j1!1EK2_P_dCpI!kAuQqDG z%ZdO%s;%9PAAsu4zQXQm#$}U%-?7AQzjU73^5Bx{*%#JSKicztIi-FzcO~%SU^tn0 z=gq0d*>bA1y@LWbmvaguiM$#tHC1cBF7Y~*iM6>(VVD8wBuWEGw|~%TRs8yJL&ITp z&SWR(TllZl3Yo+PwCWew*!fK9^afU;A{v3ZS~Y6+By?-Y&}+N4xo zd7m+O-<)ZZZrM$a*3y%O;IsG3SRz%S0wgfE)TZ((ATBO$liCBYXX&K33Nk%VOT3He z`pxdSyoln@+diPB*u~`>bewSSamWUr(n#@KtVFWE(Hp~^i6EEKR_)dTJuL}g1T*I? zfeoyj4Bsw=zEA5U0}zoA$7~YPbKTq9JEG93kS=N$Kf->oS$p=-ftjGSFqF@Y3RY6G z9DVn8Tzm^xLa-X;dDrj?LP2D-`sQUKWsNQ)9w2tz*_SOuiu-NResY4t+_*O#FsK9o zkqz&r4)DUp<$fDRW>?QAm54YQEI!v!0fpQtb+53Uu^;_9Hw}6797aN{PI0zHUqLS^ zOhGCFi|wYm&Z09hYf`&#b48-oE@ktJ_hEw_o01W7yC2hoBC#9OAoxXaY>Jt>xnb@N zu==bXc9yhD$0^3vif!Ij+OJj7P%LbnkG-gBv9D&rJkssfAQ(LACs8;0$1MZ>*U_uY zU)qIO$48r4N6l5fgw>?i`}jaqPL-d(UHPEMj6v)r(!JG9Pu~$a(sIs;j0DK!x_yW8 zt3fQ40yp`+x$DaeIl>TQls$pEqFr>HH~gV+(pVWFk4s8^IryMvXpKX2Tz|QlpHiTK z+!$1`e~ivcMJ1t{Pm^HQo}(cs_`zW;60{R%gF^bK-&{TDpjv-XTUtG?>)sa!8^a{z zj-CZi3`Cd(9f8K&4bMbA?}l!YyLa!NJnE0eT-}HAAR2xz4z?Bq1`@Aohk2 zy8hzga9HWq1Dr!_hj3CBojk7wweoLh$s@h$_lP(=!pyX%iW)d&s5jpEkd6GjXmru< zEuLG{Nlm_HUJf1D{peP%Ft}{qcnK&~!h>EOAR8pMxu4{HRr@92 zo1gbQQPA=Xo!D&ix#_--?%`--RE@e*S7g(#S3=+Umjm()33Qtr$Os$;nB2i&M@-Hmih9T76Jrh+zGlX{7024+PN0n@fxJ{h9othCERu zwF9yEz6s)NyEiX+UdSmcN6l$XULYvj*r*r)X@fi{Qv|G2n+)VC`^uSfc*x0>l0PV0nmYV(rj#OoTq0-)(6_5gZQ6@THh!*qYB)AnRNGnYln5A&%<-G)lbkJ#h3 zFVEBEcqdOnXE1_bEaEwCu)~b&bi!$;-QGwRXIw$_-Dg8(Cc?0JaYDuVI~9PZ9ni!` ziR!T;w2OBufM~7*%XLJ-G=JPM`{%VKzz?_<) z2B}4!d_iX26L{pAkt%;ZFH8TY)B*-Aj(qQHzQ)|bAB4CfcQb4E5mGMJu(H|UNOsI- zpq}Kg;+;`eOYO(1?m!AZORPQW=i-^9F;t1hw;0V+G5;nON(A-_oU;b$R9;V@#G<{R zedCm4f_mE4-roI)=mFd^gyNc$+XQvf-_H*;+VRoT(}M;r&nR%fxSmAI;E-z5cif3d z)~L46JRlt9RJWoZZ+4~9u=2zh2W>n+xa$BycV4pd{ z_OCEen7cY4o;xF>d770CNY`DD@wi)M=DdWMXchuo3=X`v9Mn^u&AU1q23MTo$%z`^ z=ArRX5xoGKWiyN8k(P)v2KiAAs!#vPdB$4}oxurX)AlU`E^YP`q#__^cnaqc3#s2d zXmG;JZW^xg!|XWm4gmdYXlQUbZHHOPww1jzGz7p7|LM~~(4M$noIEwt z8_!&6IZ4u!cj*`*l^6V&;H~`Oo%O6-x2-H7s7>n8)h2$>y#rcLl(-m> z3*XsBL`3+2oFzHvDzIC zn!jR&V$da?fkL3%k8ivYvr1wH1Y8qUvwex|J=canzb~z_)Kuw>5yA&`w;toVUA5o5 z5(>!(`C@8QGCt#$$Jg!ZWdTrQfy(;Zq)L>R%@h>)+GTS`nRkD6E-K#nN04RxabL(P z7w=xyhXbI9ob3)5wImbPI-&0nU}+Phf8*IukZRbyKuh&@+AVr~rRN1Z;aTmL^j;2y zX+61Pn_gvx;gXKnQEqlT@2$&gi;bD(0!c|HAhCgmNA^JXo|_qUn#6_L=oRAm71SmU zjPkc`$EMHml>F_6v#BLb^ZOnKn+KXFJyG)DFI~FC$5)E{S-R^k`DNmm2TBf5hEABT zUBND17wekw&FhbwywTEmHPF>`(~qEn6X&~rq*i%?htYj)9?WG!AU_d#G3&uFO2_4S z=@^TDNXGi$?TEqQ*yc)e%^7oWbAyCZ$|t#V4VYa%L&N#EL5e7|do|5xk3F4s>oy7TGepMmEJVmBsbP)=AS?J zRDDb8)eV55ZMDl3@tlj%Pq~Y4v&bBw?*LC=?>DyGgp%#yn?z=wztA=x zEj8yZ$LpZ5Pi24Lj4}x8<%5?Ox2MW&?z^2OC7$}QQwvkra4CuwqbsP%RbQY^Sk6lGEMq#)ptPJ8G>13)y_5m;f8hR;$g7j zI~ACn(Y$oq0H{}FHVlJiRk6xDpwkjO61Ku!@(gtJ(Ly)!8E|_j2YOSsjE#r+GlRRQ zEmSwm*pn4$=sT>0t-3H9OCG$(qMiu~qUD_|>uF)#n?Cyt7yMA-_p90=Y#lz6tMqHc zYy3;$Gh*ZLpGg&&e=bWfs5O!!HJ&Fh zknx0myZ}yZnN>G9AvF$Mvj)fe_pfHS73zk#y;&x` zaj$5q!NWl&eF>Q#t&#w|L`?!ZfxE7hHF)4CZ;M(b+NL{->bs^+2$cya#(|EhwHBED zc~SjoLZMd<4p(bzdKev(`p336ybKVjHl-k)!8V@LD)`0x#k5v1+xOBkw%;2-e4lZq zKMJKIwsq2}1@e-c+kU;!EH?Fu(PsM80Y|)EP9ON|-7mk3ctM`9* zoy^rbH*#_ioS|RHIQK5l>wr4teHV;sbXGyN7s6E0#Xd2=}f> z)}VU@P+9XI#{%ue@ZGzgghqnMaPv`aDcR3J%6ZPB-QaP7Xv9PX?G!+O<=IC5g;`qJ zQv@27K_MGN#{5063%hHDMhqWVQh6+nUd?SaY!)7G-JV;_yq48JJwAH9shuWSOGTy5!}2$SL1t+ z>@*S>|1qkZ-ftqZJqSjz{cYl=5Y95_@nH2RWEe z2zNhol%+UMzSfe&Q^Xo%KzM+99tPT;8Fl4=-nj?NX+<@y_Oth5Cb1c^qaDp+1r;oqPKCmfCL6ZRAzsSkLQ) z%UTCpzR=CCdeJ=hOT6*525k55HFN70+iP>3Q1-K3_uG#Zpq0@F)@c}7(zSR?>(*c0 zoQ7q;QX)NS7C~7jny51yhv#yfdUC$+YC7n=E9+JE>MEjO!YGRZdQCe=O%xl`}OE4{b?H1#vD ztb>mPlU;!3Z^dXJvB%)KPvQ7RaxD*%irDMa-ZJZo&BZG~d_MnuL`HomT|$M_o*ph@ zc!BNT{c=QFwXo`z z^ZpDfIlr^*(VCOK=}Ie}>s6{*u^_y@^ku^DCrMck;tqu^JRV&GwSs**8u{Jz_VmLJ zd)5%QuSApZdFGrBjGrOI@T<=7CA#WFN0gOh=Q8l%;{0XD6}FO*^qAUwuamTX>J00`cD7;Pr?tYT+N%4cz`u58S%+an9v zJGL{0P7Q3DGeS;UkFGi#b9LLIGjphivMyF@OdYhe4B582L=Kwb4B98^SBSpO*7Qgk zQR&c)N8$G{ZgLCvF<@rV4663o5&#K2!)$z}upAlJnde5&t zn5&kiXf3mn_^<~@0JZ$f&ae?DS z|NNXibF2B*7<LtjL@Jljgn(Y1Q1dDs{jJRa2(_zskk zyg2s8t#<{`u;~!2*vqV!C(j~aK3~lyd7!q}%5oG#TvHBF(pD(Ky$`_wt)=?S9Yuf+ z-I|Fc9HkEd4A*lscGr-2Xmof5g?0;$G{`$u($_Z}cOs5!0|YGpw4 zU7%4iulk93UyiC}j~=JYa(zD2A$*P%IlLV_uIE6{-Q(cVE3^!ol0;glzCS?Bai}A3 z338Gldtkd$6~HyI@wX*b1AD_>i8t-U$y*Pl;}aIvXdgHKL!KW&e z_SilE1>c;)d@-1#{YjTuWVKUp)P+vrCXh(>@Yy~bA+rm+4Cr3|WIPer*al5QghVIl zG92E{t`(f~GBetGQo6b?*zLOEd*5OGmaE+nDiRO2*18ohulG}c7?*I}>o|O$eq7ni zEO#pS1)Ub2!vj~U@hQrS)El$5y<~Pew3*p7n!&=`@w4*|A-pH=2T189h5LGYl~|L(7^l$F}2c1scuA(~{t zpM|&pk2LEa?)Z26_cYcs|Ee4&Y)GDhJ6W&e{~G&vp1Mx2TgqxB$b`7KDH!p@POoNV zF|5AFX8vobkXZL97dz`&H37W#YJI%AeqhJy;cfNN4IlmUn|zXQiF$kTjZT%3%Ir;< zOsNz%(HV$8{_^WB@WldmSNL>ycS9mQ&Dp_O`o138UH8j9F6AseFZYJS)V9?_lQNxB zj-TGi)9|^`{z?aTvGYAuK~1&aW0MRP9hu(@S1tI8D=fCA;nt0x`bvEZF895kIHA6NqG}hGB@%H=wE8YWBkl67BE(@Gp;dJha#-$$#M_Q`KM9eHC&)WuTFg zRZD8LZEI=wJ!2)G7+>flbygY7qG~La{_d&+O-@#4~@YZ^5vru3WwwT z?OR`pM81aKUA>v}szk4;`4%4DUb{G!ef7M?bNzorePvix(c0}+6chxM5@|$2Qd$~8 zKsq%ofH-TZ`wL%{{>u zZm!u!g!OdY8przFOT=z(=5AW+uX>VlQCX`iZEGvGs4mXC5ifh^Y=u*z_Fo({)>pV! z4>YBLH#_%L<_Yo)__CphJuLeTHaoiQz1GUprau@pzZ-~{f&X2?Ws|mYqfi)q#{DF1 zb>`sPo9ukUQQz`cQoZkKgdvL1PRPQt&O-DV4~P64tGDM})9=Pc?TZv!7i@ znJ2r7A99Nm^zhJ9MDn=1&&(y$OgYRtVM(WLXPjq$#-fyX|5ea>JMcu6`!Oljsm zBN-J7S4FY2gR=5u2Kwd~8)m8k0-d*Yw&sFcPt&b=WLqa}54Q4#iN*GtQE#Ek_m(N zy}oujF#NvV&&^2AWHJ5YS;6wY!n=_&tWdp(fyfS)>(F`5?(wXjdsWxa68>NNK|%?0 zUu#eg7&MZr8td0&M)pNU7n&Ct{*q5uktPo*zS>=}mvo>>sS}i{Ezyc-3A`g#LuB@p zQ-v4PoM~y=&~iYd@^-T^5EJvt zu|olo`2&)aN>m9%RAZ?L*4Zgv)z5JXZQoz0CCYjs(_#H4&5g#wDpva~oqTb3-9-!T zMribq;{qmo)p>oMBQm)P$PSX?hG*WI=7OhoPo0OR#0z4$2XAT|XH>f0K}t%mHQVVl zXk2gSkc2{Fool{DlEGMty1xzAbeU1*@+0TC7GQD1wHWoy{Qf4rcJ5w((4LpCFD%=^ za!l$6SNtA_7Y#CjMX+qYfLcKLn~+)mX{-Tveddv&zF$ zt=|+(WcSp?swdNz{O!zbZTA@^?&$8c!M>|I)i8xSr#oKhaaN8UKXGSYsan*U{AFyA zq2{9y60uup@6VN{j@{Yae>B~2vJlO-^9!D9Hh1bIRGC9DNk7t6n_V1?xR+d<9Y~Ly zao8h_TgECyy3!kvlXQ<|{Nix6FxsV!QBcxSX)X#fZuU4oI4`(4%q5dePh>V(-}G@5 zQX$wJR!nL(ygt4XrMq97k<}PKs9D>$2;Aw_G)DHvkd(QzxjPun*G$FGBID_beW6O) z{2U1@4AEm;6os4T#`C@tp=U70?Hp;N)`E&>R^e=I5_a~aX%Dx6Z+3dx;QUYiSOr_% zoA^t^+ST^#2u>tYaKS4xuX!+LZm-2LIvRF=U3k;h z-BViZc6Vc^g1UOdeOlFjtH?zz0mZ;C`R7{Aqw!>sYwy)b@QYI(hstGDqyDPM_j_mC z1Z~e>ZTH?+E>{-}5VBhdR5jU|x%N_->PbLv_g~!M%R;XF>489Z;uVzr!43Yp5NTM z0NKDl{MIa_SW|>%3nk0iii%XG=630d694|NH~+FZIkUPEFjM zGu#A?=0?cv?WfvB6&l`IChnIKs!Nph?4$22kW-!EQSJ{?~A~m3Q$6ae-8nSL*5gI-s;g5~pk4?f>&TzKqk@x0Si|uBcwe+$!%-rWJ zH+RL~4rwv2Xhdjtio=1JNq80`k zQC|N22it`Q10P( zPdf$|>|_~JJycvdo?Xo2uTJJ9YVhLLZNY6}11pi-w-L4Ld$hfZ_Deg_{8V;(i|1`M z`fB^8Uz^q3E`%?+mY9R&Zybf&@AZ>dSr}sx{-lPO+ub(?5lXYFU-kO1R9}c)4QA8w z6ajk~t=)E1JN2=BCZK*g$>_g2{k4y`=sWi{=4P!$=n|^7$9_*?+4;jHOnPBT)L)M70jdKKDXbLL~YgnP*Vaf=tNx7G6QW<__??3PGH6FvpBv+wuV zr3-Rv1TZj3yGd(j?>+t0XZsB z?`yVi$zQ`vMbV8$oN-p{?YY6p|7_hex|)oYkC=5x;pr93`TZ=V@&;SK!FHioXH!|d zr`x+K*yN+`1qK8XCeQ^m-Can65{k8>mB&A)v^=6%g5}`q^XF_YuuZI&aPFI-9prsM%;nKwed%la z<;S5!gIZtc*c!auXk~t=W{kLY#3zHS!_?0zeZpi0bugLc`w(SM>X=#korX1ccO06C zgh`I3{6BMwa&-_Z6`Ar+w#CH6^t<$Fatx`c;}a(>a8Fgy^ZfTXjg@MX8LjMWWe6?w zzP%27f(OK#&mVO4jy)}mxM%TQq3v!ItG>+9tv6FL?T5oG$b*baGqq;Yc5|2G`Pn!B zTwygFA|EG{L)YA2v5HV>7UARyo@z(G;DD^I!!2KDb;K3GI$M7diTh>$<40GObxHr^ zj&FaMFt!d-N#BGnY&8NzFHB6L&r8=1WOzRK(${MbnhGX5PE?j-NTX0xEA|y=b@n@6KB7X?r z)-=;iGwVxJ#uK=0{e~H1a-U~2Shn2QW@l{dOrKp%C33(CxkQisv$UjLWq?09jL_})ASM$tivFxjFK-;dD0ZD*}tzri+I8DbpA zqtfs~M@%N+yZXFaqJ-se55Vx9W=Zpq`y zSf0@sZ;KD_RrFlmzYH>FE+6Ka(&z5_(WmB=anOpmw`{BO-q=6=XwcXAbp*sgAW7-M z*pntj!u%Tj$|zyt4;QkkP|r8L>werbD-@FG%LxVKy<$NED)74xU;+^#8)2`Xpd~6= z(MUW&`)cdWc(6&@RqT6u;kb$s3jD1fa-sEA^3CTkWzQj5bB1`IDXQJ+l=^MmNCcBc zscb5WH|xc0jvR{?Lsk&g}DOu|FDpa4XH ztkNYZDb~+4F!!|0xU%RgkBMI5;3a3j$<%GBww_7fsk_fp6Te)#rtTrH7Im9vr`?Jw zT2+!~`Rn%HkcaN_D)hbB6q}lD(siPOrB*;a#gZ%x0gi1@M2_ji9)!N$X?d{Fa$G1M1nu>sc z`Sz{-dSAT3U`qHV4zuxCk%~gjC}u>(N3IdDUswPu2CY_KB`)t0U>Eb?H!)RXs@i&5 zKLK*oDMv`gB(g)S*~~ZpX`(l-zNo>UaM)&K`!eEgR?e9%9XPBwKCFb!cWOMv;w6ZT)hU(X&hk4H`*qU$Yj-c?`xtHC&=PFhCojs}Q7jjY&)G(vsZzozX8Z&OE6;#ryEsXEDiI{tK;9(>e99 zhq5EnT0uNGy+YT+jsejdTCUsu)b#~Wip4SLAtnQZLZk8gaUlE!{0Tgu3dX||%Lath zo%|e0PD_Vf46AG*T&OkSTFZ+)m%^e^CWhNhye0(%+e!I+zIh$B_K~AaLc@(BW_*s+ z81oL5xV6OKvT8Y!r{g%xl$f=4sTL)a>5()uNihk!Yw-fOL4&7-&4gF@a1ON_PD`Di zGXBJ!sfEaNyWBLv!>M~C)z~DbR)++->&8xOY!ais)O8&?hJ*0VKb*4pN~2Lk8@N7j zPDbMZDX(#TAbERpQ+Pu%g)_e6iGKhlRh?Z-s`q7{rCBqU9;dFXpYhqP*~^6<((O@7 zKeEV!PL{m`rQR;0i2|3jkV_+_sSCHA7>dh${G`A9LusSyiRXpr@P<9ne79`X4WoRU z#lr(?28*&f!(P##OgWpszG}=6bhh?*rC8LL6m9n;{L36uRRJ-^)8~o99|~u+rXAaM z!Y0n`kjAg~7jZvBJSHK@cuziqbB=MjyRlL2a%n~XS4dn!fDC8~Od8ei190D){Pg$l z?sEbjUtJM&YC+WKZ{NmtS2bSU8Az(;tE#z+<>M)-toH^`$2)hDM$+%%P`Trjm`D%O zI&NLz-yPRpEmS9pt@F*HQ+-U`D}sV&4#X^jlAE_5r`~4s5a|5jqB(CE=cO-emZ!;U zH=DOWRI?~omS%y_VZeep$c3l&{;H1Wu{C-4dF{GT-*4izh8WgsYQ#qzmH3+Y*%-Xp z0ac3T^}hEclt*$2FDmUAL^NYX#E&1(>TZB00{_nDT3}4RL*v`J*h407&<1qi5?y~Dn=spZU z8j2p;TwK)rPT0o7hWAE|SjpdEY+!~IDeRKzhe-8abb#3B)GCE9Fwx%B!dY_6Il?l{ z?(mUh8`^g=`6rUvQ`su=D1LNY;=260!sSNgaVK)?h0A;8p$i5)__>D^`t`QQE+Rkl zmQ7nP3tWhs3&x7GFWd_E`txCU@4ThsPW=wgcgYBra#Tl4vzIG~aguf8+8fEmDio~r zpD8~XsW{IRV23#r8Tb5|Q^G*PP<6^E{p59Ro<~ePd{!7u6<2IF#^aJ%wCU3Z1t$jh zHd6fN1F&~CzXE5sQMF&j>$5=CGLzUr&*i+iptO?fea=P6}=b4Gb*M zXy#TTRuV3etHc9z#!ULJMsLD>aG4BwS;Ucu!CeIf!+&4d`Qp*hxLer)r=K>fgVWQj zoL~HYD3z7fW;5#t`@pn`{8IcbJVmywFm5bJqMYR@F=fbxgY`pfs-ka7p4Dl&g{tV~ zsDoJ!7G?bE-7V4Z)f`$YXiheK`I7%_NXwnAS(?Sl!>GUgNkBtQZfd(YVS~>Yq+u?g zY{JosRdw8HxNPnX7DVsC`#rFRJJF6CwA?F0y1H^*Cep_L>o@x?D$jSA);WEBWm7=b z+QN^2UiG=-*zUmc=M)WM)deJ-n*zY;#rIgESfiO%Esj=roulx_04frawPH>U@*@}GcdAWur^#Y9I`-!y+TjD49QU!0E*&#}7ul9V1-7b6XIh$?q zol-d_DI71ClQC(v;UO}^LGQ-*b4yt-udVp`s~O{gCH`;Cd4uwMt77^Xs1V*Jj~nhT zM_`k~Em0o(^-Knc=F{lOj7BDa6wWAd7SPGr{aA$hJ>n3BtVfL}3ga(bf0;RhUf|~T zwmn|gX>YbxS9_vR38j~V`f|ySaO7p(pp1s=Y4qnKe~Fw#V1Jm5rIHEc;4vMwc<`vi z+nJlr+E4Mt#WLdkm$fT7_{w<(Q+Wnu$|A={#3d71#KjCq(3#G|@V)_`fY#=3v4zT2 zTR&c+w~e^j^83DeiG*|wekD^lR<{nEMBQbeeYZhrB(POq= z7cyA`7S0}GRoRfYESw*cOKm>Z`cOKtdELiFjFPxqbA+*`nn)F4wK;`o_#NNu*>P* z+>DkR@W+lD`zHe|GHiZpvuk|V%fyaBs{%sztC6|6WC=ir8ubT;7@zXW1pM4H(`d^# zA55Sv=2e6AVc=)9gz4MqM7xaR$6kH*^Nj1Z+ob3K^q0uJ=<4d~)(C+B46PBQ@A{I* za?7Gt4Z8ihgrF(nRTmTx7eLSSR+TS$^`{KNevaN>Fs%PgJzRu|Is|h&P;!_k6q>%2-Q)Zp#c>Wc02B(0_yn| z>KWaj#ylK?pPo;xeT1Z^6o?bzdxI3rv(6MVlSXSsNPS0oVraGx$mz$aSXkthi7J&0^&6O!f;uX^ zWc5m&fpKvTT>-QphD4756SKX62q}UfkAInO{EXdC6_e?LLe2DV zsTO!s#EhE`)POyy>u4p|wud8`%q~E#OBWIuejkyN(9keF3e5|;NqoHRoVQIr)YV~|1+-iXoxYeXtACOUY()7(EIGGghz$WSPmWud_We?i0hg`BzNWKTBA z=ncj|a(zUM$mKzqt#Yng&ug=Bt8aQ>xXznXqg4VpSFEiJ(LEKqM`XLB8Z zs|{;Kefg3&2i#>cvapcKvX0MU8h5PN_m2F>IxEAw(b}wXVYBvSt?7+Jx6+hOEg zEZ*Oc({owO0ooNbN$yh2F;tDC)$Y$(+dowlPbmMcy zVl5Jp-uLshx_dEW=e|Kqla0NAaFGWU48)@`kI2tRs=U0=x^9k4m> zxjUhp#as9=SMos-j^1pfnKFI^uD72*$B~&0cQoj}cP>Cn94c0>G6pTs01}YP#|a~U z0xm6|B4&%P&-Xcg+_$NpF{BQ~LYZvFt1T9S(6QScG+bO7_+Lk|xZ0XqT#v}SpJ}w& zj5tm;6x1U4a3b6r4}Wd9JH1w_w)vtx9XPp#C8MIEo}ZuR1UmxmEZH5@G>OAxf_j5U zlUpHQQ6!0U>s7OM;O@44ppO!IH$I!myQ#<`>AWzv4<%~ihqsDzNzond%OfKxQwBtkKXza$)`)Wki39MO$gE!tZBYYO%qDfa}S zG+F9!sBLuISD3F{MJc|Mz@Qg!Y>4L6m|}MVTwux1_61wLOePAyE5@-n^&3;rh#J~N zz!%{Ki3lKM6LIkBgfL-KG6R=LpanVNz@3=`rUm@G!BMEY^8;z2Evf<>^twr2LBI@V zGX#xa0*}pAmq&OhjGrh+CE@tr+L}Ob&!zE)Nw|+P#p=>S3d(D%8ki_m^k<<`hQzb@CKYWlkq!^E+Ji&Bfmf)S&XrYa4|B!J zzOQ$VBL)fv8h{KI*5Dh7cTqCF`For6I1q6^eJ%*lGV9v!d&U_|e>?N_{>=R~BB^=- z?5tMLQCBIRI?(+4RR=t9#lC&}Wv#8P-A0dI?wM^E&fM0~kv+r7cnn-P1xUETP?E$CE>Yrd!@{QyRAmL}ZZVi7?vlf<;dX4X=P-n#OMVJod?^ zHguzx9bxJ3;k3dGgCbrP4;t&O7p^W7PVLda)f;We3As^Wyz=_J!)+e_ zS%q%*!w=!^ScSWD61B-{Im1X4NZ369m`V`DDS#U?janVJO`#DKr|p%M$ZleW5rJ#H zj6a{ju`?aov;o>U?HIx-`gk$HvkJgRXNm(=ly-Bm2(&Q7*8f_}&CP)`?t8z{bO9tX z+Y=QWxgJto1t2r%ru9!G+nOw)gIQq8B6XV&VRV7nqx=Kg`y=PRIC>lMtoZN1F)O>1 zZ!i!$%=QyF$H06e{3-DoKNiUhDV1ue=98&+<)Uo3Z;l;3!8aW`%30C@(~a`e6D#A{ z8v5W_V7l0))gJLYsI%feN_J#G=rhLQ6PDYy7LDecZT&(f>}0AVcL6X&w|ZJMTDj0H>a zoEcxYhsm|8-)5iQj9Qkf>?sG$P#_A%tCyiZo1(!FVB(G(Uq(1G@{kKX9vd)edk)X- z$Q$zA+B$=tf#Gn(XL~Hq`tIiP;NSqfxfE{KI*`1ZZ_jY!-(g{Oe7lmOQmbQ1CVB6k z4#)7hq{8j?O3XOcu7vx;bEVds%VTf{L^T*_fCU9k#}?4efWE}V)irri^6q5u51bV> zkmV2~MYamt^M<~SMop$8h*FG*|G1P7ErEu{JrsM{s8a=|a;BKcZxISr~z(rqS<@6L0E zZ!8q{P3+@SHhln`uKUwNl-;uDX!41QRDE`=RW1+ws?Ss2*Kx^0G*s0bXLr)~$ZJ1& zVRGMR%b!3H(c+1IExfmU4st6Cj0;RAOqVFXl|c6w8j2dpuKC>)H;TmBfvV#2m*Xu# zWVf#UV2J`h8)q1eTKXq9FLKFd8tHY=TBwgS)mkaF|9Fy6PAZ+%?YL2L#N+!e%eG4% z8Jgi-j>u&BY!c0R=E^o#J;>Y{BXSTshi1#S9&y$F&>z6bv+X8!Q+w=1)HPHyuy8bu zK?nrnv*92Ttu{zvm5yXyt_L#BH%Ca3(_yt?&#qtiB)vS4?Z?Y0ke#C~y57O;&8aw5 zN$+!6+HMY!Q>&|%7st=1k#CdtuXRjKJu0|sdtSNQ@5nulsqt#EPBfiBI;W54)_k?^ zV*ZV)5Xik$voSqA`Fi*7GQX6f9}2SR=o?(BWO+0k#;@& zawVDA@4DnaDquH1dw+V&MiqSDHZ^jiYnAPnT4y0tg{Kj)R>|@50YmqfG<&iR7Cw>) zD?|m?juFV|p*jJ))?Q|S#w{`jJOy-R}3f@9~ zL1c%t&>@Hv@nUB{CZkqk`DbPZxG;|wsZv93QJRySe%xVj`}o z_#RTyotqSjIJC?Ii$M%$LM1CLk+H&>TwR*GI3578=mOhQqSp*}nLn?+m?66uyEimNGS$EmZ zu|9m^iBB?`QN+I~&VS8P)_`e|d|H2~?p5?TN`$PYU_BWNdw_eRq>-?-1}UN`oim_2 z2W4EIA{g=#gVUhofH4NQ@Lo`YG8QU^H2f=?eN_@GWvX=Ws~h#1>p0B#7tXBOZgHzE z5@hlH!()8|imx;~wp}C7ZvSxy!bd<9EvC3cxB3pmO|V?$1y%{pT)-WlyiO3{I`+xj2a@q6t8CDhoCtfqPFL9!g9FvzkdaCFaSBxGXKne!U*U=c!Z0 z!1Lo>mX6J~c;a^M}ab8HmL24c@|A74Ve!z!$<*sFYsPeMPLR9FZd)%>HNG8!hC?gr~+_t#!$E}#y`lYwe6BPCBltYvldKK6Xjcs%>l(t$?;C>ooc- z3@8aEihTnyA-~%n@3+|Guu0Iki>2SJozqFTQWE$k33DRGl_tJ=MTnynwa)2;5h?kv zsGv){A$+_acp zQrXAZ5zupFp4y&4!8Qu9RT9K3{KG!!Hxkz<5)~{iv-RT;B7bc4m@9ie(-xncR?TDl zNV5l&iL^hnA8(k$Gn23$$rHWVi58>};;XdCCm`^E9}5fRbfk4TD>QvJHO*pZ&(KH2o7n`rDDkPQc$@% zg@KK+ICP?#yI7*@?TH|wqO{dqSzT^>q!nY@+ z+!#D)Q9#N0DuS8YM|G+IyF)XJ5PwOGCNNw+N*o>V(s=O9Fhhn2I8;j2JO2|M`bYs^KNt64dx5b^D|iDmH^hwr^|I%&ftca0EMHZ!@Ifsc2%zimxH+9}$@~;uwB-Su(m*aWm52k-1?Px`?y-W;U`&5vN)Rc=$fB+SUK8 z7))d(_Mz}kjBtBDoymv#WN_4j6`oQv?mp>Xrv%x&I8Qa^p@C^y z#$@@kRL_J2=o?E@1u@ z(c%~f3`xLT&N4xsyE#FCJ73E2$Rn!UoHq&4zfcm z5zvkRs}l~}?&1yAnCQlPlxqp3tXG5YfT1w(cm_yRoap4`^EXMAdQ?l&V%(K}b;7%R z!!@TZ%x-5Q^(fIc%2R*mO*51YXA&7%2$}B7lF?V_Kx(L|_Z_p9W(ZqZ-cxE$uvirH za-d4Q^DK6FgYjyWd0NZ-LViHAvY=-CR6=MsnyVSuif8o4pBp%2N=)qCU2QLg=TC8tSyBUtbuwES_Gf06^w z_VJ@q+)=^OaAf5WLqUuy8=ngP$^mbRr~~zn;*Ej!X)f6+oGB0csWb5~aE>8#z|b5# zY(wICQKlQ3b71Vin33L}{c)IzcF1vgd>^L6h{h1k}6Q z|1wpEyn%M30q?Py2}C163S_Y~pq&|495YrLJlirag3=Nu)c&XVOsA!Zw7=TP-W+>X zRfPwPO#v&XwL*7>Jiem}O4yhquOp`G@SGz=F~*!JfDU&;&JCyVi;hbdqdZjwGyB>M zLu7Yx!o(v@C6EBv-xEbXhK;KIA_n1EtTaxnmP}_cK4|U>7MI5j;mG?Qkmvbgvl0!R z(@*Z0Eixs0=3WPLXe#6;Uw4gr{QsD0VWZ(#wfdOc*oz`-pJ#xWTL>Orw({b%-the7 z-gwx9TtELQpsv@~X0o!-4{HrHY|kHGt@<|+EcqL~0Cv5%XEGFVv=({J_Ht#k_?Pb` zr~f;M$#@qif1z(m%??6Xeo?Zu6d4tk%H%&%;H7<}DNb)6MWfsA-Py8XeY$)x&0b`B zg;3WrbO~8SXo#M2`Q2cSY5;SVU}!ppde;{WpHo2~x|ome*dCN7y7?|rPMC;64Cpyt z=x#gJJFK^Whj=LEQNJ?<(K}9unF{@*f)%2psQVQ48|-GVBxyE2rn1YauHT~h67l@P5>@@b8f*!T)o+k;Q2AvUh^hWq9ul|Oc$#bq!$gnR}&|Ulix^qD4 zN_o%q(4LRVAAAMHFT@4!?h;jEde4nl0j5HQDFSbm=wraL!zi%BcxZP!%V36+hhS%Y zXz(6H&Lh`rk@;t%8M0cZe;$*ZwEfhgInKgWagtQ)vDjZ0^K0VzGv(6-sgUj7x^1Zv zXHtD6Mgvm&Wv?RBxj9`~U&8_g-cOk7+PmhX(`sagdWnMh^o?M`jFLNcd(a9_G^R$#Q2vlFnpNaf zOW~Z(wAJqqyOU5dgK1Xj)BW_0*WhlDgNKU%z*2d0o}bu;%l@!Vjh`%7@N9l&hl3`H zVY29GHlTXoYK{V5k1tCb-geZ+)b~>>6>+Lb3oIT+z$A=x*4mViZ7Wq8cE@peTnj%C zb>{dN&~0Yul|$2i!gy)xta{lkiVpYS>WfXexK@ch3qx6(k^nC^>GAV6=&ydM+^*4E zvy-qWb^g#OEkMukvq*7TPj>!Q(kF`|;b}eWB~Vv5d4p%u6)N3I9D&QW%SVMzBu|-l zaWWMDNc@jFNVAhJL$47$=BV&Bfo2tJfVwb*$%1S3ulMc@jof~7#zgKLLwJY>-s62B zt4JXEj)-Tk(A)i?%ZfO(C_phSkgqfBfOC9d!EJbFO-^n$0tE$#&s}^IE%%}^qAMeY zG|@DeNjSJp1H_0)&~JzlHRtiIOomNREWIm}8P0o(SG8-)wr+Rqw0GfZ${JvFmHuKX zPWRBm@uC2o5(IJ-uCqY{N~mPY6jvf;Oibvjkp}5@y-0If)fIyhCNi#S{3;15+({u& zS&cnPK3u)xu`l}b-iVrDNMf!!QrTCE@>5?#@azByj1If5N*eWFx?mZv`6sKEo@6qs zM&Z$`RmALGm8~Xxs4=EF(0qj*KYrdD0Sk;4Si*U-SWfMzvqeEwp~*xbAoxwWW791x zX8Ga$m6)rC^O7xDJ>j_-1gB?y>L*ISTQ;f&WLlVX|9u|nKZTR{9ou` z_5Uw)ULW^1^|BT+Dqu&P!caMBw(>g8w4%FGs0+bpyg&;hb&H`PO}+EPB1z{95k23g z^6}c-%h{VkxvhNqA95LZtsf(m6ssp2);xr#tMQjqG?;S}>*DH7>IJssgK-v>0n6H<61jzcHrsMJ@QN+%&27o0AXU;Tfw z%8Ry(9JUJ=g3r-RtG-4Dyqi@UP5W5>rJRmi`og?y=}UT%oQa&Y7*6K*$@fFDKP~l_ z3Z8e=a2TDV*Lqz_mcsrdemnhDV#dlbo8?g7J>K*v;`NY zxiE(}QQ~R5+{Xh-?O^BQta7^Da%SjFoJdTLA6iB|-NjW!Xq)du+Mb&N$fn=6L565} zjGIUJ*XPab6cyH{Se5cbea6*XwH#t>fnfN?@wzvF0@(^aR1Je_!w1;UFEcasWXr$A z)y|r$Vo0K1ZnReFaY|(tTimK2ZzU&Pltbah|29zvJhu{&DKE8&+&oaK-#3z@%(fST znNYoT`33@q`>}7s_;7s>`(d`0LO#RQkPnp$dZk?uWBq4q>_7FVtc1QroEkCl z4?T1PH2vFwREQRh%Nv#yhg2$ zVv0|CX)K8%Ps2~cphC^bXpj8XwZrZu7{t20D*@fGYmgZ*#NF5yG(Tm#{-aU<%Hmo$ zkU=re69xyq36|NaMB87k2*s+x{h2M=Cd%2YCy+(k$1C9wGr@|n9ktjOT2_Xe zA*@JtZrp0YAw{VydghIpLaOOOwv{R2gqq*9t{tG8jfktRN>^06aW|#H^Rw2ZY&dCc zsq)`sR66^}bc^BU9T)%jOS|fE>#iby(@wg*yCn;_z(Vk4|42ctRi}G6Q@?&OB>aGK zh;yJMJ{KO61cib{2Gv1f4NO+Wg2_v71+m!%&K7B*eB5cx*~-tq(v}-RGmTmaA}?g} zbURK)t|o-K25rIraxNOYp>5V*Ep!g7m0EIH5Aq4PFtN-QCDh8dW#lu$PXWAPoc&c9 zG^q`CkDbjQEazUFx|B$ix}HqfB<_gXXhU(qb93`{6?a6|d3Qr3%Y3=MFoJ|L@z>2= z+0E&FOEaJ8b*UqBqBdswrBi6NFEwUi6e?I7^+n@w3(yS3MQB(Lm@r}vijw~FCFS4y zT74w~Z3y23`bGDcq@JgM^1sJw@wYR67pH+i+_=E^sz9wUmiB)w+@917vved0l=xdT z4LE+(iWX5J-m@EKEV;>uq_RW1Tt-Tz6BJE_01$U96%4Uaba)PyBSWW2Ogd4*yAY-a zF#F92V9FB_K7LcxHbA-7dS<^_r^YOnI9->YVNzB6K6DR|p$qJ+MqWd!0s;Q?d1;_}>0Dm&BV3PE|&WF6Jfab@m%Te%ei z`L3L&p{fdV-&&I*xU}W1$HN3rBj-we6bFiHr@lOMV-#Sp9;MJi3F`sW);JP(GHaK) z$3FF!8~gkF>$S^;PZ`oyYn4WsD4TimMEHde5izvvn|${x>Rr>V%JO^MtO6;VH}AT# zol#{+u4t#-Q&;!Ma7V6+nKwHcMD3}0XEX{A$&Dd;vUXN8miHZI(um_j7shittE+U|ZVPA2gf*+VBjn4V_yrzPH}gglfW z0XUrX5!;!jhnyAKRMjNYv^7(u*+<^az$xZDPGk?CLrXyF4$D{f8rSks$)AK!7IuJ`Mv z@rHeiNX=-@%T+N04d{Y|aqzV5`_Fz7$7#4hBkEb4qFv;#h8&`WbjGNiFPKOHN5peC zJx^Ym-mx@07njfN`EStn@xZ<>i!NN{e|J^Ntml(IoQN_px+Un;`lZY)1t{Yk)u2&) zTwy{Ww6yD#ggAfNdCEaQPDxC-H&`d5U=NU09v|F&o=W^|F!JoC8BIRx$F86T!(&l|C({i%gbp{*-)3@zvCquV`74~sgyE_xhnzpya;LH`v?bQNjiv=dCU+Sl)C4S zYKz4yF@3FFf@2K?@dmY18d6yu!0_%}H3Mkd9?k>n!6wR1e4O7ocNk7h{vF$r-zVDj z{37SOh;~^%H(HjhKq^29aG{qhVa;?cr`e)Sq?hoMmL(RY=0qNj}7W0j%0KT zen5+Da8xBA5Gl>aIQ0>j==Qt}N6S$m5iBw3bC>;O= zpxlhfRdkqY0dA(mx8)px*~cy%%1gEBB4mM)ePjH3)FE1Ay?3dOHGfg;3zll5j#_C< zz2m~(JL&uy7v0w?CGbuUrS9n?N9Fm6s_EtJ>);{=3pWZy#sNv38Dnt=RbhI%J||yA?Yf>;_$XD( ztcJnSMl#|j=3Uv#n|x9Q5re_|m;uv{7t0>73;Xu>$=&7U+{t5V%K59b;b>8DANn3* z2cE8|{%q&>nQ2bT-{(qv+!Q_*thctmv5o*N6gof3loxC%Pxp|%fKi!XFmzZ!oQa~4E1w`7%WdG^CWHVe2wU+z$!Be}zFZ&_^05xALFMfTz z;;7#)Z!T1+X77e@ZXvM2BAf5!0v@=eCx z)PO)o&1ahg)H%)7&oe9Yqx_(_bQEyDf3Jk@*jH{7DZPU&O=bXZqg4+BV3vBu-CJ^$ztD?__rn9guE9y%rg*$?vgoTVJL{u(u&qApvC z+ej~UO`K}^bczA0mf8{wlRw|{814f&xWMCy4U@T5`HwIw z4XSWWmVc)<#xCwD`4&iLW|<#mj`*P6#C*RK-Zd7J0re&Kt2tVYa#`!~Fam0vuyy(h zpG*C;r55+uRlvUv`IJI1K5mh+6LP=eK5)Dye+k7uR{-(|Lz? z&p~;4>;^r89|!1g!oa!3Mlm1-2_wiy6F_u1>wIj>0L%%?X$HG0RYLJwR;j6eFYwm) zW3W>`Oa+wP;r6_|Rgw?xGE)DGriXIh%iy(eWphJJaq)RmChTA|%0d!ggQ34Nb zLJiTww}jx$ITHO4#J=}m$zrrsR=TG(y(a7NB9Q+khUNxhWX*T?A6Tg>_(h#id=+EZ z|D&^1-wtnNaBuOSZoBnwXYI}ordx-VcU-n|mDlq2Yh+&;pSOG@9pEPWE{;Low&c+Z%qmZwO@b>@uu_xwoqL*JR zu$J=soR3s5-0}`P)Kpe0K`AoeuWAqcWop%XE7SrAW~aWD_IdzMIM=ZSLa%h6lmE8d zuKM=4CDKat`8nBqMyf0T4d{6Y8X$26IL9#j-hQB6urri0+rSx&pV8?ate#vTY=S>o zk)oC%AN^RXF7uCW$xV zjYG))RT*XxXkMJw9Y_WA14jDa^#L05z_a^hd6-^4=xa!oAzO;4_n%$e8t40OUF`+m@d|en~xI;EQW1xH9l|oR&T2nnJZ+o67}zqteh{ zLPnqd7duLy@DuXj?G2zmvvfmz4AzU*P?BNMX^9dnM!(L2DPLT!#qrq1vFtMX(=8lA zkv9j@6@Nbf>+QJx~U0(9GNRH8hgy<{hyzdPB$YT$mG()*%Z z!gkGop9v9z<}dK{(QDUGEuSy8lbuvyWB7Uc72O%6Lfyx&+VvD56mw?tIC{&w@cVkx zOftwj`F4|-i2=6=}qn{^G{k&?*DDS z0RZEpS~KgPLiuhTy|1>xw_SQsqe9!P1*cgR#!YJBSRvUmDW0dE|{ z%xlnW^**8*L>vxO$N$wW>7IWuQ-h6ST;ZVAa#qZ)YB#C#bujb4i+5TaWsB z1BhK^*F<~$>{Bm`b$w{O zv@Zlwg5*mAF!9(&Oq>_R;Yd{xHf6I~sCFQcr|Wc)2RDka8Pr(Qu{c0sl?P?>{?*9;W9_ZO zs*0ZX(SrplNGXkgbSog8(%sS^A>G}eNOyNghk&%S64D&HySqE@I>*m9e)qZm+~?lo zKOSK1wbsl#Gw;mWd(S5{9AGl!aFba{h{mQ5W=q0IpL*XEV`Mt#8q zwtAJkwE!_1d(7SP+ak9|7V@t0a-@gm?qfn_DG+qRyv}!Y0M`mg&z6ih&jvm^wQJfnbu7;6P#5@J$ z%Rb)(#FdrDf4a#ia^BCzz61Q7y!#P^IGq^$+4IC6woAnD!C{b6y)^%)Ufc$^8j1 z+hcTCO&#L0c=m8QAbgZ&;qo~oqFE{Wq`-9@;qS&{unCk?5Z%2S4h{l~&s6_Dgz7-N zZ*ru>r&Bo=-@yjU{ruhp>>vU=B&GP=srX4MaMmk~LtGVu-wwexGd}&ZP)1d{YLlD? z@5RAzVOOKLxiT>5*&F!kzzV=e6A`|ae_u-AM^^v-4;hF1#(!VDx8czF_vN<(+?o9Q zvcL(q;eTJO3E?98_vJt6{rBbn=V>Hff_;Gd%CFCN1H+p|DW;s9>y@aXHw{IoL=@l! z+R;)YMdKNU#hfn94~y<^Qe{pyr}>zBbn0;I&UQA(f3?C^6)_E8y0rkf$|PEupH$_E zMXV)`@nNRRIy99WlhA z3t0-~63zEUPN%vpKJuhbq5?0Ut2D$N;LdVJZ#vI|ZZN4%&Zp_k!-?6ykCoBnO2_x7 zF>!HgQ?*e?GDt`tK5)CPve<92(#4DGTjA(K&D&h^JqAy$II&Z&P`M|MXJKmyaA1M; zj>B_$@8?H_A4C6&zNX}rs7c~EAD)cOtox~)%>)DJ-@O}I!Z|?Nh*N*9QQre zxClbI*L>PjqVU}D?=Lx)SMvP5pjJ)SR$++N$3BNdp}8s!0)dgrbQ<5pLtE<{(ZEa@ z5O}@f_hYcH(W0dDQ?s&U){^1vQ_fVGtMO#E}$deaACCXd4py(#I6Oq^X+9^hul0BJ5w zrWII2-~*a}s*vWnaU1&C+5UVTpUs5gcKEWwXye>hdwL>R-9J(#gYtpk*if&E~~nmXs;~Pm_wcCCP$`39k(ypC_U6 zQ4!}&S9%z!7q(L;;gnLgVsiA#-FAClKQ~!b=_*v*ob6BhU;v^9iTD6(1n+HjRG^YB zLl72bD>ge-X+wB9J5{PxTfVy4Q`(fqptZ1Y*Jz*l(Spc-bnEnLxg#v)>iQxS-)7}= zER8ZgtLapw+H?PakkgTibfLyMzpKy+e~Sv;cSOks`-A|Xqp{N4Xa?CA)fV+(xO84eZDl@)XHmXHl)N;H z@=;i8!EuysHtm}z*cyB+1{e_1!^0S`)z0Dk^f@VjU z5D}ke%{1f15oS0#ty`+Y^`{Z3Yfg8hGN71vC$?-vS|1*@RnmLiwD z*&H04!{|B!T`(-Co1%X;T(IVKT5^S8r5$z+#XMt#xeHsJ`7UT%dK($9m1jet z%Wy}dz2V7V<-wywc8@!nR0_3D=&z#~^qKfpdp@Qq~_+z_TrJ=mGXPe{L6F zZawSzvc!3cM9uY(-PPble2aE>dHk5=BtWQUIH_Bmg=%$2ujSZh)H3obt_m|hb`^_Y7OeWp&dzO10;Y2yU;#eCqImvds zgYD1XWr-k@t>R8ppmJbs7D_nB+_>~}+lV)66HP1=a=z(~AI`0@9PaPyqvznbT=>$s zqO48Xwk8~PBcdNoSf02QQ3cn%c z@S*q6cvpa%Wxx7DSRkzDGG%DBD+>2f1Hr(JA_Zn&*Dzs${@IVj%9VC`-cE;CWtQ(J z->Fw~ISS__e`2RFc&o;*u6d%``IwrA@FWR6IKBzHO*(?e);1?AAc8H%`N}ilbX(*8 zui*0X^5#bCN@*TcC#Po^XZy>o+r}!1pQeMQ<3wn9cy_Z3c6V*L!=~V?AS3B zEN#Cr@I{s~#Nn5xu}SlEpH9*PsS@`omp7Ab_a4{trlXDR8i=(micS})(RugZ-Gt90 z;-08Ah3e$~UGMX;1GGzSf@B5ooQ1+m4?RxV3!-hpsA^t3zQCqz7mcBnU-rj88FcDp zm*20{2zp|vacHI8h)cbUqPP>o4Cr(vIO{tvW*s_t<$u%W9s!cC4w?D8a*r?CtHiWD>{AD@& zFp086Qf~a^4ez?vtBUFDYwD6Vj?Yp_jAui3Gz`?*^ojR@Gj^&oh?~vPx9H)siOOK(K)jai1L*KH*6`SnEEZl06`A}pd9)}TeEj8ft-Q6T7IFYXH4D8(m$WnTc z^mUUA&%2+`n-kDYa&iPAdm5|Q_y6@^k*|BGcSZ8<4zr#$IknzC3sW!NLP2}9fiLx> z)?PW5R)xGh7K>=IHdJQg)HP{xq_sKEPRGjN1&WhjvFe-t>>lQVHXa;) z6JL4Tg*u7GF=)T$y+Bf_TyH0npMaXY_iA-#B~YIw)uMMIJk<`rz3D|ePs|%PVMpj< zs^s%;C5q}V4E(zWIr4e}y8`>OAge_%_(8y3{4jxwX(h3a&%UZn{dg*y#x8O{^23)g z)p+X1^fv2CMlaZp)@1VA(P5n zp;fkM$_g~&s&$#mW-BaVZoJb`nX^?!I@rIu?@k>gt(Ie4v4{QYF3!S@aE--ssJAxt zy4C+FASi+I`%;`9S7fQqw2ceY9Q?MC10Ne-kRG5_;+8%Le0kt0;?Ds7^U--p3r5P_S zO=~ujJ^AOBx=WOh%OQ?oc&cK@<5r0Nihe%@AlI`{*Jo`LS=keq*p zM%^HJS-*}mdme32vAxd9)+p^t%;&5{gO7@&cHgwqQxuCb#S5e)@ORAsX9q-WS-Cjr zn92Svu94+E1?uatu&6M(NZ-~Qwwt8Oh)V5J)YSXn*3G@e`RIoIn}@EA^2O$?j`|}3 zUvL@u=kyW-hjQrC^x!>nw!(^ z3wka+wi6yw%Z`~~T#*c<_maK!;GV6{QQCUjK}~P!F>hMoI;%5eUmb5rJ6k#2i>u-4LC_H4OXDz#oZ%>Hg=ZhTY(y*U`QJ#LkqagBhZ-g3mpg=6IE7h|H)=J61OUycK^|Ypi5_ zr|s7Z4c2x0xyS(?(}DZ!h(12o5y3_vS5*ro3u&eo@gm!#SVN zJUHm-8F%~>=Q)3P0n(RxE;KWihxwN?g|57PC-h|`E}-=r!c6PyF%jgoZyB^gNcar0 z9$q~LZZ>--ION^{Lu(XR{oilMj!4Ln3K-KVX9xS#7RUHZrgW(Z?{3Zf6ULW>k2lIt z@tBU3)kn@e80mYWUN#9H1|<_CO0tnqjB=j0iiIt$&K^vbHrqrSvYf|hlC8`WVo|J0 z1qEwzBcAW~ol&tU7iPzX*ij}M+`dS?;&3)`yXS_Rg7;YifDD6-6jjz?q&?zN1_E!L zH%?*1(58KbA@upqU?AP_@4UK+^BF)-?L1|ktNSuM>v50yQ)=NhC6b`DuW`*vz_QHqM7Kb`dkO}ar^`5G|qTX8Wcp*7H|F^W! zu3qdY+#onzMl7%}BKmZ-a?{>?rgcz0JKzZl?&Z+e?$_nBAkj7^>tD1V@aS~UkJS9K zR4678NmOb&Xa5UlQ?+bG{q}HuKKov^;v-=>y+X)}4tOyMCbu;e&snhsYmmN_?Cnyr z3Wt;p=8OHuHkfTQk4;>x^$?SooA3Qnn5IMi*&OVdEnw7n!<%gflfh4xh?%?6jd9v_ zPqZU-romHhP??msaZ1F&_N%h^^S5#YoPztFC$ zS8WTK2c;Yw8vAD#1Iu%5o+tKa{t(t!1$eRI^I?)_BF~Pu?~^Bgi8I^02+az8iu(Z@ zE1oj%w0_@9g3X!D+*x9dh+cWK^QQso^78(wLPNN=7|20(|5bVV3lwrp*BNFztIDpR z^A%+@HU=8Dk?caO%_*$6_mlOQ2ULaji_6N5l>8Bokcf*O#YpqZVMPX@VG#;F_GAA_ z$0_(bnAs=mLD(|ugRNKlv9f>U5gwOhWQb^@Ju*OyO-1?;frR9j@RPD}+$l<;Fj&~vp{PA3!1+@~kU zbT)qQ`V$9GV!=T*(+Unhz`Vy>!_tEA_CP8a5HPtQBg_7~j4 z&7}w))y!LYpPV*vJU(ykdg$v_fIGTWv~hP^Mp?Sn%YJB7Lb2>_nwuY2G;aB7^yv2S ze!w-K+TC~c4yEY3E7Vgv)11M^j^Z5m5aKo@h_|WC$Cthepa4})F58%I0ZqgrTydH| zY<1dN{dRbWBB_30e_Lb5%q%PZxThs9t(MD~*kXTfmePxdq#9pqdSd_B&dzRh8)18_ zNayPNb(ucybhRb#fxh}Og)|06N%Ljg9(b;Msek5cEJ6~infw)pPxF0Rm1AEaQ=HGa z=;&PLh5vZTYx>Ra8+h+4HT|G$uh^Qk>aPaA`>gk;nhjTLZK|OjuIx8YQv_+b-%eGT z1-F<_md85fLahjDEGI{@j2L$lbKKSC+2<{$ZSz0~3>}jZD zp3@gI<(B8t_=F=^Ele~bP}7t!>`-1RaAt~b75Dd(QLP3WR~2PTl=$xNOfv6s&EzXDL_PRE_6)tA)nd9xmUfd-*uxBc8@v!8 zcw*L5Gzw}t>Y?3WFV8L7;83jo&XYD7^n-CpCD}MHouh1<(#cV$Z)|RwFU)KjTm$bX z+@CIr^HER8sd*?6AnzibuvgpU+!c~^q6zUn5N<++cz?>DawkH2WcutqGjoM=KP?;E zd39RqDCUW6e?1lLH;N+pP872 zgI{MHz4ZdsG6>D@T_>^vX5qqnk?`AK*XHULk>G6%5nlGNub@1aZ@vOM_mx8!aS&72 zjL+yFUU#B?I;IPLhV%eT2L1vEs1(Z0b{i?~B|F_LtA+F-UoFc}eETi6O>(KAW_fJSG2d4G69*2{FA9$Xdbk$*G7>Tf~L@*u~z56 zF7W{Jjm?z_0{QyghDSF2`nVKahPcwXrZ;rkF6I#g$?C)a0(sPW+IKqTIE9Y=pDCM~ z64M?aK)$_)iRO`D$Cztv{y5J~Fzq(7;spYKKAJ_japI`O;KyLBWTyZ5yIW4%?Ob2P zh#<1!nWbzg2(eHAtJ*cXNabi|doDQO&<%A5suEzzs287}tAj?`M5*0CGPZ7QhZ-%? zTdg!uAp8k$<`E(M5%&8TR!S_04NGxzmm{9<;uR3Q3k|9yk5wjSg`1lLKB`xazI+ZL zo{0o%Ay!Q-k-=k|_%YkdyL|_xWX%gM`U}Z04ZynK>#<0jOsgpFc)_~O{^0>c==XO- zVW7K#O4)(=xly~EiA5bvJKpliotMavN7L=xo2RHh5W`&KR(FR-M@YUz1DQwie|$NH z2u^aG&0nm}@2jE`9TVt|g%5|~o12aW5G_K8#XLDSJ+Bqr&eWiZ9>qyp_m@B0%~w*) zApB&+u-*JjZO-OC{y0}a2erxl5$$UK_Qi(DCwVbQzEU2PO2^8^a&}#=VNA+YRrY-5 zB0mAI@;AgANdTr(8tc0#Cc7`E>zE}yuAjvvjC1!RGOS#ROSB2KVuV58vs{FQLUt|N zH03VNW!|GAH=R1#TkLq*R#z?k+n9G)QNWJGKESS2sOv|dx z>~SYA*(z{Dtg8%CmFja#927mSA9<{gUAg`Uc?1cthv7S40x_(vX=>?a(YsZv(!L`@ zL;ALUP{9B5&fi&m630lRex~ayLPv*b;}};57L-RZ@*Y_KY7k_9I>?G@o*6^ZxANy_+@qlK8dq!aCY`&%Qlk#n>CIW}j8HRBtE;amQ^uUV_x!}8(GpbB9wym^ z3#6Lz$qhf54^z++Z(X8nzx?wAGO-zX$w6A!vB)VkV z+4YvpJhu_P|E}K+a|IbgT8fIErYWm?)6%vDgjV)31d2X_(t7?8cI}vLnRG`hd}<=I zCN$&k7l_>fEvI8tyvBhkK{_Yr8{TM^4uvC<@acAEj?q^=)6Q`=N)@~EC~d~kaC-W-#K}FCxtb}0XP<>(`g|NB4d7?L&PWZt zrDR-B(WuYsbMValrvF6+EJ&HVO+^3h=*3iDYlr6j^_RZQ%zXH+!^>d1?pc%5c9~B~ z+!e<`+0=JkgT{%IX1X(=e})epJvfrA#vd8Ib^CC_M^rvD@;91!%H=nQQ?2wO-8+~v zmG#Y^LHNmS>vJY0cl^U$WbigeClgW(Fz{;}hwk05+=(5LE$o{V4j6(_modQMmNlo?c|F1>-tiXQGHu!JMm=qhdxvIOh%^vwjj6&mjjEZs^wEnrbU#xBZUQbUGK1>7t7ls1Q?z6KjkYcIx+R|{Hh83 z01RPJphA1D8hYC16PLz@x6)HlZx}sO6{>sfsghQFpgzFkpNg`4B8`90!wJKkY3DOL z@Tz^erys4Hnyw3!>v4(l+;l%ENrhrSA6(z2DAcg72LSw0y)$TvD2h=)2{WooccEou zE44PZcq^vZAyj2nkhcL-&7ThFM<9rXzIv@=6=w_)2R-}Yzp-&|F~o4d1(?+0Bubx1 zFFAzse0uki{(iw;qLiWf&bC{65FK!Wui-GC@``RZz^wm>+i8#qbx{7O(kAXgRpCS1 z3-l5#$=fVay1Goe7Te<(?Df^pYu4{jzy^pX;NCY9EK5hr+ySfa%<`=mn8E}@)?ac* zj(%on?ycib;d+<5OePQQxl75F5ZGD;+QA8|_p|84tcHscqbF3U+O7ud%>3wFN{r&O z$bwhSV^&?gj?G6+qo$NbaD2ap>o?>${s{Vr!|jiqD!b#)oQ_bkkO0EM)D<$td5w^N zSZy3wvzLDh^EkvLu<-WyCr1pxy`iBSg%i35QVo}_Wa*Me>C2QEOy4xdw z=zbSZY=~*C*R~Ydc+4)Ns`rY>pprWBf1ki{*;19XSJE9-m>Ei0bukg`#D(dX1|7!y z9#p#2Y~O#J;`aBgau|Lc6jUJ45-@=fZ-P(^4)A|>GT zz*drP(bJ)9RIRetXOiq*KRZX9yOE~sp~Of|sP4|EV8`Pd;m=nM4af2SS>)?14G5&0 zl9}?pH*BV%rIj1tf@N~%jFX34aL0Ry+=2O~ta(zAq+*t_zhX@tcxKqva9~^OUcAZq zYRAdo`r_d4i)wol{S1QuLOHDS({~gOY^H2p9Ggj16Ke*Sh%mAH!fBk^s(NhV^B;hM znN0bgF_Sxx>I&_6+v0Fd{6D~=9S){Mb^wd^>U3FWnH8}uOMP{MBl0pTtFYKKTtGV4Jv z;pHio=$0!Y98CFWuu%J}+*fCkZTE0eK!{H}a9Yie2p-eEj6`|vk-XDL@Pe}58rC=io6uHa3 zkZl07LzO_7+2>3)OjjAi8tLUuOx02A(+^@{h_t=PhlFl*$%ce6B|j_58K!P*YK!x1 zk?ukR!Y+9N6S+j?HRU+Kn8aY2hLki6cjm}XN%atw62ASd6OHbx%dA~6cU)aPKVq^| zJ%|PJKx2nl@kP96%k9*?TB`84VWRZqx(!QU-Zq&d|KshUzi;n&gEf@|p*l);w=&xO z;Ej(kI6>YWJcj%Z?@hU}V=+H#dB_UKMan>eXY>R@?3+UhL0d0q`JkH74D-5%UGYC3 z^X1ddbBK3o%5nFJi_1DA*6YG9&do(PI;|-jV9SU~X(WMvv-d=H*UIKKE3l?heq2ZZ zOQzz3Em4zVys$ULs;~D<>Q~y#yt}9hTq5@Rh{;yFD_yv|vQGWlrgjxK4`D`<0`q|j zi}vE+GGVuC9OR@0^)_Oekx?X${BQl%I89pK+Fd`AjdH!_?YMdMA80gb2fhJuWz|vA z%F|#veQ#uMbM6mtYKgE>12`u`D~P?)_#0JjAFb@NOPu7GV1g)z`3wH@XU<{W zQuDFw#97M{TbSXgy}xi=m^F(YhNmn3~@WYE?T1-uNu*sro!&z1qI zTH{_%SQJTnzuxcx4nw$?k@HCH?dF?qF=XUEVZzC7zVC_}Na&B8KpCOKZ=y z>#sHHulX;3A<^~|2O=lEnxb-dYdLor?2D*XE|c_@rEvK4#}WUIcLX!pAUpeD_AK{V z^7g1OYqAe~k-uTU@ZO^O2Mmt&L{aM6=F2e|SOh}Lykq%2QdA*dpXk`e;TAaCrwQ}b z5HI+?2caYykb45VI@FO{-8-v9fb-=of%X!X2hAB}R~d zf=k)CkMjPBU>c#T$fYfN*dh?4=6NF^>7HVQe7{IDy|pU?_e~41Y&Qe%@abz2mO`9sWe=AE-zb>a=g=LXni_??e%eWG1Ik6qKL z-fKA8^Y?JxJ%qeb18roPDQv+55(cR(y2eWNad12!z5D5}D@GLUcsyZM5|5>7@d7Rk zxnkJ1gnnoiG1-CnQ;bBiBb}10c7I6&{*jWc8{ zBjQ~X$2r|Hmy&@4B0vlP!nnLZSrN+dv#5qE?nkvE%u&ekz!#SR90lLa#(H1xZhS7U^HQOtmLdz->iQR2)Wb9*=Tsq1+8z)$=S8L5)n2OTJ3Y-Eur3^1Xr|Dx7ang}Ut2A8NwrIRtOF9}j5=8A z81Sfrc@|J!&LBfiW}Iw*IuLe}!QS3G*m1Q^{K48a?B_VQyYJ%i3WOWH(sSfo1c)x< zy8B%%YORYe;s?$~md$YaUG?(rhh+~7tFkTqNIayb`g+aJX~Erl|6qZ334>tE^rd9? z^Zk|8l;d6t7Qj?B5MeIRJ0`_o%Pm;G{{Mgl@eoW|-`*t)x~zI^gEGt@G=eub+wuvF zB%m3nxf%!5nrX=PZ}<}t+Qm)2?8hJlA`F1}TC@^S_Bg}1UessUP2*)tj*6CwK`wi^ zfV;PyE#8&;QJTl7-*RRZ7F=(NM{64I-aTC0P+CO~alsbw z)D;{!Pn8FG(0}=gH?Kgv=T}t+G*vfm{gMAi=~KXhIqTl*A^uKJl0O2m0U)Ef@{;yP zvQs^r+6IUrmmokEjZPhnwm4;5@=YGz{x>op5-;&dWeLp!!)R{o?CP^QdX9&}BH(~R zf`iboddH?uNB5NA!RVMYu36wen)>T2#bF(FR#tCr3m<2mqN_vMsWZj%CJeB&Y#2L3 zq69S6ilN62J9Pk!FxIO{@E;$^kWyzG=K04{%>w`TQS=h=eb)^A9^d1no7GT^mX0d$!Vp2$8(_*V3%>1DdiR zK0;PwNBZ9Cc~2gTChdBzdKC2u^alX)^X3suh&b$C)b}^O%&nJirwK!-aK~=mXBpK?6m=MxJ>NGjv3a zI>LiNOH*V0$8jk6Tq_r zcmdXXpvs`iW0(PIBUvBkC*DOt=z(4KP|hZk{=Z-WZP%G(-8ZCR2gCwNKcpT3Lb4Uy z7dGOMwjGtkI>5&|WX{?RTb^8*p8iT6QCLuc+J$K0ublsd3u{>Q2rYcDg!o~$08&7LL0)|}-l9;ac=<8&w{SPo-nEwDURX2yDm5{SM zu62eQ>J)MjKyG!v!eagwEVpg1KG9DbMvbb&_y5O7GE84!*ei6ynd%Y@8=0j$|FkTs z!w+)X!njN^yZC8vy(%|XN0u-`^IVW&dD9pSNJbOAWwXc_-@DYy;&Ev7fqVD?IE`t? zDz3DeTIG0PlKv@yedb4&&l^Wbp?alo+F1k$K*uVL2C){$mbqVH9!;(zf&d~Hs{mT2 zO)S*HT?XL5Pk0^!8GQR@X4(y-w<9s5$w3-Gn^ya}|3p3nCt1B~vnAw3=2Lwj1dZ6N z{iCXo@1(pRJ@xEkCY3G__h1!|^4xT5c!WeNhY$NZ*IEK#7L!RDmhjaMZEGY`AFS|$ z%m@8hJ`pu!;U2z;o$j7}Q1AG;KnsHLH!3wZ&1e&w2cJMb>PrJVqF z7E>7ZBU+tp6m`RLYfb=KsKf7j`x!)p!q{6-@uoGWl#K?D20HSnO$S)320U=h7KBYOk;U?|oD94gLuWQofK({LNqgF&|N$)1NwQ%L7d!u&{%4&idU6d-?XEF(wj` z+?Ygyk#c$euVL9==R`I+_e)0{NaDtsUV4?}xlf|65WWCjBh+*pA7eDv%@w;^>!&g% zK0A$%c=mQAJPT7e;@7Lo##d+iXKwv(8*>_MdS^uniOU|Mh5c{@CmQCWUZ*P|dz<=r z13s9xU^dJDK6W@r(`eA;nYCNa61zk|fK9@lEO>d&H3sT3%e7Z!b!AS;No;xynvX^i zb+}k}4#+|*jlX-Xgk#B2lRH9M#@jVv)eJQbU&M{24EK}SHOt*Z=imc`FP-e0p6jqP z5!wDyP;}uVs!q7{MMpwHyy5@mX64(;H93C9**anajwq1IOKUhAF-7Q0M(=$UY65#3Ge?P5uqX3d}I0?lB29BJETU?9-xma@dOFE z8WzUUIGZRKA9*0ptnPZ^*@HsQP0eRRM;c~Kg-Z-sx%Ljop}Ks2WXiT&GI+bH-QO+n zbC+Ys^WHA`x{|4n!zsJGm!okI4+BtzEL)EV$T+Q4W;fkiNB(f%p~`Z2O8*w!UU}`6XY*46p$7 z?QM&+q62Ws#AHPDb>}4U#_rM1S&Q8xOK9&r>Xuxcd)eIw5CitoiiFOKb51Cv|9 zd#K1CG+tt~rA}dj<_n$@1UV6c`-hR#+ab33#)&U%LU@1XePI%Ko7za+SUur-7?r8q zBJY$~Y9#~nh5@QIPVbO^joP_;9#vlR5lyEssH3(ZKKek=Y>&98(_q`NHfGb%Eb=lA=*lp%{j7(W zF;##|f4eKYW~TQ{lvv^}{8=@RKZhozJ3j~5mg+9Dr1udZUP2Uk?X zv$_q2&^+;Bx#N}0g7X2$%dHW0w#;U=dYAu&RuBqcWk#fd$>&2msKqX0E#D$#C`0k} zYMVG>`S5$+-oLrZVcg@<8z@DewkeO>9CJ7{;BKvde7G1; zu>*av%(8Q7P)3eiE^#SvtZ9KF!}2|9oSBD^?!LW`wRq{<|B>n)DU5RxRya~O%pn86#xMv0tMV#)HJE$P*=7AfqarZZxF~VWhorgAcxhN}ReaOX0 z8^~93J7y^imj^cI-*r+tJQbNLW@|r^LnYF27LlKHnMW<_*`sW2sk07N)yrV3B=1lb z;t-O<{%uf6GU>XOR5u!kNI!TKLkL_vld?+_w73%#X2$oe@7!mEX%+iM1ET63-jX>m z`}M!iHewV5MTP2pJMHc)*N^+U5oB89Lg^Fj1395za)JazpK?lYN_maCO8D{y zBDeU$fJ#zDjoAyD{nhtr^mo0Ia!=XwTk|svUAf@2 zMF}=9>m22FM2Buh{a__uZ?N5RI)_ruATnu+hOOUYR_O_O*(I-~Y$I|?JbDP*I)V~w zKXAv2%Bl0~*4;$K)mAgBXwzj?4uM)IsT$kTA|g*lr%DsM{bs`&{ZoUunm=;0wApJd z7j|(I-j3c{7V=#G&=?bEt7bacGiYE<>sBkCB<$W3EV1&kUQ6kbt)Cg2WasWOV0p{( z05;zy6*>kX`TF@k(vnNlb*|MLJ9p6;cUaW(DFTpgHwUIIj&!7{KT>h!?xDLYCN=r5 zfft@1VwlJ)b&p?Dzwqtbi~)oXW!J2!`ZeNPsuf$wWJj)#Ry}-)IhR#eqJA)6N0X8D z2&UY^rYy2~#79#1I~7ocXZ$N_)qhJY?iX40t;2Nh+`gZVOF5Za%(kAZPEl?+gkUU^ z=lad$g#Iy&_vBceJC3H!jVn>}Ss+}qoY_@BsqNd10}TJpB;qnDX+*|3;BTRephxnW zUu(x~Uipk0YJFYx`-G5}$Qx7u0!lWbm+d0{)jU7a163ib7d<&h5KW$XLDyqa4Z~_K zUKuvsgjy0lq*fvy?K-YOXCua}H{y~Xr_NqGBCdP1;|JDYTG7m@yF)1ce$~lb#ORAR zZWB_Zz+{ms!dw8?y`|rmK|GYz%7`~>^2SPju)>Qzl$xd9zPc~(J zdf#Vp`2C4J-L^D$OC^C8(p?Q{Pwtcd*TrJEOY%i3xosoVSd25(FhlVlKj4%Ykbhtw z!_N-9{6ZmB(9I%^#@+AAz@0Tl)CMepO9`Ps7Z4a@Cbs}?GMyg^%qKQ51S zENqpAWLqWv^pEQA;HAj<9HF5k8ILh}Iqief92S0Vi!vn5wvt}^lc!G^_xk>>;|9F&?XB%gpQG&=bw)h4!M0n^xURte zUIQ~&!y|^>01f+ni==I7smrh4GYJ`t`C_rQI2FyGY6#VBLPGfi45e8tGXt*=jo5M! z{(FAlzKN|xpOrAwmOQ0@`d}o#iQsc&1+)&T{bPYAnDEZ?FTG>`&IMA!)GtDgKf3=w z2sEMV_XpAYcWQU{z1lBb0x*)SN5SXoRrIAB$mlcoQt9Co>NJfMFI+NF}+S}*AO7e28uQML>^19soFyf+(j zKN%GLe&+CRx^CK+#~#x)R_T0RO?5oriPp8g^HwF*OFQPFD;btH=M zIoEA^hb++e2HekcM&F&^Fj)f8tg{!te)Bz=cp6M|Rq!{QNT&oljnkofe_XB7co6hF z9U+WDM1Jq@DKT8Fp)()$0O1r9V*G>u)nka*_r(3+@bGaa##VpS^W^=WzCQ5SYoVjv z&P3U4odfM%Wo0Fcg~}4gB0lA=MvS~mg%%m9TF6jJHUVY2!cl|CybDR z_iXT#(+>qd*AgtVbsuxASR>DpjEpSc9(1+bJ~siMsTY!U3v3N^n!n_zAC_i^J#x51q zfrso0@jb53q-ABXWqUw_7ZvDv_8w@2QiusinTyUwPA(8+#hLVot{?t0%N?d%xJXEwb%b*a`v&Bn&|{yk__RZuhUSx?sk zTJ1@Qi=&?#eExiSt3)k4;_wBVUY$()4fcUHooZ}c9L3&98u8o*Zk-1G*qHSc4!aTA zCc{3w0%A<{n+g}~U}q)zXj>24GP^@8TXgxKThp;0=*f2*zk$UB%W5bfDJ{t#66`83 z1qYu7gLC?d!PQ_a@!moy4zSX{GLtP4B7xya@i{gfhCPcG-R;8^@UY9TAv8=&R6I`I!*8 z;*Aey(I^D$a8;)ht zD?eH9Ojd~AuH?z2Vi0A3&gAWU$*u@h&Pp$VT)5sVcz_1SgE@IOZ9Uhg+v|;CKV8G? zrkC306ciLj6o%#`X?}fmTWSj=_vN2x@~FSKS>l)~YQsk7LU)QwBgE8^c7KkpbBHxZ zq~QJ}T{DeMUe9zekcn>9(}8bJ=OcX$ka7IU>}bnj*w+h%%!Bsz5z{2+c+u3T|6!Zm2vb5lRsZha9bvk^{(i zES*NEz&X~gr@2)s^;|rddPDLx?*7QE)enXDDevJF@Pb9tpqm*w88UM6z))OfLty0tT$nUXgJ-+b9U-`+LBj5ahxyK7Ns_V8hOCLa zZfwNswJMDx)rs}|+nqGHljD+;xm-_->B}>%+ls0!rYY{mGl{!@UOWd5S0s#};4#Cy zcQzsjWh8r2;^G|62O0CSRCDq%4RM>8^O6k(0l`;}u=aV<(kQ=_gp~)Inq-AB_EouU zI9!el_SK8AlFsNyAOaJO$6OA#??->v`-R~}+qSC&k}QmPHG$*qxX7lX9$5+Sf&|eH z9{RQpbZ_>BOYMI>a@|jdQY(~vOCJ>g7ER0HnTXMp<-w~*? z2KvrjWEa;xWKvjZ)2p=$<8Vhxj+ITQU+pI8D66YawFP31T9ic(=gC6p4?x?dKnr@c zthMGF&uS1%$jQjukNem_12lz~pFz92`-={~5&sdznh}e`6wq-#cvdFituE-;>~^+; ze(#p9iRBG8n;k14&WNp32-@^5MF%kQ+OCKl7Pr?7ync0lbG2Q%WrQ`o#Ick(u~hnc)|&#T>5tK4S#;^{rr@^h|P`{1kS(u@1Uf?5r_ zC^<7o&PdJ-ihzcl)gK+c#(M0-S&7uI{d?e(LEeVHGfO z-B;5Qla^49t=FAVP;S%UQ$(=|vgLGkWcKtI6Z8l*d+L=uO7Lzq)eli61;^ zTN}DgL}@jZuLM15(o->+o#f=;)P*~2>ncGC&F!SEF3Ym%K*{1_s#z@!TP}7Q&FwI& z23<$Gk8m#td@^xXil-)u5(h?B2nN!>M-eHL#YoCk9n-4I>$;v_ZAy`$Mtu)S$Uf22 z@#Zz*h=SMm)T+bB{+OR)K1z6~kS1ABCxq{8;A$8N>{Np(H=MNNjvDfo$t#fXZO52A zsGwjyAAKC^nv0dz=m0AX$Fx_ufF~R3f0xva4PPUuXb{tDAEtv*I|CDwERW9ZNTHq2 zoJs@M))L!1;_)8+1vzGFz!$5rhiXvDL%uA>TR!AA`7p=i39Wm8<5pJ3#=5aGD_0OB zYB&ii=|nEtI>K|uXV*@xzo=xdCVITBQR7w05H55eq~a?%TVsEiKy>s>{%3FRXsyrD zy2^ztQNSGCK`P0~Yg$mjxGDTmLB`Wan*G+vijh9DdKd1e$Tve%CZ@fTi7Ph9qvPIV z!PAIDRO?ATF4AvjvI^+~8@NOZ4d_Zf-l1iZu~>NUaq2Ge(>Jz|=c5D4jH12=xWq2M zaR;@Bnw6!Cm9UF&KJ>-&xrr~5_->}4&>v#)D+L9G&5J&!QkM}$elorv(i;tb+%*xO zlOzAtAOiAHB3RgoO|?r&^_tJ-bc2f=*XUh6P@S4}Ly&*^tz?_|FgSA^ZGLC@Wqe%L zfhfN+Fjy3BrW?b#EDR$Vko`qz=zM2KNBof-CBK9IWk2wuZKwQ|3fVTY6QnoDes$$4 zBwD$4GauH)CXQ8H?32|W4u~4ik?B8MM46VWZ`~z^9UgB@>DBLfbU#)i*Unbr7JTh z+dX1|-XnS6=aj0|FzWF5Dnx^6Lqh}NI2Aa2qJ;&j!*-;1LE7Pg(D@NMtxuQTU~lq-8!I|imSsH!6%3}L%VUDi!|F$ zKj-z`>*l3UjK4#BHmGFnuVknUxlV4RCj2f%4pmarU5I8|`6??yk2L8B8T)eGzuwi! zF5D1#dJ218pOXIx*#c!W1S)xUfCO`!X7Ao@r~HAD%blWdrQ+WMN~Y4L8fojt)vLKV zBd0}rhcC#8YS8MXx&D^KWUejD>iEvHd|iY+gGzH?%BX5fnZp zSyF+@75YuXi=!U!Kwy4LEt0gEw^YOeB_FbgJjsF;crLOPA6k~`CbP04mgR^+Z;CN( zO@7Fa_c_KQfak8UML~x{S6-2Fx&B}%<0J9jo)OxxO0!fF|8&4_$-JVSU~NG3e3TF? z#E(b$sr+Rc6XX^juK$Je#or(5PBRDU(pOiVG*85iS@j${ux2`t8_B-#NlBqNLgvBQ z->DX=9iQiN;4ie$mDYg`)_hLFduy<-^530nsCv6fu*++SPeiHiO=3-=q@bX-X0Kjj zJt8xsU26x@*3MRYQMJ_AO{z|f+e8!Z@@BHdYm%0?oTSV#vFlWR2rhi{aQr(m??H&h zXvSEwN%NZh{(|495I*hEPA^1fy2lI?+HtDvs|X9a=PMto%JcCqiP_$#=*4O#Re9F7 z=4So&zZZo_!|%B*y#|Yk0&bQpFRz0_3dcUAlwa2(`Rie(`hid~`yGKnw?G9J_?%loBZ~0n5O)2xRDYV!#rB-+cAQ7n6 zLO!oFPYWH*{9|BJ#oSCME6x1}cn=K=`Ao2AM#pY1zz%qA6B@T$NXu*Ahcbt5Pt_r3 zjBRX+n12Dse4;=_QiyukXCof?@AYTJKW0Z`*%WRzYKAqNo13>FcbdMju-UWR-B$^l z5Z^ZkD^|Xpp2u$V>;U0fk#$niPdf5+;UXqu-tSWvQxCb9SWd*D_wnnPX3p%r6v!AK$Am ziu@zW+E9ntdUxP7qItJTxP?dV6B+}h)a?2NLsC<9KFXtyb@>ePiFu#Z+f6<_zV>|g zVQgKZp|{-B0+6R)KWXYS%gBTvFW{B+AgzJH{E|l<QOV^i7e^j z9vf-FH3pJwZdh??e9(h2>tE&ZM(h*Aw@jc2H(FJ6d0|jKO|jUee4^5PR_Vs-vy@(p zVZ;&c#dLvv7-S{IL`PVs*$jSP_iii`ps?k?X0M67 zpm=_)rhT#B7%>Im+;IK0HCI*SLUg(G5g(lUt%j7NcGHTzQtIcB){7eG&C&^%A22HT z*|~)J^u{3%tci7Lg!SZbM0-fv8u*;fU9EEt3R`QZLnHZ+>{T$$zlMfdMm~(D7i~Wr znM*ppct6fxou7eoBmB{kSk?ep&1~{xTHqk00+=qLerOeaI0W1R{yAT@z9z-==f^W1 zbAIbzLV!v41>0-@``9pj>`UU7?BR(waCJS(k`8P17=Vsx_{IR={8jSPT!SWea!!5i zCim@1^PV4TuoSh+y!*^O&&Z^2>V}UV9C6B3l;XV*M!00HtPf?64c{3cF=yzO>Oth? z<=L#ne*V1I%~tLS+Y2H$)UL9KXtX48*bV}=zm-k5 zMvFAqI5-qh540!}omG^4)DI^%39N`e4Zz-fyQ*Sum0ITLGC6NC);;Rnr$8rTiXgkg z5+yv;pg_!>cZw#$gziv3S4|yoSRhSaF!(Ww`YEOzTpPB`9vQAU6ZI`y(T6^Y}z1b&HAgDf6RGPK8DZKaQ zmI!q~F)29c0A;hOA+QKLOfD@yqijvNd5^K$Vdgml14B!I(shnUj~0?GGgu~6@6Ljq z;|V|n3WO3lVK$z>zZ&nhoEk1046}6~0w>PjCHk2~@13ZNX$nv}8Ek+1lAp=;HFC1e zAExaub;0(&6Nr9#;p76U7@Ky6tGJlWa*?Wl`8s@(x_eLRS64^Jd0*uxPXL6nS~-yz zL3XAaVi^^6D@>$iWP;CLW|@2(;IkUc%*mnOU6JZ;(tkxy($356IegvNvhH5x(bSsM_PWRAyMNx*(Fs-pv(I?|t1g8` z_3`m`C>JFz&Xp%0I`Y*=xDoFA3J>GDP(19Ds4(1>Q$x zRn^ksA^-qKT6{d9X<;%`USI_&VA@R9^lteck7?l((~#1#KYH}V2k2wG;7MB|qIx^)COl znQl%c~Q%6S!?|T33%$^Am=k!MpT~B z3~?n(xSSJq3viP*$ysl~33?!#a9Tpg{d-sjsvySfYh?d4(LuyvB%|>4hBNzPgY;qP z=0TtCwMyvYz11xWT6XWI99hdg|GBlb9kKjZCul-MzKHkH*Ayj|*1G+r9S(CxFf#rq zUw{eQG_>&U-g6TJ(0f^Bg{u8*y{3??-Dnaif>48Jw1^q!8l&)mpE<0oR-b7FApWNu z$`nH7TII8!uWB_w1B_Hpu8!VSTJiSS$Mf6aQn*^Yl}oBUU-qES0k7Ne#!3qYk-aMN z#W;eJx5(wtRnJ7s%_?`6RI zW4gYcf+(+Fe0=U3EVSFGgwi+<*{wUF^{nGtsX8_PON+;8c$Ax1k#%FJ(Tz)if_$!O zV9RIL2Wc_3mbE^caw>Otp98g1%Fb!{CfFHa89%1vWOh6nCp+4~lMmyOZTj3TyH6$z zyy5s^?ZWNOOAm`;!R)nsn2Ks;6xiPDYW&&W7aM2Z2zVo}sOYy{GXb28a>HqZ%U7!Q zcnd#%{D^t&T*8=@l?A<+V4Gz^UwUo%g(a4;`tjY{4iy^%5GB$Ke>8snN5N~tIfZlT z-^hIUwjO^czg14eiEl=s;zp%ymnOHxn1A*Og-1e}zFM`ulReRHOQD((zvECPyX0C- zLD+QRy+NS9dM~^Hwn-em&UH)bp>m5rRrTgpBrTi1Y8BWgj4B0mB0_&KL4k*QT=$`F z4Wcj4B?mSqr7^7CH;CFahE=YKKLH?{RV;BNjR+iR*9w9tadDtDvcxZ2#RWtOaClo} zpO_3XMqbuX)PxaFlXE5&8^&a_hz=z3X=66p(5kb#Ek7iw6mn@rGaXJ5>C1<&?Bx?d z{NT3_l;3TehWnjzxrp^h!qP*8rLy&})~@{5P~a5iLdCz7B7TE}i8NQh;?HD29&oMc zR}~*Ye^?n7WIdXKJ_UP?TOdCFz6h8s_`#q*Ijc$ptr(h>YccYHk{G{&-ux@-tC6%G zyFj9tg&h)Vhh~<>`Ixn7g~XHXne%>#;Rxq-6%kQ4?|rY=iQ3c`Gj zx)Yh-lo09m@C(jsIf@%}=oa2J*qD$SjTfECc#Fu9T1w-iTWPoCP=u6DQuz$X?x%?( zr&Ij$SNi6z4Qgw&cOrr;8H<0l>XdWUFX{~fhgGsl42!LSoB#oD)DlDd7lO#;b>%%5 zz6a4Gc}z$dIv3p#KfIM3FK23r;3-xNEDW+w7ST>1{Bm+`sh|K&&};f3Nj)XUpfr@F zxRDj17KUNh*MQgT^4Ojruk_x?J_l1+^_vtQdyF`W&;sS_H%@>sZ#I`ZSuwLLe8k-P zk`BPyw8fhKjNKAPwp{(bOQF9gv73*dC;3>IJ95+O9qVA7w6ucO+;EGBP6k(}2-LT=Chp<4nN#}Wz@IZhFgA0s*+kC*?^y)o3y!@! z`8IA`bxy!CFU281AWSkb@8GlX}n0(uUH!O5egH1s_qUf$}Oc5MzY-| zw3~YuG`H|*vMW2=)|>Va8&4?i64tlJ2Ycj(JKo167k1o7 zV9xcyKkbI*Tg)<{@MjI=b}OC34yS0hPLH^W)>Wd#B>Y;&&NrSTw+$3=eJBf{(e?}P z8!#y+Kf$Eu(!P`qqW!GoB~quVry|wNy2Wf=@}k+RaFv=tgXc)r>d~-DQE7n<$YSHl zCO+xpPaE)+luCGs@TD5MLt;jiLaXUP z8fm)7&W=ukXJ}eHynlgLl7A3n_9PgwI4^_D%P6IEP8kI*;b+Oi%noDS1FNn32Ox+b zikfDZ54@mAIXG~pMQ%PQoc|FqKJiTCs<^52;rpNEf8s7AfC^L43cTVd!~&HlS$z`TU>%=T*xm z%a~nfwYxXc+6zBo6gzLtmNrVdt%<)G?Nqd1|Azzd;137EB9AT}UmcC{(XPkHjGf?nb8C7aIxi9YZ3CqNAmXMUS{)dcU zc-C|6PJQFV&k5e4sVzWt3MW-@0Ce-iOi4ReTP>ClZUiV>_mTf0C*2t41ij4iP^rLA7&e`{CWiGj1i7tb zPtNH?A2@9Hd*jTaNisiHhM2EwtnBD!23EXx9qYVPP1`wFnO;~+9WqdI55;}D4x~kT z>sd+Aw0rB@@as{eK@5J1Q0*;MTKZXL zuK=CqjYO(#XsO2&bJ5GYMBoTF-_XZTd9Qe^7$Z&o;qd5PSVH|0RB`AADtX=Qk;HX) z+5Gnn{1a<~CA+3g?tER!RLhS|;ThaCd-3iC(`zU}Y6$Dh3929Fr!|$FJz`Y}oOwm}EF#gdgH+yM{`nKgaLTNzl95THs4~D;)TL$s zl+ZU=8oc_-xv1iapgD#F%Si2gnE1OEPMR2YCM6K21Nf*!i>`{4-TXXbOgv*$M_+zV zfDBI;+!NnS%a-!v<|=0z#xF1A&gfDNp+;g$Ha+_l7YT~4AP>;{uO|$Drq`g#^2y;xNA-dBn#TB0))qv?aa$hUWcz1+i8d2qc|89QIXSU%tk)lGh9qM2z$ zkuurWld^nkWjw`T&(Tk7#QBsBG1m&a)RjQmS6!A4)*786s~{g!H93!r3`(CgC54`n z+7J=FR3m+Lcs07_X1D$7X|NLYYs+8~8O~>xh67-O81ih54|=}W(7cv5(4~O9KHSjA z$=U{`U7&|tRgWW;Qjb%QTUNr!lLD0=;h{6eeoRfe@J|zpyS>@(|AJfvg-(7#aRx=t z@~+~*gDKb~F@Pc0~`Xl^Ri<>+~TdGj-%BfY-?9&3gF1BsKV zXxCecLWj`OqCVrD$MRe`zlX#8Q5=0Oz#UtXM0f7gGB^3Git9c9@~AH);lqD@&nNrm z`^Ifv4Gl4>iH1h_BQ`mT|9ZMD_UZBI%x+ugY3VR!&2EJpV$fXXkAFX&Pa1psq@JG5 zmOJ^Td2X}RMZo3FfcGE&ZkrnRZeBkXJIvzS*vHR%6e_P2UOQj{#Z_+6fp=tX-`T|t z&@}bXp6f1iheg=^l^U%HdY$=K)?Zga7vMMcMRBZn1B`_k@IV&?>9Dp?hS2U` z5^y+>-Pjn%OUuc#8GGMng#SExA*Gdkge6JnK|lg%Wzq;)A}`tliXMOczPj*UZsZKK zuD&lZ*66WNjQ4-_x&NpoiLLQo6OL{$hN3O);sdyc_B_SYXv*7GA);l)n!TyHCfPAq z0)0(fLP`P%Q-AQ(1!8qaCtGt zUHkXQOFcua^c4llZUP_=`MiVJlu#@a?_)IXDvwz}-^B>#^h>szx#h<#?8&h`qG5>O zk=j?K3*O~)qWG;B=2?kYx=nv68_}Vm7a{`L8=N>1pRy7U1uJk?Z4b9O< zn&=D7v5kXHrdS$k+PmV@SNHzLxcAwwqtEgX(E<7 zm#2rwu+3^-Q-_;05BvK30+_&RV?14NkwBF@lstwBs5b2#AIehnfQ$^F2>fRndBo-# zvESH(tysg}YM;QD6m8Ey!(s_;R*Ig#%>Vec6LK=_j0}SaLHGR?Hz@EouufY!IbUiUE6@YUCAaZseA>9wCj>N`wbD^?L?B@t=(JEo3x^f_?DJncidQ*79jG?gGWl4`iNn~h zr=8&B2uMUPP51pOO%wlzo6iF@L6Mt1A@?Q*CYS?i2O-&oc=!VauEB9FxH9p3=OKx( z^H+`lmg@nUps?+pk-6nVFZ|6`_Cg^Q3oc~8e_6MRmO>HsdMn9VafP)zw!h7 zi>M}|enYU?uk0tz_86>T`;{-tRq%uExH9@1K);A%XEshXu0sO$P$c;D{;8#i{p}46 z5cc1n!+%OFCE){2@#oVf3`XzoUswMW=)wN}g!td}n*zMRa{v45|D#8eyu6#)9v>g? z2ckojPeAOVChzOlCtO@ybaWTBVcq6Np>Z}7#JBF=l)`0VF5tnIX*iFNBUFq zP-*hro}QjqUI6A=g?JjdyPtrd?s$ognz}kYgpr>9Rnn7%clb0nh=_RiL$ozDYi%dW z0I3m#IA7@{Cnp!ih=_=^%#`H-pq7_+EYR-n&gj$4hTPX{bS*>@t@b7_-E#!rF9QOO zJ^D`$d<-K!X@%orVxIb6 zdM0v7OG|rUjNZVoRwx^R9UPeIrz+ znb@BB*)ui&IkyP|aBcr)$ZcwP+IkFMY8RmT5_(KEcx}AzQXlx7my;tvOu`%@ucQpTI#xZltPO>9Y2^<{=3Qx5?| zPiZYar#qGJQaw1d{P*T11XJvuyq#}5JM-M8Tgi=OQYtdvjwpz}mzu(uTUqH0NFH!Q z2hkgD4+T2_lZ*8xgWhw<1-V=3RspU$7+S zGT;g>A#DM=^cNqSR@o&0oEaPiAUl5~3(rRV+otEaM`i3l513}eJB zdy~GP!y_UzDg@h|Dl02TBXe_eIlKuFXIb_2zgMo4k&*Rt{i1B3Z-*$my1Kr89ogf- zL2mb3oAY-S$BK8FQt7ai;Zyw_dCqoe2Y9ud{rrIdXRLu9OA}SClDzydR10~{+#E#l z7DoFi#FeHdP!^#sFIWJ%*ar94O`C`le_rRlO2fOddXJ|BV7%>kwuwwPi|0B&Zz(3n z9R;394qb7S#M+)~z5PYwj!rVZ z-s|+|8tKoOnDVpU!Ji5WdUb@7!7VDo^p^ocYB?7WxZT=5e7M%|v%bE5dRl+d0>rd* z>sY;MuFjG_@)&T+PJ)1LG=*_tekAzC(B zMisrR2;Gx^UXZj~qEj_0`?#*G-@|?==X^F_TTj&sCO}IGuC< z+KE9s+e{kH3i1D~Ynty59DbMVN#GdCvhcR&o;UFI^#!A&qA~<1LN&6AfLA>_+K8Y~ z?HPcoyUF>~RyQ|K58v6gLG!X3HfwW=b1nrEiz-)SBqcp)_*$rz-)-It6`Q;B2Hxbc z3*w*E995N-fW$@LBOCdUTZ)ORKDU`mFepv;^_Ok7jm+9KURzBtrn)fSb7x-WFMJ~( zAHMzZkt8A5D+G`aH?Z`eYk+AQn!8}E&2gM2cdNMXDd1l80X~L1h{gf34~Ib`&}g*0 zuXd-hWr;a(3uI$fZU7!-aY;$@8BTJy<3(7sDWFhF%(gZ+H8%^p$$0Vd@@jB8etVCn z>nzt_!84u6M4PPpxX{?Tp8G9OLN*aO+Vb+SVcH&IU_ zR~=99!I!ABpUx&Giz(NGqtS$VHsoIGgO4P`x8Cbvr@X(ytp`_wDsykS$*BTuDluMS z1e+ax+n$YHl@dHt;A-K4pfC6K_U^Zs$A3= zYk@8^Cui$fviLC71I_#Q?-%*(N79OwF@!ZXM~Pm%3?sC$E{JK&$&p$yY#-@DaMXvN z0__;}=FicKHl{nffgym~3{Ec0IpnMDi=q_u5XOev`>zxv(`@_G1RZYQB_qqd-x*1* zr>^cg-}cTTqot(e)eJvBAn~>e{{`#MT@LS7zCEP!1;1bU?N8@c3B@#T)9hVg+1TutzDA~0qiZPu$MDf0)Q`r z$Wy2>oLU8p&G;Tb=u8ehwI)6kJsOm>!4-V3tL);mUReL-;rLr66F{LmFaHCcon2e> z+fxQ9=Q+`lrK@U7mAQF&MX9ybAzn3I&p0?f*%Wfjh*_op+oX6|)OU5^)zr+}B|~s% zA=QhUd|Fj{KY{OU!#6OC*&7420Gh1F(05G26X-D0s6&}S;=sxaf3F|qt*nKjprT6s z{P_+!xyQk>-0^gU1u&=}ZFP)8P*6~ef<~J<-?;O~lj%BRS&?>;Po+XV*yPnXIQAi) zw7$WViHbATxiq|ra&r6ZZLVNe7vZ4-0=$9HSnmP`5wG$0Yy3*zZPY$iYsU2@dp{rR zBZ@a@bgfwbp57lt=+miqc@#qH|Fz!xLG5PFZ|| zS6vWv=}ZLu{r$DNrN999kMuWw$;yf$?U$?eIqw9vrOI55E3m^Y8uzM;$kb}YMuQ=G)6kx-s zILaLnO34X*QU{Bl3%k$p z^amT}a!pK+@_K`9)0)WGU#`w_!D>CwKuW8ni^4G1S=E+FT>RVB>vS~*>x&&>$D7#X z^Rdm_f&tn0dHFspjDy21&a)4^@(=cbZR61X+BW=zB^0gkOVGyMVr`n4wt{}+XY^x( z>!92z`0V)$4}|gYfO9s0^bIDWq4!2Eh<6KuISV{DF_HHbRR(RUG z0&g@iF##($CN{Q4t*5)Wxp@r=F*L~MgOs^PtEi|{Du6X%wgSizqe9;M9pp8p-AFK@ z3Y$k^5XiZ{zUXL4R+f{KlQRMsqEGjjP7q_Z$dm0DtAyY;R-3oy1%Mg?G;)D*+NWke z0ei-=e&PCYzJBm_Hu<=YFSq0pWl zSbAW%JQ~cVj-Ocd)9pDd9fa}PJ1c#hoGM%{enxX8IrPn`=6-6NdaYE}^){W8OVxcE z93SzoN=ti)x{jdKXKb=7q`5av+xOPKADU_0a_Hkao5un_E-*ezyJuADk<6f;#Kpq$ zYo*ZKXidpzwxoH5ptZ&#<$w1d;x!03ar$zCLkNh89ar1GfW>Nab@Gv9u;=BqGDdJ* z0XPl7S4A+EYpQ5!YU=8yBqmM(Yqq{_by`=dp{aSFoV=$K(EE2mag9SE)s1^(Wajk} zy@E3-uv~O5p!KH%)we$Q#XzHNBTCOBI+w*272ng=IvYikR*|9~iK68 zv_XJzA^u%yt^mqY>GHkGzVd)w`>S|r1wR8r$BH^VcA?-TJ=hmL3)mRRFD|rba@)L5 zOFQtR@a#@g3d8f>$khx4{Qowu1XXb%h_uEpECK{u$2 z(E;lVrmC!d3U4gBm;2)!d!c9a?823(2x1CS`^PK+VF0DwBj>G2;2+m8hp0-bVlUZy zZR$vn!Y4}4{5cMX^A>m|*Jbhd{d}^uu*fmg7G}=mQ)?$*0hFUrNnHChpg+Cj9p9}F z<2)|Lxw@aL4S4FF-Mk7w7UetdENMvF77Ma(>1p)1xN{1>6L`JS@LP#xIeRGzU4Wd9zY}QP%N5G zS)&=T104Q;->{jT*2&~0OL*I)_fN}bmApBJAx@L!R|a1lVXnBa3M~nojqp%whM7-VU%ou(P(b>g4BAb8P2ISkG`?;R4Y~ zi)oA#^nRD{=oU`W2>%@K_(u`0H8E=NbpY4KWOfC)nmc&t;8Uq9I4;kP#ssqL*Ip9> zBo82riR(VxYsJasxK@B(V=u%6xh4;UT%4L<)DP`v-p7sc%hf05xF zdNH4u)HW|C58iH$IoPERk_BZ2CYAh5xiE<>MQ|0po;6eFbRiu{AswHS8}*HeZf(5p zQ02F7RC}2ksOedXxc2(*S#4|OKg{phj$fl*>sMn+(SMW4K>r)Q6cb>mb?vB$^{+ff z@hF8-dV=To$r!Ld1RXmvUnI9f-b84~o4#ijdGcp?A5cK~Q$h2D<5CbdcMp$Hs|M zA=eediErP^vA)JCudJe~@|}%Ueg{YfppH-SZ+|*XFRgB_Y%E&dY-|%(xZKNB;lDna zbnk|)WnS;Tru!HO#+gO2oPL|X;xZS-d#EKtNsHH;`E#3|q1Y2Yqj7^_j`;Fm;NyoY*eUkzb{X^BoJuwa(+|8u z9UP9c0fw76`ppPR1vsK;WaT77Hoap3afmZ7EpnMx6l<8d1srAG>LeZ zJLu022J7u@=|lW@AmH%Rp{}{2tmqQSN2~VY^&_U3kzaBvqd8*JpBFdhc8R02Uftqh z8Gm^PE3&(pS=W3?0iaKA3;DFP)WZAjT>=ED@p3}>;z|A2`UQ!JQzBuH+30f#H$AAr zzaA#%rLUZ*yt!-?^zt2JM+&I}{fz=<3F({4Dpy-SdeR1jExy&pRD3CFHGav7x;Hy`5Kg?4%8w}R4Emc?n2)1NFtZ&b;@V@i+Fq}3i799S&sPVP`3p@3}*e8X|e=VT&= z5_F4T>CgosNktyDzI59TY@L5lL;(izA zDD0xWo8|p_N9IcK?XPkRjMCHmbKC+X{}zfUP~JELWHhx3$D&V$@ArP@+WSc~R2v*V z$~cqsKDhn%juI_Z#%B}7Tl_4GtpX-YyrAW*@&TcD_c(x_^4xjbKEmKvo<;vI#5+V! z$fGg=Vu{(YW24o%ebz_O^e}B`e}P-0o*E?ZxsF}%*Ff88C6{mm)?O!!K{y@`1;$*X zsRV`9C=UiU9Cgp-?zo8y*2fzX3g_OcQ(JMP$NP6nTZ20BaR&U5l70#mUAfiw78+<0 z$0wv#Fg7cW!DCmrU~x9L$zugK3F@4K8Ls|YNE6DfxO@54eF0xtg1btDD15%wg1!i22cJc15uAZ)8ou%-}cuj;2^H&3;sJuTOxiR4@Vo@GLEh&>X{hSLRl1l zIRwMeuCTP@wTH%MnseU#*yHmdS{dta2a)~E!kMqbUQdJ%WA`;Z?|}^X))W%uNEc8B zak2X{7!N;A7Yd27`md`)9>9nLh&|Uz`FAN@0#iGov$Pq>BB%S-;Drn`U~7tVi|w=Y zl{R80P=wAg@#G+kD_7W5+iPlXsKT^U`e^5I4?Z!e?;d)}D4x{1ybOXV<+^p+Qsuxj z;0TXoi znuLAd#p#?k=!cvP2umnyt7yMtzlGx;1g7}zaiW-5Ip#1ZsC*hT?>KEY*Wj|A)!{hJ z=UZL73PB@-T-I1q;f97WjCq%zNBcnqb5@o^doKz(3G|UJJ&Cxn^!|(c$93%T1VrM` zz?NPvE-sE9EtTMh+6J(qxuqrf{R=lXmt9L}!TCg-)2Xn4x$Yv~X$<3=14v5&>Rdx^ z=z@6G+GeRCN~y`Vm#Cr1V~=)uE46YYM&LAxw&UgRWufcT`QcFPoA`|0L#&2L&t5y89?!>QUPRel5E6YxX_ln4~Se z4X$5j-@j|+TtRh_XXJc%1o18v%WHLZGdogX8F(2LZFdvMv-z{MB2?P?%M~j|;L%M8 zx~vj@`b*RkV{fmc>pWajHY}&SiZfG$Y4Nl_OxHb>?UAq}e6J2(@eettc%jAm4ck~1VEpZ>c zgh^jqHRcTX9{N3WF^JtJ<0lm*H0)RTA(XmW1HK zxg$vl%*Cu6{GflE%3z0?!yl!_1l~COV|4a?^)H7;^ZEh5TVOe$(ZpOjoILEe&toqq zD>`TVV6L;%V!e3SIrOL3v447f8))oi6}f$56jaioxrU6GlcNe|*~&@)Ci74^?Xwdt zxbp=Y#JOQN5lKL3d$NrhT}goYSE}h{9POD7KRxUqUOf3NVBI`C1_b=9;Vi`eP_I!0 ztlAC&ol!_7GY1b2IUooH@IUuMd_WI;-ODKT-1Df?)TPXz7=ldNI(h$SU-1+OFv~T5mKb8QYEkNg zBGn|-?9Uk=2~Es%m^-Wkvjky(T-cqW5&xkz0eu-D@se1VIl#mpOlC}(VJ zthupFAjnJA33u(IO!PQsQAl7{dGun9+OjWY#X{CImFpIS@N47cZ5_E- zhEIa5u2y9e0!Le)Xd{ajeLjn%8HOG8@#g|<{}}%?gD3i=z*yNP&?vmfvD81MDezJf zZO1>XcF~t3lpDz5=rz;>iG>2q$DCf*;6gL`6>YG#{W$xg5YNE{C~{7#ouv^okA?v9 z`>k{xVU2-GUuQKV#K;4tQ6Ko;Stc3Le-N=gD5gm$`geWz;kzPneNf^2NY zT@h4Nu#u@6TXL4^P&)6^A&icWS8YvXiA?AQxu3ln)jI7yFy_#ihQgXdnTW``b(-ua zgkVU|CRYl$OQoqifA;a^<}zV2&Wl{GcDL>}AFtL|NUn_im{f`YR+Jxq174b%Yh3N@ z%y?eqcaVQ(r-a%jt6HVs)S87p(P??SX1P<%Lc+%C59~Ur<__hDkdvO>Im`kBO1;P< zvPp}>*R47U3@p4t=V*yKl}Y5uD)B&X!fG;~@eQEiH~>KeZ4P3e{cN%kl)0O}360Z3 zUan#!6covEaXATMmwS>ib!5`g#}k;zVJEp9-c{$?n$^#m>Gv;nF=#zqZHdT2kvQ(X zi*Gg(e*3oP=Qy13G>71EGZYeGk2S9F%FF8Yg})}X-Mv-|rP|vhhnej*v=%qTJS}(9 zWX+5>YD zzO7S@TUB5u=%w1MFNtbj4V!!LcIK~xn>Ygiw}*WCSFwjXTXJVgQCgdFTDmlUGXD-el-8=d#mmz$d8Tdy^2M8kS=W!qG35Hvv-DCJZePH+1Gt8@L zepS{Qo;V*8_K<0P*qm$fzUqNpY>-)>ImtTWO(gKAfQ5i7#o-M{E!Cd+zx)n^wtJEMvT*U)@mFHZU{JWfDT~2Qis1056b7%uoEjeHi=m zd3aJj1o~nY=k0zyjM$1dD5w`coG*nEAZ1&eotcN>h&Nr`27z#uiDH`QqTn-+K*)|m?&vObyCs&J()m1uQ z0e(Lr(RNX5N4&yQ{q~tt;mlSI^jdz??n94qzU3-3_h*6>UM4U2k)UFWcL&+Rg;;u& z-2*=*NVOu>Y;2C+1zadv1*K0@D%g*1yRou7aJvUOTy^0$Y{#3t`kg$n0Lhi+wb%Sa z+<0XmD4vzy(CDNxl%nP9UVPqrKdfbn?9Qql#L*{Q^b@aA*VJtE&8aK+c>WbGzt;Z+ zhG|!LM$=@Zci1FL>*+Ff{dCFQTIrIdj)>O&H9fMsHk$dNqmQui2`q(&mTSa?mZ&%8um1Lo*unJ+L%qaHWQThXT`hu}H*a$C3%GS3vpWLrL=FOPMsUZ_k3fdfe)w=gX4KuG z-m*EmEaPlMAnGuecN{itG`~6u>`e}bhUNj&>i6%B*5TEiZTU9+bbaNw3zL)vcS&86ejF=`deGSdVjol4Q zjOPQ%)_+3*$u^@eHbFkQXCTu@iGHhZgD!f73v!ZcVrRDn$WdksBmYl(XBigt*6#m7 z1XM~l3Q{5lNC~L0r9m1bB&3wsNGc&6LnvDeq$Q*V>7hls22n~YO*{y8hRHd?PTierwkHt$W?~_w!vEQecvjYt~fqu;0nt^t!~}e#&*L+TL2Z zD30;hP0JX&?H?vsF`E_Y-=De7X%S>}bf)|c2a7O=^4@3VJg<4aTf1q}ouL;R+uOC)oqX2Xyck%9Ucl}se!_`Ox^M{SEN*9_6_oGCmg)7$PHsDK)Y24}Ud&($hHEz_KkiJRt!IMw4k78J3ooUvN;u1~HjJODG? z!JWjiF&95-28X&5!7Zun_?gg4c8<&U(&OGQ`yI@(U7=`3Ek#R(vWaDHpi{ht6a0$f znNAC3zN;=7HlJ*cL_CY~_Cro6tI9ggLR6X%#2~^%yxhH?mwWZa-k!guL2;Jvi9#@e z%C6d62Z4lTM}mz$BRzeo&9{utpXFRh$K%N7(;*B!!*jPSQLGH@+(PaoT4GKtR@;;- zchM>bsrVB2{3BZ z+BRTPF|xQD%f9>A%AVD&YR_^yC59mE-f@vTfqlu)L49+Bt@@%eAKwscd^AL)40~cjB#urKKp2M~t|G;L9PLHuwNld{B2lUvxn9cI}!I zC`<$e1?}@~f%6Bk2hr4xMOai+^y*dh`?4VRZHeTJujCeK_!7mlwK#aOs`X_c6=OtL zm}&X5uA1i&owlv2Nj5q3^KH*I+*vau$4L0b9a>v!cQSOaI}TspSQYKH2Y91r`pJfa zd{wpP4p&p>o6w$1iDFHo!wOagm>jnSsT>?L9kTyL-~NgD)X@?HqikIHWe+GJ;WH~B z3v>9~$`UJ#TxWKu#m=+h(;A}e3}4l+ix#G&72@&V8#;MZin6xKx~kJsbkehmpfu5Y zq6;~KrHDL6Nf|FbxKYk6NIilZ>#0>^FxKa-OMr1$hZh>$B7$mNHQF- z2X(`ahUGPuqE17Za;|0SS+}9#%E&#fPlFH&Wnl1`u+P|DTnkd7#%H>Vy65Ai2z1(X&-e1CoI?;lv+mdC zyZ!UQUwr7l6^>^;pKv^T{@m)pgD{$(#j3jJkb8)mvg|PV`6B`cOUAGN{oCsx@$~cY zU&QKl&QGYd4|@ick9*{2^s!?C0t|Nw=l$o${jGE+=$l6@|49)uLBauYmXD&avpLpW z_0GDz!Jg>e>zSfA#~F3YpB*(&KJiadni7)INmbQGK1;@j5~F85^7r?43j(W5y1#7P z2@NF84j@gk?AWbe!mIwboTpr@nlFkwGyNE?2#eGV>IIKsMf$*p34bR?ike3r^G$7o znq4ISq;H{e??1b{f##Q`VM}EurS-W#bJKn7>tvCCYh@`ueA-{ng*Ggpl}pL$za>ox zx1ou(4*tD=h-hl*-IrB8mDDVy!-;`v^qX@+|+B z<-YeOo`QU{`oj1yZc%KrFO12$_LWLg#>lStTFxCAyY=+Kl8N!6^H9wQpRtzY>Ppj( ztXF$=Q;YQPE|EFF32!is`Fg${gN5?%p?EpLR0xS7jwXDCO@a7QKfj?Vu7XZfu@WG`SK$|uBEoUnzX;g{C3#6n9?0YC-iQ3g1xzV`=)p!=Tk8) zq%u2){99sYg`fXtv|fSHYAE9vX3_UK4C+bhKISGx8Lwue#zOjd{Nd!YBQ z6;oRyVQY@YJJd?9jO)4C99j=9^;gku zon$xW z@Vk~Wj)ktKZ}J>a{$qMa?~Sz&p(A@6rH@$Z=}zDD?zrRC_;~$Kb3f(0FUO&pCT35w zyRjt0&br(CNVjCVhE>RDtEWf!wPw!;#k#uYx`$pypQ? zR2^w9rQ@s`6h9?DZ{@x-7}X#Nnrl7iap?gDiq6wvX}jVmEG#9 zs0yQ0fBFa40RSz`WMW*`qE&a7DOwvx;zss|UO7L|@aqS1X>+E|D4&+9FoN;#>(-N3 z2IUJV+3FHR#m6$a2xE5~;f&hYgY`1kB4jPlMNP!Q{H@$~iQt)f^xhe>nq^y~_1;qH z_}}}4N?iL=3g&5$y6%f?bB z>7YBj$E3UDsMw;E155OELR8o^S4;_k0T!u#Z<(O%`eYg#q6z@ zx&8K2VnX|M>yP{&>WfFL84shx&Jv@NE50e9qygj;E(+{b8EBY#f3QmK1@^mE}GX zJ%T=$C~x#em8~)z@y#SDZ2~8$Ea%0E|(A2QNShg@rp0;N!6oY z={6JgnPLu@5bcmY7s#6ku&eQ7>hCiv<895BG*bS_o~;JNyotgeTv(EE_xig{T5p@7g^O4zl_3_G8s zaYP)1D*vLoG9R^}E_{8K#ihSlnxm3_$8Bq}yzT3ESv1!3~li=`P&cvLV#csjf;y)E(#4jCTmsQ%~wOpOL`1)X_e{(;j zG9}eDP+bWtSqfUJW1A!lfZvVtXFp`&8O!N7ObbjSzGytLag6?k9a2g2JQvBm(@+@l zYvIrKUK-^-_)tT9Lf6Fq6eJWOd-A^m3C-zcl1o5>K>So9EEsP=oCWaszZDn#nlzx8 z`mfaCSblCUub7yakkAJB7hmDxVwWMdw)~gs5b=$Nmsf{!VqyYxxw|pkJUl@`K_wgW z8U{aLpZwrKTB|H%$e#rUMr2zr+^+hy2LYjQO3DR0i8H?=P@t9G1e!-)PVP0USac82 zr@=?zj<)|19LGi+!otG^fm}2o;w|HifMdaqC5?Ni2mCBmf!Jwn-S}7w2J~Uq5J){U zvv+q}GSbuA6GQ+jM}`mnSLkxJmNe8*$*U9u|;hiT+EVyFT9LrBlqqB3ZMbC zhQ0Mp7Jx}oZ)<39l6-ytHrkNcUxSB>>#eZe5Trz4k9rRL^2tAuK}Qf@ONa^!>)KCh z3}cs75_D0*>Kj?ENFr*l!Uk@kFE0&-kzMetC&~6HyJ+LfqM}3Xjh>#KyHXTXXQhv% z9I#3v^^G`w5NCa|2(jRP5p?F=ggM`#;K`=Y1;S!~0o(Bxo9+M?+U;b-+h6$k-QGLd zxprjbBBw@D4?K0A^uYN|bf98bob#*t`g(v1h{rKVDGE7O-~dS=X2O@oeRkKshMdP} zYiX_PIe}PREnXNdH_y1n&oTgQFBp!eN{NB8&Qbft#ei>XjGVl<==Rztzezt2ofWuYx~@|ez@JKP+0*ur5^aWwvV z&Io@jm~M76_yetIFWl$wHZ08XV}L3Jhp_Nnc`VgrF8p4^0o(KKb5U)1x&APa5x2aR z^Gz_u`6|Qmhf`}pmzTc9jPzEDXf|W~eTht@5BWEW#CThQW=kLdhCEBe=XhZrXwa=# zX(`O{)Mf}rG8LlVt4treba6-0VnV{=A%5x@oSE|Wn#GqF zr!G#pICaCwS0yMC2rwbS;rNh2qmBlO6Wg3p(Y%MLA$ga4t`#$WPWI>y1 zfj@e47+${IWIyxJ)^>iXC6Wl&#GfCz$Bv9a z<_=|IdxH7SO-Z}rk{%?%-DsBjk_i~RO-)Vx5ECwXKT%!ucC+BY&4R$%+$k=WcSgadNmX`R(2&4vRq- z_`!tkrKapKM*+yC?0skS8Ru{_SysVQi-M`C2R^(C#u1ZQ0cX|UgGD)C_RqH3PNkAj z(*MA9K5eo7wDOYKzWiN@)A+ChW;9cSZBA+d$EM@MJZO2izr%AkH%yjQ)J4g=*VA?! zz=<5P*|mAxNI0@1%*Y>WSml=Y#yp#aXyDGBdnZ+av9t}ynyu5JtYUqdY0W6WhU=Pifj21V2cx{V_Lvc8d=?LHR+nb}U(iO-V_ng*PQ3m zHfk=$U@x^U+rEQCjgX%?;Qo^m>^kjqjw;kSS-~&o=~Nvj3V998TE#+qHI+V{{u3Zm zbo?3|&!l4Hwq`;OC&)|(xH+TV2zQiZ$L;rYJ6^~4fG45X+~osdSkjg=k5L#tI~>k6 zIhfZA6xG|~&?hvLAw2kI77*k7>+i1z+1nn8S*L9g7MlJ6JZLdwPH)Bx!`D(JHTmic zkIvfT-SxSS$8-lmTMPZ2o?G9)|Ka+qSghR&)|H_mVO`aQnL4-?KODsYS_f|a27bfn zzS+k~Jlfu(V<#E)imj8)SZ)_b!&;Q14j}0-iGhg5Qi{Hxy5C-=!oQUGLPOFm(OPM> z&STPSqmj0P+}zoIghTwq7mE37A4u%jB_!_i-PCA$59qDkU^|r|VqAi_CNNOYuyheT zS0mSa!K`?wsMR!KzPMZ@HNhHgJhq-~v4VkmJUl!bW{NReXYH}I_g&q0knNnDoJ~F) z)!QuPR-NZc9H*o7?8mANq%^+*dX~?}y!_Zv1E1H&G5%a~Z}Ga_U`6eR8zU|b z`a}bPsBtKb6FK4D1UD(ME`@dX6~+r*yUgyGUep zA0G-%{5rw=bnrdcoiv0Y3+bum3NN;8s?G!4*J1$*+mTkHDee3 zx{1qN<|IH^QKEOM$i^&6jv_1d?KknTdQ*?wjN>JsCuYRW6jX6O{IjV8y z!srILRieGgdzFmt<_L+4BLOyb>IS%tDdjn0|LtKZ*X&zQ>a_J(AlSUTb|DG^JAmR1 z!*@rEPaQa)89JDQLP-Ss#-x()1}ihdgBgO&{d&kRZ}`!$iuU|!sTJL86;eR}wfUsB zMw~m!uIuRNln-vfkt)70wqV!*ei;usAPmJx%OdbCu&aOrqU^#+!M-+^57vGyLWJb$ z0iDB`T1`+OJeY(|oZAOU1_(29jcei%E@ELFnX-z^reh!4AJq6>A8ehr3_&@+75rC) z&JXF`;f#BI7$|#u4V6lMD`56ic!^eqzL*PrBhd;SK`i$G0=^5;Nb&I4TlaJR1z_w^ z$A6Y%cBwl(C_Z>&GDAoxIxNYIduk7tp~?r&3@JI9*;8=|*ZqQ)463wTQ#zTN~n44=NTHAI%ageNqSO-<+~4 zoM*eqjyQfa)ID=r>*!q28{M3{b3v>UOTI|Uj9c;CSFgGmqZNXY`>Rctn`})!X2+K3 z1gYtML5yD}&UMN_&1dmX^r$W#2)TZUSl2Js9EYfr%3GOdWoH&ucH>XOySe%kPPr*7 zD~@&sA<3gdg%4UH;Jl8u1QBgETx4ySFwfHj9!W__35mp&S16azH9Y>>_3O{67*kO1 zw=Os*AFhgi;{7uk)p-NWFI$z56F#_4MeV zNnmZtDL6{N$6(5<8#H|G$3#Tb*LR4|7i5DeI3_)YTXy8uGAE>Q8c&o(@YzM=7*yLOL`P>}uYvcmh!HFevk>`h6eS-K1m_I8;|JnYML|sO?sa4>rDLiD zAj%Vl_)m*g9sfQqp1moXQNU1;Vm@=B{mYkb%!62z;Q_;G1_m)UIl}9t3kGjGY5e!N z^=(DDtnS%|MZjs>j#`UZ5nnVFNR}e+Y`CI&>~~|%zi)(~aFTk$Tik1zA~+&MPy2PEDPl?xf5i`C3e!Fv%5Y|J!XN34-{^ z#cPjdAJg1;&1y5CMaUMdieGR!cSluyNwST)4m^W{4va&ldH0m(tm?fIu!kCsu5vWVV1 zmWZ1^!fIQydDFUrAkleVIrz+{hf2QdYPD5HCU;JwP$+W;QUYwD@OZ5;4{KODU0q8I z^A0U*S6&zwxH~&X)@HClX?jOg{`Z43OKy9Ulc`$h9$O)24+5%1uB@zVczAfj%V!a} zf?<4e;7i!u^|G+IOugOE&`{w1q`JIZ$zeMlYaBAX&S4Op9zOU;SW$AjYtAKuz>oMN z-a|>5BE7%A-@Z&Nq1))7!R${))bB}&iNO+Vs#1VI$>Aqa=CSs67scqt!FY>zkWH zCz8X^%LFeC?ZJV8E2zf3?d|f?(oNR@@lH6S?|Dv#Ajqw+`VNpG>f}6=V&3yJGVew3 zwjwhir!=Du+kOsjKR>pswB!LeVIyPXs|<#D(Zu(3eh2Rv$;Zb>9V3?5;U0hg{{1LQ zbCeYr-n97>TNG_!koxsXjJvx#v_?_*EETz;qT+M{_WASY_^*(|s9W?jra%Zp`C_n- zgmKHuUwSt-HuCcFoQ~jzhmE{yuDn|RzOz#?0N9gr8hn=D`OY=_vc3I%aVo!-j~`{y zwa~q`D#Q**{E0>(9+!iZ8XljCEd$Dp1$yrP|M>q>Z%C1yMKq!+<{1nr@`zupvb?%n J{w>p|{{bDQPh9{2 diff --git a/doc/fluid/new_docs/beginners_guide/basics/word2vec/image/skipgram_en.png b/doc/fluid/new_docs/beginners_guide/basics/word2vec/image/skipgram_en.png deleted file mode 100755 index 3c36c6d1f66eb98ea78c0673965d02a4ee3aa288..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 68664 zcmeFZcTiK?*Eb$Tv0LIOd13f<@rC~6# zhmHm&J|_3>N+R4{`K+O9_ySx#z}+yIv|NCPHNqL`!(xN9cXX3sU2ke*WpT8XVKo-H zCveY05$WKl7UYH057II~1UVxlY+2=GS)>Cb!2?{8KGrM&t}brgk^wTTq~}V4-=UBB zSy@Pz_&Ce3{@s+xJslQBcP}K12%iuyLO@WEMO2heP*_A%RFH?|wt(PmegW`Llvhw# zQbbhpwiwGl|FMGAylm|x^^{cpSquCn!|LGU;~~k<@9*!==P$(P?q$y}C?O#MJ>&Lm zUT_7kcc7b(bpWrM_lu4)!EhcPdCxEc!y)7mz%quKpC(0{+ z`!<5tR>Dq1!VW2FEiP#N?{ogs{VK|eN=hPP5-MU!ih_d5q6&Z$DoS?*1@8!pDGDkp z{d=#vo41d(8v^<7+KyoDf9@6kAMce^^g>$uxO*A6ySw}=1v(DyKJMNQ?j9_PiV)Yu zSUB!kBOKkJ4>=)5{XMr5(#z2gX{+Mp?#e=`Cn#pkD{d`e z%WErcEo?0!B!CdOEyT(Xw#N?%&VLi6e?J1!3H|zCY61TEFU3N-0d4XEYV%?AmJjUM z>AUJm3I+iaEBK2&=DwkFzrK9_^z69;!+9P**5k)FRap|kxfCa0Zd60jpB_C(l8=>t zqtBy>x%26GRMoTR)K9OpUpYlaclz>fViD&}lWV!GikF5HMnx->;LEi6a{v0L5oB)4EkY_BlDLt!G4ume!Q5h43em-~EneIOl-9HNb=b{@p z-4p6KO%_;r-AWvGb%Zh`s>l(|3NP~n@2XT|T7F^gc{ z$vQ{w`R}t3tj~>S_K(2?J`r$l&rH4bL~L*695rt@wCqevWr%xzf9pP1#8*8< z>qaK0GNc{8_r;~-(V0d$A-kS8DMVW-eDHcpy}R4dQuSfk=v14TO{g+azD$#^vA{#7 zIMYkRcv_z)vgT5k<)AE6mt%~0YV7D$IbGeQ&fu6ej<{CT>SQJJn8TjwN)EonQlM3u zFsyGjVxNEW-DOnKX zbydwZNCUlNi>Gv}i7WPUX3nk#H4D1=h}W*Gg=A(^xQnt(;7B4 zo3D&spRPxB-x%Q9n)2?y*et0p>@Bhl`_a|k0aEVxi&v*hYhKa zS@kF_?=2RM_Uf>-+Qx6Zu)%+2da7_!&1Pzbf!`cc=fkKici=PRTsXy$mQ`1{5m)$9 znM+%DIk$`|AxLPERaxJ&+yf?%YI8rsL1CD?#?AT)IJUtWbDH z>dNh*cFwe*fr?S{@t+GXGZ6otQJRMh&|NNme?h9Ja|vPShO*M3`xP$Ed;hI~1R7sWjB+C zVtoeHYhv>3GLZO(*lG6P6ID%XaPeR>-K)g1-u3Rz`&>?5Ei++6oCz$h?B$8?&o%it zL#J*eO6#2qi-BMMh~ln#o3}lFdm+o;;^zrUz}v9f$-K{PRA>G*HnXC5$?qSS$a*@h zY~xR<$BA6QE5)?7RL2%YDwn#)og4}fjOpt7!zy?uOxV9N_SPuSb$@M(+AQC@>B6Oc z2snRn=R5E2qAUGPoUZmP=y5ww?@WJG$N^!DJBKpg`Cj=bji+}AutIeqT0ZBnSJ$gc zx^<>o_psd6!{pV@VL3JYN)68ck27@>|@>nm*{`o3eDWlrNHxrWhyOZAihb(_;eOb5IjAp&Jg?sDz1TxLs zDN$2~KkqdA*)5jGwzaImfTiZOksPpL1e65NT{cuDt$QHwLS?LliWz@NC@^d5*V@9-FB1oY9 zlRcZ}m=Xim$xFD$vUl8MHLF)Qgo3wMhQ?M#H!iI&w9rqXE!=r_W=xE+3ocWKNTN~s zauCjb`Nvec-dOCMVdBCc2F^*gFq_G)u-QFgICi^y7<0dTR;bWTZq#>oIJ8)Uu8@hw zlSxCOx@)gnb|-+N!MgcW**Y2L7`D^d4!iAhaaiOAE{TP6VWVc6OUm=$;ne2@dMOKo zpt5E=2A78gn`4Qtul(OE$gp!A7`i9S+Kzr!XCbKMFMb$}k9E%c)IF^lGHUewR?8AG zVWH&Hc7I^)NWA~2Np>5{Pf~}QTo-Gq{q??iR8Y7-qa@m=xH2cYP8FA@21~bbIH;HE z7fdmTwAnd*HN9vgDZw;>bMJIIaxLaT5O*}e^?D;13+Yz+F70Uy;>h!Wx9X}Ll)bIzsp6z_y7)N@A z$_s*@%hX%J3`t+7!Uryjzh||wsBD^J?N$PpYN>^t-8N^Y_T{RB?^);% zQMx*7wArc7<>X{8s`(s&3`k6I;9?rXa!txI5#!xM@>jhQ7rOl1j902T5mmx%c1v|% z$1KA`S7}#%1e_Ke*^Q$U(kS+4>ON?|qvAs6fsMPibs&Zn#qb+dE`OXwNYON|q9-TP zt7JzHdfmgmMAZ~%(I!aDzf8brGKKGNFt$C}2$~t`li=xN&$4)rCyPIj(P?g=t!u4V zwtrRP-nm=vQgMrbS-Z?8676_ymb}n>)gmrm+ovg|y~Mzf@r1v0OjxBdoDd!V)6}eV zXRbGcOJ=>p&_IGGD16l*A=uY5{)H)y<+HAAZ)or=d3DxR2Ru;D`4hr1c}Kz7FB>bJ zqHgS!E;#z?^204HIOagGR$%Ze#_hu-@6LGNYKSf+(TJVsJgge?Fbf#QhFPrt)4usL3!*1r)4g&KfWaz7`BUHV0!gppv!zAP>$Wb<=J#!7R>tcmfKAK%2f6)jk?t+al_>EgPcEeA838Y#Hin_7A-t19k=wLuOz0$alosc3cXLRfC%YhB; zx?BhLMF->J2bvUbq$Vc0vcq@q{tfr3$1+j$Z{BWyU}*zZr}W^%I#LX!+j&`Mj;{Pb zEa8iSoSS5eY0LvNv&J>d^8H~PFJFtkze0wI(gyjUmbjAaWID#+a3H7#iw1Tnp>`*ZyESJ|~H4#HO_>g$u1y8Zq*Y>utn z=@hg^Tx+WSJ!4K## zo4$-j7PkcYZYlR$?R!M5{%8#Ec9gi|M+&8Q_Dtuh#-d+l9|C&riQ$ubvt^o=*=y(9 zS+KVYW04H{P&|vCbZfd9ej(_F-D)Z7;{LBEay)n%*{xUob<#%P&8lB$Npd>M#d=#! zugE7*b!nL2EtPSds7pHPYItf0x2+2bGhm5DJFZM_G;1wUuDX124<}Ae_WYoX+0GZI z&TAcVGJ5$EC4C2%mpWj1v^VBFvm|PK*yVH-|5aixAa>PzrKT%kcrt8%mU)cp&w-J8 z;@17Ts`4~#3inG2NK>5buXeJ@OwIhYv@35!)9wvBt~YP>C3N66ZUx;;Hb+Prj*7Td z^lx}hiTd#;ZfQ>k#~l1wsqLShUl-JL66;IyygwDP)mun(V3_r^pda<39}dn9xQMj; zRfpl%0@gP;VOeG5)!^_l*X?n?`eRcz0&h?XSIk=MaKxU&qjvL}!{%dySn@+Brj_8j zQ|Zg2Jvvz>wHw z2I@y(>&kQ4UUv&aE=0N}uI1+S);bidOa>CYx8xI*iB?Tyw30?D{%=;@_UnRjI3ow= zQ?!>@(gORnanqGmgPguG&Cc=_)eaFu&C9;HjSMlXu#_O>@*Qa-qPr=b$igt?1c1W^e>Xds+!Az;k?xXJ?pv#l}X9MjjmN!@X$VYoadFH03L(Vf@ zoD-d1e}L`tSKj%^xih=k^Kg;rlhvg8ZjliGyEq>-4gM3WW4wFuX8NJ>l9d12REICc zEG)Elll*accs_2iFwFvsr;g_gw&;$Ze-uVo8cCTk4nf?v9n4d1tQ5Lam;3ZllbVJ8 zA5@)8dInS2pKoRdGKVu|BPymjhbY8S$2tBLtXOD4Y-n>y4}Avb(RZ3QwTXs{l8d=h z?g7`vXl5QQl!jlO2ZriLXnvZp?8Z)BO&d0wnfD|%d&VgoK5@*ZL0Y4#Sq+@htQJm zPhh!1HexM#TAuj?N2>bAHAfb@?fw24)h(jkca~eTx0YHOBqqGfJ1Ny6$nvA&X$G3C z3V2I(0Kam|tawtP0UV2&rNn#ui1rl5Zg+8|?9bnJ^=0Ly|C+MK?X)>5?mY?RO~LxZ zZ{2CmvrPol*4p)^cVHtCA8Veor$^C5ucat!NpF1Um zA9JkxL3-PWOW|V1k2luuA1BSs?imUf-HGGA@=hPykMUhTYuO;tel7N(!C@udW2v`Wb>8l(CBG)I=Px!mal5rQ;av^6C-_YiZ6 z%UK~cC`){)B>!xh@%iV&%VmP&ejj7is)tX>t<<6DQaY@gV1}Ie;^XbgiPY03ABdWG{+N!aW?vf4bjAu@+;E}K%yjU2 zmQU?-__t3)v#0Mc%e)Uaxk3ULEW0$07`e-hDwhHnS3{Pkm;0xGS{3(VF%=^zp$|sJ zd0+FG^e!_^l-5jy$6`7jhi>DFXSeVUKerFfsJTLaMKZ5o55;(7e?7REycV0~=gvK8 zSGo|l!B$UDoo?@cr$ia)d(nXUR{@hfl2BiEEI&BcsZOmd;4+;vat5t8g(;VHR+x@= zoQ~5~7VCPwXogQ7waem?+DHjqp86bbfWzo>qYTrNh8UG+j*qrkbC&%^mwEgUiA>N? zJ9wC3{Ed4#^@qvN9K=noz^uc%twPmmxnSLfZa*at-1+#K0F~JM!J&XkhVp|3myG0k zy>iWijw)uimvr>Vu_w)*$g)ovUM-Ug6gv)U4<64km6T8!jYJH}=!k&qJ4@eb-M=(ucV5US=(iv1>sFDvz>pLr@O(~mQ=a(t#`RQ zBMs9fxz#E9l&*3*Xt`2DY?2Gbg*wP{pol*mT4p5P0cB2`>l?0ay3R4p*chOcw^y!J zJL1>E#@31M4RD)8JI$&=z0sSzz9G-7Gj8%|<4j~cXYV89%IrWwW%UzrLVY(b@&}Vz zOH~`~4afH6URpsHAsI^ir}@xj{o$PYMHSIKJIlbil*xUWR>r=JFtPQ=l5=*s(`gdQ zrpTJKQ1@;wRA~wy6|SZRWX$!3p55ghkD3MH-^D*SamHzASVXu0LD7h>biQv!S@Z*uD^Q^haAUZK~h`n=Km@5Rx>EHh*&s|%iO89_Xh_mYQ}YZ9Nd zSg@-tT`eX1lhVsI9B{)Z^|^}v2h}@jT2x3Oo z7JT3_F0JhmzVKn9>^W|^wLzH*huVM{*mfP>Dsag7VW<+r#Sj?D-MP!Xo@XX}wFn~k zCox%1GE=l=%Dt#&u(h~-3u-?V@u_k;Y^Ti;Z+UkC(@|C(+fVyIu>fBZ+yy{InyT4! z=PJ)PhvE7~cR6|b-zH>vVL7A5DvYT4?werNbAVE%>>O?Aq-nqUk+<^4mB|b%qZ1B} z85&I|)KPds9eJKd1yM9=T{ZS|Vw8Oi3Ps!^mQtcskf*FP#2S-#MiOJ}JmIY&f!%Fs z_g;X_-kI+88zgdM#OxPkxM?^o(b9~eO4)-eOYWphQ0_lC#pJ=dSbJ7=x<=3F+tW~~ z_3v5!gZxf?>%ag~pps*L%qGfZhh(a77}iy9dmYgN3s=GS!fT)Ap1;f@*6yd&Y@E>9 zhHlpeyj^E`QD}38ujZqBNZ(DB%XiJaKHn@%lsfz~%e{Uy`Vh|BJ&j zJMyZGz6QqF){2zCYCA#0Y9g6}Ud~f@@fg3lk`oY=6SeFhGOMe5g`TE9?^eP_7#1$? zo5!QPHqz^vQre^MmJrKz6*=RV8MIW|*!}&nSnE5kat2EPgcVX{TW~LbVP3B($vYa> z*CzN_=9^5%(FAsBm`3GuB!8B&01O4eB$g%C*?&+p-q{*=&u(i&cesOXJ8?K;>hxt0 zs_PJ62_jTh*$=7ZYN|!XG(if&o1Vfx_ot08YS!hd*;=Y!oGLpXL3W`eiY|Uq2(7&0 ze_6PuUc!4mS+;1}tF(lPvCEG^pY!_A^P8GpZMi?kFd-=dm1;h_%fA_LPJVATEZibP zE>aSM25DG1$7;s;v6$G@lSWIvj1!=y5-ze&k!e_N&H`t?fF3hrrboO7%Hw{G5i z6Qkc#0q*glt`i2tpQ*{Wo%f@?`1Fmkdy!_hENWe3HqtAxH_>J|d+GU?2(IkZ;h&f<-IL#M;J=Ay1LUy$xkUohi$zzM7+9}H_uTTqVuC;#I zmPX7R6Gb(xDA#M<86U$ewwuMtyO*?)%WuEOaPQe1#d~Yvw!XKZB@esNj_i}@CFep1 zd*--)i@6Xpf<0|@8)ujAtn5sHR;;sAiloE+@R+Ix2-7rv?kDqGcgqoSbF^{&zn03Y z(Z1Q(az%=u#`vA!+~lnw3%V}va*MVpGT&Y`Kijwh*()=t%2%5m^d`s0#BLVGEiixx zaB{z;Lfw+>%f{8xU#Eb#nwZI}b{0#QNb9Y;GV?>}#gPO4QmGePzhH#*NZ3MPUX+oO z{`T;zlV!q5E+cm;3|X0H?ofr^pq-2yv%s_S9XytsUWlTx7^fk+Q%t~xFDSP}DeMa~9qCrnJ{J6F zBc)8!<|pTDio1|cTOjS*R=K{lntH(7Fr^o8o}n8PGW*9RaN$(|9^j}IMrn!O?}Np9 zQtX$V2y}Y=NrLa>%QxvCd(r<0&V4(>-IV=7gb&UrGEHCPmR}t*$Gzm+QlzYRRHwG| zgS|RR9@~)GvX{!$YFdJ6HTvne)U@O-5bO^Tna;tFwVzSov z%Y0X}Z{#y{ACKI)?=}nKE2eS3y+XBSw@hN*gO4V(ok3YFrP_Bh#cQ_j1utDNsXn1} z^7h;mTY0%8NBY`F;pc(}PTArfOJZIduWaP2#96MLT8qiLO`aL|uFnQD z=ErwO*YxRG*OecF1HPfps>M&wdglauk2b4pstB1?5u78hJH%X+{?#rTX(<|3<#2YQ z*S#}u%DC#j>7SQSnX>VFrrs?>Y+*$Yl!dLlvd=DEJr^H|8aZW~n94w0snxFB*V}o5 z+5xy?m%l5$(lV-xIXuLcuXix*D1q zsm4np#J0OP*tQAct>24BavS4`)^$Ht?RMi0&1KgQ3pN<2zkCw2w4V*q6BcY|emqBP z3*7)z?>4G1sTm0@_dHk~r6aGLdc4cTVX**kyz+Y#x;f8E!`8M_86xa&K3vuJ~yd)Vwk!BoT)RLV6i7}k}#s-RrQ;aHrq8enu&?fBlb+OxVW z6lhp@_l5SCF#2mrI2qG7Js)pwuU?Tcwl?zJJdx;2XK1NAK?6g?F#}OM^+%e6ylmQa zc1~-lBM#%8X~$XOp%uw>>LNJl$9=KMob~M-ohwgk#J{tL<$%DY()m8l`&jO)Dpwdx zAa}m!mHv1cNAgLPN+o%b(OQ;c137i1hf`T=k8sxN^T6xWz8xQUPI~D0!;|Nn$ejJV zLG8=tnJdie4Ctq@iuf33-7p>Gj1JiNo-le9k29)-7i!YOqE4uTCBCxWO_%VtLxV`f z1r!HU;2a+j`BXz!wWVL*yaFq{9)m?}d@Gha`1xra6pI;lL)Tk&`fh1u za)=*i8F{?N|F?%DChmkfhScBjOz9caHX;w|hEP|BIoSnO$oUxVs!t#n)jIi3R7+wmc?A^CbuSIvfd5Y#DmV_>z6AIfe1~;$#%+6s zCk2(=8n@!bmn>{yBGb^KGf!A1`V_?tS)!%DbCs_n&8ZcGBSj z7qZ60*40Ulf^rYP9+n0nEA>`4LO@-o|JJ?q0;?dNJ53&A=Ke^is%qKHPVy$txZzA$ zf%C8G1#W~KZsqj5wGc+3&ak6_6y+06iL!eRygJ14w!LzwN9%?h)UF|l=!}DZ-2%9R z?;PQR-2N|@jqe}pXYvj88b&9hR~aBDCC`1CRap$3W*OGFePn$;iB%r{*5jL6Y=u!? z+|nH7_Jnh_%i2^U4kUQfgU+f?8?4?voWLN=yHk0){qVkHg52kLfy;$OxbFWhmcw%? z#aR6S2`>}o5-0o^Bj`Pgx~|8q>n7N$>vLwsR=Sj9eRpdivBJAAQvv~JA~{ei?!nMy z08WgTMcwORf|}rb4(eG;evUn8%FmbpyDh6H-IjU(>nZ1>a8ScUf$h53vTU+$yaF9!n=8P;I4mFB&5>;xHLT+6XaJC) z^>DW`iQU8Sx57`#l6&VKTeJrnTg};@)lU|b` z%z%Qu zVm|!!#I>y m(IM_r;#APG>dcOhwjzy|;nj-xb30cs$%G-TA^w>r@=2NBCMMb$^2 zIG7k_Kny+H-%WvQDhGznaa(eR+^uNB8!6QsE?yg3M0NAgj~J~-BJVp` zc8lD9?XigSC?%g9sCE*|?t;Fq)`_;kxiugeW&8WdRuvUZmPwHpWdq8ORLcuGs{&eX zLA|vR*C{JawB!zcr*>mTu5l`z%aIl=(rK_Lrnjjm33?-H-6cJSI~sGlm>eNedqn>!$e_t9TNfrWi5?`Cw@ z;2cgc8?M%LF_G-Tu+BlWZ98L`UJ*e8S zv_}6V$c4~w@*K6T*p!E&Uc`v_1)bW(p%KToS07Am^~>eR06aD7fnoC~ zfLv3Xnwb_Ms5Ipcs>W#aV@2R-y`K_p#6Gn=_J9LhKBn*zisxY{xjL>T1D|u;^g9a` zwS5z}PLyzGNFMGjSG(hG^4@twCuBF=`G@nIc}z!^zP3#LrhS6d5>4A5TV9B0R*TC16?xB!OntOTZC>B*)wM^b3dPd!ul-Ru%8k6>w7a9PB~e&M(0VFR z!J+1~rZL7Lt2i>sGnm3vU2YV&lRP2GsV$fA+5pXL4yqZA-T5Ek{7pY)fHjgiiX-X4 zpfe10G5pVabp+LjVkGS{`%M;;CO_9TRNk@Lh29Kf;?A%47ptSFHo~-J zcYnAt(O8@48ovP@kCjYNe?sLy=;&Rxt16ciA29G=AF~0Sy0%|~VP*t&6 z8fWOG2&!5%fFTr3d%69CHf->B26Vq9F}2F=FTO*?Z1e3`{UNvfO)J_CuWd}*FcjU? zOf@*nRK`yvh<|@tmFhTXq5$={eDl7cqlvq4aEqM0|0?gO3S!{b>2EeR%nn68(1YA5ePe2kew1|k&Bqn4|hs^(@88B<=}yymXvgzvHZ3AhDHC@vHj z2Kto)e<}=`IXb$OW3zz}x=>vLHeP1eH->y7VIvxIS(pLz05^79gdY&V6UprS^Bh77 z1{c4Jq}xo+pC4sHsQF42(8t$2+oXjC03u#ff78^3U1e2Dm-JmSGJl^ZqL=ckxWvqK z@Q<1y}dDUTra^54RS(B7ivq%+^{GPN)t#c2Vr8hgNU}$zD zYOXtNfv;RrR`01tx#{4zqB8!q?4NfR{px#S?$jQDhUdHJZ@?o+ZXPlEPt`boGo=`w zE{oEs^O8FF{iW&96z;mCvVr@{7}!Z0fz^38xFCoBNR9vx257daCp2XY7#>$oaeUpxB3_Oh(FlnaHEpz!2eXW zw7J!(#JKsT-S_%z6iy$1i4%Y_tp27=c=B=q6)4OSjviI(RZze~U;=iT%jw=1E&qb~ zH@EJ@`C+;U9Z(BHQ$<$I%NVq>q3&oFdLr5_rWYZ?Ytby80kDexZqef(@X>Dj+$q2A~*wR zf@*&vOL61e7;x9OxvuMRIIU7m(ABkYk-WZeBXB6d0+QENEltiG`T-umZz!M30&%R@ zkE6kBrFaE&@avJUKM4JBLTKl>T6|9Z)s4L`#oF$~-OH>{WNPN?A9u-7xbtQiH+VE2 z^qU!`LzoV1fCa-hcb@v-!Nri=A&d=AR4& z51YzkiW-^mn{X^1g1Ld#FI>8aGkR|l`1xtwfh*Vb5SsOa7n1H+w9}J z+gm1S@_R1L(t;>vcb5BXvYvAJOHk}|0ed&(u21QQy12Jc&LZN0O-P#Wwe>>u=3=KV zUL53ds!%L&h&HOb$Qbw|DSuP;Z!kq(-F6scJgV;=Pl^AwjrX5PO)R}uH5IypzhQl^ zqCw-6*MPz)Lh}lk9>@ladw?b?JW`8~3{6yiN}0-QmfGYZe9DXlvL5o0dDQBqd2<6G z$Z~3fihj6Q{?_pg$$VujoqeX@<`Ga!%+OZ8uXbIW(@o5lui_xf+$u$#%qV0PwRS)> zouK}dvZ`@DeF|BMr*HZjmzYzVPvp(%+&#yPufPmex`Kcj1ho~e!7DYYbH14#9cOrt zT7kDun6W%zu53Pu#eAiTuNJ0;hAArV6o7#6ZRPFt$9bMjD#34jNix6&Zwd1KiOAD5 ztFw(Bl@pZr7Mt>$biGmgTG_*6NS(dDJ{yrJg9c{OV@V6hn|EV(ANVna91P;dLJ|C8 zh5#q}8^~~siJ^e39>mp#1wQ)TQMGqglRyrhIed(vit5gvQ)|(j%u|kanjKZr%#zkj z&zhRhG2%4kX;j@A0)k%lwondh@ zIE4cfFFIYZ%1G$_T=at5_#1261JL?|1ql1A-&3b2+%P|jQoHj$PCB4f&i*wSm&mNf z%#MU(1tVB#oqV^Lt`7~D>N~$yyK9kW$aq1>{Fu20Ll1VQyRD; zwxpb=31w%x^eh-2rLzRj7kZ=qpe&dOjK7pwMeQW7HoRT~j&{M7q-CVQB_a0L!EYdJqr%Q6JtWy?fe*mR3f=zYcY;n1xa`wwMOs;sw>8Zksnwh>^NXcF59yiNl=)Vbm=EZu1liS5HeC`Ob}xS^ue&^=fgS6!<$lj zi}}u93dSl;YgN9<=S0KuWi5ulC{IPKS)%eT7$nJIeD%&9p#Aml`iUZcH=S#5v$Wi{ zo6+{U^^j0)f3zicR6By|;t)^d+OFUiE{x~ zonIPcH#lIxlMWWb5AD0>;A{%vG4HZ~!7#l(#32DPbMmt0dMG!*EQKHKgx5BDFN~5W z^qxz4NUc85_DBsYl}HVsL-{c!kKg{`JN~%D@cr4LE~lgu0s&CL1BUs2NL=r~0LDrR zE^#_QA46&)uX;#qJCe!(&F0&U{h@qN&i6bAq}TAMQvy~b?=`W#+0AcXoaG1Kevz|Z zu<3nL9Tuq?3uvCpd$d=5lunA10FTE+Bi`MBmg3qa0Z}0JtyicAUCA@(7N$s7G72Wh zj78XjUOOzr+Z6x@EC!foh`N?V=@rqPqGceNAa%Fqjn0*;Ie(Ol?-XDFXl4HHIK?H1 zLpqDSVlzFhzoPhU!O-BRup{D(zc0R1{WvWTsbbQY4O(I*DqN~t_nfpx-RHr6@|3}S zZ{oomt}Re--|bTE&@%h$dVj#6K>nL!pwOS1mRK-c60 zqyz_&Tog1))EBnfZD|J*zdi^%%Wj*WsCTB4ZikVef3rY9fgCXKB}7a-`jfaab969M zs~x(eFB4qZn;~Z3cChMBCD|Tv3DWCIck08%MAQpySqb7sVt6KCfIf}}5Ywe;6(hG% zYorb%^KsPy6({*uZTsDAJwWCXRzM8Y$A?+Wa{>Hcn!to_Wz29`MI0jyI6n_vRAk0N zk;DX#J02isv<%Ssa#6H#O=duJ{`vDc6}OQsgeZ=UHn`y>qs|JjkR

    vAM6|8VX3y zbu)~QqhFuIf^GOFd-(IZR*31Zk5in6nEs51e6khfQ(kE~AS%QSsxoKc17_oK{NcOZ zBrFjO!JZv!3_A!qdG4Plqksjp2Q61_-N^Oe86qnD&y#T4-S87?VA8>nS0~2mXFl_R zL-zut-axkgF2hFt@vzUo^+nUZ`_Z<0Z401xMw=>4!{QQ9_XD1$qeEgXh*$i|=j{GH z8p~(jF)(5^-7Mk1D+cBUI~KHG3S1{Hw;e8n=6a^?u+0}aww8NCX(+kFSvhL9WB-V; z(`;uv?)%4BZ_w^``=-?I0mT<%{^Qn9kPUc0vu)7DYfE$ALjj;Vx1uNnU}$|3PiSXJ z(r+HN@sXyXe){tZc6-QW9Ve%~L{gimX;3a$0YcJi9`@<_6I=aaEkhlcqCAw|QSPnz zw`EjXv`G5zuHb5^uCzZR$wVV?r+VWA9y`Yj*-*^Gu0y?(Sc60z~=O=SnkVOLl zp=dcPz(e9%Re2SL%O3|#9@q9sYF^B`~fAXY&Ewo0v=sbWOGHNPQRvTty zn-=q8DX+9&x&jHY+3rYnSPCATw6R+opja-OKR%y5Yjql`(?(R@2ly5a4CCUxaF5Ph zMS;NB1niF!+Mj?8=sLnRv=S<(=0H$Vi;tX-#X{#Bu}lMMSS>ocy0hmdtLjoroCIoYfAV-{egO4375gXj6; z0L#47`m<%st{;1Ip0tBk@$_OO%VjPLu=JH@iWhWsU@nS~JSxtEfySO`FdqUAYZ+2= z=XmZ-(mhEHGhtFqK=r)SR5c4gv4e{P28TG`erfl=M7Xgg3B~~d^%2)=fW)nUl%~&| zskZK;i!1DzD(U&(i8DuG+hEM$2VV|wZD_pTBqzr|<$SgKz9WW>-QeuWS-zvDXU|03 zAu-@M$Q*h}+1CEUb9|pb@_*{&N%`xfeLVow1mir8sW6vScH=!IO{jOD{{Oae8gqJ+6ZzN}r`YsAoa zj&Bm|qt?4mLiPHw0a1wbaaY0M_a|r^e`*fck1$cs?@E9zlW|GVxs`xrfgDH^usNN* z_ISu`0>$Z9DV}RR_PY;y|Hi)Y`y+o{pkV?579d<*flU84NNCXaWxeNnpc)pCWIvaZ zqdaGTq{WeKE%f)FPl7;r7vS;%-x5gVZ?80O5+#xxLSZ~#j$%!MtIaAxwU|LX@x z<`rgc4ZXaB)(SEzx3se}TL8&<)3mcBMS>S!KcS?AWs!iKxKj|=?e>(Cul0`&kgG8e zmx1>TEdjgN2Te`b0@U8EaUUduy+GApgY}Z3fJI=j6}$st{;}G(jG6r+pgiS&TUvfw z$jC~4jUYpTZ0z;i=F7rWFxuV&tk4c84@|NU3WX?8ASxy{0x(m=IrY++h^jA83PwHv zxm7@{iaC_}i(AO*mTfp1G){7Gz%U9>q(^H2DaZMwj*~R^S(J|Fvj1Ih3kn%QZb*dl zffqd3Y%g0LNkSY1T*Z?jFN!=`nx9bIX&wd)*XbnKA{|Meo&|2rkJ!05BY~{9aVNNByzDyL<_J5ONN`ccrYu4u; zt6hiRI0HNaFXW@;nIT_ao5F33z7NjzgA`q%fhhn7M*Ca=6N>Rla z=|a}-068^~$sDU&$1GRv7H8yVm*0y-Vd912;8%$8T0E5Px z#thUD2OK@%Z~kWpgc(Q#uM)ugLmU$lmbeEsD%L{biF@m=UH2R?lAyxi1mgd8j=vZ5 z9wFAlax1F(r8dG(`%DaOoR}rQ8!O876Z7GN{ODfde2!IKSNJ*jM+EhK`lEN_XRr~) z1Q%()^2l0S>I-TYdavjPc|;kJP0~K2HBMNxOB(0+tfHfceVp>;;qo}H@Aa=`?{G#x z+J#{IH84**6}&)@?3(R4=m}Xrkc|}I%3jzCF{--%ijFmEQRNEjF@a1Uh&WV>YioVI zDiaOvmTk*}rIf{uBErHP)UcEysH$7`Ip=6M$NsU}>%v0irzhIqe1Z7&ekG@sU3($Z zTMIZyum8g4m;eLm!S#P2*9BGsLJwr2pIYb)>A*2uUZVG&kQ{5 z8p(Iv5~Km(+`U)Jpw4?2I4T1USlMGJlX$FdW@fhb0nKxchR=WvRu*FoxF$fcy@t<_ z-H6sMSX%?LGsX8ZQb8n`rvoz}dk+21{5|Yq_W=my?*bHB zkK^BON?KZE7$v;eyv@a~!0JChI>zzhfVfi(AbTNSUtdBK6y6uRPNF#}VIzH{?;Ajj zgM6%}0NtSiZ8cfJ-rjzV4Xya(0-=e?I|(Z5PJv5Hyh!xU{O_`@<4oFpw6DMag58bP z$%g6~!lFUUm#J&lu2G(gfagN8jh*X1+V2-qEEpIXVg=Uy)=!8`SN4k6tG`GrWWE5! z_L23y@fySzh?c{{!v!Xazh;?_#38qK_T4EZv9I>BTXazoLz1IO!YaH#T6`c6W%pRk zdb&CAPQjHwP$--ovZ)^Rl?+%6V4;$eD#77(?m(&SeP4EpwMVS&9w46huH^3e}m2bUUaZk}Th&3~EaH^Lqdm9|ENx zsVXL#tDTvUReQ$b-mei^+&?r7A zILd|XVvY+Ir7VcAS!73c@g^%HE0u&qD!W2PR+&Xc%E(9|$|$3$>`_9< z4$0oXbMBs}&*%AkfBo6*ecji6jdPuIUa#}IykK=_W@c(Yd!j^pR>a7KhK6Q>L4so+ zl-%%;g#G*gzDm@^3#ROED<4Qqj`#ObRTlA6NA4*2l*38Xi|1urIe(G(|hdH_g12e#(VInQ7i6~3K^q*yFQG7lHI+Tj@`z^`!zg8+7F>t)7O5jW` z-v-GkwCg8x>yi`{LfPd^U@RK&H8(G#`36accV--tj%IhnPlv(a_F{X?lmDN^N~Z&J z^)j%nwKb-swYfP80?KrCvIwH7^AL<{Lmhmr8P=dRfhA(3Bty!!FP-DR*Xp+<;syC` zKiVUKl6|KH6Bw=l|A9SS7RN607?wMx>E2g;(AsLKvflRu@dCo$kGAF2nN>i%-UQhV z21+t_+*l&qh0mU)^QeWL%pFx-?@NQjB+~n%yFvl7N4s5C0NMYvvVm;p@7_NJws&(& zOLR#t>lU&_KA0ZM!^1y*9KjgIEWAWrlw%9oJSWkO_rSerN>RQc)^?v&K>OSVGI@1k z02(?w6Q!l4#o92xAz|OT$A7&q6|Otgn}zmm551OVZF8R$6r=?NkpFq&2mMQ%ot>?n z$+vm)(A25SAcc&RhImaScw!R>~n_e<%EIT9nIPbaOkED{NLwiX=-` z#BmzYHZn3YfsEpSdqU#@mw_WNOzUw~WXOP*p}l$A&bMY2kd|$NzQHo0#7&f(`yb1? zJU?j%hLmy>nF@{*$>{$sR}>!4SXR>SkGJ{vYPF=m)z|FL zCgYX{3Vo+?>+b9qN(8hTUatK66VX2W@h_OUaR~Q2&5d{30bwD2)ab+&+dC3=w_wm| ziBG&THa0f=Hj*cP^f`=&1kro}IvBumJDF<%E@z1k&_&SYCpBTR1DrFlwu?OL6o-jP zJD!-BXb0g${HQ3CzyQxWvIltZB%cCeg&3Q(E5D1}^T^)n1OGIQ{$q1PLu83JY_SI* zq6gb7Dgrm=odWP03Y@yjYiD9&Vw&sglSyQ}vvYu51dCi7MV3?Yz)tXlV0WF)4QG=% z&z?>&ZG&?z#IPMJa_ERT0V7#EGq37Fxa=hE z{7|6t*uCirryWKTc-*?3Qs+6_N*HH^4vN zk5c#Jqzjn744Gp;^$me!0wX&rnujvGA=ErJJ(D^$3MmPh*%{{XD+G=4tm^-|Jd~D! zsn-V};iRzdut~ugT|lhwGVm$aMg-qc@oj$L*aIHhd_->N3;JQ;a=i05s6rm8;zu}B zwA8}cKbnPeTp(k;s^Cv$q)dkcMf zwpzUX7%^i0lwGd#u<|4@FsIws`mD8EARBt{+}s}g!rebQUr3_#q>G&P_TTOk)ghh0 z0-%=mv4o$`4n$*L3d;a2ucpF4Ej9V-N7q>=2azyky{g+hx!63eSZ>h}6=WB!wFPd9- ze1Q<<)*SnjBXJ@ryYjfo$s7J^om!rQ{5T_AXq{vzgT` zx41CvsV(sAUX6=ttg#cYt{jmTt8ypL#Xju&YHjtTqPZMFb=fLv`+ZxaXh)ikQi|@CzG*?-KOMh1Ob%lR> zRMBR>uL$BvQsFiZ`GmV`5w>7kmG5<~6S*Y^eA|-aGF~c@dYMI9K;`m?w{OTlmUZl- zX3C`@#;I`YyQbwLXOhX%cXA!~v518YZ+On*F2;OWtpU`mjrZg{#M=6v^@FbkR>P0t zko9Zr*6zFq+Y@DvJC^jvWMygiouEra7-txe+ntZ^^KZNUc2Lr1N>Xc;Wr?+mZ7L`A zMfP?Kk4S~qZ|!3qK71%~Y1~X@J-=RScS?RV%;;XzXO17uUdMeWygS zi=^&kg;mJ!u}|BN3Y|DzC;H3FYh~0z`1szw!kK3mbKfAR>&~i+ScLc|sr%pS?(Q#L z0_I}gTdz^vQG&?fa>+?a;VLXB;NMQtqpPJF*u1tH_GqFre!E)Lo6Hj%f@t}bVgTwA zxa8-l^KHA@`y`<6#3wQJ9I3rA>h;4jVfT*k{-x3`>jQc*!%gY2Y4_*~roBVGR0fZg z(|_!p>hmkmWOuL#yzH=0y+S=Zs!ORmI{#F6oZv5#E~0C7NvJwhvMUbM0+LCJ8vS?Q zwVIZX9m$WjOD<6em;I&weCm_Tl6lCwx`k`L6h^%+OXL!h#4({`bf;$L2G1|e zj@cd*$d$xn(0~uxS+38we6?O>z2>+Y2((7z(Yc%@r<8-0AK~=+sH=#%%g6okrZwEg z#Sp1B!NHI;2N{N=kSYS7Qd`(|xd;Ot+r`u-=JPyP-Hobg;EcYPZy`eJ^RmS5(t~cQZrh!O5M@ zhgXm|IWb$%{w1moF}%_?VOP@*u!(V)Bk*qHo(|rYwFi04117FZhe_h#|7Wd;i`NG^ zqyu*Txb)$xb51)ciP5$BpLonyuLC4~$Gb&2uZSoF&aq!+TUQSUq-4h6JLtu=ggt-) zwK;R?$X@Ec+QDT%s~Zj!VQH6~xbdXRN00XyLC7{RsA7Dn>8NDOkEGaF3GIeC%9S_X zw?a8o)@z`^>w(*b0b%k^ZiYqRei%yN!T$5r081hV{MZHp%qx+-8y zD9h_SP3tu~SEc|=I+;uTW;t1pWvIHyGsUu`e@Wbspps-MEe}YC<$c=j5@{{JT`{x9 z?QwemW2gECYQb?b1-kMY&= z@o03PEsZg$^*^p0)!p{g8GvhNir=JO&!`{MQUC_ASQ}+xI0LHt(8$I(&63K0_CcwI zpxwt`{-P>axpsP^i9Eu;RQZxt2Acm?Vn{Iuy5;> zDHwj#p3>#~N?&P;vlGw%81()l?F zo$5VU=m$f1%Ap?#GM4St4fW1H++sj7CC$0-wE%<29&0UApR4MwPZ?MOWPuAAZ(s9? z%6%aIbeP8)n4LX~C$ttWIg}r2wpe&?6#RSuTz9b>mzV?t9??k93nfAK5itC`)*b(# zInj27h+NO@5I&Jma^O^L9M{TgX3GqAV6A&|U?%HT+xxbo$7*YnDeSS%-DW~9y^a)? zz@hoL(WumoBKk4?37zm0$9pT73JmT0{NSqIOz@;RB8#A zMU@!Vc8@NU@9+;^P*JA-NQ_fr0iAXK(o_A~`dKAnH|!8){T)Cm|K&$1q7SUwa~0ug zw0dV~C!q?h-&}Zi`}|V{pk+9zDN4j0)WTe`%Gp?_4;NC*kBPEo*1sB9pt?BTrN~#r zI5l{mcHwzhZ{4AiLGexL=#@DCC%Y%_<^K5@IoZjepS=LUj9kj8f7MPWd(vEpL44;y z=>+#nLsSo01rk6R(>BlitCQgzNpy}y`TdgHx5LKb^=&;+OYnK~2{qX@QqdZ*mfX%S zTK135K8IQppQM_kznr>hlLjZ%21)q^0+lEeyjZO_U2Ep#p zRnP_h3uUvOd_4wFSOtj4Jg^G#X&nO%Nt1nV(n0D-NIyFG+Ys;_opU?*EAPMBsODwv zHPb?=@ewjO9lnW*2xKQp?69g+G?&`&@#_}4BYTY>e`_DM1)8J4V&DQm@EP52Y=lNg zG6BD+Q-RX{RJ;x2W!JTpxxsPaYq@7vUT}AFPDbqC{D=WSh0hax(c{0_&w@y&u>-nC z{3x7tnfdv;DOra%s!b|e`Kij8wse7GkeVlXwmHKUPr;nEX$u9JE{%PFD&;5{yjXX!Rs3eGeQR~Y!-)V%QmMx5*pPL(p`9%dz_ zFm#?-h#H*{1}we%&E}>_!)=(8dhZDM>6K@))o#9!p%c{KRAX2*e`lKNO&CXn=3hH! z9L|TDRy%UDJ2`kXFLEc1iW1$Ab6xbrUt76-b)3?j6YBe{L&L)O5^C*>F_!#q^PwDmQJ;|a1>NdCY z=+@ajBLKvJfPm)4##D9N9j|m5ziZVM?HKYYk+YdgU>3>FEqH9kRLqA|F#ogxmg8!6#_j1}!+ER%XPJC<2MBo*`4mIC6W{L&T);ZHPE{ql zYNzETN88LOV3!F2l`-j;O7g?%AMq5IehqhCrRO4@JN<#u^VcSg6?5UkZKM)y(a}61 zfud*Ic-7xCmCx)jR~L;aZNJ*nPit4tF8**j;1NhUsq5^_q!3I z*u|^iSdzP$jq>%H%#ugfkhajp$HoLD&^8)+N-pw7<8V}W(&}*1LtslA4FgjmXWnI0 zHFbwd{q~NJ)*YV}$)CyzDcz29#*(gec}62S=Z-JB@ybE7!$7s>Uv$Sq`xm(eokUG( zspdsFMuMJHVLCzC(lis#OCC(Kdt-2pYkpyVMP1&sfP)vFe*Aamk2;pe|3xPP68Rb_ zf}Bb(P~mqNct67L_CzUB+{!S>9}}!hx_4Z~OGQn`PxLz5<(=zZ;_2G4+T1Ps!Bd7A`E;pzK?|)8OT4kf3V?5MxelzDnwPE+Xdw`UeLxys8 zpF28Uo7vZ@`Q$}2>cZS%3+6rwlo_V$ms4eB9}+5|X?iA3IjDWT&`VN1HTH0DWF|Jf9*mbt;Di%^`otpQPrS zOm!g4MJgE>Q%Qz9Ui~0k;YoUWBwz&GrrJ%$q)~1&f&Q3mJ&QbJx>clE4irDPS4QfZgz7sx&78gS_msp1QeJuLyJsoE?Ju1ru$3249@SEh}8W{hm*j*hkY zth6=7RxI1r1hCMG-?Wa=4a`kLuB)!#o{=t(`75=9Sr7MKlEZ^G$}Hi4>rj14?aYvB za8Dgo9@KmC5>!(q{e#uR`bUo*rKH}^Da}|hl{m4}!w0JBOB@XKUjq;nPAwN+ahvCG zR%_39G(MVHfKwu(pPK}!Wjkaw8So+j`zwtI{q7_D3x$2vLdkB`q#qO_O0^^)<7TGn zE1ugQ_D$|^U;*SgvgCUZNK@3P$+UzB{DYa3o!vWX&xh^_-iyP-pbn%32(3^j4GYI& z#8?RFI`_-Ko=-g>p41Sne@eHT*^NCH@-WlD(=%KVxTFoSNbF5w|dlSZX z7m;}XEG0Qp0r|O-y8g}>DPz2AVqD!NdA9oe;E-MdfD4WvSo`T`fPtds!j@2|=Y$-A zsM`OAH%_0@W|Wz#71x@*`xBfI)k7%(HFVQTY3~E2+w{tSwoVpx1d@gWCN?%UXB{04 z(*$RLxswisU3*sM-ze;RHv>dVL6uDz%EYks0s~gPwOd(vv%2$AZ(br}u~@wV4D|GGU;mz1Y&kkQPgcix0mafNV`PyWNr5LJ|TuAi~5 zpCS@y0?FQli~A%l)OC8Op>{@UUEqjVJ1xOXM$LreJXQ{$1{Ed&5yeE7`x^l?t?4TB zXadDuu{NY&0;?>WWRMm?YX|uBFovw-1(-l}dTEbU8FtWUFcm2s(_13D{sjYOsf$7; zq7Nv^1)#pLF3$&2Tj>5s7&!rdMUU~Tq+ohA|Ki2OiBU1Wj)eMr2m zFRCbB{IsAxBfm;uGf!n2QcG7HtzL{|Jz`)@{zTZn_aiNjnyzlxEY^lpZspiViUP`M z?2{M0p#HiMiiQ{0ydTfk-+;}+k|)kBX>O3 zpx#mk83nGs(g@HcTe2QFrw%d*@64PW9Y0Z@I5i(7es~0h8PeeUAK<+q!?<)^ed#Q3 z!VyZ!kSY_>0*22WnM=9c)b}<0)aB%tduY-pye2$`*H*jN9{v2MOXq-sIrgl|(bPJ#dtQgU$b-o3#RM*?^bueUr&gl}hL+M0*^| zAtbCSH~O=XEA1i^B%mrp?7 zA2~-vn)`ZVSJyq!=6u5=%u$6l;J<$3I21g3QULE)c+!X-nN641}62!W9+e*hz|o=X1``VM{t=wub)q&@rt z8i6!yI#i?`N)c29_RfB^p%Hd~tlM>$d&Q5!h-9Xu97=hA1RfUR!}`2`0iAgu-A`$7 z3PvRh`Ln*>4sf5vzk&Jp>iApiZhc-+5hQe8zkc2P^=r1eEzs+dS#Y7v`%(xOId$JF zk%!1a!ttw=zaTyIwM7%t3!7!(8mD-BAS-ErKW&sIM#sI5^byBwC*J@!oc97QUa;}) zka}%^^OJ>a2H(Ewb7_!92VfGJQ19{U_TmSeul>K9m=~wP5Dzt}hyM+L>ILD%@m>Q9 ze&PQj_JUl{$3iULR{ZqukjxJzp_u>*hdEYzIR3rif`EgWVSsHmVwLc=ol+4c-azF| z2fBlh{uX>{OFV`01Tbmg97%u%<*4%_>9Z9_OSSk9nW3zt_Cr((qI>S{0!pdB1&+u{bsQt0R>q2$?7Ud(8|L(;;Dai zeRC7g55?N@fI=@}*SO1H@EZ0CRXmulV!bT^%pjDMNul&N8O73Xcw|Hq8LwtZa61Z= zzl1PkDZ*1#xH66GCB;*y^LG9A@+wkN{ON%up+|Hy0wT0@5H2{G`{wWSpAx>pau=?? zo1A~F3@|IK#;XsItHDN6$8-?$p)X&)h_xZN&K2)jYvhFSWDX)epc-fpO`j40JNk#9 zLXG{8#KkG1MBtcX-*4+^TP%HPW3Zz|`sYbvNG;)91vv8q2&NzzQHdJX;7fHhc+Bg5 zUF3mzdkBD@RwOxe5z&1B{{QfGu*6}j!dqCEzH3RaoRdHO&4HMHf!QPppH)wl_sW4A z$=1U0Y1r65YzW*6!%$eDmq7)iC3TN@3bf)qz;v?xy%)q_*1uiHZ@ZZF^r?6bRJOYS zZDrUFD>+(dU|y$@NNFsee=I{DK0BhD znHOLf1t6>*C43Zuz%s*iILix&Bh#ln{1%3Fe6lD=RyaJ;F5llqHiI=Rk$3K`mOzrg zh)SS7M{iW+{AS-@`9N1s{)D&V5Y}YnA5<*E2gl?Uo|Mh;ggN;q7;jX7b)aZPeAh_` z!0n(9|A~!n(QY9NM&M474dsLfO#ay-yj*&6#gNr*#AA}y(|7GeN~tRBgy{+QGM^`~ z`kNodg}6cxmgcj#n%g}S7aHY6F{jQ2y|~8q<4P4I&wZuoo<;)T@q6cp_1c4B^G(4u z*L?N=>>QrwsxUFk$PiX!8~UA(TFC{(MG$fWmWSJ5O_DtzIvOeiSzl?u+%efxF^a`= z5a6b(p7Vmi7MXUE{7v~J_2C`@Zfk36E1fATOkY$CfONhrt-yluUV7#u!zOh;xqAjm zIkqvUHVfe&+{8a{N3jH;ir#E?#LXOagZS0O`JX+mppTI*=P^6|LLTl%n1+g`{s4#Y zUC?j-gXr@WIzsLNh_S}NP@)yMjzfDNP?}`bqu{Z?Vf(bZP^xAO@?Gk{VB>knjz452 zeuyMy_~98lJMao{{VEebB!^>uFH_+3AZ{eg3Bo^~)E)Rc8RBNfaAMyaT#q9_C}C0`?}>f6ABl(P2Tx=jub7_c;q*MgT5i{Tvz zf!EGJg6|+xLbD7sNkt=mi~s$g{M zwmvIwnfQVnNc2ryTaTY^xo8fwS(5W9ob@|@BBQ#5gU14=>tMo2sEy^zlK&4qsT?#b zo|pUJdle4BTA&Wx+fQ(mDyAE?nthFl; zyVp40@3?PN5Z3I7H56bdMw^26OjlUCdtxXqHcjZ)}9%8o}%Y0@;u z2gCLS&$o>2;Ir8cH$DJU`P-}0{n(WRLvxle>YCY54+y)H)1@rtMI;U=2l4gae)d$^ zL2WZqfQTCDcOGclR)_((3ViD{*qkSkawT%f+B63oB1JDWH~LoziwIh0a-HX^sP|ve z!7eIb7p;nbdWwwff5ooANwv6r?)DQPJ!pzgcqQS&jD}Qmmu6R??&$SZ!RBzzAh_ zst4dDXSoy4a2gah{q};vF4{q!!C=N6_KKnpt`^%JE|LH8>kL1R!ge7${`=w6$S`)f zFB2xp%F1W$>@x4P!A2+hg{vj1;g2Wm^gF=u%etHcy|LuP6(ctCKZjGY;E8k?0cI-f zPkbpvy1)54SVRmAxW>m7+FaYoM2v|a9|s#kkgc5@9N1>tnDcaCe5jB=o=jz3JPVaH zKn#U+D-`B2QIFc+q#cG5cNllF>p1TG*W-K&(8Yt>C($qVvGgh?Hi#mT{<7UZ72aE2 zlmu$nnBG&bm}ISR{xJy&AM5rLvCv0;;zhNnGJuN$fe`MM296co=TJlJ!lqS)OM|M0 z@KHEc9J8-9Yz?ya$mt@f!ERP05akg+><}@*Y}jZt(Wo;vs)vp4$42#uMpdy~yj!q&Sjzp#9&)tj%Qjero(v18r;yDeQ`jU@*v9P`;S-0J}m2 zVERN?Ly14dR`rF5KgCvCFg-xxCH|DK&g-z%t@x)^*uiGXLwbKO!kC3ZiC z;?{c<_s~Fkggexc-RNHcENkZL6!_6i<;;J-I)`pow6W{DPN)PMh9u$dTs}VbKTf820N)w1QG*w>6rqYQ++Pi9^c_r|oP77VGzQk2uonttmdTy| zw6o(YoGjqT`kL^n3q}qt2IZV2kR=YTMqFE1dSG=$Zn6}zBXwmfkZ?!`9kG{8a47l0 zbU=iawmpy*xr!w@C#@iKtYYDwnFlINJSu;F?P%b&Jpm`PFm`BkqlPj=_xG7?k(Ge? z2FM*AY4}ax(*PptPn8Y6R_MTwT;;T*=)GGCtZ_CbZY=E|2DabjclUTsvDQpglTAPY zeeSoqa3@u!y(Uo}GAB+`t=mk7u{;(X=ta6KrFB`eenu^l@Ah-s!tsi$uT#~n1=cTu z5G%8BdP9{i)j&;_L4}>t*{Gp%8Q@(7TJ9RNw3KZHVNUG#M>8&6Ztj?Av#@BsXk(~X zx5cpsvTM(3sL2F5y$^!9CmRXk%v2OLesSrBPB^fYze-+Jc7}=LkeSI*NLuUHA7axC*XV4TGjxYR_2=V~C@z~;id&Q-Q0Y7kv*Pn@5;f0k zea7!y{ah2g?pxWjXa11yTu5EdNN;);cuDW4A!v|Z0o{8eT2()E*Pd=Q#zEsg)W})m zJL2RuYRYk0mi!#egJT(Q6gv+=;r^?Lq&}!TmK|Ry<}lY#e6WHXCxoVRZ;J=eDwi!S z0$1d!hz2$z2+csU7zNo@a)E{&`~4vKqSXi#+_C*~nP$2S35^CO=8WPvwka$+Ky6p$ z@nS!ddYK~-YFtZ?TBGQJsR}0#~Tjmx#l09Z&*rVPLpQF%dH(>7>o8! zaew_Q`!ZYG)R0CsrL7 zzYfaBuFgR!jS|#E3{D*pO_~nU@w9$Eb3EStxDKodLa$^DhSh=Yw1z zP*9_gmt~XwungSTVVL2%rILK!y+w{QfjMXBsBAY0dew}MO+*#Z@)bubZM*=DB7E1CguIX{FWa0YI;V&z0WX{Oi65 zmPNL=0XA#2neooa zi#-02aLyh|RlCs)fqfHzwPMdc&cqb*<~+kyLSoaSdpI+fKzAzoNfo7K#_A-;n&=8* zmzex*B!DP|-;+Deht2 zAMx6N4`wfb0kO4w!pVE;E-!VMdx(Rda%apAa}%gF-)AYAG2+rkU| znrkX#2EyJc&VWTfgcGJ)2df0|P*3593Fg|gNkddE{q&2^!Hh!W`wO1Wy&R=DM&5Lg zUfl0VwVmDZj`zKiE%`N%1`qb~50`Iv<^iCiOnja~QDOhF+WfL4pg1mh$ySzlre5Fb z+lM?UNtt2cwO_(670L7W6&86^U|1>n&)A#R?xk$tJ$5FLA?Y^b!|7O-rkTZMKSg{|WQiXl#CD7pkiGmvn>Cypzbs7vesD6e4gf6|wT`(!$27n)sTMcY)Fx*i z>R1@yVH6Z<$8&$my9;n!6KuZz++)*q>*jsH>AV94t+z0LIT{dpMH57A>=-0?1S(@a zJJlP^#UXLq$1YUBI?SiApfT`85y)=KV;~#lJTZ7zj=}1<`~#{>z)0(l3zw+3bnULA`H38kCILJRI0PBu}XlP{Vho1SFSJyUiNIC4)J}Wfs_tf)x zZpaoRYchL_nr->z$f-7227PKCm%XPvqrR-JEKTLc{*sXP?GXclh1sQZRGq7D)#Ot- zv7C~3%Ps3-H=hkzKtU1S;hNa)9_>_rQFJPD6_lD5i{}(zbH|?h)JTFXE<^$#bGrw4 zs#tPwCgj$^sgEjGvex4>paZfWf_-PsN}!bXGy_MI|2EfVjfTl4k7Bp*c5=7Xg+V6Q z9M9|NA&GxAU(%}LSboL9;Fb4aTe7vt6(8;&EJG(tt-o*0)hu(MdEWyy0lI!HI}(-p zw{!KuMrx#%{F+=39adGo7dZ|4{YCd1q|jZ4#kf90x`e-n(dDV9_$ z@dRNb&9#B<<+}x^KC(=8LaWyT7gEaN_&AIF7{X zi`E^xnY22c9&Zl^@VgsbB?CH3xd zpxF(W3s0X}96CSJxp#k@W7>H@xD3;N*2zvCc{hGh1g>X(P+JI|O_$FW#g?Uc-itNoOy#QaZ1njE!S8q*W^F5iI|4?cz;ISqr<1Q zoA-@+-*@Y8e;Dc1@eOaNuGpA-wx&A>vZ=#PzEtcVu&StA|F*a{b))Gm3!b}STULrwo9c=SmR1Havnz>%8urrN+!>pNDSD#WjpabW?ncF`pV z9KRNq&M~Fb!)(eA4F+?({nf&e%;Gs;#i0#_iW(@H@Er2N@Fk5hhex=MfOBPV{92ml zA&qc~E4_W__JWSQWdBM#9*)=DyP$rUot11ALiz{DyBYE*?vF7Iex7%giebI&CJWKQ zAqZ{js6T$XWOBknG$cjgd8F^zpY|2A_9YyTX`m3ae6b}@kmBNLARls2M7rasndrmx zgF5Y=3HNiNAGW6#)X-2h%uIm{G>3<*P)5*Snv)+5<>?+zpX+h|`D*jldm+tju%ROs zj&_r%BuoXL!#V$L7$~@PD*^H&w5DX6J2V)Q?p}P-1xVG(@aBMz8M^l`^juy}T;y2m z^QkSPnHd0A-wrua3aWA77vD*}o`(L+#3J}Si(axyX%N};cZE5|1LNXXV$3XDRiNOK z;}pnX^?_6~Ix;a+T@;csZ?QJ&({COg57%?3ByuZCgD^wbrgIIpjB}Fh^g|FowNCUQ z@$Li3$@f*9gq_~_je)gAi#2;kE!O5o6zVpX%M&YI6a6bvII~*8+isEH;bC~Co$$7m zN7}(!%TOn98tjv|rF{$7$%HFqLzW|6Wwcj6K>qjAp2NYuX$%0B4-5>@$j*W{PBnaI z1NDzE(w@ru8OL;d89LUG_0$ZZ5n;EbDf>Yt)JktI>4i{{A)08 zbtKPE127rp#+zxY0~9lEfYGN3d-iNC`E&=0;pWxgSZYOV>J6U|WJjINjjGr23dh~TvFE`yP-obtZ z>kq#`4eWS6-oP%&lo{ukGM@mgpAfE$>0z#C*xSp`)X>kg;P6uVeEj}p+bfPc{<;0Aujw4Vl8#VZ&=h$-aq9SPn$nzY!Q&ae%XKx{Ox@4u(?~ZC_ z?Eq9-!BNXJVHT085!<`0L=Iz9;I>reeO-M(X3h$3W6ZlhC*UA@TTt6$16kHx5lBJo zzm~Qh>7s9>y|_z*#vH2zOgit&2v$>NQbZcR#jKs%6j3(S)^uoZz?>Nc>x&uG>!dlqeI>=tb(g7gdjzWInoz6qBYd-Dw6e{oE zb$pId^Tor^H+?MTR*c5C6G%PDA2-Z?B3~|mbLv1OnvUR~(i4A5kAI4HB9Jx^e~QV} zW(xRIk+1lt`>|Dmyr3A0trFFdr0ejfFV7Qy%8#wuU4u*;3-(Wt$b|J_Qx7n=I^v7t zN+e+uY2o+%L<*M&=Pd!-zleq{Dg@Ja+qQs_y+AZdboDGYDvgb55{(XGqnQMzOolJT zN)}&AROo8Nl2qV#DD0^dhCdHL7?^a5I5i;ZXhQYVX+9899A@pFSCw|39(r851HX^~ zTM+vU8a1GQZMc}&y^x5toN1t|@U;)cslhws@R-|RK4ab;zQ%UPHY9XkLg)?^XUfjA z*&Vc!M&HlPay;EvAm{IR#6(aneh*blenk7x@aODC+xb>_@KTrPoS0}E z%zyKG%o&Fz5@+zcVuF+j0Hy8VWL@r$Hv04kD&B97_Td!rAfe#x)hAD$oQDfjcDK%r zbub}o+1cwRjJ0Jkj`hJOfN$v=-%cwjx$>36#?uoCm@ud>BXCeJdt! zy;2H&CdA(?sj^K91@l`wJJ}!ylUwReJV8BO~-CRYC@TYIbt#ZL;J7q=vk1hjfQBK>gNoN$Iz^p}DAihp_*Tva%@Qzk_C=WZNI0 zl2Y$&@Y(!FaZx%y2K0(_{CK=Evagl~IghOOZ6sI`o56+N2GRkV*-lWNjkV$vNjG3D zHE|DFCP+v~U}9oTs4f{`H-m<|1`!&|nR6mP9^@9pzntMsBzR6#+z{`oo$ zY!gAhh|R$5V1guNj4|*jx2&wJY?>>DMM^TmiM^6sS}L0jRrmR;(@i=z;HsN!&LlM5 z!3b4x>LB(E#9)DZ_Vinn(fI$@iT~F(Gz)fSiy7t zJW@JC#;?HI=G5^y&;WtfauL`R5h$3fcGuF<(v^3D_5Ga#*0>Q0~@^3(qB z220EE_!h@Xc9X#T*4dpoLqWegZH+EBFHbnz^jYqZ2X4+u+?@QJAl^ZP@E4nm^o}=5i7{{tpu4=l92j1Jv)1L<6sG-0IRBl%A-jpsN;D4*LRIj%i3~2cEFxX z``9MbvwgnvaBM+tgT^%Qa91ajWp1Yecky$){z(+m-b$e%wCdws!)SD7i9o#P>5mFIWfa zVMkUqCceKzmG_t_e4 zp6utrr`4WNiLe#OBux~|NHO+RS~-;adzbG4l9a;=P|detbuR3Py_w|{w>6Dq$H4>g z*5lC(d@w39OH7+3Fh;e_L-%MTXbP%?m8?^A#GOQGY-?+444O#Ra@yaK=Fa<>6+Yl3 z0rkIxz8e@A1kFHba%(IUHrNv_ut215aQi4TT#<3hxEpYGDc2#=yIHh(pNRok4{JIl zHI>_83`(M{fCatJV+i`6O|Mn1 zhARZmGsVb^%*-u?g@r*g;9AOnv{1BX64*VF3pga)jf8m~AKwP`#Id_K!3%Fj;R^$6 z@5#xS0kt`326zVbO-=W84?$N6cYt5a*+}me&^&HH*3ja%w(L|n(TBGh!DCSrBR)Fo--n=fs3sm)!)URB+aWGi zhWWDwO6Bp}+hKuyBkVOd#uSg?((CF)IN_=Q_?Hm83LX4Jz|K}l;+;k|qJ9)oK3Q5HXF5sw^R zD_}ijp6Ag3asdEFtr>@)Bm5U}R<=jl2@V4-s0T7JEooff-;&-FKd}ZuD=T3A1M`=HEp0ACtGl!6z9lAqM>jCRV`4qX|-?a6`5D5&pQ&7_)Zi9N%m`LZuSGhXZ0fFSlNIPFL9OuK7xS=Qi4zk zFB>$FZXh}HwkkLaiuo8QL={7>;06fn@V0h*`J$ww6RsM1OJs|$HRAc4efo_+M680+ zpgfJ^IR5q64T^~?bsm+VWwm`2SdrA}+KG)BdvNOB;?(&it$a?RCI*ZHi1WzsV2S31 zZc^fv&c0EAgZjgo#nUciw{0Z6O9|OJoVI{hTLC@j&uMp7e+Q1U1dKD8_M^N!8b(IO zpo_;eK7)6WOgP+94lsmPkmLTx1Jn+EF9u`jkI~r6U#6G}F$BrN zBFR|6efkW+m6=Yo!YOV(ONb7Q!gkcX#LM+Q6s3yo`%4LKm!c#-m4C|Jees z1L4yriDG*a09rKB(a}MmthD1Oi*n^Ive)Pn`yN6~anRo6&o75^chJd6(X~;>HgPyb zcKtRN-#Ivr@`lPmKWxymeHno_kJW;BTR!OE&B7jd9RqL5C*JfH_*L}wlkXiMH`$Qp z3@ghr8;6DY2~=-9ycW0%L{GNid6q#u+e18yIdV(`f}b8J_bS*ON)In8L33qk4AzAn z;EzaSRNqoIGKy6Vy*){ByVpSuYBKK7kk;d}q%uXLkpuid6ji<>5%yZ_$RZ%S3|%0n z9smN;>V4}piFyw!c=?GqsAjh=gX0qB^-QxAONa;o>EKmu^LV?$PY`cEE3LSN7=d&B z{ry(`?_uEnIV$eIKEAIit(ayMvvok()hb&<@G(KkS*dAVFxq-wI%Mo(uF%>Gj=&x` z3R(7lxNnUaxIv|DW*Ha>^vuY3Km)t_ z@yU0${zPH>1$Ay7II;-wNy22Xr}L{t5PXwhNe)CSz#RRzAv2bYj>Oxr9HfnNyz2ATH@Zs*}*4Ev4-vbNOo22SqIhA46 zc>Z7)IjIyU`D6`n^0(W2d3jlZ65O4r8!(;@FnTuYg7K{P%?>sHy^XZfFYt9( zHKH)Y&$02X(R~S#_)1V`l;G7th4;+5hMuY$$JFYc{xuOq zj+NlMq3W`8*&xroWms_yd8s3Z9}``LA~CBtDE7Ao0n+{GXzR0I0Z^`r(a0>aW%wFq zE^_EKX6_muJ-k|C#EVOByoOAG{E~Cl8HqQ3-9RM{kQp!LnQ>cQuCWRFOdKYU z1O)|^U}~&a{yw=`qWQu&6xeft4s#y3zuDbIavG#|a-}q>2C;8jE#|M$3aIrq^j;;i z<1A(!^WQ4}^D0eRWyKj_o*pk5@+W#5qL6K9WW?OT6knb8@u^FI?JqwqfpocU`DaxyRg#ZZG%6GmnGn=Lc1V zw0Wt2Xa=L8l`fmJ&|Jk9GO`kpf1E-e+s+CfAE5D5fKp6jwkQKrBC2qDLP`40+e;nb z(qr-rHQSRHA_lGBdVW^5*Kq222yFOV{ToZQdo0o2c_ka5}G+? zXR4pQEp1P@PLO(zOa^vB%gj%K7yV zdALfHBLI$)2dkUd-&$-4DXgQG>5VLsdL_kzSl??}0rK4?Cg0fjlJS1Aq`4*0cH|j6 z>8iqHF%Zw_d*EKGv#(#u&+Z@3{LmbGPQJXjLvZ%Ww<*@O$kU*p$n)h2Rv&Vn?xo3b zUhLPhSk(LCE<4LG#|ysI8N;xe{(;F6x%d+W-!&67x9>XSZ3;59UnXeqf?*f$?#YQD zvjxGLx(dz`3Y=63Jsq<5X!KxcC^LpcamP%S~K z5MG*2oQa}ejh~(h-5q)rtJ^6+0Fxzl38mw`)^mo}tf|$NnHV!Dho3t_N$ocC`c-AD zlJn1RuL>$S)^vGKOpXI_H`CJbTiiFS!J3@)hT_D7kHROu_Bl9P3u>RE#-xjH!X3D( z@%7{~#F#h0JGIjft5GTGUY&iW?Be2b86rv669C+YfA->l;8PYTfAU)*ZuDLlgMvCP zpb|VjS%nt!=8VNki^bmH6W(L?7BZtNkooP_7*j)l<(N^a%%!?!%NHZPxv$Q-!>UP` zoe1b5X4xhF;jP|ZgP@Um^nL!XU%#67-JCB$Z9=^lA-#-#z4x;6DPoTB9`Z(I&M)2J zP3rf}AIotzDeS0z%xgL)ey`U%?dtuj&TG0<5xx2O^E3j(J5IeR)4hIW)U^9f%NypU zo$2>KF;r!z$i|2h=CTCDaPUIjU9Ekq!MVBnLRpkWjTb+5FMn(fdCR;fQTB=$u%4Ec z1&tSpt$e4gboZkn8-2BrBrYj>eb{Uyet7f9?5x{S7B#$XXFjxhK2-lPvecWa^{8Tcw><(c zU3atAq@d~=aIjJuBKUeY9xZ)xO4>Pf_uXSk!!hPGm*H}&6AUXikEuDYHIUK+$z{fo z%rfxZ`Jw4IwmF-cyc;POT7W(Ax*D#=s08s+y`>9{c96$~0EY^ExI59C$*(<_7b}<8g(%b|`E5mWKZ1%MlnQ}#c&mG|lI~BZTFBayBn_qaxi{8SF+w;eq z-ey!aAU&0L12WQ79vT-Dz67mVtU#r?Q87y8vfq$y0@e=$)))B5%NO;WcDio^%7W*C<&o<9`l9@B^WO0vGI_2A>J%28WKX!A$`EgV^SXW*?g2kIYJ;iTJDfW;eHqhr2wnP|8a8QVY6kKb z;mq2ea0Qn3viRhDD@tt{b5KlUN$jEPg-W*>dZ`0@Ecfl&q~Uy4A6@P)^w#DfiF9vX zxEb)o(@3$pFJg6#nrdOZ)>44nPt-WrXm{`{y@a>wOnYjCSZabouV!xJFJPKerrVGx zr5mM@Ft73DC_}iK?e^I3Z-jgkmyG+yY9?}gu$t-2&@DR_yR;XP*5{{@k-1a$vdGMu zd*hVMv1M=3sBinoHEK>hUNr-G(1Ru2F0l?Y^FSU|7;5Vx^HBy3u2a4Fg?Jy9C!J&z z6UX-?<~=p$d_J?MePT?qR{*I`KS9a`y-YJmejqWp2k!u@G%Eka_>tSm3lIGK60^y*>TQ>#B;Cjtc7Gx`S|q+RM1$+X9eu-hy~&V=K*0 zDO%LBj%H)~9)8tw%P)iFa&eL2Dewgn3e98^i_d#l8a2FpL)9N_9xd;Buq=VtA&OQyEBFZ9E7)4Ku}!GQCV|Bt=*4#)cK|Hm&4 zAxcJxM2f76A}ce5Q1(cOWbaKzgSe1{Y_j*v-kGH$ds8S`*(3A!Jg?q$fA0JK9KV0R z$M-nC|8<1xdX4jZp3m_ZeCJN~1uFZCcIc{^-Q;(_dOXmSSu_E~TTV3{9XgOCxNd1_ zIpBg04m^D%ag)B+#KHKJp88|N;oR{9?{5n|$RqtKIPZK*Z*FLi&grd(ML1VqY%200 z_AN4dc9oM@hRpR9i_^{W%Oh5x?90Bme#6G~I^p3%SNe7yj0;IJXyaKiqcqsR%&C$^ z`}7v{sc+pGh2h+^i6oP{XFjQ8J@J9dQ039Bw8go07djn#6h8nbz1|#;`#6vHYN`H@ zPzzR;&gGAG#1{rfZJ}4Z$DRMm_=NIHGc5(nTI7(v$*m>bsaDUa-p8ZuvEF!?iP#Hq z+5G+fY0RMsK+ic{S!k3b?b1Anc$*^HN)m)fTKD8$m_e44zm{3EnOW~LRDbs!+Tv{| zXZmBGzNe5qH}{zJ;FGyAM2od?7+qAKFv8UtC;m*gs-YESHSz9Pz&@Lw$oNcg%Xds{ zMs|$x=jh(~SH$^5NNWi()DUBq3}_OXAll zRqxy$$8xHzkj|KQ>>$a@`~0e5a|hcZ_60ANvuX%Y&0@{ZYB&k?;9f#hY2PaByjxk8 z!1pZb+^<`S{KY0|rKwxF6p^RrxgPHdIu@Dr9nQ|5@hEN0e>JCX9wGK-QIjd=D1H<{ z%W9Hp$I{~0Jn-W7w5D`qMEoaXQ)s*+Tj}%@R+#Z`;2}5bd@~#5K#m^WBIrPxR1E`G z>t`j-%SZFhuV0=!-BK7eS(NK$t_q8Xi)QNbRFLcpP)M#ApYU%^dF=&` z^-&HMxHT+j0d0|X)tnb?+|o!;n?t$^S#fYK4*{Z<`k;SV=?P;fWQ}!ZahfDO<_6_@ znki?iBOXHF5}MgTx;yWpMi}LULzmo>WZh2UYOz$Ewur}B@$y*QB69q%e#*Y4E`UgP z$iE?WRCekUDSIO2Q~f-f{m*?K``NGqC^J`*Ty@=JXxk-=bDEt-@Ea2Tas@26}ujTOi&lZXM3IO9`4K z#@_oB(aC7-@!9AiP249;A`q4H*FJzNBI6dsOUl8^cey!w`v?-PH2*gvZd$w>}Tfb>qy&uq=f=iC@CDgd{ekg!e{F0bfN{mJPoM)-O>tt&TJZ9h0B)%BlGR~o?n76OQkFKwc zJ?)$XTxaKevvE@VslY8SoeeL}sk2S5g6Vt1}+6>Ie8xZLOCb za>D#5Y#68em&1@GG*i!aK-_2ju4B~34kyYUzE=Xo+<~wIFW4epksWPD!>2Bf@#jfs zo6p6al;@yyJllAfoY==T+WU#YPi&E}vlRVYu%0lXAC}t7}ISH{5^WhovlwYasko4=v`)@&m-jIm9``k-40bWwRBlJQK;J)L_I#P&_Vd9>k9dKZ%ts zSv*{`aM;*G82`p%sWx%xSfNUa#H1Iyw(+H4vy1w|>+Zoh$9Y~FCn0GE5pD2{kOx?& zq@Li#yt(P=4rcn9%NLTLkGj5m9KW$uGU8%7?bM4DmaGs{&t14PKmYCX%0^O@R7!i{ zahmnPFxKaK60^Hmd8Qo+<7aBwlwn1H)qd2NZ^j^-m9G#W_^V!Q1Ax4RH-MiEfzYGM zhiyF?N9ov}(Ejq%qq8|<%GCahYH67MS#wdNOyC8fyos2lWBXXeRngcdvXtw>4i9>JAJ_rs{wa_4VL)rs%h#$yutD80{QsrN7YK6(da z5-JEWid$}aJ})U4BY)QeyX3oA{@sz%P}bcMf1MzmQuWlCgIh3w?+%cBlyovi&EFj=$ix zjyx+*&3J)TNG*E7S55I|pJd z@?vf+`e#}Y9=3TrSK+UTBBF8B75TR6sKPn$K0!DM4tM-;EX(Jqs}6M zF4RJly}3FbBfaXxzsBtDTt!FPJ69O19Y*?#2M4DbBIya=6+0bZ_7-0B+KF&=ODJ7t zKCMPG9U?^$m}EpgLbT zbP%gWU-K1kOK@t;Z}(>CudZtM5u^z}hmEf<6QrH8^%ICIs2cSB=(bm+vsLsaCFt_p z9Cb?YeoOUY5{!sw+CKxQ)!$L}%A%Lk)l0N-bAvPiS86<(L|EjD?vIxd1~sW(I}(vd zI>nA&8c`jz@#`NSJWMuI;V?%80#?)qIb=B(_?DeiD{Jw*7`2nqxujga%yqK7YLI2QE@#fb<4QJyP)h>$t4qk8n4!NCH zi{Y3vqNpWkVEkgu=Rk3ZZV!-;#xh7HVzRY7@=i4Sho0{Km*|}`GviK;>gwvQ!)Gww zm*n#r4xbRW?rn`w(>c4>Af1FnR#(e_s|W)4twfoR~^zv^7n*Bm4wKG|XxKNl_yYaENifZ~}b~n{vZv z?SAn(#4o_D>pf?c7}9X@e0=41et8b)^YIlGcM>s@KfsAJlZnEUiax-;4^8A=e*u$) zGerbf-~a7)V_wYFJOP}9r&!@%?2M_Y>5sX&Zf49o1~kh!m<|8~Ko_0w2|O)GjZEki zFfVYY4pGk^G#SzvT3KH=r2u_i+||Hv41r_-ymo|^2-ID=;L{Lr4|CA`-#W0E7mT>K zJphyIdeD$2n}N2r(+@Sz_zMq@(0uaO9eN6 zHQxRr@LweiCSq5p8z`qTjeqfvFujj2DN#$r(Br=TrGkROvFVu^@)@v9Apty4J2OTK zx0I6D!Hz@uf6h4YL~vsP8JYhY=3?k^7Rii;|FK+=tc>T&D}Va?n@}BGzj5OkJa9hr zUPF+`4-{TYf%Pdbe?vqtGRS7G9?bB_XAqlp?&dzsE<&YY7&F1yDgSuxP%%)L;B8*P zJt7UjI1(ex1U)xkTYLp4E!YdfI4!>g-g))?WUKX?vY8v`Q)rymC6 zZt@qK0E#KzAX5U%o)ICPFou862{bd`_xe8W%ZXu1Mgn9Vz>JJk2>{X#eF56mm`NiO z6Cya-eOIBKWJ>nufBy#cKT9VY|H9ne*{2t8jS?2#uINT<=FluW$_ z2x_=dAv_QyCE|JD_evE5bOYcqa7qj>z5wj>CZH3SfN04CmUR&C7!jBiLpT;Xh{NiF zoXb}@G+@ce;LJTQg9Os=8Q>1mR{b4UWk6gKgSnjc2a^agblxDrg`NbG4#YfB2Wzaf zoE-Tq9v+@&ySwi2Dt@4+p-T$uG#(;SzB}lS=Gjil|NRL8h&-KUWn&{paNx)TA~=j! zEh(Vd{sV4+q2NYqk67WK%I$`c5=^ZtY%ahd5FY_5>*3%si(D{5ihrXGk|HCiKT#jD zW-tSpKxzds7&PV(ax|eO#zBmZLQ%!v0T=n0ahsgl{&7QCW@jJ0BZ9(t-uvHzFBYj; zV7yu685yVkEN2k~6k=;R{+H!UK`Vf6{s1iKI>-n*dO(xqIv}7npx(b3&=Q0!xwl(# zx3Q8|u{<@uK1E{qlzT=;_v){V#HE4c7)L1_)>hE;_eR=;*=T`(1tDt^)Z9NP5--5F z;GGBx<{bO}mvGI@%7niADGFME*l${ZydXLI7Mwq*@$(ggYCp4Mh$4K?!5BZ=$;|ve z_JTycI6Q3sI&|Pd&{aBI-06&Z#GvZ;S^-0`qT{&VG8`>8g>a}X)eG)R>+OKi(LHEt zQXdpi;6RqGiAa9b3Wl3cp~5R%Md`)tK+#RugUaaI=4mpTq+b|lpm6XU$Oidvg6`S9@3*rw%5$JUkB%x^Z4^%r9)&$oFkl?5H8(Gb9 z^a5|j!XhXY7C`sF3uMWq;M>o=f)^}u@jk>PfNFzw0W7<>m(dk#tau3PJVONxz?7NI ztIEsyuK|DrCL%I#Fw7LVt3Cl+200w6&reSi0agIctlQxpZ4v0gXHk$td~^icdQrUV z%~N^C{$L3fOY~{qYf{|v((=VqKofAm)8@#p8{*hwePsM>^BQm|+|Cq%1<8O?AxDzm zT?)LIcec1M4I8^W2VM3C7p&>{qBp`6_fyE^}Em72t#5C0cT7ed|)r(c(=mInbnfBghF9erg?+RdD zQr$$M$kp{aXgM?Cy;zq;`-BR&jNol|_CVHO2Lv2C05rm@e~5bwO-R2EhtVl4DS_bV z{0X-XgZ|kFDQjnvZNWkC8S23S9^K?P=2rvmH;Q1Am}m2?r2!3+s6aO;NdYr)fgEji z@BiODu;hi?14kG827o>Mo3#KYDv(Aly~O=Q|NO036wT!>^vR#s9!6bFSmGnw-P{Y_ zzklH`z?}|yOz;+NBx2qP;I`kXQ-UsBT4<`t1I+_Ms0upZvmfF9^wy%$;O|=D zPd+1}jj)KdyvF~2NI0Wp95bHu7ybf9aphPV%mmKY)jtuJKkDe{sFzs8z_aFIN4DkG zYdMZpY^V*NtpeD6ps8Ne0yqiv!CI$$^a7V8p!)(?&CfkODbkpUgSe;Fx;t;UWCi0j zFI>wP)T*CN#(4-StEdVVaDsw@_wg;lneVR94!YlB_t%A;C}0nMLZnzWe@scFgsE44_pl>&YuBD z7lK~-JAEXzejSt#2L@0!iw5akc7XSPfqu$-0BS+sqCW>K0O^`=H6=PMD;;8N9!;{S{jTAV2A zc_jd_Bn#9s|Ap@PoR46C<#I zPF-Wf6Zvi2EAp4vvAesQhf5UcQ_TLW29L*_&Eg_MXGoAV?+V-~;%Mdmv%{ zFBCZDKEm>1h;G9^`BMo2K$9OG>#s4uez#9|lePv%78(bmLl6mW%A}mP=4l1e@)y6v zrw_le=@5dP(&yi>d@i3^=KK!K0t`jkI)Kx@uI75U{YJ84-m#)wh$0P8pbM!Uo2kC5|H?`=a2evhV!Nr1 z+jsBAAO=wTIZOdAn>?5W!y9msW$gLanVW?Gj3SSaJui?(WV3R$t2E&zaaLUvrGIx% z$v+XtALo^g75SZp?F6p>f!ZCYO+&dJ!1wWCT3*B2Do1MRFD5_() z-;Y2YR2(G=DA|xMA4AbpBq-u9p7U?PUyqQZo(xLb+NY6-p1Lql6#B|+Qzh{@%utEI zjQqoofW^8@*6%a&pFdFkQ{;~R21tEo#(3j`vxLbXsHFuf$XlbVP$US1Hh*VFfLfY^ z#e(5b#(lWnKlQEo1?@6(+@V_g0{8TM*u1rr_zGkQoNp8o~-#(ROl^B5WNe_!aR zh{iCE{Zl>I{HuzRLPfVH*)b>qO}aB0HUXYk4>STe#>H{BcLut{TXi!!dz%d|wzhBJ zMEdR{{ z7+xd{jFI{Lhu7c+z4pihwa&QTe+=67r;dXT8Ln$S&1!+MV#3{W+VApqGwi^>ma7Kt zPZIv}`Tj>K)rtF29WL#GMpit~$bvDvxcZRM48X=;Gct2zvOGYAln}ZqkPd)-16-6A zJU-xFS^^(~gXI zx69G3)*AoKVE}3@SagZdvje?iOsgUw7XY={(F1Aktjs=Uqzj7q!v43q1#2|EQvwdM z@af300KC-g)>l{#9-g+xq-+o@bRD!knzXe0Ir>Y=&1ma;3jZht zuX`bPJp`18wiNR*baV8Hf3fv{yHX)Y#~QY5s1Bw&Dpp3FNn3)DS1Dnzvl_QpI2`V)EhHa+ffzW7&(3>||mm7&&Eggr%7JRur^ zqDQ>}dT{QlcV8U1&HMXre)l9hYW#o9%p3-H2Z5bkfEm}J+2jJaKXMl7PwDJ_)9G*@ zGS%7A3^>S4ik^t>yMNy!C1ByJ3^>-LTMx&`(?wW<0cc^&F7k-E7gmfeFYKCnkb6lk zL_8o4=&9Ws9+}Zz=a++zLn)%?y@-Drn*|Q8$Pgf99|ZyK`I^C*tx=I(+Cbx3hdN&v z?^$$D^@va6g)$|L3OP0N{miEva8G*kna9R6D-@M*J(Jc~K>PKqL%lgn2S4zV`>Nes zAtAooS7NEt`m?$H>OVhh1(^EwIcRILP|_o3htzcy25CBW*&&3dlQm3 ztufZ2JO6Zu8A*>~=tH1c1<;ooB6uo<$YY>+)*Z0MNxv`$agjV4p#`3T{nX{kNx}J( z!CN#RJ`?@sye{wHwoR;5UxaNy@@(HSP!UjiFMoDPYx`7Vn@TZ? z{+`Q_AbLTb?gfXB7f;oc9A5?W?@lboq!8)luHU18T`g;)7q1s@3!s4hQ72hg@gw+H(e0L1r!I_B;Wp7*@he zOQXUZw<#6ieWI2O#n0-kp9{9a>$VzI=9k3J>@~hm1S@%N#0*MbpKObxgMy7hdo@GN zxRqmT18nK8qLwH3s`K~UM=vg(miVCh!xnTYACU_LLX3o)Vetw3eq>e#+ zDR79&bse7JI=-Y%EIf9M;=BN6v-$18vc~^FJzBd0YRbF$Rap8?a z`ZnOHSmcriZIFvdpI`Bol=_O6KQF}y8WH!*=jzg8TM`G2>{J02znza=Iz$`ZTaarD!sIHv(+&;VPZmO6X+ABe{rH0$Lggm-mF=<3E*Mgd?ho#it%MLP+Ao3-+vx~e<@p_GL;q2Hiz_8X^fqB5fbH_@3aXL$3vWZkG2BgJd zxT8H(LLN46c#}9#PXy}Gup}l2Nt)7$C|(7wA(o_b))~fJ!8kDylSp=KAX3<&>mFxW zuOWc2r?}Yo9{R;fm+XLJ4H)~q7s5T1gY6etz~63` zbm|Y#R=*H=y2+q_>T!Olp#_}vsiT3-AIE+s*t!PEN6TXA1YY{)@rD*c&E9#qWL)1* z&Bjm7frb$GQdz-zQJ4lYiW7($uz>IYmEggCeUn#|Y$D9*)XWemi-{#%qIMEc5MqoX zK1On98g26Cg+COD{*D#ZDnH$%Z;1Lt2PK~PD#<$zSvUKf?kp3%du?nDKwbLcCErkH z{elw6qF+I92M6*KOcI_qqL~Qfl^{Q18pnoz;%to8$pxeumeuT=>g1KL<#VGBnn|r& z+yjg~5!)WK!*{bN4I(cs*p#1-*xMXqmS2>X2BQqgXT>CwoE z2*@QQ5^C{ERf?Q_+weTWHzlgp3tyjJe%oiG`yT1_1IK)tE>&8EH1$P4AM57(x{(z- zV3@C-ISoYht5H=RHTMs#X&0Ghuc~%4tWG+|@jPBd+EH(S%$I3MdO|pG`gLE9tTI`n zb;eoNh^3UlGbyFrwENN1{2Y#;o~$N>dJWz+#>2Er!83d9}`)2Xfg>gD9xI zRyaoANYa8t#E4$GCF`&l6n+DXZmo?CkdqcLX|jPyP`2>QN+=?k zOkIt8xFkK-+oN%T`jMJ!W+q}lVu;0uPW>FNC@DJNz{C3TOP61FXM%=%YMLad#YRy( zKL<^cl!ZkI1%cRne`CY;W@hpE#Edgqvhx*y5IJ1pJ5_Hl7s)l16esaR2QdyYRNKfW}DGyVs|DZNHMk09xHJe zpRuW|>XxEUMpF25HAFbUP^B4}ZOwxiLq9}6kC+AFF?5jwKqqQTo{Y+nB$D_rcuBj` zsmtH+^f?J`#k(LC)hePhE&)efN88erQ#$S}&MSol{RVU+=^>_XmCT|~e1kwDSD3A^ z4P049dBbv9T|M_hZ(lnFqY#iIEtp?5Lo?o<- zEGl(RopK1yAa~wb;7yyV5QQG(YacX%1fd_)CGO;2NbzY@?of7KmF3|XvbwIXKfw1q z2F{)_1>4;QPMZ5ZT<;bK%4`j7>~R?;m4n!ucI&z6yE;-Y6{qvO$m9 zmd)asNUbn0sYL;Z>BEG=h(oakGGmMfPb#=|WWROrInBT0O?m7ca{q7zDHfvrnNB$n zGS?qoJGz1t_hioWPqDZ9GVG{Ytwt(Vn)V_!5b*LmrXsO}HNI!SGl78XZ=ftsozaKQ zf8*=CMPFY0Oh_R?A`BcxGT2!T-^JF&fTfDEd)qNtH|Qz$!`QokXY}D4E7m&|R8O?W zU-;=>*jJFBkhW;=FHv)56jXA0S0|C8$;^-(F3a%Ds-#YmmA!Na`Yuxr5?`fP$Yz-8 zBEv6-UAiTpb`LEVmgCsr{t*yW_0U`UI2U>3uZBQJ&awrz1wC&>x0OwV@R;e;>) zp?~Qrte(tmA8lb4w}-GphnDjby!(;E`b-o1# zSr!$JIg(s`{yPV*u?T@6e{3MU(A-J=xvfA?woML@%}lqkT}UuChkD7_PS!8Q_=09( z+JfU*t|?-9EVb==hiSRqu(7{EC;kj}IbE$$Lm5j_PR$~2yNtu{VwwuWV?oa+X(+Gc znUr;~2M}tRgw?nbe;PnfCscbK=B{itZ3$L}P`?E{p8@bx*K)pg)oUzQeuDNz){+ca zgO4PvQb>KVtr?CU9`?+h#$Q2WmJjd4(&Bjat;$$2t58qoJqKaz=2?;(UZ1AM z0C|76%@**8lmS9&CUi**DJbdWNRil3q^NyL5Cr6LtGcedG|3FIT?#oiw&_4+2?Z4e z1qsE@ZYha)4GoW^{Bx{Bl8$md&wcqa190&kVx-DN)GRQp$(+Ll&zDf8D`LnTn#vWhp0Nc<&Tef%6-ps}#M>rtdE8Ss1%LfPPQe)$>cVam>O+8Tl&{Gxq#u;CqRpf(t{@J95RR8!nIp3&R?nA1HfT~+omOn@$oeG6fzu#UZMBm= z(k0GYW;Q$v)N2 z$i(!7=s`ga&#}Any?l}OPBA_$gBO&u2@8uzdteUf_h2xz2`>83CA>?AeCt@}Gt-0> zO&FyrTJs(NQ~2xyuUwcwuRP3}(w0q)`r+5*eo@?h(CVp_L347;ip=jTVJ33VP@S(_ z8!+_>>`liXfcY`u=#Az1%k|vZSw_^OfLv*w<)c(Fo^uOgsB{L+^=FLYL`d+ftr@xy zVU@U9KgP}pj+2VrYZkki$TZwVNHvw3g*AF$zb`DX!TYYHF5Gs{*ZE&+Pg-HW4*>IA z@ar`=49D|Sf*M206RcKX1>YJ$v@;B5K>W&t_NN4Bj||CdVKMQ&)pd|zu+>zr5v39s zDrN-L0d4b;kOPz*W-C?C@nH*VJAknZiJS1y8AWDIiCmLqC*0i?vP4Fz6lvJ4G`zR$ zi6RYU1lY#OO?TLt?^T2#WB*#)oO8!^sa&6jTAaDRI&uWW=jtG-a1~N5a<2S+F%Kae z2F#w%mBcQ50kGzDxm>r^x5g7Xr-)4TYUa*JL?Bh*hqIvQ)4iOZ-(w^omZUD7yW`Xgnr#ORVhvo zl1@hg=kYbo8Rqt?TbhMN3cYc30uEX8y(dJ~+PjJiY7^3GI;PGw#a|KEEVKE>;wlJm z4G2Ic9@#iVHb!a%5`a((a!UIA3{B;|A%{WpfNPfQv~juK$KN)99h>RgB;@OJo6AsJ zt?y6^Ls=FZ2$TJ+NqvPX%5i(B7oykhDOQHT)^KfjDiy=FU6ffdFxuuu3>PdC2_d6q zVKKZTNr* z4ci(7?hJmM6e5x-t6-V#M0c!kV*W~X;FQO&86RwNf^{0(h*Hfwn}nec#aNX@s7mnI zDJha5ezgr#pq!U$c1yj*#R{VXFvX^)QL5 zm6S!CDr~bH9R{9Mp}IS_(L@Mi4i3NFJ=lhjLZD6-rd$m5k~%XV6;e`w3EcDW{K{l)>QYp-`yO~BMJs& zD&pySzN-mLeIW6aTUbLt0+52wy%b3d&MJx(pyIY#)Rqw1Z^MZX2)q`gm)7aPdgo#a z@M$BdlOSI^XMO@tE$dY8+$p)KK^5Fo14Fx%kyNm7zAl(Rl7X3(T!q14%a1kw$H^5a zV|i>kb<>{NB>gRjEDZ%vK^$PLJOEF{B=|pIn!n>!M$gy4VC*wvBhpV%;0O+TAvqFu~l_45SZvaQo`MFD*mnHU3Z`hWy z+K)M(cAg082`SfNKcV9o`UYiD8IgJtc}|wcuo70s=QGnu^^>TC-5+M^W%cUs$kQE$ zKzHry7R3F~UHRxcF>FVU%avu}X7Lz7@jkN750TM&JuADL$G+ZrO6*Me0Z6?{0#YsO zC+_vD^8%iqQ`H`5zmz*g1KhL>2bBill68q)zdSnRO>KFjEe`Ux`q$A9^g@e4ylC%f z90`Ls5`2UjraqyZDP`cBo>v(G6R#T*bvmDQIxKgMhv4_m$Ms}1xlSBy7w31mZtdbj zY6XYU_0bzj%cAlzh?s)G^ds@-!VE2Ty3zjGh@kT+XD&jnzq%eCOGQ$9Xt+-cca9Z` zGb)Z;Vxi`V8oO%KNMxSRpzVWMfMl4?Y5#&QqOW3JGj1|U(C33;EUM13=TAnAQAv2( z0f6-Z>|MHIeKa6|R-h~h>Of$NBQ<{NH%?A@zuqlc7JwX}3_~w&6YYWqJy6i&+GrRN z9A*=Pk;X+-%(?&fL(Km*55e66dQP70UoLt4y151_!zX<>CqOO&AI}>H_o1S6_&L!D|1FXKW2=DUyBlPf z_^?OGpj$~5%y11UAtUkW`!Hi|xoXy@dmCawLmLSmM*l4c_C>jYPGUc#Y;OQ&!R-oN zetD;DSQCDtXj}*{oBBljCy*_Z-{^-K{~HkG@i_Hr5&?W>QFk8|HNE{1l)Yyi*5 zJ0W0z)Qv_!lNp+TbROHBu2ApaQBl5Bxga)U2(_xM1B|K-z{t;`1LTa@TY25LH{u4X z=?tYXX$)eCpmy>Aa62s{fC~<0b>l}Z)qbRgfe}7^bH=0N|?va6c(u6GE*I z5CF3le{TI$3iMG1Z+mtj-_CwWcVqma#nsZjeF^S?)lc`VSR!CKG7L+DSTjseZ-OWc z*?Vbjg@bg5aic;++^*oM{BhcGrQ6VXMqmVw4rb;_k#V9FaOrCY99N$S+)`U*V=zBs;ZS7Rh0g;ykTu5hMvM$krffy?? z1&F48$a|x=UE5t*+*3P2eDw`TOES&rgC*NphoQt~CG3ww$!gGIc>+`O*UHL767M>1 z%HBdUNe)mzMX#uvyqVEDa9yRrF2~}n(l&dnKyu_HKn`j1_2~lYl>op0)|Uvr9_A9v z6aiTPTKyU9E(DU7W{|S?Lur1P=D{d%Y_o-thstbr$w&);?7D3SjT!{C*eZ&mz=zF; zb`O9tOy-V2%i-0)!%*=GzQp{P0_B>Y)C>~0;?>hHh$VD=IiGSD9HI+~_%)R|?8!+= zp53W@6*QE@Z@^ea@I`VOYYVu>i}38ru~SCF8PDJebPr6c9+CKx54vP#P+pxER88hl zoOWflMIr+~#;suChFL6wiYD(p_}1g_xAJ6e&gHA(*p@JG-+CQ1=_A5gJ-|Jj$((#i zN#?dKE3*GH{qbrLFz`%pC==7bmGZs?s%H4kcb=N5%|4h{wEy7BYb8p`2q^YzV6|ld z`6|w_Kdr<+Af$t}i0dt!8Mb?XeM*sxHmjh_-xdvuq(JRYolGJua?e`Ps zgm?sC8Px zenVC3b!`x8i4Ei)u1V{J!i{=ZXT_Nnmer|4wBYLp<1mhi2*X%DgSO$7!m<#_K~Au+ z#Yh2C^EG3nlH*K3h`?|pe+{S=Cl4Aa!;iX+ib+I1z-Az#3w(|2s{@24;SIk53Dd$| zWW3t67Iis0dn#5Ix)#SF8W{Zon)+cnVTW1u@wSs}DI|K`g(1e~a0zyw@i4C$Ag?j% z2g#YQ;~p?+y%n{-1PMf##TBUes$X4<~ znQ_(|UDR5ve6j%QG6txFhXPMwEZeUCy2iSFGcO1vn;3a4QjRw3>x&BEbEf=S{7^H- z+tfCu-c))tHLcHY{6$F8PtSaAA-~A-MF*bHzp{_OPodDpx&~S+cFlDjV}X9 zl3*95Z>L>n^AVRXb%*;{=gU~=1T{4kV4?r)NZ*{Yb4?>pSM=-rnt+5I>7;%IloP~T zWp~%Kq0ulh3lgaoD_1V9+McDzZY9L9K<-$Wl=BWXAPhj|@Doxnc*NE6vlsA?+U1`> zaRuL@lLwsLHFGOu)G2`g3=1ux<^!BK;Scq-3d`>b?31n;|d6Tu`WX#{LZq7H6UFaUr|Fce(~} z#(PgW{cN|PgYkh$F4C@JO@(dHW^N0ckscxwU9P0%s&X?l;I7u4#puP*C7~JFD*>Tn zdX0q{z4sLu^|G*Gn*CkBoIB0g^|rCCZ$)W&FjNT)gq~X6p)U(w?yWxGOAgFDvkY_t@fFlKAcj5Ju&m?gBy0wAY}q9f z3S?qfKLsf@u@o(34f0WT3$lcA&wUEh7fzp)jPahY%5WRw%X}!Gq%5nV(VrJb6qhhQ zQr)&~d#+fHZ*4dy&?#m|b>G!~dRotXjUa&Syzcm<(bG(%^yEnB7*kOk&9cQAX@6-G zqhJOLhKk{|W)j2cmAa7b^74a+t@R@VJz8w-bAER52`%!M%aQv}o(>RIJXOK;Bs651 z+rVE>cuuK*sg@y3CH$4jw=1uwS6UJ%zhwMmGYEa()fQ>-Rn=d5+ubBj^*BT0u7J+1 z?!`Iymvvw*d+VnztMcA1QRFRqTO-uuseAPpzA5P=MH#x6+B^y|JY|dPDVC+>!%2?M zC1i?3Wh6wm)Eiud?&q>yfyRf*NanHQx3)yjJQl7>Oc1B01QGVnRl@zjKh(g$6o312Ralk4}m zzll+FzB2GQsUT`4q&D>@Z|M8|ueHBwo9MP*;CRpWZH#Sq#62b{_L)Selzob3va*dz z`jHR0UKT3XV|vY7W-RxJ=T`Y!GS>KM^c+t|S;WP##0{(LyNVtP$5>rbhMR0lSNf?R zmG1*+vYAo~?4O&KOuuI3d8e{@_M4Jzx%AYb;6uc7JRRvgKN7RmZuS?(m$Q8~Aj!^C zv7=3%tyzwor_7kBdYZAq#d=3H$HYrkMptXqiNaimvClkrnzdXtLpIpVqede1rAj6- z9zc#n5~tbEXs>6cPse5OC=93g5hswPUm0Q{+V7o-O=Y+Hu-|*FHr>p3IYU&jyP7vu zMy4&beDc%lKt~PTp!ph;MvaUD+j4nEwU$XmrCw_-P?xYUi+a|vSdHB`TJT`dnWImG zP)+&Zs}3F+k8_wvf|t8Z<@Ojmgxfbn7AR|-Byww=0fQoOnYJev`1PbWFM}q+ug{~d z7vkN(a-3wPs)_7-)$B-B#mYJWnFrs^_!zYMHFQkne}cZ3ceMvJIH+m;2+5guM5EJt*2~2 zNN7>x8lZOudhNo6+{!(MFh4-)(o+n&S(XQ70O|X#C+F^9xwOduq*=q|#?#G^2+5R` z0Wes;^z9sRP#v&-99o(-AvDRAFV3qyHL|Y1Gl5W71>Zh|9d+9SEYI-~s*;<8Qgsjs z!wPe+wDKnA=R)RS7zR{=&uT5E;6i)rFr5zQW@V2rqzdn(+eN{_ziOWaL%KT~8_6*I z73)*_#vA4g2b;|GIPmu?=n&EYv#$ za5V7C)f#yo^MS5S_KW56Ejd$bpATa;VcJPAt;~$_YI`Nxc*UW^R4s&EJVy6#BUyn?iE6jl=Y%@N> zvCNal8EDJ!IQg;;)Kns|9zY;U9#kgL%&1&*+5-oP)BN*ekroB}SX-kQoONHa)_t!O z%NbqH@LfC%%7i8=(lBB7kx5F(h}U{LStZU}1W>Se^D*0!EE_gPDV<8Ee2;e+BR~Rr zwv0($urNbS*B?bZ6zr=?gn4kPS8I17Vebv6-I`x>okiuoQPW-6NT%c=f{QSI44P!k zEFf_9p=d6gCNXN+RT6ub7VWauZ+PhHcjV=m@tLaY*TVNG%U918LSH9On+EDfsliyy z8H}{J*G9(rLgh5FU9{~p>1UZTvLY4N%9fC2^VTOz_bXi9oOg?5`$Jk_9LNF3(w3%2 zVBRGI8RM2o!{G6KwSB16vUJWXgtA2SR#2LF+JM>=G(y~}ybGc}hLasvGDme^hZ~ZM ztrzmmJowkqj)&d@49RImqHy00vj!BO#*d~Z6N#pftu`3&rIWP$A(bVld5 zoUyDrW04;+gBY@mYz8{vBJPySg&Ie4YAY~?Z8~>_B zoc$&V1_!d(0#-jQ+4OYV<%o`%DFD&34nKI&NvxC^REH`LkKKZC+HSF()AI$@`p&lB z3B<9R^IgXR;y<)bvUdJRxO{<8+03Tgynj;WVGpWnmWmX)NO+nUbHn}JQlj^#?*w69 zBiJoI)4pW))U0Hw2pM}o)HA7-G&m?!acL=L@I+P~lZ|1pgN>m&;`sCgOQuQauw6;+ zxt_v|ZYh@BA}qm?4|Og4p}H}EZ}96_zJ|aH0naU43X4I{G_iv(w1b9)t0?1M%cP7u zZR0QHZ<;Jbn#=l%25~H%dXpa`#_6Cp0T_JU*JB=CQCVa^nCwrkld`o*TpzlOLQh_R zf~)~c@MXr__xV^8AO0O@A(*#xn74>MC17ZI6)=Az)Fg=mEX3=Y$G_Le&?SS&`f=~b zcFQbZV=05oPhJG#&O^sa?5~OzaU=e(*7}!mp6UrN>m>bGlqO`ArbxW3T zMk(dxJ`qF~*xxIj8^(}MdG#2Bgoq7HzQQbMC`qk5c}^)(%jke(SHLwjnN?M(82mmK zMhdo>Rf?)0e3bx-;}^Bmjkf@7Q?f6NL88iMKqC20b)8zSZQ;*8N9?Yk0YjImi}Xea zsRKy0OK)LKavz%M6KQMA7xAjr|0+`~D!;&ZKeN0o#5i9rr|A$nf$=Q>OPD;^wL`ZY zzV`C6!G#p>Z1wzv)%DVJ8Dsp|%ipqe(s$${%lmJo7x+wO-Z`dp9Gkr2q6z!Gwn^Y| zWJahe=bFM9#d9e(p>o!K&3TnA+83-1P4cz3zKQ?hur~2WK zEzlcD;?Ol);+HPFc)feN7^bHo7UW6;itFjZWSG=C=sMN*QSwCQcWC<1^oj1|+PBE* zvpe6t(W0Dzbe?0aY#pEj^-8s>p^t0$X{nNoM{vf6q!ZHV1!;GVk#}D;;3;Bp)4}gf z+IdFjE=9!c8t@*ZrHGm@rO-8TwWigY9{r%F<-WHyx}K$p9W~zEyh%vK@Y#4X^43&P zsOH@hlQO%f88GaqP?>cJO5xO9E>tgMjHAyDhA z5lqfyw9mMi8j`N8FxBo{A8oUrN}s&S1(GG1RiNgFSl9x4^r}N}oT7n3iJ^Q;NJ>c5 zM3BokO;v!HLO8{w>@-&iK_J6x>V_>jLNTyw=-60(#l0afSbc2Z+c=eqnSxw+pvNVZ z&5PWNxObUTQ$Sy0Vp$NfD<$XVjuC0?y6VX}3sLFpn7z1!unEc%OmYP)qenldnCup!!5P9ZAy8w!MW^*{@iGfkWMP0?CUO!E7ULpfeOO z`tG}4?1LYTg<}v1H!o3W7@zAPs@w(_6d0sDS>Q_ATpfTy=tkvIxTA&2CU}OD~%~p>H9%WT-TpE zhw{Bx`zQIKA6;|TL&zE^hS|{-^$Mk>46-P_g~D;LZ#j9zF#S$<(E7kMV}_Odq)C#+ zSY^QLvtr5cm4+}2GjSU|%`VYB2w3t0)G)MJxUD7=mmtcm3&mjI&5|km(+!4-Sw>+V z+6{)+N9b#2H7!k4>R)s?rpYr?lk`Uo8Me$+g0SAU{vnZZw2qXAR*r-v2#Fv;tGS(& zEKg;w0H)nkA%oDYAHiG%ES-ifRlB8A&xJ0hD`u21Xr+;_i5rM3*x#952UQ`O?p`H- z(E|rTET5W4Y|QP3PTbd@zd|m1nE*Ryzw^%mOy-Ymf7_&;Q#>eXdbfPX z$#hhbR%kQ$voBERgryIRvwX9^dQyD92q-gfNG5aLwV1}QPuk!A@D{5=0~5Bi%V6V5JjlRrvi z7>nvsWMz3|rmV>!C+WmXJhQ;vs};Pxsiay$G$$%Pgpq8#sjM?0s(Z~63))eyaP2G2 zucDPH+C1yXCvE)Z$3O~&W5*xK$~I3wD6JdFz`K4bO!QQ+5xsWG6|)(rs#a=2edENg zcIsO7O;A+RId35MWl*A2(P4;zIFp+6Rh4(fmh4m@1vCgNgIoJi+Q%IWI-T>|*9k-} z063mA<4uj^Q@q8RF1a;%Y*d*AkEiunnr^8bWz(dU8wl$1a?Ku&##a{P-C(9o7bufV z@B$?01_qeyspVRxRp)q`j!`v|=(=*8=v+d$gbA97%h0IEd3ef2aL?#y(3q3BgnIj@ zhu22z81IndT_29UFZaH!abp>bbG{LtQ9QsJ(wap&;0a35{suoi_1pDL-U^= zJe3+|hi+2<^F zg#e^MZn3LJeD+;hMqzoamr=Bse5o+QB_W$ z+s&5YqmNbUazg% zioR^nvIsm}?xoXXtD#lToGzrhRDJKtjk9?C?Ax!g^^DWOA>*{o-&3PL^c1s<4gDyN z16W1D(u@GDil7Au0iSwhEzOq;Jwommlh2oH;$~8NHyWHZ4C8>}Y`)F!o14+hnUh`M zrb;=k;usyZNsO=i@np+$6drC5Nu`W9HOSo_I?ybqF~saJBHp;ZxLn%LR$j(Zu5e16 zRCU!m_otlI>0073@0w-jj1j6{z7gji$3zuMZnL-_zo$_0C12)+LwP3ofhNvV6I6}A zVwd>wDbFQohpE)JXXw*T>cy;6^{Ta0M^&$l?Wm|2Mvs>t^kjN`4%$XduK|p5-jYTs z!-e~!JY{Dz!U8mD?;-q0ac0L87FEZsDW?36rEl#Y7&qBST!_?G0(>8g+Q)&AqhM%p z;CKw=7fY{h*=_@(OFr^BMIbO6T|UYMm+h<#-lP$6tax>?Y~p28?z16Ce4`47UvH{* z^9k!uYZ%^2a-VRkpI*_qX{@DVZ%`yEYnsU_)EnzG=3A}$?trI5r1^e-(e~VLFgeMl z@fXEn&c&uqMSTbO0^{&Cl~ouOoEr^qH1&!4BI+%5tV7%*=7&ai+j7#??{iFbfdsN+ znODTI>vUVE{i;+GgjFi{_!D|nS60$H#Q7UxowO0V-#MGh~iAJFbWE; zYzyfgK&7kN%$2L(r~^nn*tHWe#62goC8hU9VI0eGwegd6)&_-+{o`i@iDOLM7Mu8G z6Ryffv;csdO;bqVFy?$V3n|yHL9vuDKl%JMlCcwr=RcD{3qd}%C%{9A$6z@2d<|YD zcydu^+F`rD>hY`8=n&6A1bv@4`NR)E;Wgq6}d)$xE727#62504!&9 z6QA}>zJ9Z016K-x2aF-R`pSmOYD6oW3EY7jIb=i-tfTa#)LTz>ZGLogGy3$(Bxqkj zQcgv~fMJOuqUt1F_8!<)QQpYXsi~gnlklYIyqai|eB~5?qhKc37h2d+(cCy8FJ zNbU1fU^igQ1)LmJ+Eva^EGfSBhl3KFtyk84zhvL}LN53?!6rq1G(YWu3t&fKnxreP z1o)yvW#w*vI^k-oD1vLC%cYmMd*kVis+4?*A_bG{li>~&-4gj?cU1B_;#G>lB}GyK zjJh0H*c3=yD04fd6?`ZHiZio_j(5xC>#4F!)79uS0z7^~7wk(AH(4?rhiV{1tPnH%+Flg6kaJ@;HSOW*(wJ z4i5dM$f(GZPoyqudy^zsPkKF^`VfYL3?`WWUv+2x(qtUR@h>VGqLC$-w@izvka&@X z2iWEnc+M+9O;d!_tVW4=n@G0upktc2#EU%fnx@dEm7=MrnW$)LXiap8Y^4mRy}xGu z(qGVidcM#0eI9uB@I5~7*XR9-(Je|{L*04H#fy2`)(@54D$K!GDYTM;XO;QTTVKAe zc0aC8UC4MI3iG;0qk^d5g+U0$Q*-y&d^xI`T}+OgwJ;_t9FQquX03ZrMaQV1-dY&z zD1;u=$L;5zKDpVnspU8%*+QkW4Wj>p!%Ys~)yer3`lrPQDa_d+yaVrbKlbNMEDj9Q zNX!Qe1!Cs8Pvb8mx)Mus6(i78G)=Qn7}PNH-KqMjEX77uv46SUg~;C2YE@Oj3qQIP zCW(+ERYPmWA7W(S-X8K&XCyLOn!bRJo!1e~i(vs(7c*rr{>BFCxy^p}o1fsQ(%npg z)sP>u>RGjk4e1zNGRSt)jA5kNl&?Z~iS!O^M)Mx%Sl=Fqxn%~||gc*!H!^I$}En4(-0JUpe=mTWXI;snPHPXXv#4#qI;d6R{*3;#^^_fOSIs=fc zbN^b|wRH6iOn7533y|;$X(+IV;m^Sj;r6ipS>lw*o-4KMmNsM`YKIoW9_=Q?ga;e< z+rKTLR%=I7YoC>&d)B^>>k~#2P0JU8CEfyTC)GFmC?7=3DxyxCI2jv_BPky*J)<#t z;>u?8v^3U$BAi;`dRQ|>HTegQ%EejDD1#B%9$R2#K~}i7x)#dCa3Yojba65r?wTNN z0X1JEr4G31P^8PzU)RBGGmL^rAd=E=ilT@}s{mq$T*7uZOa-7?7E01{Cx@LJa+Vk#_ykTDwxD3M图1. 预测值 V.S. 真实值

    - -## 模型概览 - -### 模型定义 - -在波士顿房价数据集中,和房屋相关的值共有14个:前13个用来描述房屋相关的各种信息,即模型中的 `$x_i$`;最后一个值为我们要预测的该类房屋价格的中位数,即模型中的 `$y_i$`。因此,我们的模型就可以表示成: - -$$\hat{Y} = \omega_1X_{1} + \omega_2X_{2} + \ldots + \omega_{13}X_{13} + b$$ - -`$\hat{Y}$` 表示模型的预测结果,用来和真实值`$Y$`区分。模型要学习的参数即:`$\omega_1, \ldots, \omega_{13}, b$`。 - -建立模型后,我们需要给模型一个优化目标,使得学到的参数能够让预测值`$\hat{Y}$`尽可能地接近真实值`$Y$`。这里我们引入损失函数([Loss Function](https://en.wikipedia.org/wiki/Loss_function),或Cost Function)这个概念。 输入任意一个数据样本的目标值`$y_{i}$`和模型给出的预测值`$\hat{y_{i}}$`,损失函数输出一个非负的实值。这个实值通常用来反映模型误差的大小。 - -对于线性回归模型来讲,最常见的损失函数就是均方误差(Mean Squared Error, [MSE](https://en.wikipedia.org/wiki/Mean_squared_error))了,它的形式是: - -$$MSE=\frac{1}{n}\sum_{i=1}^{n}{(\hat{Y_i}-Y_i)}^2$$ - -即对于一个大小为`$n$`的测试集,`$MSE$`是`$n$`个数据预测结果误差平方的均值。 - -### 训练过程 - -定义好模型结构之后,我们要通过以下几个步骤进行模型训练 -1. 初始化参数,其中包括权重`$\omega_i$`和偏置`$b$`,对其进行初始化(如0均值,1方差)。 -2. 网络正向传播计算网络输出和损失函数。 -3. 根据损失函数进行反向误差传播 ([backpropagation](https://en.wikipedia.org/wiki/Backpropagation)),将网络误差从输出层依次向前传递, 并更新网络中的参数。 -4. 重复2~3步骤,直至网络训练误差达到规定的程度或训练轮次达到设定值。 - -## 数据集 - -### 数据集介绍 -这份数据集共506行,每行包含了波士顿郊区的一类房屋的相关信息及该类房屋价格的中位数。其各维属性的意义如下: - -

    - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
    属性名解释类型
    CRIM该镇的人均犯罪率连续值
    ZN占地面积超过25,000平方呎的住宅用地比例连续值
    INDUS非零售商业用地比例连续值
    CHAS是否邻近 Charles River离散值,1=邻近;0=不邻近
    NOX一氧化氮浓度连续值
    RM每栋房屋的平均客房数连续值
    AGE1940年之前建成的自用单位比例连续值
    DIS到波士顿5个就业中心的加权距离连续值
    RAD到径向公路的可达性指数连续值
    TAX全值财产税率连续值
    PTRATIO学生与教师的比例连续值
    B1000(BK - 0.63)^2,其中BK为黑人占比连续值
    LSTAT低收入人群占比连续值
    MEDV同类房屋价格的中位数连续值
    -

    - -### 数据预处理 -#### 连续值与离散值 -观察一下数据,我们的第一个发现是:所有的13维属性中,有12维的连续值和1维的离散值(CHAS)。离散值虽然也常使用类似0、1、2这样的数字表示,但是其含义与连续值是不同的,因为这里的差值没有实际意义。例如,我们用0、1、2来分别表示红色、绿色和蓝色的话,我们并不能因此说“蓝色和红色”比“绿色和红色”的距离更远。所以通常对一个有`$d$`个可能取值的离散属性,我们会将它们转为`$d$`个取值为0或1的二值属性或者将每个可能取值映射为一个多维向量。不过就这里而言,因为CHAS本身就是一个二值属性,就省去了这个麻烦。 - -#### 属性的归一化 -另外一个稍加观察即可发现的事实是,各维属性的取值范围差别很大(如图2所示)。例如,属性B的取值范围是[0.32, 396.90],而属性NOX的取值范围是[0.3850, 0.8170]。这里就要用到一个常见的操作-归一化(normalization)了。归一化的目标是把各位属性的取值范围放缩到差不多的区间,例如[-0.5,0.5]。这里我们使用一种很常见的操作方法:减掉均值,然后除以原取值范围。 - -做归一化(或 [Feature scaling](https://en.wikipedia.org/wiki/Feature_scaling))至少有以下3个理由: -- 过大或过小的数值范围会导致计算时的浮点上溢或下溢。 -- 不同的数值范围会导致不同属性对模型的重要性不同(至少在训练的初始阶段如此),而这个隐含的假设常常是不合理的。这会对优化的过程造成困难,使训练时间大大的加长。 -- 很多的机器学习技巧/模型(例如L1,L2正则项,向量空间模型-Vector Space Model)都基于这样的假设:所有的属性取值都差不多是以0为均值且取值范围相近的。 - -![featureScale](./image/ranges.png) -

    图2. 各维属性的取值范围

    - -#### 整理训练集与测试集 -我们将数据集分割为两份:一份用于调整模型的参数,即进行模型的训练,模型在这份数据集上的误差被称为**训练误差**;另外一份被用来测试,模型在这份数据集上的误差被称为**测试误差**。我们训练模型的目的是为了通过从训练数据中找到规律来预测未知的新数据,所以测试误差是更能反映模型表现的指标。分割数据的比例要考虑到两个因素:更多的训练数据会降低参数估计的方差,从而得到更可信的模型;而更多的测试数据会降低测试误差的方差,从而得到更可信的测试误差。我们这个例子中设置的分割比例为`$8:2$` - - -在更复杂的模型训练过程中,我们往往还会多使用一种数据集:验证集。因为复杂的模型中常常还有一些超参数([Hyperparameter](https://en.wikipedia.org/wiki/Hyperparameter_optimization))需要调节,所以我们会尝试多种超参数的组合来分别训练多个模型,然后对比它们在验证集上的表现选择相对最好的一组超参数,最后才使用这组参数下训练的模型在测试集上评估测试误差。由于本章训练的模型比较简单,我们暂且忽略掉这个过程。 - -## 训练 - -`fit_a_line/trainer.py`演示了训练的整体过程。 - -### 配置数据提供器(Datafeeder) -首先我们引入必要的库: -```python -import paddle -import paddle.fluid as fluid -import numpy -``` - -我们通过uci_housing模块引入了数据集合[UCI Housing Data Set](https://archive.ics.uci.edu/ml/datasets/Housing) - -其中,在uci_housing模块中封装了: - -1. 数据下载的过程。下载数据保存在~/.cache/paddle/dataset/uci_housing/housing.data。 -2. [数据预处理](#数据预处理)的过程。 - -接下来我们定义了用于训练和测试的数据提供器。提供器每次读入一个大小为`BATCH_SIZE`的数据批次。如果用户希望加一些随机性,她可以同时定义一个批次大小和一个缓存大小。这样的话,每次数据提供器会从缓存中随机读取批次大小那么多的数据。 - -```python -BATCH_SIZE = 20 - -train_reader = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.uci_housing.train(), buf_size=500), -batch_size=BATCH_SIZE) - -test_reader = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.uci_housing.test(), buf_size=500), -batch_size=BATCH_SIZE) -``` - -### 配置训练程序 -训练程序的目的是定义一个训练模型的网络结构。对于线性回归来讲,它就是一个从输入到输出的简单的全连接层。更加复杂的结果,比如卷积神经网络,递归神经网络等会在随后的章节中介绍。训练程序必须返回`平均损失`作为第一个返回值,因为它会被后面反向传播算法所用到。 - -```python -def train_program(): -y = fluid.layers.data(name='y', shape=[1], dtype='float32') - -# feature vector of length 13 -x = fluid.layers.data(name='x', shape=[13], dtype='float32') -y_predict = fluid.layers.fc(input=x, size=1, act=None) - -loss = fluid.layers.square_error_cost(input=y_predict, label=y) -avg_loss = fluid.layers.mean(loss) - -return avg_loss -``` - -### 定义运算场所 -我们可以定义运算是发生在CPU还是GPU - -```python -use_cuda = False -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() -``` - -### 创建训练器 -训练器会读入一个训练程序和一些必要的其他参数: - -```python -trainer = fluid.Trainer( -train_func=train_program, -place=place, -optimizer_func=fluid.optimizer.SGD(learning_rate=0.001)) -``` - -### 开始提供数据 -PaddlePaddle提供了读取数据者发生器机制来读取训练数据。读取数据者会一次提供多列数据,因此我们需要一个Python的list来定义读取顺序。 - -```python -feed_order=['x', 'y'] -``` - -除此之外,可以定义一个事件相应器来处理类似`打印训练进程`的事件: - -```python -# Specify the directory path to save the parameters -params_dirname = "fit_a_line.inference.model" - -# Plot data -from paddle.v2.plot import Ploter -train_title = "Train cost" -test_title = "Test cost" -plot_cost = Ploter(train_title, test_title) - -step = 0 - -# event_handler to print training and testing info -def event_handler_plot(event): -global step -if isinstance(event, fluid.EndStepEvent): -if event.step % 10 == 0: # every 10 batches, record a test cost -test_metrics = trainer.test( -reader=test_reader, feed_order=feed_order) - -plot_cost.append(test_title, step, test_metrics[0]) -plot_cost.plot() - -if test_metrics[0] < 10.0: -# If the accuracy is good enough, we can stop the training. -print('loss is less than 10.0, stop') -trainer.stop() - -# We can save the trained parameters for the inferences later -if params_dirname is not None: -trainer.save_params(params_dirname) - -step += 1 -``` - -### 开始训练 -我们现在可以通过调用`trainer.train()`来开始训练 - -```python -%matplotlib inline - -# The training could take up to a few minutes. -trainer.train( -reader=train_reader, -num_epochs=100, -event_handler=event_handler_plot, -feed_order=feed_order) -``` - -![trainTestCost](./image/train_and_test.png) - -## 预测 -提供一个`inference_program`和一个`params_dirname`来初始化预测器。`params_dirname`用来存储我们的参数。 - -### 设定预测程序 -类似于`trainer.train`,预测器需要一个预测程序来做预测。我们可以稍加修改我们的训练程序来把预测值包含进来。 - - -```python -def inference_program(): -x = fluid.layers.data(name='x', shape=[13], dtype='float32') -y_predict = fluid.layers.fc(input=x, size=1, act=None) -return y_predict -``` - -### 预测 -预测器会从`params_dirname`中读取已经训练好的模型,来对从未遇见过的数据进行预测。 - -```python -inferencer = fluid.Inferencer( -infer_func=inference_program, param_path=params_dirname, place=place) - -batch_size = 10 -tensor_x = numpy.random.uniform(0, 10, [batch_size, 13]).astype("float32") - -results = inferencer.infer({'x': tensor_x}) -print("infer results: ", results[0]) -``` - -## 总结 -在这章里,我们借助波士顿房价这一数据集,介绍了线性回归模型的基本概念,以及如何使用PaddlePaddle实现训练和测试的过程。很多的模型和技巧都是从简单的线性回归模型演化而来,因此弄清楚线性模型的原理和局限非常重要。 - - -## 参考文献 -1. https://en.wikipedia.org/wiki/Linear_regression -2. Friedman J, Hastie T, Tibshirani R. The elements of statistical learning[M]. Springer, Berlin: Springer series in statistics, 2001. -3. Murphy K P. Machine learning: a probabilistic perspective[M]. MIT press, 2012. -4. Bishop C M. Pattern recognition[J]. Machine Learning, 2006, 128. - -
    -
    知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 线性回归 让我们从经典的线性回归(Linear Regression \[[1](#参考文献)\])模型开始这份教程。在这一章里,你将使用真实的数据集建立起一个房价预测模型,并且了解到机器学习中的若干重要概念。 @@ -617,4 +286,3 @@ for idx, val in enumerate(test_y):
    知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics diff --git a/doc/fluid/new_docs/beginners_guide/quick_start/fit_a_line/image/ranges.png b/doc/fluid/new_docs/beginners_guide/quick_start/fit_a_line/image/ranges.png deleted file mode 100644 index 5d86b12715f46afbafb7d50e2938e184219b5b95..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 6668 zcmdT}2T+sSp8pUHT( zh`bGwySwvt=I*?iy>DkWLx#zhK>Scqh9E~t zm@7(pUh%U7-gc;G|f@P>QX zJw%j}{o=(DOdEkuJ?i=MsrIb!^<`RGf{Z7gTIK-L!^Vi1L?tGgI&NyjUCgnl3q!~D znCVGrYrFC2(W9K3<&Hk%L>w>1b>cVY-|mimj&Pw)j*sVPCCPuM)4K};H>U+8Z!5A{ zF=U@VEMokMiJjZtFxs*yNnz-ky83G<1*eFy4J^kHM$@;o&9O9$9-o}F=HTQs64cLs z6)j?dH;l&4%?@pE(e+hT9}^=Y%y%&{8AV$fmOBlVRk}}GaU4Dj(-O87y*AT@Y<{;cyOfsu>gqtVG`F63euoMe5y3Dx#TwUzi+T4J5^D&WU zqz0L^otrbw5F|V=@~qa>mz2v!Z@r2f2jAu>Jz%22xUs*Q-)Gso*L{82*8k^X-FR71 zuYFj#aHGrH&7Vsx>V)r0OYYytFuQi{yh@PYTD5@X^f>mF*v3lOMPIviP28bRJVDA; z)uhrbf>%mv;LXW0pA~#YW@bZueNMlR*>5K}IQZh4GFue3jk#nz{64Df^77k%t7bnB z56{ZC*2|1ctj~F2!FDk3SXuAlpFe*tx2cQP7YlWgOwe5*@cM61hq@L=>-aEr;XEA@)gb`!9-RSWO;5J_ z&GAxGop~{*PMzu?naI4UsJKdycArZB@UKp25 zLw7e0u6WJ{PIct4u(NjuZY}XhNlDrE7F&M*@nh>#*a7Xx-u&Y3A_P$+4re9*Lt_Wk z%>}<=VmrnwDk|D;fgl33k=hU=vPS_;jJwa`@GZDp`{`3GHzT5r(b3V#RLedjqV!Lq z!f??>up}az+3>Uab2#hv%M$|kF8t59(K*%q{QQLr68`IMYpbg^Gd)GImz)yqFUCoG z&gDOUzMqem_uSdDYL1SM&q6{j$cZ2b9b3>Gr5JEP zPfsu1b+VaXOiYJFBEhi|`}5joI>2i@JR#RX$iK>9yt72Fg& zfBuI1REJIor*MPA@%{UggMtth6_um0+(^)NE_{Eb6Sp#zS19c$YE+Wlzj^SiX8u$J zK=rxKDPO?pjzj+nO#bUp{*MtQ^mIsNJ3;JAYV#q>M6ix&8JVFy12VzH8sO% zIt)lfA)aH{bI@B2Kt%_@zSL<*-rL9L8X-PDUQb&)`HV*FRf4RnY*bv_O|)L5?Cf)v z*4DU{9=KTs6nd~au$p8-&Sc!Z@7v9x_2}4(4g#2BA@$JXm-GVyD7^faF5&LoyEk6O zwr7vFqGC{LYHF^ZBeJU6V;>%n6ut6|{?r%hmMG<#$;&S-ZB)J9S%|JHKVN8VW23RQ zR;A!(x&ECy>9CSCPGO@XiJVB#MxH*yma>~$39oHys>=AFg7e4~#&!hJcK&}?<#-Kt z?E`_^8$-m{*xdepV~u!89U!mgO;)}ebhS6f?a3!Ew-AV3HS386(mv9s`= z%s%x5K0rMjoThOajUNNYsnTz)c(ja6CIhoII9QicIXE~npeu8^p)1LHWF$B^*sd;& z%c#;VN5rIZ%q#G9dln zpKp*t6vPQgNMIi@u@QheP)_{(`D!V?^I2mHG_Gx@Kn+j{ZhLE!tDFq0ncM2=>B;40 zMuLKG%%b?IeekbSP=EB+zi7m}7v&UH?16S}mf5#<=HWQFxC+*mCL66@=K!{{Ff;2Y zE8ho-9GjTPtf-J|AKii6HS3&Wt?-;5M0a@5Yn08Q=atew1It1fpj)F7n+T&)JfD`9 z76y7f5~>I%Mn2bh2;s^*%9Iu!xF@L>Q& zfX0Q&3kDox1{`r79v;|mHl)TR7aKI$l2i!gnf?@de5&_#);@08>_2PIDC)(NClwhO z7@j?Qc3xZ#LAJ34J7gXEB>@kboymdQTjO&{lFqlW;X9F<%Q+rHj7&)Kng3e_{lBe$ zP46gnC_GD48KLZbwR7-C#p9`xK* z0+70h8Aa&#BL7FLc9hua*40sGJ$h$70F&d6(7*mCs4^qjukh|n#`;SWP42WdzPeef zrdTP*!-o!KJCA-EmzRes6%`eM-XS%J-BYWx+OXO}eoZynwF;yG7#>^ZKs^Im5)_~9 z$0rAliQ7DX`}VEd(u9VJs%kD=b#Zq7LmY@G`FeSslaT0i_Wk_)m+`sq(9nXvbFM(m z_Q6$(5Hfrq8_pjClFk1YyP-d+C0ZgR2w!96yS!17uU6fHfB0WYs)oO* z%m-wFZ4^9pN?A)`vxFAWQEb_GtW*!bzj*^2~C z-5+8kJ&e2Lgn$2#86^zo(Z?dj70GZ&rarJMbb#2$-nfw(6?JHBZH-?@=(=@teCx_| z_xSjD#)n{bg=KaDA=ryxcAjWnhu&fpP;jl!I0VNgC$m7{XQZd=c_s1l^IyYYbih@X z!mgmcQe0fGwY4?ZteOJm2d1gM`J=pAxct*$C#?i&EZhlZ@+>s8^PraOB5~S(tq1KR z4{}w%JYSA4ea>fdrCZ`w4KmyNT1`D#C<2;h2P0!A*>j#nj)I=+mP9%9j#WM@C9ad2 zfPb|0m1!6dYigPpEow%3_;BYVAU-g)cram)!Yz9xh5|MmP`L%&Gu>6tZdX{9dEm6F z&5xO0Y2P0+m;Ff%eH4H4?c29YKu4i^4L%ha7Z(SOU!W4gnFA1yAAI|U*A|pIzMEu{ z(WQ>Tw1SfwqtSA}a=U-~qJ$#Kcw-DPF_8rG5tNiP0NF(D`uX{Z`z+h6%u;b#T1nBM z1WW@r-BC@E6tJGNwccHgpZM)1yDS}@#Qgkx4_zy8T^BsI8A$r?i;JyM{JOjt-7HOz z<4;FMM~N?9WYdQN&5j;D3ML(AVDN%d$RHUiUt3ov2v!4>%6hG6KuXfjv9lcViCS_i zQ6L|eKOJ|{TQwjK#FUqpgYRsRn^X%umQfpWSWr+g%%CqYxq2+lUz^1dz!kYe@m%KBuV0Vit^N4%+vkYW z^!~Yy9NoTG<`3-IS7q|)(jI0%-tFeewr)whrlr*##K2hMy<`Q}>T`Sh>r?FYUvsh& z+Y;q`c`=KNi|b2C+d@uGP5{V)^75u|1>f^3CG+~rRPfI@0gBm?OOEk={{9eBWM*o_ zO>NSLVk`~Um)o@jtDG=>mF{^^^em8Z{1CCg9uU&OrKuB+U2^>SIgrl@&JD12JH>xv zxg~H*w=LoD4)qujAPMSe!?YRaX=-_4qSpvBmqI|lbKu>(uaqxeCPqf4_4F7tCCHS& zx8pr?MgaDvx3`ytjja=ED{k3v$YF?Lvbny}{zX7 zXG7jVvBmvX7j_R$O#7`#CB?_jczxZftyck8huVsmn5^XFlR%pTE34er#`j4N(dgvS zVbi<)6ga)A;oJozPh8f| zi3eZ_<%2%ciF7%7zpH2M+FpR5Zm6pSa5M;?O}p;3??oFkuUo|N9p^%iNn8W8ir_6U ztuj(lQp&wqPJ$hl@cw=Wb_|!2lCoZ>u%+|0?jkf^fkBZn0p>ips{Wozz3J`kO_=*R zUgkz?^QD~hI0EMhjkB?+8O4|;(dYxYg#?5=n6?tzc5&M_Ubf>GuS3_8mMM+g<Hp`)V|-I_%TZb?~S#w$u4so5TG@O#DE&4^;#zp^YW${Te!HnNdQv) z?q)_tu~3eVQac=`jXX~ggm?tag`jv9^YVbH89ZAH!C_QWQ`4}*?%kzO%w4;8H`di< zDO3H4g}%*6((cy^j7r;}15Svt>TolV9?l2Q$>Ys?rn?IZ0pD!DeMyn_TDbKlyugH9 z28snrEKoJ4#^ayvy)?mp=FF!>O3LM6{CESAIOv(C8oCU41;$R-bHHP+P2DepI`W1c+OlaZBW z2a<^}w^JU>C{RQ0GNrrFtZ-(=9w=!Vcs8u=!rfs-6oMf!bBSkwUdS_iZACPFoe$?s zhQdTGwaePIm(vCkt*{HF4d;CO;pikw*mZrYq7Sx1$kpg?tf|@D9Y7vc>Y4RGNei-3 zEHnh*nj6Gd=r-{9E!=~b++K5*jnPu4Zt8;>gdHe_m=e?0S87-4OLs))3T;at$O;b+ z-^V3AR$=mEdPPa)$`zZYSP5zH#E;501kC91W~F$dX1rtyu!;<2ONToqS@0KGS!0w! z;E+P!F1M=jU@BcRCGLFQ54MrGu?l%F$l0bBVre&~Av4p5jOE#rC(qp`nQ1dK`Evtg zJGce0ubg*t;!?Fvo_@ihg9xaKeZM)dOR>(0oXhVn=dts;js@P@^u`j zY-nusO>VqLm+>&`sq!swjn0NheCGSk3uk^KV$5&$FUXD>PSYr|V_ql#UaEuX_hGB=B%+1Z$ zp*1?Pb<)UXYwy?tlF^Ljz<~p(^1A=v!T6Y7k!u$86b%L2M<4t}!CH1gpna#D3YN3b zSAJ4mT^(c=Ke`CQ@@k12*cXxNUy?pQgz4La@ z?pZih7xQs$W%C-`@&y;wVUXNKjBvD3TH)icnC{zQ79>gaCZPi3NKFT;S}4 zB$YwHpF7AP7REz>A3d3-l#KkD|O5Xtd{y&?&X{ zxV?X_sB)@m0{)L{Jyy$RTP$~yjE!1HkA^N?(oQF1XYd5k;YjUlJ}*GM-BbjlgM3L0 zILY9ANkF&}ARiKtP$0Pw3CK5U{eQkPWrUL|>=ao&wf*c)A5dD`QNDyhwp4)W3l0vi2Qns4Lmn4Uj49+IQa4;Ul3pL1ZXE=r9C=#E8 z;ph z8VvjC(7%F+oxwiYAl;@4v+1cJeyWA1luK> z-t%Rr)$Zd~U>vAqaPQW}#fi5c4$F3X@U3!w6st5po-_@ma72;{2P!Bi2qZ9Q*T23z z78V!7E(vAE{<_>5hFY>6q+jxSeb%z=r>HiY4w;nW371V_S6?|yv1FxIo$F+-4)C>$e*ll<4#|t&tUav1$^2;a+{eor{Q zxU4J+txCySH@2?9*;9Rup!;SmurH*je)?3GElD2DL%Sp z5H#w#$ve?C#f%U2vf!3~oW?k31vc|uCXn8L%%sIq1Bq>>UUZDOsw2FYG7N1`wou6& zRwMmX=}Xon^67j_F1x8if4NvP(BBhs$HvHUzw-tdog_}=@{f6?)#Gt*B3D{~huvb~ zpD#S}-OZwv=}ZZ(9|Fn-aBF-tSMk^5W`1jHtK4##`{sC2{PE_P>v~FwT(*(~BpH&5 z*Rj|>*v^wz9^`GRahM;ch=%+4il_y1#qlBsuLCc~=D%sP_E`WnG)^(5dIs@VTvT>b zZNzkL@)qAW*Q>Jy-6|s#ub0bo^=4R?d4!HtRPqk>IscyDPJ(rk zocFJ;cUaqLxjTwfIPvRG7<$dxt%lvS&C5~#$OpdNbT7WL<_n~^(Ht*KpE}Q$YR@-0 zF$SR$nxXqaH0#*wqY>WYv;)$O9NgaMLgU|B0GDmI`@l}>PytR%?f4MSh5@4J}55BD<}ZvPfDt* zqK_P~Ugh@tiU2p3$C^w5nH?=RVFz^yrm$NmNUd9Qavqg; zDM(e=Z1yD1(SU?Df*s08i+^RIemL=h&P9q-T)4zmI*d;AdVO3C!(|BswAW@<+sOt{ z=-#bHDH^`}Elh^yGoe6KLaDi)En(-_+Rfwq2D+Je3osuJMyMp`Dv~pcB9|0 zy&2n{qO&8oLjYRm32jdS?=UH&Qc|P=&3C?A4|>xe8ft32@hnlM3RQIfxt}A_af$)Z zoAXJ?J=Q25mS%K1$bYkIR({rd8ks;4sdL5f7B`2_dA&3ao5HNioHIX=*`ef8Uf{nI z+As-e2&9DW3OoMUZk%_f8J9vTP`J+hfKabMGp#~1ja5Ge!USyThp^O>>`j}5Js#@Z z5S!Z<7rZ+G8VAJkPxT|gFBB)G*@rex#4UsZ;1*q)Yq&LB2iDF>YdXMnea1=()Ck7^ zPhU}{1@M5|S^WR^X@HR?nUVhCiof4NJx}?52OHG8qnh1jqB^nv+Ld2`og;PUUM^VYI=HE5E}7`Q(1ou z)gczW#vUP$BV4udU_AXpv^2xG#bWLB^W*KTRok;;SH*ml@gb%hr(m7gw3O4qlqCPv zn6L&I!sB>U0R2Yk^78UJnnKz<_uCIoazP34u+vc$z7)Re=Q1MS)WJ=!^pW093VCsd z-^S@4@c_wqfZ$}QHqS}xqvgw0K0lM|mC1_xrR>4s;e4wH4;L5L$4{UBq@)bCy*^v* z3?+4W+%EUh*Dd{WSuRw{w*`QRE4{|%pu?aFfv*gDRnfZy8;V;Na% zeLUIxBTls5cvyO=8E?DR?o&yZOOivgPY%bE&=o)byS5XHTs&e6aB~)F)H~td@;_|j4-{Z4~Rp|HH_TU;v z#l&>U^FMzcR74UA{KF?Sc0U(eA32i@Fwtf|H^CKhv2EKhS7$}+v}A(_SUrQiu}r`r zSRX>_F8*Q4N5#c`x>z_~tTVnon1+r_h>abq&=&`+`wIF@m9c!DYzjg<&@nX~-BvJp zM22pgXBZBXZzw|}b;uNwZxm8aB)Z6csp*$kMf<~dn!-@Q)uq{BRNza(NF5 zvfq}xTz<^$s#iL=v_ULB_oM%N0ap|X@21n%lprG4f=uaMK=+b(U6|KyF3U7(kP-$( z0UOajGGbYPVt+72vo{fypzVlj{MQCSRomf{bOJ;7zP+M`#=szB+t6Hv{{CzkaWA10 zK_uS;H2`Gj)GPg&^m|yZ3|x0po!;1`uCDGmsK}ivS8KV9w@XD15)vw3Ec#o(KT$n9 zHYv{!dAvT%*Q_-!1iV!-GBR?_j7Hn@&0-_Kp+?bAtVX4Lx&NsAzP%ZwCXGoy@MN*B zjDebZ42}29d;7VlsOXA3k~hok_5`9?ZIbDBb5wZRc*vlwrBzZh<2soq`>+wpI0Fw4 z|3>ivQnzBpc?&4iBp|9;V0BNyBBD;|x}S@7RUi_(D>&_q3BIj1>`$NOrQC|%FkS?@ zSQ)8$q`-g8$~6eEQ2*~{C8km+Dm7IWkU-WjI*fv*W@y)+%CZC!gO41V}{0{|RNp9w02C{mrQ%0vSMaK#f9;f+3Hv zh~7M5N+(dLCXh$yQT+30m^U0B)h}|0H-L~#n_KCF)sDKh+b-U7&eZ;+=O(U)ujl+y zIl9D$x+M@8i2)fF4CLBzjZ2T#5}Fzw3l_0vCXI_Y#K*G7kwY)V#UOm;z6^j&Ta=&@~S)c;Kmi@#_#a!i|8P4PN zfg_0QrjT0`$f38q_oNR@*AKWcLTaYkP#>Z|n|T3zy|z=)nwbC%@b-OZXDb4h)%<8p z*@)pq<%hw|EOr1ylkYSugSBy}by$VUKjCD>n*F?c7==}Vp7hBS`wKXf8XOHKi@x3t~trUXj{>~p{@jKj?!ds=iw|i=I5MR)6N@F!5n^4y1 zH)HF(Z^Z7b*D|S(B52590eLacXJ*5RfuA|g>gCVG);@;TPq#aaFUbQ^3;xDjiL=l4 z86;#xE(8VbAN+|U{rt(O)xr~fV}{^zl@+iRR7igYG3XMD~bO<4WaQuG4+Cg zuF23zLEg$hXMG<WHA%Ux{+*fY_d?S z+(sT=-m4}M#qG-nix2=1ODxo47#KDLWUOpUl~erQy?7njQGmoS*>O}o{0_ymhydD% z^-P0G@B$&)!uwsB8dOj}97fUM<4wrD(3B70p@{55#k)GUh&aBp(IZz^$|dB2huELc#OibW%VUf#??DYocpl z$n~H0^LDc}QoZDvM*gqEbBOhDdsa`&@0#(pTl_W(G44>waoY4!bhVPe5^s$8MXDfG zgD?WK0yCyD3&boisxbOtCi>pRVaEXGu1+ELhRIb<2&P99tR-)>fy;W+Mx^m6&;yj4 z_qbFcS?*MdRH1uD%#16d_xbBra!-zSEdoaN&JCdqb{N{6D@K4DnBnLKuzudEH8WH& zK_>RF>X~$%PnCMP%9)B%ZZBl)3<71OU;_exRr^6)j6bA4A%tLuqkn|$);PTHc@eJ< z_?ghVt^c%Y5whB4@9C8B?>0;0PzX|U@g!>Y*Lb2q;?nL9v>>`7p`A`q4a577jK4_7 zG*01aX>t*81b3l}y(QbflAGh4B~^TTS3kY?jTMgix;|<{&@tWvr9!8fFR{Z;&eJqKEf(A45nkXnW|hc9K>@O-C*RD$>=yxyj3QcMqVP)Asi3a~rE!BRl1 zBJC4Hhni}Pp$dB|X4hujhbj&#i4y?6CYN~p)BT5x8xT)kRIL!YN_czatO6Yb1Be=R z0F~fv2|UVRtJg{vO}SOlP~Sz3`H$KQEg%WjTfm);tagsg?%4E)uJ(?90W8KAIiSQ# z?7qExcJgAXiW(@N+rTEvrM67PUULYfoN@{CHHgvrJgOoNRZ}0(EWj_iH7WX1H+vH-iq)< z2v{q*XGE`tssDRKuBBY~2pA2K1tgy#wvYHH9%aFW#ZKpARD+mrE69cn7+i@BTzq(U z797-IEul>HyIN{UQB}>2KMCmNjozeKMom1PAX3FIHySE_t~ju6Y6^4slW&yFTjy+# z1@bGT@PktuFXy6DGfirZ$0R(1MQ=+lhrpB;Zhe?-tE#M%5P&D*_}8AR6uMQ)hdKO^AU4J z>#kXb*EnE?1dz?X_(Ef#Z5Dwz$z2Rmq@=$TdM6by7rfahy>RJ|O6U{O)x-35m0gm_ z2G)+~guwDm&7BU@EsyhytNG2ID=D$a?)%pSyA1nDVn(i}-z*`jQR{htz%f>Z#YO$y z>9eCm*6?p0Q%&-|5hUY~cO9r?i9&hhU1}L-CxIUCYI95_^hu*sy3}Hjgrbnxk%TJ$ z0OkZ=E?j^aO*6+Anev|g^v?#slw))XoP7#a&v;dQqYm!R@h$*o6Tr^e|HFBT7$9K8Q^dZ+)+!y>ee^dV zc{7F2FmsR^9dp#$;35lxP~`RZU!*Bu4ExTpf|X5_<>4zn_#2QX<8|P+f08O3Zhx%T z7Gi{gm!cUh$y@gMpx=bE2dzh71$%VcQt&^}2xIwIw@%H%2d{sn$*GtaXQ%k?ri9s3cFiN;9C~ z)Fx?QTAiXeGT5fTC$ziPx$)+`!t*~lzTra5=UdptYIRM%Rw^gIT>fG^NvTX|f{q#k z6(QjyVM8MvrxBEl@&UcEGVGQMZoxK}bqe2=h`B4HzDkAFB6$xi3>|gE&H&!|?I&3| zixQkW4`SgAx&8NlhepYhJO}L3Q=r?kh7p}#9xy+E!${yrAz(O&1(KlBG^mGhZs0Yq zEb_tAM@wC$qrw42)ZHxRPuNNEZ_!0e3ttjA3ZSv$EV)U@Nj7b5!o?ZYAoSi;Bd#!_ zQ{l@yvXO^oK_-0*@OGZ+o_hRFd?}7eUed z39yHL$u*J8yW+2wM2W>Pp6p24O39iv6x>^(wshLuI&nx~afP zJzf73!Qx4F|EuWdwtzxGhtwG47nYc+^i;t&Cpm1Y=w9WgoRZ4<0U&yz(NQ4`y;pR@ z!gnj#SV5(CMTrfAVl}kTN5MFK8>1p-G%XC?EqRRvc*K9l%)FEL zXh85TEcTmK8FJncynpH?jPIov#|oN53sOFdGwKvy{HQ#`J`!nPKsmg-dhU?^KrrI( z^u+_nFi*KeGF84XL!mky{d7O!-}~p;R!}$trbf51A`gC=qU_@En4CS?DXj=qtEwvb zeJl}>Zy4!Z4;Qn4f0sAfCN>s3^EvS96AV=Do$<45^AE3gP%Q*a&WyK`+_vqs8XsC> zzOQ4jLfG_oEO$1$yO|&#K2P@IgH|K&ZpM-CjkXy|Jq#^l7XH9Qe#!iNdHILkw_4;} zGSzmit<8% zn`>hv9jd`bCS{rqC+5<-@u(8{-hom9_zdDuv>uDb#5_t^e<*?PYW!g~*SpYTs}-p> z4e}GHbxkDWA#F{~$({YhcY5EMMm?)$m?Kgr>ZwL<5Ak$IauV$Bmk$t~VB_A>5 zxFK*Sxpndu+cLaP-G=HIh%{JX3wt`cuG`khch#W?w&w<#8eTu=Gq}X(BlCKQ?Abv! z?gB+?h=H;)4_bXl;R>1AR#S(+s#+!;(IW_I;|kb~}rKbvZFk{$=N zud{rr>FMxuaAF>JL4blKOlh#_veuaN&(%oB?i~q}aFkL=;~XHPYll3)sU*Puo-4Md z=LmS_pZbc^pbr*4DQXGMw?C#nm(*rwrBaOh8bC1Wt6w>OO&5Q?k^fwg(}HfGSt7aC z*`a%IVpM4df?6(~`AT_e^~~6d8I4E-!|i|pAY%Vv#Y;c;EQ>u zULDg!zFMV}ocPleAIY13kdK}o-kVrBU6!-Iy~ra;#uNN@W(>Lh-j2SelRGuuF5C`) z2rs?l3N-6?W2<*fn9gh=Zi_u5jome065I}6+GTcap#G-Sgv{E#2ou>9i9IG7?0yT? zz8&w=HM`vQOSMtxbCoPzZ+%AnO;ZD8-JhBDrM2zxWsa`{V2i){BuiD|uM;O!WL*`TJ zk8YI5C7`r?b zSt6&Y=YacCa%fKe;@|{39hiKtVT|ZG!T;6*tj$_6ZY=(2!g(;;>*>`yRn+zlFoK!K zxg&~~Lg$WHK1_0q+1|X{e3WjviOEeSG8I$hG^LnrVUOgORm0=9MT+^%A47ZsZOHeN zlyCI2EE3dzp{Vj3w(p>a*{q&P$LVO|Wgy;cGd56U8tbxmeT%u1{~L4b6VH`k+&xAA zVBMUpK`ZZbfP=y|r1yAq!|*FIV9qE+V`kN{I|hB0L6GN85mGy4+L%mx#Bk}U>%apU&`1wP#QePt-( z|4y~F1b#fjD%Su%6HjIWA-%pE5Yp2;sbt@dp=V5O3WZR0G)B6XyV9VI|6MdA&gq*T zB`iN+NpvGxFO&9<=)%p1WSQUP;wH?DnR|fxJZs7a%Ob~Cy zXqY!1#lLYG*KB*amZ-!3r=FGf@)|Gw>polT#nx`%Or!dtFC)WuDd~EL5B9cB^oIMK zcTZ^4M`)4n<86|`a6Z387r@lfoG7XB@}6VOFA zB7QrBXEc_cdxYCt>%2{swy6ZkOw!ErAK)#j&9Q89dsDEE*JegDHou=dQ=FcO+?X7( z%OgBu9sb(7so2GQyj`a(bB-Mg(GI1%v07VQb99$K zzPzq;aT@)AueFr4%K9G*EbHQr?JA;+kqI*f4;vM&lS54sYDmfEJqKbD-o?tUr zsh@eJ3%l5=&-6Qzw3tnJU^TYylNvI#K=Fw6;;y-)1I!x7ylzKqukTK!pc_iJiGcd% zQFcWk=3TO3DQa({$nETJ+WONLGS7V$7L)pg99-=`o^lNDy}HTm}?FkcE${?g?%Yb4WQ+eWh0JOZ}xC->Pl-rBs78C zo9{bnP8zGNr{whyKJ^#`^7f*hJ1+aT5Ex*7S3g{3TRKqxTnwgFoX`QGg5$6g4jZ+S zKX6;?FK2%|L_KL&e+|Ty*X*_OwSjZw%d^(eT|Fq{Lb(<+W7-L0Qsd?E|DygFab{lR z7^b&Dc;s|vIc)iI_M&J>SVNKpZ%bw)De@W4hN1GY6|0qe4O7$*^6LG)*hxW4n5G9_ z+-YY^$3ovzTi&!m&1oxdp-l*^|I(Z!-*r3s(2W+)HAP{HFIXgdTgzonx&irFVJ^Xb$jls_^yvW-VcMT~GOmqQk#hj|W<%#9X5)D1E|r7I3ng zct}R7<>HtS(LYmkl9npDYj%)YLTCEde?}>bn8S-Uw2naUCGXk2GH0$8Wt4_TU~L0@r5Vl@|9)MidoPbh~Eu{M{I#S+~r2K1Il`kObnmp0{*h=RGh=hsdp}z z8pRCSh*=B-)mUwcRRvZz8X|mX0wd6evHMxQBJnpPz`d6LV#^rXtV6}(DCybIiy48h zA8XkR0l>A5i`1yNL22bFq`d7ybB`Uyifn)W>b9Tue!I`*{i|NmYDKr^jotbsi;LR` zWtlb432zhceYcsu?D{n6rmJU6%O^J8`v9l?*(FPxj>}cM#l3)LCa{voG3(Ci%B^+ev9D|X`Y`);McAWpgDsaf4`2P@t>CnGDpqQHl=T%RWMkN2H9C*QQSbk(2wvX$qKZ`YUD{15VhZp+}y zJ5yEofEW*EZ6%|o&oeE4kMS)@M)_PjJh`W`XR>F`8-APZ1fIJsg*_usePCvC2ETA%wmhO*LKRjXmEYFdGJ_rANv zw%4?F_pYLQH6KgmO>>mrFVnFkF2Js2m{p@sirM}I) zzk}}T5vOF>t?#sYHtTN9{s(PFhmhp*ZSw1+qHTGIX|a>&(#S_NW<^ledQ8^wlW8aO ziCY=9{Z=VeXBnlC4j3w}-_x&{u!`)k`{!orxdB`UbGx-G%JG-W(n9~3e%Erm<0l|w zyiu7_P|+SOm`{O8J!qBxix;ZRF#L#Ir)a6~z=gIGomr->5}u-Sdx?V;j*j`%;I{D? zuNTyc}RojiShyJMA`x6%#Byg84pu(p6=YRV=3 z)Yi1@(W}B8aT<#uSK#mSk^KoyRq(hSyIpx@yxXc~=i#bVxrZljp9E>J(UNSD1Qi|xej8j(F8tU1HyRVbGAI`?c;r>DhFYeC!`@c}41tK)LF zYZ7#<{68;G2@VL~UGvr+6`Rl14vg_@H4lT^R&t+LUO9~C@zHl}_XAh=`x#X)ft2L^ zMlT`n^)_CcOKoy=*hgQJV3UYHMEPG^U%fbUF8dUdSC3qhr3rm@11mZs(5Dt`Py!rO zb@B1)j^n5BwS@CV=Z>lz{neycl^dU_Qmc%!Cvz(*LJF~sppok|P9=lpTNQ8i&f1eY<>9NiW~s26zxH1y6hE)AS#DKYU~nQ0M0fD|5RSo2SMb!6JJGRITRNOJ-~? ztU$hs_12q3knc9*c$jZk4mfYR$aE)%^JDW@wlnVXoe5(gcW3cP+Y<4}D5JlEN&&Y{ zkOGCJp~GI$n1qSjTmdy5u_5#)-P_Tq|S$KlVBQh1-H(*Ffgq(8p%jB@H1 z_byY1rfM!RJ^zQ8*JKL+*S+5~PipRCr_SZOmc89dr?&UGt)Kngm*Lvo30caAeUo&kl$z{F)F zSn~8CE6u7C`SsX?Aq@v!c6ak_c`U{rYoE4{LgJLbgC9)Fcg?Y2R^QKCc9p40vWr*| z9a@I2*J0f0lJET#8+m`SQ+^<Q96FUbU3;Z4yf}lc9)LYoC9_uea_ds7zNF zH(q`%t+| z(fPiYe8;E>+sfv45N$i+;>j`6qxJ)cUQET04x%N{x-R9iSXouFaOwj07=Em9I^lWh zRlrV$)*)85h>_|1=Z_HjaOb4Y0;q(!=N!3~`Rv@v8StTu&`I0e5lsg#65%71s$959 zmoWTxPdMWq!_GQqYq|8N`s-IKUwf+$@yw`m5vZAr0t%GeM)(Z|{D&#*bXktrv1SoX z$U*Uv%8TY(wT;J)U8Clu6;oW=g3GLO`CfjGsgvDHP;6xKf+WiOyb}$+MTZbXI!}%2 zZ+n-ZIwRP-xQ&iQLSs+M)>9P+i_HeMYX<&5A+;#o`xmd;K(61nMVAbYMkFI_vMBZ% zNXr)%*(q|m#I1(1bUBdSPCff*q>82$ZHE8#vTM{AZGQ}$7SppcQYf#Zj+kz!oh2Vj zLy$R)Rw$S-^+Qi=ba9pSLN~aw`})UDJ@$aa`S&m&fuZLeucNwCx?e}l!?8cu^16x) zO!HQ@`Q^ueJ%immj$O^3+kZ8WGF`bn5^Yusube*%4SS9|%&IL59Fb^$o?8Zimc-UH z70xV1)mzA|h3g3qJQ^c~_F%$;^vFJ1$Wq{mfXp{sY+wzcF4>Qe7h?W>QA*yy8#+Ba z$=BgA$vbeS-Q|)isKfFrM~Dp=7egNz#O`N~N^|x(!7Ku&D}ir*Or3cVbIc?*&x)R5 zz)Y4-Q-8m7fbb3IVxo2>b)oQGd(>{V#PHXjXGvWB0FYoJ+<^WmLDL*qOhoraRm01DwO(%L zrSY*~7B#t8BdyTmL+u?JRHaf#6-z|>E%(lZV!_aI@neDPY!p>C>eOIQQMJiVQrV34 z`sJ$I@Um5H7l-goPK)(~l;`D0R=XotO)hA9s;QvVPUD8?oalAUu5?yQ3fk&WR2vE( z&;0#&{j=Q6M-!0Ex5s(hpTkgxKYJFw5fl~H(Y?Pns!hkT*c~Ni*!10PGd7eg)OBB_ z-7?~8?lkjAvvP4rRpoyafE@rl=3V%M*S{W#U2E%GybBxg>4y5PZuO^)wkq{zL;fx? z`n9S2yvliFc4gglj;2E0)CQk~{IXqn%=iiiT?)f#2ie*gACQmi%k!~3kS;}e`1x|% zbd9puirYWq5!X77e>cJAzwU6mHWh-U+*O}hKHN0*i;ADRtkC#jVL6`SD;i^pIb8a9 zWu~ibV(sw_9ukn4W}6)?A~Za@r0GcZf^Ea|Ie)d7l!=dbG_}|-{Q_W>PGC-Fm`Zcy zy-ikkZh*5RzMpl94;IBf%w%P>H4er_A?2{V73yj$MhkSUC z$w+`z#)B_Xi^O@SBDOqIezy@xTimH7+*Ge49w_1#@Xc=YPX|i3eFjHOzbuIf-OW4A z(*wmWLvf3)8m3q)lC|A*H=f`W6ipv!lcUp<{0V|y6ZI8e<#VEjBs1xVKe-CV>ZA} zXE0yu7yBcK|Fw~jmsm?w_8THheHpKej>^Ot^x`Ssfk(QU;;H@pbaV9#^s@DeqdKzB zyjQE4c+#qk_n=PlF^8_FY)dGnxXk*A)3I?6xv`}|e|-BS8Bdozil}e_UMwzc%FTTV z(@)3W=CuVVniRBS-rtJHTczs=4S=dTa?431pC4tJ&(Je-XJL#5MGhA?e`TM_ZQ3Ai ziA_K1tZ>sEW`_-O(ABOF$`^B4m9vkB(r>Jfi|xpDX!cng7_?rp-1752_ULqXm4#i} z@^nXY=L0Z2LbsVUbn@k1yYKETlx06E1nn>0u9>QZITRl28PZqH9A7_@u)QQj=W0W1 zQ9F9oiDKb8i{fC;x!jG$wr3ZK56=_K$5LWl9Vg27s`#+P>Ya%2*m&S)aGZkOBUIX2 zrkxC0OYiI6Z3R9(-;o)WEFafo$SUcv&5mV4jWY5KrdGVwiU3f5nkNiL>kYBxb^*#Rid3a2`dTJ0A$eZ;n|Ov`T{2a{^HDW zOM^h|#Sf+{uxq@t{$62NI2^J8`$LQ0R;LRpQ-QTaouG#~%5kp#7QL?R_!PnI`7zwR zVadw}*Q=>Ix9PwxwA*w;^6Pq1bBRBPJ9C7@{xWGg3^BH_p~bhV*<%1dBMi}zn44B-mq#xtQO0YdpQo_a9 z(HKa(59h8Ps`{ozkC)sW4wUFKosmVsHy74;HuhV5Z3qOa28MUrUXyfbs2CT2CVihH z4Ex2AebwaI61q-Ir{57Dqn^YT*0vj#nOd~gwS-|lrfrisR?zdh;4@f#%C*z^Gvsg{ zK~~=#8@18>7US6|_Ok3qW746d)D)@Mam-yCRorOSZMD|`x#u_pz0@~5IRncUnPnuF&f-n_G=TxwE?li#2Z1~Ul_^XgX;C+&CptnMe_VNHYsRNckH z^Vrg4bZrJ!`7AkC21euCXX_RsDM}BJDpTW5A_&>38H@8o{cjHz$Yz&kXE0Woo6L$% zB%!1V>DH*$U@~yjKuZNRsMHBkG=yOM*(18m4FJ!dRlN}6xb+q)&vJ2HSm|>7GyRkD zshZf8n!C=jXN1{}QR?eS--B=4c39{GH&Dt-eaqkds{6tEkXlpFV8r3ZENFXhhhJB0d|`PBE5~g=FrUHjI)YgWRmEm^t{ZyO1dlY}G?$-9+{qA({Sw|;?j*)N9y0mPw|0mL=;|EiXZNu|{VXBKorcmp~ zztpVaj%NJ}+S{JH&Q@Rzj={X8z47V2*m1tsWk(o#fgx*sN}Zq21fZ|Lt#`W?&e z(vE$!7o*Y>x_xC=z8MbLKyIHcxN6<-Yl#b(7syzR3CI7Oh8t4)%@ffAiB@sQr#h?p?4h4tz~9sv|NNZ@*pe2*nHu!K{W%LPPbYX_vhXa%h}62ui~|sM#6D-FK?uFV@m5@DW;;?BsNb>P?{RW={1VJHGJFXJa~VtNN)|UPB>s92@^O6)6|5 zhbrZFLeGtJIO5-RbkhQ!5G)Cz%j&F#cEi-^gGdZR_D+%jyI0ar>FNaJ`%4z{NW#C=TF$-Qm?Px z*~Uj0&liX0AaL*&O+h=`N+`xp>+ks%4j;K&%9B>K;5x!ngbCDOa@A_$zpaUzDwgJx z>$`1nyKUSSXq+FKTXB?Vkwi`(JzPJYjr6%}8F1m;7kB)%6A@2)F_ZNpf&M#Q_RVgF zBLbmyFH!EJj?H`ERBPr>nclo6MnfkT6k@ui9>$1MsZ-SZEsLdIV2hiTclQv%X}7C8 ze3X((`upybmZ$q{U};`!_0ZtW;jzQ)yvI}CMyrEC~Iaj-^72K#WjE!wsEwA%EdS8fFdRm?(IVTGBl!mUs5&!#)nwNYU zInuNG`{umr@r3K9K`sS#ak+TEQuyJ$sPx{tV#kZ|jbDMfU%knB>N?jI0E4RDk{t%b z-^KuBi8z=@UVSRz5O**g-k^VU*(t6en1rx-HCRIp+g8p2F|COcAIr3Z+(jiJN(&-T zg{Ck@7DSMaZ7}lCQf->{riL&&;Kdgy{k2I;vEliD^un&Tv+5prW@1E+396R^S15m3 zGRTdI$Nwa|Vgob*R8;w_XXvNKz{p^@Bj5C&VWI&|-Nc7{Ot;fB`aJ+ZGJ~2LRBF{)D8!%k<_LQVczqqSd9% zgz7gnO=_xW_pb733l;YbIAW#0s&$6v6UYJRa*4CtlnAKhYbh##zSrxO3FC8L~F!ALhyqqt8M5iLsX)hZ+0yGSfv*ZVnF63Xo z-v$&EeDm9L0p|L(jjuEHi+L&OX)_IV*a0+4K_z{@)-9gJ#>;n7TIXFX%UR*RP1++Q6; zjWTI#zGWZxr}A)@k&`DG_!AaK_C$3Yx3tCSJ$u{05M=sI_6l@^O-njHw7H0;iaSck z^#IB4zhjp@T}VYU>_bUPGykv4=V0Jy z0~~4B{~T&!76iSdnZW)M`9B{-@H6Jd;_bl(Le|WgZ=)cA6ZC(p+3x}hq!pyJOJX&O zV>QZRU8%=!)G}l7a$^@Du^K;-!2ge$9x+!>WhoTqRFmS4S)UZEEP)A|5+}bu&;rJzYdO5#Ab8Qc#mHht0*c}II6@; zm=dQr7^euFt_=+&FESMy$8DmGw7X-X^{|+ zY7Fh?{VA{93mOe~5e<42XE6arcU|Y!1@v_lWQAzX`clVMyU1?C-3a9ucC1pbn#sd0 zI+^7i-{Xk-b+!B)b`632iEYiP=jK~GxaS6?9ZvtzWV2-u))oI$Uj=5RV!hq1eYeN6 zC{Ledtb>Yfdxfzpf~nmq>{u&0^LfP0M81u{n9#g~#sD zdGgrHNjocWOl&t$n3R#$4}$2k<44s9g9f|}C0^5PDoO=p_1v@MB2%uO&oEG_n$fG_rJiY2v;h#q?-e@Wi{dy>3t%7 z_{|`LzM?fC>E!=wTQb(pje0FyFnxtTW8bE(v_Jl*wrDJ^V|;ThO5cn<+Qs)($qWnU zY+H^UEIYzAOT#AYI5}rp&YgD;AbVm8b~iCyRLS%VSJYsun(=KnvnuB%)tEBPrMrL| z&da4AHeQ+{k{Rmt^nqAoVbp8?o(EHWy4lx$bxdH(yPwk-bjsLs@y&H?vwI)sHvCnw z(@kdx*H~)C{Qhwn|6YezOPLwgmUe!uH#ZR6?y&sP?@%6*?6uFOf6G4X>6zOv%drVglTioozHF zh^vA-V(r#{{VxNwmMvWzwCcc(Jia;nYuJ`CJNIVn%lx>cP~*egGV5G*Mstb1g;mUd z8(DoPb6tqCU$gbyx~=b8fB*dtTI;SkjgMhz$iAReQ`4otS8r?*so4))G1i#twUW{8 zLgfK1p}EtR<$cLK*|qGc#ex$ar@0;&D(~Tc$5UYYL2*KQ zi@EW)>(a-6&sg_0T)8*9(Oc-pyt&TF>laS(ZcqGd^f-U%^J>4N-%oFN$dWMeV_$98 z?(6图1. MNIST图片示例

    - -MNIST数据集是从 [NIST](https://www.nist.gov/srd/nist-special-database-19) 的Special Database 3(SD-3)和Special Database 1(SD-1)构建而来。由于SD-3是由美国人口调查局的员工进行标注,SD-1是由美国高中生进行标注,因此SD-3比SD-1更干净也更容易识别。Yann LeCun等人从SD-1和SD-3中各取一半作为MNIST的训练集(60000条数据)和测试集(10000条数据),其中训练集来自250位不同的标注员,此外还保证了训练集和测试集的标注员是不完全相同的。 - -Yann LeCun早先在手写字符识别上做了很多研究,并在研究过程中提出了卷积神经网络(Convolutional Neural Network),大幅度地提高了手写字符的识别能力,也因此成为了深度学习领域的奠基人之一。如今的深度学习领域,卷积神经网络占据了至关重要的地位,从最早Yann LeCun提出的简单LeNet,到如今ImageNet大赛上的优胜模型VGGNet、GoogLeNet、ResNet等(请参见[图像分类](https://github.com/PaddlePaddle/book/tree/develop/03.image_classification) 教程),人们在图像分类领域,利用卷积神经网络得到了一系列惊人的结果。 - -有很多算法在MNIST上进行实验。1998年,LeCun分别用单层线性分类器、多层感知器(Multilayer Perceptron, MLP)和多层卷积神经网络LeNet进行实验,使得测试集上的误差不断下降(从12%下降到0.7%)\[[1](#参考文献)\]。此后,科学家们又基于K近邻(K-Nearest Neighbors)算法\[[2](#参考文献)\]、支持向量机(SVM)\[[3](#参考文献)\]、神经网络\[[4-7](#参考文献)\]和Boosting方法\[[8](#参考文献)\]等做了大量实验,并采用多种预处理方法(如去除歪曲、去噪、模糊等)来提高识别的准确率。 - -本教程中,我们从简单的模型Softmax回归开始,带大家入门手写字符识别,并逐步进行模型优化。 - - -## 模型概览 - -基于MNIST数据训练一个分类器,在介绍本教程使用的三个基本图像分类网络前,我们先给出一些定义: -- `$X$`是输入:MNIST图片是`$28\times28$` 的二维图像,为了进行计算,我们将其转化为`$784$`维向量,即`$X=\left ( x_0, x_1, \dots, x_{783} \right )$`。 -- `$Y$`是输出:分类器的输出是10类数字(0-9),即`$Y=\left ( y_0, y_1, \dots, y_9 \right )$`,每一维`$y_i$`代表图片分类为第`$i$`类数字的概率。 -- `$L$`是图片的真实标签:`$L=\left ( l_0, l_1, \dots, l_9 \right )$`也是10维,但只有一维为1,其他都为0。 - -### Softmax回归(Softmax Regression) - -最简单的Softmax回归模型是先将输入层经过一个全连接层得到的特征,然后直接通过softmax 函数进行多分类\[[9](#参考文献)\]。 - -输入层的数据`$X$`传到输出层,在激活操作之前,会乘以相应的权重 `$W$` ,并加上偏置变量 `$b$` ,具体如下: - -$$ y_i = \text{softmax}(\sum_j W_{i,j}x_j + b_i) $$ - -其中 `$ \text{softmax}(x_i) = \frac{e^{x_i}}{\sum_j e^{x_j}} $` - -对于有 `$N$` 个类别的多分类问题,指定 `$N$` 个输出节点,`$N$` 维结果向量经过softmax将归一化为 `$N$` 个[0,1]范围内的实数值,分别表示该样本属于这 `$N$` 个类别的概率。此处的 `$y_i$` 即对应该图片为数字 `$i$` 的预测概率。 - -在分类问题中,我们一般采用交叉熵代价损失函数(cross entropy),公式如下: - -$$ \text{crossentropy}(label, y) = -\sum_i label_ilog(y_i) $$ - -图2为softmax回归的网络图,图中权重用蓝线表示、偏置用红线表示、+1代表偏置参数的系数为1。 - -![softmaxRegression](./image/softmax_regression.png) -

    图2. softmax回归网络结构图

    - -### 多层感知器(Multilayer Perceptron, MLP) - -Softmax回归模型采用了最简单的两层神经网络,即只有输入层和输出层,因此其拟合能力有限。为了达到更好的识别效果,我们考虑在输入层和输出层中间加上若干个隐藏层\[[10](#参考文献)\]。 - -1. 经过第一个隐藏层,可以得到 `$ H_1 = \phi(W_1X + b_1) $`,其中`$\phi$`代表激活函数,常见的有sigmoid、tanh或ReLU等函数。 -2. 经过第二个隐藏层,可以得到 `$ H_2 = \phi(W_2H_1 + b_2) $`。 -3. 最后,再经过输出层,得到的`$Y=\text{softmax}(W_3H_2 + b_3)$`,即为最后的分类结果向量。 - - -图3为多层感知器的网络结构图,图中权重用蓝线表示、偏置用红线表示、+1代表偏置参数的系数为1。 - -![multilayerPerceptron](./image/mlp.png) -

    图3. 多层感知器网络结构图

    - -### 卷积神经网络(Convolutional Neural Network, CNN) - -在多层感知器模型中,将图像展开成一维向量输入到网络中,忽略了图像的位置和结构信息,而卷积神经网络能够更好的利用图像的结构信息。[LeNet-5](http://yann.lecun.com/exdb/lenet/)是一个较简单的卷积神经网络。图4显示了其结构:输入的二维图像,先经过两次卷积层到池化层,再经过全连接层,最后使用softmax分类作为输出层。下面我们主要介绍卷积层和池化层。 - -![cnnStructure](./image/cnn.png) -

    图4. LeNet-5卷积神经网络结构

    - -#### 卷积层 - -卷积层是卷积神经网络的核心基石。在图像识别里我们提到的卷积是二维卷积,即离散二维滤波器(也称作卷积核)与二维图像做卷积操作,简单的讲是二维滤波器滑动到二维图像上所有位置,并在每个位置上与该像素点及其领域像素点做内积。卷积操作被广泛应用与图像处理领域,不同卷积核可以提取不同的特征,例如边沿、线性、角等特征。在深层卷积神经网络中,通过卷积操作可以提取出图像低级到复杂的特征。 - -![cnn](https://raw.githubusercontent.com/PaddlePaddle/book/develop/02.recognize_digits/image/conv_layer.png) -

    图5. 卷积层图片

    - -图5给出一个卷积计算过程的示例图,输入图像大小为`$H=5,W=5,D=3$`,即`$5 \times 5$`大小的3通道(RGB,也称作深度)彩色图像。这个示例图中包含两(用`$K$`表示)组卷积核,即图中滤波器`$W_0$`和`$W_1$`。在卷积计算中,通常对不同的输入通道采用不同的卷积核,如图示例中每组卷积核包含(`$D=3$`)个`$3 \times 3$`(用`$F \times F$`表示)大小的卷积核。另外,这个示例中卷积核在图像的水平方向(`$W$`方向)和垂直方向(`$H$`方向)的滑动步长为2(用`$S$`表示);对输入图像周围各填充1(用`$P$`表示)个0,即图中输入层原始数据为蓝色部分,灰色部分是进行了大小为1的扩展,用0来进行扩展。经过卷积操作得到输出为`$3 \times 3 \times 2$`(用`$H_{o} \times W_{o} \times K$`表示)大小的特征图,即`$3 \times 3$`大小的2通道特征图,其中`$H_o$`计算公式为:`$H_o = (H - F + 2 \times P)/S + 1$`,`$W_o$`同理。 而输出特征图中的每个像素,是每组滤波器与输入图像每个特征图的内积再求和,再加上偏置`$b_o$`,偏置通常对于每个输出特征图是共享的。输出特征图`$o[:,:,0]$`中的最后一个`$-2$`计算如图5右下角公式所示。 - -在卷积操作中卷积核是可学习的参数,经过上面示例介绍,每层卷积的参数大小为`$D \times F \times F \times K$`。在多层感知器模型中,神经元通常是全部连接,参数较多。而卷积层的参数较少,这也是由卷积层的主要特性即局部连接和共享权重所决定。 - -- 局部连接:每个神经元仅与输入神经元的一块区域连接,这块局部区域称作感受野(receptive field)。在图像卷积操作中,即神经元在空间维度(spatial dimension,即上图示例H和W所在的平面)是局部连接,但在深度上是全部连接。对于二维图像本身而言,也是局部像素关联较强。这种局部连接保证了学习后的过滤器能够对于局部的输入特征有最强的响应。局部连接的思想,也是受启发于生物学里面的视觉系统结构,视觉皮层的神经元就是局部接受信息的。 - -- 权重共享:计算同一个深度切片的神经元时采用的滤波器是共享的。例如图4中计算`$o[:,:,0]$`的每个每个神经元的滤波器均相同,都为`$W_0$`,这样可以很大程度上减少参数。共享权重在一定程度上讲是有意义的,例如图片的底层边缘特征与特征在图中的具体位置无关。但是在一些场景中是无意的,比如输入的图片是人脸,眼睛和头发位于不同的位置,希望在不同的位置学到不同的特征 (参考[斯坦福大学公开课]( http://cs231n.github.io/convolutional-networks/))。请注意权重只是对于同一深度切片的神经元是共享的,在卷积层,通常采用多组卷积核提取不同特征,即对应不同深度切片的特征,不同深度切片的神经元权重是不共享。另外,偏重对同一深度切片的所有神经元都是共享的。 - -通过介绍卷积计算过程及其特性,可以看出卷积是线性操作,并具有平移不变性(shift-invariant),平移不变性即在图像每个位置执行相同的操作。卷积层的局部连接和权重共享使得需要学习的参数大大减小,这样也有利于训练较大卷积神经网络。 - -#### 池化层 - -![pooling](./image/max_pooling.png) -

    图6. 池化层图片

    - -池化是非线性下采样的一种形式,主要作用是通过减少网络的参数来减小计算量,并且能够在一定程度上控制过拟合。通常在卷积层的后面会加上一个池化层。池化包括最大池化、平均池化等。其中最大池化是用不重叠的矩形框将输入层分成不同的区域,对于每个矩形框的数取最大值作为输出层,如图6所示。 - -更详细的关于卷积神经网络的具体知识可以参考[斯坦福大学公开课]( http://cs231n.github.io/convolutional-networks/ )和[图像分类](https://github.com/PaddlePaddle/book/blob/develop/image_classification/README.md)教程。 - -### 常见激活函数介绍 -- sigmoid激活函数: `$ f(x) = sigmoid(x) = \frac{1}{1+e^{-x}} $` - -- tanh激活函数: `$ f(x) = tanh(x) = \frac{e^x-e^{-x}}{e^x+e^{-x}} $` - -实际上,tanh函数只是规模变化的sigmoid函数,将sigmoid函数值放大2倍之后再向下平移1个单位:tanh(x) = 2sigmoid(2x) - 1 。 - -- ReLU激活函数: `$ f(x) = max(0, x) $` - -更详细的介绍请参考[维基百科激活函数](https://en.wikipedia.org/wiki/Activation_function)。 - -## 数据介绍 - -PaddlePaddle在API中提供了自动加载[MNIST](http://yann.lecun.com/exdb/mnist/)数据的模块`paddle.dataset.mnist`。加载后的数据位于`/home/username/.cache/paddle/dataset/mnist`下: - -

    - - - - - - - - - - - - - - - - - - - - - - - - - - -
    文件名称说明
    train-images-idx3-ubyte训练数据图片,60,000条数据
    train-labels-idx1-ubyte训练数据标签,60,000条数据
    t10k-images-idx3-ubyte测试数据图片,10,000条数据
    t10k-labels-idx1-ubyte测试数据标签,10,000条数据
    -

    - -## Fluid API 概述 - -演示将使用最新的 `Fluid API`。Fluid API是最新的 PaddlePaddle API。它在不牺牲性能的情况下简化了模型配置。 -我们建议使用 Fluid API,因为它更容易学起来。 - -下面是快速的 Fluid API 概述。 -1. `inference_program`:指定如何从数据输入中获得预测的函数。 -这是指定网络流的地方。 - -1. `train_program`:指定如何从 `inference_program` 和`标签值`中获取 `loss` 的函数。 -这是指定损失计算的地方。 - -1. `optimizer_func`: “指定优化器配置的函数。优化器负责减少损失并驱动培训。Paddle 支持多种不同的优化器。 - -1. `Trainer`:PaddlePaddle Trainer 管理由 `train_program` 和 `optimizer` 指定的训练过程。 -通过 `event_handler` 回调函数,用户可以监控培训的进展。 - -1. `Inferencer`:Fluid inferencer 加载 `inference_program` 和由 Trainer 训练的参数。 -然后,它可以推断数据和返回预测。 - -在这个演示中,我们将深入了解它们。 - -## 配置说明 -加载 PaddlePaddle 的 Fluid API 包。 - -```python -import paddle -import paddle.fluid as fluid -``` - -### Program Functions 配置 - -我们需要设置“推理程序”函数。我们想用这个程序来演示三个不同的分类器,每个分类器都定义为 Python 函数。 -我们需要将图像数据馈送到分类器。Paddle 为读取数据提供了一个特殊的层 `layer.data` 层。 -让我们创建一个数据层来读取图像并将其连接到分类网络。 - -- Softmax回归:只通过一层简单的以softmax为激活函数的全连接层,就可以得到分类的结果。 - -```python -def softmax_regression(): -img = fluid.layers.data(name='img', shape=[1, 28, 28], dtype='float32') -predict = fluid.layers.fc( -input=img, size=10, act='softmax') -return predict -``` - -- 多层感知器:下面代码实现了一个含有两个隐藏层(即全连接层)的多层感知器。其中两个隐藏层的激活函数均采用ReLU,输出层的激活函数用Softmax。 - -```python -def multilayer_perceptron(): -img = fluid.layers.data(name='img', shape=[1, 28, 28], dtype='float32') -# 第一个全连接层,激活函数为ReLU -hidden = fluid.layers.fc(input=img, size=200, act='relu') -# 第二个全连接层,激活函数为ReLU -hidden = fluid.layers.fc(input=hidden, size=200, act='relu') -# 以softmax为激活函数的全连接输出层,输出层的大小必须为数字的个数10 -prediction = fluid.layers.fc(input=hidden, size=10, act='softmax') -return prediction -``` - -- 卷积神经网络LeNet-5: 输入的二维图像,首先经过两次卷积层到池化层,再经过全连接层,最后使用以softmax为激活函数的全连接层作为输出层。 - -```python -def convolutional_neural_network(): -img = fluid.layers.data(name='img', shape=[1, 28, 28], dtype='float32') -# 第一个卷积-池化层 -conv_pool_1 = fluid.nets.simple_img_conv_pool( -input=img, -filter_size=5, -num_filters=20, -pool_size=2, -pool_stride=2, -act="relu") -conv_pool_1 = fluid.layers.batch_norm(conv_pool_1) -# 第二个卷积-池化层 -conv_pool_2 = fluid.nets.simple_img_conv_pool( -input=conv_pool_1, -filter_size=5, -num_filters=50, -pool_size=2, -pool_stride=2, -act="relu") -# 以softmax为激活函数的全连接输出层,输出层的大小必须为数字的个数10 -prediction = fluid.layers.fc(input=conv_pool_2, size=10, act='softmax') -return prediction -``` - -#### Train Program 配置 -然后我们需要设置训练程序 `train_program`。它首先从分类器中进行预测。 -在训练期间,它将从预测中计算 `avg_cost`。 - -**注意:** 训练程序应该返回一个数组,第一个返回参数必须是 `avg_cost`。训练器使用它来计算梯度。 - -请随意修改代码,测试 Softmax 回归 `softmax_regression`, `MLP` 和 卷积神经网络 `convolutional neural network` 分类器之间的不同结果。 - -```python -def train_program(): -label = fluid.layers.data(name='label', shape=[1], dtype='int64') - -# predict = softmax_regression() # uncomment for Softmax回归 -# predict = multilayer_perceptron() # uncomment for 多层感知器 -predict = convolutional_neural_network() # uncomment for LeNet5卷积神经网络 -cost = fluid.layers.cross_entropy(input=predict, label=label) -avg_cost = fluid.layers.mean(cost) -acc = fluid.layers.accuracy(input=predict, label=label) -return [avg_cost, acc] - - -# 该模型运行在单个CPU上 -``` - -#### Optimizer Function 配置 - -在下面的 `Adam optimizer`,`learning_rate` 是训练的速度,与网络的训练收敛速度有关系。 - -```python -def optimizer_program(): -return fluid.optimizer.Adam(learning_rate=0.001) -``` - -### 数据集 Feeders 配置 - -下一步,我们开始训练过程。`paddle.dataset.movielens.train()`和`paddle.dataset.movielens.test()`分别做训练和测试数据集。这两个函数各自返回一个reader——PaddlePaddle中的reader是一个Python函数,每次调用的时候返回一个Python yield generator。 - -下面`shuffle`是一个reader decorator,它接受一个reader A,返回另一个reader B —— reader B 每次读入`buffer_size`条训练数据到一个buffer里,然后随机打乱其顺序,并且逐条输出。 - -`batch`是一个特殊的decorator,它的输入是一个reader,输出是一个batched reader —— 在PaddlePaddle里,一个reader每次yield一条训练数据,而一个batched reader每次yield一个minibatch。 - -```python -train_reader = paddle.batch( -paddle.reader.shuffle( -paddle.dataset.mnist.train(), buf_size=500), -batch_size=64) - -test_reader = paddle.batch( -paddle.dataset.mnist.test(), batch_size=64) -``` - -### Trainer 配置 - -现在,我们需要配置 `Trainer`。`Trainer` 需要接受训练程序 `train_program`, `place` 和优化器 `optimizer`。 - -```python -# 该模型运行在单个CPU上 -use_cuda = False # set to True if training with GPU -place = fluid.CUDAPlace(0) if use_cuda else fluid.CPUPlace() - -trainer = fluid.Trainer( -train_func=train_program, place=place, optimizer_func=optimizer_program) -``` - -#### Event Handler 配置 - -Fluid API 在训练期间为回调函数提供了一个钩子。用户能够通过机制监控培训进度。 -我们将在这里演示两个 `event_handler` 程序。请随意修改 Jupyter 笔记本 ,看看有什么不同。 - -`event_handler` 用来在训练过程中输出训练结果 - -```python -# Save the parameter into a directory. The Inferencer can load the parameters from it to do infer -params_dirname = "recognize_digits_network.inference.model" -lists = [] -def event_handler(event): -if isinstance(event, fluid.EndStepEvent): -if event.step % 100 == 0: -# event.metrics maps with train program return arguments. -# event.metrics[0] will yeild avg_cost and event.metrics[1] will yeild acc in this example. -print "Pass %d, Batch %d, Cost %f" % ( -event.step, event.epoch, event.metrics[0]) - -if isinstance(event, fluid.EndEpochEvent): -avg_cost, acc = trainer.test( -reader=test_reader, feed_order=['img', 'label']) - -print("Test with Epoch %d, avg_cost: %s, acc: %s" % (event.epoch, avg_cost, acc)) - -# save parameters -trainer.save_params(params_dirname) -lists.append((event.epoch, avg_cost, acc)) -``` - -`event_handler_plot` 可以用来在训练过程中画图如下: - -![png](./image/train_and_test.png) - -```python -from paddle.v2.plot import Ploter - -train_title = "Train cost" -test_title = "Test cost" -cost_ploter = Ploter(train_title, test_title) -step = 0 -lists = [] - -# event_handler to plot a figure -def event_handler_plot(event): -global step -if isinstance(event, fluid.EndStepEvent): -if step % 100 == 0: -# event.metrics maps with train program return arguments. -# event.metrics[0] will yeild avg_cost and event.metrics[1] will yeild acc in this example. -cost_ploter.append(train_title, step, event.metrics[0]) -cost_ploter.plot() -step += 1 -if isinstance(event, fluid.EndEpochEvent): -# save parameters -trainer.save_params(params_dirname) - -avg_cost, acc = trainer.test( -reader=test_reader, feed_order=['img', 'label']) -cost_ploter.append(test_title, step, avg_cost) -lists.append((event.epoch, avg_cost, acc)) -``` - -#### 开始训练 - -既然我们设置了 `event_handler` 和 `data reader`,我们就可以开始训练模型了。 - -`feed_order` 用于将数据目录映射到 `train_program` - -```python -trainer.train( -num_epochs=5, -event_handler=event_handler, -reader=train_reader, -feed_order=['img', 'label']) -``` - -训练过程是完全自动的,event_handler里打印的日志类似如下所示: - -``` -Pass 0, Batch 0, Cost 0.125650 -Pass 100, Batch 0, Cost 0.161387 -Pass 200, Batch 0, Cost 0.040036 -Pass 300, Batch 0, Cost 0.023391 -Pass 400, Batch 0, Cost 0.005856 -Pass 500, Batch 0, Cost 0.003315 -Pass 600, Batch 0, Cost 0.009977 -Pass 700, Batch 0, Cost 0.020959 -Pass 800, Batch 0, Cost 0.105560 -Pass 900, Batch 0, Cost 0.239809 -Test with Epoch 0, avg_cost: 0.053097883707459624, acc: 0.9822850318471338 -``` - -训练之后,检查模型的预测准确度。用 MNIST 训练的时候,一般 softmax回归模型的分类准确率为约为 92.34%,多层感知器为97.66%,卷积神经网络可以达到 99.20%。 - - -## 应用模型 - -可以使用训练好的模型对手写体数字图片进行分类,下面程序展示了如何使用 `fluid.Inferencer` 接口进行推断。 - -### Inference 配置 - -`Inference` 需要一个 `infer_func` 和 `param_path` 来设置网络和经过训练的参数。 -我们可以简单地插入在此之前定义的分类器。 - -```python -inferencer = fluid.Inferencer( -# infer_func=softmax_regression, # uncomment for softmax regression -# infer_func=multilayer_perceptron, # uncomment for MLP -infer_func=convolutional_neural_network, # uncomment for LeNet5 -param_path=params_dirname, -place=place) -``` - -### 生成预测输入数据 - -`infer_3.png` 是数字 3 的一个示例图像。把它变成一个 numpy 数组以匹配数据馈送格式。 - -```python -# Prepare the test image -import os -import numpy as np -from PIL import Image -def load_image(file): -im = Image.open(file).convert('L') -im = im.resize((28, 28), Image.ANTIALIAS) -im = np.array(im).reshape(1, 1, 28, 28).astype(np.float32) -im = im / 255.0 * 2.0 - 1.0 -return im - -cur_dir = cur_dir = os.getcwd() -img = load_image(cur_dir + '/image/infer_3.png') -``` - -### 预测 - -现在我们准备做预测。 - -```python -results = inferencer.infer({'img': img}) -lab = np.argsort(results) # probs and lab are the results of one batch data -print "Label of image/infer_3.png is: %d" % lab[0][0][-1] -``` - -## 总结 - -本教程的softmax回归、多层感知器和卷积神经网络是最基础的深度学习模型,后续章节中复杂的神经网络都是从它们衍生出来的,因此这几个模型对之后的学习大有裨益。同时,我们也观察到从最简单的softmax回归变换到稍复杂的卷积神经网络的时候,MNIST数据集上的识别准确率有了大幅度的提升,原因是卷积层具有局部连接和共享权重的特性。在之后学习新模型的时候,希望大家也要深入到新模型相比原模型带来效果提升的关键之处。此外,本教程还介绍了PaddlePaddle模型搭建的基本流程,从dataprovider的编写、网络层的构建,到最后的训练和预测。对这个流程熟悉以后,大家就可以用自己的数据,定义自己的网络模型,并完成自己的训练和预测任务了。 - -## 参考文献 - -1. LeCun, Yann, Léon Bottou, Yoshua Bengio, and Patrick Haffner. ["Gradient-based learning applied to document recognition."](http://ieeexplore.ieee.org/abstract/document/726791/) Proceedings of the IEEE 86, no. 11 (1998): 2278-2324. -2. Wejéus, Samuel. ["A Neural Network Approach to Arbitrary SymbolRecognition on Modern Smartphones."](http://www.diva-portal.org/smash/record.jsf?pid=diva2%3A753279&dswid=-434) (2014). -3. Decoste, Dennis, and Bernhard Schölkopf. ["Training invariant support vector machines."](http://link.springer.com/article/10.1023/A:1012454411458) Machine learning 46, no. 1-3 (2002): 161-190. -4. Simard, Patrice Y., David Steinkraus, and John C. Platt. ["Best Practices for Convolutional Neural Networks Applied to Visual Document Analysis."](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.160.8494&rep=rep1&type=pdf) In ICDAR, vol. 3, pp. 958-962. 2003. -5. Salakhutdinov, Ruslan, and Geoffrey E. Hinton. ["Learning a Nonlinear Embedding by Preserving Class Neighbourhood Structure."](http://www.jmlr.org/proceedings/papers/v2/salakhutdinov07a/salakhutdinov07a.pdf) In AISTATS, vol. 11. 2007. -6. Cireşan, Dan Claudiu, Ueli Meier, Luca Maria Gambardella, and Jürgen Schmidhuber. ["Deep, big, simple neural nets for handwritten digit recognition."](http://www.mitpressjournals.org/doi/abs/10.1162/NECO_a_00052) Neural computation 22, no. 12 (2010): 3207-3220. -7. Deng, Li, Michael L. Seltzer, Dong Yu, Alex Acero, Abdel-rahman Mohamed, and Geoffrey E. Hinton. ["Binary coding of speech spectrograms using a deep auto-encoder."](http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.185.1908&rep=rep1&type=pdf) In Interspeech, pp. 1692-1695. 2010. -8. Kégl, Balázs, and Róbert Busa-Fekete. ["Boosting products of base classifiers."](http://dl.acm.org/citation.cfm?id=1553439) In Proceedings of the 26th Annual International Conference on Machine Learning, pp. 497-504. ACM, 2009. -9. Rosenblatt, Frank. ["The perceptron: A probabilistic model for information storage and organization in the brain."](http://psycnet.apa.org/journals/rev/65/6/386/) Psychological review 65, no. 6 (1958): 386. -10. Bishop, Christopher M. ["Pattern recognition."](http://users.isr.ist.utl.pt/~wurmd/Livros/school/Bishop%20-%20Pattern%20Recognition%20And%20Machine%20Learning%20-%20Springer%20%202006.pdf) Machine Learning 128 (2006): 1-58. - -
    -知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 -======= # 识别数字 本教程源代码目录在[book/recognize_digits](https://github.com/PaddlePaddle/book/tree/develop/02.recognize_digits), 初次使用请参考PaddlePaddle[安装教程](https://github.com/PaddlePaddle/book/blob/develop/README.cn.md#运行这本书),更多内容请参考本教程的[视频课堂](http://bit.baidu.com/course/detail/id/167.html)。 @@ -706,9 +251,9 @@ def optimizer_program(): 下一步,我们开始训练过程。`paddle.dataset.movielens.train()`和`paddle.dataset.movielens.test()`分别做训练和测试数据集。这两个函数各自返回一个reader——PaddlePaddle中的reader是一个Python函数,每次调用的时候返回一个Python yield generator。 -下面`shuffle`是一个reader decorator,它接受一个reader A,返回另一个reader B —— reader B 每次读入`buffer_size`条训练数据到一个buffer里,然后随机打乱其顺序,并且逐条输出。 +下面`shuffle`是一个reader decorator,它接受一个reader A,返回另一个reader B。reader B 每次读入`buffer_size`条训练数据到一个buffer里,然后随机打乱其顺序,并且逐条输出。 -`batch`是一个特殊的decorator,它的输入是一个reader,输出是一个batched reader —— 在PaddlePaddle里,一个reader每次yield一条训练数据,而一个batched reader每次yield一个minibatch。 +`batch`是一个特殊的decorator,它的输入是一个reader,输出是一个batched reader。在PaddlePaddle里,一个reader每次yield一条训练数据,而一个batched reader每次yield一个minibatch。 ```python train_reader = paddle.batch( @@ -900,4 +445,3 @@ print ("Inference result of image/infer_3.png is: %d" % lab[0][0][-1])
    知识共享许可协议
    本教程PaddlePaddle 创作,采用 知识共享 署名-相同方式共享 4.0 国际 许可协议进行许可。 ->>>>>>> 76873c0... new_fix_doc_pics diff --git a/doc/fluid/new_docs/beginners_guide/quick_start/recognize_digits/image/train_and_test.png b/doc/fluid/new_docs/beginners_guide/quick_start/recognize_digits/image/train_and_test.png deleted file mode 100644 index 5cb87b450d0398bcfaec0e647c362052069797e7..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 17904 zcmb4rbzD_V*EUK@N=QgaDBay6ND4^9Atj}|;{b}ZNH<7Jceiv)*Ew{@p*zmExxJtF zd*1KAj~}o%bN0-vS=Y7Jtl2Y*kdKPeSm-a&5fBitWMw2(5D=cY0rz)kD8TRV_H||8 zg5>m0Rt*jK@U)QP@CrdzQe4eF^&rj7o2(lOUvhe{ zr;%VPU%Ro0Q449G?MXBPp+9@=jD{5bFOCF-S65d{1zUiYbSu5DPvlBm^sAlq-oU!MyP0)r zi;EQ5&;p(((C4~#M=L@&fgb5zQN#ZGqPOXU6F9h$Ra_h%A0J;jGVn}XMFsEu`}h25 zBc&suuh4pvY+u7nO-*z1^Hp_q!&M54s_ZtXv(Q+uN@#_)%UAXmo5)MM(D8>WTf&TI7V@g(+=ZB=POq zuH5>BnY!g;*N6Esb#?V{QoipFYdy*zKfe9+DHHCdqoebow;tBGH(PC?n!m+@ce**e z*6xqkd!8Eb%Gs__J;+isCMKq{P`wDDekOebLLZ1Z;^$Ahm2ymvCt59CvJ%oDxSiY$($Va3nkeLE`!?AN z))3U(EIeJT{bf2iIr-(lz(D<8X_Hp1H3{%FlrEA2hTkr&Z)_-QYxmFBSUvewP(THY zRhrT#wwJ;y9KeNqtmavO{VJ|oyq6}2{qozka>VAV)v$0%vGn7$-l|WXDAQ#IODo{$ zm>7Y>=2L`3_D@fR++h1ZHrFD>HiN|OsFuTQ`v(S$j#s;fl6k@)5ZzQoI!#>%mv9g0wZ?;JKq zGe%>SL_O4c36NI0B$+R1ewLPgKRa{wJlpO7D1E*B1?T&fmU)^BVWijt|MFgONolFs z$$G!{#hkgCy84Q1lgCbOLL!GT%8M5-K9^jNxV3fy4CxJh!Gs{Aq?F&<+NxTr@cb+O z7h9_aH}jrI%F$q48e(2+;`^KPwdx5)p;cojPyyn(R}%h`2fYb8a(}rr`kqLy>+w32 z#5D$TS_vd_e7N4KGU`URtzSW@o~F;eTBC%cUHxXWYd)3&^s8NIBKtN>{Q1`y{M_^7 za3PEQoE%A1w&@B0gl{;M6vy!0WWD`jOOubjFBy8rSn$ib9F>s8gDGQG25Y8YkBx`u zNIgedL6Yp!`>zYFZ+DATBRZ1!^VNVWd^h8dg`b-M2jjk~2r>QU2=unyl~zwFFK9eq zz+bC+}W0iT#-x?!jh=^PztIErMz24h4|hcJS+uqvC9BGd@Ysg5|K*x zxzK*2kla=8uvULQt#jwB+XIHb30#F@vhnf;u}C_@G_#Y%N`YL&5PvUmRp> zOMNsF47TPU@$rPs`fO#bH;kmb)`sW1Q)+5z><+7vc}f{0kA@vcq~FH|zLpoJz!@GM z{*cTalArE5(Do}B&=!4TS$$9@lc1W|!ymfRf2)9fNN7)K)};Hg_NF3)4@c32Wq}0Z!Q)V z7VkCECByyM3Tct59KdIwLNy_sTC>9}thJiFoUhm-s=L-=d`fs`48S6nOJH!2Pp>2T zqIQ*8g<;3jMUO4=($*VG-{UX?dw{~O^T){I{0<=o8Mh9Y&KV+Jyk*TN=y7pzer$zi zmoR9M2(q1q1|i_zn(r?b5UQ)I|4dGH?c`^S06P0Rv$wI_@x}XkBOx|6w%lrl6&)SD zekU*G(OGLXIKIXXDtm{Iq5u4=j3kdwoQjX%mS6f6?YV5pd8fFA*;BixLg5PVanMpP z$I4Y%mZ0a^XISg4t=VXL#LQmzj`K+uzLH_x!Xqq1`tJTIcCAT5hs`m7Wj`A5>jd53 zz!--CEBq*T3|MS*M#d=M=-dIf;UJg>%vYz8;5$S=Qrmie4&$DWDk{I7Mn&8purIIB zjwL1;z;P-qe)^!j7jgy8h5|=eCFh><$w}>_HPb|0o~txzCv}-q!xy0_DC>FA@$2E| z&U7rC8)d-U?K~gb2HLv^YW7@u8X|slKhq`vjOF`_pbaNYxfh7}2w@WY>4mYNl2}hA zh8K=c)N&^kE{@itn z1inK1Ei10(Fau(v9ry(*y?#2;KP!LR33Xdrh^$Z09{DFespnFRA>QzNmrk-|X*OO)#)jvv4_t2$B zxCaOpEC&d7%n<)q8YPJ7%@e?P{_4u8A2cEdDk%d!Cv*z}%*n!YTeYPg|EH^Ze7DyV zfBVAj)_X?PG8q2;K8vF%Lc2GOREx1;-x)* zthb*&R)+a+RY#Wjf5=rUQygWf)CvOB&rB9Ss>h&?nfjC&dtM!Fzv7NH+Zg!|L*G9m z7z@z`1hZ)OUd{*YHPQ$qsqDVVo#f1&tPBker4jgg1p%ZtdiBOZQ%>Oc*)0ZW4;&~{ zNwjTzt!HA5@%Fzc?nZlkUexq=nlTEAS8ktZM=3e~@+rCnS=UB#_`?&+n(131j*NqA z@iz$o7lNgj$2k8bV^O$G8_Lbo&m|cMi^!V@I{t5#8%IV9aYEuBA5{E@b2-o{a@GhG z-&yUX(7$43;kVJK{SWE@($)U~??&}e=KvL0!(4z^UGg=6`F~gnAZ`Tt{t7Js;g}xQ zlTZ8@O0WDEj{lo8NxpCYW!+zGssUs+t-$_=1!?su!GFmGARgibkT+Nn;4~)_;L_i5 z0}o;iLYd|tDG?8_Z%q}`4XAeXNFFrxe`y3T?vW_}Fiz?h`lF}-W#WzS9`yqW5xOdN zi*o&^R(?Irw?`V%uBt-fqCb-Wg=k$s;XmAbEc|OJQC9?Rv09H~!VPAG$rX6W6*%Uq zStQRH_j*l+W%zc%ao#|)E3P8yWdMyb>2#ef>q;3{@)I z$DzrP)c}4KJ(eRSLB%rKVW==$#5UIHuPOWgvL(r#3~T@JN|Qky1%k!@|2nZAY=?{u z*4=-^`n6hG(<(gh(0ddpMnT(ILpcd`clcj$|i*{8F@)`vAA}YLN23YXu zqjPw?`wO}xpkCa;|CFu%gS3opsL+2tRe{8P*naHpQTu=U2m$W?a)%mdM&{p60F)db zX(HntDm0!3$ngB}xxdV$c3^+%_0)L;g_?niC7kiv?*Y zD?6ysy|8)o`lAj9AE!WK1vRW=pafv;LVoOE@{gJIIe)7^M847TB_dh)PJ;e?;ZYXh zG%A?g6HQWOE>%BJ$@zmKzpd6^y^}~+BgqvI`6sO`iND? zztr%>x+|Y>BtZOkB&$we3;(Zny&o+pDp>wMx(85iVx9&jo##maa8pwPz$CG~_-Kcs zkH#$n-2I&ya38T@{-3h5$2SF!Wq)T2YP^Ki@Bj89@1WWD&&N^0N)ALW|I(xBAID3L zm$AzFPs_nwW%X_@Z-AMmk>h{y@?Sy$Z2XtC0FC7S66KL)!8?y*^#_FgmkFZXX~yRD z33o7>hoi-Bzji>-bVU(6r<5Q*&4W1lSK`kF1Fr}!jqA0fO(jU-ml+4R6V_#)4Y&0U zPd5u&(p(q47D2sA`k?MmC{LQ}2k~vzyR+Q5W&_WkMO6+e01p*s8XfR z#04f&1beUMzmGOoSW=3)`+8`aujK&7caN4wNe|T-OweJX$vgHm7Wy@;mAQa#e53W* z^0dJtI`u+PDDRasYGYMVMa2|!N}J!TixzNdPH`$Ju_`)oDozsnZ5j;fnXw?#JLv4S zHWvTdCm~Z-cW0_4FH46mZW|8Ju&d5im{-*x9c{6h>Ge%Qs*f&zV<(;McSs+cb+)HF65LvdgI4UTZ4xJdn&PEOaQmQr^YJ_CC?Mk6sh@gWz~YP{7w-a{j+4P~wl zHyNVFHrh6`+$^j(m#r<|zww`Zx{z^vdNh)J|KaAom%FB0Y4J-)P22Y8V|Shu?CIO3 zOf7pCRR_KZu9Om|?)!`|H?B6)>R*CI66ZEQwX8%?uF%|h)u{g~*p`NE?M6XZVG$)k zly>RcM|!S0KN5Q_8=A6$Z^PtWCnh&nzI3A9bDpk#|MT_UT2@i^?>;O(P^!lMI>YRp~4h(Egg+3zB|O2e^r`z{YvWK7WA5 za#U8$W?*;IFR_3v+|V^sa=w=@42!=#cQ$a~TQZQQ3%e~dFc=)w*Mk=H3gZE~ZSkAJ zW8*k^iLpdU=KK61sRH?A|hO7v<5M47WZBxtVYACp*6YPuIC`iK*3u^K=-}W#k=^?lj2SHm}FirXbgz3~fG6db8Yz39zkeVkl*= z0wf|{yNKyx>%h?sC&Mdj5Z|!fBY^pmw=UsQ9>;laJH3;N(7^y5Q$y}tQ|>iF!V^1f zeEM8ZZC`yPNy=3Zg0u4GSkyi2QH8PHi|Fm6KvEQ)iV6^o@1V#B5_T4U1u5aXl|NyFdGYa{vfA3N?;h4oe?(Dq0_oTHEnCeWUXT)}Ou z3K2=at*TrJ@Qq@NSSq4H^3BzN;jIUBMH|M#8oA_%V~eL_@IyvHR@G00u;SK89vOTK z;j5ftzEbD7=`DFsDYD8f81C#rY(-xkR=>Slz$eS3T&O_L=4L9oi9ZsxI7N1y6=GaZ zml(b~46uP*?N|QVx&g*`{oph<;eygZXlnj-|9)eQ#k$NoeE#yMU<3Z4eHSl*nFn|~ zdpPzEwpMOh*YWwFmhAh+V&Li`Wb;!;o+I3@h~u-_AX%N`&)TUgVPORUvX?s0-jbyu zT#;v=OO}uqvF0yy1}_bswCzHQ1L>fa4ZX|p6}(j-s6O6)UOj57-}DH;Ei{ex5Ee@FZvukFcz$M|ChnjP55H{M{Fx+{fH}!!u)hkCkQs$^d z6oldArtT#<_K<9bf~vPrv2M?Dx!c1VjlUnOetRN(+cA1QQP+F4;%OkJtZqyyU=c$8 za45rkX-ox!gOsH}SzoH82_-*Vrtryo*m#goLPc9TMJI?k#bWTiP3v-FwjwyM&-bjZ zw^pGD``*iU#*Wxb4g&9Lq#c_!e1CCx2F2FAs;w8E#oFW4DlXn(+|?ll!=-ga>|}%1 zk^*_uzPbAr)Mo~KErc3J`@-32$~`-iA)*#WKI~{_B*d&(iZm`S|<%`q37o4 za?BAWTHfsy>rl^BRTw;YFGG7^A63l!;!Eq+Q3lJ42j3w3d~T-g>>5amzQX(aD6ttK zeeGcdc(7<%2Vo}Fzr=^RR z0}0zZJ=DRLmglW?7YH@OtntK%isRxmax+_-L z^ZHZ7H;Y+_M|FxWE3D03X77^Xq-Y)Z^wc*ud>d+_R~rt2cl_N;0Tt+fENO~4 zb-zX~teGY`P!^>K(q+*mE{C3d?uO3y*NY7x2<`a^L~2SC#A<;E#;99ZulK0iGL1s# zvuymoxN$N|sn$ErIwOs7+E59qQNpd6@WJq74j2EoUf@`kucSlX;Ni-Y)Mfn3%~~2Z z)Q(Hjoe>H5=9_XvF~Kj7!ySb(@}IMm{$LB45?S5jxV-mu=(o+gKUM{Qs%uR(ooY?s zinW^bp8KsmXJ!(oDFHWVA)N}SlS=*?CR5S)?RSe-$C%hOZnMTpC9e?bX71B+TZ1d& zi*LkT(1SL*)=@au4W+0qxZObDD_(*9jLO^}eGYQjD>G*2+6~*5vN2}2BI41swr`)> zJjAT$^N4@@EI{<x{f5ZwNA?}&j9WTVAK#-E zo=ntU69#)EW$gx&CcX!KSO~reS0!h%h-C_r3pFOS9xec#Wbo~#U@0ea&&O2?7zIcujr#f~@|)q9gGV!fNU-!XokOeY z@4i;^nh{UfR^C)thJUhGPgxjL#i%>I--EWf>vx)UzY+yRql@T0~*ORTT(VbQ=FbXjF?Af5(j|kfB|_c7WM#q?%PT{UO3)P$rik5a$-&%Bd2oEHNze#PPiH%_%y~(M zt;&r+bdlbbuYX?G)#cqcol|JTmxM=e?p>PeP53fwtRtD-&4)#4z^&X(Mah3aLDhou zzyvBmIJiLI4X?(E4`tG&s^gvc0yWRns;-INeV(Phu#Rr^8d;OqhJuX?en+w;a`%4n zH1M}&18M@+X={=P#{`IF@G;^XPa}u=RfJQ0cJZ=chfOs8ba+0!x1>KO<3g-y<`XtZ zxdZPc(kO4q@;7ZNoYNoMu5%hfttL5jmA6I|`I!A_Dp{uY*^9eBbHIk3&;f7loi8?@0wsd8^>2SA zvJXp_;I;({SNL?H5BVE3u57d7EOSDX5+BhefGJ12oJ-7@HWUVpo4iVWic`x98iRXD z?}a>i6Hyma{faxr_j&LASa7L77hl^sc@MmJ+dPJa zm`Jau+NK?$T=E504##UmnkV~N?N7MXBW%JOwj}cI$B3Ak>+iDmP~JOL$V!LdBO;?k$@?nNe%`ZHJmn#PuW zfytrxlW#PYi^I3cNvr!uC%%{PR-^qE%9B&g8TOlWoY|LVR}Vr~-ll6&O0`#YNdbj5 zn+0sOLCl9Gwq;<@_sUn`wi?G-^(lgB$GS$-T^;C9T3dXJR0BsKV=NUxctMLtSF)y^>{#s3_UhmZTMPG@T^gC^n&t5WTa9gOKqzV@p@w9B=kcVD z_;l=0V3NS~#@;H|R+P>w7`MEak-Aq7SYOJT1#Dt2$c=c~i=!4DGzW=oEr9hTRZ~&| z<57=yPdMAuZB>?5vw%0-=-Hfo9~@Bj`G~gMSH%`SJ9*8Ser;}OY3!_cH#WJu5|`_B zWo;}_#tiM8d?FCeFmM#s$^+^-JgFd9&f`_`(~4E+dsIKr+-g=YAxgDIF=40+ZIMer z&D%j}@Lk2Wu7x&>UD+a$;hZA*55z0|n--qo{bK9&YE;pUXU0>E6Ks&h6SVu21Xziw zf_4)Ief;LmQtRx9pFzu7*?KD+!kMmJJpqqSj^7@D^5~wQ8Nn}9vMH$`v87Sou+7g) zFPe%N(r>Ysd{&tVZ3`s#F6bj02@P`X&?^}Tlln*ewoqGf3tU)iA6m>P&w-20osxZ< zLeavP-Xf1bpQrrG*fv%o>y9=HeZuECH2-rJ;0~6Cb+>C^C8R5#(!0l}QanMQ$oe)0 z8uU^^1AFsa>wMCzQ>-C&T7HVXimcy3C ziBaB}zrS=lM!stcMZObR0ben%m=`C(rN@s#baxg(;IG}aC)?T7MK2flFWE9qk5Mw@ zv+P{u+I^j*y4I0|+*(_C4UraR7K+}Dd#uG=lH@E#-;9Cn7}QrP|63!i&K%T6#y@@6vrXcx-Fh zWbsNkLT*b7-!#8`1A!~Q?JY}EDtdj>9WMuW;=ZH{(nfe4I|?=VqHF=SB(v%tk;P6=s)CzfnrJ=9-Fi=6}0b6|W_^jrDFgqiBqA>qRk?CMIK$y(>53IpJIiW_$> zF&~c?2p0mLG7>KRqD%yDeIPwV{ z=s@**pqIG75;PqckV+WUC)Wo}p4ycYcSKl`wtsSIUtte#>Fq6^t-BdRu9wxE)31I5 z*(4U;BGSC!11w@9yzk3nvl>Q`*PC0V#t>aa-<6?GVU9_cjr9h z3i&q0UEIM1O<6&D?KonyUFY8~6D#gVnH4@5wvFW7z{foXlBDouY1=N*+Z?J-GV{N7 zdlC}|)=Ao|dj_$+>p0cNHJ{F{Qam?~ppa44sBFW>ooC6U+W)k)dyn~1eglp#fyE92(Io>ZL`wCdP*M)w-l~X7`J^M}W z?d7fP$94fMm@Hg9WE|&ZooDX@hzr5uPZHn#_ID zQ0}j%Z!q(^H!?M)D#h4%o41ppv}1A@2Vb-v_ssUIZ!vP`8q{a@H+$JiO?2KPqO;9m zrC7{r1Yxl)zFO$;PoWgj-;z$}D;MHfssxKqbkJpv?zC=^{7y)YTRqd91Wb1XY?28! za8V^K2*EBS)$_|kRhT`h%(kY)gss?hYjw($R3mE-1K=&fTOh>!#AG(dQDfQ-*_Bbu z*@5O}3ziL+Y$w=p-eX!3$EcU=QX&Om+FgMj%$e1-H@=V}Z4x^>?^s+>!Cc!_ONTAYIJ)$BW!&mG?< zC^77Oq?&MelvDS@Xt@TP@%gybek7S>=XDRppLlYrrZrbO<7g@zNN06k`qGZ~U@lm) z3YCX9;n!A;3k9>0^iv3L3Qz8tEM9zAQ6K%V zEAwfQ#CF>E{E3Y%A8CuvHkT1zS;F+Vj=J(MMiQHa4uSZ{_*qJxHyQ#hZqwl0>3v9)Ahwd?%m)$2>tRk+Di zK`Hd%-ZsIGQp{G&t1DbL$KPMChJD)W;W^Vp-OhZ<)MV!MQb9fP6 zXAA;A7Q^6|>LME(x5UK*#5osHeqmD4pWj4@Yr9J2@F;64OUdhyVhM&wMgQp+D7M<~ zNQ|PX$lW~IU*-JByP3}8H$JR0SLH=#JZ`l!*BqhigBG!hKgz%9F=8C(#$IK^R6qOh zdd+%)KW9SVS5^6%X{8M!_D1f9t>}!Xp3Her<>yz*4YOrc9!p$Ngm^Mp5x==VPq<$2 zy(^;Xnm{$J$}jZ4pTe3wj!yd7?|O|?^HF`ZLn@6c;lPH3`<%GzcB)0|@IX4m27hK= zEGM!A>Qd92(krMpBO{cZ1rH(GBkWh+mdt^y$LLoFgffn2cN5z~ z^|LaNpB^czpiTaF0!Otb_r{tCtVT9Qsz7Dfx!NwK{^^JOkLvcJHcame@%XT@cQKRk zPD!{o)gBsoV%)GdKNe#j_4b!cTI;@5K79k3?*YsLUHvtpjVNEjLVPga>x7qa9X&6F zYI0PHRAt)_yu{Q*5LJ`yc{QU8K^A{xna{B|tPatVWlR$1JD)F5pls$wL*WG50-?!0 zZ{mG8GYV?Ya|$(tLCWt@YR}TE-)vNF`=$A}IFTew^~@`zY?lpgXC@2eOla>NjA||L za>k9m6>d6@w4U~HU+L*j<=yU+(r3zzw%15_`wiw>Tb!gk>80ePS^}19_^2w@#hxIBwyVtKEEyCaE^0G?R*W>iegGUNu>v z&L?Wp8Lc%ZXz#x$W_{zvv!Iz-3_oeqf{_n}rE52@B@MCH1Tm3QI`|)0;l-tZbWluT zA6)mmU3Z^KMZ6sJA0HK1YE2}V^2I4sM`6(yYEkQ@|8_5!@_rGQ`$9Bg;@gXg&549W zQytlF@9kY2c^3t69DliEqway~cgNhW4cm*>4{yJkrTK~EC$hwqgjZh+Iu<#5`mrOe zjSU!FA50?ek9pMFvsc&&ZbkO3OypV}sU4b0I%2`%QOE`)d@Fy?fw1O{uy&DZcNV#$ zWEfd;#sg?L0<&80wN+M3_A+_L)i5jy16xBPOsdJzu5}RrYg9FQk_&q`lIHSe7;B1~ z)iYFAJxG4Rfe{DQnGmBTTQ)l>y)ao)my9`aBte$T-O`CuNmsz1Qn)RE7IYuiftg|# z>%bLKZzH?x5+z9*ay8&zIp<*YKBac8;~S~atqbphi=FHC)71K;v8srk&@{}txUnx6 z*wF69Ps|6vJFd97M8k#ONDFVi6>{GEa>R=xEz?jl`%Vr1-F^327W+_rbG1W}lLZoU zO_5OD`dzQ7pvv^fXn~v1Q(E;WwsJA{kN1cc9`{$H9g-K@!qdAC+%ZV)rpR6bZM)iv zbqST4Tjk?IiO^?=eXi9jpBc?%jCg3Ku=h(Znj39Gik&ald`2Y~&pu>FVq)Rvd?brIhWDI zVJ(Uhn7&b+Z6pWzl!THmrhBiDcLJe{wYoG#P58*?H}W$-Uk=JD+t8X_7-_3hdpV09 zdeK$(2>~W+?M_na%F$h$?vZ}_XV!gp7tbtmo21rSnp(pl(y9*g?I?vT?&aYx>l}VM z#I1F^k1=2lu+9lGPRUtxbi8<2n@6EcKf~7*e8Vf`Ru&4rJvq&jt3kU8oh^XvTtm}e zA{JdMu6J^`*mq%s)in6%0WZK^wxcs12?}w;P z%(|7QUb=c-XIPD{vSl0^FZuhplQPP-o0Hg0`dCnh(1L)OB)ZJP7krfhol9E8Ati%Zy z@xW~J^ACtK9G$*eLx>(OXM-{lNo+JBZy$%`e zv5)e>?VPd|JyA3aq4+M1nr=7tqUs~+o`>bB3S4cBg|?F30|joI8d~Nxwx!}cs}@v2 z;Fiksl}`g^>h)D%hl?&^b!0~Vi2|ki2z^Zqw2^MlnFE~2pB&oAGE_v~B|PfkH>x+G zqdr!QUvKIBOe{_G>y!aF6g7jXAc=OZ z0ro%<6L2aAFLW6hm>bH%bz-aE#B!zdS4wxK@5t=r9|-Tj<5CvCtg zo#bx9=?&A_^JL7uyg*6bomRlQCFC#Io1g9YWqorNE!gV}^2GD1d=mrNBJlN?vqm98 z;W>}ZdbMB%}OY&DiTO#HwcNh4v7j5b9 z7nRk1^xHyX)IFa^_~cb75Pc(XJ$mmNJ5yJ_;y2pJD`BL-_!9a#wM^9`P_HXP~ zMF?)&{m&Ma_N_f$2|1zz+pGX)>>r)_C-ih-$U23xj`K3E^Y>{kz$@pA_!ki3- zIe9`qwQvfhvWfJsfJLWA4x8Ax6PRq-Dgzs1>ZzhPj z=~sP`gs-3#1g5$6x7rfK8p|nhb_0GF@2p1NC6Y74#DAmuD-#lh?~pqTEZnkD^mnhJ zFLXn3=@ap9%&yzaY3Z(vqe*q3YLj)*35yOWqA_a52r+Y+mg9eR^C~lk#XM`+xstrt zUT!SeDYCHp1S=hNZiq3^m!W=<(tKF^*8lc){|ETyBC*^={l$NY!G%;Tq;mQd;}b==mT2@qz%O)fxCHL z@x^J>&4>+fy;P4VX|A3m3tEjJ&LY!oEpZo4)+doA`(?ATWOXqH*F1Dw2xFp27vkxF zfeE_>7{Xb0wLDTxh+nL&FuOYDq&{DLxSzOnS|}E`zQ6b2XO6$Cno(L!F1Y9SGHJ52 zdTYyAH%jrld(9J-%-C63DrhZFODZrqh7mak>-+Ww>1(g4NuzzD3s?7X)OWtFOEnsu$x#6u?&xD5Nvqg%LRPd zpG2zFLg9a(Y%J=|xGuDXx#c?OG9qF}tctq%hfXN)Pyr^Lmz%{txPWZz$??11t>qnL zFKdXv*SY7F#$mzA{WxNEV@vp9O82;sxzk+N1@ip(7e-mGJBN2-OZRoHd}h+C1&B^} z7^XS2f=?MMSESN;DSmCGMu}W^)=Ax726~!-^~zZct>4-Qm%rHKUdf9xZ$)G+OGqaX z9Tb^XFHhE`04EK}DqtouHt^GxI}UO?18EGz4X1aw5QmFD2%k_5PIni>q>-5i&8rxE zIlaoo;(Z+9*0uMSWNmvrp)P%3@o$Iz!^F|O%~tY>;6XJ6{Zk~(~+ljk_!t_#lnYWb^JQEveky{E@vo#8MFAIzl-Srrqg@GDJ(vy3S6}Vc|t9aA%uD zna=UUyfg(3iM8N!bo};md=jDu5WcY{ee9Z;iDl2sC^Mbpql-I;i}0>Iew7`@xs#Uk zp>krxH0I{!{Tyb6m6O*_Oxo|7Z?7$)6Vm(6s9H^5olf98%-cL9)bZ2B^~Z+_cGwy} zu&Cb0+edf8h%$IgYaX6e{%rY;Zp)&D+zht0Y;U#4H(=N}twI!b*l=&XnPP4g^LZcjGJFM#}73Zu(eyFny5fI?P{r}p^V)nK{(y|GsnY|-g=Z7GH)ZB)$eLPAXZTdB&4 zGPVwL^>~G})4lf|=C1Okbxj&wGScJ0E8QUqODIXbXGo@vsEVb3F>S5Ny&*UGDL=ubGE8`wv8Oss58>_2Ya( zfet>LNusooMfqpOyX|Bu_~ZmVoXa*k%r#-)QOvsk^oGc3iFRY(+abK3}C=meR*n3cQN17*t{0r;A|M2Aa>;h8_H zbQRB&)`96_c2)fSRDou?LkMrgDW!IwHjQVcp{hVcyjS9O`QxdWm}KHt>v?-qf_MUK zB2f{jyE`dqt0}I(i|!HO2%F)o%Ta?qak9RiMnSR&0JS}iZ&mLQhlch%_oVYHER`a_ zx?g4G0@9Fz6o69@{a<~xb=mWXaI})WI%aJ`721Rn01rkt_Q~AH!4;KBfY_dK?hoXjiNfu}y0>mp@}51>Fa!lFwk~@}m|@%0 z4Hd5@CPhEjXfLJ}I7sEHeAV9T(|<(`oY3=oh%Hv5+i)pqZt8PGq$Q+I54U@%$k4d9xF)jbox}&+}J;Xea#TRg8&1(SNZu6z&T8$5>9 zBM#mHCsH;mm=uqjl!i`XGt#?K#DpWH*~9`ddM`Fnxt{8QG&D2jq~p`qfAZ%;`3IDg zXqmeEr&Mo`Pli?RJ-nB7vOTuP9msD6hX_@G9TZq)J$0Cq%2N>PAJO1_0(rVa0UC^} zrZGn{JBz5q7rwS2YNCkq2A8tr@yJz(8eHg8D`FDEvmvr%%H?_F4CT|I8vF)tm0t6u zxzy^_^zHJ~*%xahKN1Le^vc_N0<`(*&PTC#PWol#*A41Ycj0N|lMcLv<=NfnqD71% zV;yWGB%u>p=k)aw+!{k>E;dzRnzre`?bwJrmc5tm(M+`y*}(K*fodI=4yRM*7AM}l zLm@hA(US>$f!<18P}}}wxdl~qeM(|l3FV@w$U3K+Hp4S!2*_e+cn!P3|LE7E) zBK;izgeR9)bl)KGMJ2_pO!?kG$czwI(skX34Ywt-4LgoRmOmL8B9j>-&E|P~NZu1l z{QJDDDYHRAY^1&5w25?I>x>Vqm<}a>Z0U1oXCK3q8wM z$P?Eh>CvQr#ryRuOrWxxJC|YGa>OhruuU4v$vd-KX^FZqT`jKr;+`6vK%+(ZtwZf1 z*-o0&$MMLys~bu1*FlY+K;Y6uNW!Ef>f@?cbnYO43#cY0<|X4NCIm@t$Sj{DP|_!N z@s`*6aJf{riMa;M#P_VdlafJVQbJ2drc3TO2%%1@4cC-|_f8}9x%KY4E1x!qyh~mm zHKcgb3LxfX5x+ELnK!)5)P91bGmHS(UGR9z-u0O|7x9mTZ!<*=YsHzgbhC4JO{Y(( ze+1|t(Rg0|{OrXktJu^=*G1qmL5QYr<~Wk5KZM0Gws8Emt0e}ogr!coB_QTPZQHBL zF~c4<-~8iEfoZIb9233#v$UI>mz(Y7du;}9?_TE{5VL8~AsE`S^~2EO!JJk|LVro9 zPGPOcM%~x#%MM$c#f={}$A|_Hj-E96`}xU4%H(`IzW$?FBalxVn3D`VlLIzU~Jan;c?FU5p$BeNWmZb7-@^>d@lhG$q=$)T9*bzE86e9ZfBFIdu}lg^K!>l7gk^P?R(Uom||x8SVS8 ziUl<-J|$*d?ovK5+|j(R(#)km(ntkv-Nv-JwT0QeH-&kSG*bT50K*9g^Aqv8=B*ix z2HEgQC1r7nU@)L7)l>*xR zIvdjMn1N(H1+tp~)jeT*LWG*zKJ5ID_NGvS5LnNvN*@!;y~5`KlMKck6nBRsEu{{ zxaAm7e~1Td7(aHu_MUmQm4LW7cDF264uKVM5nb+-&_3e$9&cF{s($(s7zWzd8jyx# zn>z^{l0^_=SF&nRWN@J@|6p}bc*K2#lRK%g{Ja$%NPQCDrf#%eWzSVZe!hTSP2P{p zn4KqB5#{yjvRx9^+3$jLV^Nar3UW=Vr^Eu1BP)hNU8!j<-@^PuAgB$fnLk20fs_Ts zw~~)pDvEDc)gc-CyO_?1>lA$=>`}L`E`K6A0QrExGt~HHkEu*Ru0lQj<>v{UUef<0 zFBO>T)T->#Eod}B>{P2TM`Ewd__XD%7 zvJ5WYO}*;CZm}w^xs!6alWh@8bW`VUjG(>x>rTF4OHy_O83YYPnnpnbX%B@7|Kqm> zrVAN<4Lz3)?UWIRPJWjN$RC~%k}g#FAM}{VABzmm)^*7gg~LV4ipm7KM7EK``C9W4 zQ;rqbe8wTDGzJzuZgl0deTPi#rac#QemdcYbx)Oum)H>Xd0Qjd7sDifwjH<5u5Cb{ zzz`mu-7Q@CsOW*sAG%XEC4+wst|o^+c_CcFP72XADmmXCC{W@__pR(}PeZYmt1@eg7vM;5!=L^Ing3?NxC3C{P}X>b>nI@&c26n{`(KY3EUqxx-Jme zcl6YD#_UF+(}nAfU$5LEy5roYy(}80|DGH6G-ls@$v>m*{L@Wr5vhO9TF!jOY`_+g zd8aw(!S-X{7=LIjTibR)RqFQSp8L_gf0=cT@4CF>oNvUUrbkcjateK){O*_aYk%-g w#5oN|W`p*@Id(7#g7z^93lL3B_|N~$<%I9iOND&EBU>0eUHx3vIVCg!0Pl0Q`__ +`预测库相关代码 `__ 包括 - 头文件 ``paddle_inference_api.h`` 定义了所有的接口 - 库文件\ ``libpaddle_fluid.so`` 或 ``libpaddle_fluid.a`` +- 库文件 ``libpaddle_inference_api.so`` 或 + ``libpaddle_inference_api.a`` 编译和依赖可以参考 :ref:`install_or_build_cpp_inference_lib` 。 @@ -95,7 +97,8 @@ engine CHECK(predictor->Run(slots, &outputs)); // 获取 outputs ... -编译时,联编 ``libpaddle_fluid.a/.so`` 即可。 +编译时,联编 ``libpaddle_fluid.a/.so`` 和 +``libpaddle_inference_api.a/.so`` 便可。 详细代码参考 ------------ diff --git a/doc/fluid/new_docs/user_guides/index.rst b/doc/fluid/new_docs/user_guides/index.rst index 453cb71cf..377631109 100644 --- a/doc/fluid/new_docs/user_guides/index.rst +++ b/doc/fluid/new_docs/user_guides/index.rst @@ -15,4 +15,5 @@ howto/training/index howto/debug/index howto/evaluation/index + howto/inference/index models/index.rst -- GitLab